510 lines
1.4 MiB
Plaintext
510 lines
1.4 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "d6cb560a-707c-4c1e-b50f-2b9c8037a3c7",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-02T18:57:44.747396889Z",
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"start_time": "2026-06-02T18:57:41.804567432Z"
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}
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},
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"source": [
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"from PIL import Image\n",
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"import torch\n",
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"import torch.nn as nn\n",
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"import torch.nn.functional as F\n",
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"import torch.optim as optim\n",
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"import torchvision\n",
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"import torchvision.transforms as transforms\n",
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"import matplotlib.pyplot as plt\n",
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"from model.model import Model\n",
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"from rbm.entity import Entity, EntityParams, TrainingParams\n",
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"from rbm.matrix import Mat, np, rms_error_accu, sample_gaussian\n",
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"from compat.torch import Optimizer\n",
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"import math\n",
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"import random"
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],
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"outputs": [],
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"execution_count": 1
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},
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{
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"cell_type": "code",
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"id": "4065302d-862f-4639-99d7-e396d055434c",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-02T18:57:44.805384362Z",
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"start_time": "2026-06-02T18:57:44.754689502Z"
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}
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},
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"source": [
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"transform = transforms.Compose([\n",
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" transforms.ToTensor(),\n",
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" transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)) \n",
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"]) "
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],
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"outputs": [],
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"execution_count": 2
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},
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{
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"cell_type": "code",
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"id": "ffe48fc6-0f57-48a0-b5e9-aa68cbc8edf1",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-02T18:57:46.143861844Z",
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"start_time": "2026-06-02T18:57:44.807191709Z"
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}
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},
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"source": [
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"train_data = torchvision.datasets.CIFAR10(root='./data', train=True, transform=transform, download=True)\n",
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"test_data = torchvision.datasets.CIFAR10(root='./data', train=False, transform=transform, download=True)\n",
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"\n",
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"train_loader = torch.utils.data.DataLoader(train_data, batch_size=32, shuffle=True, num_workers=2)\n",
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"test_loader = torch.utils.data.DataLoader(test_data, batch_size=32, shuffle=True, num_workers=2)"
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],
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"outputs": [],
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"execution_count": 3
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},
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{
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"cell_type": "code",
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"id": "33501c0f-6d78-43e9-b2ce-adbe40b6d95a",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-02T18:57:46.201335403Z",
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"start_time": "2026-06-02T18:57:46.145244002Z"
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}
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},
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"source": [
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"print(train_data)"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Dataset CIFAR10\n",
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" Number of datapoints: 50000\n",
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" Root location: ./data\n",
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" Split: Train\n",
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" StandardTransform\n",
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"Transform: Compose(\n",
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" ToTensor()\n",
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" Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))\n",
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" )\n"
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]
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}
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],
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"execution_count": 4
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},
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{
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"cell_type": "code",
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"id": "aedf601a-9084-4047-98e8-481f4d41a2d9",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-02T18:57:48.099025920Z",
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"start_time": "2026-06-02T18:57:46.202487505Z"
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}
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},
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"source": [
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"N = 5000\n",
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"n_side = 10\n",
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"N_VIS = 3072\n",
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"N_HID = 128\n",
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"\n",
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"image, label = train_data[0]\n",
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"size = len(torch.flatten(image))\n",
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"train_images = np.zeros(shape=(N, size))\n",
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"train_images_tensor = torch.Tensor(N, size)\n",
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"for i in range(N):\n",
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" image, label = train_data[i]\n",
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" flat_array = torch.flatten(image)\n",
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" train_images[i, :] = np.asarray(flat_array.numpy())\n",
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" train_images_tensor[i, :] = flat_array\n"
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],
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"outputs": [],
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"execution_count": 5
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},
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{
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"cell_type": "code",
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"id": "5ee865c3-2af4-487f-a184-1291f99839b1",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-02T18:57:48.394495129Z",
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"start_time": "2026-06-02T18:57:48.100510089Z"
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}
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},
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"source": [
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"image_indices = np.array(random.sample(range(min(N, n_side*n_side)), n_side*n_side))\n",
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"print(f\"len(train_images):{len(train_images)}\")\n",
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"mean_training_batch = np.reshape(np.repeat(np.mean(train_images, axis=1), N_VIS, axis=0), train_images.shape)\n",
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"var_training_batch = np.reshape(np.repeat(np.std(train_images, axis=1), N_VIS, axis=0), train_images.shape)\n",
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"#print(f\"mean_training_batch:{mean_training_batch}\")\n",
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"#print(f\"var_training_batch:{var_training_batch}\")\n",
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"train_images_norm = (train_images - mean_training_batch) / var_training_batch\n"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"len(train_images):5000\n"
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]
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}
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],
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"execution_count": 6
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},
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{
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"cell_type": "code",
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"id": "b4310933-d850-4128-a2dd-27d88c004846",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-06-02T18:57:50.210969612Z",
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"start_time": "2026-06-02T18:57:48.395539145Z"
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}
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},
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"source": [
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"fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
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"index = 0 \n",
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"for x in range(n_side):\n",
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" for y in range(n_side):\n",
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" inp = train_images[image_indices[index]]\n",
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" img = (1+np.reshape(inp, (3, 32, 32)))/2\n",
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" img = img.transpose((1,2,0))\n",
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" axes[x,y].imshow(np.asnumpy(img))\n",
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" axes[x,y].axis('off')\n",
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" index += 1\n",
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"\n",
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"plt.show()"
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],
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 3000x3000 with 100 Axes>"
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],
|
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"image/png": 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|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
}
|
|
],
|
|
"execution_count": 7
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "08143a53-12a1-4896-a4b2-166dedf0e021",
|
|
"metadata": {
|
|
"editable": true,
|
|
"slideshow": {
|
|
"slide_type": ""
|
|
},
|
|
"tags": [],
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-02T18:57:50.263346757Z",
|
|
"start_time": "2026-06-02T18:57:50.212062778Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"class TestModel(Model):\n",
|
|
" def __init__(self, name: str, work_dir: str = '.'):\n",
|
|
" super().__init__(name, work_dir)\n",
|
|
" self.unit1 = Entity((N_VIS, N_HID), EntityParams(do_gaussian_visible=True, do_gaussian_hidden=False), TrainingParams(learning_rate=0.005, momentum=0.9, num_epochs=1000, mini_batch_size=1000, weight_decay=0, l1_lambda=0.02))\n",
|
|
" \n",
|
|
" def forward(self, x: Mat):\n",
|
|
" x = self.unit1.forward(x)\n",
|
|
" return x\n",
|
|
" \n",
|
|
" def backward(self, x: Mat):\n",
|
|
" x = self.unit1.reconstruct(x)\n",
|
|
" return x\n"
|
|
],
|
|
"outputs": [],
|
|
"execution_count": 8
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "6b3be9f6-38e1-442d-a7bd-1f3c164ec8d4",
|
|
"metadata": {
|
|
"editable": true,
|
|
"slideshow": {
|
|
"slide_type": ""
|
|
},
|
|
"tags": [],
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-02T18:58:42.508850607Z",
|
|
"start_time": "2026-06-02T18:57:50.265032742Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"work_dir = \"results\"\n",
|
|
"prj_name = \"cifar_test\"\n",
|
|
"prj_root = \"/home/jens/work/repos/Rbm\"\n",
|
|
"\n",
|
|
"# Create model\n",
|
|
"model = TestModel(prj_name, \"results\")\n",
|
|
"\n",
|
|
"# Init state\n",
|
|
"model.init(0.01)\n",
|
|
"\n",
|
|
"# load state\n",
|
|
"model.load()\n",
|
|
"\n",
|
|
"# Train\n",
|
|
"model.train(train_images)\n",
|
|
"# save state\n",
|
|
"model.save()"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 0%\n",
|
|
"Entity-3072x128: err_rms : 0.25529310329049565\n",
|
|
"Entity-3072x128: l2_norm : 0.024208566048313004\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 10%\n",
|
|
"Entity-3072x128: err_rms : 0.07701324525647232\n",
|
|
"Entity-3072x128: l2_norm : 3.780399821938751\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 20%\n",
|
|
"Entity-3072x128: err_rms : 0.07223318137801157\n",
|
|
"Entity-3072x128: l2_norm : 4.906041806493439\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 30%\n",
|
|
"Entity-3072x128: err_rms : 0.07091347287989083\n",
|
|
"Entity-3072x128: l2_norm : 5.326632970237398\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 40%\n",
|
|
"Entity-3072x128: err_rms : 0.07028094519272343\n",
|
|
"Entity-3072x128: l2_norm : 5.531746009921173\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 50%\n",
|
|
"Entity-3072x128: err_rms : 0.06986549799806484\n",
|
|
"Entity-3072x128: l2_norm : 5.655018561478051\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 60%\n",
|
|
"Entity-3072x128: err_rms : 0.06951144681484228\n",
|
|
"Entity-3072x128: l2_norm : 5.7458524722433735\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 70%\n",
|
|
"Entity-3072x128: err_rms : 0.06923188672871047\n",
|
|
"Entity-3072x128: l2_norm : 5.813779478187689\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 80%\n",
|
|
"Entity-3072x128: err_rms : 0.06902481161627322\n",
|
|
"Entity-3072x128: l2_norm : 5.861688305720037\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 90%\n",
|
|
"Entity-3072x128: err_rms : 0.06885091275437424\n",
|
|
"Entity-3072x128: l2_norm : 5.904285295633846\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 100%\n",
|
|
"Entity-3072x128: err_rms : 0.06871256929768624\n",
|
|
"Entity-3072x128: l2_norm : 5.936923934303161\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-3072x128: progress : 100%\n",
|
|
"Entity-3072x128: err_rms_total : 0.06871598849909262\n",
|
|
"Entity-3072x128: l2_norm : 5.938097158856974\n"
|
|
]
|
|
}
|
|
],
|
|
"execution_count": 9
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "d036b106-77a3-4993-bc2a-5fb164b8ec46",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-02T18:58:44.136909142Z",
|
|
"start_time": "2026-06-02T18:58:42.510636831Z"
|
|
}
|
|
},
|
|
"source": [
|
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"# Plot reconstructions\n",
|
|
"fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
|
|
"index = 0 \n",
|
|
"for x in range(n_side):\n",
|
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" for y in range(n_side):\n",
|
|
" inp = train_images[image_indices[index]]\n",
|
|
" recon = model.backward(model.forward(inp))\n",
|
|
" recon -= np.min(recon)\n",
|
|
" recon = recon / np.max(recon)\n",
|
|
" img = np.reshape(recon, (3, 32, 32))\n",
|
|
" img = img.transpose((1,2,0))\n",
|
|
" axes[x,y].imshow(np.asnumpy(img))\n",
|
|
" axes[x,y].axis('off')\n",
|
|
" index += 1\n",
|
|
"\n",
|
|
"plt.show()"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 3000x3000 with 100 Axes>"
|
|
],
|
|
"image/png": 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|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
}
|
|
],
|
|
"execution_count": 10
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "9adce292-cae6-455c-9409-c57ae71a36d5",
|
|
"metadata": {
|
|
"scrolled": true,
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-02T18:58:45.789384540Z",
|
|
"start_time": "2026-06-02T18:58:44.147191579Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Plot weights\n",
|
|
"weights = model.unit1.state.w_hv\n",
|
|
"n, n_hid = weights.shape\n",
|
|
"weight_indices = np.array(random.sample(range(n_hid), n_side*n_side))\n",
|
|
"w = np.reshape(weights, (3, 32, 32, n_hid))\n",
|
|
"print(w.shape)\n",
|
|
"fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
|
|
"\n",
|
|
"index = 0\n",
|
|
"for x in range(n_side):\n",
|
|
" for y in range(n_side):\n",
|
|
" inp = np.asnumpy(w[:,:,:, weight_indices[index]])\n",
|
|
" inp -= np.min(inp)\n",
|
|
" inp = inp / np.max(inp)\n",
|
|
" img = inp.transpose((1,2,0))\n",
|
|
" axes[x,y].imshow(np.asnumpy(img))\n",
|
|
" axes[x,y].axis('off')\n",
|
|
" index += 1\n",
|
|
"\n",
|
|
"plt.show()"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(3, 32, 32, 128)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 3000x3000 with 100 Axes>"
|
|
],
|
|
"image/png": 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qvId00ebxIb+nGsq7wWqGZ9tr27u71c7Ld6yj0HF6PUt7f2tTWBZHgYKl+KHrYH5qoSybuIWU8jF8bBbFIruzLQbdUT7XRERET+Wxoi9MymMba7g6L9knbX79Z48h24j49cfP0vhHv/s0jX/88Wdp/IsvL9P408urND60mzR+cZKvE9595yaNR0Rs17AeaCn+NqZ16G5u8jbXQxtaQ4fa5E1l1Ofr6zR+Fnmc+v9v65M8nYsHafx7XzxP44+f5w/x0a9+CzlHfP9Hv07jH3z3wzR+dZWvo//Df/h5Gv+3/5+/TeM//8kv0/j1V0/S+Mtw2+dtZgPD2vaWTu7yOF0dMbZzyfVHe/a0rz1gfogwjMyyPRTZDfR9un4BW5KhwNgCjwDTU3RwphkR0ZfT/IPqzTS8vLgH8Xy+CZgj+g5a7zKf24fI562ICOhm2AdgGxst3NItJDTAuVO3w9g/3e791V94JUmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzaK56xv4J+Wub2AfSsefDQN9aV+ZU8Z7Sn8Xd5m39A1Gul6B1zaHkS5+F+qRz3qI2yslHY6DWYZOMveadSz96o4WzDR3jM1DhB7huPYCeYkMA8y+sLAoVV6CBQpjgP3EANf3Pa0GIrr+9VkR0JNS6VCxURutR/7c57jadY7Kyb9y+o+oz+L1O+RheZOp5yBjpb+vHjt3bfHYXo98lqN7hfKj+azka7qa5rlYjNxTnndNcywohVYplPfYPU01dbXzKs7JB3Z48op7FdYbc2tHmmQHw0sDw8jE4ehg3MZ20vU1zBHNTmMZ7f1pHqIKozwonX3FI3ieoPmmTaO3MFdT/VznycSXT/L4519yPT99/CyNP3n8PL/+WR5/fpnHL6/yeLdZp/G+O0nj5yd8VnT1/DyNn52s8ns6vca0Dt0a++ye1g1jyWzy8PXErnM53OYfPM3jv/nxp2n85//wkzT+7nuP4IYi3n//wzT+5qP303jf5O3uyy+epPGf/O3fpvFPn3yO95S5esoT1BLW0ot7k7JANJ1BrWnU1D0gnkhBnNsJHe+1bT5f13Xe1um3T1pD1TAtUkksRn4GWJzliXW30Ng7Gh+h9Tb5ZFo1VN7LNNqO/JZxA+NmReUK9baFW8JjXFgn8AdjbXXqGm/3+cgzLkmSJEmSJEmSJEmSJEmz8OUkSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs/DlJEmSJEmSJEmSJEmSJEmz8OUkSZIkSZIkSZIkSZIkSbNo7voGjlIZ8jiEx039UoE4vWfW7ynfkbybOo9XcE8DpNNTuXZwPcT3ydf3Xl0jXWCgbnNgXkIPkCQJ7XOVCavJyTBv+gDiZac1YJ7YAGtZXOJOzLXQGnoEf2Of+5zDQLsnilP59/DBMNJWKA+Ca1DIYzEx/V0cy3Zoj7vbOzP2DO3EtI5kOzPBvmaJV8Fy5DNq1RMnQWxBU+shT6fapbUX2v3SKLWv+NQyHfuMyu/QRiPpeNFIMYx0WTpe5jO341wY0+zBy096Tvo5aZexjMZFyoPudurKPr++H3mGCueJvKWsY5PGWyjXNaT+9Hkef36Vp7NpKaWI0uT3enaWp/XWw3y3sWry1vTw4iKNt915nu/qJI0/OM+vj4io6eemLq/rzW1eD8dh5p3YWJddTUtqoM0KLeuo68Mjf7LepvGnH/0e7+nj33yRxs/OfpnfE9zU5e1VGv+ivcS8pzg55Z1egXYdA5wEvAJLylfgEV7Q1D3JCFjk0FHhFobFAfplDZWCP/PvcBjRwaKrVPlNDXQQ19P6IR9DWJ5vP7IXb6E88DUJ6PrTj3ipwGklO1ZBL+8E8FjOGiVJkiRJkiRJkiRJkiQdGV9OkiRJkiRJkiRJkiRJkjQLX06SJEmSJEmSJEmSJEmSNAtfTpIkSZIkSZIkSZIkSZI0C19OkiRJkiRJkiRJkiRJkjSLEhHDXd+EJEmSJEmSJEmSJEmSpFeP/zlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLJoXvfB/+L/+D/kH9HoTxAvkOHQjmQ95eLWCrOH6DvIY4HoIR7uGD8Ze9Sojn025vp2Yjmbxr//1v77rWxj1ne98565vQTuhjl9DfIeB8zX0u9/97q5v4Rv94me/yD94pV8hpkkZ4qPz6PLb3sw/gkm22+Txnp6hz+PVyENUC/4szQP6eIE8BohXML6UifezgwEWZn/yox/Nnve38ac/eDuND5vbNF6o8VbQwYeRjt/QQjrPg5oi3dLQwReguVX0DPXIM9TQ5mpocwWup/5XqG/QtofudWwenbqwf3X97Gc/u+tb+EZ/+oMfTLqeVlcDtAmKf406IX2H2iO1OUqHnmJq+hG8AaXvQN7QZ4dtPsdut3m+Fcx/NY0tEVFOzvIPKjhQwHKlZ95PfKwW9rWy//Wvf72nlObxf/k3z/MPepq4oI+1sHajeS4iBponCvQbmAPLMo8PsOYqPV0P2Z7wGm2AVjSst3neQ35PQ4Fy6mA8gLm3wBp62ED9REShz7p8ndUO+fUdjL8VlFFD6w1aQ4+ulWmspfaXj4//q//ln47kcRj+8Mlv4RNa5+ZtMXqIj42MFa3taD6gw2LIm6ZSqvtFHt9p1UjNjvr41Glrr2B9NHG7StWDj4YJ7c8wsWDff/+9+W5mD45h3f5KoX5cT2u72A7HjoT1jf70Tw9/jv0//T/yur+9zX+cfPLkizT++IvP0vhnX36KeX/8cX6W/unHv0njz7/K02pvnuYZXF3l8TX98ErrBF5TTv+dZeLe/QT2kjjP0b5lpDPTNITnzvBsGIebXdI6lyZr3mPFIl+vNSfnabyu8+v//v/+33MeB+Dv/u7vJl1PW0ys2pG0aFrpnT4OGh2pU73h2DLS/eaX3+xf/dVff+M3X+mfPSVJkiRJkiRJkiRJkiTdHV9OkiRJkiRJkiRJkiRJkjQLX06SJEmSJEmSJEmSJEmSNAtfTpIkSZIkSZIkSZIkSZI0C19OkiRJkiRJkiRJkiRJkjSL5kUvLHUeXy4hYYo3eUINfSEihr7Pv1MNabxruzS+3ubxPk8mouThBuJjr3oNVf6lkwV8qYJnuIXL6RnyZKKH+G0L6YxYrvL4Aqq0QPnRPQ1wT5QO1VsEPx80MSy/g1dDh+3oQakB7QAqpkBbH+iesGOCPT7C/KCRVid5nEbqAeo5IqLdwHcOraBGOuxxVeq381q+Kgx9v1vn8TLSHrArUPuiTgWDfkf9iSa0/F6HzcikUmCNAsU0lPyDAfpNVeWNrIYF3gBlVxYj404DCwJo4AUXL4dt2Nyk8e1mm8apDgstrqldRUTU0xZqtFZqlnkfKDXUFfUlaIfRjAxq1JfxsWmtPO16Sp5b4dj8ROupaYP5AENCmTonjN2qgnrN1DZB4+J4BUytTMqdJoOJmxtqdNSkIyJgH8uPBtdv8kxubvJn2KzzubeGgW0xcrKxgnIqKxiH8ZlpDtylbfxPjc2K08ewIwWHAsM2n2Ojz+ukwLpnaEYaew+HLR30sw7aQw8HIS2suaBvxDKP9z2ttyJoUVy2eX+iISFaaFnbfJ0+DDAgwPp2rG8MQ96ZB5gcLyOvt7bL28yyXqTxHp5hEfke/XRk4OSng/o54s3gtr9O43XJ2+kWxuNbaFsLOtuKiDMck6etl4chbystnlXBGTVuPUf2T7RuhS6IYz7kPfG4e7/w0HZqOnkYy4K2GjvcTtnXM2iP7rRVT0P9mOZYUk9ci089T9fBevwkP3u6uvoqjX/1+Sdp/OPPfp/Gv/g8j0dEfPrJR2n82Se/y7/w+WdpeBvP0/jzuEzjfeRz8gLWXc3IbqiBTkLxAc6EaVWxus3XlIUPqQGvKQcojxa+s+jze+IxEgaS26n73rG1bL43ahewhqcfm181UO1UknBcGxERdFTfwhZ66unF2HFR5lh/Uv+2pvY+Gr5wmQDxqfVzKI53ByxJkiRJkiRJkiRJkiTpoPlykiRJkiRJkiRJkiRJkqRZ+HKSJEmSJEmSJEmSJEmSpFn4cpIkSZIkSZIkSZIkSZKkWfhykiRJkiRJkiRJkiRJkqRZNC964dDm8Y6upw9O8nBd8XtSzRJus+SZ9EOfxjt6hvxyfLiqhvgSPoiIAkW9OF2k8WFYQ0LbNLysShpv4RnazZAnT2UREVHyPBZNXndNlT9zgWIauvxmyzK/qQLPfLOmxhfR5I8dHTQ/uKWDVy+gz0C4bvIPNtfXabyqub+enq/S+OIkz6ODQr683KTxoc/rvVrk99Rf36bxgLbwckDmMKaV5RKS4XoYunysiGHuB8/rh+Njg472Z3RwnxjfF2iLMLaPo8Ga0qLlD/Up6rPUnyBfvD6i66b1zWHI8yiwnqIWUMGzDT18YwOLqYgo9Hw1jGHlON+Rb9u8bFpYUGIPowXRSBfAj+o8rQritJiltVXQOr2fWOejpvb9ae1nv7Mf9QNa5OZxuifcm4CGtyAKLue9tYmxhHDcp0qGOGzqaL3XwX64YBuF2/k6sTRc13mfpaTW27zf3Lb5M6zb/Pqmzufw0fqEcbuKfL9Be6l6SeMO1ef+Ouf09nqnm52dDT3tYfK6KtA+hyY/Z4lmZK7p4DNac8E+dljne+jo6VwL7mcD7eor2N9GBM1P25LHnw95eT+Dethu8/LuaT0JY9QKzpAiIgrNmeu8DVzePknjDZxfLVf5oSStgerqMo2fnp2m8YiI88jb32nJz0omHM0enJvNTRrvqvxMc7uleStvQ1XH4+i6z/tCD+NCA52th/1NC31wWfJ17imsi2s4C4vgs7gB9kk4j4MydX0NU8cwso/lvGG8gDGVxpEC18NsgfmO705gnIerj3OGfVXMfU61Q9ZzNwjac++xKCaebE2+fqrR7dWe8jgGj59+msaffZnHf/2rn6fxn330izR++ThPJyIivvwkj19/nofjaRq/inwd1eXLB2zuQUuokWmRVpsb2LvRWR/9Lh6LfC+wgHuqsfWOrIvxvDs3RL7+olQoTtsQOAKIBayNIiIW1KNpIm9f71mWz5D5O9SCqHtQWvSTL71jQFVIvzUsRkZw+pkTz/NozTpxypx6wjPWI+kz7OH0DBPToXo+9FcbjvNXIUmSJEmSJEmSJEmSJEkHz5eTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM2i+dYpDHm4gtee+r6k8W07kkVT5/GhS+PtkOcx1Hk6dZXHo88fYrnK01+UPB4RUfpFGj9ZrPIvLPKq2dw+T+NDl1cEvX1WU7ZUFhGxWJ6n8VJDM4J7ioB622zS+LZb56ls83Q2I20p+jw80K0eqdUyb2/UQpsmbxCrOk+nXnI7WZ3m31ms8jhVSr3I28PtJr9+gHa1vr3Ns80vfzlqqIllHm7gZnus0YgOxpDYQifoxzpOolB9gmFi+tqzw3sXmdpvFTC+jA3U2LygvTc4GkIY2nsP6Vd5+qXjeoClDi+oqP9TMZVpE10Z6Nl4/I+BlpUTx4sDt21hHdPlDbGG9eeC5oKKy6tq8jIukEfAGq2M1WP+BUif2udIe6O2VWhipv46sW/wDeXhsXmRspgYp2o4vBFbo8aaHO2Htvn+BtdLMBfQWF3D9QPMix2sryMitjDX1X3egPuSX99S3tAHYSseG0hn6HlxX8McWGDy7Wl/QuNCBZtrTUdrpRba9DbfMxZae9CaLiJiCZuxOm9bA8z75SaPD7SWpfMU6AR9B/vbiHge+Wc9ZP1Ve53GP/0iP3e6vNxi3pltS3Msf6eHc7Xt8zwtWnGcneWfXJzfpHE64lhAk1ndwDgeEW89vJ9/AOumsyOe+a/XcA4DbauDeW65PMkzwLVmxOU6T6uFA+YaJuwC1xfoOBWMI7dwRllGDp9WJ/lnywWUB5074x4QswYwX8I5e0TEFr4zwHDRwtpogD7YNPBwcE+09Bpo7xVcTCOPfZzwQV/qXRwvGo5G5rRJqB4m1s8u1UnrcWoyfJpwl43sVeuwEV998ps0/vvf5fGPfvXLNH75y5+m8fX1Z5j3Op6l8TbyNWKJfF1Ep4TwUxT+XrOgddpIvTfwWQ2duW9gnwkPgcemeEf76wdTT1nhGBPnzB7mcKy3ku/JIsaWKHBTeLZ8nBpoEHBsguUFW9KvwWc0VteQCR39wmsYIytcOvvh2YN+qqFzU+p/3cQ4TeH4XgXEd0GnzpQ39Qx6Bq6fsbFo6ly6+9x7vDtgSZIkSZIkSZIkSZIkSQfNl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzaL51imUPNzDB0Ndp/F24CyGbZfGl8v89heLPD5stmm8bk7y9Js8neUqf7amQGFExKLO06qb/P2wOhZp/HmV57HebNL49uY6jTer/H5Wq7M0HhFRV8s0vlzl5VeiT+Ob2/xee7i+gmdr2zQcQ55MRER00M6GvGkcrbOTizQ+dPmDLperNF6d53VeqrxPRkScXuRtqFrkfb9v83s6gbZ4c5236cvNTRpfL6FfbkYGHX683DLvA9FDQgPE+7zxdjAWReH3SwvU6VBDB7mGe6ryegsYi7Bjxkh57wsPwbpTed1X0NEGiJdhrA1RX6BGQRMFpFPyOTmGfH5CMOdHRERH9zT1XmlhBuVHfbmC9PuRZ+hhvIC6G2hSPnA9tUUqe1j79jWsJxsezCpY+2J7oEURtWncGuzx7xkKzRP4BYhT+9nTZDD2yD3kMTIvH73j7K53j8YF6su0KabxEtpcgTG/a/M5Fse1rz/Mw3UeL7B2rGE8Wi3z8YiKboDO2Yz0vwrmtBoyaWpIi+bGg1yEHuI9vQDaP8E+iea5Adp6XI0cFpxA/cLyJkr+wdDAF2iftKXDiLwOtyN1O8A50nWs0/jzm7w8Lq/ze7q6yft9C/MiHOXE9VUej4i4fnKbxr+6zvf7m3Verm/dP0/jj94+TeMP8svjHI7ILs5H1jN9/gztRd4uF6fUyA7fps3b0HoNbQX67LbL2+iKznMiYkvnJ0Pel5dVPvfS9FEv4AM4A60qmM9Glof1Ij+3KbBWx9XvvoZ8SIi2khEBo0vEAHsaKCbaMuJ2daDSgPEIt9sRQdM+nUFM3c0cDNoCUhuls1Eqy6lnqWOmbqtG6ndvaKim/kH3NDUd6t/QOcqWOyx9wrMQ/L436erxT3LcmDjvY1qnv5iPfvnTNP6Lf/j7NH718cd5fP1RGn+6+RLzpt/pmiqvATrGgsvpmCzgJ9TIf6GKWI60Xm7Zebza0+DWweX0zHQO/o8fpnivPC1v2NJHgaKgrdrYb/tdlW8I4Cf2KHudTF4eOvKHn0TxJzf66W5sJKN1Gm2hsaXD/DHQeIDj7vSzUfq5lOIFxgoac6b2boqPjTh0ok51R8uyqb+uTj+uPYx58RU+QZckSZIkSZIkSZIkSZJ0l3w5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0iyab5tAFyWNV2WZX991+fWrFebRl/w2S12n8dVJfn3T9Hk6y/z6qoH4Kn+2UudlERHRDds0vtm0aXyI/NnWQx6/6Yc03kIVVxXEl/y+Wr3Iv0PxBspvqPJnGFaLPOObPLzurtJ4B/UcETGs8aNXyhv3L9J4e3ubxnvoSz28v1gv8usjIs5OTtL4AP2jLVBfVZ531Zyl8eYakunzvvf0ChpWRAz03maXx1dn52n89noD6eQNsVrmfWDIu3cMkY8fERE1jJtDlZf3sIJ+CWN8rOHZ7hKU01Gge+dp5QBNfYi8zRUcE3hsjwJ5FJhXEDwDzLE0TsUmH2vx+oiIkpdHC3lXMKZWMJ7jcNFTucISsRop00LPB3HM+7AtF/k6cBhgvUrrSairqh4rY1q6Qx/AcXFiXe3Vt95+vCQj91m9CoM29D/qlzTOahx2qXwcCdqLbWEQ7/O99QDxBsaXZqTtwvYz8hwiKmgrXeRr8qrJ76muYS8Ac80C5tGIiAbyCNgTB82l/m3X/GoYX7s83sFER3vA0o7UYQ/98hYOETb5fnILvaOFfraNfF9VYK3c0vgREY/b/F6/evo0jX/56fP8+ss8/Zu8WGOgeoPifvoM1soR8bvP83t9epnf6+VtPj5+9NmzNP79yzfS+Hffz+MP4VZb2qRHRNvmhxNN9SCNX57QiHr4OtirDDBW93CmAkfF0Q9cNk2T96nV4jSNVzChcQ6wVl/k59dnq/wsrN7j3HFXq7FqJOPTAcY2+A4dnUMyIyvyyV8YQXPMlKuPwH6ObPj6fQ5ld3VUMNbJqPym3itdT9M7NkS4If6JLQr+LnJYe70yMm4OWIDwDEe8fP/qy0/S+NUXf0jjt+vfp/Gn2yf59VfcaWmbtMinuoCtW6yhuhZ07ADjzuS54OtcRj6bkguU08S2RceyY9NWT3MmLb3heiwJmkphPKIWM3a8W/CsmOruSGdZKIMBCp/OYCpak/DPgNFCka1hn9lfPoEv5L+3Rw+Zn9/P47BWXizu5ddHxAksOmC5j31gA2MIjTn0KgE16bHWSf2DfkqnY6cKinuYOP01dLQCyUS83N53xNOzJEmSJEmSJEmSJEmSpEPmy0mSJEmSJEmSJEmSJEmSZuHLSZIkSZIkSZIkSZIkSZJm4ctJkiRJkiRJkiRJkiRJkmbhy0mSJEmSJEmSJEmSJEmSZtF82wQGeL1pgJRLdPn17TXmsViepfGq5NdXQx6vVzVkkMe3cD+XXf7JSenhGxHtbf58221+s6XPC7CLPI+2LNL4Biqo69dpfLkcaRJNXk7VKs9jcX6Sp1PnFdfd5uXatXmbiQXE25s8HhGxhsbximlK/pzVIq+rbZ+3q9vbqzS+6PL2FhGxqfN62ZY8Dt04ygBtvWvTeL/Nr6+r/F6bU8g4IqKCfjDAGEJxKIuyzDNfLPJ8t7d5mx620AciImg8GvK2MQT0jYFqSHs1tZhxKIM2UcYy2Nd7ylMfAq6H+SxgXPsafcZjVW6kT2VgfIkl9aeRZ2hWaRiGkSg1zdfQx6H8Sg3PQHFe6ow/X5r3cb4jv4AxvMDCdMC2Tn1mZC3W0XegYmDtxhVJq19K5/DqsIdn66BvLPAZxsaDV2FuhOeu8vIb2nz9dQyotu52V0B9cNp+lfps6eHpWigNWssGD1UNbcZxT5yPbVWBeEfp5H2zoXkrIqKBfWlF/f/12DMeJNgDRp/Xewt7zBrqsB64nRQ8j8j3xOu4TOM3dK89nIO0+dnMBsqiXp6n8YiI26v83Km7zu91k2cd3Tof84duk8arAmd2NJUul/BBRA2freHs7PIyr59hyJ+5gSawqvNxcPMgv5+hwLgSEXEvv9cHZ3m5Xq1vOa0DR8cFG1g3tNA/lid5GxoW3GeXi7xuTpo8voT9UwvX1yVvE/dgLzAyk+InuOyfuk2gJfxLWL7BEe/kXcLkmXfiAq8f2avScoB+XxjbEh8leiCqRG7s0x3aQn1sm0f9DAuQ1t15HPsMHUVPO/b9Gk2/NF9PPCLbH66IMrUBHnGHffz5H/IPLp+k4XXk60Bavy3zY8idtNDucBaH/gRL0FjBva5GK5g67bf+SXwUtdBdhjUcF/Z2JJXfbYG7bai86WxgJI/9ltTdoyVXybtf9As4p4fH3w44CcVN/zSNd58/TuO//c1v0vjjzz5O40ObP8TDt95O448++F4av/jB99N4RMR59WYap20jHhfRcQL9zAHlvYF6G2udDZ2dTXyPhboGtTFaD9D4MdZbadrv8cl332wc3i8KkiRJkiRJkiRJkiRJkl4JvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRbNt06hH9Lw9mYN10M6dYtZdOtnaXzTLdL4sMjjq9VJGq/ycFyut/n9DPkzX9WbPKGIiG1eHsNQ5/cUqzyZTX5PpSppvN/m5drf5uk8OYV6i4j79/OCWp6epvHtkDevrsobQdte59cPXZ7vSV7Ptzc3aTwiIq+5V88a6rcqeXvYbG7zdNZ5PLol5n3V5t/ZQj3WMCh0kfen201ei12b95nbFp4ZyiIioqphDFnmebRdnlZT5+9/NnXeN/oW+nEL75HSeBoRXQvjUZ3nES30jj6vN92xLq+voaU5YiStJm/vUdGXaCSd+r4zLUF2Gan3NbrnczKFI6A/Qd+PgccdKo9CfZbypqsXsNihcaRA+mPVvIXEKI8jfUW+0I33eZlhHVIfG0YKhtpWT40U+gbMjcOQV1aBtXUExeevXOpNHeTd9vk3cIqFPU5ExAl8p8axaFp/nW6XfGnehzDMO/om+xnDGcylFazfcAk/dj80VkFjKbC/rWC8GPK8KxjvSgUPAfn+Y2ojn6WJTbxee9NB24UxvIc95gIWvwWuj4jo2vwspI083sN+tSqwHodzpIHOiqgdjjTPJTzfKXSB+2fQ/6p8bGm7PE73SnNsR+uZiCjtef6dW6iH6/y88Gadny/dXudj0adf5fVz0ryRxjdnfJy6PYV1fUDbgPO/Y0B9cIB9z1DyuaOB89qTszPM+wzmFdj1xACLnLrK54+TRX7WudjnHEHLq7Ep7UhwKeUPXSaWKxUdxceOtnDLDfd0tNUzsdAWC3jSLu9L23pkv0DlT2V/V1uPkXNWNnGdCc+M1QMf0HEC/EQUEVh108t76nHhnW4lj3cfewu/10Tkv301cEpyfpKvMwY8VeHfceioMJ8xI2oYRlqKU3vHwYJ/o5pe92Nntt/eYe4w9zMoDCPXl8nnVcfaZ+ldAviNHH4HpMdfR763iYhoP/88jf/mF79M4z/58d/k1//yZ3ne8K7Hux+8n8b/7C/+szT+r0beRll/L1/XL7t7aZymIRpz6PgKXrfA0WCsHxeoOzwVxPPXPL6vnjG21OHPoKC+xbh5pD8LSZIkSZIkSZIkSZIkSTp0vpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRbNt06h3cNdRER0I5/BK1RDv03jlwXiC8ikfgr3BNc3NdzQyENQOQ35vcYK4us8j+Ekv6dmeZLfznqdxku7yfONiGXJH2IVQ/6Fkt9rDfVZIJnNOr+nAmVXxlo1vY431v6O0NXlZf5BuU3D15s8fnOTV8pVXGPeFZRlKSWN90OeR5dfHhV0vxb639D1+RdG9NBh+4s8XqrT/Po6f7Ztm6fTbeBe6RFa6DQR3Ka7ke/oeFC/gblmGLgfNEP+pQHG8LJY5PGyr/edoY2OtV2aWLAjwEDCGUy8nia6se/Q8+2rXGlQ3VPyERELKCd67tHyOGDQn4Ye+tmQF3KpoADG1pOxTKN9C/cEE0gL81Af+dqq7vJ1Qjfkiy5af0ZELGrqT/nYQmi5R6mXKv8GLdEv1/kzR0SsYXw8a/L6OWmoPO6yc0xbD9Q4zh6+V3vlQ/WSt/cK4sNImxtwr0drC5oLoNfC3r3AeHe8k4deCDUriNNccDvk+9UG5rmIiCHyc4cubuCW8jOVCtafS+hLC2jq91cw5/c8qt1AOZV1Plb0p/m9VpAOzZnNWd4vq+Ysjb898gyfwnLgYvF2Hl/mdfr5k/ycD5Zl0TR5/W9un+XpbPIzgIiI1SJvmavzVRpfQl0fs+UqX/tUsPc8XeYVf786xzwu6IwJrl/DGfKqyRvFkpopTUNTr4/g7erUxcvkY69dbnZiWgOkBfU2tVzxcjg3WDQjzzYx74oOsA8djH+0LT2BAbODfe/Y8WtPZTz9yBZMa9P77AGTUZehSZaOiuFmT3krHjc05kytByrAO+0ad1qrs4Cf4kbKOd+HnUDn70YOBJdQbEtYDdYwoXUTGxf97LrAhx47r6V1P93T1AZ8eOc2bOrihdpGXna7lQQ18GP9oZbKMi+zvs/b7gb2mP1tvieNiLh89jyNf/XF79L473/7URr/2c9+msZvL/O99fVV/hv0W288zO/nq++m8YiI+oPvpPGTuJfGl7B9gm0Yr1G2eb0N0D7HTkYLnE4sFrAWgabeQ5zynjol79ZfKffdx8HjPWWWJEmSJEmSJEmSJEmSdNB8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLJoXvbD9tgl8GwXiW4gPEN+s8zi9okXxtpuWb0QEZI3PViCPDVzf5NdXZ/nlqzqvuYtmARlE1HBPJ1V+U31ZpvECjea2zuPVkFf0zc1tGu/6kYqghgzGqvSQbbqbNF76vCw3bf6kXZfHdyqXYeK34PIOukYMfR6nPrZD3us15FHn5R0bGKTonhZ556iGfDDqu4kNWq+ORd4mhm0+kG5uafKIaGFg7Kq8ofbbvBOenuYdp6loMs3TLzT51mPvU9P4QnHoy5D3EPkz9/AMNS4gXsqqaV5jY+ou4+0xgrG69DBBwRwbMLYH9pkRJS/8bktzY97v112+YG2f5s9QuvxeV+c0WUcs7t+He4LrT1dpfHl+kcZvry7z5G/yZ8tXqxGbkTVx9DA+dnl5r7vrNL5aQO4V5Y0bB4jvsGKbNmTrYNE8l8frkQoeoFF0kxsFNa68j+s11UM7Kfm42Az52L6Ftdvt6IFAnlYNhzCnsK5roWtUML/jXAB9pq/4GZplvi+tT/I9wrLkY8IK9u497A9O38jL4v7F23k6OPtG3Dv5NI1/evIsjS+W76fx5aewt25gHTfkbeYcDrDOFrxOuDjL666G9doxT7ENrJda2DMW6CDtVd6utxUd/Eb0y7wdLaFEl3BGOXm9RJfvsyL3uLSbYoAMyi6bwKnlAWfCU89xSzO9Ivi4Es5Eh+PstadwjhRwjt6UPE5HMz3VYUS0sDTF6p1cJ3A1PANs26KCeS6CmyibOFjwFhqSz0tvs+FzpwpuCba3I0dtL2MgnOo4++WY9vnjPA49h3ZbNTSuamSA5dLM52WaJ/Ce9vYvM+hH1wj+8Xhf9jUp73LePRWlQ3nTOpfOGcbKevLgNvH6Q5HPEgXjuYrKfnmKOZ/dyz87u8hfDrh/fpLGH9x/kMYX8C7BvXv5uexild/PUEZmUpqYYUqDW8LjBHh9IlZQEw3UQ5ncnnnKpDm5gWLq6adpaEz0k8DYr1PU+7oZftPyPydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmaRbP3C3dVRj6jV6i2E/MYIN5DnB56A/GxZzidGF8s8vgSbrbOH67q8kKquzyZ9eU13FDEapXnvT2Be402jfZdXlANXL9Y5tdvN3Ua727ydCKC2wCgpnHorre3abyB519vJhbMXZp6q/t8tC10HIpP1UGf2U/qo2nRMEtPNkC5NmPjoGY3DHkNj7Wh23U+T7RQyYsmby23UPd1s8zTWeRj+KLs0ojoO/lEPgz5RN7RgIH3BPMQpFOPLhTuytTFUf7Mo1951V6Fb2DdA+ub6KBgFrDQrEbKuMq/Q19ZNvkH/ZDPN7fP8mcobd5OGkj//OR+fkMR0VR5+X34g/fS+KN3v5vG7917kMZvbq7S+NPnl2n88y+/TOPx8cd5PGJkUKUPaG1KY8K+xoqxdOgzGgdpva+7hSu1SfF2ZKVQw3cKDO5HtKs4LlML9hCXHC+iyx+0H/L97RrG1xYPbbit0/HPEj5pIh8XF7TwqVdpuEA6Q6zTeDVSueew7j67n5frNaxRTtf52FKv8mc4W1yk8RU829icsnjnYRq/gGJd9k/T+Pnq3TS+hc60hMXUAtZAD0+5Hh5c5M93CuumY95DX5yepPFFk+8xuyo/BC3QP7qWz/e2i7y9LwvMW1DOdLZB6HLI9hvGY/gS7SumpjNxrVl2msX3NEHt6ViNdCMV3ZY886HNx8hFfZzrYjrLqeAssh7ycun6vCxXI822gUl2C2M7LAeiXUMmEKajiLLXM4p9HVRP7cdwHgXz1qhqYgEOcD20DR6AR+9qP454jo1t/jvdQL+hTWxb1chhHe0BWd7J6XSrnjzoU0pj4zE9w8hvh3fiLn+BnHomTMY62tQxb+RM9IA1cN/UQk/yZWyUNu+Xm8jPQCMiLt97lMa/d/NHafzm2bM0vljl6/T1Ju8zbz94I41/8MF30vjFRb5n/Frehmhcq2tYy9J7D/AuyRbODSoY06qR9om9CYYc+nmhh6MM+hlhgKG8QDemshjDJ8i7T7Kv2s9FkiRJkiRJkiRJkiRJkg6ELydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmkVz1zfw/zfs8J2yp7QWE6+nV7rG0jnPv7Ra1fn1Q5+Gy0ker/Nw9FebNL6FsuupTCNied2l8cvmMo2fnZ6l8QoyOS15fFvlBXvb36bxyG9zJ8f69t76Ju8E65d8H4esHumvXQsfTBxb6HJKfupQtIupbRpGqIAhJ/iptxNzjoi4hjiV1PkOeRwpqIC2ywfAbcs1tunzzwaYD5Z13oqqkreWrs/vqfR5OpDMXhcsbZ+30w7mp7rO4z3M1T3UQ9Q8iKzqVX5PkAc1ggbqjXLmMQHy7UYGwn5iLR3rJAvtJ4Y8PsBzliavcx55R1BZVnmDqOIijV+cL9N42+RtevXgQRq/f8rj8Z//iz9L43/5V3n8+3/+gzT+xsN30vjmNl/tfPnFkzT+D7/4RRr/+x//+zQeEfHV55+k8efPn6bxm5u8gnbZ/syPGtPIJkEjYD6AuTcqWiVO3fjm8R7T4XGnh/lgwNUgbcZojqA2R+nk9zrWQvlep6Ly3mHcnuq16YL5GD7AXqIPOBOAdBY7jLw99qebNF5NzGPA3SHthU5HUjtJo6Xk/em85OdFSzi/WsTUtUteD6XK842IeKOH8rjI72l9mneOExhb6CwMlkxRuvyDs7yoIyJiCdvVvs/bcXkpJwHzeLi6l8Z7OLvsz+Hcj/a3sL6OiGjgDBFRWpDOfmbeb5qf6Dv7OXzq4IMNTLFL6MrUPyIiCq4T4ByA2jsdQEwsWZrzb3Csjei3+b0Om/w79dnh/JwyRQ1lQEcO7Rb2t1CU6x2OCqjaqYRpb93taak3jIw5UeC3GvwC3RS1xak/OO1yoDJxb7Kv+QmLdeqIGjH5uQ9z0/1ilrAeu6Eekq8zaFwc7zYT2x0d5pKJZ53cb/L1+NeO9dDxRVB50x6aRqqpZUT1wx2Nl1/0nX3t3V+uM9gm0WPW9PsHxM9GutjF5lEaf/LDvH7Pl/lG5v33v5vG1zf5nq5e5Q/95ttvpfGzd/L7jIgoy3yPS7t92iq30AWuYXzcQLzBNs3zYlXgty64nqZe+CmN9ybUZeg3orFuD2nxKn33g6pXeYSWJEmSJEmSJEmSJEmSdId8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLJoXvfA22jR+8uJJ7G477fIhhjTeRUnjTX55xJLi+QelooQiFh18cJN/sL3q0zi9TXZylsdv82qLqCEdeuaI6Lo8sW6TJ9YuIXMoi6qn6zdpeBjyMtqnvMUcgQJ3PnAbnV1/nYc3ef1WJ+eQ0GI/tzNxXNmnivrlSxhO92azTsNDyR+uVFDgzVg/ps98rxaLAMb2lgbeiCh13vCWS5gz4Xoadioad7o83sJcOlAGMTYq5GnVNczjE9Np6vwbA9RDR/NcRGwG+KzN8y4lr9M1lGuUvD8tFvnNViWP9yNtqW6OaRD7FqAPRJV3zLKY1mGh+Xyd1sT4FgeLvA/UsBCsT/JUzlenafwHf/xDyDfiL/7lv0zj//P/xX+Rxv/6z/8ojT965800/hwWv7/57Wdp/P5F/nALWH9GRPzud/mo8/Gnefk9ffpVGn/8GNa48y9xRxzt6vdAQWWO7BtzMEcMPCZnlgXa+0i99zAq0VK6hTkzgvtUiuazepWGh9G2S+WUr2d5oUV50CZ6bERXCtZDNa3poG5r6HsVrbci4uYyb9VVO229B1NjxOJZGi7QrqhN0/VjBhyL8n5JY8IAPb8fbtJ4HRd5OrC+jYgYSv7ZSd714403pl2/gaKg88Il3M/ZCdfD6gwyh3pYHtVBwH9qUWj8o81hHj6F+NhsOb0n0DkZXQ77sAH6B1w/9hAF9rjDns7uKBXYtkTXw5haj81n+WdUTriCKFPP+vKnq6CeVyPpdw18VuV9tjnSM6majmZgarza5u1hg+uqkXVpm5dx1cH5ElUXNUXoM3Rm09JyYGRgKVPrfeI6nR96n+2NCnCHOk3tay85Nd+IV/KsuIHyLDRpQn+i85/RzCceSmB7p5mI0qfrd2kTu3znWEx9tqnlOi39buR3th6a66KmNjDx3OBALKFD0ahYwfUwbcXpKffY5l5ev/fW76Txp3Evz/vRu2m8v7nNM26hDk/hEPnkjTweEUuYA+k3rXWXlwe1HooXWsfCr01j5060fKcz3m5iN27h+smj78hUPf04evd5/xWctSVJkiRJkiRJkiRJkiQdAl9OkiRJkiRJkiRJkiRJkjQLX06SJEmSJEmSJEmSJEmSNAtfTpIkSZIkSZIkSZIkSZI0C19OkiRJkiRJkiRJkiRJkjQLX06SJEmSJEmSJEmSJEmSNIvmRS+83W7T+MnihZN4adYQ38SQxu+3JY1XZ/m7W/VilcbbzS3eU7fp8/g6j0de3BH5rQY8QsAjB1Vb1VBCEYtFnti9VZ1nXbo0fgXP3LfXafzmepPG11dpmBvAa6RAvUP4JYF+hq9IUltsIQ59KZZp9GWUBdVDlXeZA5U/RLWisZ9KduIgFRERC4jnjSav6ddLVfIyW+bT1tffgT5IXbPA0qHr8zqmdcJiwfPN/kAe0Oxq6JsF2+80dcVrpm2fj201dIOa+kdDCwjKO3+2IfLCqKmQXitQ9jToT2w/NPJF8PzRUfXSmoj6PaTf9/kXyvmDNL58823IOOLBw/tp/GKVD1QVDGBXm3x9+PzLZ2l8c3uZx7d5vcGQ9vV32ryfdRBfb6Gf0dJFdyrfwXBPrnDjFsHr1jy1FYzVyzjJ84ZxZ7HM039wkcdPz3nkqUr+nWdXeR/89Mv8GW4CNm8wvkQ9bd7ist4FdU5aHdH1zpnT5RPXAP2swr1EXif1ltvJSZe3rW2b51FD34ge7mmTx3EugM3NUNEoNbLiKDCPY0rTzvnqAVIqtBAZeQYokNM4T+PfeZiPj08jP5/LR66Irs7rZ1nnFXF2mucbEdFDeVO7XB71343uaU9Hy+uxtRI3o9SAYzXth+AMiztang7uESIKjGE0vGBKtL+Fe2oqSmmPZ/z4ELTm2E9bGqAwxp6MxvO+prHzbk9XdwXbobjsYWQcnubpPH2Sxm9u+ED+3kW+b2zufZDG+y5fQy1O8/QbOl+CZTqNBuPbs4lttNAp5SG2H3q2u1rLjvXYqWPFIZb3iykwfwyTfxuZureJ4BUTxSktqkuaxD0kebn205/Gjoppu88nqPvc1788sGTA312o5BdQmMPAhdx2eZktl3nmF7B/ap/kZ7nbRT6Z8ugKvynAuVZERAclQiPCBq7f0m+ZcE8VjFE9pL/LrNjCQ0w9XZq2k+FRFo43IoLX0XM45h2wJEmSJEmSJEmSJEmSpAPmy0mSJEmSJEmSJEmSJEmSZuHLSZIkSZIkSZIkSZIkSZJm4ctJkiRJkiRJkiRJkiRJkmbhy0mSJEmSJEmSJEmSJEmSZtG86IWbdZ/Hm20aX5bFbne0B8soabyemE4Z8uJZ1Xn6pfC7XpvLvJximHhTUKzbvHrw7bN+A9cv+IYWQ55aKXnJFrjZapmX3812ncZv4ZaGNo/vExTrwRsmN6yXoDrN44u8PXCPpesPEN1qB/Gpg9RLQQ8xrY2dxBnE2cVFHq9Webxu8gL85e9GMnnFnJzl4+7JwHNyv83rst3kg2wPcwE14B7a+wDtfWQq3ZvqjoaR0o7MsQ3MsTiTTx07aUajfAk/Q7/NFxfVYonfebVMHS/z62/HsqD5g+JU731e7z0ufPIPLrt87fbFZ19RQvGTn/4ijT+9epbG//Yf/iGN37vI1xWXT27S+LNnl2n849/+Jo3/9B9+lsYjIn7/+4/yvJ/DAnsiXn/mn/CwOTbY0WfTxopXES7fhrwvV2Vsx0D7pDyXFeyfzmEZ/fBenv6b7+SLqHfefSeNv//gQZ5BRLRdvo/96JPP0/im/yRP53E+F2wrKj9au1ANjR1t0MZx6uKb8qD4tPFfEVQ2BSa6Aeq22+TjMRxf/WMmeX0VWMbUFdQvDJc9rAO3V/nMv1zmGZfTkXYLe+syUD+jtjhtTVPKWMGmX+DPYKwd4nmeVJW3jXOotxOonw7u6fQk37FWtCn9OrU0usazSlzIHS8o5/OLfLwsTR5vb3ltdXudt+t1d5XGnz3N16f3lvl8s7q4l8aHOE/jNGtt9zjmY0pTs5g8Pe1yxgjtuuR1fUpbRrinm3wbgmusUTDu0LxwrOviyz7fD908zdd0n/z+4zT+m9/ke6Hb62vM+4P3P0zj3/1hPn88eO/7aby9nLZ2g2OW6A9yjUbj3dQ18fQ5ltayA62N9nT2sZtDrLt5DHDewnsbitM6cOzHtbnXJsf6q9vuaMe4WPI+dk1n83u4n6/tpz/hTwUjOVALa+LVOkPuqACgErs2L5lyw32yhbQaKEpqP9uaftuZNt9UUIdjPw/QR/TeA05nfX5PPf0YBOls4IB8GFkD0s/cVHM9P8SkdBr6TW5S6v9k6vy++2h0nKtpSZIkSZIkSZIkSZIkSQfPl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzaJ50Qu7bpnGl2UxLccziG9HvkOfQdYVXD/1Tazu+QbuJ89gteAcNsPEzMESauykzuNDl8e3PVx/y3lflfy5T1ZQHtVJGj+Fh9hc5/Gaau4UHuImD0fEeDtLHOvbeyuIr/eU/tjAAU2R8y7HWsq7K1RIR6WFeF6f70Cj/O73OYdHj95O4xdvvJnGt+V+Gv9//s1HnMmBq6G3NSUv0D7yQX8bPLhXy5LGl1We9xqqfpEnEwuYqwtc/0pr+KFLD3Nata+Cmn+sLQH3Smug16YNQN2isYKZNvbSjL2GMeF6m6c/lHxNd+/p4zT+62tYQ0fE519+lqf1E9hrrPJJ8/xePrisr/NnuLnJx8dnT56l8avH+bNFRFxt8/K7Wl+n8fokL79Vc5rHId8C9d8O+SqrHtmn1ZjL67cu+x+jEqhw4qKy5LTymo84g0X2Q9hDf//Dt9L4D/70e2n8j//8j9P4dx+9B3cUcXudt6/7f/+rNH59mw/69fBpGv/8SX59B2Mhjah0fUREgYODAXcu9oPDQ+0hHxfrKm9XZWQtRpawFqtKnscAZw7b66s03m/yOaWDw5xmeZFnEBFDDc+NTZrKI3+IQsuQBhZ7JV8P0OURvNKJFr4E4QVsThZQn33J1yFVRZuZPPz1PeUj1bDNb7ZfTl0rHr5lXpzR0DkuzH+b67Gyycvz6Refp/Enn+Xxyz5P595F3tfe+vA7aXx7ci+Nj+Ft0r42SjBOwZpmbCbFHAYYd2DGrump+zyPBtZAC8h3u5ledrTEq3HVcZwb2RvYh/3qo9+k8Z/85Mdp/G//5m/S+HPYG0ZEfPDhD9L4v/iXX6Txv/yX+R7t0aP30/jp2Xkab5f5qnuAtV4ZPTmnHkuTLO3F6McJSn/ijxmYb0w+iKOxaIC+UXqYxSuYFPZpgLyP+XeHLbRHWIMGjIsBZ8XTz6rGUFp8NrQXY7+53tFQTdnSuXk98A9FFdRdD7nQvpfGqQHrh9oM7cmmV8RxzqSs3VN36qDoaYiLiGjhO7Tnotoa+nxBTlNHC2NOD8MuvaswelOgndiAesibipVH05EbHaa1dTrDquGcivoZ9WLKd7dXVSi13X/oPuLZWZIkSZIkSZIkSZIkSdIh8+UkSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs/DlJEmSJEmSJEmSJEmSJEmz8OUkSZIkSZIkSZIkSZIkSbNoXvTCIfppKRcID5A+XB8REYuJ8e1IWnuwvc0fYnvb4XfoLbCJpRo1xIdNHi91XrBNkz/DwI8Q/WUev2zaNL5Z5zdVn+YVtL3N01lfQild5WFFnELP7vMixi5DA8TZyGuNFVQXpXUVS/gEBgu9ZFQPeY2eQPwU2syHD9/BnP/zv/qz/Dvf/aM0vjl5mMb/d//H/zPmcSgWMKGdLk/T+HKZX7+FTv70+pYzpyqGeXl1MjZhT7GvmfHwUAkN+ElEBE3AVE77er+cyhvSH1mwlQYWZvtqMkeLOtku81y+EqS2tYF2dXWbr9Fur/L4Zp0vAp+t8nZy/+H9NB4R0X6eL+AuP8+v31fzoZZO6V93vCh+cnOTxtfbfAw+hcXRssnLu1A9D7B+3+ZP0cMaPSKirmhXQRss7eIE4udQzCerPH7/Xr4eeP+tfB31Fz/8QRr/n/2r/yKNf/DdD/OMI+LJ42dpvKvzh/jDF1+m8WfP8x3H89uv0vgNLF2WMD1tR5YPNNr2MNfRVNfTgPESli4Tl2tHq8DOdID57JR2mXDeESPj4hLOTgoVMrTFAm13BenHKQwIAzzbyPKhwMae2nSpITFo03heRGVRwdnZ2BKI+hNXXW4J5www/1VwLlGgjQ0jB4/4GRRgO4zs1Y7UBs4o2zavyKrk8XaksXzx25+l8X/4yU/T+B9+80kaH6BxvfngXhp/77N8nvvej/4kjd97k888otCaDy6fOOgP0PmnpjOmQGLDkHfmDvK+oT7+HOK4L50+Y+I+faC9FzTwA7eB/U3b5mPQk8d5W//VR79O459+9HvM+/Mv8/1kdZ7vGxcXZ2m8G/IJ561HeT+7D/uqagHtdmRsL9Bf8deagRo1THTYRGl/RhPm2CRL50jTziwK9IFuyMsPlgMxdno23S4/Oh64dp3He2qnU089xjYxR3I2O9ZU7qjq6ZZa/GDkB1mU9+UCD13DXU3/GT0f7+qRM2r+bGp7PWxwnMolA1NHD91+DDWtDtbRPOLnnzT4FHldtVC1N6MbOlpb0W/HL/xqyzeYOt9w+5zek/O828l9gOqZnu0w/mfRYdyFJEmSJEmSJEmSJEmSpFeOLydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmkXzohf23WUaX8eQxldDSePDzepFs/xmW/qggzi9i5XfK+knxiMi6ok5L+CD/iaPb/NqiKrJP2gpYyq6iDiF4rt5vk7jt0Ne1+W2zbO+zCu0veZ7Um5R5ZW1hFZKPaOZ2nAjohvrCJNM65eaCwwuEK8gXm/z+jxb8Jzw3fe/n8b/8q/+VRrvV+eY1qFrqnw6Plks0/iihjl2s0MHhHkFBwYYF5b1SRp/8PBh/gVoWuubqzS+vaUbZTdDPt9MBzfb5ukPzSK/vh+pnx4KvMAzlLxtkKHdQDxPv2qgb+LEIEadicbXsfkvT4u+0fe3abzd5gu+BtYPfZ3XewcLys0tPVvEepn3g5MmT6sqMN5B+nlL57U49Nao4ZkjIk5O8vGuXuSpnSxhjI+8n+EGreSf9DV8Y+CF/QAFCMX9mtmlb+Zo5mpgH0t1f32df+EWxvZ+DfPNdd4m2lt+tnrI76oa8vZe6tM8D7glmhppxiwwpJ6MTIsDlPctdBHaW2PTeAlen65J49bU+MSFbESUJl8TFSx9iFfQUFbQw1u4144WyyNj+yp/Puo3AWczAfMKlQR3DTrYwi9Eqelwi7+TGeCha5pLYc4cAg6kaGCJiM02/6yDc9KIfP9zDHDGnDzm5yk9++rXmPe//8nfpvF/83/7N2n8Z//wyzS+7vJ+8OCNN9L4n/3VX6TxfwV99vt/ziP42xcP0vhyla81p84G+1vX7TABQl+jpIaSfwBhTmiHv8MukBY/9bS9+KE4efhmGr//6Hkaf+87H6TxH37/u2n8+oYb3OpBnvdikc9bWxiTW+gDq2XeZ6oF7G97mPNH9k9R0+Q1rS0WXPHTGoXa9D7/5wDVHZx5wb1WFaxDcDCiZxjbx04dj3i+Pnj4rFQ+VM7UtsbOkEf6wh7QHU3O9Yj+9Qa1xO1OZ9f5d3qs031tcCn9sXmR2iWMhRPPuw/Ftp12jjS1RsrYuDjxk+mjKP2mDPsqTGmsw049O9+X6Tvc+fPe1/stu4zjUwfV3cvpiIZvSZIkSZIkSZIkSZIkScfEl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzaJ54Svb6zS8XeeXr1b03hNlWb/wrXyz9k7yLiOfDRNz7uALHV0P8QqKoqfrIR4R0cGXtpdws7dP8zgVBj3EHaJbPXTVNr/zBTS4Acq+3aFOqE1v8Rv0CfSoARpiS7UF8cUJ3tErDesUBvPqNo/3eULX9TKN37YXaXzb02gUWEdvvfUwjdfL+5zWgasHGvTz8umg3B5vnufpPOPR7Or5ZRrfwEzxxltQzmd5+N7FaRrfwrP1Qz5xNYXbStfn40W3ydvvts/zwFIaYDyqYcSDW+02XA91Q2lBYjV0ZiiLssnTKS9lXfa6oPqldSmtHPdX9ouSp3WyzMfqFtpbdQrXV3n6dbXAe2q7/Ln7RR6n0qDSo5yxVCGhk7FF4DKfn25h4bQqeT/jUpqmorHIfryjsV1dgjZuETHAeunZIm8TG1gWV4/zceTTT75K4z//xa/SeL1YpfF3IJ2IiGfb/KZ+/NOfp/Hff/xlGv/yKp+Tn20o57zstm3erpcjS0qal2l0nor20GO3JFBgfUMbVtrDcAY7fDbxVCDvZhFr+ABvCTpHPXI/Jf9suKHFaX59gUY9QLwUWivD9bT3iYioIS16NijAEvmY08NNDdSWuon7hohYwXNXuNaZOO8cFCqJvM0NEO83+fnh7/7wW8z557/+RRr/u5/9OI3/u3/z79P4JaxN33jzzTTen+Qb30d/9KdpfPXW4zQeEbGAvdvb7+RrzakthWpneovjbwzQnwuuQ+F6GGAG6Ptkl95E4wiNOxNv6WCslnmb/v73oey7fB5arPL57Ht/8gnm3azyNv3uBx+k8R9++N00/uF776bx0/N7kHPeDiuaa0YUOhcCfUtnOZA+zaVgv+tPatT5nqXQ9ROfgfIdRn+hmnj+f8Qr8nKe95thTT/S0XoZyobOISMiOjgrhDPbyaCKmyrPt2/zfI+3ducC66y9pU99fKzvUzujfr6vk7KXi9YSWPYTf3elNfQ4Ksup6/f82aaOxuNvH9Am+q72SXv8vz6TJ2x6ZvrC1Bcu9lmmuy+K/c9JkiRJkiRJkiRJkiRJkmbhy0mSJEmSJEmSJEmSJEmSZuHLSZIkSZIkSZIkSZIkSZJm4ctJkiRJkiRJkiRJkiRJkmbhy0mSJEmSJEmSJEmSJEmSZtG86IVPnl6n8aru8oQXZ2n8pLqBHC5e9Fb+mfye+LFqiG8hvkijhZLJiyIiIoaJ8ZGkJun3eP3UtKKd+oVcgVfoKqiHbuyVu/W3vp2jcD3kLesWGha1Q6rzsSKmz7A5DNT/CoShf1eQDj3ca6q7uU3j2/ZpGq9Xec0teijY8zz+ZeRzwh8++SJPJyKePs0/69r8GUp1imkdus2Qd87hNn/WG5j/1l/lg9zPf/przPuLz79K433ZpPH333kvjf/oL36Uxj8bPk7j9SLvyzRW9FBGERHtNu//Hcymk4cFGI5wxIPr6xNaQIzJ86BbGmgQPjvZIW9NM7VlUWXtb+JqSr6WXTT5DN81+RiybPJ06iFvic2Stxgn07oNronp+kIfNDBHwPgxtpA9gdxPmhfeWu1m6p+VTF68a+9ovbTJ291tn7e7TyIfw8sv8jn88vmzNP7Rx5+l8ZN7b6TxiIjLG7inJ3kev/vscRr/4nG+psG5us3Howb62aYfmWNpWMUBY1pnexldbYCHKLxIOUoDbtjzdSmmA3VeyvQ5FpvPxHTwHAmmm6Fa5umMTTWQxwBr0IJnZICmxjovpYE6x8i5TKkgLfoCjLMD1dCC2hLkQG2pmd6W8tVURERe18dg6hg0bPN97FdPn+TXV9zgq9P8jKFf5nNmc2+VxpctNNRFPhdcb/J5q4OBZzHSz5bL/J46uKUakqKhjaY5uiOa/Wi1PJYHd6n8C5PHVNiHcKflHCamNPKNw7Y6z++73+brwB/+8V+l8fv38+u//4N8DRgRUUNffvutd9L4G4/yc6cG+swF9O+2y1vv1RPcTUI8sKMNcAhTCqxxoYOXina+eY/td2i5jM7gKYuJgwtu9mE8GEbWJ5AWrZWP+XeBxWm+ctjgspgWWDCp4AFiRED73Vd50jwXsB8mY7u2fe3Rpu4Y9/W77t2ip97lXHvqnHmcB1l81zQ2vYQxfPL109KZ/Mx3iTrs1FdGdrG3Jo2/mkH8ZaxXd8/D/5wkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFs2LXvjk6fM0vljl7zddXJQ0frLK47s5g/gW4gPEW4gv0mjfjdzSxJx3SOq1M/R5vIP4Lq/cUf2s8ZPDdgVxKjLqlfT01MPG8qB4DNALCuUOFVxTBruMOZQ3pbWB+HKHvF9cHzf4WbfJS7wr+Xi37fPrN+s8/cVZPj7StLKOPKHPn3GH/f3vPkvjv/3979P4+Tnc7BHYQK+ieP80r8ef/vRXafzf/X9/jHl/9KtfpPF6yDvVD/7kj9L4zW1+r//ZX/8ojZe38v5BvaxwJ+fx5RVACzXqOVR+tNJxHbKLqWsDun6PCxn6CmRxWq/SeDmlZPKWtazyFjr2BFNX43Q9zbDNALlvqbXn8V1WgPvc5UzyKg+Cx6Aeqfka1ktrqLT+Ng2323x1/wdo709+n/fxX/7+4zS+WuXxiIgrWPg/6/NeQuPF1PV1VUFfhjUr7d2/zhruaYB7euFTkpfpzkaYlwxmA9obQrhgce1vbzh1x4jzCjVdarYjk2yB8Qima8ykogKEh1jAOn0Le5l2ZJIdYGyZuoDot/kXqhr27hU880ke3q0lHef50m7yhlot7qXxd97J5617D9/EHNbbPI9nT67T+BsPHqXxazr0gP703e+8n8Yfvf1WGn/vvTweEXH/wcM0zmMYmHj94iRfSbfbvEMtce6N2FCXhXva16Nh+nvsZmX6iH7QaJhbwDhXx0Uaf+ud76Txk4sHmHcz5BPR6izvH4v7+c0+eJhff7HMJ9Ohzc9Nq/5pGn/+bGQRSOtGaifQGEtNE/m+/ofAWC+b2HYpqalrZRpCKJ2x/S39jDCxHo5BTz9+wVjNpyoAf1yLo9l67HIUMrWnNbSmgf7UT9w73C2qaDxxmxgfywNUh1lS34R+tehhUYdTCraUsZbLv5lMs69fj/d43j151w0m/2h9l6b+6pPvozidw+hj/uckSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs/DlJEmSJEmSJEmSJEmSJEmz8OUkSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs/DlJEmSJEmSJEmSJEmSJEmzaF70wstnV2n8jYcPJiZdXjTLb06qpS8ME+OUQQfZ1pSxDsFi5LNNHu6gadyu4QsHbmovo+upx4ylv56Yd1T0jmTe/yJ6iFO/pHS2eEv8HSoRQqWxnJh+XkbVyFhULfO0Fsu89k5WZ3lCBe61ntY6BniGp08hmYj4h49+kca/9x8+TOMX5+9yYscKhqDHT56n8c8++zSN//wXP8Msfvw3P0njpeT94Pcff5Lf05dPIJ28r/3oL/8kjZ+8fS+N1yP9r4pVGm+pALGPU/rTPuknr0MYLnVmNkARFZdAwe0nL5wB4gVb1g5/O0BT40QnFfWlHK0HxnrY1DUH5Z3faYzsG/KxqIWcx4qUZnEGT13gqakw9lTPenmwva+gn3cnebzOG/YJ5EBN5Rn0zm7N6+IOn4K+QxNF/gw1ddoKymKvdjibuCPHc6ffThmmzY3DTjPRfmD/hjG8QFPnZ5iWb0TEAvpfTYckcFMFJqJVyWffkzqvn9vuJo0/W93m9xMRPdTdQAPbGuZxWkDA0FVWeToF8sWmOup1WkhTS6V4PuafLHgu+Mt/ke8n+yEv5w+/+8dpfNPle8a+yfvH/Yt8v/qjP/vzNP72G2+m8Yix/jx1xTzNepN3hKHfT/oRY8tcGiTzvl+gPgs2sf2V3YADz/7K6WXawhFlDxsrLMrIzw/PTnmXNLWt1w3MW3R+v8nnlaHL2/oWl74jsyw2ajo8gXmFC3Yiap9j6U/Mm7LY174UfpAZ62HltVkVR3RbaFu02Nyn4xzmXsjU5tvCN6b//ka/mdxlYdMBGt3TLr+Z0fqXxtTjXC/DsjF6aCgtdW/6wk6m/j6xr98zdnkGalsv/ArLP6Ie/ir8nx7qG1OfbZ9tbPe0XoUakSRJkiRJkiRJkiRJknSAfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0iyaF76y79Pw0LV5wmUJCZ3l4ZqzXsBXunUe77eQd/4II/JnG73ZY0ePHDHSWgaIl293L7uCdjGGHm3RrL7VrdyVbuL1U7vG2MBBafE9nU/M/WWgu6UOQu95Liam/+JD8tdonB37DPJupt7T2GDxP1Vg3LwZaaw//9VnafydRz9P42/fezbpno4CNK31Nh93221+fbvmXn55lZfbs8fP0/jN5XUarxZ5HX/4g/fT+DsfvJvG379/L423S36GKuDBsQ/SvJXnwTnnz1wX6DcD95sOn2Ei6lMTly4FpvDhlktjqPIGW40NVUdp2lhdJo/tu6A1F7X1aRpMP6/zMjLrU0unlkUzbEW3tILGPuT3VHV5GY2V3PSVLzzFQN+YNseysb9Dmbr6209buhPzdo/9qvN5i2YzGtqpBeE6vR0pjDX0Z+prDd3tyxgL51XD5NhDYxoOsY0dugraCZxHYS8oUPjD2Ni3nwqroJ1Q6hU8QwXfaEfus8A5XDfk80EPSS1Kfk/DAuYVGLvq2KTx05YXprROWJd8ZCsw5DQ0BVLWdPSz07EWLlLg8uP9u9GB9qWwxlnscV+wat5K4//5X52k8ffe/24a33T5PNfC3u18kdfjB+88SuNlpBGVBsaLsXl5Dwbq/HT9yLqxdHk/D2gbsco7bYHxeSh5vAx5OgOM/2VkUqbv8PnA1FPXwwA/4QRMEdFD1RI69/unTyeBw63t+iqNb6BND9s8nW6n4xdoi3R4gudC1N4gTmsg2hDDHL5f055hwHODXBlZ6wwwv+AZFqZ0+EoF4+LenmqsXx5zye3X5J+U7+o30VF0T1OfbupvYxF8DkCTz77Ow14u2mbS9haWQ9H1cOYA8YgIWMoG1y/Fp/b7qYdtL2PPc7z7qm92eO+lfJvR7lWuKUmSJEmSJEmSJEmSJEl3yJeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM2iedELL58/TePPni7T+PXzt9P42VuneQYdvyfV3ebxMkCcEoIshp7yzp9tYvIREdFPSukOvXCL+OewxO/G2O1AmyGr+lvdyStrrD1PLOIDdQJxahAbiNOocJelRM8wtbEvIJ63jjVc3Q5cFuXzvDP/9Oe/TeNfvdliWocPBq4mL58H9y/S+BsPH6bx9z/I5+SIiO9++F4a/3SV94PFMp8bq1XeJqju+wJtiJrWiD7yuq8hsRKrNN7GzaR8FyWvt6HK+0HfvYS+v695C4avshhZ7bwaE8AL2EJ8h8Z7R6iq9rWi60Y+u4UPK8i8UFukDLawSunyOLXosbKYXk5UIvsqcUpnnzuQI+7gd3jr+8qaRp18hz62L4VJgjpaREQNn9W0cTz+DRQ9QUU1CuGxsVC55elZGt9cwxptgH0Y7jFGeiVtJaBBDDD0cg75JwNkPEDGZfTkiT7L8+jgGWo4GCrwDC209r7O56GhG9u35d+hmW6grTtVEB0kgoI58xw+4Gd5/ZTheP9utIfi7KGOqWzKTnNHnlZTn6fxD9/J4xO7/kiLmL6uK7A/nDqCTc15gJS4e/Cakva+Bfo/j2H5OUOB8XyAm6V6GGDv/k/fyuXP0I2cYx0yuu2ODm2w3qnX8MqHSywfxG+e5XVyewU/EgFqbXw2M9ZOpo4K+7k8oI9xOrvsMaGfDVCnJW8DZYC1C+41drjXAmuLHebrQ9d3UP7UFPe5+aA622WN/bqh+WbY5XwGR7GJ6UztH1P7zegpIMSP/9zgn6OjyBqmzIq6GKQ/OjtBUXY9bWTnLvtdxgM6X5r7BFvfxrcZ+Y93ByxJkiRJkiRJkiRJkiTpoPlykiRJkiRJkiRJkiRJkqRZ+HKSJEmSJEmSJEmSJEmSpFn4cpIkSZIkSZIkSZIkSZKkWfhykiRJkiRJkiRJkiRJkqRZNC964VdffJXGF4sujb/7zoM0fv+NOo0vqzcx76HP432LX7kTcJsvSV4P/XaTxqvFEtLJ6+eoDPtL6oU7yGtmvcN36E3Iu+03Uy0gTi2lzHUjB4yeOR+LOohHRDze3E/jH/3+yzR+fbvHzv+SVbFK433kE935ozydP/6T99P45fM/w7zrJp8PvvziizReoIofffBuGn/7rTfS+GKVPzNMZzsNyF3cpvGCfZnab962tsMWMj6etkhjMz3BMLJMeB1HvP8UldrLKJk8b5pjKU53WiD9Cjos9bCIiFNoQ9NLD1pvR42UnjrP+eW0ZxrYaCCc9gy76CGL4p+0vCRUx9MqoA+Yn8jYFrCG+RpQ36EsDmxLHxEj+xPoat3E9YNGlHxdOlBLKTd5nA6RxlA3oyGZGnWZNq/gmgszprOciBZSqyHzAnuxFsaQ221+T9U2L7xt5PWzHUb6BpQffgOnRvjG5COvifcTEVPn66GMrZwOWw3NscJNw7QV1tjsRynRmEz7WCr9va3sKeOI6CeODLQmx6ynfoLj10jHGaCWFlR7UOJY4FCftNbB8WV0sZNGNzd5Hps2P2c4fLTqojKD64d8LhhGT3ih3nF+okXXtB7Id7TLbm/qTL6nHSVt0CrIF/rxP34IcfrOxH6Gm8ap67Kx66kdUx8/4l93buFZqU1gh9qlXuhggObYPD70x7Mfoul6bNm6ny+MJgbxqQtaPu3LTT1N5GfmEw7a6xxPm/nn6K6nnu6RsRkFf4agrj9130vwIfZ5ouqvDa8qj5klSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNonnRCz//6rM0vu6u0/jJsk7jdZVn+cH3TjHvZcuf7UcP8Q3EFxAfe9eL8oDv9B1cnl/f9ldpfNtv0/hp5PUTGL87beRlUUdJ42Wv79wNe0zr9UY9gFHZ5/U+Ped9tpNp90RXH1drgzEKpxV6ahpnI9rI55fffnmWxm9uvsK0Dt2yzueVRb1K41ebfMx/88NHafyvRvJ+9OjdNP7kyZM0PkBLvbh/L43ff/hWfv3FRX5DL7wyeRH5vQ6TxwVq73n6x9THp4/N4nXg/KglUsulOLXR/bVdnheXkBo9G6KbOshGTeXRQpzGrhw+8kjF9Zh1nlqpD3EEexVNXecSGqfmXxdTS6Emd0x6HCTtH/sDbRHOQaLLZ4+ddpL0JapfahBwpIKtZGLzKYV7Uw8L6R5mWVrXF5gLbstNng48A68rRmoCyyP/Tl/yL2ygmJaQNTUx7N47Ddf5TZVh8iroYFBdFqiXqfa6rINbwiqGOsb2vtNCet6FK4870zrteG0uISlaW8A6F/Iu+EFedkPk5+Bj593rTf7Z7XqdZ72n9v3yTTzvoLLHxx9ZT0IHKXtb+04drHcZ3Gmsnrq7JtQvYZzAvrFDHlB3pdCegtYiU8tietkVyHuAPr6/NnYH2nzdFTjOEVzkTv8KjeHHOiz+MzS0T360QvMNZTC2FqDcp64d7+6kenoP5N+KjhE9fzPxCKbbZ7Ec5Lnpvux183Y34BHaLq+4ZmpjOhDHedeSJEmSJEmSJEmSJEmSDp4vJ0mSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmaRfOiF37x9Hkav7repvHhpkvj223+PtTnNxvM+3sffD+Nv3v/Hnxj6jtXA8RPJqazSx55OUVFz5DHm+osj6/y+ono0+gQXA8llvjZnGp45hLlJeT+MvJ4zQ3QNzpoi9Q12rxNx5L6MfXJiLnrfSzn40HTRwtxqJ/RcTYfcyiHq+uRpA7col6l8bOTvAxOVqdp/Pnzp2n8nR88wrzfeZR/dvn8WRrf9nldrpb5PLSAZ1ic0x1R/xub22EuRdSK9qOCZ+hHej893dQn06uN2gm1LOpNU2e5l7EaomejlWkF80oZaO17l7PvfvKeWp8DTb0jn9WQGC3XjgIW0Eu9i/8Rqpx99bapo4J/s/TPYdM45n5wJIaSr3wKDE5Dt8ivxxXUyMqqpvjMsyCNu/iFsYZ4k2cxsVEPcFMFrqezmQHvdYfOBBNRP/FIjVoAjoI7VT99Kd+DDEFrl+PVQxUXbIzU5vZnap/CtU+Z2Gm5A+J3BsiC+iBnjQlNup8xhcoDHw4Tgjj0/SEf/2876E89nwF0XZ7HlgYYyuNo0RhOdUJzL02kI/MBdDRuJtT/Jrb1nTrB3OtoSh/KtaLyHrufqaPq1BMIQrMvPcPYfebnyK/mLzg0bk3c61H/OEBTd8n7fLKR45NphnnPnI8N1RGPCq/WSTj8jBKbiT997q19Rrzi5xrHM97hGgjG7Lp5tc7tXq2nkSRJkiRJkiRJkiRJknQwfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0iyaF73wyePrNP64e57Gnz+/zOMlT/8HbY959+sujV+/+3Yaf+vhRRq/f3Ifcshvag1XLyel8k9euKh3ROkPk64v3/AUd+Fl3BOV0uGVxiuoQCk3E3ta8xrWYkujVEQ0C/iAymNf5TR1rFuNfDbt/dl6Ys6HpIZHreGDps77x0Wbp1PdUHuIuD57lqdFc+beXms+gfgW4vla4BB1OKuMfef4FWgc1cS42Nwj+P5M7wPU86mV8DNPz/vOLGFspn1Rn48U2JNGJkaad17Jv105yCYxdzkf3qggvYhS8vGvqvKO3NF6EtKJgWabiIgN3RXEaXDZz6Cz0zwHH/FOGXLBR97T2LJDEeGxweSjtqn1ucvqa1paJfg89NANQ74B3Q55GSwLnUVOP8+BLPY2BU5tKVF2eIbJ36Dr829Ql6X0O/hgl1UL1c8QeZsZ4GZLyRe0LZTe5jpPv2D98LkLfWeY+4h/NlTztGmYWvPccrGPUxul9kPJ7G3pO9ZfaQzfl/zh+g7WLn0erxo6a4ugup483gWdMe5zLtX0BRNdf3frjH2tlm0p3xZNXHQavb82Az9VRA9ZVK/gkdQU089AX43fFF5lvHegte9st3JQXvOuLkmSJEmSJEmSJEmSJGkuvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRbNi154efU8jV/fbNP4+vY2jQ91nuVyybeyqts03vXP0vjNzYM0/vaDt9L4vXtvpvF6cZbGhyhpPI/etcVd38BRyFtxRBmGl3of+ucm9qjqMHvgrJqx/j3vu6eUeo/fqCG+v3rLZ4rj0HX5KLTd5iU9tPnTFqiYxYLn2LLNPxuquUs0XyfoW6J5q8w/Rg4wAtSxSuMNjgt6HS3v+gbuwqaDD17CmoayoKWvS+LDNLUepUPX5WuJrs3XyqVs0vgw0K5kbH27n45ToGMOe+uYI3MErgPh8gLXzz2G7DDNTb0lroc9DZxjzzDApqzQ/v2Fj2YPDvW0uuTPRPWyi4Ltl+oeU4LrKf1p+62xlkVbtKn3Sl/ALSBmkNdoGTtfmlilpeTr37KnvWG9yHcVi5Hjs2V9msab0/xLN/Cbx/GC3zmouQ15HQ4j7aTQYdW0W+Lmtq9zkJEOu68jFRpbCvU/OvvF++G+RF+h2ukmj9mv4dn8rKgu6Rzh8FCLmNpSqGva4l7UvAc9u6Syr7bxqinQ7Ud/puYf5O5ED3vxaupa4BXxurdp8nq2BkmSJEmSJEmSJEmSJEmz8+UkSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs/DlJEmSJEmSJEmSJEmSJEmz8OUkSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs2he9ML1dpvGt22Xxr+6vUrjq8d9Gn96ssa8P62v03jT3KbxzfpZHr/J7/Wtdf6O1unJTRo/uzjPr1+cpvGIiIKf6GXKW19EDEMa3vbtbPeiPevzOuRXMPfYKzvIu+TjZlR0Uy88JP9TQhOv3x/sSygfr8fR863S6OUOORyKvuTtsYWxqYGiqeCDZuC20mzzvKH16tBBW3oZmnraGNbRuC1EJXZ468xd7uh1bA/TZ9PZHV5j0g4KrRPwC5xWR830deyyR+RYu3K3zfffpcvjw5A30BJw/WjDpVLbz+xb4Prxe8oS4uv39QR32b2nlzaVK5k699Z5eLSQYLSFvd1BrgdeUAXlU2BPst+1LHwLE4Pch/wLU59hn8+G3RwS21efHSaX6diHdFf5ec7UklpA22tO87N5GoPH8l7FMo0vT/P48ZrWgnabz6a20mntgdpuoXGXzk1exgIKxhyabwZY2O9zx53/YvYSHOJC5Ki9ugV3rHubwzFvL99prfOK/duUpoF5aOJAVyh+RN27OqLKPZ5z9lfP8bQSSZIkSZIkSZIkSZIkSUfFl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzaJ54QuXbRpfdOv8C22Xhm822zT+yZNbzHtbhjTe9yWNXz7M07p55zKNd+3TNH7/4YM0ft1epPHV2f00HhFxf5V/1vR5OS2WZ5DSC1fZN8jrMyK/n6/Ru2x5PUTk9RZRT0x/mn7kszXc0rrdpPHtDbdL3ZEB2mgHNV8tIKGxtk5tGtTUdpfT0nkp6Lmp51A/prGIyoLi+Zww/h26p4n1dkDqKr/3AeaIbZ+XQVPlZdZtYa6OiAJ10GB55mN4BfVSID5Am6urVZ7OSPWuYS0ytVW/ymjmrau8L9cwrnU9z7KF0oK+XFV0V68HKsmxdczUldjdeR172Svu8BqZIrCrUQ/saNgdq18alKZuAfVSHWs18JqVGmK+1xugfZaBzkFih3EuX/dUJe9o/ZA/Qxny2qJlUoH1fsTIOq3PnxuyHunfU1vW9IFi+nSzr9Z+l6ussbOJw1bBJm1fO/ax2p2aVqFvQBjzxoeDfe9oE80zxz00pIXPBga6nsYQOK/4OnO8KQhTgcMz00EA3tIuZ8t0lgH1c6yT7L6UvIyntsN9wvMiWhDs0TC1/UxsQLRO4CfjE4UB1ihu9Q7VyLpVd4568tSzvrFfe/fXN+9u4pr6S9GxGmBspzEftoa41hs7K9buaBf2urTbu2RZSpIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmkXzohdenNdp/KTJk2i3fRpfneTX1/UZ5j30JY1fXq7TeFWepvGu36Txdps/2+a6S+Pnq8s8/vA6jUdE9KfP03jVtWn87Cwvj4t7D9N4qRZpfOjgmSOvn37YpvGvP8u/s+3yclqsVnlCQ17ePcQ7qP/tNr/XLbS9iIj1Oi+PHt7Tg0fWXSp5O4kFxNHU618V9Nxzl8cS4nn//hpNUWPfOU51Be8Kw/jXd/n41xW6ngezGsq5igG/kxmgXugt6IHa3AD5VlzvNYwL1ZDPT3k08InpGaZOEWNvhE8r7bGenJdTgW80sH7ouvyOqrEbhbqroCvXR9qVp9bV1Mccu/5Ii2wWVA/Uv3ksyu1zVpx6r1TPL2XlQgObjW9y34+4w2Kjm823ntIByQehAeIFe1m+vsG95EjeuDaFdXeBc42mwH4I1rhlyDtsT5NHRFS0F4ByGmAPUtX5MwwtDCKw5o4C8YFHR9pT8MA2bXQudPaD36CJcaQtQT1gW3oF/2607GnFfJfLj7FWOi2hXZ5iYnlQ28K+ll9P5xIjXTYKFQd1A0xoUhjHit3azMRvHe26+GhvfHcv4ZF5LcLfmDX9sf6KPfCO2sYuGyzpQFCvoVUdXT/W+w6sx+7k1Vvl5uAn8oDj9aMa/3o4vRzgx/O+h98Han4dpZ65pdCOrp+61x/JY1/9coDyKyO/jd2d3V+geF3GBkmSJEmSJEmSJEmSJEkvmS8nSZIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZpFiYjhrm9CkiRJkiRJkiRJkiRJ0qvH/5wkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFr6cJEmSJEmSJEmSJEmSJGkWvpwkSZIkSZIkSZIkSZIkaRa+nCRJkiRJkiRJkiRJkiRpFs2LXvjs879P48+fd2l8fZOn0w15fBtrzHsVdRq/f57f/mqZp3MK8aZepPEe7pWeYYiSfxARHXypHfLyK3X+bG2bp7Pu+jzfPIwPl5f0P90TfZq/49Y0ebxe5PG2h5ut8nLt2za/vsvL9Ouk8ufuoe62kNaH3/0rzOMQ/Nf/5X+df0BFA20aX1/cct79VR6/hngP97S+ydtDD18oNJpRt4S2EBFRw3O3A/SzdpPGF9BnCtxUO+T3tIVn3oy1dci76aH/rfNK7bZ5HkOVp7+4uJfGT07yCuq3NEhF3F7neVerfMwuMET9v//hv8c8DsWfvJO3iRWMlwtq14u8bLCPR0QH8wrNgdR16uUqv36ZT74Fnm1ooDOPjTtr6AtQThWV08kp5ACNixY7A8xPqxNIP6JA/x+g8grEB5z4oX6gQgd4Bl7pRAwVDJ4lv6dS8nr7t//utyO53L2//usfwCc0afI4N/167PwQn7Z2m75QoPsZW1FSm6arcTE7kkcGno3mUpjnvs6a1qzQ97HjUL3Rs0FCMH5EGeuxlPfIhJH48Y9/Men6u/Bf/vCHaRy2hth6KX47kvfHEH8G8YcjaWWoFvOVacQTiG9H5tiAqS4u8vADGF5ohn0I8Q8hfgZxSj+CZkDumo8h/geIU6+h7clbEH8E8YjRZVCK2tj//le/mpjSy/UPf/fjNE7r0gY6Jg3TsOzdCY3U+/oLQBrCaciP4Fkc84D4AB/gtEL3OvWGRhQoWJyuJ16PKxraT4xMsUvo/KsF7KFhb/LwrT/lTA7Eb3/60zRO/QCLjcqZKiD4nJUGZUppX810XyvWiJFxBB6CxjZYmU5ewY+1dzofoPGCtow0ttGzYRubWBYR3M/pnjYwK//Znx32WfF/+9/+b+CT/JyiwEqGfv+gM4qv5T1hKLBqhfPXClbwdG4y4EIWzihGe2w+Vg/QGgtMXHTWMn2vT88wfbEzxDl8As8GPWoosGKF+uSzAXrmiAFX2LRaztvAf/Pf/B8wj0Px4H/9v03jXZvXy/VN3p/6Ki+b1Sn/NFwv8zo4Pc3Hi9PT/Przk/z685N8V3cGZ8iLJn+G0xW399NV/nwNLAYbaI90TxervN+cQRulVk3nEl/fU456FPUCup7Sp7XRLvufqfdKNfrf/Vf/1Ugud+/73//+Xd/Ctzf3BlcHgiuUViIV7BIKxH/xUb5HfLG7kCRJkiRJkiRJkiRJkqRvwZeTJEmSJEmSJEmSJEmSJM3Cl5MkSZIkSZIkSZIkSZIkzcKXkyRJkiRJkiRJkiRJkiTNwpeTJEmSJEmSJEmSJEmSJM2iedELH3/epfHn/cf0hfz6m9s03rVrzPvB+Wkav4k30vjZ1YM8HvfS+DIPR1nm8X7I4x3EdzFsN2m8zash2m0e71qI93mcni0ioqryL1WL/PqmzuN1/mjRTrzXAcqiHnnlrobnGwp8geKH7gbiUGaTX1OEOong+uqgLDtIbLPNx4QO+kYN6QxDXumnp6v8hiJiscgbdYFyqmGsWKzydKhfxiZ/hn6Tf6HfckVQV766vk7jNY0Jfd5orrb5oLN6ntfb7Vk+jlOTjIjYrqGg6rxcTy7yPI7B+Rm0uSV0HBisy4ImLh7MGqj8gTotta4FXE/pQ58tMKkMK16yVPDchToCDPpDwMQFk0GhiW4DEx3eUMRQXnhJ9vX1HS0I4AsN1EMLnR/G4FE0SJ7BsxUehw8b1C+2HxrpqD2MLT6mLkywE+wpTs82fQE1BIxfuEihPOCeelgswzoh+rHFTp7WABP8AI8wUIcteVvqIZ0Cz1BTxsHdFct7j/ucl41GGtgCRr5S4iIYG8keQvwE4ucT4yTfcUdcQPwx7OciImBZjPdEs9kHEP8exN+bmP7II8Sb8CXa+34Ew8jUlSZ1M6r/t0bSmjpjHOsMS89DyxtaDpGRkT24lGH+AB22xjz9CloKtc/dhmOYn6jEh3weoimTUYmP1QSsWaFAOpocQTdxvV/BHqeMLHVgmYB76yjjLfOQNRO3jNTkChRoXY2tZfLypLqhYsZd2MQ+uKXqHTtnpfjE5djUOYLidJ5aam7w+BEMGFilsEdvcOwEUM/LkW62oG09fGfT0jhy2AquZPKyX8F+nZ6+p4P6iMA5cMh7YA9z7wLOTWhfRXPyCfzosx1G5nzYW/VQfj2U1BquH6CMcK6euh8eTSt/7gIrfjq/KtAzhwLjNdzNMIx0WJwzoWUOY7uEw/bww3fSeNXk5X9zSxNRXtLLE55jT87yPvL2vbxNPFjl48X5aV7+y0X+DCd0DA794wR3CREraBNLaKcF+s4FpHMf8n0AR1vwE/fojyM0L9PvqGs4CKCfkKAaYgvpU2nD1iEieL9Go+0Op9Hal6nreor7L3EO3PTflOk3/MW3OCy2mUiSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZqFLydJkiRJkiRJkiRJkiRJmoUvJ0mSJEmSJEmSJEmSJEmahS8nSZIkSZIkSZIkSZIkSZpF86IXPu8/S+PXH/00jf/qFz9L47//5NM0PnQbzPuDNx6m8R9874f5F773nTR8/fC9NH5x834ab9pFnv4A4TqPR0QM8J1Nm8e3EI+Sh2uIDz3dUB6myyMiWvhODV/CrOGDtoN0tiM3NVFNDw4FCy3gaG3XebyGkaBaQkJUjBGxgLTun+XxUvJ3JG+a0zR+e5lf394+S+OrJr/+ZAWdJiI2bT4eDX3eSBen+UMv+jyP5jbv4Gclb3GXUKbDLffYZZNX3vlFnsfNTf7M19AxG2gDXZt32C3UW1XxNFT1+fPdrm/T+GIxMggfuLI4yT9o8jZUoI2SYUGdOSKg2MqaBneIb/O2MmzhXitIp8AN0eASMTKB5OU3UPcf8kGyLFb55TXMEu1lHr+5gYwj4iSvo9LBM6zzvja0ebmWlvoH1MMA6VP9RERANRRcbkK7P3gjk2AKG9z09GlBWWg+mBqnv1ugOCxY+5Exqsr7TRldhb64ISDvLm/TPcQHrLeIGuauAnXXbfN4H3neNQzZVM0DrKVGS7TLx7sK0qLx9BhcQZx6Go3UNGKN7RdoS0ezMo2w9yCer5YjYMkfMDsFLNMjIuIC4lNHF3oGKldKh575/shS5yE84POnefxNSOcc4s8hTrcE0yWNXhHBdURt5lhnWNqXwrIkhon7+3H0HVrH0PXT4vuZ/b7JxIMhNHVNM/FgKyK4h1BatEZ54ePOfwT1s4X0Rx6h1Pl3Gurkq6n1cDio9Ke2uNLDWonWvhGxXOYzcFXyNrTd5HfVQ9Pq6CHo/BUup/PaCG6lNQzueEvwATxyQHHjVr+mL4zcU72Eswyo057yoLNo6poQHzl6ikJbLHzs4/xb76rkq4MGxl046owlPH6HZw6B/QaOQaLAnpH6Rg1noFWdr6CoX25vua3f3MDYUvLENtDWq21eDzjLwc3etvnZKO8EImiOpbP5YYCdETzbQJ1mgDM1emrqyBEjP8DRaHS8v+48fPQwjfewA1jB2cZqlZf/+Ukej4i4f5a303dgbKe9B+3dpu5VtjCIXIzULz0dfWMF5UrFtIBmegbXr87y8aga2Q0M0M876P4NFCytdXDtAs9QwdiJvyEGnzHdXuXP3dBg+KrZ5zZ2X3nTupsq/niPCbUnPa5evtlxrqYlSZIkSZIkSZIkSZIkHTxfTpIkSZIkSZIkSZIkSZI0C19OkiRJkiRJkiRJkiRJkjQLX06SJEmSJEmSJEmSJEmSNAtfTpIkSZIkSZIkSZIkSZI0i+ZFL+w++yiNf/TLn6bxv//xv03jv//1r9N43fB7Ul+9824a37SbNP6Duk/jb52u0vhNvJnGV7FI49s2Dcc2D0dERBVDGu8hHhiv83TKtGQo9VHwpRYevJ14T/vTjXxCmeftrzvS9/ega2A7WeRdg0eIFx45/qOyhg/yJh2ncK+nVZ75drlM44s678dRn8ANRSzbfAxZQNtanuUFWKgP1PDBkMfrbf7MVZ8/c0TE5jZvBKXOC3y1yONdlz9zG3kZRZX3GXi0se4a0ef9dejzvMuR9teIsbZCzwTtGjp5GbighwKd8ATiMAAMm5s8700+SQxtfk/DNn+2MvDAM0BzxMGKnpnaNaSD0xyNO3yjEet8kBw2sOiApFoo7wb6fqngKRqYL5cj/Qz65gB5FCzBQzd1IUNtl8pyZGAs9Nm0/jp1ncl9A9KpKJ2IEvmcuYBxjXJug/oGlCtNRHCvNfWNsbRgnGpWdE+QPvRX+sIW4mM9bID5vYdxquBEfvimLlthGY3VdbvHtKi9Ux5nED+F+P2J9xPBo8I1xC8n5kHp0DNQWZxSYUdEDXudd+7l8eWzPE71Q89MveYK4mPL4g8gTlssKtdDR2VG/biDb+xy5MDHF/vaY9BdTZ3bd8kD1qazmzraRUxvBVQ/U6+f1mpq2PdGRCzgo0LLgdnPyOZD29UGNrgDrNMWC9hj1lw4FZyrNHBTdZ2vHde3sCaieQW6ZgW3uhhZQtHREC0FaWtI28xuYtuiWx1dU9IHG1ifQpvp4BngWAgtYc7HM5fgcu0gHrQPOXD3YE9CW/8zOHK8B/FhyYXclzwT2jZSSku41wbqfXWep9RB/759ChlHRAV7vWuYxu/BOnMBbX1DZzxQGDfP8nPtL9fcaUrAIhdKvEAPH2jtgmdedG4OZ8gjZ5h4nof71btaA317j955mH9Q4DdL2OM/gEmF+nJEBOQcb53R3Jtf38DvhostnG2MbYgS5yOT7ClMzCcwIXSwIKP5g+bqqs4Ltoc1UDWy1imwUMC+CeXdwDPQHEu/LVY7HHcPo+v+7PrXxF0eseGC73jP/V4HDexj8XfaPZrjVY/j/SVXkiRJkiRJkiRJkiRJ0kHz5SRJkiRJkiRJkiRJkiRJs/DlJEmSJEmSJEmSJEmSJEmz8OUkSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs2he9MIvvvo8jf/+k9+l8c//8Ps0/tUXebwsTzDv1b0Hafy27dL4doB3rrZ5uF8NebzPr2/z8Kg+ShovFK8hnfyRY8gf4W7d2T1B4Y2Cgj1W0LMbeh1xAXHoA6OvNdKoMrWIzyG+yut3sb3Ir99Cexi7n4v8AVf0cNTkYMyh8h7gnioY0x4+pEKKuL3Jb+r6Nr+pullNisdtPnat2zz9rs1HzvV6k6cfEXXJC6rA2ELj4zEYoPILlX+V1y+2oSV18ogYaLKDBlzBAEDpQLy0eRvCZFpuK6WG56sg7yF/Nlo+8MA2Ld/Y0KAQEQvKPC+nWOZtoCmwrqCFQgXpU0VsaWKIiNMz+GAJWR/i4uVFUF3t653/sXXM1DLL72kB4+uizttD1+f5rncYeAu2h7yfFWiLLS1SKuiXi/wZKiiL0bKmj7qJ90T9G+N5efMIP9KWavoMnmGX5fWBoJGJqhFmXqyV05G86bNLiOe9g9Ohe3pzYnxsZKGqfwbxJxB/C+KPIE7t+gIe+gFVdEQ8yI8T4gP4zie3kBBM41sowBtIhurtGuIRvPzqIH62y6HFIYBphcps4ki201BGRTl9FZPf1QAPXfBuqTS+6bO7sM/72U9aFayV6cyOKroeWfZBFtHSFuFY+2tE1LT0gcOnZpXPdAvYr25GDm5KlVfOYpnnXcFB68lJns7tbb7/3Hb5Pa3XaXj0vHbqlmtNe2XIY4dVbmpsxU95T10ut9TXKF/qZ3Cz25GHoD6Iu/ctzfCH7SEcmy4K7Bmhrmj7tITfVyICt8r02wudX9PPRzAcxAmkU8Pe8GxsPQlHsI+h769gU7GAMxg68lrDQvNLOKY6XdNuJuKGdhXUj2lCw9+5aNSZ+GNB4bOzMuT9b4B2HMPYbu2wfbgaOctN0NqRSuDeyNLq4Rt5Wu9ARzhZ5u1ue5XvcPrHV2m8hk0P/UbQNLSDjmhKPrhXMPBsNnlnpr5Jx7gVtMWa2ujYuVqX10O/zZ+Njp0b6IKriT910R7rFsbBCJ73qfsf8bJYM6C2eMQ/A34jGpoH6IF8/f7MkYf/OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0ix8OUmSJEmSJEmSJEmSJEnSLHw5SZIkSZIkSZIkSZIkSdIsfDlJkiRJkiRJkiRJkiRJ0iyaF71wcXaaxi8e3Evjb737ME+o/k4aXi7g+oj47vf/COLfT+PvfZjnERdvpeGTOE/jdZ0n0/d5vMvDX4PXwAa4fLHI4y18oYN7YnS37ch34KZeiXfcXoVn+I8a6Nk9VC/FqZlU1BQiIqgtUhHTKLSCeIH4NXRYynesyukzynsL8atNHl/kCZV13sHrAgWeD10REXF2/ySNn6zz+C3c6uYqv6dtk1f05vYqjZd1nn5zQoUaUbd5nVZ13miaOn+2o1CW8AG167xzFuq0wy3n3eXfGTZ5pZVFXv6LVd4gt0t4tlt4hh4muu3IM7R5Ax4Wed6lgj4IbWuI6/x6mBfLAjpnTbN+xLDI67qcQhuA+bp00JkHGOjrvCyG23xgK9xlY4CF0ymMYf0wunI6YFPXQ1TvNHmMGamAxD2Yb85h7K3gETZb6DO3MKfQYjkiBhjXqOtXdFM9jZtQrlh0tAji/hoF7qmhTGixQ9dTnPoMjRNjix2qI8pjl/Z6GJ5B/AHEaQlKPf/hSN43EL8P8Wk9POIS4tQi6JnPRzK+GekKmQ8h/i7E34DlW4Em+jA/loieCjsi6qd5vM2XrXEfnrnPjz7iMaxzC0zJ34NCuoD0IyJ++1Ue/4KGPLj+0I2tMzLUPKduPSMiBvhwO3ZEMgnMpdhjp44Id4nulUbOsWejeYjmLSq/PD5Ao6HzP1qGwNI9Ivh8jvKgZcUxoD5YoBD6Jq/fDhaCZWQ9Blu66DfQhuq8oBvYM56e5xVWw+HJdgtxmAsiIjbweBOnXuwdpKOym5pxRCwhLXq2qbCr0bEBjNljO0+6VfzOem8Tw0vVwprhjMYmiFM67UhDPKEJGPpHc5bHezgW6ml7tshrF37OimrkWLGBNSitcQcYpIY2L4zr67xdPYbNzHNYxy4q7nw3sE8fYNdS6MwGJq4BFlOlwLnjQOsB7mMDNBo6nxuOaj31n6K9Gz3R1J9koElHRMTDRd4ZTlcwZ8LCqL+dtpBaruD8kAaYATZiEVEt6ewpb490wkRdiuqhChio6IfdsRkKfrSj+RqOeGMxcT1LbYbm9sXYI8Bn9JXj7bEAF8sv9S5mQe1k8qsKwes92k1Sse6S96GZ+mx7WnKPmqNcj3gLLEmSJEmSJEmSJEmSJOmQ+XKSJEmSJEmSJEmSJEmSpFn4cpIkSZIkSZIkSZIkSZKkWfhykiRJkiRJkiRJkiRJkqRZ+HKSJEmSJEmSJEmSJEmSpFk0L3rhG288TOPf++A7aXzVtGn8vSeXafzs9C3M+9G7eR7f+9M/TuPLh3+U5xFvpvGqLmn8On+EGPLw6JteXQ9p1RDv8vgiv9WA5PFeIyChgBuKiFf7XTYqjyO1zOuxqqBhNfD8W2hBY01hC/HNyHcyZxCf2gHP83AZaeo1tIceMh9O83SG02X+AZUFdWQYi+IexCMibvMwNYEzqLem5GVRLfJnq5Z5RdzcQsYrHqWG7SKN9zBwluqI+3EFDbKHcoP2XmA+G9obzrvNG15ZwD01eeY13FRbrfJ7orq/zTvIUKiDBI4Lhb7T5O136KC8t3k6w5B3Tiq7oefBs2ClwhcGuKc6L++C8zsU3ml+P/TMX+eR110LE0NdjnVdQZVCz0NlRuPfSFuHvM9K3qYfnubj6PIkT73JL8dbXT7P29VXlzzJ0tKCnrqCYq16mqupHmBOxuvH6gHGCuxnL7zl+kfUNvJnoPFj2KEt7dYuD9vnEKfaoh77EOJjS9x858vLXEqL4tQS6Xrq4ktejmEPeQTxD/Mtd5xf5PHNszx+QksgeIj7+fQXERGn1HyhEVQP8/hXT/N4gS7eQJy2CPepYUREDeXUQpza/aHroC1Svxw7vcjQVjUiYmSJsyfUm454D/ONdlnrTZszp85meJxA4wE8wjBWbROX9Uc8xUZPBVrggy7vaNT96Lw2IqLb5AXX0564yyt5Q2e/ff7BtstHkjVMvrcjc+y+2u9kExPa5yhFbYaqGtsYpQ/pDDsUHtbPMHVtfxig6cYayuYMxkXaxp+MFAsdL10N+VnV5ZP8+uV5fgB7QutAOoqEtVgD57sRET2M1Q+XeUs5hZtqzh+k8cur6zS+evI8jdM+4HbkbPTycf4Q3bCGb+SNZoDzKFqZDQPtTvICL/h0EUPk5TQMExvBEaB1LhznBB450tHo2GJmmye2bPP4gn5bopF0BZ0NBpK6h3NtOEOOiIgmr/saJpYaxgXaQ8NRMY4VbZ/f64IOyYKXU4uJP/HRehbnTLie0l+OjP90/P/seLum/lFd56NUT7+vjJj6jbvaPo2dP0x/R2Oave0DDsSx/iokSZIkSZIkSZIkSZIk6cD5cpIkSZIkSZIkSZIkSZKkWfhykiRJkiRJkiRJkiRJkqRZ+HKSJEmSJEmSJEmSJEmSpFn4cpIkSZIkSZIkSZIkSZKkWTQvemG5934a/+D76zR+795ZGr++vk3jF/ffxrzP33yUxqt7H6Txt5u38uuXefpdncevr/N400F85FWvfpHHt3D9Eq4vQx6v+zx+fZPHB3wv7QDfVysQp1uF+nmtnEAD2kAD6qhhQfrUcMdcQBxGoUVzksa7yMeQHvpAbPLwcArXBzchKKWIdmJCBO4V0xlLH5rA1C6+PM/jzSqvuLrN4ysYiy6f0kNHDHWeVt/nD9HAGH8UVlBhVf6sdckHxmrIG+O2pgYRPLGU/DsV3FMFnbnQQFJBx4GKLIuxCoYBAL9D8XxNg+n3tCCgdGhCi+DOSd/J8yiRj50DpFNwZMvvp5SxQSRPa4DBqhpokjl0NOGM1W+GBnFKP+IE6veNi3zd/eYbeTpnZ6s0vljmfWOA9tYs8jF8GGkmXzzP4y09NhQT1wK1q7x+hgJj15CvNyIiBlwI0V1RnBYQ1JbycZn62NikX6g8cEzAVdDBgyVIPIP4JcRp5oAtY0REPIU4tS7Km5at+S6Zl90Tu1lERFxB/A0okNt8eImyfJjGn/R5KS2u8jb3GMaQ1b08HhHxAO6JymkD+5OvoMsWWM5Sm3kEy4T+C/hCRDz7Cu4JGjjV26HbwlBDIxCNojT68Qx7iOipx3rsCx/x7WZqwdJ0NjKlTP0KbBnxC7CViQaWDy00sn5k2UfroBaq7mTyGvJwUGukLcPQ5Y1lh6YSPXzYw/nWFg6Nmia//naTV/4NPDSNR4e4gpra4nZ5BsqDVup0YkF543i+xwLHdlkf5z52Cf2SjoRu1/kH9+/nJXMPzg8jImKAswKa9+t88Xb/fn59gbUe/VYzQANaU0eOiA30/QJjzhL20Pfuw5nXvXyvf7PJdxuPHuU3dDuyGb9+nudxDc9NKd0OsCAHvMfMMx5GV2xTV4XHO8fmtRVxAe2dfvap4fjifMFnxatlvsA6ofNlOh8tMF6uIH5C4yuUBqwrvr6nyTNIqkDWS/pJA5oizR0F225EDwuqZpU/Ww0DOh2/llNaGE/7DbEbGTupGpawJ+5etd929zUEja1vZh7mCswG/T4rC9pQN3Gvd8RD/mvnAN9EkSRJkiRJkiRJkiRJkvQq8OUkSZIkSZIkSZIkSZIkSbPw5SRJkiRJkiRJkiRJkiRJs/DlJEmSJEmSJEmSJEmSJEmz8OUkSZIkSZIkSZIkSZIkSbNoXvTC++W9NH7zxpDG712c5/FNn2dw9ibmXZU30vib1UUaXyzydFpIfwMfDF0e7yN/5r4vkEPEMv9KVPCVuoY4pEPPtlzm8Y6+MKKFvKE49qaC9Km4CzxzRMSwpQ8m3dLhg24Wa/oArCA+Vl6neQWUVf4uZBN5R6sg3k1th9wt0YBfgkym5gHVcL3J4ycwplUwRkVEBIwh2DZoNsiH8qieQ7ZwTwt4FfZ0xR329iq/WSru+oVntANUUf/IH2oF8SucDagzR1R1nnc/5O29QOOqI2+oyyG/fk01uaSKHOto+WcnJW/At0Pe2Qp1EGrYDXROUBZjky9NUBPHI2gDBSfHvH7KcAvp8ATQwDvviyEv1xrb66Gb993+ZqStv/XgXhr/8IP8nt59N1+/Pzi7n8ZrGKzX2+v8+tXTNN72j9N4RMSTmzy+3eT9rB2oPPJ7pTmceiu1wgEn0gjqlzQ+Ui5DD/0e5gR6Zsp3GOljA7Zjni+O1W0+nEV/ksevIJ3fQvzBWN4Qp5qhGfAU4ivoHqdnefwCmmhHU1BEPIU++zGsW3uId5snafy3z/LrIZm4gPnvzecjYydM410+tMUa0qGl90OI0wnHJ5Bvfrrxta+gHj6H63kUPmz95H05nM3ssgm8M1Pv9Q43PVPrh6aakXTojKzA+EVxOkei9Oleexo/Rp6h0DYHluNVNbbmOGw8fcAes8v3BS1sw5qRIyxaIq6hzug4rNnms3IH6Y9MmQengvFlgE64y9HoZuKXeAdNnT8Pt3BeQcZ6Ga3L+gE+2RxTK/iPFlAI57D8LzCYncA54cO3OO/tNk/r3oN8lXsBi98KBnGqkRWcX9A5azvy285wm6d1BZuHRZNfv4YfJ7bwA1Up+eD18Cy/15t73Dcu7+ebhDdgt9G1+YD6u2f5armn8yg4E4qSr/iHYeysjdZBtII/XtSuN/CoNGXSXvKs8NnWkibm24kTNm2gFlCPSxiobmF3SIuuCB7c6Z4oqQY+oHkIri84sMFGL3g9Gz2UE5w7F3qGMzgU6fHHxTRawVgRwVVEPwl1r15X3o873N4OMLqM/TQ51fb/x86fNcuSpYeZ3udDDHs4c06VNaAAFkiwG2SDUpt0oQtdyaS/qT+g626TSbI2k2QmM5nJ2ABITAXUlFmV05n2FJP70kWCTRL43lXHd0acE3HyfS6/8FjLfc1rhe8N9b6+zuMjNJQlNKzZEvrlxK31Pp+Z1qb7zCNTa0pT9wJNZWX/+/ifkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB9G964fI8j29vHuTx2S7/wqyDHC4w74vuMo0P8GrV7SaPj3D9Bm6pwP3sooFPWAP31Mzy+LCG66n4wILSh0fYwH1GBBcI3dM4MZ2JyQQ0sVKrnjIx83vU9VHYrCAO1y8h3tDzV4aOdV5jZZ1nPjzMO+YAyY9b+ICe7QziFS20OmyL1Kzo9U/oM+c0DML4++Yj+H9h6r1SHOqhh365hjFtWxl0Nuu8oFp47vkJv27bN/M0fgaVPFBrpEmiMjDOSl5wbZPnvSt53tsmb1xr6M0FxpeGGnahUSEioPyok/SQNzTfoE7bQwcZYUAaK3NQD+W3o8GtgTZQ8nttoA1cNIs03kL6y8rA01AfHKm8p87Jx2EGE8sI/bKDeIH201fK5dGD/Ds//dGP0vjP/uiP0viTRw/TOK2Vn39zncZ369+k8RffwDokIubLuzS+ggU5lQaNajja0QeQQROwiI6IQp9BPy4lLz/+MxHqZ/lDdND5hso6Fm41RvzOxE3IMbnNw69g/buDYfc1TDWV2QnR8pRq/griF1CPC6jGHazHaJ0WEQGtN15B/JsXefwWpq2/gnnuLj5L438YH6bxn0V+ZhAR8QtoAysYAF7AuH0O/eAjyDc/KYlooYx+kA/NERGRj5wRVHU8Ch83Gha5n53ofv1UTV26QcXhmjEiBhgrOpiGqAW0E68ncxj7R944YEOm5x7b093I0hi0hYqkvkzbpFVlkt3Cd+iEgZovHTGN8AXc8kC8ZuLy9B7pwNp0Yvr3QeVBVbqDRkDp0JqJumZTrSFoBXf5bLq6oVXQcVvCuDiHM8eL/KggLh5Ni0dEbKGIF5DH04f54Lvd5PW4us1b1jl0jvNFXhh3K24na1iQU3+6hWdef/5FGocjuFgs803L+XleRsP4Gu4oYoBN4M1VXlAvn+flNG/yVe665CvWrskLYwf9sqmczhWeSSBem7CPG81PVAK0Y5/BLLHoef3RbPNc1q9v8rTOIfcW7nYH9XVFHQdm923lx8ypRxjQB2fQB7e06aYFxAUcQNDhTETEGtrvAOXawRhGa00anGmhS42vsl7b0W9FVNX3WVDpNFS66+vXeYNYbfLGNZtBo6N3QGDM6WEhsjw7/DnD9LOP/djnPqDgTPX7ne4OWJIkSZIkSZIkSZIkSdJR8+UkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSTqI/k0v7ODKgu83zSGeXz+LGebdNnl8t8vjdyWPb4Y83kEckkFj5bMVxNttHu8gHud5YczneXm3Y/4U6y1kUKY+dURA+b0z1WeARhPQyN68ixwXaozUzai7bqAsr6mBBhfleR4eqz0nQfdK8Xs06Yl3NL0PUBk9mHb9WeX9UrqlzRKebj0tb9JDPVwu8/iL51RxEes1VN4qf4bF+em+b7uMvIAGqMlVbCAlqPmGO8Iu8v68iC7PocnLf1vyeyrQCZuyyG+ogUbXXOTxiKBeu4X4eZ+P7UPJn3mkQaHk5b2Bsusra51z6GwjxvNOu4byW0A9LGFe7GF8uZjlzxYRMfR5HtQGNiOndcxGqN85tLcW+mUDa4zlHPpGRCwv83r5+KNP0/i/+hf/Ko1/8smzNL7d5c/wN7/6TRr/7IsXaXw3VNoJ9Cfq+gX6WYF6ILRyoXyrYEgtZWpiNG9ROnl81uXptJX1Cd3qCGP5SYNHuruB66FaqFZodxHBO4nXEKdbolqh5dsvr/M47UlrvYnyoLQuoI+/xBzoqfPNw1eRrwdgqRkREa+h076C2lvHqzS+Weed6pPFR2n8D6DVPEmjEReVPovHA5QWJ3Wipm7q7jO4H9qenqHSYemjcU9nXvtSJm+4IwYYCAcophaW3R0UEkyleB458LIezxPoqGq8zznckRjo/BWupzkTV0SVoqGP7jNfT7HP2tpXWu+yBdFah+atqcdn9GwUp/mPf7+IuIW7Lbf5GuXmDhZaR47ONe7gjI32GI+gKBeV+amFvM8grYtFPsiWPk9oDj8SbYe8hd7s8ha0g3hExO1dHt9AY7+CZvJylecxO8uvf/wkX3U/eZw/c3vGq8DlKm/TL77O7+n1Oh/NG2gbBQZaOvugGbPEFVwfwTMMnS8f45rwzdD+BpoKlvLlMu9PS1r8RMSszTt010Il409u9AEtIOh6mD0qP1FN/rcccP32FnbEy7yvted52S27vI3OP6QdXcR6lff/O5qHaGG2g/IbobzhHI66U62X9ZAUTD3vdE3zdtGkeY8f22lYpD5w6J+8qW4rx40t1Pz5RV5OCzg7p9+aR1gEDXA4OnWfUdNARdDvVt8Xp/tLriRJkiRJkiRJkiRJkqSj5stJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQ/RtfCFc2MYNv0HtP2zS6ix3mvRnyeCl5fIUp5cZx4hf2iLLG+Dp/6BJQGEMeH3ZNGt9SOkcJGkalLVH7i8jLY0IXOS4F+h89Zgcf7KjzVfKmrk95U1p0/b7UmsnUap9PvH5Pz9ZWKqLEAj6BEZKembJY4k2lOkjn4hGkExFlyAtqN+bxs0tO69itoKDH2KTxAmNZB41rVmmk67iFeD4TtdGl8RGeoWmg8gu10Tz9esfM75Xmxs0uL9cG8uigYW/wXu/ydBp65ogO+mzfQV2XfP01H/N0GmwzeVmMMMeuK4umOZTf0ObtshSax49bC/2sh7F9hC7Q9Xn7uTznSeLxPB98Hz96mMY//dGHafzjjz9O4y9eXKfx7ebXafz6Jp9TXt+s03hExE2exd5WoGVP6429roibB/BBvhhpoG+00MdG6EoDbZaC+/i7W5gd0EUeXkI8H8EjziHOI3vADBsw8k732z2lU6vdWivKvMTNAMwfm7M8Ps8Xia9oDIZcIyLu4Du3eJZBjSMfwD6HUrpZwFoWcp3fwAcReKevIQ5D7dGbPvbCNxpoJ5WGQmMpL31oHKUetae/Dawsn05zZfVPUYHThJ3H1zDQLmFbRMtSXFbcY+DcwaN1GzqnOgFQDtQWF23eD0qBwqkMCvTRxBbEWZzQkqiBm8Kz4j3a15E6FjeU9xy+sISF2bbSzco6//DV1Ys0/uLlS07siHW0mChwJtDD2QLs72uzXAPz7xq2jV99ni+KBmhwUIUx7/JV1w0s0reV/v27V3n8Do5Z19urPA6/7bSzfE18s8or7hoe+mzBq4FreO476E/XY9427nZQGCWv0G1DZ2fUMWkXVUMH1e/wh7/viPoULWfprKrAucAw8o8jDeRe4By0wG9IPe4BIW9akLd0tpyHIyKCjqWgnzewRpz3ed88O8tPCLqz/PrlRf7DxcNzPlEYYCPy/DofI5+/fpnGxzX0qTXUAy1aabkG41pE4KKQzlDpZwRV0BBLg8ih17j00zQN0xFx2eYdcDbxN8jY5YVxC3FKn4uCCpuVyQWbz/v0m1wHFbrF080KWkJMf+zfy/+cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg6if+MrSx5uYwZfoHj+PlSJOWa9gfjYwAdwr++DYcjjm90I38gLo1DZHaVpz1ZvAFCAaDfx+iPRQn9qoGzKNo9Tt1xUho6LDvKGsm/g+sgbaQv1O8Y6T4aazz5NHYuoWU0ririptvVV5bMJeRNqGzRgQ5N5+oSzWMJ3buDRlmec1rEbqFEUiDd5n72IB2m8wzmZm+8A8/VAnQr6cil53g01okKNq9be83Iam/zpqJnSgFFw0qQ5JS+LdSXnbZOX92zI72kJneqyz/OetdChtvnYuSl5fLHk99oXMI5soZjolo7dFtpbC/21gev7Xd6mFz331/OzvND6Jm8n13f5gHm5yuPfvL5O47/67Ms0/stff5XGP/sa1hURUcoVxPNna9p8cG+o/UB7w1XjHvcNeE/QN7oBvjDQeApjGj4DjzkFR396iJPaPPzXzvPwAi6n4ryB+NTdRcT0peOh3S/fiX/nNML1s+W9cv+nvtlLKv8JtI4ZxBf7+Zuvu0o3m8HUcA3dnNrrsZvDMnDY5IVDYxmtMWZ87BQFlrgb2HuM9AVEJiL6uwABAABJREFUFXzC4+sh0MRMZxkTN7KYPHVjuH7HU2wUSIvy3sBRxikoUEADtWsohBaup/RraCVDKWFVnlDX7Gd5P9jBWXGZOH7VimJfI2EPH1DX7GFKHqGibyo3evd1vj/57WefpfEvv9zvquNt2YzQHqB3zG/yPd3dMp9Mv6p01x0cbc1hCL+BhQxV4xyWk2ewfnoJ6V/fQgYR8cWrPL7e5g+3u8sLZF3y3cPFMu8Ec9hs9PAMtytu7K/hO69hHrqFjWahlWZDB955T26g7eF5YUQU3H1NPWw/ftSl8Citzb+xG/K+vOt4dO/avB21TT74blb5bLpb5wvpBR0t00PTZFCboOgzaF7n0FYWXR5/dHaZxtvzPD6b5QcTy0p7j3n+4CMcwA6LvB+sYXG6avIzwBHOhOnwaXWXXx4RsYI6pVPD1Vv5Me8Y3OckCZzKMFf5HWC2p98I7qBhbaBZcbb0Se38igYd2uxNe/egwEDYYp+ZeuoZER3sjOgr32G/5H9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDqJ/0wvXYx5vGvhCWcIHA8Tp+oih4Ed7QhnQwx2f7Q7KtYFno2p4K6AxYT3Q9aT2zh01+Q3E7ybmfSSoY44T28Oig/iDSuZUxpQJxMfbPNxupyW/g/gM4jVTxyJqutRET2fI4fKmZ4Bn7qCJRUT00JR6qIfSn1IB/lN5AfXNtLm0QCOtN928M/CInFdagc6GtULjFE7JlbmAxraYp9EO8qbyG/Ah8rJYxFkaX8eKEoqxvIbv5B1hCW1j1uY3+/Ayj/djXkabdX792ZKfYTPAXDpAm2kXmNZxy9s61S8Nc8smf/6xMpQ9f5WX8a+/+iqNn//852n8N79+mcZ/9Xmezl//3a/T+C8//yaNb29fpPGIiG+ub9L44ixv048u8/5Upi433oJCwxTUaQdrkQbGqPUOxnjMmBZBlZs6qcXIG4JOSDMHNiEo5rGy9fgA4tcQz2eCiPdhv3pSfxZ1A3vAcjEpmXz04m3Ialapzy5vA2u4/DmndNRgKogdDGeFxldob32lHRbcY+Tx9ZYSm7pRmnZ1bV1Pa44WbnUH49rBj+BqGnqK/UzwNDPSsgK3q5XqbGneoel66pHXMYGzyAKbedq20T7sPkVDVTP1NPAYtbBGbGlROdDgOa2XN3S2HBE0ddFZfoEFQdPmtd3DOc9Y8nRebfI2ubuh1VfE3/38N2n8r//936Xxl8+/wLSO2fMX+UqzbfMy28zy/Wo3y3vT1Q1PsitYsHTQtjYlP/tdnuXnF5d5OFb50XLcwf28gusjIlpo069u8+delfM0Pm/z8ruAQYq66xUsV+/g2Dwi4irfiscriBfc6DxLo03hfpaDiqid/9HiD+aR5pT2S/9E3oIiFtBWGqiuJVzfFp4BN6v8s3aexxcwY29gGpr8c80+z3mgSayGPJMRFszn67yzLdr8bJCOTK8brgcab+9evUzj85IPDP0C1g9tPnhew7ldwBg5q3RZOkWmNtAE5H2q3oOjnHdpA21rQz8RQ3nT+MjVQC200thncF60pVyo7+dx3OvjyEm7n9o+AJ67Ni/f0ykdEUqSJEmSJEmSJEmSJEk6Ib6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH0b/phbshj28LfWMG8S4P116TaiAO9zQdZXBK4BkGrKB3aOo7cXT9uKf0I/bYmI7D3SYNb7f5c84uIZ3Z1LKPiFhXPksUSKts8zhVFdzqDpLv79FMCuRdoPu1MNy9F6B6Im96Ebs8PNxxFtfXefzqKo83F8c43r2Zy/Y8jc9neeO6WecNewdzQYtzckQL/bmHtBbtIo1fj6s8gwYqnzotTsmVDgWdjZ6BFj8Th5dYTEx/U5bwSURpaCzM72oO5fHgcX5P58u8f8xL3gmhSUbb8ODZLs/S+N0mz/v16o2XoUdmWksZoK4KxO+gK0VEPH+Zz7F/97e/SeMvvsmvn83yfvzydX79b37zZX4/13ndvrp6ncYjIq5f54P4rlyk8cXlozS+XNG4RoPIu5sj+I7yT8YG7hXGgwaerdTWa7SowbHodP+mhcqfRiCKt1AEn1byplXxxNVyvB/71RPS5ONRQJjQSPgc4s/m3M/ms7xlli5ffF/D+Hzs+i4vgw7GJnrKs3ken/GSONbQzSiP9ZbWptM2gXMYdCiVsTIc7GCPRnviw7eS++RAc1ftDCKTl+BAxwzQ/ahXdpVqpmM4mmJPeoiHfekG2nWPa5ZcrWjoOyPUWoOpUcUcvoectfmg1MBZXIH1WDfPB70BBozdhg50ciMdekVEO8v3uMM2z2OANehA522Q73aYNrD9+pe/hZQi/uav/jqN/8Vf/oc0fv3iK0zrmN2W2zQ+wCSxhjJun8P5S5efB0RE7OjnoHnetmaRt2laKt3s8gOMly/zZy5wrnhd2Ysv4PFaWLvQxNLCsRDNHbst9OMCe/FK976DTQh1pyiwoIr8HKlEXkgNnQvC2X8pfFbUNPk90flKifzs4xTQspXGS+ofLbQJaEIREbGio9wNHPxTN4BktrAjaiLvIH3AIWUVPCA8wvA872t36/wHiisoo7s+r7n1Ov/CvOMNSmnyvnB9+yKND31e2f0FnFfS4hQ2slv4raa2YtrCOmsH40iM9OPSkbvPYnZP7vML7l7Q0E4/+VSOFWms+AbaIiyhYwnxEcbBDTwDHL8EPnRE5RUDevBp59cj5L3GxkdzeG0fcPBW87843VNmSZIkSZIkSZIkSZIkSUfNl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SD6N71wcwdxuL6JLo/P8nhfuZMy5vFtA1+gV67oZqei9OE+IyJiRjebl0dsdxNuKCKaMu36PRogDk92D1Mruoa+M5sYP25lzGulQKUUKOOmpXZ1W8md2i7UYwNlTNUOt1Tg+n4B6dxDA+MU3epJoaqmOHQlamMNXN/QABJc3pTHrjYGH7lHD/N4C91j/Tz/wjDkE92mMiJ3kXeSbp5X/myet/jZ9TyNb8sqz7hZ5/GyhOtrY35+T9S8qFlTX+7hE6qfAhnTeubbD/PnLvEyjV/DEm4Y8vj5Wf4MT88u0ngz5O1iVhlT21me90tYQ8bNu1u7fDdQkTuaiPL4ClrirLJeLTAvl89fpfGr13k/G+BWt0Oe/vU13dQ2Tx+ujoiYLfO23vd5fBjzPLADookLi3uoDlOJ7SbPu4Mhu2+h3xdoF7Q4iuBJlib492Kx81+D2SloyMpHy4h89vvWNcRhBnw/HLqrHb4rR5zvJxnaMf0S4t01LxSumnwcpnZ8hSkdt2HIy4DWUIuzPH4B8dqwSE1ou6cOS1PEANtnmP322tQJFhN8ANNQLaUKKimY62DV0eBqpDZq/3MjPVtlXT/SZ5DWCW9j4+51vgY96x/n1y/y9RvtVmvnijT+lckluq9FDuyTK2eXi0W+uern+ZOv4dBjhMFthLX9Pm1p74tZT7sn2p9g6lf56Pn65XP8zmef/TqN//3f/TyNX738atI9HYtbXOXma4x1gT3ga5irW+qVEbF4lIZn27x/tNAtX8KcPOzyVdcIc2xHc29lI7uCiZm+09CeG9K5g9+Omkqx5l/gj1o6boPrxzWNpzSu5XNsgbbXRH5DTcMHT3ieB+Ng3zzFtI4d7thhcqSfH2eTx2leLdG8TGv1Dna+HdTktvqb0z83VBr8DlbT9DPqeQOH8zd5+NUd7PahLHjNur9fUek0bvMNXE6NDMqISnuozO09zDHDmI8L4zitDRyNd3hmNlZ+0cjRTnOiyb+V1n6fgoGK5mWYhjo4B3gAg9r0NwwqZUfn1/jccLOwyymQDvc+msOPY/fpf06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB9G/6YVDyeMQjqaZFq+9JbXbUSaQVpfHxzmkM1DOkAHFZyMlFP0sz3woeVplhIeme6UKegvoqemO3rjR/V6UA9cDfqfJ62feQWM6cs0ib1dzKvwC5bKmDKhTBnfmXV4vm22eybiBW4L4cpnH52d5vHkfXs2sNXUavmAMKau8DTRLSOgBZDuDfG/zcPsQro+Ip5BWD3n3NMafgDLLy7mDZzo7z69/dZV38m1ZYd5tk49zsw3MT9D9C3T+tsk7YQ+zwaahhs2dlkbqHsb8BjpIRx0HMqBx5HoLNwRzfkREKdf5B9u87u4Wd2l8fXWZxs8/epTG//CH+T0tCkwYlUl8hM/OXuXxObTjY9fEIo2XPh9gG2q7BQa5SrHc0fLwJv/gbszbyWZFk0EeXlGbhi+cXeRlFBExg3nl7MF5Gl80eRxR+dFaZ49ofOR7gsu7aV8YcWyBRVDlphpYKLy7ncZ3R/cOSxMc5vLeFPGykvduYt0j3HRPTOdtuID4hmZrGAu3sOjHjlO5p6kFfuAGT23pLysZX8JHtJS+mXRHx2MF+89VydeHsyGfYwtMvbPKWixmeSGvoYl20ETpaGbEzTWNOvs7i6BV9EibQ9ofQELbacuK6idTB7wGy2/ihr+2t84ux3PE6U75bGK1ykebs7v8gGZc5B2KemataPY3VE9NiQ68835Ta1pDgf0DDCTDkKe2XuWL0HHERfwkTcuHLSM84RiVc8NDgvP0ptJph01eTq9f5xvZV6+upt/XMSj5CqTgjw15O7wqeXsYx0prv83nwHKbn18E7LlbGBUuYM6k36Foa1gb2mldP9LSFK4fYAy5goSuqLlBvm1lqUNHEIWW3biihPOreAIZ5G2G215t/Mj7a4E2sCtwIHUCaOS9hCXiGUyaeExR6bJ0osOrU5pv8l031X0HDXsHO6jrLT/E1Tr/zgBz5qLL2/Ul/OjUwxngag3nuLDR6WmwiIi2zde5bZtX9qzLy+/BJTzDjs6M6Aee3KJyWEztj/YVN7DvU83U38mpJ+9xg5Oq1W3eIB4+zr9D2/pzaFctHlRR26UxDSfMymfUn6jv5/dU8F6p/ul+Dl3Pb+aEt8CSJEmSJEmSJEmSJEmSjpkvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfRveuFuoE/yD0rJ33saNs2EVH6PPKkYpyZWpn4A8Uq+u3GTf7CY5/GG3hsbp9wRFRHCoqh8toP4tCfg6zuIN/iN2jt3VEl5SRV6uCM3rPLaKtDcBqiUGVR6O1ZayhnEoTE2EF9c5PFhm8dv1vk9DfM8g/NZns5Rok5T6+DrPDwMqzTedsv8CzhLQD9bQo9toeJaaJQR0Z7ldfroNfTj7nTft22hPVJ8wGloemOhb9DwR+MFXb+IxaQ7ovis8gw0T8zaabPgDp5tvoCOMOZfoHooVy85782XabyfQWeGddYtzNaru/M0fg7rkJ9+lF8/n1OLibiFueHyQX798iUmdeRoYKQxKG+HLU2AFbt8CI8bmsc3+Xi5gWUpjNQVefu5nEGlR8Qu7tJ4HzDxT1VggKTiri1+J34Fa5TuCb6xg4rAZBCNjqzgrPD+yUe5iEuIQ/eLWaWYd7T+hUkTq3j6cPHu3MDNPoZFDY2FL6EtlnsUxr42yygfvxraY8b15BzoGye6XUVrWPbQPr6Bc5MZTMlNwx22G/P6enAGgzI00XU+zcUaDxdo9qXRqCZv7CM29rw8aL6BZUUFfaHWcvkEKLenPeAe1wlTT71gS3ES+hYKCPYFhdY4MEVMX5u+DfDM0HGGymHxzSrvC9QLKCXu41MbMMxbBTYPEVFq54N7Me3Zmlm+V1ss+RDw0cN8VXh2/iiNr7Yw0F/fYh7HgcbLm0nxkVpieVjJm1bSVxD/APLOn+EaVvalUK+h0SU/v/o2MT6tyjQ0tlOfmbo/KK8mJR8RUTZw9luo7b6GOF0P6QeNIdD2Sm0NlBdsQ79RNi8raR03KoUFHXlQHLrBfVZQ1Av490HaD1EHgXqEmfFuxePu1VW+g1q9yMfwBtY08y4fF87gh7O+z+chOuNf73iOvd3mn/Ut7IFgAbEb8rO7x4+epPE28vmPV/A88DRwhjqHHxGXJ/z7zvGhHnuvtzHe2B0sk+i3voiIAm2I2jTvtvBXIojTGT/9Zll7pYbWFtTHKS36gZ3SodKYfibMvXyvm+WI8D8nSZIkSZIkSZIkSZIkSToQX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPo3/TCQlfuOvrG9LuZ6i1kMSXbsfKdboBvrdfTMpmI7uk+b6VRWos95UHpNxPTqX6h5O21gfKu1ekx29zl8ZubPE5FdgGVu6RKj4i7VR7vK9/JFKiTu80W4vn1XT9L40Nl9OveeGR8S+7RYccdJbVM4w0N5WgOcch4Bhk0l5xFl1dqE9d5zuOp9tiIHUwFN7d5/MU1dLQCX4i8H9QMe5qIoGtWUs8/2VQGd/qkgSbRQXNsIaG+5O16A82dnmG7g0E4Irav88966iIPz9LwGdT1WZsPJI+XefzTjz9I45dnPFi82OQF3l1CnXbQ8I8ctd0mqGzyhkVLw+t8mouIiB206R0tM6kDHto8b58REf08n4cCyo/65Th1iILrN7u8wGtjYAdbqLbPK6iBtDror4UWQVNV18TTvkRt75Q9gPjUZWBtCdXCPEG9AJbwx4nWp9Q5X9LgNkD60IDPoOZu8/Xht+CeHj7L4zAuxG1eoW38II2P5Wu4H2o1tY6WPwOsCE92I7sNWsvma4a71XkaL0O++Zyf8fh6AZvA69v8O/Mmbw9dfksRN3nPX8NqmYbw+gwB/WnyyLYv09ZG9c8mnwxNAwXbwVhXKn1sxHrItSf8d6NtBwVBTQ6axLQSO1bTn4Ka0T7PcqeBiiuVDcqBtZHvK7omv9ftxes0/uQZzPkR8eTZkzT+4598lMbPvspr6B/+7heYx3GgPRq03ZKXZTRX+eW1PjDAorhAq+5p/sivL7h+oLMw6mW1fkw9MF/Bl6AFAfUz2rzn5U1ro+o6Ac8Mp57c0SBP63E6PKPra0+Rt41C39nX3vodmNNROjRf2ntSL6iVDG3FOvjSDtZpNIb3uK7L55sGzvzPKj84DWd5fx5v8vb++jo/l21med6LNv9tZAYFTiPIMOcz++UAY94czp7g7HcHv+NQvZ1BPRRc2/Ph4xxa4K7J90YX+CKCWF5mDfxyX7C+9rPeO4PlRm2Gpc9otubxC3vaxJRgjKIBOCKiUB5T98TUB/aVfuXsjA6Y6BDzO5wznO4OWJIkSZIkSZIkSZIkSdJR8+UkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSTqI/k0vnM/y+K7AF4bmHrdzGujJuvskRuXXQS5j/oV9lXYtHXq+w9f0btrlpVYT+d1SNbQn2oxfv8rjK3ge6N5xcY/nX8Arjw01ach8u6F08trqypDG+5Jn0L3x6Hea2iV8gI19ag7raZc39xhB6COKn/Drttu7PL6CMR/HxSaPF+gf38oLDrpalCbvPA2kUybPHlvIeAXXR5RmnsaHgI4AaxTqNg1kXah64jaN9pVxZ/bwMv/gIq/Ty/gwj//gaRr/5Mf5Mz/55JM0/uDpx2l8sThP4xER85dfpPHlNm8b/QwL8KhRW5+6IKLVDfW9CFwGTreF3GfTJkd65NJUBuSJzzAWyAUHqWnpD2M+Rq3WsBCJiHmfj6kdLBwXLa20JqLqoSH+Xu0lL49xvE9ax+0C4nPq4hBvL2j2iCibfE57fQdtCNIZqAnBlLlXl9AH17S4h8bSLfL4AA2V5psziN9yn8VOsoE10Hk+ly4fnuXxbf5s11/nY+0u8utLdd/7TR6+gcvvdTjx7t29+G0a3435YvnBRV4nn33xLI3/4MPHnPlF3nYLjO1zaIoFqnEO+6G7IX+GEbrYUGnq2yGfKPDcbk+mHhuU6sZt2s32dFa5pXTyu+3hlugsdKhsr9Y7mrDzezrhbWz0s3wfFpf5LDuDh6XirC0/cM6sfOd0wN6a9uIlXxDsq+vX+vi+8mhhbjy/yAfbtsvLqHudb96fPcv3zxERP/vZH6XxGzhc/eUv8nH7//V3v8A8jkIDPQrOTaOh9QqNWpWFKf3OQedRsCYqeGpD4y6dX9DocgXxCB51aKF+nYeb/J4a2Pfi+nCA9Lu8ff5jLhCnOqW1KbUl+EGiobZBIzbvr/gZ8nO4CT9/Hp0lbJ9ovxpwdtlQE601FQI/B1yuoJwLlT88HLW5Nq/fh2e8Upgv87y7FuaPPu/jl4v8Xh9ABS0u8ng3p/N0Pi/qYd4v0AdHaAQ99LUe6yHPt8e+WVkNwI9wl/SbIP2AKdRDfXUwXk78VW9v6H6+/WzqjghfrIA45Q0Nsad5rrLTGGiuow08pTV1N0M1CumsuL/SI3Q4Ld//vPuU98CSJEmSJEmSJEmSJEmSjpgvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfRvemGBeAMf0PVvBT0VvYq12U+2tWdu6IOR4vspQcz3baRF5Q3PzG/KvXEz3btxnwX4FlHr6aGQZzO4HuLljvNutnl8dwt5zPM4hCNeQIcdIOPFIo9vKu9mYubvBjXD6ihBX+ogTmPR1ME/lml0HpdpfBZQPxFxE7v8g4s8j35JD3f82jYvzzkMQncwYpbIO21Tm+jKTf3m/llaD+CTPO++ze+1gy642eVtotDgEhEdlEcPDXiA+A7SgeqJIQa4o7xDtQ8fwvURQX2h5JmfNxdp/PJh3maefpqnf/7kozzbs/xeIduIiJhdP8q/E2uIH9lg+4YmD4uUDozTTWV6KjRW4xfyNlqaPKEG23Q+vjbwDLW/fpg63XDB3mt2fOP0S6VCRxgUWsh78nIS52pICcaJfWrf3XL8YDrYYzx+/CSNN7O8/DeV5Uf7KK+b7TdfpfFv1nliI/VlznqaWiO9oXZHvRk2EM15Hm9hjXILG47b55B+pTRamG/uvknDZZuX9/LHT/N0bvJ57hI68y2sl9f3OZigx36nBzL39/f/8Ldp/ObmVRqfL/L2+YNPP07ju/hjzPvRTf6dOewxehoXYUxo82YSl7QmhjqsjTnUK3ewreJvENqD7NO0WXOkpcvEZ2sbWOvAw3G+tbzzLw0nuiaOiGjmZ/kHbV6eMENU8Kqyg9QGOkfAdS61OYpP7Tf3OViE9WmhPTGV09RnoPXGfVb3U+V5L2b5YNvO4J7O87OnbWWO/ZM/+bdpvOzyejg7h3b/P/4/MI9jUGA9ybuq/AyhgW8U7HsRTeTrt7KGNrf4EFLK11CM7okm8dqmBw6242UeLjS25/244BgFbbejNg1r7ojgA++p5UFjAqzfoe3h/oAOGiIqP0rQ+HiiP+4Eb7foJxBsvfTBee3wiX70pQUqpENZUHxN9ZU/xLxSv/Mm/87sUV6wD5b5TS3gZrs53FOTz0PcN2ttdGr7pbxhI4JzOIwVdDDUV+4TvtLRmegJ99l3ZRerND515Xv4I4T75ABrLniKZp73s7bL23oHtzSf5dffrnjdW98fZmjeovh+amjHP7FVVkHUaqbv7v4T/3OSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EP2bXrgb4IMC8Wbi9fu0g3h32Gzpkb+3oHU10AbKCOlQ20OUUMTk9/HeRns9gNlZHqcypsccoOxrXalA/xvXebyBdlI2lME2DfddHo8CGQcU0n0MUIINjAo0WED8Xs2Qym8O8Ynj4yKWabyBOHXjdUC9/WMuqfNzuL6W1nGjOi40YMJY1pS8IkvMMO+moYGBai0vZxpdd2P+yW7MO38PKY2VZygw7t9BR+BZIu8gLdxTDx3nMi7y5GlMiIhFd5nfUZe3gafneVqX0D1mizz9roc+2+bpb1c8KXdneZ9tX+dtZhhr8/Uxo/vOy6xAvIH4SHPKfTR5G236/SyKR5r+Kt/BqRHaXMzysaKBzIcttNGSX99DWSx7mIMiomzzsYXuaWzzxVFLi2V6BJgtps0U93OiS+KI4HLo40kav77K+/iqv0vj36xuMe/mYb7ebJf5nLa5fUdrmWoF04ewqDz/UR5fw+KUNhxxPe1+as+AGwuwy+v01df5PY1X+TM0cDBxCeuHdfUh8vk6Lld5HMLH7le//jyN/+63/5DG16vXafyDjz5I4//m373CvH/2sz9O4/3dj9P4gwf52moJ1djBNIfHIHSuVYFnKvwNiNPIOW02oLVOqU1QE5+BnnlGayBMKA9vYFjeVscVeog8XturHbuun3bvNOJTc6d9XkTEBg899rVq2c9epancz/7WV1SydOxPnfBd7s/ye2q7vHX0Xb7GWj5+lMbPK2v7LyD+R7f5emDyMfWR436Wj5gdHOQOeP4aUZ6/zONDXsZjd5MntMzn/e78Q8j5Id5TrrIWb/J14NWLF2n8Ag7n2wsa8WjxBtcPMAZ2tZ/7ppYHjbP5vojOH3CQp1utDo7Ul+mM43Tn2B00x543uDk+sOXM93XIgAfe9AWqR/otYHrmZzCKzxYw3+ztV9/7zL0T824hjwL9BsdtqKAR7qc2MVK7hO/sr7xF3t35XuUsusn31s0ib0BzWNedzfO5d4QznnELfQA2mYuO55S7La0hJg+EYD8v3fS1LoZbXBqn7n+G6X9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfRv+mFTZfHy2Zijg3Ey56/s4/r3wcziG/3mAe84jaDvKnRbXZ5fKB6G+mG8IOY+j4e5n3soAgKlHEDxTJC/26WnHUDFbw44+/kCeXhRx8/SeObVX6zHT0clEVERMwrn6VokAKUN4yz93qNlOqooYrIK24ONztABvNYQOp5fF3tr1Qg1MBPtcNGjGPehtomf6YGGkWB62vzX4G6b6COF1AvLdzTFtIv+AxpONrCHZOXCfm4QM+wbPOUzqAPnl3m8dUAZVHpy8/O8/iyye/pCeT90cP82bpykcZv7vLG0T9fp/FF5PGIiM02T+t6m39nt9rnYuTdK1BXOEPQmAXp/OOXptzSO0P9OKLy2DS0r/N5qGmhQ00sohnc66w2+c7z8ajA/NS8+Zarih5tn61iiCGN72ihfgLOcX7Kvdze5Ndv8zK4q+TdbVdp/OLBgzTeLvPyH1e19dKhUQuDddrdl5DM9cR88zKKoHTu0xNos5yvH8arF/nlTX6vTcnT30L6dbBQoLFqeXuPPN69333xRRr/m7/52zT+4uvP0/izDz5I49sd96URPvvZH+d9/3X5NI03y2dpfEnNDexgftpWmg8sxWL6BpQmciq/PONC+4ZKd5082tF0DeWN6w2IjyPNFrV+jInlebeVA5Yj153lewxqQVRq91vL7GsFdNj1dT31fR14k6k96m2sN/JxYXGR94Omz9fRy0Ueb+EMsMxpvItYQj2Uj/K55Ac3V5jWcaMyoDkiXxPvaLM3vMKcr2/y9dvtVf6d2803abxZPk/j7ezrPF7ys8hmzJ/58VOerBfQP25v893AFUwfD7o8j3HI05+d5c+wuHyYxptz3p200J8i6KyY1pOUBx3oTV1vcH/l8ZGe4XT/N0MH1YXVSHFq1rWjJ5gO8DdiyoOOEPNt757RA+Y322MbonUatS0oPLz8Hm2Uugi2DchjBc82QAVhl62sW+CsfYQfXpu3shb5fji+E2Su2xls0hrYP7WwRyvQn8oun8/KLk+n6/Jz32GslerUlzGmnvLuqUZrR9S0JNzBGPIdjrtPd3aWJEmSJEmSJEmSJEmSdNR8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDqJ/0wvHcU85lrfwnS4PNzNIntIfIL6beD971CynXV9aeOhhCxlUEqPygPIbqJwgj4Ha2OQ2U3sIyoS+U0vreM3htlvo8TMaCSbWeURwkUFTpFckmzO4HNpVuZun8eu72zTedTz89TCG4DNMbSZUrpT+fcBgcRZP0vhl5NfTG6xXsU7js8jrYb54nMab9QZyiBigoY3Uj5vTfd+2gWct67xxFRzL8nSahhpdRJT8s9LkeW9gkn04X6TxB+d5trdQ9ett/gzLnjvaDD4ad/k99T2U9zZPaAlz7yJPPnoYFHYtD55Tp2tal5XFwzT++jav588/f57Gn3f5vV4uuJ9txnyA/uomH4dfX3P/P25QBlS90JeigS9U1z1TJ5yJiyi6V0zmPs8AX8Hyg/46VMa1g8vbQHPgv/sYx/yZ+5YWLtMVqLz1+h1ugL6jHcyZv4uv0vg1pINNtJL3cpW3ifVVfv3Th4/S+IvNqzQ+4AbqLaDNNW3GEVzfPcjjA9UE1VzN1MHqJSRDa9b82dawjm6qxzN5W3oQz9L4a1jbR/xDJY937271Io3fXuXrlVcv8+s3m3yN8YNPf4B537x+mcZfX+dt69kyr8ebbZ732OX7pA668Xabj/nrwnNNwREpb1sNnZ3BPY2VvNN0aFlxn3NBQGlRHI/5BlqX0jdqZQHfwfn6dPex0b/xsbL2Yep+A88N3qVpe6lxyJ9t3OUb5abk/azA9RERHY2d83zcvjiDA8ujdwlx6scwLt68TMPD7WvM+eYqnzNf3OZt9PU6r6/x+ibPe5WfOQScUSzneb4vv+GV/fkybw+vd3njHVZ5Ot/ABPXs6Qdp/HKWt7fzxUWeQV87XKa5jvoHPAT9OIbzO81/tF69z2877+F8RMsDilPV05BVO1KhM0eo4wbOfsvUIyyq3nwIuScqQGqnU+MTz9VqZUSfUdeZusaeuiiHc3A8mI8I+Kko2i7/zgzmcbGpO4l3tzrkOx3h96kGzrwKbFhpfTis7/LraZ3Q5Z1sgHVpRETTwJ4bnnsstG7Kn4G6H83gWM+1d0zo8bqJP+6/gRPeAUuSJEmSJEmSJEmSJEk6Zr6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH0b/phbvNIW9jz4Y8XOBVrMXZPE9mkz/0DtKP8nvuaw/K1LzLNo+P+7ibet7jemLW3bT0WXOPz6iBL6ZmfhSWeZOOAR6/h+vXN3n89o7zHqDeu1ken0ERU3+9WcE93eYta3eXx/t2lycUEY8WMDRewheoUVNzm9qPmwcTM4iIOEujyzhP44t+mca7Jm8cc3jmBqaVsVAH5z5GxXQb1xO/cfy2u7zyt8N+ButSexe5gU4F88cY+QBwvck7+Qbq/m5ba7//3LJSFCP0nQ668giD4XqbP/OwzTNY3uT9Y/Ygv35TeYZbeIbFkH9QRii/X79Iw6uXt3m+z/K2QcPg08cP8w8iYr3N59Lnt3neVxPbwLHjp4E6xDG/lgf15bxxleo8kX1h4qKLkr/PmhjT2mcm+zGM+XxDY23T5s9AMyMNFWObf+MeTQnttnnuq90+Nw9vF8xyGJ+q1hLvoK1sXuVzaX+bt6EB5oJ3qtAajtpKvjaNgHXuQDVE68Aa6m2wCQraJ0xd3Of1WWC9PA/YMEXEEtJ6Fvm8PFC5HrknHz5K4x988iyNjyXffLaw+bw4u8C857P8s77L90lYv3BoQ+dIO9gHjCPMKZNXHNxyaVUB0w3vKOCDBp55e59tG2UODzfSUDR1OG1o/KB4RODeF/bW7+GfjdIj0agLx0h7PbpkVF+HP19oJjbI0uxp/zS1YPfaRvM9991tPvd2sD/pNvk6pIXDxFL4hw0sjiZPq6dD16M3bb3SwHldWebnirHh1fVulq99mz5fEy02eXtYraCd9PkzPLjI53D6Qezm5hv4JOLrV/lZy7bJ1xxtk699H1/mh8vrNi/vBxdwBrOAesA1d0TEyzQ6Qt2NJS/vAeqnpyEK1mVdDz8wzOjZIqKyXs7ROu747WBypJ7cUdXTIFdZyuB2CIZS+h2ne5JnsuhgHIX172qVt5URfveJiIj8KDJGGAEGKKgZrlKowGlhDJfDmUFEcMHSORl1DyqmBaS/gzhNf7W3DKidwXf6U3oP4Ugc22nd9N1qxFDgKei3MTovWtOiFd6TgLu9XedjToudIKLAnMm/y+XX8yl4/sm4z/Nx6sv0o/8bv2H0z72HW2BJkiRJkiRJkiRJkiRJx8CXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIPo3vrIc8C72jV65GvPwsNtMuTyig/iuck/7sn0LeRAo1wbKo9C9wvUtpD8O1bvKUpr6hYiY3+M7x2sGjzOjfnyehweow5ubSt5Qv02Tx3dQvwO1B+hni3n+hUfnl2l8WRv9ziD+5iPmtxp4iAFGlztI5/wiDXdUcRGxgM8uzh6n8UcPKY+80Tycz9L4ZptX0NV1Ps4O1AAiYhxpEKHBFkfto7fZrNP4Kqh8qDPnHa0pXM5lgM86GkvzTr4r+TPstnlbaQoMJE3e0a6HBdxPRB95HrHJ28QQ+b2O5RbuKS+jZsgH29mrvD+V6vyUDwANtPfL9TKNv7jJ419c5M/8yW3elp5c5m3p+TUNVIHT72vosqvJ8/txo17ZQr/EpXVlzV2avE0304aEiJJ/YWoy99of0ILglDYbbT4O0hYByw8+aKEoaLVKs19tVqR7Gnb5t8bhhOrnO6Kyofh9Vh8DbOqGLeWSj+3cb1YQp/R5jsX1bKH5gDYKU9sQpE8FXt0C0uKe1tL5upUzz3t/D/V2DuXdVh6ihbypLbWVfcIx+1c/+6M0/miRrw+/+fRHaXy7y9vbj3+YXx8R8fGHH+Z5P/kgjbfxII1fLPJ6h3BcQ5fp+7y/znFSiVjDmmuE7gfLClqO0/IBz2xaiFceAYccMsIzjJX9Tw4ebnI6EVMPDmrlcfSoTUxc/PAx7v7WHy3sGQvst97Gymfy2vse30gd5Z8q58+2ucvXNHMoih4Ol1sakCKih81UA4er/ayybjpq+ZqhwXYF5yxdvsboHnEZX0Ib7Wf5GcxwnvfLmw2czUBddX0+Sdzd5u1q9YrW3BEjbNKaJm8PTZvPBcuH+fphdpZf353RPU3/LWOEBcHNXR7v4JlncPi/gza2ofXqkNfDxYzW7hE8gEF7Pc4B743Quou25nQeMflAIoIPmWCJ08zyDxZneV3O+2njaL/I73W9vMbvrOm85Sa/V24psNjsqDAgGRxqseYi8uNlbu40LNBPKRSn4Xyfx3k0xUz9/U1H536rVfoWxff1OyDtAfP5aay+oLGf/Sc98XZfu5Na0cHjFfrN/zu8FHO6s7MkSZIkSZIkSZIkSZKko+bLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EP3hki4Qbw6X5X/SQRxuaXc37frvqwZeZSt7Kqdxt5907ucttMu3ifoAlTHFIZ1u5KzPFnm8f0hlDA1rO6Th8zmkAqNZgXsda+22m5hYCw9NBXiWP1vEOUQ/SuOLWEI6EZfLizT+wbPHefzDD9M41fWsyxvNy+vrNP5id5XGyyaPR0RsN7fwCTXY0x20d0FtYptGC8QbnNZpUIiI7iyP47AI15c874YSwkkFnrnJ4xER24CBAd/BXuXhEeLwCGVcp/FNB223oXqO4HvNy/Ua+mZZ5ze77fL0x29mafwGHuEyH6YiImIGzW8Nj7Z7z6ZeMsJCiR6/1NYkkBZ+Z+Ii7a1UCd3ToTPnAp92fUR0e5tuaGymhRbVf259V7tRGGuhY1L8ffRuVxOU+wbiNCjTnJnPQw2uQyJKobypnU5t1zD3EvzzqlobpXKlxCgterZ8TX4O9fMQ12t8PDNr8nuawbop4gbTOmY/+8M/TOOfPH6Uxq9/kj/nCHX7+MlTzPvjH36axtvI835yme+3OmgmuJUc87ql/epwj6Y+Qv8rhfbieRiaIU7tlWMDVHCjPjW1qRM/jYM0BlI8InBvkq+7mzGPnwTYmhd4pLt3OMtSP3jXM39m6vK0HOEz7MsGBqS7dV6fy3k+rs0qZyID7rFAqZyvHLV8nOP2Q2c8T/J06GwpIi6ewHnnA9iTrPL14aNdfv3ZRT4nr+/yM5vrFy/S+Kzh8fj1df4D0vlF/myXi3x9ePYwv355np8tn5/Ten/6+V/bPkjjFw/zcmobOu+m0ShvAwua2+kwPyjfyrknrlHe6Q9O30kLy7SWmiltbaiLzypj2Q7Kjcp5yK8vJR93diMsNls6Q87XXW3lEXr42WSHByjUHuELtNyb+DNR7d+HNJAHNmuKTzty5nTu8bMD5k17owO+sfDeom3M1OUKpTP12ASU6n4un4eo+93COx27Hax1oE0/uoTbmU/dM0Ycek+xr9TH2pgD8wvvTWrlUed/TpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH0X/3JEaIbyE+g/jh35Nq4WnHAl8YDnYrJ6ns9pSQ5Xp4TR7GOoTuuoDLW/ogInr8EnTADsaE3V2eTAMdFp55C8887/L4t5mcQzx/hnmcwS3lz9bGMo138TiNf/j0ozS+XMB9RsTjR0/S+AcfPErjTx7kaY2bfIxfr/P66cb82Ra3eYFfveYBYYwVfELzRa1Sj1uhey/QsCmdBq5vKnNsobzzztPQyNDQ/E6TLLXfvG3VlyyUN61R5nm4ozYE5dds8nhZw/V5/4iI6OCeOhjcWhh3dkN+/fYuL4sZtBkq7R0t7yJiCY/XQJOB4eXoUYue1ls5ndon90ntZOzpEbB+pqZ/j/uhGY1G4KbsZ1G83sFcvYGxKLiPb7f5g++2p7yAp96JpZBG320vo/Lf10Bam2Op/GAOxBZPzwBzMqyXI24hXtus3kB86j1Rn8qfuYNnmMUFpMLrtVLydXGB577GZz5uDz/4NI0/uMzXjbsP8v7azWAfdnlZyT3fP9Gebg1rogaaFfVWWLrFAOnsKsPx9LUF3VXeFsveBkKen6bPprQPIPTMU1d4tb0nfZaPtRO3fEdmXyvjt2HiWmZfZ8W1fkPTL53pTcz6KE3tgtCd1rCObmDNuh14I0srCzKMe/g55Z3I58Bm4rhbaINf+Iyyh7VPzCDvPq+VOY4t+bOdzfP16tnD/Gz0w8r+6Tf/8Fn+QZ+3h8tHT9N41+Xluuho/Tn1rLPWPvO1aYtnVXs6Z6XfBHAO52co8Bnv9/f1g9bbRz+Z9FRdk5c4lbKZtkTEprKBhM77vC83sNikYbdUjrvhpyV+Njw2yD/oHuaXd1A/WxheasdC+FsexekZaAqcukWgIeE+y2LtzRZ+QhugndDvtxu4fgNHP3MYo2YwnQ2VhSx9dnWVx9fQn+aQ9+N82q/8SJyvaZra/NRCAeILKNPOJFl+/Q7O7GrvedBn/QF+jvU/J0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD6L97Eg3Eu4nXj/fIA+LbPFx2ebylV7TgEUqZFv/2w8pn7wTdEJW1Tgr07Gaexwt1P+gDs7NK3pAHtq0OOmCbt9EB+jENIfMlpH/5EBKKiC7/7CzyB3/QXabx2eJRGl8sZml8eXGexp999IM0fnH2LI1HRHz49KM0/vhhnvesy8t7u96k8ZubvKLH2SKN74a8UV7dDmk8ImL+fJ3G1zhf5M92ClroH6VZpvEBOnkT1EEoHlEa6JsFOnozdelA8woNVBdwfe19asojb78ReTvlNkRzJrTfJl+I0BgSETGf53m0MA4PkPVuk38wa/Jna6BYsWdWulmBtDZ3ef1s4ZmP3QYWmj1MmgXaD6+4+JMW+gGNitRr3ufVHj3bPle+lNaOKgIyWeypIhrYhHQdj9fDLm/Hq+0qv36s7dWOXV4+PcxDA/Tx/Y5YtFemXkt1SdfTPJc/xX6fjVKje6UZ5/Ue7uUfc4DzgW6Wt3c8UMB6yyfHHay/xiZfn9TOE1aR3+survK04poTO2pP02izzPcesyXVIbWrfN8WEdFCvxmh/12vKQ+qyD0cv/1elDe13XelNupM3DugqfMWLXIpXivT/LMZPEJ/yn822r3Hq8p9NcX3HXXnqYvvAb4AbYx6+B180FSGBByRYIpZ8/HKUWuafA4sBR4UzooaOvhd5meaEYH9ptCRzfYOvpDHmwb24oXWxNAQ53RDET/6WT5Y7/Kjy2jafP5oIT5gq546zsINRQS3djqrmnbS0MCcWaaetdE5ZUREgTzocIsOqk7AFop/AUtQ/I2TirM2lk1tjrN8XBhgTbSihxvzm2og47GtTMozeED67YqW9vDMI52n0jBC5V1rolQPE+918kHZPn/apyqi8jjNo+J3qp96XAT1SL9BwE8KuE2Cnwejr0xPhX6Hzo8HAn7+iEua9iP/rfTi0ZM0/uEPPkzj54/ghiKiG/MCubu5TeO7TX7udHV9k8afv3qRxsvdyzTex+/SeHUvM3mfc/+N0enOzpIkSZIkSZIkSZIkSZKOmi8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPov3sSI8TpvadmYjwiYoB4V/nOP1cKxCn591qtvHXyFhCHam+oD1B8VsmbuuUOxop2V0nsnxugH/dzGHMuL/L4DOIRMYuzNP6ge5LGn374QRqfz/IhdrHM8z6/fJTGHz36KI1/8MEnaTwi4gE896zklVd2mzTeDHkjWPTLNN6XvD5nTV4/5x1PQzNoaNuYwzegcZyE/N5nMJe2UAYDxAt25ogG5vGC0wT1Wer8tB6g9cPUdUVEoQm+ye+pmTgHFri+aaj95nEu04h+nn/Ywnd2m/yZ2w7S6fI+voYxoRvzsptDvhERBR5wgPa9XWFSR20Y8z7QQWU10Dc6bIdcxtQ76Bt0PeXcYkpvY9142Lz3+QSUVtfkJd7A+DXCM7dTx6iSp18GXmNtdvlnO/rOSK3pdO3i7h3mPnUOpDjV8Xba7VT/Zok2FrSWprypbeXhss7j9+nLeGqAexpaN9E49TqNXsVNGt+V6zTeV56ug7XFBu/1FtM6ZrPmPI1vcWqktkvlQu05YoSWQvP49Hlr+hp3Wr73yeNdnQvle8lv0fNN3evt628x91dGLVTPbDntbPOonPIW/G2pLaH29ifD0/cVezO1i9DwTBvfiUPtvkaQb7+UV95QrdTjVaDBNQ2cE8L1BZ4fj0ciooM1F6+44NxvC+dXdE+QA10fTWV+6p6m4f48P0PGzj/m68BxC/cK+7Cmxc4E8Qj+KZDWR9P2FKWhsoAGAGfI1R7bQNugc8GJvx8ekw1U8R1UywwedU7VXhu/6Ts0/K3zM0eKbxs+lcpBYdSegZoXNffa712Jvf2mXPtpjO6JtzQ56spU3FO7TW3YobrGs/yJeSsaaA+zie9iULdfYoOgBprv6ZsF/xDQwLg/j/z30vkif+hL+J3244/y31F//MOf5Nf/+Edp/INPPk3jERGl5CW4usnPha5efpPGv/ztb/P4V1+n8RfP83R+96vHaTx2L/J4RETAQRwO/nQu+PNKHt/yPydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg+i/exLdd0/i9/r+vUPVwCOXMjGhqdd/T1ELa99G8z4E6tkjxGcQp4a4qWUOhdbCTQ0DXN+k4fl5Ho/zRR6f5fm2lbHrARTIxSzP+wzu9ezsLI+fn+fpX1yk8eUcnmGEsouI26vbND5AeTcQ396t8vRXefqvb2/S+HqXN76hgfqMiD7yz3roseWE54pdQL3EXRpfdnl7H9u8DFbbWtlQHewgntclTTcNPFsUSh/up6ktWagv0LNRPH+KZuL1CxiOKs09bqk4tpDzmCcGQ17sNnkb6Kg/9fmz3cD9RES0NJxD81vRMx+57S4v+2ael1kP7aRAuxorizfuZ3la2IthzC9j/o3ZLJ8XB1hX7HbcUDqYM/t+2hg+wjO30KaHEe4J5tK2sgjcrmkhlNdQC89cBhhzYLwb4fr1On+G2ztesI1D/lmBzcY4eROiuqnlSf2DJpap1+dr029RX6B5ma6n9UA+kDQbGDuh6BqYeyPiHqceVE60mcrXxbTJuot8fd1i+hHzWKbxFZY3p3XMZjAXlG2+r9pNfP6moY1vxKKb59+BNlegSVeWSpNQDdL64VuHPcCYtiKO6OB2qEwjIkZY49JzU1Iw9eL1NLbcZ4dJ63HY1sd8XhvAjpzLg/+MOu1bOaaY2jsnqiVDn03dok9duvDGaDrYNOFanQaYY1fy9Upp8sG6gYIpVGA33Nh5vs7PvLCCYd1ICjYUGJDv1WXytBp45gIHJLNFXq5N5OuTwHjl0B7rOl9nFRrYCpyJwGTK9QDrsko909lHaWivgUkdvRHufQuPSj/jNNBl4WeOb1G5TT3Ho6qkh6ODxanbswh+hql7Q0qH8qb0Md9KRewgcxpSp9YPpYPH6fdYb+DiG+Kn+/PONNR+Jpd97UtUwVMr/hLiD/Nwm1/fzGneilgs8/OOy0d5Hh98+EEa//jTJ2n80x9/msZ/8gc/zdP55Edp/OmzPJ0IXjc+f/UijX/98qs0fvb4szR+/uzzNH75ze/y+1nk9fzqy2/SeETE5ib/bXdcrdP4fJ7/nv0mvi9dXZIkSZIkSZIkSZIkSdJb5stJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQ/XdNoJvn8Ya+AB+MI+cxbjG1k9fP4AN45ALl1JQ8PsD1Ba4/JdQqmkpzaalc37cmRvXb0YPCe4r9Ai7vOO8B8ujgpkaI7yBOj0DpQKcZmy0kFHEX+WezzZBn8eJFGl9vrtP4dniUx8c8/eVqncbvXn+TxiMiyi6v0802H/ZHGBTGssvTL3kZDfAM29u7PL7Kyygiook87ybyOt3GBtM6dk3kfaqFBt/O8ngPk0Gh/hQRa+xq+QRV4J4mD6MNLEFwQK5MXE1efjhPwGRAcyxOmjTcQfobKuyIyHsO63sc6NNoC/EdlOsWxvIh75bffka3BOPzQPPFkbtb5c+z3uQNqO0qi9xEofksIhpodF2b96cCC+z1Oh/Dt0PeEpsmH19pzTViZ+Lv9B2tLWBcg/mmhbFlgPmM5pRa69xs8/IoUH40hhQY7zooiwKdbL2GuXfDHbbwgAfR0+yvp4f+dojiNF7QJpNUBneYP3jmWk7MYwXZ5s8GU379kfOlND9au6/NMu83MrXZYhU3h8z6aJxf5vHlmFfWOJzlcTo3qWxjsfdRxcAXYMuI29Ue7olaYfUsh9amkAc19XEH68AtrBsnlndtRsGzwYlHGU2Xf9C19IU83MFDtHS4FBFdn+fRwznKfE7j5vGD5Rj/JSy0iRGmiFpzxyUzVA1VPZp4fk39qatt9KZO+9jspu030LRjtXrWlBbVG5UTPPMOxiMqur7SZ2lfsdvmDZPOaY4fVVYeLyXfV9H5VbnXmRws0vBwf+JkgIs9OI9qamviC4ifp1HcP2G50uKNfnyDxW+pLIoh79Lk5//c0qHNUPnBGTKrLNjguZsC7RLOMk4BrtPgkeh3QFiW1P9tBTUjqspa18lM7co0R9xnz7OntSYuUqamUz3vhjiVB/0WDOngUEtvDdAkfq8FGzjZf6dCnYYWjtQQqfDzfe+3qCJpjzG1kB+n0bPzh2m8W+Tz1sXj/PqIiEdPn6TxB4/y7zx+mt/TJ588S+NPP8yvPzuDOXyE31ZX+W+cEYE/jPSbPL7Y5HlcwAHBTZ/X53mfl9Gzi0/z+3nIbemuy3+r3fT5ud1sNvXs8T872a4uSZIkSZIkSZIkSZIk6bj5cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHUQTEeVd34QkSZIkSZIkSZIkSZKk94//OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOoj+TS/87/53//s03sLrTV2Tx+d0I80l5t0EfbZMoyVGuP4O4nRX+UM0cP02VpBORMQujfbwflgDz0b3WuI53FMeL5DOrtIkFnGWxvs4hzxyBctpSKMN3BPVQ8QG4hERN2l0F1dpnJ7h//0//U+VPN69P//z/xk+gY75PuggnjcrnQJ6fZYHl9S/+Tf/Zh93c1B/8zd/k8apx1IR3Meh86CuSXFSW7B00Fb6Nn+6FuIjPHULhdF38BTNLA3XyrQM+TqB1jS7kqc2DpALVDTd0wDp1x6C2lIDH3TwjY9/9secyRH4P/8P/5c0vr7L15mlbNP49u46jW+2eVuIiGjbvM2dnS3SeD/L2+L52UUan83y+LzPe+D8LF+LLeB+IiIWs3yNewnrzBm0E1rtr0o+8c+avOx4LOI1U08doeTfKU1+/b5WZQXX0NyWCvf+PArl+t/+yf+mem/H4M/+7CfwydQ9Rt6fmuqMlrdUqrOC+5h8HIlYQ5wWwPkz1FsjLcgoTuVBedCz0cxP+dYW/ThDQZxGGOpTEB/hnqj7wRgfEVFG+NKO5v08rX//Hz7DPI7BX/zlX+Qf7HPxe2TaPu+XI7Wfkdrn20BtlO7pPhX3NnZAp+FP//RP3/Ut/F5Pf/Dfwyd5Pc6gCbU05NN+KyJ20BfKDtYy2/z6LYyvpcnnmw7uCfeks8qaEh7vDNbY5xCnLKjXzGCpQ3c60FQdEQW6fw/lQdMZzeLUBGgopHuF5XhERCxo60JLDiio/8//8//OmRyBRx//LI13XT4PbQeah/L16ow2/hHRwxqnwHeo/xUo/NU6r/iBpieo24bOQSJigEY3wBnMAGc8AXlcnOcd88HD/HeX83z7XN2Z9PAp1xzsWaCY6ChjvcrTubnNf6dZbXjQofMSXF5DfLv6BvM4Fv+3/+v/kMZpHKV4pVnr2O1rWTx1OzzxsKoy/OM6gbYPsI2N/+P/4f806Z7etj//8z9/17fw1tFITc2TTtreG/B7E5bIobf1i3yDNauc2S9n+WezOcTh+o8ePPg9N+d/TpIkSZIkSZIkSZIkSZJ0IL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH0b/phcsuj6+GPH7W5e899U0eb6rvSTUQz2+/iTlcv0ijBfPdptFN3KXxVawxpTk83yzO4BsPIP40jTbxEaT/DVy/TOOLGCHfiIjzPNxf5Hl0eT002+s8ndkuj1PTuLuFDzYQjyiRN+TrWME38jZw/LhV56iPnZBa0z159HDvst7eQt7vdZ0ej6mjxVSwTJhcvdVVAiS2G/Ona/s8TvfUdtDeGyi9MZ/Par2mFKqJ/Ftll9/tAOl0M8od0t/C/VQfYmK8PXTrO4yb25s0vrrO1zfDLl9LlLt8PRmwVo6ImC/yCmigTTfQA5t5vlbqZ/naetbm8bM+X1vPe95iXMJ6fD5xXmnh+osmX+tRdy3Uve8zOkIm/GT0ybTxoIH1bWCc20aBPGgYPA20R8vLueAWOR936y0F9jeTZ0dKZ2rF0D6J20plEJ+YN11PcbpXur5WFlSuNDDk5T1u83obN1A/Q55vu8jLu4UzlIiIAk2mgUVQQ4PesTvR2/4uRlgnHCcau/bpe9gITth2B+PiCOsMWFCUAdZvcx4XaWTfbvI+NaxhXdzO0jgsf6PAWrO0U9d1/FlDZ+e0/YTUO5jeF/kj42l6wPUREbAtjQ1M4wWun8G90raCts87ajKVapjBg8NxQgwnOkzNZ3lFzqBf0h6wgT6AXSBq6xhaj+eJDfTTwQDXQ8XPYN/bNvwQIzS6Br7TQoEsl3n8ab5NjjjLf/N5/MHHafzhBf2mFDGb5Zn0sJ68uXmdxp9//VUav73Kr5/P8vjF5cM8nVvuZLfrfIzfwbp72OaNZrvKfzM7JrQHhy3JWzJ1AJy2l6QuiEem79TkQ9D9ZbGvdPaU/j6rx/+msj80VAzwyRzOhah+Kf124pnmuwVzOMyXlSObGGGxM8DeZKoNFDitoZs1zH8bPv+bP8rfAZmd5Yvlvq2dJdbZ1yVJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB9G964SLmaXyMTRpv4b2nIRZpvKvcShOX8AnF87xLDGl8HVdpfIR0ulim8Rk827ef0XtgTyCelzfHSxpt4pP88gcf5PELKtOIuHyWxxezPH4O6WzXefwur4dY3+Txl68g/hoyjmig/B5Fl8Zv4ktM67jlbT3gOSOaQ93IGxghPvHdybwL1D64h6nlRPVAcUp/an1GREC/xPKY+mz7Sudd53Ec3uUTUd777DlT0qdWTb2g9hmlNaPM27w02hbWKCVPqEC8aXlcG0r+FNvdtJroJz5D08D1Q76+29GQHVwP9NTjoRvZgYybXRofoK626/z6tuRlf3GWrzMjIi4uztL4Ypl/Z77I1z19l9/r+TJvJ5eXeb5P5o/TeNPc5+8fJo6EcHkD7Wpqc6tdz3e6p9G8y9NpaLsEbalsK3kUqqOpa5dTkI9nXMu037qPvP/fY8SEOLU5mgFXE+8nIgL2brj3pTXo1PXv1Hht3KHv5OV6fXebxtcwnscu72zLPr+nOZRd01HZRYz0DGMeh2FEequ+P7u5768tDIuF1hm0T2ryeatseWwvLay9YR7awr6na/LrF/M83s3ze+27fKHWjrQW4P3hcpHnAUt+2sZyJ9xj54SpLgaY0jq4nuatqSsj2nKPlaUOLKWjh+VUpUqP2vkS+gDVIRRyBw2u1nzKkDe6jjKHMO31qL8WuNc5LPd3lbql78xxmMr30HHxKA1/8sMfp/E/+KM/TOM/+dEfpPEPP/iIbiguL/Pffe6u8t9evvzdr9P4r37592n8899+nsZ/99lnaXx9/XUav7yojJtdXhFbGNjKLl93X73ELI7GG/9wexTwoHU/yezV1EGc9tY0E019iPucnx16lb2n3+vuoTnlo6cjwycq1H7yem+g3vn0+vh2e22brxMeXFyk8TNYdLeV/n1ze53GX23y86IRjiq/ep6/3zDCPur8PL/Xy4f0Lg6dkUYMJZ95SpPn0bW136fr/M9JkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SD6N72waR6l8WVf8i+UPL6GeNNcYt5n8RA+WUB8DfGLNDpGl99TzCHXJ3ny/QPINyKGMY938Ay7LSTUQJzeM4Pr20/z+Ac/gnQi4qP8O/PH+bM9neXlulrfpvHt9iaNb+5e5Ne/eJXG4+vrPB4R8eVXeRyaTBt3nNZRm9ge3qlDvyP5Lp857wMRuzRaSt6XGnwEGH/fCropuqf71MMxttfDKPCsWPcwl94v7/2gW51aiy0NCbUbhc8orb6Hvtnmy6K2yeNdmz/dAH18rNTbWPK01pGPC5TSEj7od/BBk8epTY6VioCVDi42T7WHd32+Ppwt8hJooSOfQTN8+pjXxJcP87Vs280gnpf+2SJff54v82c7hzVuC3N4rbtivdMHHaSWP3Lg0g3Sv1c77OBb1AmmDrSQfIExjca6MlTyGGDegYIt+HCnYGoF5GN4BO3PamgtSC2P8qb41EkTGkW109IoTp1wCXFoQyXfA9K90q2OI/fmBub3HdzSdkfnCTRn5gmNMDbHLL+fAebkbz/L402T593xBkJ6a2yF778G9kNNoXPW3KzL546R1lwRsRnzebmB9W8Da8qxy++V8h5gfF0u8vj5nObLiAUsE+b5kjx6SIpm6i3Mczxl0rqltqjM0bMdWkNLo3scPXbUYml/cuR6+olg4h6jpW1Bpc5b6E+0XJk6f1xe5N+gmoKha8IvZf9Zt8j372ePn6bxZx9+lMZ/+gf/Io//9E/S+M/++I/T+Kc//nEaj4g4e/QsjW9uXqfxX/3D36bxGZwnBJxrNZtNGv+y5PHbm+d5+hGxgK1GB3m3PAQfvem/B2CL/+4387+Y+nvANPsdXel3axrEoJwmz5lvw6FX2W/jf5rka4vdOy3X9wsvie4x2Z2Ii0W+iJ7D5LFc0Lk5tMOBzwXvxlX95v6JX/7i52n81599nsY36/xccHGR/1bwwz/4gzT+hz/5GO9pdZW/u3F5ka91xso+5/fxPydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg+jf/NKHabSNi/zyZptfX9aQzhJzLnGWZxHn8I1p159FA/nOIf3LPHwOZRER0e3y+GZIw3e7L9L4dWzS+AO418XUsms/yOMREfE4jfZQTIsP8vK4/up5Gl9voR7mJc/gEdVP3lYjImLIy+Pm8y/T+Jbq+ujRe4d5GevtKlA/uzEfJ2bdPuvzXbUB6Md7vR/K4/g1WAxTy+fwZUB3NJuYTj77RcQI+daKgj6D+Bbm3qbLv9BQ5hAfS/4Q4w7WAhGxhe/wN3IraAKzIU+/a/IvNNCW+ko99JB31+Xx0pzmO/IPHuRrg8Usf9BF+yCPwzJmueDedPEwz7ud5Yl1bZ7Wky5fB/YNr8dz0GegziMiYgEpQd8vNFiM0BihITa7Pc43dE/7ymJi+iOVd60ehomjeZk6Gh0T2vJSAVEFQBmUSsXDGIt5YIOneYgypnxpfKmMxwXSok5LEzncU4H4uMvLYrPN98NbmOciIpoubwMNDFbbIT+zmPf5ANbO8rGz6/Ny5RLitoQ1SvsEbHvaF1zLgtqQ/K7QMxzjveo49T2MrzCv0GzT0chI672IKGP+nQLzQYF5ZTnP83h0TovWPLyEtf1l5ViRplJ66nV+1B5bSgemggLLgW2Xl1F9rz91PbUfUP2sMi1C04iA8+j2RI9WYTkUI5QNlXFL+/tK3rRc3ldR4pHNntKPCBzAht1NGt+u8zFkd3ubxu9evU7jz7/8bRr/fJmnP4P1akTE4y1U3ph3gn6Wp9XBj0FUDyM0ss0GBrUKqlNqY/s8BnjboFriOH/fOcbzPRoYaFY7xnJ9n1EDP8a2pFPRwSKtC5hvhrwd7jb5+d96nc/5EREv7/K0Xv/2szT+D3/7V2n8L/7iL9P47778XRp/+OTDNP6n//bP0vii+e/TeETED3+cxzc39H7Q/dnTJUmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg+jf/NIO4ucQL2l00azS+FVsMecW0urjKXyDHmuTRrcxS+NNLPP7ubjIk1/MId+IKPlzx3pIw68gGbrXszhL43N6ts1NnkHJyygiolns8niXl9PXX12n8Zuvb/MMbvL0o82fAQvpCuIREev8Xu+g/FaR18/xy/sMx5tJV9P1tU/uILVmGNP4osvfnWwqeZ8OaNMNlTiNv8f4fum7rJ/TbRs91OWu0gvflamtbtqoE5GPCJWEAntUjDCEw4wc7Q7moaB4jp6t1kJ5FTQNld8IBdhCuVJxL9rKU0DjaJt8DBu7CcvQI/LoQb72bS7ydeCsz59/Poc1HcQjIi5mizTew3qc5swGe/LEcRSS6c/y9VZExPmD/LMG1lwD9Y5t3kpvbvO1bBmhVeOgcw/7GrIpHRqKGqg3XFdERN6UIjbUZvK18ikYtnnb6kao/AUVDuz1mlojgvZY8ntqGuj/cH2UPO+CfRz6H/WPiCibvA82C1if0sRCewEo1+0uL7thmz/zuOa5uunzz2bLPO8FFF8HfWoxg/mso76Zl91QeJVF4/l2yMtpB21DbAcTQgtlTyVMZd9DvfOsf3i0y9TvN1YWEO1R7tMP4/wM5sw2Hxe7Me9Pw8QxPyJwDmygbi7P87XMo4s8/hCWPgU6zhyK4qzn9kDjzkhTGiwHaN+7hOlpTlM4ZFu3nwUw1fRASyDIlraYXWWf03d5Ysd3GvPdUP3SFn8FBbClw4vKVpKWuLTqPkrQSLfQUsrLb9L4Zy/z32R+9/mLNP7oya/S+OMP/jqN/+THf5XGIyKeffBRGj+fw+8l6/z07De/ze/pF7/6ZRr/3W/y68uQ/4hzvU7D334HOv9Ay+4TnpJpmz/d1JPZ99339bnfFWp/tI6zfnR/m1U+gWzgx6AemhutM9eVxWFZ5XPab36Zz42/+cUv0vjf/Ie/TON//3d/l8YvHufvq8zh/OrDp/ReTcSnn3yYxlfX+RqlKZeY1u9zwtOzJEmSJEmSJEmSJEmSpGPmy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBD9m1/aQLybmHRJo3eYDqf1kO6p3+Q5724h9Xkapze3djdjnk5zAd+IiO0NJHaVhuexS+NdLNJ4gbJ4Ea/T+OJuSOOXd3kZRUSUXf6dm69f5l+4/SqPQzpxs83jeRFF3Kzy+PoVfCEidnm5LqBcR2gbx4/6a97/SsnbNF3fNNxfR8pjzMu+bfOelqfCn1AfmPZk/3hPEKe0WkoMvlAg9yEvoog+7xtNx/XQwlO01bE2Q0/NOeseCvXZ+7Tgw5pawzDiYzpUEpRO7bOprXdfpU3X1xZdU8cdKicG487ElFYjl8a8y5+wjHkeTTv9KY7B4wdnabyHSixd/pwXzXkapzVJRESzpzGWarGZWiWzPLxc8H3OYNKcz5fwhUdpuF3nPb/AOvBm5DXuZFM77L5QxQ3wQW3wgrp7H5WSF8RqR20R1lANFVqtoGH8a6ixwDqtoTV83g8auldYb+w2sK+KiALj/qylfdLENU2T9/3lGdxrC3PNguthNqdyzctvhDV2gbxb2ofAnqlt82fuKnNyafN73e7y75Qydc1/qvINFO23xso8OkAbbWAFR7XV4CYwz3sHky/V4DGunnj6yz9pqxMm1dFx7TMbPEOJyoLqGGvvu7lYwHwDjwpTcsQin1OWcEwYEXEOY+nY5nUzn+VtiB6Btio0xZ7D+mFZOVccIn/Aoc/HfNhuTe41+22J09ahdOxF5U3bTzoO47m0NobQ+E/e3XnMd4GrT3jQObT1DfTL2rA4gyKbvP8EeF67n+SrqE1fb2AN3eTr7rP4bRp//tvfQTw/T/j7n/9HuKOIh+cP0/j5g8v8C1CAL56/SOPrF1+m8bttvhe/y3/Ci/Wa+xiOg/fZqh256bf+/q0zlKOxE9dZ7xS1y/zs01b8PqBfavZ3RkHz+9TjUbqe1hVDbWQu+YpgDvNWDx12u84nx9vr/F2PNZznvXj5RRrf0bsqEbGBvNvZXRpfDPwbxu9zXLt7SZIkSZIkSZIkSZIkSe8NX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPo3/TCEk0abyCJEqs0fhfbNL4ed5h33+bfidjk4d01XP86jbbxGK4vEL+F28nLKCIitvR8N2m0j6s8mXgOdzSm8dexTuOzOE/j4989SuMREQ83eR5x9WUaXq/yelhcwDtxZcjj+SNEcJNh27zNtFB+PbT74zftvpsmb+sjVEnttcbSQN4lj49Q9rsxjzfR5cm3eXxX8mdrK2VEjzDAPdH4GGOe9wAF27VQsND12o4rosVKonGNQOaYzjt85/VUu2twHwxov28DFSf1nQJtIu+ZvAChFpTPlt/aUjFNLT56aGxb9AH0/UrW9NxcDzkqb+4edK+07quMne08z4GGkd27a9/fxcVslsZ7GC/HJq+VhsbXWr+nCQrqkZJqKB1qQNB4Z1S3a24n6yFf129WEB/zdff2Nl/TjWvaN+wRPfehTZ3nal1s8rh5upMs9cHZMu/LLfYz6iAUr6FRnGaKszTawLPhPTX5xqpb1J6BGvzUGYrk9UCNsV9MGwe/le99aUPZLipJTUinbPPxaAf10LRUFhFjyfNoGtgzNW981HMiqG9MW6/UWmeBT7dQv9sB+gbsGeewfngf/mKwtiud+o1TgWup75lFvvznWY6Oi2AIn0P6ERENjNVtD32ZzhAh7x6G5A6mTDpXHOB8PCKihXuiEfzQQ/sAt9pW8m162nBQJpAHlGsP8Q67IM2ltT3Cvg4Ojhs95bQZNqKFhGrbe1pNUq3g9fDbRAdPdza/zzp9GiqPZZuX4Bz6E6WzGeBcu+SnZOWGT89e336Rx7+mwRbOGaDmbqExvXoJa2LYs9Tm2B46/2KZX7/ZnOa5U0S806GGRtL5DG6qzxv2ege/+2yn/t6g/9I7/Lng4N7VcZv26fBz79SfcKb+jsI/+fDAfHv2JI3/4b/4URq/vnqRxlc3r9L4cp6PzHewyfnkg4/S+OOHF2k8IgK2UajAGP8mTv9EQJIkSZIkSZIkSZIkSdJR8uUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSTqI/k0vHGMFn7xKo9u4SeMDvA/VtrtK3iWN38SQxgvc0wzSmceYxpt4CHcE73RtGrj+29zhS5D3dRpfxh2kk+d9B2UxRDcpHhHx/FefpfHXsU7jBZrX8i6vhz7mafzR+dM03pS8/vvKO3dlyMtvFVdp/FW8xrROU1721H6aLi/LYaB0IsaS96cY8/gG4g1kMZvlbbTB7lfrl7nNFjIf8zYXHdxTgXTgZts+T6dv3nioPgDKm9oA1P/beBd2elUfjRndOxRzPnPsF88G067voGJobp82Sv3jd6BrBi0t6Gaxq1Hu+bxFGRfsHxFlYnmQfEbmJ+D49PtZbfOKmNEYxgP3URubbRpvyrS5YBN5OrXWvoDGi/WCSUH9Qp9pIKEe5q2LszPKONZDnsn1Kl/77m7gpqBc727ytdt2e5vGF12+Rl88eJbnG7G/tktjEVUobSemDhQRPF3fK7HjNsJ6dt5SgS4hPnGyjgiuNJpwaEKDvOcwD9H8V/J8m/YSvhARuP+kBkxrPnq2qSsOKjuakyP687xOdyPU3YrPJnL5yqyfTZ2VK3ssGHc2tPc60TmWUbui56QzHi4XWqdtaB4f8jbdwb1uoX4XVFfUNagrRUxf8BGaI96/KeI7qO1v37f+x2Ywzc1gqIbjn2ghflY5Cikw7LfwnRX0nQ1srmmPfkbPnIcrO8CIlprK1G3C1KmUkqFmfa/0Yf+AaeUDTDe5O00/LaFZn4v7NAdDmLYCjxyhYOhIeFdp7DuolsWCv5Mq8LvSnvrAfXRQHnBUzN0JGhwdLW83sKevdIGyyDOZ9fT71LR7auGD88u8ka1grBsqz0BjyJKWU/DMpwCP0uiIZI9501zawDxBvyHhJNjQgmDiPqk2yZ7mUH2Saqtiqob7nP8ftfscF51+1ntDzzB1fT11O0xltFjkg+DZgs+7L8Z8Uvs6fpLG//R/lW9mFo/y9yE+/aM/SuOvX+Tn4B98+mka//CDj9J4RER3nt/T2SxfsPXz+//m639OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfRv+mF1+VFGl80XRpvYkzjQ8zS+N14g3m/3r5K46XN85h12zR+Dq9iPYZiaKJJ48tY5AnB9d8qEM+foY/8GcbIy2kH6Sxik8bvxjz92/bzNB4RcRdQD5G3gU0s03gP169inca3t3dwR3k9PISyiIiYwWev4NmugvI+VXkbLVhm0KZbas8RZRzyOCS13eTXN23eTkq7S+PLPr9+Ro+Qh7/Ne55/abelb+XXt20en3V5vKkNIRNRDVEW1AIKJNTt82b3hZvl0WthHuravM01MIZz+owWAj18a4TWQnnsoGLyns/p1J6B0sIGnw8XFfnaheItXs+NdAZPsY1VGs9Hwgi4PMa7fD0wQFvqO2gZiznlHLuzfB7voCLmc07rqMGERv24h3Y4Fmq50wezqSMy5kCTNczJw5i39WHHz7Ab8ja3u8lb9XZ3ncZ/+Te/SOO/+fJ3eTqb2zT+4fKjNP6Tn2Ivi6c/+TiN096hLPO2MZ/n5QdLo4gWPljl/bu608Pl8hHO79/Rss33JBGXebiFvd5IhXaPv/eBeWi2zNsErceop1ET6nuYn3j7FLsVjdU880+7K1rT0NPl9dN1VM887bewnh1gDT9gOVFnm9o2eOxsoVx5zV+p1JNEYxOtM6ld8SKQ1r59k/eBHsZwqpMZPcPUjlxbJpzwfuj0vH/z5b3A8EfTDbZriM/PK3lPHGJncP0W7hXn0mnZ1m+ThqTJ+9U9oYe7V3OfWlLTzji4kPB0AE09PztVDTwo/LwyuWCqKw9aHsIyk85y57BM39f0V0sHj5egk1N5UEunYXOBx1Fwdg1bw4gIOuaZtsri8+slnHfDMXvM4X4qjxALmndgTOjvMSYcC+xTNLHscflP+x74KTiGbf6F3RZaPDWuaT+h3tP3ZdT//ei8snKkl6sUHTZXOH+cuno4Fh31jal7vXuYPgdO/C34CPvGxC3F5DLarfKFS9vy+wLzZb5xefwgL78X8Uka/9d/+jCNf/D0gzR+c5Ofmz948CiNP/vBD9J4RMQMeuzlZf5sfX//Hut/TpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH0b/phetxnSfQXaXxLi7S+F1cp/Fd3GHem3GAPJo0Xkp+r2WWpz80X6fxWWwg30WeULU4u/yeoqTxZeTP0ET+EGO8SuMPIi+7VbtK4zfxTRqPiHgCz7eL8zT+EvLuIX4O9TlG3sY2Mabx30Ab+zbvPK0B2t8M6udUjfA8u3GXxts2r/Ou4fcaxy7/Ttvk9dX3+fVNl7f12SzPm3rlPs1m1I9zVEql5GVB36D08x5T/2zqvVYz2c8X9ueEu+sW+mDB8oT5DwqhVjQtZDGW/Fv5zMgzYD7ic0tpoDfT3BERMfR5+fEXIN7RXUH6TX59A6XRVN4Jp3LFurvJw9ev8pRePP8qjb+6ytcPpeTP/MGzx3RH8eGHP0rjt09hPTWeYVrHbBHLNN5hvefxeUO1zuPo1PkA2w98gDmXvNNs1nn863W+zqy5hbb4H/7jX6Txv/yPf5nG//4Xf5/GuyF/uo+efZrGX718kcYjIv7s4t+l8UfPPknjZ8u873fzfK2z28Eg1eXrkLFAW8q3E9/a3md1carmeRjWubiobGEMr5UzFDMsc6On6/Oqh91QBC3VZ5DvSAlFxK7LC4TWD9druNktjXm3EId6o7EW1i0RERuYxkts8xza/AvzNi/AzW5qv6GyqMmfr8EzEV43fR+s4fl7WLtF8DxOelyP5yZvVU54b/Nd7GBko3U0jDh6SwrMN7jdojUobZOqf1ILkxrt3aBTUSozbF176+XRwHcoZxrCcFk31T3+hJnKr4NPNjDWFliAFaxPQqXHc29lGfRemcE0RzPjAEU5hy9UjooRpUVJTd73TnSfnRB9h1rioeetnpbQ97CvI+EWHhq2ydFUnmGB7ZhazemuiRto2PizAqJxlNe+WPdjflPDLt9XTe6ce1wwD1D3La41KS2a6aad2R+jGZxxzHr4jQrOiitb8Rig+eEYeaKLe3rO43Tg88AdrLloUIuI0uUD/+Yd9ScY0eLFjiv6bJ0fDs5gEjyf5c92C+9bfPjTP87jeCiZlymdIUVELOb5eryBsWL4Disw/3OSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOoj+TS8865o0vogxja9im8Y7SP9Re4Z5357laZ3HRRq/gHeuzqPAPeXxMV7BHeVlEbGEOH/WxG0aL3BPAfE2ZnD9ZRo9j4eT7iciYh4v0ngfa7inRRpfxZDG17FK4wXa0g6e7S42afzbe7pJ45dQP2MlrWM2QPPJSz4Ce2bJ+1Le67/VNPl3uhb65XnedqmX8aBF71pO60s1dE8Ur5fUlHToXvkb0/M4Jfsrj2MxQO9s4JkaaO8F0qm19gL9fAPtl1o1jTtULVRbQ+wg31p/gjGsh3GBbhZf2abRM58jqD55FRQROI/n8d11Pjd+/vnLNP7zn/8yjX/9u8/S+Gabz8k//OEP0nhExJ/823ka/+njT9L4apPX9bFrYF0STd6qC9R7H3l5Vdv6nvpZgQ/K5Klx+nj8/NXLNP5Xf/1Xafyv//Lnafzf//s/z+P/3/9fGqfe95M/+IM0frN9Dd+IGB/lqf13/y5/7qfxcZ7QEtaZXZ5+R09By1Voqt+aNmfy3uQUwLOOVEBQznT5rtJnZzBfw3yzhbps8m1VwPI6HjzMP2iG/F6HypaHPqKZbg7lvcE2NG3+C1gn7MZ83vrHzCd9sMNtBVTE5LFw2h7hW3m7XPZ5OQ3lPnkcAZy4pn2ha/Jy6Spj3w7ONXgPmNcJrd/r68AEtUPq+BH18WiCfe226G7aSh/oIfdNyQfhFur6Xe4MJzfjE9bCAU0HzXRBBzr3KhxqR1NrgPomnfHSgoBmRj6JI9TLd0fYiOhe54v8nP98DufjQz6/X9/l8/t6+sYF9bQegCa2p6H27aM9IxQlHafgHFH5lYnaCRXl1HnodE8D/0tUgKd5bvJfwvqBBkBzSDWte5yHHj2YPniWmzovsi2Nf1CgexuSp3Z+OtyKiG5yn6L5+v0decZ22iiM1VP94WFSOPqJWybt057aNNXhWFtA0aENJfbGr7b8o/3scEvl7Ox2k58nHL5J0zlVrq8U3Qideb2mdzfu32b8z0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIPo3vXCMTRrv4hHEZ2n8Mpo03lTek+riCu5pTONDLNP4dawhh9s0egHxAvk2sYD0IwKeIeJ3kEdeHk10cH1eP1yu52m0rzSJLh6k8V2s0vgC7ynPYx67ND5A+t+UF2m8xJDGIyLaZp7Gt3GXxm921GaOW5t3s2ipXTV5vED6A31wD3lv4sEJHi3wbvkLbE/Pt1tv03hHFTTLx837PQTJH24oeR4tlkX+QUPPdg+U9TjmraZt8/HxFFA/oFLgJpqPcRF5W4yIGKbmwUnloEkU6OS1MXw6eIoO2hCsXTpYVwxQGCOudRjlTWuau/brNP7yVb52+Ydf/DaN/4f/+S/T+M2r12n8T/6E1jMRl08/TuM/+OSTNN4+y+f3YzfS+IczF63F8ngLa72ICBiqsb9Sm2sgodJASoXGiXyt9/qO10+/+uyzNP757z5P45+9+iKNf/HNyzT+4qvnaXwBc8TVk+s0/vL5qzQeEfHFb/P+9OIPfpLGnzz8KI03K6qhfBwc9jo+TrPPlcjxgHa6gfUYrD8C9ioREbE7y5OCSbDk26FYwzAyh2n/5gbmOXiEXd6VIyJitc77/9jkiY0l71NY3riwoLGTWmNtHQgFS3mMlAe1gak9hEbt2iJrWnl0sL87elSNVIVgAQltKwnR/Dt1/9lX2+IeDLxz2Jd9jfktlnetjKhN5+W9gzxmb37cuXd7PC45eiM8LLXScWL3qK18usnroqktOz8nrO3e9wXLb18Z0LxP8QtOivYni1k+Dy3O8rPzAYaLJTSaYZOXxo4aZeXMvoG2NGtpTX6acGWAXYPONWj+m+7wq5Wp68aJC46KqXNBs8e8TwUtV2f3Wogcfmx+2+bQTLfQVDb77FF09rSnRU7Bc7U8Y/rJhOagiMoelw6k3+Ha8V1ZQ7dp6AwQJkA6Soyo/ZYO8fH7Vw//NSrMWuejz6adR+8N/AYfXe0ZDn3q+O5ONY9t3Vgq0+Wu5ANn2eUTT/MduuuJnlhJkiRJkiRJkiRJkiRJOna+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOon/zS8c0uo2SxuexSONdXED6O8x5CXnT7Zfo0vjL2KTxIV6n8RbybaKB+7mFeO2zPA/Km8qJ7mgXQxrv4yqNz+ITSCkiuodpeDHk9zqPV2n8POZpfIB35Vp4utLk6fy2UNlFzMoM8r5O45v8EY7eOOb9smnzsqT2Q/FCH0REybPmxCidiXH8BMITb6cOmtyYd7/oO3ovdK93NSmPbk/1M0D/a6F/N9W2BO24gfLjxnH0aJyjObZSA3A1F86Oxlj6Qj7F8hdoeof+AVNEtXvwm9b5TY3QaUdYJxQsV3q4vJA6WBvVvkPxdg711ucFuF7lz/arv/88jX/1zdd5vpB+RMRP//Vv0/jPfvoHaXzx7BGmdcwWTb4ewjqkgY4abmUsa2B+nzx/4ARP1+dfaEvepi/POesnTx6n8QePn6bxDz7K12j/8o//ZRrvx7wehs06jT/9+MM0/uzZj9J4RMTy/Fmed1fr41PQmgYqjppYpVk0MPEP1MZqi7+jt0qjOxjD+4E6wj06bYF5YkfzSh4fNvke5q6H+C1MsiPtk2r1u83D5Q6uz/fWXEzUrumezuD6ytEG1QPsV/lmp67hqbzzObn+t2NTF7q00Dpye1vPw96j8o1+yvFYRFQmzYnpTEy+hh6BmsPkPCghWsdOLVPWQVoNrtNzxzibHeM9vakRhtcBhjM4Pgw6IumqpTO1AU/bQ09GQz5MoxERcEQZO5oOKI+pxwb50qiybuG+3M7ym72c5+f/s0We1naZp7MtVD/52j5WUw8gIgb4DFd+fOz8npm6aTxGxzcb7Cvnd/pk+8p86g8S98jilJ3D8RsVfwfzzRbGLP41tpLJnhSoSapfGsFrvys0sDzFreF7YWLnhIKdunWvN5e8AdIab+pvVO8fKuTKenUH5wtUmC2cqSA6J4R7wrOZ6ZVLu8wTPe04iKmrtV11HUsf0g/gtbTq/M9JkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SD6N71wAe8xDbFN4/MYIaUdxDeYd4O3OYfrhzT+NBpI5wzi5xCnZ1hDPKL2fPtwA8VNtfCghbKYLzmTS/jsed42HmG95eV9Ha/T+ADl2kP6z5pLyDeiwbrOn20z+yqN563+iDR5/VIPmGpW+WwHmVBbpDck6V4LxAfIoIMM9lUWtcTmZ4u3kPmBwb028EED9VAgnd2WajRiLPlns1leqdDsT0I+a9VQuVGcC2dqsZWprzXDLQ0wLXYrSIeGb84C45xQ/o3SwLxPAxvVKM29ETFgTeTz0/mjD9L4k2d53pcPn6TxBcS33zxP499cXafxiIhXL/PPXt/cpvFP1g8xrWNWokvjTR6OHqaCHS0NqwPC1NlxWg/f1zDaBTx0RPz4B5+m8flFvn578sknafzlz/44jf/hf/MnaXx1d5Onf/ksjf/sp/8ijUdEPH32KI1/8vRxGm8mV89+agKGtIiIGHeTR8iTdbfL9xKlz/cSVDI9rFobGBO+RZMmraYn1guNI2Pe3mtPx/LJbsQ9cf7MLS7U8r7fnOVzxKOHeXnPKmPnN3d5eY83VA+0r6dd4NT+RGWBC4vgNvOe/b0ZFQ11s4mL6FpvnY5ulm5qYu73GaYp6+mLYojva6VQu6FpeRRIa4T+RGP5u7Q4vlt6Y3No1mcwZPEK8fCb+b21akhoXOVtbnfHZ8XzOeRO56/Ux2l6GuCDAebwDiqucgj4Iaylf/zTfM0/O88bzetN/nCzZZ758PxVGn+xhUIaeNzBKYbOMt67ZXT++0pA2ccW2s9Q+13k2Ew/hSOHnjHJ1JOB2nf2lvk7TB6f+4T7awcF0dO6AboybW3expEA7W420AeXMCKPtO+9z1Z8T/uKye7TaQEVRwuJ0SNP/bVgBm2s0NFAROygXDs6X9nvhu39Ueuwk3+sqZ07JGB+L5BvQz8Q1n68a2u/OCdJQfyEh/x7w+qfWM33y/z+Xz3hLbAkSZIkSZIkSZIkSZKkY+bLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EP2bX5q/x7TE95vWED+H+LyS9wbiBeKrSlqZBuLbPaUfEbFLowWy2EHNdHCr9ARLfP1smYf7GX0hooWbai/y+Eh1mtfbAjMe0+gM0umjw5RW8J1VyUvw4iK/q9eYw3GgdvI2UJOj3rqvePMuX7V8h+V9bIYhj7fULStl17b5h817WN4Fx6187qj0hDTaVd5FbmGMharEKstTiaBHG+kRKBm6oYgo9OG0YuI4pUMPDdfv2tpABbNgk8+lDcxbH36YF/gPf/yzNP6v/vSrNN6fn6Vx6pfffpivIbY7+E6lTo9ZU27zD4Z8jbu7g4Qm9oH7wC5Q4BOsXlqATu1kvE549vBRGt/1ed948PiDNP7RD36QxpfzPOcnF3m+zyAeEdFPHFwKlFMzsREUmACnDl3fNzTHdpHvYWgv0WBJ896DTZ2IYMBsYCKihTH1fZ7F8bOW9pNQrs3DfIz8+Fn+zA8e5/Pfxxd5vhcz3sf++otv0vhnn+X9/PXrl2m8lCvIgdoAnX1MHzupXO+X1hGDptvAknjqONdE5bxjsiMcZaHaaS820lZj8hg11f7aZwdpbeAccYBjUErnfmP8NLPDZ3E40A34kaic73Ogk8+NtM+ks4rZxKmX5t6mzb9QKvunEW62XcNhMewBsSJo/znP93p0NF8bOX/0w0/T+H/z3/7L/JbOL9P4l1fXafx3v/0yja/L53kcDtRvr16m8YiIdpi2hj/C0f87yttJBx25afIy3t3R7ygR9bVmkgfcUwtjyDD5cGHa/dQUSorWNHvL+d2kv1cTy64GR8eTKpD/GrWtqXGaF2tFM32co/Eyv6ntOj9Xa+f5+c8czkbvda449cB7X4P+HicPWme10HmmdgMY5hGOgxHR0vkKHRXvb3g+apN38ZXzjkmveVRB4Xd5v2xwEPeU8q3a1+9c9/3OPfmfkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB9G96YQvvMTXxAL4xh/gSMqDrI2Lcwgc30/KIEeJriNO7W7uJ6bANZLFopqVzPvk1s0UeXg/8lTPIZA5tYAMPAcnMdlTPZ2m0j+s0votXkE5ED22jKXmdPu7yLvJbzOH7odzjOx3Eh8jbyXbMc6F0CjS3DuJD5SFmE/vf99EA3bVARRQqb6q4iGipst9DTTPLP4CCK1EZqxMDzn8RDfRomlbu0/8zM5qq6dH4EXhgwOY1sZM38NQwwBQYv5pqvlSyNDfmBXV+ls+ZP/6jn6TxP1tfpfFPfvhJGl80vOD40Y9/mMafffhx/oXzc0zrmK2GfP2x7KFRl4mLtKbSTqZ2QBpDIIvp01/+jftMowu414/P8nK9XORr2RLP0vgFjBOLez3DtCekuZGSwWqGDwqNUZX7xGZGcRjXTkHb53PsLPJ4gzPg5h65U4HS2E7lDJNjA3voHvZ62zydAe8nops4yZ59mI/tn/4wv6c//HE+R/zg2cM0/uFHT9P4bOT2/uhv/zaNn5V8V/dlXKTx53D8cLOjeqOyyxc1DZ5jRJxf5u319ja/vown+ndoNM7V1oGT7HOjR2m9w00M3dLpDuFvIC/vBsc1Gsup3vZXn5jStK3dUaHzFu5p0BgbWkfX+my+Jt/AeDFCnI4izyjrBZyPw5q/X8JePyKaAW4Khxfal8LxPrUtSh+S+fTjfC8ZEfGv/+zP0vif/q//t3kWF/k64Ze/+zKNzxb5mfMw5GugcZf3tGHkjrZ+nZ8Jd5FPst2JTrGoydvhsMaDP0hob5N1FEhrfPOfst6a9oTaA41GHQzmtMTd7Wtv+BbO30/5iJ96FK2L4eet2MLce79apLTy9VWh64f8+s0W7mqed7R5bUyYur46ofXy3lankNAcjhnaqWdYEdHDl/D371PutImpS7H7Pf6+Cg1/eYU4TYDw1NS/I3CC2t/K4j22z73kWxwHT2j5JEmSJEmSJEmSJEmSJOmU+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB1E/6YXzuMi/6B9Aik3eXwz5PFxy5k3JY+XDr7wCuI3EH8A8TnEdxBfQZwt6BEODp6hhbKOiPk8L4/NzSL/wrjO4z29E0f1cJtGd5GnP2D9RIyRt8sCt7SKO0zrFO3GvH77FvorqF1Nn40Yz+9pB9U4QgYt9KUZXN9Me+T/lMvEOIx38MzHaLuB+Dp/tnaWl0ULc0JTe0UWiul+dXfcujYviO1APQcUKjT+Co2Y9JW9tV6a//Y6L+ZP0cYsjY84UuWlVDZ5aTQdPUStPvO5LgqtRfIl3OLhWRr/6U/z9C/O/zSN37y6znNdcgU9fvwwjX/y6XkaXzQfYFrHbNHlz7O3d/4rnazAhwWaFo6XlAeOFZO/MFmBm6UeQPP+quTp0KbnrUwpkAmXKtTzxAmwejVlfjpLlDdGYz73WFq/3ed6ygUWWFMnQVgw94t8f7bb5nvurlIaTZ/3woeP81718cd5y/vJpx/l8R98nMZ/9pNP0/iPPv0wje8GPk94eJ4/w/kyf+5fLD5L44++fpzGv3qdd5wvXtNeEvp4pS2t4fEaGNzK5o2Peo6Lfz73+9XKCAb+ceqw9h6gcW2ksaKjCRDOuyqo981pYn5n54Lf3SKfYqc/Ep77Vr+UR6EuR9j40plEgWdrJu5j62VBmcPl1Iaoj1N8CeHFozT+8Y//CBKK+MG//Fdp/PEnP0zj7TL/feHRkJfU45f5Wf4H13lffn2bz72bDe/FX0I5reFnhHkHe/dTVWBdeoRHmqV6ppKBcQJ6Zv3RjrBAJqLV8jjAMxx6XfYenu/uE81PDTRFmkpH2ntS348Iqnz6bWk75DdV4DenpsvTpyOPXcnTp999IiKaN//p+52q/CqOowudk03uszh8wXk6rLHwGDz4Z3+q6/6E18WZ9+NxqKFQg6PKnb4pPZ0ZVlN59CNJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOon/zSy/y8PwhpNzk8c1LSH/LWRd6h2qWh7vHkM45pLOEdDZ5fID7GSH5iIh4XfswAc9WK6dJ4Jm3a/zG5refwydziEPzKpB37CCe31MTXRq/CKrniAt4H28Ged9gSqepQLcscD1cfi9tk9fXAm5qMc+v30FdNTHk+cL93O/ZaMikEjx99MTbIX/mEYpihAJvahVBlfcevlY7y5t7DHmzrk83mdrUAeVJ48Xk8qeb3W/nBNBOp86lUA8NDp73GRPyua6HAmm7RRrfDHn8wdN8HffgQT7TrVZP8vuBthoR0Z+dpfGmyfO+PD/RztzQumei+0y+8B3qr9Ux9s2TjwZvKv9GrQdQSpRHKXlqPTzcJZVF5Z5SXWWb1MOalZbRLZRIC8+8y+MjlCyNaD2UXQSXH9vr4PxWzXFfBfGGJkbK4baSe94oxlil8Xbq4mfMJ6jd+imkQ/strt8nj/O+8NGP8+988OBBGl9Ce593+bN9+ORxGv/4Sb7XO1vSHjPi8cN83B43d2m8XOfxs8WLNN7kU29crfJ8bzd5vXWV+aWjfdzkReFxm1ERwPNvqUlTvLqKnroumbre29M4WnuEfbWHadP+ZENlLd5h5dG8nNdbS2tozHla4fWVZcIZlF8H5deccD9uK3uDScZ8Xgw494vg5ojrWah82t80E07M927qcEHFNLF+5uf5XFoqc+zNOi/YL1/n/Xz3Oj8ff/5Vvi+9ucs7yDDA2eAuj5eBz7tLoc/21cDfLw2s3crwNgazqXnkIwLtPRtacNVyhrZ4SuDIa2/rCtqWTt6Sfs+cwTw0QpyOHebbvCI3I/z2GRHjJm/X7SzfQzddPl7Czwcxg3TGkrfGBu616fh3QMSHUrmpC4492lsXmfgMLfzAQ2tWqueIiJHGEZhiT/SkeLIN9dejHBen1godzL7LxfW+1CqIPjvhzd4BfV/6uiRJkiRJkiRJkiRJkqS3zJeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkg+je/dJuHC7zftFzm8ZsNpHNbyXvMw4smDbeXT9L4xew8T2aZF8OiXafx9fp5Gv/6q5LGIyJicw0fwLNReQPKOS+hWr5nlVxuIE73+jgPL+GutpROHu/x6aDtVT57Enn9vG9v7w1QZvScFG9qJTPLy7ibdWl80eVtbmzzfrla7fJ819Q+79JowT4Q0WDbyuNNk6fVtvkzDwPlTeUKz/w2wCwxP8s/KEN+PZXoUBk2Ka1+wsx1KhoYxfMWFDFSiTZQoDwZ7G2g6yGhHT4E9IPavSLom3B1oVkTutoOpqcW2mg7o4bN4w7ZxSqNL8ZFGj+Dp17B/FdgbF7iM3CDaaDFziDeUHs9doX638R08PpKucB3RmrSEJ/hI3CvmXJDtaKYWuuF8ih5Sk1zr0EkUZl78SHgAxruoOLomTeQ/ADrkKYy5nQwwXMbOF005jeR7/WizCElmtDy8fhbMFHgNpzisIemdjrm618cwyv9Zg6PN4NHK+v8nq6fv0zj20cXaXx180Uabzf5Mzy44HoY5/k5wEePHqbx159+kifU5PVzN7xK46/giOPVqwdpnMo6IgK2RnEFxwy3044TjkZPTRSef0vDHHXXgfpkBI/7NCaQqes9utl3aOJkPcAXKN5WM8jroZR8zIYpMGKETtDRWpbmxTzfi0Wlw8LjwSNEU2uWR456Dc0qvJWf2pn5XKqHubebTb2n759tyevh5o7P7H/z1ZdpvFvkc+/Y5vX2xRf5WfsXv/0mjb/4Ml8nvHjxuzT++vp1Go+I2G6mnUd/b9BYRpvPEzJS3Q61A7IjnK9Pxfu3xXwrLuAnLjpKu8uPD2O7zdvuptKkW/jdlfaNC7inroXfTCDfLSzs+gYm8fscatMQRnFaKEw9+qXzObi8lsW+voC/RNFRCZ09VtayePIBS+nuezLU0tHy9N/59XbVOtnpr4/epvft3QtJkiRJkiRJkiRJkiRJR8KXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIPo3vXCMV2m8Xd/kX9iu8ni5ghwGzrxZ5vHlRRp+cP40jZ8vz/Jb6nd5tn2e79X6dX4/myaPR0SJMc8DvzENpUOl2gXUW1xWcoF6iLxco4F3327XkA6Ua9D1BeJziEdELNIolV+tNI4ZlUwDD0pvKWL7bKktRPRnD9L4xTwv+0WXx6PN72o526bx12P+1OM2f4oSeb+PiGjgybuz/LnPFl0a7/NwDNt8PNht83vaDvkz7zZ3eQZvQQPPRt0eqjNKZeiHquP2zUkdvabQUxG4nsqzVjh7KjiuSqr8vB9gQrXXqZu8PAo+HA2GeTodrJZoTA0Yj6LbwBciIqBTQYGsYT3VN/mc3Jb8ZgecM6F+Kg2mp7ET0toNtfI4ZvmYXF9/7Ak0rR76wAhjS1OoQ0Ffwsae2+uQA8+Gk8G+1NKn4uvyp2sqc90U8ybvS7clXw8MNClHRPPm28CTx89KFUN9nMZpikdE5PvVFu+Jxl6S13ED6RS4ntasERHbq7ycXg/5M9zN8vZ4AUv+37Y/T+Mfneed8GmXP8OrL17mGURE387S+LjJ63oG+5YO4mfzfO599ih/hnkHYzasQyIi7m5gLt1MbTPHbQldY4DJo4duvBvus2OYWpaU1uTddeo+Uwc9AaVFu3puibBOKHlf6mAe6mgfEBHR5OuppqFzIYgPt2l4hHV6u8gbH5VFWcGgFhEdFey05f5JoPKhGqY4r1hqC7L8M5phaedx6HOE2siy2+VnQLM+v6txyK8fYenSwv6kW+bp313lZ/mvXj7PM4iIX//8L9P49uo6j8O4cPU678u/++LrNP7V736Rp/PyZRofVvR7RE1e3ofehhy9yedXp6TWY9/n596P9/G89l1awu8QpcDvrvBTxwoO8S8K/75zM/FfWtCR0QwXOfn+rKPfGeH6t4J+QqIyojiu93hsoX09y+u6gzVoR0fzEKelbIN7r4gezsnw0WrHKycIf6qZ+NMOLA2lvaKxnJZ+lWPn38v/nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB1E/+aX3kH8ZR4el3D9BuIjZ13O4CtdGn71zXUeH17l6SxKGl4+zp9h/c0qTyd2EI9o8D2wPO+IZlJ8jCGN59GIHdzrIl7DNyIiziEOz1agPAbK4wbiM4hvJ8YjuB3n3znVt/eo9VBJ0vU4RJwt8Bvzed5vunn+nQb6cVvyeOygXY35UxRo6+uB+nHEvIO8N3l5NBf5My+W+TO3Z3m/b0o+Dr66vU3ju806jX+rMqZO0EAnaKHRNPQFGOtmHY2B3F7fT9QLqTxhdL9PtUNzn6pg5vBsNEHRMoGuj+BnWEL7otUPFHczdVCdPOdH8NxF38nHsF3Jb3YR8zQ+YIHT/fCMEZGv1zr4zm5LeR+3ss7vu1nA3NhQA62VJXyjydtDgWbSTh4U4J4gA+wblWebuvK9TzntRS1bGo9q41SiUD+D9UDT5IPXEubeFsaDbxPDm5p2/QkYYJLoJvcPGhdrKxaaD2gimjoX5HmXiRU88jY2Xr/O15vNOi/XWT7dxFXJO8g237pHufnbNP7iy6s0/sHDx3lCEbF8mK/Vb9b53vDFVV4gNzd5m9nsoFyh7bWzPL6540Fkt8nnnnE/S/6jQVsD2OrFErrfDe0Nh9oR2ITjsar9DJj3WaJTc9jC2cwM5pWpefe4B4QyxesjeDKFxtHB9V2edwt9KYL21nk6Y6UtdZuL/AMYB9uTPXniWW5qnNUWV3mboG+s4chxDZPgxXlex7tdvg/b7CDnntvKvKcz3rykCoxtDTz1bsjbezvC+Vzkc+xXn/82jUdErF++TONff/5FGt8O+bOtd3n85VW+UFi//AruaOrZcgSPnnTOqO8na/73OeEt41Hq4PcJ+t1iC2uiyzNIZ6Tf+iIWNP7BlLbd5P3jekO/xVF/olmcxmnYfEbE9BY58TAEbonOySheusr52ZDXHR5rQ3H0sADrIE57TFrHzfrK7zvwIxKmtaffKY4FPU6l2qV3hn4Wh2Nq2nK/kdPdAUuSJEmSJEmSJEmSJEk6ar6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH0b/phW10+EluCfEC8V0ld0jragXXj9Pi6zzv1foOrr+F9Ol+IiL+/+38WZcsy3mg6X3uHlMOezwjJpIAiSKLqyb16kvpB+mH6TdIutCd7lqrRVURRS6iQILEOcAZ9tljDjH4oIvD6kKv/l5DWiJiZ0bu97n8wsPM3Waz8MzHEKfnpnhefkMMcHWTxqk2y++rUd1ReVDzegOp79J4E+eQzrYy3wiuo7z88tI7XlSDLG8PbcMtiPLY7vL+1/d5KTdTXidv316k8XF8mcZfvMn70sWax5xmluf9yfM8Huu8zS0WizR+sjrL84UxaramUr2EeETEBuLUxykO9dPQOEtto771RQM9cMrHilvlcU/s+rxtQYsLHJ2muyuDBtrQRHPvjVcg/6o0xVJaMxrF6QtwfcM1UZXOUEgHuyB9ULfWofGlhX4zYuvjsXMH4zYM89H0R/qO/ARtvc/Xjc38UW0GlddHNPAd7H8jzBHtCWSQVyINOTR8Rxx+bTVBWTS1OZe6feWQQPc0TPk9bYd8nutm+Ry7mKDebgFu6U7nlz9Wi3VPcwGNr1TxpbZFeVB5Urxuncb3mqcz4jNHjPCd9Sa/19ebfHzpIx8jv77I2/W33z1J47/95rdp/LNn+R4hImK2mqfx3ZTf626bz3WXsARdb/MPLq7zMlpDOtdbrocJOmdLTaN26XJPbGF6GqkrwdZjAddvS+UC3W8aaseEvL29D5Tz2NDcSOu6yrVy9cK+NKfUrkEh3sN50eYtZAv5nuTxbWHc7HZ5Q26hhmYzOj+9//ITj9v8JWztOUUEtZUO2hedVDRd3n5pfJ2m/PoR2tyycH62WFKvhczpcohzznW219/hZy+u83Hh3et8XqZz6u1Qu++l8zA6Ky797kBjEsy9hZTuN1zov9e7OAQckeEDXD/dpX1tD+5QXU/SH9K0cI4HdU/rX+oHCzwzjTiDeWWESt4t8rRONqdp/Bp+dr0e87F6gN8Ni2N7Aw8BZ5e4Bm3y1c4cFkErqIcTuL40HtHytIE8WmgEMzhb7mEfu4PfoqBJxuqcH6KDZtZCfF67rZCO1ADDV4ebloPdyv+mp5/xcFNx+8XIPVzGSJIkSZIkSZIkSZIkSXoIfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg5idvNLFxA/ycPzeR7fdZAOXB8RMYc8xiGPt5DHagkZbPNwfw3XNxCnMoqI6CF+Vnn9Oo3OsSrz98928S6NT3EB6UQ0McInVKenEM/vtaF6wPKmZ6brIyKoDWzS6PVUSOoeo9azgzi13A7azzhwwayv81ymAe5qgHa1y9N5179I41/+y9s0/pvffZHG317kdR4RMevy5/7xT/4kjf/Fn0NC67wtPvoob7sns/z6Eca6dk7tOWLc0bun1I9rUfoQh27ZFF6RnQLaGbWZIzZO+TPxaFY5OJVeRabixKqku6J7gjjdEw1IpUeGaYjutKlsvyNmDuPaSG0XkinkHR09BT1DnncP81wL14/UMPpCRYz5PD7BrU4Vq9D7pGnhgVpYy05Q8Q2tnwo9f8rLv2ngOxPcU1taK2XpQByTKXXYyrwr4RgFZRdUdu9BB22ga1ZpvIV+v89HaLDujnfurR3zq+ezW6nd39Tuwyh9up7iEbRXvsC9W+2Akef9DjYur2G7Oo68jx1hXt7BvW7zLXds4J66Vf5sA5xL7GDd1825Hq7W+Xe2xbXF8aG1AT1mQ0M7FOWssPbocXt4V+MfPnXhO/lntLxusO9XbhAqtYUxp4N+SWcZMeXr8enlt2n8cp2fhS3neXnPp3ys254Uzs6a/AzzNJ6l8aEpnIceKWq9XPPU5ur7H33jFI4oMQfoat08H0hmfV6Ps3nprPiwfzO8ryViaaqhPrsZXu8pd1L7dHRSWp/H3e0e/lh1a9kONhkT7IfxDCEionCOvA989nNEHsBD0Fx9mx3IvhzpTzsREdG1+d3jehkKlJa4ha1HzKHdreE7LUx1Hfysu4A5ebnNH66Hg8XLDXeQns5mdzRWwZgPz7aA+ClM7Uuot+UZrwNpf9jADyrNWHfGsYXzynUPMz9MpfPCcmZGR6hQHs3xHj3pPaL9PjXF4S7PTahN028s8BtxNep7i8LvDjBu0v69wd+t/jD/c5IkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6iNlNL9zEdRpfxmX+hWGVxxdneRwuj4iIeZPH29M83k1puGnzx502Q57OboR84RnGXR6PiIgXEIc8Ylt5Pb1ntq66+t1E+UYsmvyzDr/xMo3OYwnXU5xsbpFO3jZ2UN4DFfc9t+nzNr3d5fF2tUjjXdPnGVzn40FExAT1so68f1yP+fVv3ubpf/XVt2n8737xD2n8v/6XPP7ty+/yDCLi0aPzNP6nP/lNGv/tb3+axv/6r/9Nnk7/Lo2/m8GY1kBD7GFsjAgeKygO42BQHhBv8ngDA8XUQxuL4Od+gPrIy4HHV5B35YDu973qqs/H0Tx6C7XTXER1QU1wtxTnwoD5poV2TWNqRMQIeUOfipbuKS/AESq6pWeboCJKbYnqaG+N437Y9vkDUZXM2rzsGywwHtupOfCYTIV/4y1AOX3qS1PpGer6WUMNiAtjP9cXG25lWlgeeR6LLh/Uap9gnyacLB6eBtrKhE3iNjUzr7yexguaNOlmbzMm1I5VNNfRhj+fS2lX+uYK7mbG68auy+/1It8qxzXERyqKq7xcxy4vi4Gm3sLYub18YJMpoOVHA2VPS0A4+uEuExG4LelrE6tdzNbWbf2Y09Tu6SrzmEERrSA+K0wp613eyXdwJhlX+bnT1UV+Bnd1lR80DDAsP1rn17dL3oBsPvoojTfLfLO22J1gWvfdffyL19rlcu0zzKDqZyd5PR7TCgqOEqMrFdKdLVBp7KQ1VmmspQkA1oRHu8Gt3QPC+maoXWceHjbDfQ5SlcdFtK6gObPWCOnTWioioqO8oZxqa3SsHUPew/hxl3voP9YlbFZ2sCTabPJGsbu+SOPdlg6RI6bz/DeKJSxZGhp6F3kNXG/hLAl+au4v8sa16niWnWBDcL3LDzZHaC3LLn+4U9jensFR8Qo6wskZDwqzWZ73uMvLbxjzAWCACX5q8+tpL05HwtvCWTHt4/Dnrg/n56D3oHa+vo8r+xy1H1yi3KU2v6luTuPXnhYKMAGOfLiJS+IB9j9z/H3qDzue1iZJkiRJkiRJkiRJkiTpqPhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdxOymF377Jo//+MmX+Qdjn8d3j/P40HHmyyaPr57l8ctdGp7aKb++3+TxZpHHz+EZLiH9iIiBPhsg/hbicK8B5Q2otM+hqCMi1hC/HuGDJn/mJ802jbdBmV/wTaWojCKmmKfx68jbTH+kr+81UJazNo9j82zydjUEt3VqDhto69/B2PLti1dp/Ndf/i6N//I3v0njf/9P/5in848wdkXE6dkyv6dvX6Tx7S5vP22Xt7dh+Fka/8kP83ROAsYi7DMleR6BdUqjBdT0lMennlpGYdwsfPTQNPCu8AT9hmoeiyxvit+j6YOqmMbF2zTHfcmnFZ73O/hCSw+X94MGR7z8+mlOcz5/B2t1pL4Ml0P9jA18AHN45MPj96D47rJpHMIIhUnNrWlguY1zbyn3utKk9QDp4Kbm8Ai7HtYVe630fSVWW+D7ewjqZod/tpI874nSakoTyX1Xt0+aJtoi3+VoVlvHNJ9RWRT2WwPMXZQFbgYg7y6fz8bleRq/2uUZd5eQb0TMF3n5rWHbuIZHnsEz7+joo26qLmzKPhxbOpqBbjlCe+tgWUXXl1G/ofqiTGgcpYZym5ultSaldZpGaW+yaPJ4A+VN89/FDg4BIqIf8v1+fJPv919/k+/rv/oqv/7dRX7W1kB9np+epPGnT5+k8YiITzZ5Q17/JF9IT7PSAlu1Dj1bY8+HflDaAW7hw5PCEfkhze4o3zJacNTt3feZd4Pj9n1H81l+5jhS66WN7y2mrVttie8K3BT18R2UBx21dJUPTWc8pW1bDzeLJ79wr3QuOEHXoDJqYPqDny9u5XZrv/vh4m3eZ7dX+cbnavsujQ/wq94O9lUREct1vv45O8n3aKuzR2l8dpI3IhzZYWLcXuZrx13xd0D4jQJ+Em9gLGx2eYNs+lUax9OHBdzP9TV9I66n/LOu9jdL6geVW4cROtRIZwZR2K/BoNrM7uUMcKQOf955V2h+up+gvLsbv55zOzSZls6dcHmdf1Do+n/Qkb56IUmSJEmSJEmSJEmSJOm+8+UkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSTqI2U0v3I55/PV0kcYfN+s03k6P84SGjznz2aM8Pm3z+PU7SAce96RLw13s0viwucrTGSHfiEJJT3m4P+G0Unl58/tn+TO3MWAOS4gvIIsG8m7xnqAsMOdNVSoRETuoU7qjtikkdo8tZvkTTRSHdMbIC6CNOebdwWer6NP42el1Gt+enabxp6fnefwsjz95/CS//vllGo+ImKAbNC2MFdBOJijZqcnj27x5xnJO7Zbrgfo4t3YY5LF1cKtRvQ4miRb64AhjdU9trpT5vpoEXU/jaO3r0aXxmKeuurSa/CEa6LOEry6lU1mw9AyUDJYffSGvoKZQby2k1UG8ttrui+UijzcLWuxB4d/DNUbbwjoB+sBI7afU1KvbYnVCe7r+mOzz2fK0mqm2fu4TGm2OqU3AwIPydXfAXii2dH3EMOTlN+EaJW8rm02+d+tmefqnsMnsm3zNf12YVNb5diNmsFyerfI4bAW4JcFxhctltqUyozi29dqFbAT2D1y0Us1X9j+8J1pXcH+NgMZemfdEZzBT/sw99O915OeFsf0W7ifi3Re/SeO/+9V/TeMvvv51Hn/x2zT+5s2bND7u8jbz8bOnafyTz/8kjUdELJZnafz5x/lZYv+IzvNUQj0Bz/f2lC9uJSF+myGfvrOvZ6jeMt4KjWH0dHS+RWdbNK7RgqBUese0JjyE/PknqMNmBnMHrBkjIgI+q52tb/xD1nuEYw40aZhKq4/aRkhnXmrOlQU4QOYjDMBDT+cGAG52Tt0+6k8NdnBPx2Bzma8Prnf5bxpvdq/z61/n665pQ+vGiKaDxrKE3yzP8998V4v8950Jes4m4HfXyzw+XRWegT6A35ziJF+/rXf5/nP+Nv/NuodB4Ro6/3IJ9xMRLfzotFrB+UDlzzjYx3f5F/p1PvdOI4//tF6j39NWNHjqAbjVYXHd5cc75P8e6k+FyTED/bikgSxaGCv6ntbjf5j/OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdxOymF06bPH55nceH0z6NL+MijZ+XMn8LmTdDHp8gHhOExzQ89Lv8+s1bSP81xCOip3vqIE7vjTUQX0F8WxlnHd4r5U3N6wziUD9xCfG8TJvI214El+oJxLd507j3btyx/+A3Fnm4LeRwskzDyyGv3x80eR7Pf3iVxk9XP0vj81nePk9PT9P4T3/2kzQeERG7/F4/evYoT+tP87R+9pMfpfHPns/T+ON5XhYN1QOOBxHRQeMdoe4m6jc0dtW+20r9WxERLdQlxUeIN1DOxdKncY7iOG1Be5wq6752+it9p/YZ6BFq2+9tmjutafD6yjiYRz4eUUJdIQOaGfrI13HHOirAtBU0XvJz5g2xsgpvpcFc8lrc7GBNTOkUH6K25g9dInQ/76Mm9uVWgw5EIa1jKo7/A7p5mgxqlcr/sAU3gyF86vO+PEywD1vAfjsiOlwL1q0Ruy7fM3Zz2Es2eTo0tcNW418/zMM9JEZb95GOE3j7qWpUmBTHFgHxUp+kOQ1WOA2MISONLXXnVA2cs0xBc3JE4Gd15dTB2o3miBHO+WL3Ks/13Wu4n4j15Zs0/vZtfg735s3LNP7q5Ys0/t3LPO8WimiC88JHzz7KvxARu806/wCO4UYo74eIhmpqoaXWTt+hPUntlhGX/JXp04lpBA8Xh152UfpbGGq7whEgr6ZqJ0eqbYpTa6Ka4PsZKvcD7dHuZAmUzZSX5bSlMi6dRudl1kEPrC9hatV0r7VzNX9GOS+qt8p1+zM6guO9fin3vB7mdEYGVb3o6h6anqGEvgLTdYxHvE6/2MHaZ/NtGt9++3Uaf/XbL/P429eY92YLa5k271MtTBTzVf47ES28tgP8TjvkFdkNPAs9Osv3vicfPU7jj58/T+OzVf7L4duTPB3a9zYwHs1g7x4RsYJVxPoqL9dxgHEExvMWxu1rGO8GXDWVOnM+hq2m/DvTUP/L5oduRlMdTKb9nS1j9nh29iCWYrXvjBwezaU9TKa1P/v9Pv9zkiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSTqI2U0vHDZ5/OJ1Hr++yOPNcpvGv5q9xLxny/yzJ7N/SeNP4zzPe/coz2C3gJzhoWOEeA/xktq0JojvKtOndEooLcp7DnEqV6qHBuJ5GW0Kj7Yd8vgEj3BNt3q0oCznedm3s2Ueb/i9xm6eDyvNMm8P21k+Jiw3XRr/yfOrNH66/NM0/vknn6Tx16+/S+MREdOUN5ST1Wka/+FnH6fxz57nZdG1eTozKKNuBvGWG/vQ5413GvM2sN1B2+ipruv65e3GnA/HEHk/GKDcqmebwhfGdR5voMqw+8/oC5x3iu619NA0PdXmTaj57nOKzYe8vT0DJd/CQ3Tw/vrJjMf/cczTGqCc5jdfht4rTQPrFaz3ygYxFa5v9tMgJrin3Uhrun3aV8fcDyrt+3WX+uPQCEjxWnfXWnqYG+fwaEOff9BGvjaN4KmudmzrFoctp21hnYB3CntDjOs9oA04VQrVLsVLlUvrEjjXmKhN72ffM91qUUzlR9/J5/0hVhCvfba8jLqW14DL03yd9ejj52l8s/lRGn93me+vzrb5PU1DHj9/nu/1H3/8wzQeEbF8+iz/YJWXX/MB7ZWp1/Bcw2pPKuj6/f3Vbv2YcN/+Ypi2GlOpgvb2EHkmtafmDYzzXXG9BuNC1dX3Hz8PzY21PbbUGOoOPBq8vrZW6LeJ2hEkgufYw/54QHfU4eFcfVun8miavK4baANYO/vsNHRkQUeSRzzFXsW7NL599yqNX776Jo2/ef1tGv/6m/z6iIhXb/M81uvLNH69vs4TavI133KV980eJpxZc5LGnz16nOcbEc8/+SyPt3mDnHf5GvR0mzeiDrr+0MAH8Dtb84jXxSOU37bPn2EHsyOPnHn6A/Rx3kkVfiuE8XwNec+HI+60d+Q2byXcjcOvfFvIAn6yeE/29cPSe/gdBcqPfkf4Y87O7ts+SJIkSZIkSZIkSZIkSdID4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SBmN72wa/L4cp7Ht9s8voH4uvCa1LzL48PJlOe9epfGTxZ5/HHAQ8SOb2pvlpXXD5XxvIxuh9KCSq2819o7vezz+MU1f6cd4Y6gqq+u9ll+9wF05DbvgM0sv34+h3QiooFqn8b8Axpbpnl+T924SuOfnuUJPT7L07/enOYfRMQMxpwTGDFnTd6Pu1V+r6erRX59mz8DlfbUcPvcNPlD7HbQCahz4DusdFd0PaXPbQnTauG5J8rj/uuhfEqlk6ImURjKmqYy7wHqhb6ADZjSr0wnInAapzyoqdC0T3nXNuvSM9RON5WNg4s7fwhaIDYTZ0y9v3tw78LDJAF9Ca8nxbrd07qEkmmqR53KDEr2lfcx5PqH0DwHd0v1NpXqIf+M1hbNPS2pm6nsg+Q2YzvZ15IFqngH+yTSlE4FMK371SYexK4t3yJ8j4qb6ofWU/debX+tLRg6uyh8B/cY1HGoNdKClZ6ZV1aMzpdw4of4CVyd572CspjNn6Xx3bPXkG9EPMrL6eQs378/e/40jT/9+JM0/u7NRRqfoLifPv0ojf/wz36YfyEinnz+af7B2ZM0PAs4tPiA1PaOCJ5Kx8plFOdReebR1J6FRMR0vwbrjrY5e8yDRqPa6axyqROrwkphhq3geM+YMvU7eYrXHrRE1P9uQXMs1RXEO5gXaUAYSy2r7ny02dPqtKmun31uTir7AFw+QbE2pbUvqC3V7p7tWWr0dO+LvL23J3mBnjzL1xnPel5/jEP+A9t2+zaNT1O+xh7HTRrvd/lvJi38xnJynj/b6ZN8bRUR8fx5vhb85KMf5Gk9y9etAb/vtIv8nhr4nW0G5zZdk6cfEbGEDSL1/hmsqGhko/7UQjpd4RuExrAW4t3ixq8s6L+7xe9BD1XxGPTO1K6B9jRvUVcq/UxzmyXeLT20X4skSZIkSZIkSZIkSZIk3RO+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJBzG76YVdk8c31xDf5fH1kMd3E+d9Dd95N8/jrxZ5fLnM46s2v9mzVX79DMpiVXjV6+w0j3fNhr90NDqIQ8VVuhrz+LqHuynUwwTtsoH2t6CGf7SgMMe8MMdtXjD9xEMH9Y+my9vJrM2/0E55fAPXx5Cnv4L2OVty+8Sna/JPmmU+GM3neWOcoB7ojjpo1P0OOkFE9H3+WT/AdzAtGpypb0AbQ4XBn0qkNosj0EB5TsXySRPK0TAdEc0CBs0R8qYxluKVj3CrKYXyprZC8dp0YE5BN151/R6qU7pXGoPh8g4/yW2HUoXWjRfV7fveqF0b1I6je1RbxHird/gMB3d3z0A5T7UdGTMofAGqlOYjBfePYx3Kfg8tD9+P2kn5ASvVA62PHkD7+9+DQ56AwxxcIN6m/VBalHdlHg08G9YhVHrDC/sO7nWc8mdbtHlaj87z9Fd01gaPtmrzD7bXZ/kXImJz+Uka/272bRqff/4yjX/607dpfNyu03jT5vXZnD1K4+38SRqPiJhBO55FXoDzgAND3THqnDBvQT87Ju9j5t3X1rpwxJEqPxvd1YObZAE9//a93sXN8q48IBkh3lCLyOeI79FvOPtqJ7WbjcMfjk6wNl1DUezgxxo6d1ot4dy8UKR0pt5AnQ7bO93o/FGets/S+PpxPgI25/k68OQiT+ezH36EeW/fvUvj717n66urdd53dpu8MkeoZPg5KE4ePU3jn3z6ef6FiFh+ln929ih/7tPI16eL2Ume/jxf181m+TqwhXV3W/idjUaqBf0AB+vZDfxOREf/zTx/hgGWOqU+28OXWuizy5VnUtU+lOXKDZTa4l0ZK3/EaatXuZhxrrAohiEEx+Y/ZvvzAZ74SZIkSZIkSZIkSZIkSXoffDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg5idtML510e313n8aGf0vh2C+kU8h4jT2sO71Y18MrVbsjjbzb5TTWQ0ONHebGtoIwiIk7hAU9P8viTZR5vIP0NxKG4g271FOKlvKeAgt2THuLrdR4vNertOm9LEzzdCurnaFElQg+cxjG/esN1PrZ5jc3avNU1TX5TQ5/nHTtqEXRPeTo3Hvx+X5unNfX5QLht83saY57GuzEfc4Yhz7ff8cjZ04C3g1FhgvJGeV/S7UyHLs/Sq8j4GQwY1FRofOHJo+7623Ta2lew93WvpHQ/hTXEPrJo4WYnqNAdXN9jA+B2TMV3rKPIRKuuCRoEhvf3NwLTBGM7zB8xwRp6tqjNufL626RV2zFr7TP9ukFhX09ALal0N0Pt+HW0PTaihz47w4H3VqvE41Bd77f4DjVIWsLvayy8zTxaO0EduhuUluMPbTJFtQvK2hEw34d9L29EbbtK44s2z5u2VbvK7RY+QeERYMsdzZR/0EHxwRYduxndEpVFVxhmF6f5WuRs+1Gex5QfnvXn+fXbyA+SWhj7V5EfCi0CDu0iooOSms3zZ+u6Urv8sO1zG7s/D27gfa9oHKHj19rqrD3Z+v47eZ36F937U9trmuqFD+173+7nhgp6OB6g4+sG8sYVEDREmkvp+ogIOOaPHSxStvAQA8T7bX4WPYOna4Z8RChWT92xS/Q9bkLuvU8+hrVP/ySNb9ZP0/h2lv9usX58gXlvI//O0w38BgJtqKffd6heurz2l4/zZ37SPc/TiYhHs/w7Z2dnaXx1kq/5O5i4KA7LvZjN4ByuMNsM0GmbNi+nroWz3D6/2REW63BkGPCTf/SFn4fHEX4ThLRoPyPdSO1xwm0WjpXau1pR0mRamBbHg++j/gfX2ZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgmoiY7vomJEmSJEmSJEmSJEmSJD08/uckSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgZje98H/5f/6/0/iwzq8fR4gPkMHupnfyeyaIUx5wT1gKXWW+c4iX0qLXwxqIX0OcnnkD8b4yndJnb/MCGbf5zbYLKPCzRR5fQr5UpqVnoHKlOh3zD/7P/9f/SyGTu/d3f/d3d30L0r3xb//tv73rW/iD/tN/+k9pfAGD1gCDVmn4uys07FK8g0+awiTbQHlQfIQFwQ6upymi9Mn+5AuFeeRz5gTX9zjx5+U9g8VRH1eQzve578Pf/M3f7CWdQ/n7v//7u76Fg6mtQbr+wf/1Az0g7TVqB0JC6d8GPQNVKsT/6q/+ah93c1A/+8Gfp/GGyoD2GFT+dH0ET8xUzrVtolbt/jaifnFBz0DlXVsPpPQMle26Ol67x6Trb3w6c3u/+tWvDp/JH+E//vVn+QdzOCuoHmBvU8h0CAODwpTHp22+FhuHLSSTd74GyyKiXZ7laUE/nnb5QVzXQsfs8o45QAbjLi+L9RoOEiOih7Rm8/xgqGvyup6aPJ35LH+GWZc/cwvxaEptiTo/rMeH/F7/f3/7spDH/VB79tRC16RihiO54mfT+9ii6QbuarFzd+772dP/4//+f8s/aOisBea5Hf3YUOh81Ml7WmjCGEuDyCx/hgYWlC0sQNvCApTOVGhWnqA8tvQjWO2g1uVl1BR243RPsXudx199l4avX75I4+/evErjr1/n6bx48XUa//br3+b3ExHffJfnfXGZry36IW/H/69fYhb3xi9+8Yv8A2qm2D3yNtHNeC1DI/Vul/cDancTnOWOQ54DdfHlIk+n+AwN9H9aO2JK+Sf9Nh8LJ+izA7TFXU/ntdxnZ9T/4ZBjGqHe4F5p/TvSOfvIc/vUQMnCCwQjrIv/+t/+JeZxH/yHf/cf8g/u4QEpHW3dw1vVkfrP//k//8FrbG+SJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIGY3vXCEeN/BBw3EN5UZRET0EKdXq6bKdHYQp3ui6xcQj4g4h/gS4lQz1xB/A/GrvDDG6/whrtYDJBSx2+QFeH2VZ95AQS2W+UPP5vlDPz7Nr29OocAhnfJn8NwzasiStD800rQw0bUwQQ04Ad4/fKf5J6ugBUfECOXRx3YveVejqbT0SjhON/k90ZKmwWfIy4iub/CGbrx0/N9Qex2xoO47KuO8zCZ4zqbQpu8K1cg05s88TXndzjtu7Ny2jkhp35KhJnOXQ3btMxxxtWHx9zAujvCwUx5vCmU5jfDhBHs0Kug2j48T9FpIfz7N8+tL9UvPR9/hRU1uX0Nh6Rnqhm28VxjyqLijgXQoXlQ3ve+vXN+3ee1BEqFCLg1+tMapPEiCR2hmeX/tqHJh7o2uNHnAONVC+cGQEB01oLxcOxrrZnm8LSwnmz4v72nK4wMVB3wwjvk5UjOH8yXsr4U22dDhICRG9XMEWnokmkqhvmCKLWoqx3bKG9OvPHOuTf929jUp3yV6Bv9++uCaFXxAcVhn0tk6LZQiuMMuan9Yys946EeZDtrVHNKfFc47Bpg0Ka0G2voKynuAybF221bqSRtY0/RzWOucrPM8Fpf59bP8+tniLI13yzzeLOiHtIipy/Pu23xdNtAa5RhQN6g8Suth3zt01J8iGsh7xMPIPI/ZLO/7szbvT12X9wNaV1D8+3vKC2rECRvOvaAJjbBm7QfYI0C+s5Y3bv0A5wC7PI8GFmZjD2UBY0K7y++J1mvTVBh5qI4m+pH9eH7b+H3QzW7XdhOldSYNcwOdX9A5BaRfaKJ5+pAvrt0jgo6RaSy6K7dpndgFKq+nLwwwLtM+rbknZ0Wu/CVJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJBzG564eosjze7PL4dIKHNTXP8PXOIUx7byvRHiO+mPN5DvCu867WGOD1bD3G6V7h+urhO429ev0njV1vKOGKzzTNvx7wRbDd5ZbeLvOJOz5ZpfAmtdNU0+QdUPxERa3i+Br6zpAqSpP3pIh/PepjoRrj+TtE8dOOVxh9KniZSnmLbyMf2CcqvMHvk6Au01im9Er6qy2SCp659BrqeWlhXSGuA1EZcvByruv7XFEstUbi8hc8mKGJsD7CGntEX2tu0CB2lezi9/LFoyzBCD6FtwW2GsgYGfhwvJxjze1gPwPXUyWdN3mebtjBBUZugOG2f7vLPomonR3g2aku12Y6wZupKQ2ptPVQvau4LKoT30YDyTt7gupHuFToBPhocYM3gsK3Lz02KeeM0jhM/xGEghDGkgwG1afjQbpjy5x7gnKfr8s3GvMsfum3hnub0bHk6uy3UT0S0i/w7HTSCaTzaDotLRJpW8FFhgC2VzEjtC/JuaL0MmeAUe6eO6W+MaycuHR4t0miCojh0DlxEF76DP01RW6+7nn7l6HFhn/+OUsp7AXF6ggnKgmqn9qejkhbL7zQPzx6l4eXjfK/x6Spfo6zOFml8O8vb2GbiRfHFJi+/a1padHRAd4F53BsHnocm+m21mDVNmnCuvaNMYH8LC4ge4vMlr4vxGca8/4+w556mPO8J0qG1bAejQmlmHwfq6fB0ezp+HfGQ/xaJ3cv11AEceNlTOougdTc0XWwmNCbQ+p32AbQW39NPRP89F4jXNbja30VuVZ00bEJFUHnTORLuJWewJy09xHvcahzTrkaSJEmSJEmSJEmSJEnSEfHlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6iNlNL3wcTRrfzKc0fjHP01kvIYNNIXN6hSq/pYge4h3E80eIOIEMevgClMX3eUNaA1xPz0w1tsjDzXn+hcdtXkGrgSoo4vW7qzR+9d11Gt/0+cPN2jzeQIWu11Ch4zoNt2tqGBGLGRTsyUkebzgtPVxU64UenmqhuY1jZUJ68CYY3DtodT1NdNS2Sq8iU8OmjkB57CrTp2Rg/dAXEqJPKL63N7NrMy5NKbf5TgV65sewgJhBm+wLpbeD71zHZRofsdF8IKBuW1qvFr7TwHewG9dOdLRerZ0Ydf89wDodxrwBd9XrfCicpjCrQBbTkH9AKQ0w9zYwKTeQ0tjD+qHlsmhhUJqg/Noe0oL5HcdCuByX0aX1NZ0PtPQlGmzzeO0YPEFTgqYaEREtnQM8uD83y88j6Kxgwoqn0ufzDirMCQ+SqGHB2QLda7PN4x3Ei5Ve+9y1Ez/lDWUx5PFx5DXgfAFjDtTDcrFK46sFdZrKwQjic0yfvzNRecP53DGgHtjBvNLAInSgflaYY2kOpHY9TdCuaVCWHpx870+zHI1yW5hTpqB5K6IwWkCc+n7tnEzgh5RbHJ5tqw+G6HeRfC6gGaK25CK4Tif41m51mn9hQZuc/PrHz57myTz+KI3PF5BvRAxjfq9njx+l8X6d/54V/+VvMY/jtc+Dxdo1IuVROuBKUqcfTSDeFA4wOthADfCbZT/m40jtKoH24hN0zl3/gZ+N/h8c5++x9Dvg+3gaOtqi3kf3tINnoKUyxfF46S6rlrbi9MyQDJ1LlL6FwxosXfC8aMw/qD7aLF6/p3PSG3hwR1mSJEmSJEmSJEmSJEmS7gdfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg5jd9MLzOEnjXazT+CbGNL5eQQZTIfM862jgO9M5pLOD+DXEqXQ2TR5fQjwiooM4fYWup/Kjez1Z5Mm/yuPzXV5vERHns2Uan9r8Hbf+Vd42njx+nMafP88rup3ye5qGIY03Ux6PiIhF/txxfprHIfyhoOZZaOn4We2bkNRda/MtDS21Ss+dGbk7HRy09Ni+17vQTS0jH187aMETxHdtYfwj9BWaV6hT5Y/Anb+yc9b2v5JhXyND7YBHHbOUViXK+hwWFs8eP0vjXZc3gGmkBUpE1+SLlLfX79L4xeY1pnWUqPAr54Li3FE72dXG38dkqv/B8n4vJihoircNVEwHFTNyhU1jnlYz5d/B9TIMDAPteyD9qc3jhUfAu2qoocL8EdM8jzd5+nhLA3yy4TXQNPR51pHHYwlzXUvPAM8MTamBeoi+MAEMcE83PtE5FtQe8rJv8OAE4nSIFBET9JuIM/xOnQ3lDHFaXJfQKEJxakC1B1ivIPk8/dNH+ZlQRETTUN40FtEz5OXXQFua8ASifoE3wTnpCHXdHvHfjcJxXYwwJNMQXp6HAM3XPc0HLrCkDI26sOrBnrQtHnjUbkBr1Y2jLeQ74lN//2ldPJ8LqMRrZ17KdVYqCvhSA3XXwRq36/Kzn21cwk3l5bo6+SiN//nZozydiHj0+Ekaf/v6ZRp/9+Y7SOlvMY8Px60mX4jfzVpmh3N+xK6BBo9r/v2YoKMN2P8eutq19HGWSHuHt027mOojYagq6jKUTu1sGVEaQWoLNr8efwuCI6EWz1kK4wekBcdR2GZwR097n9ojgGKR1pb37cfT490BS5IkSZIkSZIkSZIkSbrXfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHcTspheuoknjPVw/UkL0OtRtXpPq8vDsJI/3dFOPKvPt87LoCqU5wL1CsUbsKO/KdBYUX+bJzCjjiEfPnuTxz/LMNxdTGl/O4Wah3qieY4D4BuIR3OKpnM4LaX3AqLlFcFdu4EvYdPPmU53vBkajCTtTxFQ9UNFTlEoqz7km3hYGTu7Juo+WUJcTtF9qWTP8hDtUD80I84AxeY455LaQwTnkvCs8wxXE6Rv0bNSjaLrBhGg+2yOaGk8h/qRZpfGPH+Vz+2KVXz/1vNjZDvlnDcyx7QWuFo9TbYOj60vFQhVPbpPHXjKonf+kw2navD021Hyxn1UuZgt5NH0+s4wjzTh5QrM2j0/TtiKViFmpy8KX2hZmTbgnnsbzAm+gYKcR1vANztbR9Hl5RAuDYQ+rGtrHDpVj3pQ/Q0NlGhHR1k4Ax4oaSl42LbSfBVRJP3Fd9dCGGjhEmGqbeuRrq9pnbgqr7glWrdifGmpz1C8p4/zghPbVMCz/908hTosXKA9Y+yLol/zU3CepjprIx6KmufHR7P0DBz27vu5sA+N0kBQRMR7HXqJ0l/7FsO4DWCVhb+XT1JLa/SH1HF7v1ejgfkp9cqw8+53gx4YlzB+0zBwr1xtDYdChuuO1C51V5vNcF/B7E1w/wgnW+IR+qIn49NHjNP78xbdp/NuvvsC0Hp7afnabc5sj2pPQYv2eOY67/ENKbWlfB5kfhts0Wzhe4lU3fNDBJIj7XsqXjooKPx7R1EXzdYPtKr/Zsc1nQNpO0FleqTVPlFbl0Rlu0fcVL6K+vP99l/sgSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBCzm144xJDG38SYxi8nSOga4m8LmcNdTid5vM9vNWIJ8Xkh74rr85K4pUVlfAtxerazvDC6jjKIiFWTx6F+lp/C9VQ/VICQDMapjZXAY68e3yKtB4S68YCfRFDFdKWvVKA3Kjnep/ER4hERE6bW4XfqrqfCgHva5tePbWEIn914eNc98DjO0vgEA+YKp++LNLortPcRmju1Uppu6Hqahih+iumX+l9eTjQd0HRDccqZpjOankpPQLMv1RzlkbekiHMYE867PKXlPF9knTx7CjlE9LAAW1znT7FoqQQfmNr5r7SgpLT2NMfWo5b4AJQerXJtWltK0766RunPUKDNtHCz3REvK2b0UKR2+VYC3xnavKN3kHfbVf5NUZ9fP4ybNN4M/HBjQ40FGsUsf4hFk8/8C2io1OSaeZ7+VNjTX57kqU1j3tmGIa+fQinl4Qm+0VNHK7RVGhgGaDS1Zxz3Rr4iaqBFzKFr4G6u0I/7CdoWVEv9kED1u6pKZSrOKvldTdhG85JqaieuJj9faqZ8DTgV9ib1O/68sVOboW7ZNHk9TFBG5Uk239G0uDsplcf9NlGB1qdEGewpfUkR+TqQfjDZVadff1bM6sbeBvJeQr63ObPhJ8i/NdAaFyZZWu53lXvD0uW1z01p7TAlWu/n6zta7/dxDp9E9LAHmX2Ur3WeXFO7P2bU16pPHgqfPeCzHh3AbdoSxff6K/t7QyVQ+zR0fAVHFN9/B+YPGsN7GBZpRzJVHnfQUVFbOKOgWb+BTzqI0z6Tio+eeYQPSj9l0DzeVv6kTJfT0dx+vb+x3/+cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg5idtMLdxDv6QvbyhybQuYbiA8Qp5ui6xcQp1e3IJ3pBK7fp1OIdxCniqPrSxWxhDg99whxahtziE8Qp/ostSX4bA7PtqTyfmhKZZZdPlV+ISLm8JUZtMWe6heM0E5aaEBt4d1ManL0yRwGkSVk0VPfgI55sYBBsKfOFBEjFGCbD8IdDwqpyurB1KeW29JIlfoAnXerND6MeR2vpnUar56rC59RWoTaBA3tFKd+Niu0OpqeaPlALat2uiGUTmmZQH2Eno16zgw+mcMCrB3ygWoBN3TWFkoD5sx5lz/FcjrntI7R+xiyjmVYLCwT6KMOBoWmzdvojiZTaqKVZdcUngGm0hgoD0hrqh1cqtdrhc9gjdLWDpDHABche0q/kM4IDXLeQQXMoJJpvTRCP+jz2b2B9W/T4eI0OlpTQgObQef5CBrd86d553/+6dM03kLZ9Vteuby6uEzj717nK4W3+TIrroZ8XbYbqDNTPdOhSOFvx2jAwI5ev1+7H/Iy6Cq7RgNNmtKJiAjY405QxJTUhIMCfYPqPU+nKdTthJ/lBUJpNTBuzmGuHqDPDDgAlyZAGKfo4A5ulo75RiiiAb7RwSOUjkRG2GBNuBu44MTuu2NeH7wnxzoaHwqtQZfzvA+OQ96hBtgL0IrmNk2VRjBeNd13fAqzH8VJFuJUmnVnlHQOAlvJoKV46fCMzrVXUKzrnhYvEKaJi+YUOBIuHLNGC/c6h+I+gel6s80zobmUavk2tT/CKdlI590LOlU7ZnuafKkRRUQ0NF7Uzmp3NwvSzwp4ZETbSXiExaGH1AeDd00PyQDtB47d8TfRCUbAWcu/KszgO5vIz0F283xi6eEZeqgq6jN0rkhrwAjeczVdnlgH7WeCc5MRfiSio5wJ7gePfiJigkmNjmzobHmiNkPlutdhtvali9v3Y/9zkiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSTqI2U0v3MF7TDv6Ar321EC8K2S+hfjFlIanHjLZwC2dQvq1r26d8EdzKOpdDPCN/NmwxrAmoSzOIf0rSici5hBfQJzKbwVxqudLiEN9YpFGcDujdtneuIscN2gOLZTLjMorIlpIaw5lT3mMkA7VFTW3Pka4Po8XssA8Hi3z+CnEe2jrWxhQ+yG/o/XuGu4oIi7gM3iIYQEdfA4D24oGzrzPULfsGm5M7Sy/2ZHqrqdGc//NYBydw7Nu130aH6Y8XppiqRXlKTHqH5VdGYf2Uu3SNNGP0PLavERoOqPyo2mrgxY/L9QEfVLbqmfwjd3uVR5/l9fE7Ek+Wc87Xii0DeQ95iU1G3AVea810Ngnnlb0e2hp1cJ80EKBDzA+YjXQoAOdrDRudl3+6TTkiY093FVtB6+8vnT5BMMjlR907+NAy/naPlvZhiIKWwlaALcwwCzg+okGpLyNtiMtyAsbX1qUw9LxHAr880/yvH/+538C8Z/m6Z8/TuPXO55Tfvf1N2n817/6Io3/0z9/mcZfXeXPdtXlea9hTJioQxXPH0qj0sNB3Yy60gI+2NLZTyFv2t3QPga2aLGbSrncXIOnbaW2QHtfWNfBrXYQn0MbXcP1/ZTn2wRslCNiohV2QwdSOao3POGBbknru6ZwVIRNYKIJo+7ZPiil7nQka5P9jAhHCB68gTUQVWcH14+U/i3aBdXRw9veHfpv1EuFX3vCVLfugSOe6GEyWMFRZ0eHQhExg0eg9T6dg8PyENc0DaUD91Mq6RYadUdnxbROgPRpaqSzszXM1m1h5OygnY1wV9OD/N8M9Ex0Xg4L41KXbWEd2lEt37+9Ci276LcrKo7x4U0Gv6f21P42aAR4WGjP0MEyv6P90OJZGj558inm3c4hrTdv0vDy8rs0fjW7SOMbGEPoNQw6At0WJijcl7b5PDHC/EH9fqCjs8p1I9VnROAEPMAQTPP4/CyPF35GfQ/2v/F6iLOzJEmSJEmSJEmSJEmSpHvAl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SBmN71winkaHynh/PLo1/AFSigCX6HqG8j7HNI5rUsfHvlWOkhsh5lv95TzlIep5kvPPED8GuJnlens4F6vNnn8LcRbagARcdrlWb/LL38TPaf1ARihSkboexERXV7EMUFTH6A99DAoNFN+Uw1cP+zyBjpgQ4xYzpZpfEbPvdml4RYGwiX0sx2Mj/14mV//7VdwQxFf/fZ3aXx9nfebqc0raP7oSRp/8unHafzRs2d5Omcf5flyNUS7gHmHGiaNd0fg5HE+5s+bvNFt20Uaby/zMasvzCmFKshBMS+b/INFwDNA8lfQRndXeT+LCF50LPIBqTnJL6cpMC/tiBYK42qdd+bXK1qIRMyhnGjYoWmcpt4Rxsirty/T+HSd3+tu9RhyiLi8ysfb9TovJxr/77uptGa9b6gB0XBJ19NytYUvwFwdETFA+Y3wnY5GKci6gXvFW4L4UJhSGniIFjIfYW2EAzDmTY3v8H9vUqjS41VYz1ZdX9xRw5c6iEOfwq0bJLM9hTUUVSSurSKmKc/kHObeT07ydfQPPs3Xgn/5F3+axv/Dv/vrPJ0ffp7Gp54H519/8ds0fg5r/t11Pp9NX+Rz5tjnNbRr87VLD2um0lqWe3nd+uG+62rX83A5zQVNYQ6ntSmeCFDecHl9ndAKlHWRTzhzKA+an0aYn65hv0pHOVx6pdLIP5vofAB6B02xWJ9N3l+bCXYIpfUglgctCD4g+1qbljzENcudKxVqXkk0b82afM4c4KBxnFFK0MshXFwtU39+YG1pX91vwm8UzmzwM/xlCeL5XdGYT81nBQ83LwzTCzjOaekcHNLZ0G9jdD4OExeVXGmmofmd8thhvcF6A3pavuKO6CGdPqiQIkaayWHxtzqlU7KHiBbANAIWJlk4j8bGQvtbzPvwKGu8I+o8x3QGCGjcfj97xgc2mRLYMsygYTVnn6bxz378szT+45/+BWa9PM1/v3vx4ps0/tWXv8kTevEiDZ++yePr2Zs0fgUvgeBvqwV4NgtnZy2ctaxgaz1i/4azOfgNNSJiBxP5lqYtOhbEHN6H99df/c9JkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SBmN7+wS+MNXN/v4AP6AsUjIuZwT4/hSx8X0sr0EM8f+VbWmAkV1IFNEL9FPcQW4gPER4iv4aZGSKiBMt0UyrSBSqXyuHEP+bD0VF4R0UB1TVDvA3ywG6/zL6ypfqE99NBAO343czNBHl3+4G2Xd5zpEvKAdvgu3qTx/puv0vh/++Xf5elHxH/9m1+k8W++/V0aH8a8sT/57PM0/uM//2ka/8lP/zyN/+jHef2cfPRJGo+IGGlseYAWJ9C2hrwNzRd5m2su87ZLw25ExBLi680m/6DPU7ve5XW8O88nj/4CKvi713l8V5iUHz/O44uzNHwKyeRX89R4PeUDXgsFPqf5LCL6Nu+D/I0cdRsa8UZoHdvXeVsaxreY97vNZRq/gHY5zZxkD64wX6dm0NopnRE+qG24hSz6AT6BIQFn98pHmwplt4OF0GxG64T8rkZaHOGg7d+V7FVp31OjVC203tzTPpOaaQvr4jmsQbct758WTb5SmMcqj+fhWC7zD7ouXyesTvN8P3/6LI2vabsdEa/e5PPT6nSRxpcndfMT7R36DdwU7ClKbWmkgbXLy+lYZ9imyQuBnof2nnOangr9nqabEXpa09RNLBNc3sIHEyRUGnLm8OHQ5nn00BZHmocojnNmfkPTbeazifbWcPmU97+muYDrId8mH7umkQ7IIhoY5CdcIN3RueBdqFyb0hFeRKHOqJhr18V3qu7Qloa2u3xkqp9+zPsmbStm0AZoCKbhBce1iGgrp2U4Arz3atsDX08FUFrgUgVQKdcVMu0ZF5AOTBGxgHVsRMSnT/K0Fqf5KmUNY9EFnLVc5cvVmEOxruBed4W2voN76uEIvh3zzNsW6o3WXxCn4r4srBOq1xAzOvV8iKDyt9Dg6TwiIiboOz0N1nAQOnV5/2gXsI6Crk+jS2mk2NvpyT08hqn9abfZ2+GHCGxjI5pHafijT3+Sxv/ir/46jf/83/9PmPeTjz5L41/+y6/T+OlJ/gvI7+b59V8N+eSxushb4hzO++mcKoLPOzpsu1TgeR4dxGfYv3mvR5YLGAdhUUw/i+xvyLnNyzilXxH36x4OrZIkSZIkSZIkSZIkSZIeAl9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSDmN30wl1s0nhDX6DXnkaILwqZzyH+jL5AifV5eEY3tU+795BHYoL4bW5nWRknA8RX1GhO8vACMr7uOO9LiFNDvqNq++NRxWOP3ZsddPLdlN9TQ/c6UnuAfjxAZc0g/Vl9WezG/NmaLo+PcZ3G+ym//vrdyzT+u9/+Jo3/6pf/kMYjIv7L3/yvafwf/yH/zjTL+9NnP/s3aXyc8vJ7/igfmNfP8/jJk7M0HhERs8f82QPTX+ftd9zk8e3VRRpfQ39aF/KeqA/28K3vYCDdQnt/C3PyuIJ8oU2seK7uVvkzzKZ8wmmGfHxpYfqgWeWkyZdR81UebwuvhNPKZQtxWhpRKVE6ea1F9Bfv0ng7P4dvRAybvM1cXeVtZmwPPyepUk/rB3Cb5QZ9RnFo1Nid4J4o+al2z1L4rO/hA9pxdXBXLTwEdWQVYd2/j8wL25IULHN7Wms2MM9B8uME640eMo6IDayxt/N8zF++fp7Gf/e7r9P42clpGu+gl798eZXGJ5wZI37z5W/T+K+//CqNf/3qdRp/3eflfQXruNjBxhfqM5pCq5xDY4LxYmiOc46doNNQC11BtU+0ZaSziIigIltBj5rDGL4eoE6gejuod2wOhbrdwchGW+sJnq2heah2mQCTbLl51g6cuQYm6wnOJWiynrD1FRb2Tf4MDTzbBHvrY3DoORarq/ilPWV+p+raRH091C7i69so5TDRYAhZ9DDFUg+k7lTqZtBlA5ZZR2t//ZW+Ufob+Pz8h85BWjpGgiVUB093AvuwJaT/5Ck/w9ljOKuChrJY5fc0g4OheZv/9kZTcge3+q5wAHgN+8kZ/MY2bvNMBqiHazhgwhYDg3xbaJXcLaGyZzf++fMBqBzbCwMjrdVoldYsYe3T8R7tQ7PPX+uOd+X4cM1gDGpOn6Txjz7+NI3/+Kc/TeM/+dOfYd7njz5O47t1PiG8/PbbPP5dHp+d5pNmf50/cxf5GU/M+Nypg98UWG0v4LxzNNuU1jp5L6c1B++JaaSlUYQOsG9z4E1w5X2LtMopSpIkSZIkSZIkSZIkSdIfxZeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgZje9sIlVGl/ElMYvu6s8oe6mOf6eOX2Q335788eKiIgxtnX3c0waiC8gnlfnfi0hPkL8it6hg4db0ENHRF8ZP1qFMjg4akR5BU8T3OsIDaKB9tBCfBjy+JzLqIVxqp3yZ2uhvGc4eG3yMDxyv8sbaL9bQ/oRsyXc00ne+cd5fq+Pn57k8SdnaXx5fprG57N8Dompbrwuex8D2GGsr67T+LTL59LNNm8sNIyWSgbnwGZXFx8g92tIH/rZbPU4jZ88fZR/ISJOH+f9fwvdfA1j/iU82gq6Mr7hfYtXv/MexcumzZTf7KbJ66GFlCZYM213F/n9XMCYGhHtkNd1C18ZhuPtsw/WvqqktAypXaJQJ4B0aA7vd/RwdEO3KIwR5l5cm+aDywRroAHWA0c8/b0X97N4YM6cwd1O+fg6jnQ9ZEvzE83hETFdwhplyOehr87zdrr+7ZM0/u7y79P4169epvFPf/1lfj8jHhrEd99+m8b/5Tdf5Hlf5OXxapPPjbHJJ7oJF2b5mDC1fC7RdvkaOxpIC1O652gMhweCYTcaaA5dYY22gnUg7fW6Jr8pCGOd0AwBt1NIKYKGBDzvgPJoWjgwgvUnbJMLU2yhhdJZFWVxAn3gAhIa83j1rRbWMx1sfWGpHM3A49d9t7exhsqTp6fyZw9UfTHVnc/d7tB+T+hWYS9ZXf2lPQg8Nu18S0PYfba/3RCVPk+yHWRyAsubBYyjW/i5aUvjK9TtCvJdneZnoBERA8yN0yyfZLtd3oIWdH59ls8F/RrmXjgfny+5d2DNwTS0gUbQQUJwFB0tpDPr8y9sN3xWPOBTwHe6OxzX3jsoaFqc0uFJRMQqb+8t5vEhlfPtNLdYNY1TPo60zT5/T9E+TDQHtvAOwwzGcEh/t+azgndDfnby+rs8/vLb7/J0Xubx/gom3wk2mfhDAPwmGhG8+6W1Rd2hV1O92tnjRgPXoPQBjae3+eVvH9eX8r49/3OSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0ELObXngSj9L4ZTTwjas83MHlFI+ImNMHI0QHuH5XyEQREVidd5k3xIeL/IPuNtVM37lxD/mwlN5qzHtlAXVXqvgOBgRqP8u8EmczHFhiCYPOHBrEAgawCUpqRze7OEnDjx89SeN/+uM/y9OJiH495Wl9/MM0Pl+s0vjPfpbn8ec//6s0/uMf/yiNrz5+nsZjnucbURj6AZbrEei3+SA0DHmPeluZ/rLw2WMo6bezvG52p9BpOyj/q20eb6/TcD/mbbdbPc7TiYiJuhRcP8LYTtdT+W0gXptO6Ts0DQ0jjZE0QudtaQfxDYxfw1Veb9+nVae2j997tJatnRjzLnBcSs9MTRSeewENZdtD1pg3FSwkVHwIquy8xw5byjsfHyfKmsoO11K6t2jiaqCSG5gNehh5G2hEsK6IgQee7ZS392HI815drdP4a2jA76a8AX998U0af/LFizQ+jXygcPEuv9dXfX5msdvADN/n5TfRGnQG9wQDG/b9iJigjqiqj/XP0Khr0GNuYfybQ9HPaMEVEYtFnnkDa9N3eVOPgdal0M0mWhDR9aUtDy3G4Bk4DypxGrvqFi9ToX028zyPGWRNaQ2nkD5VEMzVDc2xhWeYL6EtTXke/fjgVsX78xDWxXu0v+IoHcLvC3We95F3olB4PW0HQPW55z1X365oAOQJCoa/6KGZnMD1DQ3hdEwFS7rpaZ7Q2PLgTve6nJ+n8avpEhLK8xh3cIYM6881tMR1oYHOFvmego6R2i7vHG/pUJJ+w4H4GtYtPe7RIxrYc0+wt8aDgwcJOs6c9pKFRSXtrToaMSh+vGf178tY2gTSGh7r4Y7K+zZngA/MFWzEzi7zc/RXr16l8X/54os0/vaKD/5GWFv9869/mcZ/+Yu/TePXX/5jGp8in88aam806U/0S8r3ueTolxEY8zGd2gNVSqf+AJa26HPIo8Fnq0Xvz7CJfsaDKaH5I5b1H8jQIEmSJEmSJEmSJEmSJOl98+UkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdhC8nSZIkSZIkSZIkSZIkSTqI2U0vvI4hjV/G1X7upPSaVEcfjBDf/HH38q+mHj6A+2mavWS7Z3RT03u9ixuB8t5s8/h4lT/DfJe31YiI2erGTf5797JOb6+BfjavvL4rlMu4yzvICB1nwiqpq6sFxFto6w2OHxENDEgtNQgIz+Gmph5K/OSTPP6zPPzX81X+QUQ8/ezzNP6Xl9d51ueP0vgPPvtBGj/70Q/T+HL5NI9D/Tc4vkd0i7we1kNedzsYK47B5Saft2ofibomTWffg/Y+gwY8h7saID6D+QbqMU7P0vC2MMnSqH8O8aeV6dBoRPEdxE8gHsErGhyfuzz3yz7v48tZXs+PIecZtAseOXn1ReW07HgMu9eoKdbGb7MUo2kI5uuJl0R3hxoRPRuVX6kxVqFNSGlzUlep0xaur8ya1l/3sZqPAvXBET4oLYBrVW8coVE0MMJS56e5d+R1d7c4TeOzVb5OaFp4tkV+/QC3+qLJP3jxJr9+WRgUNpTJOp+xxx20ASrveb6gbWkz0Ob12VH9RHD7e2B/bgbLGxzodlQlyzw+FcprgHrHr0CdtH2eDq0PW9gPTTRGldYP9BmuUeCDGcSpgvq6MadZ8Bi4hP40h35zPcBOBwsW7pX6WAOFWmhLa2gD8Ah8rx+Se3hE+TDUrTeoJd5urYkLLYjXro3u7sD2gR0V30J9CVCt56cXEZvLPN7jIVne3jZjfq8XaxinL/kUrl3k35nBmL+F3yfaDf0Akl8/DPnc28zz+ETzYvDUNc2hhuBAitY0dPhIS+gRFjst/xgYC/jsip5uiXf7AEFBd7SWKfRl/Kj24Ev/A+wdij+O1M7Md7SmtPpjs8372XLxNo1/9eWXaXyEAXNx8i+Y9wDz0Fdf/VMaf/vNL9P46xf5rAw/0cWzJ3l8gc2QfuWIiBY+ow0UPHNhhroz9NT0GgOXXy04oy4cO8Gyib/zR5xHPbCjLEmSJEmSJEmSJEmSJEn3hS8nSZIkSZIkSZIkSZIkSToIX06SJEmSJEmSJEmSJEmSdBC+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJBzG564ZvYpPGruKrLcczD046/0gzwQUdfqLkhdgXpU7bzQlr0ncOb7ixnlDel2L6B+HUeb6AxtQ00soiYUYtfVcaP1Gqev4/YQTNp2rwzTVzE0XbQYSFMLRS7MXzQQbwZ8w+aQq+kIaehPKBdtfD652qZxxdTfk/z+DyNv/v54zyhiPjpD3+Qf7Dewk2dpeHl2Sdp/KPTvDAWZ3k6VG9DoS1th7wmttfwDFhz9x9NgfRENJRRfyoUc/QU7+FbQ55Le5rPgk2Tt+ths86vh6e4evM6v5+I6M7zvJ+c5O2R5ut9zZgLiJfWAvQZxSmPZQdzYw/9ZoLSmOetrPQMpxDvYQBY0OB539V2NJpjoTCnUkOkz+7hcg9VzqUw5EQLTZf+8qLf0coC1kZ72k9ERDQ06FAXoOGXpj9KvvBnKA181tOkcMxokqU6pk4I6+J97T3LYMCgOt7BCgI6zkSbgYiYUWdYwD3RghlvluJwT33+bJtZYYaCNeXY53ns4PqAvdSS+jJ1wo42D5BOxF0eKLxXOxiDaIuPYxmU1wbOFiIixnXedmfQFvsR4pQBdI3xunJHXGontePREg48aJEywIBa2tQlpg2PORvYAfWwhx5gzJ7GPJ0Gsp6gnqkoihssmK9HqLvi2u9IUTPFqRe+MNY1rXLmt0nrA3O7JU3tBoUqonI9gHe7v7/Dpu5fWmOrzpgfC3F3rTws3kHz+fYyj7/p4UeLiJjG/DO619Nlfk8dtOktZQ3P8OQkj9M2ICLiYpPP4906f4oJFjU99AFax8EUHlRvQ+Eny4Hma+j7U3uk5063UjkeFwf997LJ1a1B/VCnPfT5q80letgmXXYXafzRu6/T+De/hlllXnj7AM78r6++SuNff5W/03F1+S6Nn8LZz2KR/+4ywg8Eq7bwEgj8hnv/DsJLBzOw/6SUaF9KQ/ae+lnxvJt+q4Bm+cecIbucliRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQcxu+mFHVzaRJPGp2mqy/GkkHmeRcQI8a6QVqKH+BzyHeD6bSGPE3wPDMoJ43eIHryyvGOehxdnVZdHs4CMp8INUTs7zcOzc07qGDVj3q5GiE/UqKlPRgQkhehyyqKDL1C+E+TQFPrYBINLP+V3Nd/lbW6EPtMt8ngDw8RylcfbARpuRLw9yz/rz3ZpfAY97elJ/sznj/PO0c7zQX7o8zKd+vx+IiLGIf9soII9YrUjPs1bE8xEzcRl1o55au02T2uCyeBplzfgk/O8wb8e8/Svrl+m8djk4YiItnmcxk9P8n7QwghDrZGmDprZ6folxCN4eQTdH5dAr5u8NX13cZnGL67zvj97msfPT2hW5mfYQAsf+9LK6QjVdmRqQFS5hTxo2X1nCn/+0MEybQbfmXV5f53N8ofuaDKF+LjNx0CY8v/1niCLJu8FVD0jjM1bqNCe6h/azLKw02vg+a5hurh3bazCBIvEhioZ955QCNBG34sWGuOSZiIoi4bXYwHze0B73xsq7x3c645WR5zUGvrOMOTlOp9BXS9osV5ZRrX76gdo4mpM7WAp0V9DvOf+SntlXEXjuEgTOewxIT4L2DSW1gm11lBQHYwhOBlQuebjR8OlGtMG5sCGNtcwRrW0/6SMIQzxptRWqS/TtHPg4fSQ6NZrlw0dtevbnD3ts4/sRemG7tffDFcOwf8KT+8gns/jdA5HvzuMsI5rYJFL6ZTQtkK5qdCCRij/FtoJ1hZ9UDnowHFXbNd16ZRcv4Obus05QKbPD8lozxgRMdJStnI83dJyHJJZF7YatSZoBDQf9Q2fYT081Lho3VUaF2vXfMejdmi/d8uKiMCnGGi9TAva46/P+24HVXLZvU3jZ9dwhn7NhwUjzL+XY/5bwNjmN7Vc5ePlfAEjLNzS7ZZPsIYYa9+rOLT63yVHGEQaPFuuzqJOIX083oRqoPPom3CZLUmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg5idtMLn7Qnafz1uErj43CdJ7TJw01XyHwO8RHiuzzcw+UTlULDt5SmU/yUHmJblwm+T7aovB4qIgbOulRHNahc4REauqUziEPTi4iIvLnGoyd5+z6jL9xzLZRx0+Qf7Ia89VKbngqNnbolxWPKK7hp8rY7hwZELX0HOQ+Ftt7B0HjjAfO/5wEP3UC3p3FwMYMKnXNFzGEc3EFHppSuR/hkfZGGx4v8+hbKYlMYcjbwnWt4tmNGwyK1OWq/S6jJvuG2sl3nDXK5zQv6fJbf1QmML82Uz75tn8en9VUaLzmZ8glkCXPseSzT+DNIn2bwPBXuT49o3oqIs3k+iq3f5R3h3ZA/W3PxIo2PL16n8WGTjwk7qLfr+Q/SeERECw2WuvmGFmxHagZjOM3JNLxOhfUnfYcaXXltugdwr2fnhUUjzGmred7TVl0eb9u8z/RraFdj3meuYa4ZaOMQETPo/PNV3toXy3yMGob82eZX+Tp9O89vtqf6LzSACRdmuaP+ixaaA6mzdfC0+9oLvQ80WFDDLjWIAcrpwI1ignloaGHfMvIzDGN+s+3iNI2vTuH6Dia6o+4g9wwMXBNMOFTrS+z2PDAOMCY0MJtiWlO+T7qGu11Dfz2FhdXyNg2O1hZUHMM6j3f5QNjAPDfBs027wiaQbraD+ALObC5gT7Hbz6KptF6jw0dsMqXiuOfoJJJOHGvXpqW1zPH4UCeJ/LmpTqcezgZb2AvQnEx3U+izsxYWebQ+wk3ZhyIvl2nkDdT1Ds6FlvkhyRLmgq5yD8MH25Xp7FPtM4DXMFXfBp3C1S4f7lLPi5r3eh/3023mocofRo9IbRek0ruPw0vM6ARbh0bLEjwrhpaygVU0XV8yg8Z7/ii/2XaE/Sc82zlsBOa3Gj7y52tgY1U7P9WWHqZfSgiWQSP89t5RQdWePdKgRg+xx+Gd2thNfKg7JEmSJEmSJEmSJEmSJEkH5stJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQsxtfeLJM49MlJHGVh6d3kMEJ593QZx3E4ZWrbszjfZPH4fI4CfgC3lBExA7iU+E7GbqrfaXzHlDWVHzUSgeIU1EX0ppDo1k8sPf3pilvu22Xx/shb1f93u4oIqA/TRCn6qVmMkLDagp12+A95bYQp+sb6AMt9Y0G6q3QPLecexrdQcfcbfJM3m7y6xtIp4V6GIpjF421VFDH21+pFOYQX+KAmcdbHDAjnqzy7yyXect+Mluk8ZPI1wlv4zqNN5/l6Tx/9iSNrwce3M/O8xHgB5Hn8TS/1ZhDfLPO4x0MPM+f5Al99vmn+RciomvzVnD1u6/S+He/zdNZnJ+n8faj/CF2V/lDbLu8P11vef1wOqvrg7QkvO9oZGqgI9NYTddT+hG89KF47ShamLnS6DLvYjFb0OgVMVvkbe6kzceiM9iD7Lb5mPDm3WUaf7uBMWT3Oo9PvK6/6PMHX16epvFn55s0vjrNy6KnhUKeDNZzX5hid1AcPbSO2RHPsU0D906Lx9KW7tiNsMYtbA2brnafWQv2GwPc65RX3NgWRs9ZXqkL2ANhUpgFNRpc3Fde/yGBsoH+Ss1zBWu6DvbDERE9tMUtrAMbSGtqYP8JHa2D9rOkcbe0UKChmpoWjYPwDDHLvzBRH5h4D0KuoR5OtnRwl+cx1h5aUPK0visMjS2Wa9UdHTUaFWHpeCulo7/7pTS236KfZw49Ve9R0+QDdDOn8WI/C7PSMqGFD/tdXrBHVNzv1W7gMX875m19hB9lLqC+zqA50NjCu9LDewgnl4dv63XnDyV8lr+qTuvh+YAWIAfgDk03QftSOmuhY6qpyQ/+2sLsMYexlFZQJ/C+Bc3itLWpn2N5LFo1eS4N3NUIPZPOQffWj28xnLY9lCycz8USag7S2UHyczgH2+eG7I+ZXY5pPSRJkiRJkiRJkiRJkiTpiPhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdxOymF3bbJo9Hn8b7t3k60yaPt6eFzEe6KfpC/s5V0+ZfmMWUxjfwbAHXczwiYgHxdeE7NWrvaQmX8/302zw+o1aUN5mIAeKUNaVD9Q9tLCLwdbyr6TqNrxrK/H5roNp3fV74+31K6LAT5NLUvSNJLXoHcep5U+GpKS3+hNK68RBbTGXa0SDI+BkoF4pT3vn4SPVD3b4wkH9QqBRq3yCmcm4L5fy0yz97BPPEc0jnFLI4G07S+CezPE5zCs3IEdzTfvhRHn8yz0v29Dy/J5yGYI74/Mc/zON/8iNIKWK5ywvw+qNnafzLp/+cxld/l6c/e5Y/28vH+eS+pYVZ5ZgdwePCCY7Q9xv1phE64ATDaAtFueMBM8bqeah2jKX052l0gP3B7prXk7t8yRVjnkX0m7yHv3qRjwrfff1PafxXv/wlpPNtGp93sFaOiE8+ygeXn/xZ3se3P8jjZ5dnabyhaoO2sYVONtCCMCJ6nN8fngmKAVc+1GePacnSwtMt8/7UjIU1K4xVHWRBrW7E5pgnNF/kgwLVz1DYitNnuIOGPLBvFla6VUpzLN3UQ9PmY/vZSd5GT/JhFLcwC26IsYX6hamuMLas0viqyW9q1eZtHY8iZoXde551TGu42QU8NOzdmw7aKJVrB/GW14AnWzh4wsfOP8DjB7oluJ4erbgihjXNRF8qbXTuudoV6IKmG/jCsjD0XcCyFVoQ1hllAdWIe88dFMYOK55RV5vBBmJzizOjY4fnZ3R9YZ0wTvDbRtUdfTiG3UUaf/OW94Bvob+O8/yDZpb3wO0inz9OYZ3wCO6H+vc+3dl/BCgtS49pPwPqf8M4zt929goHxtt8iRy2nHGPfg//9cYA90pz+8NQqv/a35yOE0xP+Jh0nnK7k/I8MXrvoe4XS06/fpxgE6S1mud3O8IhfAMdEI9ZYVNPU2lpbTjB4qId89wnOB/Am4UDKfiZ697P+Q96SJQkSZIkSZIkSZIkSZJ0d3w5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOYnbTC9td/h7TWTxK45vldZ7O9qY5/p6Rbgrim/wL620e7/s8maHL47tVHp8vBrihiGgKn1WYKHmsymVdBs0aP1pf5PEzKI9mBwlBueIjLCAO9YaFFBFxmYe30Gba1byQ2P1FRTDCB3j9rXJvbvWtQyk1h/pv0bPt55kp193tHmJPaKClDkuthjr+bTy892prW9YpxGmmKU32NMTC0B4ruKklxPNVQgTNNk/hC7NCP2gg73N48GeP8vb45DRPqG3y69suj3/6KC/VH5/ynNwO+QO+G8/T+NW7PK3uJE9/fpVfP3b5ZD1Cqykt4+gzapdL/OR+qx3xG2i7NCeX594bL93/AMhlgsUVrGP7Ke8D/WVp/ZTnvYWx/VW8TeMvvvh1Gv/P/8v/msb/5v/z/03jX3z5uzQ+b3mu+Td/9fM0/j9t/uf8ekhq+uxHaXzZ56N8AyuFEeI91ef3uUM8H79utya8J6j838uSlTLJy792PbC3ernF0oq+QmPbvlBZlB6hg6HzzlaUNDEUy47ulr50pxuI26Nxq80rcQnTTQcNpefjjoDjoujmeWJDT/VI+x5aFedrsQnWSQ2mH9FQD6GF+gwemtoozY1Tfv0E8aa0waXlIaQVExw8tTBnwiPjrvcWcwXtTeh47kh7a0RwuVERDPCFGTRrLMuIWMJw0VUWaO15GN3S2SJ/uKGwphw7yAX2hlOfX09jHiRzC6U1Ze1ZT915G5UenWMQamMRNAqL7Pq8xC7e5fu2iIh313DuPs/nxhlM8OM8n8j7y3yd0J/nBySni7xBrFoedGYHPu+u/fmLbAsdH6bGmN1mstuL2vN3/gZV3TQd57nTXt2qerFA6/KorWJKfq9NFHeye0l9hCZHbbT8bPv6XaY2Xqu04Djmle7N0XJvCXGudjpPLZVj7UlS7bhI7bA2HX6GAT4bGsgbOhQsx2Pq83sd4PyBethtZpQJ9uJN7RqaquFIfyo90tuWJEmSJEmSJEmSJEmSdN/5cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkH4ctJkiRJkiRJkiRJkiRJkg7Cl5MkSZIkSZIkSZIkSZIkHYQvJ0mSJEmSJEmSJEmSJEk6iNlNL1zOTtP4ef8kjb988iZPaLPJ400h89kKvtPl8eV1Gm7XYxq/vsqTGfs8Pp9D/HEej4iIR4XPUnmBNAFlEeeV6edlUWoSqwUUyFCZBb0St6u8nvKFZhEREds8PK4hvrpxF7lXqOjfD+jMpT5+QNSsyuhmj6c9UDegblNvP++2toV2MU57yeIo5LNWxBnEqV1TccLMGxHcJvJZP2IL9bLt85SGyOeOBnKe1nnOU6H7XVABwr2umrwEr77L40so2NXpIo0/O8vXQC8L3eZyky9GNlfv0viL775N4zt45isYv765ylvH200+MZ6cfpxnEBHR5XlsoMGuT2Bdcc/RXdO4S0PZeKvJel+TKdxtk7fp+kUdD+Bz/A482/VFGv7qyy/T+K9+9Y9p/G9/8Ys0/o//+Os0vpzzoDO2+fN99ic/SOM/+EkeP/s4b00tVQ+U3VQob0Z1mtfDMU/JDTU5iL+fJWueeTvPK7+lZ4AB9n3sBWi+OTSqn660B9wbqDfotBP1p7F2A/2HPntI8rGXSqyFzcQpLGSXz/jcZP0RrGVf5AvNC1hgT3C2EDtYQeCgk9f5NBYa+1XeMacRzpdoqltBB29hUdflh2TNdX59cfiA8zbU5fXW1Y5RVBa08VpyUhPk3cFYPtDy64hN0K4XUM5LKE86l42ImKBuGhguB6oXSH9Tuf5dQsueL7hRT/DZZpc/3HWfj0czalvVB0DUcUodKi+nFkp2AYNe7Sk1xemR4bii+B3lJph7F3NeRS+2tMfIS79f5/HtdR7fwAB7fXWZxi9gzf3JEzqFi1jO88F6Dj8UUWnsoMHRHFG7ORkmbtG7IU9sNnsvC+nE/jYUfIZ8Rz9IPFRNZXnWTiu4R6c2Wrof3DlCnBYdNEPl8RHWJyMsB27X+2gWrLtXjtM4cswnQwcGRYnnUe/Fvs4Q3sNZBGyg+gnWmXCo3kAT3cHciOcMEC+hEcdek/M/J0mSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSDmN30wgZeY1rFKo0/X3yUxl8+/S1kUMi7yW9zii18Ib9+scivP4Fnu9jl8YHudQ3xiIhHhc9SE8Tz8ub3zIbKfM/wk9nZm/yDd/CFDgpqC8828l2loH6KqFj7vPxmsbxFJg8IlVehv+4LtejaZvKhurtyymuu6/KrR2pjEdFAO5seYCO4gPgC4j3E5xDf4DcizqFDX8H8McHg28dVGh8g7/M4yW9ol8cXOx54aLxY57cU30B8gLZFi6XHm3xdsXj2Ko1vRq6H12/yyfTVy7x1vPg6T+dbyOI15Lvd5vU8DlCqC146LqCKOvhKofvfa3TfFK9diZXQWDqHMh4g8x7a+jTeeGtQVPrrB3qGJbSfN4t8JJzP8zVaM8vXyovVkzTezk/z+ArGqIg4efQsja9O8gX/YpXnQZ1jOc8LYw7bgA2Mj7s1r2NHaLFzWL9P+2zID05pYQy9Ab7StnD9lA/uD3BJ9Ift9c+rqO4ok7zPjiOls89NE9X2sc6m4CQv47N8CI/nn+Sr308+/iyNnz56illfrPN13eqTt2n8i69fpvGXv9uk8WkHE+CUXz9EHu9whxAxTfnc1UzQTmDdONHmZAXptHA2B5u9ptA3uEXDJydQrnS0NcKE1kI6A+Q74xGYaojWa1dQfMdgBsNlC0uQORQOlc1YmOg2UDXXU16g27jMv7DNr+86WIN2j/P4LG9DJyfc3mn62EEzbaCZ0vko5cz9jBojZRzRwWfUD2rP+qBYg4Y12tP3hemSd+nKzNt8rlku83krIuKsyUt5vc0rbNrlbbGBvUrXwm9BMLgslnkL3eKaLqKBfjaDg7gNnLVcb/KymMHesJvBvg32jC0NzBGxpd9k7gyPLfvj/2a4Uzi40xeoD9KJd/FH5TTcwiw4TnRT+fUDrOF3tHSE9j4V2mhDMzb9WE+TI5YT9UEqC0qndGBEs+zDOs1Y7G2ooR+9S2cLdSs+Kvm7HC17uKsJ1ukL2LtRD9hC36Dr7+Nv0w1tBKqfjcbTiAnymKZr+gam9Yc4O0uSJEmSJEmSJEmSJEk6CF9OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSDmN30wu1uB59MaXQJ7z2dnT9N4+txjXlP0yaP93BP8yaPn+ThU8h6gPij0zweS4jfCtxsUOZjVbyLVRqfYb4RfZs/4PAE8p6GPL6Bette5/EVvEO3hXQu83BEREDTWLZ5Vzh5YO/vweNDL44Yp7xuW/pCRES7nzKjFq2boSqaoGSb6rZOOeStbIDhQN/LZ7kImnnzETxijunzHLuFyWsNbaXFul9A3l0an8MSZAltaAu5RvDMuBvzZ3gHebQ4Sua2MN/MXlyk8Ystj2xX1/kc+O2r/PqLPo9/C+lTzo+ffprGZz3Uc6GIKI/SlHGMmsrJlBbbmA515Ijo8u4Uc8hkAfdEYzKuJul6iOOzBT9DB8/d9Y/T+I9+/KM0/h//41+n8bbJ57nPf/yDNH7+OM83IuLf/fv/kMZ//td53s8//WEaP5ud5fEneYV2M6joq3y22Gx58h3GvJI6WA7AcHoUpvrhbJ+5QxjWS1RnTe1IWrvqL5XGQxvFfx+tf2vjuJvaU7yUx8Ny+iiPf/Zpvs78i5//WX795/kccfb0E8z7GlbkL7/4bRpfdXl//bvX36Txt5fQz4Z8YpxwxX8LkHXtiIDjKaV/ln9AR0UREQFrXFxQLfNyapb0hboVKxyJxGnhUOR0lT/Ebgc7Glp3H4ERbr2rfKQ1bHyv821VRES8Hl/nH3yX74jevvouzwP2YSerfC04fP48jXfxp3k6J7Tbj5gvYM3Xwl6czjShuXfQn+h0YNzj6oi6MnV/6pm0b6nt4aUno7ToGT50s3n+28EnH/NvCiebfPzbwO9N19d5K51gT0cT0XyebzIXsIGezfhstG3ztKjNbUeY32Fi2UJjH9b5GHX2KC/v03m+ZoqImHEVPWAeSNfvbSLqR1M6EKs9SMjb76LJ47NF4QCtzfvg1TWdttfNXO2Up9/AHmGAdErzUwNn6nSeEHQ9znQUh/qkhch4mxmzdNJ/fLg3UV3VrmRKfamun9Wv9u5ur0Ij+BYOpPk30Tp3eQRKe2s6Fhxrf+8tNAD63W+EHyumP6IfP6w3LyRJkiRJkiRJkiRJkiTdG76cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkHMbvphVfTRRrfxTaNX8e7NL4Zr9L4sNlx5nN4h4perZo4qTSZ8zz+ZEn3A/FFU8il7qaa6NP4cyjvvHYidpDOJ1B4J/MV39QuL5B3cE+v4a763ZinvxnyeANxSKYIquh8kZfHKrpbZHL36K5ns/w5N31emG17d+8vUm+q7N63M0EuTamP3zPwDNOUP0NTXdVHVBZHIB+pIzYQP4H41ZTPpZtdoecs8s9amCe6yOeJM1hSwAgeV/B0LQzu11hKEe8if+4ltNMB7rWH+CmUxRaKtX+dx593/Az9Jk/sEua6fJXF6wGaMht45hWsEAurtcJahPI+UjDJ0tyLy0MadwtLDxqr513+pR7m9xih8cLlW6jE28zJDbSt5SL/4OQ07zfDp3+Wxv/9Il+vnjx6lsb/4uXrNH7+GDYIEfFnf5Ln/fyHP07jK6if80enaXwOZbEb8wrajnkFjYVO1kI7G6ANwPLhKECxYT8Yhzw+X91mXVy3YRknyAMroHavAuvAjja4EdNAc1ft6L6vVfxtGiN9p7ZcqSzo2bDxVaUSEdFQUg/sz82ePM7jn330JI3/+Iefp/Gf/OznafyHP/0J5j2DsfRXj/Oxen11ncbfvsxXRMMmPwu7epP3vxk1iGJDKXxWoXrMb+Cm2vobauAcbqJhCgpq2ubnVNSZ5l1+rzSHTDM+TqW9xhrOwqZdaYV9v9HRCa4p824QV7DYvIqXmPd3/+1XafzXv8zjv/3yyzyPy7dp/NGjR2n8Zz/7WRr/q/853/mezP8ijUdEPHq2TuNLOItrl3l8hHa9g2baQve4GGn+4/UMNYEdfqdu4qLzBF5t0B3xeER3RPEjXhZX2eeK7my5SOMLiM9Pz9I4bWNpLFp0eTukEbwrnPvu4MkbKKkF/MQyn8OENuatfQOTcgvXN4Ua6j6Y1vv7+Bzu4aHFEsRLvwz3VG7QhqjvTDSK0wibn3iPsBAcRn6IkQYGOgyBvQCdzl9s82e7hqKDn9dj1lEZRXRt/tlsnmeybPNymkc+1mIjoKFihAUEztalxHIPr8fWribwl91CHrTmytv0Q5gJSi3u6NHvt/CjQIObd9g3TNzLaE1zm/X1H/LAjrIkSZIkSZIkSZIkSZIk3Re+nCRJkiRJkiRJkiRJkiTpIHw5SZIkSZIkSZIkSZIkSdJB+HKSJEmSJEmSJEmSJEmSpIPw5SRJkiRJkiRJkiRJkiRJBzG76YUn8B4TJfAmNmm8X+/yL0A4IiLaKY8vloUvZRpIB55iMUI6fRotvenVRp5WG0MaP4WSPY8ujS/g2Rq4/vnJ4zQ+7/gprnZ5Ja3jVRrvX+Xx+A7q8y1knD9CxBOI59XzPXi82WwBl88Lid1f7QzaOhR9B5cPcP37cIdZx7TbpvFmBg2ohQKkMQcb9R41ed54q3vSQhFNUKHFer7LRvCe0ci7hjK4gnpc7/IvrCmhiDiFObCDu7rClHL5aiBiE/kc/hq+sZ0uMY+zJn+GU8iDnm1X+cwriK/hC7sZL3bevsvjW6g6ajM0uuSrDU4nHwXLoxelRWvFAw9HB0NzJo2vI8RhmI6Jlp8F4y6v4R4qsnpMpsrCm+Xa3ezyzxZD/gy0pjldQGt8+qM0/PN/d57fz3U+5szm/Ayn5x+l8cUM1ukwzrbzPH69y8v1er1O4+t1XnalPraFQYH6cXPEf9JC7brvYX9Gi5nqHG6D8saagXjdqF8cd7D/0z3Vlgfttyid2ngEPwRtHKlAbjFAVyjOi0fcB2s8fZK3h/PTszS+OnmUxj/6/Fka/8knH2Pe83k+hrdwHvXNt6/T+Iuv8/j1Rb5A/BqaLq0nSw1lKp2r1SRF5wkd3Cx0jYa6DJ3xRcRECycczK8hDl+AMurheHGCYWKM/AwpImKc55/t6CEOO7QcFDW5gdag8LBXkW+Grr/4GvP+51//Oo3//d//bRr/5T/8Io2/fpmfXZ7CuPPiu2/T+GIFu8P/E+0aI/rxx2n8BL6yhOVvu4L9LfSDfpPHG6xRHnhof9jCxDXA3DtB/2gqz7tbuJ5WRhHcBak8KG8xakG0vDmhs8XKfOeQw23OIqgNUVrY86n5dPkHq3m+1imdtjEej+6VQgXhbxg4l35Ah8s4hkOH6ks9obLccBFa2fubfI7opzydvvQ7IO5j6/bQX73N47/74nUaf3OZn9tcwZzcFX6sOVnke6PHT/PzrY+e5x3h4yf5uLCEObmZ8rUsrxNKs2xdWzrWs2JGz197nsq/UzeQx1R86WIfsJMdPId95XyXMwQ9w2KWnxVPTd4GOhrToIltx8JevHpjevsS/ECOuCRJkiRJkiRJkiRJkiS9b76cJEmSJEmSJEmSJEmSJOkgfDlJkiRJkiRJkiRJkiRJ0kH4cpIkSZIkSZIkSZIkSZKkg/DlJEmSJEmSJEmSJEmSJEkHMbvphY9insa30afxJVy/PFmn8WHBeTdN/g7VqlnlacUAKXVw/QTX5zfVQPot5huxivy5O3W+nsAAABOqSURBVMj7FKpmAdfPo0njT7rzPJ0Oqn6gsoh4E9dp/Hqbx+NVntbwRR5/9dWLNL5o8nt9/INneb4neTgiIvLiiGbI20YLbea+G8e8jCds6x+gicuCxpzY5uPdCOXadjCw5cPje5GPFPXxFoqISnWChCheMvJQe7Sgy8Z6m8cbKLfLHWRwkc9BERHrKa/M9kk+YFIWcKsYv4Y58+32Iv/CBuaaiPj40fM0vo5lGqfFDzWtvOdzVz6F+PVbHncuIU7foKmOyru2q9H9lN5qp7ZBM+n8LgfDP0IPDzpAIeN4OebxrlBZDRQZjQkTFT40drqnFtIZqEX0kFAEFtTVBbR2eLYGnqGFLyxXTyF+m7VRngelNEz5KLLZ5WMzrde2O1iHQMb9LeZLXA8c8RKS2m8H8183u8XiZG+o0mr/pqhyZUed//sPK/Mg+QCG6+WR2jvNyqVGWtsZSuWhQxqh7Gk+mxqoK2g/15t3mHfX5Su4DSzIl8u87Z6c56u01Wm+Aj1d5ffaV+4DIiK20A0mWqRRWjSx0ELzDBKC7t2M/BAN3Gv1M2wgTunnx4tx8ijP4OSEj1OpXbZwBjFSuR6BNe4A8naNNQ+N9+KKC+ft23x/+Oq7fD/5+qu3+fWvX6bxzWme/svn+fVf//bbNP6DH32XxiMiXv4kP9d8enmWxk9gL7BY5m0Olo7R01iB9Vnos7BGoXMynmPr1tc7mNvnsNun+eX7nCkXWn89rHUC1e77WP7f+IepP6CuVTHqARHcGg79l/8NPgWV3r5K9Q4VGl/hp6sHp+4XzhJaFN1DtNejA6DC7zvUjnZQHl9+l3/hv/366zT+D3/392n8n/85v/7lRb6uWMx4FHnyKF8P/PzP/zSN/+Vf/TSND9v83PzpU7ineb7+6vAwkUfbOXz0sGbS28Bf0SDOJTbhLxeHtr8BmVrQAga8toF3PeA8ms7sx9IYUonOo7su7+MT7olhHod+1g90dkZtptRe3t8k639OkiRJkiRJkiRJkiRJknQQvpwkSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQcxu+mF7+I6jfexS+NDTPn1l3n6Q57M9zZDGp7O36TxFl65mjqIz5v8g4bieXhGH0TENsY0voD3wyaIt1Cu8GgxDts0fnWRpz9Gfn1ExEVcpPHhm6v8C9/k4Ze//ec0/uKrl2m8mfJy7cZNGj9ZnucZR0T74/yz7TpPa32Wt/v7bsqbW7TUBzChfdzNPUX9OyKigaFxnsfbrpDWPUNV2sG42cAXpsq2QeMytckIvtcttO9jbq8raEIDlNs2nxYj2nkeXz7mzGd5JjCyw2qA5/0lzI0nMHM9WjxP45fxGnKO2MBy5saLnH9FSxFqWguI9xB/W8h7XZl3admUoVGK6pPqn545IiKfSTlvWkPee/BANC4O1F/BWBjLZjD+zaHr76CIcS6ATtPSM8P9jDSpREQL35lB3iNc39P8hDnTJxSvn9tHeGwaE/pNvu6mnEdoSz22sVLjy58bvwHr8WNAa5CgPeAe0ZKFewiufqpTqtLw6L5Y5gPMCJ0T2yM8Wgtr8gE7Mz1zqSzoph7govLIffcmr6tn371O4199+21+/de/S+NTscvka9Pf/PqLNP7lVy/S+Lu3+erq8iqfDdbQvXdraIelfSyp/QpNXHRERpMyrE+m0pyyg7Tonqi/UjemDQKtmZZwO6UFG0zYI23iKteK90s+jjbQWCaqGDgXOH90ijn/4JNP0virP/lRGt/0+Q7n6bvP0/gpzH+f/eQnafyjTz9L4yfnhTNKKD+anTbQTumMhJrcluphgIQ66MwRMVTOy3NsG7kdroHyb+x4sEATDpL5MzRYQ8fpIax6alfEA9Thbls4o4AflmbLfGI5/E6j9sTrQ3W85YRLjbqfLDFe6vuH/48WlTlMtFji3zKv4Ctffp0/+W9++3Ua/8Xf/zKN/83f/CKN//Lvf53GX13k65DVChabEfHjzz9O43CUH08fPU3ji8jXU12s0viTR3nh0bHBVPihaKj86f09HNO8Z7WzLK0xjud36tuMH7gOhH48a2C/RenT1rpyz1JqnvTb2FD7w0Dtvre6jZWe4v2tCv3PSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0EL6cJEmSJEmSJEmSJEmSJOkgZje98FVcpvER3m+63kxpfNhABttC5kMe7i/genrlKr+liAE+aCEO4X6E9CMiFhB+nCc2La/zPCDzJnZ5OlAYW0jn6oIr4uqbPv/gizz89b/8Oo3/y29+k8ZfvXiVxvt1nv6r7/LrP3n2Sf6FiPiL6c/T+Mt5fn23/B2mdZ9RUyct9JmG2nptBrfQVMZL3a9aB7lQ5g8Aj19U2XWF0cA4Tm0sImKiz95D+3vfqDQnGJt2+AX44GzFmUMeUGXY1yZ4Ckgep+onkM754hl8gxczHX4jt4K7GqDRXUI8n8HLb4RTeVNzh6kRr6cyonxJ6RlOKr8Dq4p7j+bMkQq/enzlWul3UJM0X1MhQ+egMbmBoaWDZ5sKDYuGqQHutXYWqp8ialccgY0a86682R6W4z2W620mzHzvwA22dkS9/1qol30uMw7/l0DUCeHyhq7n9j4N+UaW5n3KvOvy0mgbKKV5voLoRxgshtKMRvdKNVS7s9hX+nvd0Ryl776BD3av0/B6/G9p/GLK28mPvqNDpIh2zMe57777Lo3/4z9/mca/+PrrPJ23eb4bGI4baFdTsZnAhzSR72mDO13BB3T+d1IYaWl6oq/Q3n1BZ2eQPMy963d5OtsNPVzEtM3robqcjsAilmn8xofN/2rT5d84ec47hh//aV5p7Swfez//4ed53ru80TVNPg99+vyzNP4Xf/mXaXz5LL8+ImIep2kcj7WhAe9gCuSZEcYKHI94RTN2dWvE2iN7ak28CqFBsjTe5c9A7ZjO2nU8Rlg3jiNPsg0cUtISdAbjmt63493H0ppvpH1s5bKueHllWgPc6xyHy/rZoPbqAap+Awcum22+IOt3+fUNpN+d5B+c9PmY8NHH53lCEfHpDz9K40+fP8/zhnGnm+X3NIdharHMr181+ReGwoqjxXmcGlntSfV9t7/Ty6Nxi0fG3WrleIdH85g37RlhL14cHPd1nnOsv5jUcTUtSZIkSZIkSZIkSZIk6SB8OUmSJEmSJEmSJEmSJEnSQfhykiRJkiRJkiRJkiRJkqSD8OUkSZIkSZIkSZIkSZIkSQfhy0mSJEmSJEmSJEmSJEmSDsKXkyRJkiRJkiRJkiRJkiQdxOymF15En8bHacyvv7rOE4JwDIXMFxBfQryrzOMS4vkjR0wQp2eLiJjn4S1cvjvJP3nT5fFxDQnRM7yC+AuIR8T2Zf6AX734Oo3/7svfpPFvvvwijb/8+k0af/cuz/d8eZLGd39GhRFxusi/88Pln6fxb5sNpnWvNXl4oD4A12Nbv0XeLbwK2UJ/ncH105R/sOvzsQiGqJhKz0bl8SDQg1PjoOvp3da88Ca4fho/2Ir437miD6D9YrVQvDTbQx+k0Y+SoqmXbomemR45H73L36F7GqFtbWCyvobJdAv9hnoTTcnf31OOyo+ejZZMsAzBnkxLrBZzjmjgswnKuysu/u4vHLWqhyx6fmoNERG7NNr3VMN1WQ/wDBPEO2hATeHPH0Z4PJoO6Pp6dRXUcVPnNURePQjLorpr1I4gEf6NCnsIqw9qWw00iWZGu9KI3W4/nXAYYQUxy0ucc6VP9jZYxO02QTXpUP8r5buve7rfpvxIIF7AWcuueZ3GN8M/pfHvXhZaFmwcX7/ID0m+/OKrNP6SzlQuIG/chtFoVL9OwDY30coRcqa5GuItxd9WZfs9PLOATGBYm2h+p00OFOm4LtQDbaT6PS0g7pFziM9gaTpBvN3APmz5CeZ99if5DvHnT56l8Z9cXaTxAc6YOjisWj1+ksbPTz9L4yeFNeUM2h21Llpjd9CENrABndGYsDrL0y/sAan17usoYw73SnfUw/WlvTgNLzQs7HPFobsxtnntDoXlVgcL6YkmO+7JeTrQCxpsofvcteT3OkJ/eh93tD/HO8cO0CBnHbQhaIq09ilMT9VnkfS7D+97Kk8p53nOzY7PNZaR/0b40fP8xPNq/TSN/+Qyn9+7eV4Pn//w0zQ+bPOZ6OmjR2k8IuKzz/K8/+RHP0rjn36Ur5s+/Tgf8z56kq/k5pGvB6hldPgrN3/ndj9iHCNqo6WVyXEr/txXq7L57OuXBpqTP5RzmffBU2lJkiRJkiRJkiRJkiRJB+HLSZIkSZIkSZIkSZIkSZIOwpeTJEmSJEmSJEmSJEmSJB2ELydJkiRJkiRJkiRJkiRJOghfTpIkSZIkSZIkSZIkSZJ0ELObXjj2uzTeb/N4M41pfFpSBoXMV3m4hVermimPDxtIP3+EiAXE6ZWuHuKltN7l4ek1xDfwcPQMQ5PHr4c0fPXiJSQU8e23r9L4d99+k8YvvsrTevNVns7LN3lhbDbrNH4yzytis6WKjnj79k0af/bi2zyPxceY1n02QTOBcOGDHLSq7z+D/tF1eXwGoxB1s2HIb7bt8m9MMBaVQBZHJu/jXNm1D72vdEqt6cNB7b2+9QJqDhE8f5zkYZrqKE7J0wKEWsSNFyy/h8pvgHba4t3m6J4oldIyobauqafVtiValjUxT+PXhTtt8LP8bodiw7y/ZtBIR4gP+Ji3adVQ87QmpjilDlU4VMZvM7I3dzYdQPukNfQtbLbUY6nP1P79yG3+3qQ27+Odr6n07/KJ9lXztGYdIQPaP7fF5RvMXrUFOOXpDLt8r3dcqACPc567Wxd5eJuvS958m69kNpt83//V17/AnDcwYV9dwRe+ya/fjPkXBug0M1hzNdh+eEWJ6+iJRpc8bxqjGsgBtvqxg65B10dwbxrhgwUVRwPlt4PceeMA6UO8hBY7U6lE7rf5WR5fwAHQsM0LeoSD3IkWsxGxmR6n8d2TfFxYnW7zhHBjmj/DCg6pT6B6C4+A59cL+A7N+1u4nvelUA/QsPvCPnmq7AwTjAC0Rx/g+tId1aJnoNPl410V67+bwXi8WOXzYkREAx12hNa4g3iLs2Ae5yEkv59y+6RP81yO678a5OPaZgdj/xFYLvL6utt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},
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"metadata": {},
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"output_type": "display_data",
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"jetTransient": {
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"display_id": null
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}
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}
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],
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"execution_count": 11
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},
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{
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"cell_type": "code",
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"id": "c976fed5-162c-4a70-8219-fc6c68c1fb66",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-06-02T18:58:45.847880441Z",
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"start_time": "2026-06-02T18:58:45.796959299Z"
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}
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},
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"source": [],
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"outputs": [],
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|
"execution_count": 11
|
|
},
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{
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"cell_type": "code",
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"id": "661dfc9d-e58a-4994-a5fa-c377d7f743e5",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-06-02T18:58:45.896074628Z",
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"start_time": "2026-06-02T18:58:45.850064134Z"
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}
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},
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|
"source": [],
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"outputs": [],
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|
"execution_count": 11
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|
},
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{
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"cell_type": "code",
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"id": "df88dced-1e66-4f7d-a744-0f3f4f5dd271",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-06-02T18:58:45.947024795Z",
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"start_time": "2026-06-02T18:58:45.897871299Z"
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}
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},
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"source": [],
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"outputs": [],
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"execution_count": 11
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|
}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.12.3"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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