{ "cells": [ { "cell_type": "markdown", "id": "1bde1c02", "metadata": {}, "source": [ "# Test and Analyze Model Robustness with NRTK and XAITK for the Object Detection Task\n", "\n", "## Overview\n", "This guide demonstrates how to integrate the Natural Robustness Toolkit (NRTK) with XAITK-Saliency to assess model robustness\n", "and understand why models fail. Unlike traditional robustness testing, which only measures performance degradation, this\n", "approach reveals how the features your model focuses on change under perturbation, allowing you to interpret and act on the\n", "results as they are generated.\n", "\n", "This notebook is created from [Explaining model robustness: combining saliency maps and natural robustness testing using XAITK and NRTK](https://www.spiedigitallibrary.org/conference-proceedings-of-spie/13476/3052320/Explaining-model-robustness--combining-saliency-maps-and-natural-robustness/10.1117/12.3052320.short).\n", "\n", "## What You'll Accomplish\n", "\n", "* Apply systematic perturbations and generate interpretable saliency maps.\n", "* Recognize robust vs. sensitive model behaviors as you test.\n", "* Quantify saliency changes and understand what they indicate in an object detection task. \n", "* Make informed decisions about model deployment and improvement.\n", "\n", "### Important note prior to running this notebook\n", "\n", "This notebook requires atleast 32GB of CPU RAM (and enough swap space if using linux-based systems) to run this notebook without experiencing any kernel crashes caused by memory issues.\n", "\n", "## Table of Contents\n", "\n", "* [Set Up the Environment](#set-up-the-environment)\n", "* [Define Model and Dataset](#define-model-and-dataset)\n", "* [Configure Your NRTK Perturbation Strategy](#configure-your-nrtk-perturbation-strategy)\n", " * [Gaussian Blur Perturbation](#gaussian-blur-perturbation)\n", " * [Salt Noise Perturbation](#salt-noise-perturbation)\n", "* [Evaluate Perturbed Datasets](#evaluate-perturbed-datasets)\n", " * [Compute Mean Average Precision Metric](#compute-mean-average-precision-metric)\n", " * [Generate Item Response Curves](#generate-item-response-curves)\n", "* [Generate and Evaluate Saliency Maps](#generate-and-evaluate-saliency-maps)\n", " * [Initialize D-RISE algorithm](#initialize-d-rise-algorithm)\n", " * [Compute Saliency Maps and Related Metrics](#compute-saliency-maps-and-related-metrics)\n", " * [Interpretability Analysis](#interpretability-analysis)\n", "* [Conclusion](#conclusion) " ] }, { "cell_type": "markdown", "id": "2f3f766a", "metadata": {}, "source": [ "## Set Up the Environment " ] }, { "cell_type": "code", "execution_count": 1, "id": "ee0ce7c0-d840-4d43-94a6-d6dfc00c21bd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Installing nrtk with optional dependencies...\n", "Install huggingface transformers and datasets\n", "Installing ultralytics...\n", "Installing tabulate...\n", "Installing xaitk-saliency\n", "Done!\n" ] } ], "source": [ "import sys # noqa: F401\n", "\n", "!{sys.executable} -m pip install -qU pip\n", "print(\"Installing nrtk with optional dependencies...\")\n", "!{sys.executable} -m pip install -q nrtk[pybsm,maite,tools,scikit-image,headless]\n", "print(\"Install huggingface transformers and datasets\")\n", "!{sys.executable} -m pip install -q transformers datasets\n", "print(\"Installing ultralytics...\")\n", "!{sys.executable} -m pip install -q ultralytics\n", "print(\"Installing tabulate...\")\n", "!{sys.executable} -m pip install -q tabulate\n", "print(\"Installing xaitk-saliency\")\n", "!{sys.executable} -m pip install -q xaitk_saliency\n", "print(\"Done!\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "ec5d04d3", "metadata": {}, "outputs": [], "source": [ "from __future__ import annotations # noqa: F404\n", "\n", "# Python imports\n", "import os\n", "import random\n", "import warnings\n", "from collections.abc import Sequence\n", "\n", "# 3rd party imports\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "# Seed setting for reproducibility\n", "seed = 123\n", "os.environ[\"PYTHONHASHSEED\"] = str(seed)\n", "random.seed(seed)\n", "np.random.default_rng(seed)\n", "torch.manual_seed(seed)\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = \"jpeg\" # Use JPEG format for inline visualizations\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "id": "da55d564", "metadata": {}, "source": [ "## Define Model and Dataset\n", "\n", "The NRTK-XAITK workflow depends on [HuggingFace](https://huggingface.co/) (HF) to download the required model. To align the dataset/model to the Object Detection evaluation workflow, we need to adapt the HF model to be compliant with [MAITE](https://github.com/mit-ll-ai-technology/maite) protocols. In the section below, we define the HuggingFace-MAITE adapters for the [VisDrone](https://github.com/VisDrone/VisDrone-Dataset) dataset and HF pretrained-model for the Object Detection task.\n", "\n", "**Note**: Make sure to set the local, absolute paths to the ``images`` and ``annotations`` subfolders from the VisDrone dataset split in the cell below." ] }, { "cell_type": "code", "execution_count": 3, "id": "97b60bb9-0628-4956-a4fd-cd72312cad3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of images: 26\n" ] } ], "source": [ "from nrtk.utils.interop.object_detection.dataset import (\n", " VisDroneObjectDetectionDataset,\n", " stratified_sample_dataset,\n", ")\n", "from nrtk.utils.interop.object_detection.model import MaiteYOLODetector\n", "\n", "# Check if CUDA is available and set the device accordingly\n", "CUDA_AVAILABLE = torch.cuda.is_available()\n", "device = \"cuda\" if CUDA_AVAILABLE else \"cpu\"\n", "\n", "# Make sure to set the local paths to the VisDrone dataset here\n", "VISDRONE_DIR = \"/path/to/visdrone\"\n", "IMAGES_DIR = VISDRONE_DIR + \"/images\"\n", "ANNOTATIONS_DIR = VISDRONE_DIR + \"/annotations\"\n", "\n", "# Create a isDroneObjectDetectionDataset instance\n", "# This will wrap the VisDrone dataset to comply with the MAITE Dataset protocol\n", "maite_dataset = VisDroneObjectDetectionDataset(\n", " images_dir=IMAGES_DIR,\n", " annotations_dir=ANNOTATIONS_DIR,\n", ")\n", "maite_dataset = stratified_sample_dataset(maite_dataset, 25)\n", "print(f\"Number of images: {len(maite_dataset)}\")\n", "example_img_id = 15" ] }, { "cell_type": "code", "execution_count": 4, "id": "c71d1b50", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ultralytics 8.3.85 🚀 Python-3.10.12 torch-2.8.0+cu128 CUDA:0 (Quadro T2000, 3719MiB)\n", "Setup complete ✅ (16 CPUs, 62.4 GB RAM, 592.7/914.7 GB disk)\n", "Downloading model...\n" ] } ], "source": [ "import urllib\n", "\n", "import ultralytics\n", "\n", "# Create a JATICDetector instance\n", "# This will wrap a YOLO model to comply with the MAITE Object Detection protocol\n", "ultralytics.checks()\n", "print(\"Downloading model...\")\n", "model_path = \"./yolo11l-visdrone.pt\"\n", "_ = urllib.request.urlretrieve(\n", " \"https://huggingface.co/erbayat/yolov11l-visdrone/resolve/main/yolo11l-visdrone.pt?download=true\",\n", " model_path,\n", ")\n", "\n", "model = ultralytics.YOLO(model_path)\n", "\n", "# set model parameters\n", "model.overrides[\"conf\"] = 0.25 # NMS confidence threshold\n", "model.overrides[\"iou\"] = 0.5 # NMS IoU threshold\n", "model.overrides[\"agnostic_nms\"] = False # NMS class-agnostic\n", "model.overrides[\"max_det\"] = 1000 # maximum number of detections per image\n", "maite_detector = MaiteYOLODetector(model=model)" ] }, { "cell_type": "markdown", "id": "1edcf458-fd3b-4244-9a3a-425f8f760fc1", "metadata": {}, "source": [ "## Configure Your NRTK Perturbation Strategy\n", "\n", "### Gaussian Blur Perturbation\n", "\n", "To perturb the input dataset with the Gaussian Blur operation, we set up a sequence of perturber configurations using the GaussianBlurPerturber that ranges across five blur kernel sizes (ksize). Each perturber configuration is applied to the entire dataset to create five new perturbed datasets." ] }, { "cell_type": "code", "execution_count": 5, "id": "b5a1551f-d215-4e8a-8b22-2d0e9b319e3b", "metadata": {}, "outputs": [], "source": [ "import math\n", "\n", "from nrtk.impls.perturb_image.generic.cv2.blur import GaussianBlurPerturber\n", "\n", "# Parameters for Gaussian blur perturbation sweep\n", "SWEEP_LOW = 1 # minimum kernel size\n", "SWEEP_HIGH = 41 # maximum kernel size\n", "SWEEP_COUNT = 5 # number of values to sample\n", "\n", "# Generate list of odd kernel sizes for Gaussian blur\n", "blur_perturbation_values = np.linspace(\n", " SWEEP_LOW,\n", " SWEEP_HIGH,\n", " SWEEP_COUNT,\n", " endpoint=True,\n", ")\n", "blur_augmentations = []\n", "for p in blur_perturbation_values:\n", " p = int(round(p))\n", " # Gaussian blur requires odd kernel sizes to maintain\n", " # symmetric padding along the edges to preserve dimensionality.\n", " p = int(math.floor(p))\n", " if p % 2 == 0:\n", " p += 1\n", " blur_augmentations.append(GaussianBlurPerturber(ksize=p))" ] }, { "cell_type": "markdown", "id": "73a1d353-83fb-4916-bd9e-e93deade344c", "metadata": {}, "source": [ "### Gaussian perturbation example\n", "\n", "To understand each perturber's setting, we visualize a sample image from each dataset." ] }, { "cell_type": "code", "execution_count": 6, "id": "27911853-8c5a-4d8a-bdd5-fa7d6702b320", "metadata": {}, "outputs": [ { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the perturbations on a sample image\n", "img = maite_dataset[example_img_id][0].transpose(1, 2, 0)\n", "\n", "fig, ax = plt.subplots(3, 2, figsize=(10, 8))\n", "for idx, p in enumerate(blur_perturbation_values):\n", " ax[idx // 2, idx % 2].set_title(f\"Blur kernel size: {p}\")\n", " ax[idx // 2, idx % 2].imshow(blur_augmentations[idx](img)[0])\n", " _ = ax[idx // 2, idx % 2].axis(\"off\")\n", "fig.delaxes(ax[2, 1])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "51618122-2dce-4261-93db-f5bba136af32", "metadata": {}, "source": [ "### Salt Noise Perturbation\n", "\n", "To apply salt noise to the input dataset, we set up a sequence of perturber configurations using the SaltNoisePerturber that ranges across five salt noise amount values. Each perturber configuration is applied on the entire dataset to create five new perturbed datasets." ] }, { "cell_type": "code", "execution_count": 7, "id": "233970c9-1910-42d5-ae9c-de56e1caeeb5", "metadata": {}, "outputs": [], "source": [ "from nrtk.impls.perturb_image.generic.skimage.random_noise import SaltNoisePerturber\n", "\n", "# Parameters for salt noise perturbation sweep\n", "SWEEP_LOW = 0.0 # minimum salt noise amount\n", "SWEEP_HIGH = 0.50 # maximum salt noise amount\n", "SWEEP_COUNT = 5 # number of values to sample\n", "\n", "# Generate augmentations using salt noise with increasing intensity\n", "noise_perturbation_values = np.linspace(\n", " SWEEP_LOW,\n", " SWEEP_HIGH,\n", " SWEEP_COUNT,\n", " endpoint=True,\n", ")\n", "salt_augmentations = [SaltNoisePerturber(amount=p) for p in noise_perturbation_values]" ] }, { "cell_type": "markdown", "id": "50b8fc27-8f7d-4627-b695-d4ac201fda60", "metadata": {}, "source": [ "### Salt noise perturbation example\n", "\n", "To understand each perturber's setting, we visualize a sample image from each dataset." ] }, { "cell_type": "code", "execution_count": 8, "id": "43bb42f6-e30f-4ed7-bdb2-29e704094641", "metadata": {}, "outputs": [ { "data": { "image/jpeg": "/9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAMWA4cDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAorn/F/iCfw9plq9pBFNeXt5FZW4ncpEryHAZyOdowenJ6d6k0YeKUvHXXH0eW1MZKPYpKjh8jgq5YEYzznt0oA3KK5yx8d+GtS1KLT7bUg1xMSIQ8EiJKR1COyhWP0JrD1bxpd6FdeOLmdvPt9Ihtns4PKyA7xEkEqM4LYyTwPYUAd/RWR4d8RWXiTThdWZm+UKJBLbSRYYgHA3qMj3GRVXVPHHh3Rr+exvtQMd3AqPJCkEkj7WBIICqcj5TnGcd8ZFAHQ0VkXHinQ7XQItdm1KFdMmCmKcEkSbugUDkk+gGfaqsXinSda0DVLvStWEf2SF/NmaBt9qQpIZomAbjrgjnFAHQ0Vzcni/RtG0rSm1PVjPNd2ySRvHau0lwNoJk8pFJUHOemBnFW7jxZodrocOsz36JYzkLE5Rt0jHI2qmNxbg8AZ4NAGzRWZoviDSvENvJPpd2J1ify5FKMjxt6MjAMp+oputeJNK8PLCdSuHiM+7y0jheVnxjOFRSeMjt3oA1aKxP8AhLtB/wCEcbxCNRjbSlIVrhVY7SWCYKgbgdxAII471Ui+IXhSY3CprEeYEEjAxuC6ltoMeV/eAkgApnJI9aAOmorIsPFGi6nos+sWuoRGwgLiaaQGPyiv3g4YAqR6ECodE8ZaB4iunttL1AS3Cx+b5TxPEzJnG5Q6gsvuMigDdorHPinRh4ak8RG8/wCJVGHZ7jyn4CsUb5cbuGBHSotX8ZaBoWof2fqN/wCVeeSs4gWGSR2QllBUKp3HKtwMkYz0oA3aK4zxD8Q9N0rw9petWEgvbS/vIoEdIpGGwvtc4VSQw5+U8kjGM8Vv2fiLSr63s5orryxeuyWyXEbQvKy5yAjgNngnp05oA1KKpavqcGi6Ne6pc58i0geeTHUhQSQPfiuSs/FHiWzudEuPEFnpsen6zKsEa2pfzbSR1LRq5Y4fONpIC4PrQB3VFZ+vaxB4f0C/1e5BaGzgaZlXq2BnA9yePxrmbPxH4l0/U9GTxJaaalprDmGI2e8PazFC6xyFiQ+QrDIxyOmKAO2ooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiqup3yaZpV5qEqs8drA8zKvUhVLED34oAtUVxug6j4z1i203VmXQF068WOZrdDKZY4mweJM7WYA9NoGe9aOq+OPDuiX0lnqGoGGaLb5uIJGSPIBG91UqvBB5I60AdDRXMazrVza+L/DFrbXI+w3y3TTqqhhIEiDKQcE9Tnjr71V8GeP7LxYZ4BHNFdJcToi/ZZlQxo5CsXZQoYjBK5yOmKAOxorK1nxJpHh42w1a9S1+0sywllYhiqliMgHBwOM9TwMk4pukeJ9G1yzubqwvleK1YrceYjRNCQM/MrgFRjnJFAGvRXPaR448Oa9frZadqay3DqXjRonj81R1KFlAcD1XNR2viOw0/T9Xv9T15Li2ttRkgLtbmL7OcgCAADMhBPUZJzQB0tFY2m+KtF1azuru1vCILQbrhriJ4PKGCcsJApAwDz7VFo/jTw9r179j07UBJcFDIsbwyRGRB/Em9RvHuuaAN6iquo6jaaTYS319MIbaIDe5BOMkAcDkkkgcetUNE8VaL4ilni0y882aAAywyRPFIoPQ7XAOD64xQBs0Vytr8SPCN5LaxwazGTcsEiZopFTceilioCsccKxBPHqKv6P4u0LX76ay0y/We4iQSshjdNyE43ruA3Ln+JcigDbornF8e+GH1gaWurRm6M32cfI/lmX+55mNm7tjOc1r2+q2V1qd5p0M267shG1xHtI2BwSvJGDkA9CaALlFYM3jTw9b6RbatPqSRWFzcNaxTvG4UyKXDA5HGDG/JwOOvIqBPHOiXejarf6fdNOdNjLzRG3lV1JBK5QqGwcdQMdaAOlorlPDHjzS9e8MpqtxL9jMVtHNeGaGSKKIsOzuoVhnPIJ7etdUrK6hlIKkZBHcUALRXn934w8RzW+s61pNjp0mi6RPLE8Uxf7RdCH/WsjA7VwQwAIOdvbNdzZ3cN/Y295btuhuI1ljb1VhkfoaAJ6K41te8S2fxB07R7+HShpeoi6a3MHmNOFiCkFicKCdw4AP1rW1n/hKGvETQ/wCyI7YR5eW+EjsXyflCoRgYxyT36UAblFef3fjzUIvhtq+uraWsOq6XcPZzROWkg81JRGxBBUlcHI6fpWz4U1XUtWknln13w5qlqg2g6QjZR8/xEyuMYzxxQB09FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBheLptAj0Jo/EsKy6ZO4jkDwtIqnkgnaCVHH3uxxyK4TwxcWlp40+z+B7291HQhYSvdwPNJLbwzAjyhG75wx5BAJ4+lesUUAeD3fiK51q18NT3XiW5vNSOr2Ul1pcdikUVi/mqCGOzeuCdoy2Wz3Ga6bW7ea7n+KsFvG0kz6fbhEUZLH7M3AHc16lRQBheE9d0vXdCt30y9iuRBFHHLsPMb7R8rDsfasfRIkPxb8VylAZFsbFVbHIB80kfoPyrtaKAPGNPK6f4f8KavcxO+j6XruoG6CIWEIaSdI5CB/CrEc9s1pXF5b+INW8Za9pBMmkjw6bR7pVKpcTgSNlSfvbVIGffFeq0UAeU3Nxo+n6f4Zv38UP4f1ldEhiSV7cSxTQlVO1gwwTuXOAQ35iqmq3+s6pZeC/FGrXF1o8MP2tLu7tLUN5BfCxSmORW2q6qeSPl39ea9hooA4XwLFpdzrOr6tYeJbrXbieOGO4mkhRI/l37MFEVWOCc4yQMZ7UeOPEF3pet6XZvrJ0LSriGV5dSFuspMqldsQLAqmQWOSOcYFd1RQB4QW+1fC3x4JJ7i6jk1yM+bdRCJ5QzW3zFAFA3DnoOvrXoHiC2hPxV8EsYkyltqG046YSIDH5n867eigDx/XbK4vLf4iwWts9wseqWVxJbRrkyoqQvIAO5KqeO9bX9t6b4v+Ifhi58PSm7i01LmS9uEjZViR49ixsSB8xbB29RtzXo1FAHhep6/Y6b8Gda8LTtJ/bdsbmKWzETblBuGYSHjGzaQd2cHoOa7+OJG+N1xKUBdPDkQViOQDcyZ/kK7WigDxy6/ceEdUuCrC2sfGhuJSqkiOJbpSzYHYZJr0I+IPDGozaJcCa1vGvJ5E02dYvM/eKp37WwdpwGGePSuhooAwvGmlz614J1rTbUZuLmzkSJf7z7TgficCuMuPENn4z/4RLStL8x7631C3vL+ExMps1hBZhJkfKd2FA754r1CigDjfGLw+LfCHivQdKdptQtYfKki2EfvNokVQTwcjHT1rIvPEVj461bwrZaOZJZrW/TUb9TGy/ZFjjcbJMjhizBQPr2r0migAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACoLyaK2sbiedGeKONndVQuSoGSAo6nHbvU9FAHil7J4WtL6wm+HN9cxa1LexbtOsnl8mSMsPM82JvlRQuT0XGK0fFPiO7m1LxJpl/4gudLMIMVlpdrYpI99GYgd250bcGYsvGAuOfWvWqKAPLNCZnf4TsxJP9mTcn/r1StX4darY276t4fmuUj1aPVb2U2j8P5ZlLBwD1Ugg59676igDivF8STeOfAqyIGUX1wwBGeRbuQfwIBrn/ABRp15qWq/EWx01Ga6uNGsyqJ1kI87j3JUba9VooA8wute0nxdq3g6z8OBnubC+W6uFWFl+xQLEysj5Hykkqu3viq6JpD6F4ibWNRn02OLxXNLb3kKljBMu1kY/KRjg/eGOfpXq9FAHj1/qGu+LfA3irTba8/tqC1Ns9rqNra+UbtQ4eWMLyrMqrjjg7sYrQ0SbRtd8U6LMPHOoave2bvLBavZxxmMmNgwk2RKU+XIwxHOB1xXqNFAHN+OtWv9F8Ly3mnkRyCaJJLgwmX7NEzgPLsH3tqknFcV4Wv1vvi1BLB4gutchbRZl+2S28cSEiaM7UKIobGcnrjOM9a9ZooA8UFpbt+zXaRtChVp4GYY6lr5QT+IJrtdcQj4p+GhCRG76bfpuA7Dysfka7aigDw46hZyfCOLwJHDIPFQK2v9n+U3mJOJQTLnGNvV9+cY712Da3YeFfiRr76zM1umpWto9m3lswnMYkV1XaDlgSPl68ivQaKAPFtMC3fgP4ftNCQH8VyOY5Byp827OD7g/yrrdRheX4matDCuZJvDAG0fxN50gH867yigDznwl4k8Mt8KreDUp7eeDS9Nhj1S1liMhhwoUq8ZBPVTxjtXocLRtBG0QAjKgrgY4xxxT6KAPJI9ctvDXhbxL4Vu1l/tp7i8WxtBExe8WdmaJkwMEHfg+mDmu60W6tdBtPD/ha6m/4mX9nqsaBSQwhRVc7unpXQ0UAeX+KfGnhu0+KHhs3GsW0Y05L6K73Mf3LMsYUN9SD+VaXj3x7baM9lotpqVtY3+px+YL64OI7WA8GXn7zHBCr68ngc99RQBxmkah4L0vwIptb23vNCtpBFNOQZw0pYMWkwDlizBiccZzxWVpN3pWt/FC01LwqiPZwafNHqV3bxFYZSWTykzgBmBDH2FekUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXzz8TYWt/iTqT4GJ4oZM/SML/7LX0NXgPxXG7xjNOBkpIsDc9jDGy/+zV1YRXm/QyqTcZQ7N2f3P9bHIX4aTS7CbjKF4D7YO4f+h1keJ0MlvYXOc+ZbBScfxI5X+RFbJV5dFu1wP3UqSAZ7EFT+u2s3U4zceGImPWC6ZOD2dOP1WtbWm13Rxv3bf3ZP8df1RybSEwqnPByR2p1tOYbqKXGdjhsfQ1WYkd6QMc1y7M9E6DxPHjUI5QOHjH6Vh1v60TPpWn3PXK7SffH/ANasHvV1PiBCUUd/ajFZsYClFFAqQHUopBS1IWHDrVrT32ahbt6SKf1qoM+lTW+RPGwB4YGk9hpF7VCU8QzkcfvQf5Ve8MEjW7FQRgXRHT12/wCFVtUEB8Qzi4Z1Q7SGTHBwOT6j2qXRSkOuxANlY71QDntk/wCFdeF2OXFq8Zeht6YXFlfqMZVo2/8AHsf1q/rmf7InztOLsnB46xj/AAqlYqVGrx5wVUY/CRasa2SdHvPmyRNGenqhH9KustvmSndt+a/JHLoQJQf3YOc8Z9RXT+JRixibcMC4kH3QeyGuRVuevHOB+Vdbr+yTTo+W4uX6DP8ADGawS3Naujj6/ozI0VlGqRjdxhv4QP4WpNf1KKW+kNvlgDy4brwKoQSNakyKNxVTxnnkN/jWUJjkg/rUrRFSV5JmumuXYtxAsgEYxlcdev8A8Ua0dN1OFLG9ik2hnT5feuVLnOOlPjk2nrQp2dyJQurHZ2E0T6dqUkMflgRjjOexzUVq7/2BOwzkygEAfSsaw1AW0U6YO2VNpAPTmtiFz/wjrt1zcAevb/61axakZO6v6r8zobosNDTBIbyE5/4GKSFT9ssSTwIR/M0t0rvo6KmS3lLnH+9WbNeyCeMReWHjQJ85/H+tU0k0RBN81u7/ACLtoFVbEs3AZ8/+O1Su2ZLeFYmKkoozjP8AEauwiNEt97q4w+0qeOnP9KzbyaGW7sbYlU3Mg6f7R/pVJaFfb/rzL2g2p1LVNt1cCASkKHbAGO5rXv8Aw5DP4nOn21/AtvCpLXMr7VAwM/z6Vw1lqkcN7bm4QtHFJ8zIc5UnnArrftVnq0jwWtosUcUjyCQyEyMrH5UI55raMYSjZbmcpqnU55P3SZre08L6hHOlzFdBSDG5X5W98Vn+JFmutcutRi8uVLiHerRggKW7AHn1qS60EXEVpczXDI6gYR1yDgH1I9M/jUU+mMbp7v7fFsMfMW0/wr7E+lVTpNKzOfEYuLmnTMjTL37JIjPK6uh6I3IH9OtWpbiW8uB9ljd0HAVQSUI45rBuEJvI5YsuJeh9fautbw1Jpdva30eoee8zDdHHuUKMZ5yBnrU83L7pXs1UkpNnX+Chpmlq1zqas96rAoFPCfSrPiWeLVoZtXS6lQJII1jK5+X1xnmqmlaYB4Zur14I225CsZ9uOPTHPX1riZNQb7VcboFVUXAIzk/jUU7czkzsgklZFLUJJbO8a5ZlbziXBRcDOav6FqLxanbXV0vyq27v74x+dY908l/byfvV3Q5dEyORznHr0FUVvfs0HmPK/nspCADge9bwdndnJiKMmny9TsNTk0281ZJZw87lg0yPLlpOTnB7dhXL6paxtq9xFBataYJYQSHLKvUc96zo43BWWaVlkJ4XufetaO9t2QLLI32iJCikkHCk5I+vX86Hyz20Ii50rcz5htx4f1Gx0+K/nt3S3k5SQjhvpVSDVJrZtyNyHDAHnoc10ep6xf3/AIURpNUQWsTiOOyYfMQP4unArlJFRrIXEa7GL4GD0xjP8xWVWKjsdmErVPibszc8R+LtV8XiBdVcEQDCGNAoXJGScDntVC8lEOnQRI4IZ3k4PGBhB3/2T271lreTRwSQKzBJBhxnqM5x+YFQy3DGNVYsQo2gHoBXI1ZWPQp1uWEo9yxEzzOFXPqcVct5bkXD7TkJj7w7/wCRVTT7j7NIXxkY6HPNd5L49sLjREso9HtbaWOERrKYw7HHHU9O/rWMptPYFG63Oe1jVp72MeckIMI2hkTaWwMc/jX074L/AORE8Pf9gy2/9FLXylqF2lzK2+Mq7H5tp6nrX1h4RjaHwXoUTqVZNPt1IPUERrQ9iJO7NmiiikIKKKKACiiigAooooAKzfEFv9r8Narbf89rOaP80IrSrP16QxeHdTkBIKWkrAg+iGqj8SJnfldtz51sZpIBa3A58t1YjHYEf5xUkMa2XiT7OxXHnGJif4lJ2n9DTbiI29/exAYVZjtyex5Bx34IpNZaRNQhuoc75Io3znvgAnj3Fdte8dV0OZpVWrfaj/w35nJX0D2l0QyLiIsrfL3DEcn8BUO8vKwO8pIcqe49h1/WtjxVC0WuTMuAsjCUq4BGGAbAP4msGEursmGCso6D379++KwrKzNaEuaCl5G7oLgzXdqjbxInygtzgdfascyfMyyYUKxRvl5Hrg578/pV3RLvydYQFn25Me3nB44/lTdRh8vUbkbOJHJyOOPb/wCvU3fIjZLuZqMuRtLgDgEdB65p2AgAIw3UE/LzS7SUVY1ZVZcAnnv+NO3BAu7cwA65wG5zxjkdal21G7/MRFczNlTnGcYGMY9qc2JEiTG5PTjj2x+FISeBv/dkkAMxBGD7+x/WnK0hZI2UMznoMKVwOf6flUPRg1s0OAYnCgOcZ29cdPWkO4SO4RVKYACgcd8j3PrTbcDYAqNk/wAQ468ckfWhF3xDzCA27G76c+lJqwWvoPG2MLJgnaw246d+9OTeqFcsVJ5I7jtx+dJLMrkZTHz5OFGBz29sU8LsIVgAoPG3qMjPGef8kUm1awa7s09LbOnakApOIgcA/dI5yD37fnWXDua2lWUSEAgjA59sD8T+daWmDbDeJIJAPs7YXPXHpVSJLY6fMQZFmjALKGBBye2PT8aqirSdxVPeikb1oskmjXShlCi7U46DJV/X8K2N0jW5UOvzWI646jgfyxWJp7QvpF2FZtxkhY/N0BGM/wDj3StoIUt7UvIv/Hm4OOc4Zq7qjbizkpW5vn/7aZniRA+tTu5XYWyWb/dXimaL8txcjIJEWcDp94GmeJMvqOVdCzxIycA87Bj+tM0NkW5uUYqMwsNx46EfnXNK6d2b01akten6Ca18ms3amQbhM5J2jnk8etaGmTQW2iTMzYDbwoI25+ReP0ql4gQHW7tlyW84kqxxkgnnJ+tZt3JJ9migckEvklT1JA7/AK0r2kxL3qKT7Est+8d0QoYbZCVXJJ/GnyapLcTbWkZgqbRlc4wAMflWSXYoS5wq9e//AOv61EjhlUB4tpPByRn1wPSoT0Gk2dVc39vPFZAojqIiGUN905x1PXpU2qhjb6eARtMeSeOOBya5WKX5gGTch54OD+Fa63z3MVvCigGIHqxwQT7+1Xz30M7NNev+Z0cDuPEEUbN8mwDjPJ9u3ep5CX1e2Cn5tgbA4H3jTbaV38QqvXEagkjJA4NJcM8GpRz8lBF3AAOCTitWlZ3Mlq0l2/zHQAixRy3zCXnvkYP5UpEZnYeYMtdcjHbmqNnJLJsRpYhGDkAk7j7VeMkQCsQM+a3fGDn/ABFOK1KqKysv6/qxjTTzgERYJChVG0EZOc8/r+FdToukWtxo1zczXqRmCMkJ0O70/lXIS3HmQyzRyLvSSMbB0A56f59ataNq9tbi88+3cyMVkiBPyg7udx+gP51rBR+0TU6crN3T/DS3VhJcT6jBEWY+XCH3M3boOlT2d/HBa3ejxtCGniYeYVJbI5ABH41VEJvJknt4hD9olJCRkkIpBA69eufwqBdLS0lnEd0oaQFfnQccfX3ojSfPexnXxVN02ovUw51ngtbZSnlgMzHn17kjir9tqUVtbmN5nbcc9eORgHA69ahu7EWltHFLdK5dyoYZGMAHr+NVdD0k6pdm288QKCQ7OD9ewPPX8RVy9xpmMZOtB36GlaQ3N24+/wCWRzIVxkeo6Z/WvTrXVNJ0rSWt7JZFlkjALg/ePTNefW+ly2N61ksrTJG+1WJPJ6ZAPT0rd8WwjSraEC2TzNucefvz+GBisWuZq51Uqahoin4is1gmltI7reJEBBK5yDz1zwelcgl5cRkW0KgNv+YdCMHt79KuPqLC1hOwK+3IC8KD24/Lisy6jk85ZROJBNyxVgTkgEjjjvW11cqrTcmdbpGowxaRNb3DsFkYGTZJtJUcAEn3wOlZLQae1jeH7GblygKvE+BFjklh3rnbi5eZksrWRnjBJZivDGnWszWE6ypLJuQhiVOAO+MHrVyknokcUKVSPvc3yH2+lXOoXMUVoDI0jEIsZzz1/qaW9tLnSp2t7hZI5+A3J45zz+Nadnq62d9bzafMFcnKHIyGJPX35x+FQ+JLmc6ri9vhqEjBSZYicZ9OnJ/OolBRib0q0p1EnsP0jxdqXh6czafKjO6eWxaPcAM+9Unlkv8AUHvLh3FzOxGHO0MzMAxHboSePSqV5/olxIsIbBbBQH+Idf61G9/PIsJaSRWiXCccgZPI/MmuV3vfqelGvL2kZz1LOoXRbUppSSUeUkBR27H19Pyqvb+cE83ey8Z6evaocq0iHb5haPqR7+3HrW94d11dEvoZprSK7C5IjZiPXn0IrBycVoaO0nzN2YmmXt3p26bERPl4/eLuJzx36da6L4fymf4maU5jXG6c5XoP3L8D86o6z4lt9TCPb2MEMRQs8UUYXGMdfU8Cp/hj5c3xF0t41bKLKxPt5Tj06c/rQn1sTK60bPomiiipICvAPiX+88V+Ik7xG2nX8I0U/o36V7/Xz344cT/FXXbRvuyqkP4tbJj9cV0YaVpmOI/hOXbX7nc5rTmMxurfaf31s+Oe6/MP/Qaoopm0XU4ccrGs6jPdGH9Cam0a58q9tJHVtodQ3PboamsoDFrUtlIoAfzLc59WBUfritXJOafyMMTZOp6KX3P/AIY89uAEkdRyATioQ1WrtcSkHjgZz69D+oqp+NYVNJM64O8UzetdUZdMSB4IpVj6Bxmom1Nep020x/u1RgkxEy0jEYwan2kii6dViz/yD7X8qRtTiHXTbbHtms7HPSlLe1PnvuVqXV1OJTn7BBipU1aMkhdPtfbK1nQxmaZIlKguQoLMFA+pPSk+65XjIOOOazbuO5sjVMDIsrP8I6YdcnX7traLz/zyrNO5ccHB6UwkhuamwXZpnX77+FbdfpEKjPiDUu0yj6Rr/hWazYFMDUuVCbZde4mvZ2kmky5HJxWpYts1Et3E6Pn8/wDGsONsNx1rVtmxck5z8kTH81/xrtw1jmrXZ2yR4v8AW0Gfuv8ApID/AEqPUOdHvsnOGtzlvo4qYAHXNVXcPnjlb/2aqV7uOnXoQqY/LgLeudxx/Wtqytb5mFPWP/gL/I5hXH985wfuqB2NdTr7j+x42K5/0g9f+uaVykNvNMf3cbtweg9jXZahYy32kxxKVUrMCc/9c1rlir3Omq7cvr+jOGnuOMLheOcVUJUnpWhrGnf2dcLH5gfcMnjGKzOQ3tUSuXuS7Q3ShOtOjRtjOMHHbPNLHuETSAAgHb1HX6fhUxV2GhPC21hhd3tXc6dPEvh+WcW8a7XXCZ79M8/WuIs1LSAt9wHLVqjVZV0hoYUCgNgseSecj+VbU9NTKUHLRHZXd0kVg43FWMf3icYOef51zUl3ENUuH++MDaV5zxWVc3k05YTyOxbBBPQZHpT4HlFyqp91gBnHatG3IUYKNzf0PXEtSrTaelzG0LqoYkBT0zn8Kpxac899Hfo/EJVnVjnGPenCaG0dIXxIz/8ALMDPH9K1dLd7p5IILTKuADgZA9M1qoXScnY5p11CTUYtnHKkUQ2SqxJ5yDWxY+IpLLEMCgAt82B1HpS69pv9n3aSSKo5wwHTgcCsSdVf/SIVCgcMo7GmnKk9DFqnio+8tGdja6hDe6lEtzcvbBlyAvPP51FqGpw2kskIkmctGyoxORyCvc57+lc3KwktkdDtcMDjH581cdTfMJZWww4Ax2p1KrlJcoqODiivZpJ5iksxIP8ACece1dAmpzeUsbRzY4GzGcDGODn8aq2lj5eDkn8K2FhWKHJHJrKz7npWiuhJLqbLCIskR8tsLe1UftCylo2smVCP9Yrj8O2f1olVSk7H+FQg/E1ZgKBNqnGBimk0hWjrYxjcf2Y5kS0huVKFNk+SBnv7n61iXNuYr5jNbiEdRGWLBc8gZPXFdDqMymNo2RQfWuZd5JJP30ruB3ZsnFdMqj5FAT1iL88uJ5JBtU5A6k//AFqoiXDlv5VJcXG8bEUJH6DvS6eiNdoZVLIvO3t+NYSV2kjKK5YuTNGO2u42hTzC6XKYlAOAq9cH+dXNQtbc28FvbuyqAXx25PfueBVaO/mkmeJn3hjkBf61YklZQrSIF6YPoMd66eSNjhc6iknsFt4bu9RgdbSLJjXeXxgFe+PXmsXypLW6eKdNrIcOCM4rqND12O01ISO0jwhQnlk5XGefw9q1vEtnBdO+oxQoyjlQgxwe5rOph4zg5Q3QqGNqU8SqVVe7LZ+ZwjzQvIFxhcY3KuP0phZV5V/wNakiJGySw2zEEsGGAeOnSs29KhuVZWPYgD+QrgVK6ue1KpbQrmUhs55619ieCznwL4eJ6nTLb/0UtfGrHDZ4/GvsnwT/AMiF4d/7Blt/6KWs5hE3aKKKgoKKKKACiiigAooooAKy/Epx4V1g5x/oM3fH8BrUrH8Wts8Ga6+Cdun3BwB/0zamtwPAL59t9b3IcbZ7ZMhT1ZcqcfkPzovFebS7KRR80ZkiyT6HPH/fR/KoZG36RAcFnimaPAx0ZQR/6CatpmXR7lVB3RMsuccd1PH4j3rsryurHJJ8tON/syt8rtL8GjF8RiR7aznVXAeADJ5G5WK9/bFcsXUOwDc9QoHTg12GorM/hmJgDmKdgQeeHT/Fa487H+6wClgCcfLms5tNKRph1ypx82SwTPHLBcoV3RMH9u3PJ/zzWvPqKyybpbO2LuepXp355rFhnjUqwHQ4Pzc49qsyybiJNzkAc8ZB54Hv/wDWrJTlHRHQl3LTahhin2C1VSoPIxkev86Y90Gx/wAS6DcVzgnt+f8AnNU5gGdSGO/IAfHA5PemMdiHY2SmCdvG3HJxz65oU+o/fuXP7SRxh9Pt92flBPTp/jT01C3XHmWUAJPACckcEgVT3R4HY4BG1j7cf0xQLbdFJMwXarBdqkAnOcHHX8aTlcclyvTY0o9QXICWdqFHC4Xn2p0mqGPPl2dmAvDKEzntWZzOECLhCeGwRknFLJvjYEpk4ydwzgY/+tWewm9bF065cKx2QWwB7eWOP19KkfXbsMCrw8ZIHljJ7Vmq6s33Qx+9vDYz19eKrlwSRtChgRnOdw+lJK7uF2aL65qbJLDJJkMpHyqBkfl/nNJCGZHClcMvzdfUHv8A54qkhQhSFyRgHDEHGOme3SrVm2JpCwAwrsV3dOPyrWla5nVvY6bSEWbSr4HlTDE4x1yGUflxWrFk2li28hTBICAvJ+Zj+dY2hkNp9wDIAXtecr1xIP8ACtSFVOnWRdiADKAPXkf413ON4WRy037+v836My9eA+127eYIw9tEeVyeUAA/Sm6OQJp0JJAichSMdQP8/wCeTWUmYWQKoX+zpke2Dj+QpNGgnS4Y+URH5Lhi2ePl4H865HrLQ6KatBLt+gniKWKLXroOqgmU/OSSPWsG4uNyB/lxxgg4A/xrrNb0drzUbuRpQFD7kwMnPqa41lZbnY4yMHAPQ45PT1pzTV2Kk17OPoiV3yitHjk4zjoRxn35oEIVY9pV89y3Tjn3psTnDKU5PIJH3T+fNCW+1VJx5fG5uuB1/wAayLctyVFG5FkwVI5bIOK0dKcJMokhVl4A3ZGD68fjWe/mRMIsbSFGSTnrjuOnWr0EgtlSVxv+bKZH3vX6VcY63Zm1dHb+an9qRoiAAxCR2U5zgAYqhrFyhjaMS7cxMu0nqR/k1hXGqXP2jeBtTytp2cHHXr+NVknmnn3kOX2bRxknI/nmtnLsSqNnq9jQS8jVLYKDu3AE+/I/GtO41KK90mC2a0SJxK7NMrEMw+nNZNgJirF2VYh0Jx2P5Crcd9CVYLH5oAA8wfrz+NVCL+RFWpGHTVFKfTJrTThEzKxdhID6gA+v1qrFcpCfORWDHnDnpjvnGPWuvNrPqdmJfs4RI0AViDyAMD/69crJ5FnczRsgYbsIDyAPz/nVcrWqMVX55OLVmbdt4kedHRwxBH7sKpAAx2/wqxZyWkunPMLuYzhsGMNjHp0OK5VGFvMEK4VumCevbFWIp2truRoXBEo5yuArHFU6zcNdzFYSEZe4ixqWpfbYYkhMqmNyTuxk5wPU+lO04z2ieaBKPlblTwMjv6mm/YUkLYduu4hRjOa17a2TJjJUrjjuKzu5as7qcIwjyj7LUpJ5wWjlyAACRgZP4nP/ANen3N80pJlQyvyADJg8fgafIu3BUDg5OOn/AOuoERIrmMZwwUuR9eRTS3aNJct9iCZVuArGB4iGzhmyPY8AVQkmaa2FiNOgZo8v5ykhxznkdMc4x/WtqV8wK4AOOOfSsDU5mIVoW8l04O04zW9Oo4psFFNmYCbeEeTsWVicnueen9KSQtboUZ1aSRg249hyMe5/wpyCMlWky79Sjngt61WnmkaV/mVwwIUAjCnPftWUmmjGMZc2xLZQNJcLEkm2R+SRwMdT/WtXTLfzpkF4NyQuFjLNjPOScdMVRs5BBZ77dlWVyQXJ5CjsPwq3DdTyAOVDMuRkjHbn61rSp6e89TmrylfTYZJZR3t80wkLByWAIyST2wPrTr7QL63tzqQjK20iYXAxx0JPPHNStdfZpXcnaVP8PGOO3HFdHoGrxXGmvYzJvmKEo0wBGc5IqvYwn7vU56uLrUlzpXS/I4i3Y+WBKd3PAMeST2xUKmNiRHvUjnAAwBn3rpNTs4reYobfcrfPlVxuyegz6ZrNkXbHJG1vJsL8MVUnB/l6158qMuZxZ7NOtGcFUjqmUJJAiqApIXjJ9uxHFdd8LHY/EnSwcf8ALUcZ/wCeLnP9K4yZQ6uIyHKsF2kc5Pf8a634UHPxM0hSc7RMAec/6l/05qeVJWFF3dz6YooorI0Cvmr4g3TW3xl1l1U5Q2zj6iGOvpWvmH4p3Ucfxa1aMv8AMfIGMf8ATCOrp/FcGk00zLuVFrqd3CqExpMxT/dJyP0Iq3qMpi1qO7iH3xHOPqQCf1zVe9Yvc21xtOJ7ZCfquUP/AKDUl5PHPZ2RX/Wxq0bKeMDdkH/x4/lWlV8rf3nHBOcabeuji/u1/FHKeJ7cW+uXcarhFmfb/uk7h+jVglSM11HiSdbq/RzGQWijDEn+JV2n88CsTyIzn5efrU1ZxlK6NcOpRpRU9yvArvkIMnGeKCHHUGtiy0+Ep5hDAhgDz2NajaJbGWIEPhiR19s/0rnc0i3VinY5YKxUEjA6ZNMwQ2cZrW8Q6dFYSwGLcFdTnJzyKxwRjg1Sd1dGkZcyuhSw6Ui7Q/zcimEc0jHHOKYyySg+4xPsaawLnNFuglkRchSxxk06UFHKk9OKQXIHzyDUYyRn061Mz8Y4pnUDApgC8nvWvakFgTxmJfxww/wrJyBkDrV22udgTI6IU+vJP9a3oSUZamc4trQ9EiKHXp+pElqx/OHNNhkiW2uzIoEQt0YkrxgN/wDXqpBqkYv0uzG+wQCNgMZJEe0mpLm6DaY8ar/rLJ1OeMYYH+ldlWStc5Y0pqKTXSP4PUr6veCwgiSMPunXKMp2gCtNblorO2KSZZ5Y9wJ6gxH+ornvETBrXS5N2cRfN7cCpW1iBI7d7f8AePEIWxjAyoOR+tcylqbyp8yRz2s3P2nU5ptu0seRnPPtVIHOMdfSrOoTSXV5JNIQXdsnAxVTGCOT+FSrc3vbFrYl8zany9+DT4AzSAqOSMfnUcf3gKvWcbLMpC5yeoGaKUU3bYUpWL9patGriRRtZQBjrSS2jgIturBd+5sGrctzDbsEdvm9KqtfPcP5UK8scAA5JrZQSMnU5di5cRWs0Z3IA4OR/kUguHjt0KJGHxwickisx08vPmMQynBQHGKYl7+9UqigrwM+lXzKJzSU5luS+KXALRqWIBJPWur8PeN5PC8spt7dHEq/MXXPXmuPnia7cNCozjPJxj2pGMj2pG4q8fDZPWsW3K6ZpGa0a0Ov1vXI/EtzNcXMSRmf0BAGP5Vycy28ZeNPMARsDGDmmWdw+TGw3KFPOOR9KcP307P/AAnt61rNqySIUWqj8zqvB1voDXYGtPJ9mCkgBcEntSSW9p9uka3VvJ3fLuPOKjsLC4lhDjLLj+70rQ+zNF8jrgjrxUKnrc2Vbl91EtvAXBYIW4zhRUt5byW+0SxyR/Lna64NaGkWmoSWzm0vWhiLpvTaCGIOR+VL4wubqW/dry5M0m0KGChRj6Vm53qciLjUi4+Zzkqj7Egz80s24/QdP5mnp5QyrSKGPQE4pLnCvax91jyfx5qhJq93bak2lW4gMN6EMxeIMw2kngnkfhXdThBu0mFOXPc0RpYukLNIqJ0DMjEE/gDXN6hpbwykBRgdwOtbTajrOnB47aePyGO4o0YPP1xmsmTW3ttRhvdStI71Fk3SQFiqyce3SrhGMpWexUE2c5dxtFLgg4PSrKoIbORDIivgbw3XnsK0bcJrWsQ2qwLF9pmwqoNwiye2T0Huab4r8MnQr1IDfR3FzIX3RBQGRQflbgnhhyO9aewjf3WEoapMoxXAtLYNGg3P1yecVBNcuVw75Lc4q7cQ6XFo1pJaXzy6kSVnt3h2pEO2GzzWels87O7uqYxxj730qMTD2eidzNUEnew+CWSU4UcjnPStiDUHSIxSzKwJA2lSwB/MVilmjBWNWAPU4pYQSykHLZ6N3rg9o4qxMqV3ex0s13DHGpRQGxhlUEZ/Ak/zrGurpJvmTAYdiKS+uvtFwXRAi7QNo4Gcc1mO5UkZ5q3KKjoOPNJ3kEmScnrX2V4J/wCRC8O/9gu2/wDRS18YF84zX2d4I/5EHw5/2C7b/wBFLXJUaZ0xVjeooorMoKKKKACiiigAooooAKxfGH/Ik69xn/iXXHHr+7atqsbxawTwZrrHoun3BP8A37ahAfOumyrPod5EkZOIklQtySUIz+hatHTJFLTQAHEsbqvA6hcj9QKzfDk6T3YgVldH3RMR1w67f0Jqzpj/AGWaG4lQgROpfAHAGM10Nr3Wc1T3nUhHdpNeu36IRg0mkahEw3Hy1mGO+xhkD8Ca4qRczMgXay7sZ6tjpwK7kTpFeXBMQkt2EkR2/wASkEA/yNcdLEpkYPDiQY3ZHXnr+OKlzXs+XqVTTU3K2krP5/0igI3jz8rbgwYheABnBzVqNfljYIyxHOH688c+owMfrUpto3bcgO1RwN2QOf8A69a9rpdq84RSV+UEndjrwawcluy3UildnOvkhnJ24+8hHLdPTp/TNShJY381nQfLuwDknrXTwaRbu0qvklXKjnHv/WuWYiK8m3AnypDlccgD+mf50ou6aRcJqSsNaNQxc4RWG44wW4+lEaRyA5XaR0Ax+XH+eKbtdx5rIMbj/ugcU12c7SAWzjGB1C557VpfSxV3poS5gXcjtsZejf3R09KlBVLh/LG5SMc5Ocd8fpUCSRRSDaqtxg78ZPqPbpViCDerOrZjH8AG3GR1x9f5VF76DkkM2vFIsgmJ3HBxxtPpj8+ahdSTlmB3thieuaf/AKxgwAZT1znjBx0pJI0ZQYQjgrgg9vX6U0knuSnrZETZj3yurfvARkDr+FWYAHeErlFGV4ToCD1NVpG2Kqq3XuP4fSpopJI5YZ22+WvCqrcn1HHrVwbi7sclfQ6jw3GVRlI2F7V1+96FjxWxauh0u0IUE+fKMtk9lrmdCvVtrpw6hmEUo2L6MuBjP4V0dhexxx21uyyCRZmYjA4DYB/lXepJxOTknz3t1/zJkWGSOwU/LIYfu7cnAJzzWdBfGbV5oAZUWNXRhuznANWkut+qWLLhAoljGSeQCTnHbr+lYkF3DZ65OZ2VAzOVbqCMH2/WuaUrvQ1pxajyvc3devClne870yqj5hkAoMYx15IrhN2Wz1wcgjgZ6fhiuju9UmNpPBAMCZYwxcjgBcfz71zxT9+yfLv3HO3PXNTN31JglBcopYhyxlYnGOegOMkZ/wA9KegydoCjIAXJwSB7Hj/P1qGFolZEOQADjGCec85/KrDK00rAtllPUqRn2qZW5rRNW+WN2T2ySXMbIxB2gsoJI5x7VpGKF4kEichcFVJAJ68VBpwYDAVtuc5AOc+9TyX8CpmPDbVxx6nt9etdHskupk53d+oRQMt5NNKHMeNoBxzk+uetOdYI7tZYI4yzYBDnjA7j8qrM8l5F5mA8aEZPZc8Yppmit1UhQ/H3ixOOnv15FNWjuYzlN+RoPd4kIAXYGwzoMY7496htLuLf5cihQuDtBPP5GooJPNXygMgDaQGwNx5B+lMhhkSZpURRGCcYwcHj9KznUvsTG0U4vc7i2+It1Hoq6abWMAxFFBXk8+v51zOqRW10HuG2q8R+6DtJx+FZF3vSbzNwOVyuOD9Tip/PeS0HmqVkdSOBjPOP8/jVwajF+Y6jcrSQ2NYHmRPm3YJzt3cdPX3rsxB4fk8OeZmR9VZtxwMfL2/pXKWUQ8wKG2yk4BA5X1rpLewaFNsiZAGc7eT+NZ8jlqzRT5CrbwJEoI3fNz15weeK17ezlKLiF3zknYm7j39BVXaGxgKucEH6V1mnpq9nHNKdTJBtgigxg4XsuaKsvZx03LVVSdpHJXCI2Iw2C5wAT/Oo5Ngv5WjYFVAVScYwvAxUxJ/tJMhnVDk55yRk/wBKqRsCrM2SrEngZ4raEVbXqSptysSyLDNACkgkI9Dnn+n/ANeob7RDJbb2ZWlXrGVYMPzHP4VUtNSvtYtDJK8EZto1hj8uELwMnJwBk0+517XPL2SyLIc43+WFJX04FbyjFO0WXKMk7GBd2DhmYgbcEDHHbt+lZ8MBMhjYHnl1zjaBxk/p09a2xrMUdrcafPp6S3LukiXRY7o1x0A9D/Wrej+Hv+EghvpEn8g27KGYKp3KTk8kjGBz+FaujDSzLlCSV1/XoYcoie4igZ4+gYKo4Hfk564qWa5lbMEbDy1XAcche5H14qFbW3t9ZFvcXqfYopisl2iEgqD95VqS7W1gurlLC7a4tIyNjuoRpBz1GeD1onS5afM2ZToJ7bFN7oNK7nEnHLAAAZAH5Z/rVy2mlRUcYWMDOSfX09eKrw2hMPnOvmblHyocAE54P+e4prktKqs5IQgrheM9wa4HJKXNcmcEvdsdBb3q3EymZ/MWPBOUOW6Y7/41FdXUS+ZGnOMnjPA9P5VnW0pgLmWNDlSAcg4JAweuarSTSOmSQTjG4nGQDjiqhJS16ijzaR7El0f3hAbjqMdfqePaum+E6mP4n6Um44xNjp/zxeuNEpWFXADjg5J+7+P1xXY/CZg/xL0eTaRkTAnOc/uX/wDrVjOSaN4aaH03RRRXOaBXyX8YyU+L+sOD91rc/wDkCOvrSvkz4zY/4WxreR/zw/8AREdNAQ/bDJHZ24j/ANXvIfOchsHH4EH86kfdz8hrnLfUxiLMZzEPXqK0H8Q2/lAiJyTxgkUqzch04xg7LYr62hIjkIxg44rGUt5wG44PFW7zVXvF8soFXr6mqyW5mLMp6Z6nnj8KKVOUlZDkrvQ0bd0FtIrTFOOPm9K07jUbdLeNo7iZ3VgcAD6Ht71gLZS7cYBHJ61KlvNKSqIcrgE59av6pUfQxdG7JNYvTfeUWEhRc4MhHf6CsRvlPHStaS2nkzFjGzJPPXFV59LkjG6U4AIHHvVLDVFpY1jBpWM8njrTQx781oxaQ0xbY2QrBDk469Kd/YjAE7wMAk/N6fhT9hMrlZnRy7ZFPoRVi8Yx3UgA4zxV19FERXMgJMmz9M1IbC3VFaa5ySB8vU+9HsJB7OV7mR8z8lu9LtYj5Pm+grXaCyjjVoyzS/L24znmkM1skgHl7vl5yc84o9lbdj5LbmXHBIzgbTmp3gliHzLge4xV1rz94GiULjjCjPfNRTC5uTkqQCc88VXLBLuKyRbs9aaI4eFGH1IqZtZuLl22gIoiZAOvB61jSQvAo3d6ktrhYmO5AwYY+nvS5pNWYNtk0xdoSMluPrU9tIqWDLIpDbgenYCrMEUZUNuzn0q0uzG0AYqlC7uQ9DBinWa6w8YI7etE0Jt7gbkJQnIzxkVtPc21rPGjIoLnGe4/+tUeoGK88uONwHQk4x1B4rV0rxI3ZQsLVbm5Gchc/lXWWljDbAhUY56tWZo3k2kLJLKgdnzgnBrejmiZNwcFfXNa0aaSOWvJplafR7a5lLOnOOo4rOvNBtLVROLho9pzgjcD+Fac2oovEXzHucVi6vdB7VtzEsSMDPArecYKJzU3VlJa2RiySl5Wbrk5poJWQMTz1GKiBOaejA9uB1rzJTueiolz7Q2VYHB74qdpA8mWbO5PWs+E85xnJ6VbtYHupmCcAdT6CiDbMpU0noEEbEllB2dCR1+laVuAjrmMH2NIlhKuNzgKOgBq7bRpE6h2GWOFyeprpjBrcHJW0PS/Bet2WmW0n2mx37k4wM1hajeC8u5JhFsVmJC46CqdhOIkclsDGMU1MzTBFJLdcAZq2lucqvsdFpNytvEI2YAsc4rL8TXC3eoxomcsQDzTY0ljky+9APUEVlPc7tXMpYMIgX6+gzWEaV6ly1dXJb8+ZfTSoAwQYUDjpVOPxFo4cB4ZQw437Af61U/tJG85QXLPlVA7k8CsQxBAVzwG2ZYdG9PrW8k29Doo0rr3jqLi5trkGSykEkePmyCCD+NYd8BKuGRSAc9Kms1FrZbA4LMxLcYI7YqCd8g8043tqC92VkZciur71JB9RUXnPx5ju5C4BJzgemfSpJpOcYqszZB9cYpe1ktDSaurkRCu+1ARuOTk1JLL5aBEzgehpoBWMnGCfzqPO1fSsZzYm+Zgs0g6E/hViGR3JZiSAM8mqofILY5NTRgpBI2c5IArnb6mkbjyDJF1+Yc1Sc5PPWrNs3z4zkZ6UyeE+d8udv54o5tCIrUrspxX2n4H/wCRA8N/9gu1/wDRS18XupXBYHb9K+0PA/8AyIHhzH/QLtv/AEUtQzU3qKKKkAooooAKKKKACiiigArE8Ykr4H19hjI024Iz/wBc2rbrF8YEL4I18t0GnXBP/ftqAPlrQJDBdgGbc4w44I5U8jp7j8q6COb7VLLLFGI42kZ9nBxznFcjBceVJG0YdwGAIB7AYFaltrEduwLxvsYgrhge/fj2q3JtWJjB3UnubMkjShA+R1wD3/KuauoljvLgbSG5JG7kA/8A661Z9YjWQBYWDs2BuYKB1FYs921zcO8j/vCv3RxjH1/GsKabloazSeiEtS5fbwyFgD/9f06mtu2mjiuY1mmI2jDAfMQayEsmmfMfzbj6cYB47e9KbSSOVpVTdjgn72e3P5/rXRLDzk9DKcGzalvoYZZjHNOwxyBtHOMdx9K5q8MjyyM4QO78KcMcHvWlJaSjy3TlNoPy46n1NQjTLyaMyMNpIZicDjBojh5oIU2kZ7SA/uwwXYuFO3lue/NNYShGG91Y8FR0HoOtWDp/lPIrNkYLcD16n2qdtJeV8SyFAMBiZOoJPJ/Him6M0rWLtJrTYpqXMQY7olT7wVcE8dfryKfaFGW4IcHKqwB+UdiQKtLo0pk3eeNoTlid3THAH40+PTcTeSWIVW2ZQYyMcdKFQkN020ZkzkttLHYSCyBSNvOMHjk5p6R7cMzkBPu8Yz6Z/wA96047Sydjum3LhQTH2BBz+OcfrS+VBDJnysqNoPpnnv3pezdrN2H7G61Mx7d9yg5cjJAUdKdBbygfLFkrnIIJOBz+HatCO8txHuEcfmKxwD1HI+tJ9qmdHRFypXgqpJLE+pHNVGlCPUHGxBbs9rMzt5ZfbkD1xzWpb64yRki32N0JBJyeO1ZP2e6kG7JLLzw2P8imPuDMskrZJwx6D6H/APXTUmrqI5bsvLcz3IhVnUHcwA9z159KgkRy4IALcZ29v5/5FSw7JBFGFCOoKswXOfr+daCRxhEYKCqdff8AH8KdubqQinf3CxReZHGRlVQhjwMDBNQRoLq2kjSLMnLfLnr/APX/AKVsoFZfnjBbqpJxxjt+tR297AGdhAi7cjArSNMlttWMZ0Co8LLkkkLjjaR1rW0nTY/JxLn5j/eJB44qsYUnlmmjm+V25HA25OP5461vW1xbrGESdTk4IDDBopUfeszKpflsy0IEMLx+UEULgggHgdqqHQrVwGKEgknCnv7VeM0ap+8mYt1wBVOS9IJUDbHx1BzmuxRilZnnuU2+VGRfafb2BaOCUOzMNyt2HJ6/nWdgSs6xvuyCGZunfB96sarJ5kqjLg7QvTuCen54qmu3ZhwRGM9eq/j+BrhrSV2kd0FLlXM9SWNmgCkktgkEYxn06c+tWoZ8SMkhO0KcgYx7ZNUE2CMs4DMSBt9ecDj8z+FTdgq5BA4bPA96yi3sNwUizIsBjTHIHCsv9R2p9vCSUBjcOBwrHIpbe0lMQY4LdlJIxz1PNWra1YOxYjOMhQcE8/zreEH1ItbS+xf0yZUuY18gMFJPPFelXuuWreHYLaO12Sn5S+OAO/NedWRjjwF+8PlOOx6itiac+VHEC23+IgdB3rSxlPm5rhFgzA4VRnkg9hXSpfRm2kIbI2Y4PSuZgjlkTKFnGMHaufenSSmCyfzHIfGMEYGKxqR5xRWxWj2+ZezKSB5eF7kE/wD1s1Ve4h06GOW5UtGe455PpTGukt9OGXJaWTI2nnA//XWfqFx9ptYiNy+WNzMRkDOAM8fWtrOyiXTi3M1YtY0eYNEqvDtXdynUfUGqkzD5gBvyAVOMg1h+QJnCs4RkPz5HQZGM/X8617iaPIJYgqoxg85xxTSlE3nDkat1Mq6iXzWkAVWPy7gecZ49qosZlmUrK8YDdv8A63tWlcygcnGdwIUKCBjPB/z+FZTPIxHlNjIyDwMfjT55R1KWq3JJDbuMA4UZIwoxn8c1BGU3hmjwQo4JGCMDHf8AzmlLOJAFQ9gDjgevbmh1UxhQdyBhkqOmTzn24rOdRvchOy5Rss0kr5ZmGMElSfw4P0oWaUKdjsoIJ4bnPFJO7Akgs27H3R09j+lRM4fEKYC8kcdTjv8AhXPzXNIX3Lju3lgljgthmI9P/wBVQ3isoGCSjr8gznIz7dOf896bNJiKPfglQAUzx744qXylliXLE9GXJwOtJNXCStaxRG4uu6NVBAyQc/z712/wl3D4naQCzHJmJ4AGPIfHT3Jri4LYqyu20qCcZGOef/r12/wqCL8UNIAP/PbaM5AHkyflUyl2HZH03RRRUFBXyh8ZYXb4ra0wHH7j/wBER19X18ufF0E/FHWMD/nh/wCiY6Bx31PPLY+U5Dr19aZMu+VgmMDnrVueEyKF2n8BUENnIHAkjfYe4PNVy3G2kQG3mUqSCM9D2qcQXIPCAe+cVM1vdSMU6xDgZ4yB0zVqOArGA5JPTiiPMnoGhRC3KIMK+zOMgnGacv2iNiVDr6mr9pI1vaS2cvlurtnjqPSqqXBjk2O3yscKD2rX2s0twQxpbgvwzMx54NB+1SDa4dl9CTUMdvNbXiSSK6ISTyO1TjUi14Y8qIxxzyTQqtR9SteogS6+bajDdjOGxnH40C3uh2I/4FVo3W23WYqSp647VODvUEdCMip9pPuUjLNndNMpLLt9zU4sZO82PpVh7cvIr+Yw29AKmMbBQSDg9Djg0rt9R2O88PyeCotChF/5AvhHtbMWTu9Twa4nV4bKXV7iS0RDAWypAwDx6VTaKVj8hUc55qxt9azjT5W3c0lNtWsRoir0UD6CmPOiTpCQdz9DUjuqkJ1Zumf8azbuWSO4kR9hkiX+Egj3wRWyTM2XJbcSHknpioUsUQ56/WrSyjbGpBy4z9KccFiqkZHUU7hYbH8gC9foK1LWa/04MX0ZJom5ExfgD156fpWViWKRZEPzKcj61aXxDqQBWW2jlUjGO1Xo1YIxS3NS90Ka8uhMz2EdsPuFBuZx1ySOn4EVztyttDcvJC21Cfk3sN5FSzavfbZDhY2kAVF67QPTsOtZA+dgCvI6k1PO4Iya97Q2hbeRGl1dRnEg+TLDcce3UCkk1B2wFChBxtrMNyzOJPnkeTiSSTn6BfbGKeMdSK2jW0MnT5ndlk3EmTgkew6UySQOhEnIqLJ+lNbjpVe1utQVIgKgZweKIwfOVSDhq1LTTWkAmlHy9VX1qc20YBeWNFx6VzuKeppyGREhkZgo2jPJq4CU2ohI9PekZssdihV9qnhkUgBgC4zjIpwir7hyLqT29zcRtgk49zSzSrPqUDOPuAEYPfNKpAGWXmpIkiDeY6ZPaul7WOdpXvY1476MgjGAoyfeuhstF1W60STVdOljgw4QzO2Mev8ASuWjjgkZUJkDHlsevpUl9LqMFv8AZbe5f7K/zeW2Rz68U5yvGyM4xipq50zad4mi0me6vrtZtPjGXKEEZ7dh61y0ZV4ruZHBLKFyR75/pUxvtZXQ/wCzJrpYrGRtzKxbk1WNubTR8LIrrIxbcucccY/Wope6tS6jUndGJNC7wMMjn0qmltcqyCOVkAYMMHGD6j3rWx+7/GkjUFxkVaSbLTaJSJnJeRmdzyzMckn1NVpA3cGr4GcjIx71BKh9RVPUi5lygE/NVUhQSQT9CK0JEPORkVSlQA8cGs5Fp3IJGwwOMjtUTNluT+FTFNykfxDkVWIKiuabY7WB27Y4zVwpnT1kJwAR17k1TC9u59as3KN5ioOiqB1rJloYmCxGOTU1jA084jidQ5/hY4qPy3hw4G/HXHavRvAHgUeLEa5knSKIZjbYw8zH49KSTJ5ox3OGv9NvbWMedEuwn7wORX154JGPAXh0emmW3/opa8ouPgzHb2zmK4u2kXLZaUFSPQivXfCkYh8HaHGMYTT4F49o1pyvbUIyTdka9FFFQWFFFFABRRRQAUUUUAFY3i/P/CFa9tGW/s64wPfy2rZrH8WHb4N1wjPGn3B4/wCubUAj5JkglX92U5PzEZPynHTnp9asGRPswTBSTHKt2I/rVgq7RyFAVBwQQD0H/wCqqt1bFpVdYmUtxyOG9c+v/wCqhIt9ERohkwy87gQAOSR7jP4U1YJcnyUOR13DJGPw9jViOGRYPM2OsoyBtPykHsRj0pVhncB3EYHbAwQOcCnytPQlxv6iBr2N2KxKCTk7jnPpxkjFITcx4Dq/UEnBOOO2TVkwSbVdWQSxkNuZu3fp1qW4nFxArtkTIoQmPPAH09/WtVOS1Ha2xRie5QqFZgSQQGXg49j+YqVLiQszBHPHTdgdfWmzQSXMPlpgyj5iU6478d6S3aWzhkSQqz5LDJ5z+PfjFL2snsxpNvQcVmJztZwSDg88elII7qcKzxkv6F6ktrwyxx7wEdjglVwB0IzVpboNKsLBlOdylunvz2olVl31L3KrW11KpidgFVum7PBx+fSobWzuEVizgEtkAnP69utahVw3GGwfm5xknjt16VAlt5TlEZiXfhcfdNTzSe7BJEujW9vBqNq99Kpt95MgcZA7dK7jXpPCa6W8diIzMYzlRHgk47HHFcMyAMS7MWHy+/TmkEBWQtJtww59Afr34qJwu022WpcqskRG0iicARo2RngcgfjVnaHg2xqR3GP1/wA/hTxGYCu85Zv+Bd+Bg+tVmL+S8kYUCD5mBwDj1A71qtepG+5Fb3C3CttGwq2OMAqf60S2SSIuCQc/L8oH9P8AOKgspmabY643qXZgPoMY/KtASbf9ZyhBGTyCeRzTbvuDsRRWwixICoI5IDYz07fh+lWYRPcMBCgLDlVc7QcfTpUTjfk+axG3gr0K/wAulJFdXlg7mHCgnDBv4h7dParjZu7Fyr5G3bzXc4+ynS7eGZU3RiZwFkPpzye5zVG40gWlrM9zJEZXbCLAmAD2ycdOv+JqE61eyxyIbcbwCFkBAx2znt+dZl1fzXMMEUgUJGPmxyScdMn6/rQk0xVElYmgVp7jyLdg7E5KRnAxnPOe3r6VcjaGycRxJ/pHIYZBVW7/AMv1rJgk2JJKWljhf5GMZ+Yp6D9Kcrs0Q2xbI4vuDacjPr6++aUaz6mVWN9C5Jcs7li3Qk5ccj05H86a9zIwEW9sD5ueemeetQeWu9uh/vZByO+aWVnD72AGcdAeMjgfrWyq6k+ytsMupEYIWyCcNuXgnr/n/Cqo3SxshIwOnH15q75TyMFcBxjaAVxtPX86vCx8sKBGpY87mOAPXH51lJqb0LjDl0RiR8253lty4xjn/PrxV6G2LEsSXj/hGMFj1zz9Kt3EcaHbLyfunbzVdPM2qPMVQeSAMfl+VQ0k7lNaXJI5LhvMKOS3BYscf54q3DeyrkOUwwxk8gf4mox5ckamHkknORwT05/CnEBAFKrufIOD0Pfj8ua6qdkYzipS0JNLkVHaVch2AJAPHA9627eZLmRIhy0pGEz2z9eKy4IrePaNpXH3mXp7n3q7bwxNmW3eQMOgKg9OP8KcZaWZlUs9TotR0LxHY3CQ215Dbx7QREXGee/TuazvEcOpWSW8WrTZu3GQD0K9uPrWMbvVri+5lMkwwAxJJwOn+QKm1Ca7128VtTulknUiMcngdv8APtUJSU7s0lKPIolS/Ui1t4yAQqDPY9c9/rWNc28p2sVBkHT5uK2tUMguAoYApj5fYcf0qjjfO7HcCCcOP8/WtLq7ElpYgs1uA7MZWCyL8wDMQ5B4znrjj1xVxmlEv7xQzEYBzyPqfwp1mgYF8d8D3NTMWZTyMDkYxz1/MUXSVkJu7sUJfMO5gqRnPOSOR1GKoNHCyhXLYIB5NaJ3RqCuOecqcnp3/KqEiSrgbAOoGcZHse9JxsOErMrhlLhFwgBwuScj65pfMXDRJgg8YLDjjqPyp91FINqYwMAgEcjpjP4/zqrMiMA44XqctnnHXP4VhL3loXa+o+RkMjPuIJ6N6/T6cU2FzGEQhgpbrjqPWkkZGVcMyryFyNw5PXp/nin20KtvfzCQg5B4yTjt+JrFJJ6jVrjrrzI7hI2feh+YADmkLGW2WOPdsXjGefYfypjx+YRIpVWAOdw5/lj/APVViy85Z4YljA3YCvnA5z1qOW6H7rdyWz0+e6hZoXVwDkLu5H+Rj866v4Y27w/FXSfNjEThZh5fUj91J7en866vSvhSlxpUUsl0wc8r5DrjaffvWp4f8Cp4c8a6Tdo8piMkqosrg4Pkv0/Cq16kc8Vax6tRRRUGgV82/FOAN8SNWbGSfJ/9EpX0lXzt8TwzfELVcAn/AFXT/rklVDcmW2hwqxg87SPrSGNassPX9ajYjGMD61toQpMhKAdqr3MjQRGSPAZeRkZFWWI96qzkt8oXcD1zQkUpGbMr3F5EQSsjMACeB+nSm39jJZXb20syuBgjYchu4NMeK4aT59qtG25efypqG4niZZWZ2A+U4z07ZrOT1RqiW9A5jjkaZRzlRgAnr1qiGZJEaPIkDDFSJuEb7s7/AOlRlPKJy3YHIqbDeu5q30t8AZLq38uOdQw5Bz71BJO8kEcasVGchiQDwM1FNqEuo+VBJhfLGA4PX61NJpswWQKBKFXJYHpxk/yo5ddASUVaJJPqD20ojkXBKBs9eorVutSaPSLe2h1GWWCQ+Z5Egzsf29OvSsDSoUuroLcOAkakjccZx0Gamjvktby2uUjA2NkleuKVmtUVF6e8W7S6M0YMhKEPtZgOn4GmSXoNwDC25BkEYxml1C8F7fvcJE2HClkfq3A5OKkjhmuI2lkjWOKMZAPQewqZVFGN2y0pOVlsSGBo1juJ3ii8zKIG5bkY4AqXVYo5ZrdI0iR44tkvlqME89+5x61SiuFDbYdqyMfmmkbn8+1W4o0jUlZxKxPOFwB+NJVZyauVbQqTpIkluEG5chT7D1q3HJmdo9owBw/c+3604BmOGjXBP3ien0p4WMDeMfWtkn1IWorDjgDPvVW4uVjlCKSeOQoollaTKpx71XS3w24nJqvQbKsj3HnCQgNj+HHFNVrkq0YQKj9cAA/nWkI17inBV9KTTe5NipFajAZuWAwPapiMkA9unFP2c55p4VmPUkmqVkNRsRmMEdPxFP8As8Kx7txZz0HYfWpzBsGGJLemOBTVVlO3aMnocUNjsKQ6RjMz+Z6Z4xUcm+TAZy4HrUqwkqSevQe9OW2kP8JpN3BkAiA61PBBEj+Yx57VYisnPJU4qWW2f5AOBWsLGMhYk81s4ytW0gR2+6Nq/qaSOPyYueTWnp1sJZUXGccsfetbnPLQ0dC8OrdSKWTJY5Ndq/giymhDeWQRx1o0S2SIKRxniuuuZJbawLRJuKr6gUmzjnJtnl/jDw3BBYx7d/y8AZxXEavC9taW8GwKAoyOcj6/pXV+IdYmvdSUz3DbEONi5Ye9cnqM0eWWOVcMOcjnrj+lLmWx00oSSTktGUBbTGEOsTlOm4KcUxFKnkEV08Hiu38KQHTmS4nhY+arocgEjkcnqMVJqHi3TfEemPZWcEguzhg0kf3QDk8g+lZe1alZo6vZ3je5zIGc/SoZBnmrJXYQcZqu5I6Lmt1K5g4lOUHpk1RkyWrSl5PTHtVSVO+Kmo9CoblM5BpslsX+ZT17VOVzSxhd2JPu/wAqwTvozVx6lOGMm5UHoDzUrSbpWOOpq9Elurlwwzggc1XuLdEKtHIHz1HpWUlYIp2GKQOnFXbS4S3YOrOjA5BRiCKpKpxT9pojKwShzbnQTeJb25ha2k1TUZA6lQGuWIH1GeRX1H4OBXwRoAJyRptuCf8AtmtfGzowYMMhgcivsfwYxbwL4eY9TplsT/36WqnK6JUOU3KKKKzGFFFFABRRRQAUUUUAFZXidQ/hPWVJwDYzgnHT5DWrWZ4kGfC2rj1spv8A0A0AfMhtsIFAZW4IPt6CpHBYsrDe230xzxj9fSrjI0bAgtu6Bh0Hr/WosgybAFzuByTnn06Vun2MeZldk8yPyygAzwxH9ajUqkPlFPlBznp+v41YZt7AtENv8K9sn3qN9pzvG1hwMDnp27en5UKy0NOa5TmnkLGEAeWQB2z9Sewqnp+mzzNdvDOE8tN7A4H4D1NT3m+WIbItrrj+LHAqmz3MTGWOcfOd27jufTHXtUy0TsUnokFlbFbhlklY/LkPjrz90elRSHaXnmJ2v8xbPDZ9/wAKWVZTEs6AqfL+5kY6/qetRvCkqjduRFXPztz9Mfp2qX725e6LelPcLcNBaxhi6YEZcY+pz+NKZrhrvEoVJ41x0B6deenWq0F69rLG0KDeARtKcHJ6ZFKsL3skkplSN/vnkjOfwpcl15hGMVdrdlsPceazDYSQPlUg4wP/ANdGm6gbi/hWd3gcnh4+CCPf3qrcWU1rLC+UUkkBiSPfn8xViC2s4bGOUAyyySHIY4IGOMjp2zStYcXqXdT1Saa7Z5JjPKMBpHTG/Axnp1449aUSxL/rJFTJ2qrdGPrkc+1M03Ukhgu7cxsBKCdpIxjGDnntiqdu8hQtHCHweH4JAx29OlJdeZj6KUSe1kluZ/IUln3nD8gqO2PQCtDT447a48qaSCYREtKoXI5A6k8Ht3rOkh+zwhphsZsfuwSCRnpn3PFSpL9qBVZ0toFGNo9x6dew96n2zaaia2adhsUf+lGc42htwKgAfpUVvNJE9xlSqx7tpByD/nNXyCn7s4faMLjg8j/64pxWJgrldjKdo5OCQPfNaJ9TPVNKwsMnnQKdu0rnhRxgEAj6ZzzSkKuXMqqUHRRk4phHkoNpAAOdp6Hk8H0qpceaY/3yhd4IUD0JzV7PTUbVtERyzPLGyQqUCnksB0z6flVRhcorrGFfuHwOBnp6mrqQGIbdoaPbznBPT/69StEdn/LMAdDjj8P5U7ytZk8uzKSq8xjZz5bg4AXAxx1x71ZWIQNiIhRjJCnoc9T/AJ/KnqiqPlJXAz8vGfX+dKA6EtlQgPQjp1z/AC70KKBJ31IipaX5cmRs/PnOeev6frTjaJv8vDDH8Q4yf/1VYEIdVCk8Nl9x6D8adLCjZETMzrxuI9+fwxVc6WiKirajIURGcW7OSOWYjt64p8kpyoincbVJ+ZvummOruqI6jB9Dzyf505YDtG0blJ5A4FK42lbQaUMsk4csQxGCT1H+f5UwQJJGqbeccbfX3qyIJXyTgDk4GcCrcds2dxUsxP3iST+PNOJnO6IIY4oLeONUb589D1zVtAmdwjQrjB74FMitZZrhsyAlCCSwzirSxp5oiCAKoGQxx74/WtYtWsYSQ+2sw7BFAzIM4HAA+tdlovhmKRQZYzjG3g4rN0W13TbnwD6EdPbFeg6REq4AxgDPpRc5ajZj/wDCH2tvNvjQjjnua4jUNGS219iu5lQ7iCSePf8Axr0rxJqdxY25KDYCMb9w6+1eWz3ZmWcSzuxZsbip5ycdaVx0lN3a6bmPdbpbwAruk6H5+P159P1qGa3lgYK0bEqTkHOO9W4DBe3JUzBTGpdNvB3DHf1/xreHxEsmmKTW90rYyzEA8+nX2rOVRw6aHbCHMrHKKreSGDHd95lzgEnv+lOU7YFJyeSy8DqeK19VuotZu0v7JCsLJtxsALOOc1mOpji2FWDZ4Oa1VS6MpRV7FOYbJGJVhnjaB29MZqKfzyS2WDYyB1OO39PyqyQxfByH+8McDnn8+ar5AbcVIVuykDt1/wA8U3ZrQVnHcpOXj3hmBJJ4PQnnn1FQOBsZWVwp4U5wO/p15qyVUybTkZJ4J4+vWo3ijJ+UuCTwo/z9K5+ZJ2N1DQgli2KJAHBAyRtwMHg9On5U6GR4YiFj+ZsKCy8g4/8A1VbiWMoxJHznaTnAI/8A11MyQzNlTImGyGIzwPb2qJR1uiY6MpwuA5JGQRtbAxx39P8AJp0RDM24KUDAAHAPtzmmhMAohOCTgr3HXr+FCQx/MTHsbIHLcfl1FTe2pXLZmtZ6xJYZ+x3NzbqDtJimK4574Ndb8O7651H4i6Q8t3cTiPz1Yyyl+fKfnnp1/SvPPLyN7Kx39ck4OPf8q7H4WZHxJ0jeCJSJtw6/8sXrRzTVjL2fKz6TooorIsK8Y8Ztv8Zayq8Ohi6enkpXs9fPnxF1k2PxF1iKJ0Dnychv+uKU0RNtK6OM1uZ4tRX91mNlySOSKq71KhgeDRciS7cvLKxJ7DgCqpgxkdT6k0Q5lGwNxbIxdKkkqyPu6lQBjA9KT7ZAbdpl7Lkg9aqXNmGuMhsZ468A0tom6ymikwPmK8c1qkuS7epcUktSxDPHdQK/BIHK5ztqrJfRoCBtzngDnilsIhbxSLkklsGqE9pIFm4AB5H50RacW3uUnoLeOguYJRkxNwR0rSltIZIyu3GR1qt9mN1Z24LKNh5/Dg1oBenIx7VnzalIzprBDCVQDeBgEcUQ3DW8UiSKXaT5SQ+COP8A69aewe3PtUUltG5BfnHYU030KsiXTG0+ysZIrqLfcN90gdR/TFZMlix4HStWazZraKZFJwxBO4dO3HWhQF5Y/hTeyBa6GGkNwsmAjMFxjPStJzfXrf6RymMAE8D6AVcMipgbDz7U1p2x8qgfWo9mm7lLRWKhtjEgCRknI5qeNjG7M+1Qe2cmms7tyzfgDURO05Xr603BXHzacpNezyG3ZUUqTxnFRWyuIcOc89KbNdXMymJ5mZeDgnNPjujFCfMSNgOcsOavl6i5uhLkKMnpSqysODnFVFvIprdozH+87MG/pUMcrIWVTnmnra5HMXZbiOL7x605ZUcfKc1RYc75cuewzU9tbPMxChR7A0lONncakXEXecLyT6VYAEQwpBfufT6U4RmFdqq2ehbH8qWNNxxnB96jnNB9tAjZaTp6Ada0Lext2bGHJPYVHBDnjHzGt6wtAoFHMJtIht9GEzcrgdh6Vs2XhoTsAqcCrtnCCwVea7DTokt4wz4AHWocmZObOdk8MxW1sDtAY8Baz/8AhHGbMrxn246V3kCi+n3lQFB496NYMUFqUUDcR2oU2hXueYS6YrXBAj4U8DHU1r6XosasC2QT9a2LOxjlfc1bUEMcIJB7V0Qmc9RaC2NrbGaGAEjbySCa1tT05jEHTVbiCMD5kVUOfxIqnp8e+cyHb+QpniW8+z6ZMQRnbitHqzlaseYas9st9cTgu6oSxyAS2Px4/CuEvQom81RnawIDd+/NdJd3qx+dE8Ls0wwCFO0DPPPr7Vz88e7ORweaqTsdML8qR0ei6jpurs0Ek1pY5PLzyKMn6GrGpx6HYwzxR30cl0IyV+zJlZPqV4x9a4U2iDPyg0+2tAsu8DAqG1J3Zq5T7l0uxX7xqBnPXcathflqKVBzkVaRFik+XPLZ+tROuOlWmRcdKgdKmRaK5U56UwqBVgoMdTUez3rnlobLVDDH0OetJ5PfJqUDA2/lTsc9vyqblWRBsKnGc04ZB4qbbkY79qZtpBYcnJ5Ga+ufCAx4J0ED/oHW/wD6LWvkZODX1z4P58E6D/2Drf8A9FrTexnM2qKKKRAUUUUAFFFFABRRRQAVm+Ijt8MasfSzmP8A44a0qy/EzbfCusN6WMx/8cNAnseM3g/0ZMLlWXlcdM1xsdxvnbzAyuXPzH0Ga0pNakntVhilUKOhHXpWU1tvlLKWbecYU5B9BTSfM2Sp+6kxbuZjbnyyInOcPtzzTBcwBF8wnzJCQSCCM/0prQhkYkqo/iLMOT6d6yxatCpdpDvXqCc5HUHnjvWsEn8TsgUU3uaMt5BblFzgzHcSeo6c/mKSZ40BZSpY/Ngn7xx6/wCelQajCJzGS5whx16g9aku0zbeTk7k4AAxxjoc0otc1maJq9iuLyOd9rAYdSFbbn3/AJ5qPTwrTvbSg+YDhWzwQOCM/Wq62zi8tZN29gNrDoeuP5mr8cAW8aYYAYkjae2Ocdu1S3rpsPrZIdNbIGQxwlWwd49ff2xn0qlNakFpYWVUIIK5Jxn071qPFgFWB2kZHUcdcYoiRGTGOnzeuOn9P5U09LotxVrlR3FzshaPAjXDAkYPHb3zVzUzaXlrHFZRlQh+fsRx39etRx2qbtxEjFmxndj/AD0pWtvsl1Ko3LEzZyGzkZzzjqaau7tj20RmSWkoO7DMozwGyffnFSafJfW+54EYNIOCQM8flitUxxxhASHOcABc+3WmtKSFj2fOGwBjj6D/AD3rNxUlZgrbxKps5JQDOqlxuPm4znH+cUxoDFMf3TKNvXd930+lW5Xd1ZVbBJAyTk8e4piMTkMScEAk85PYZ7/T3qlFWshxm17yRMtx94LtZ+pxkng85NULl7mS9zv2lSCp5HPHf1NSvJNEcQymFCo4ViB1POPT/Go5ZnmCTMd7ccEY5xmmorRBFqOkS0wV3BCgDgArkjt1P4/WmsxWQGQgxqAQR054HWmS3uxowY88hRsXG4en6VFdSpcFJFQKp67XyPpj0/xoWmhLl2LZKSsdxLHH3CRk8/4VF51sRtU4XA69Rz2+tVUllMhwhAYAnbwc+nt9KR8s2xUUuRkvJ057dB+tPms9dg80XsrJgOoVxxk9hmpo0MzFmxHGh5IHOf5Emm2dg23zGAKdwnIYdsfl3qZRIRjG3aMBM4x71LnrZFJ6Dd/mEQrgRk44ye/86uxWkZjCHccYY+30qOBWdwRtUZ+bnjP8utaVpAZDkcYypJPXk96XOyul2LDZJtUBGBHG7HQcVpW+hxtyq4yeB1Iq1awBVxnnp61vabb+YQDjHYntU82hnKfYqWPhneS2zKnse1SXmhhD5UI3HoStdV5iW1vtwCx4xVq1tlCmRl56nip5upPM3uef3WiC2hdmA5HQjqapwaWJJCJOueT7dhmuw1crNcCNQAo7etPs7KIKCR16+9axmZySuUtL06COQNIT8ozjJ/xrqtLtopldxIyFuBtP+NUSFSNVUgitK0URQcYx9K2vdHJJGB4pthBYymfUJ5g3CoQoA/IZrzTVBEbcqMqzDcGHGcDue/8A9au18aXRaRYlwSo3e1cDeX0dysaRQSKVXacrgk96tJ2Lp81mZ1vdw6fdSSPbK6MAMBv4sg9+P/1V11vFpuoWxuW1GwQAYaEsrMK4uW3WVhnJK9eeuf8A61RNZo+8ooZCCCxX8/pUSaasb8007JnSatNpqRxjTrjzFIO/5CAvPAUZx2NYkrs6pucKTy3TpTrWJF+XgYBGfXOf161I8Z2nK5POTj73400rC1tqVTcO2xwxXqUHcn8Pp+tRNEruMZQOOFLA8/X64q5hV2nO1enXrxVSVAOR3BO5R37Y4pryDlvZoi+zMuELBW6MMcjmoGYGUFQeRgDng5q2AqyB87lHIHc81BPbhgSRtUD5TnP1I/WsZWbsbR31IUjjEu0/dPAOM8/5/lTmUtks48z/AGhyD34/z1qYgx25Usdp6bSMims4lUs5IbgLnqeT1PrWe+paXMMVGeEbgz7eBwBgDvkDigxqItyrjd689vXNT48oqF+bnJx3460Om07woKFR3zjpSbfQSj7xBEsu0qjc45LdxXb/AAwVR8QNMwp3DzRu2nn90/8A9auKdGRwwUyMfvHoB/h0rsfhc8Z+ImlqFbgTBSf+uTVW92E1ofRdFFFSZBXzF8WIUPxP1hzyf3P/AKJjr6dr5i+LT4+Jurj/AK4/+iUpoDj/ADpAOHNM81yfmGabvoD+1UmTZDjKO6UBo84VSB1wD3703qM03GOlO5Vh+2IZwDTGSFshl7UEHGeasR20EiZN2iv6FT/OncaRAhhjG1VOKswwm4UlGjX2Z8E1YSO6VAqi2nQdBgUxwg/1unlfdCaRd2QSWl3Gc+QCvqpzTf3YGJWljb/c4qVfs275J54T78/yqdfOI/d3kUns/WncfqZxX5GVJo5PQNkEc9q0Y/tI+aGzgDno684oMco+/Yxv7p/9aoSbQNh45oW9jSkkxoc7RxybpWNzP6DoDTnR3USX0mxB92Jev5UgmghwlnGZJT/Gw5oaNIT5t4++Q8hM5oWhQwxG7OY4khhX+I/41BNHA5EdqrMw6uTxUx8695c+Vbj8qhlmG029onynq3c1aAx57x0ZgiDIOCRyaqu0s4LOW2+pHFaMloqSZYAv3AqV7USAM67FHQetE5N7GdmytZwloyQQoxUe1hISuTzV6G1Zm2x5C96nKJF+7iGW7mou2VyMziJWYHHQ9KuQqRzjFXo7aO2TfOAznotWLKwFyxkfCQjkn/ClYpQSK0TyqRtdh9DWlBc3Axlw3syg1Eluk10IrUMy9i38/pV2a0W0kEfmq7Y5AHSjRFGha3gyN9tA30Xb/Kty0vbfG02pBPGVfOPzrDSymhgWV0AU+4z+VaNlGThgDge1SzKWp1Fh5HDJuX2YVtRvDc4jW9iTHUPkf0NcmLjy02qeTV6wzkMxrMzO4s1EEYCMj+hVgc1Q1Gzv7ifLWsuzrkKT/KsO7vzs2KR+BpLC5nVsrNIg/wBlqaQHQW8PkIFZdp754qO5OWAFNXUJ2T55nb/eOahe7cNnCN9RWkDGZftJfKHU1z3i66MllsBbB9DWmb4bcNEoP+yxFYurXFtJGRIJQPbBxW6ZhbU4C9h8qNXdbjd8wVy+YzgdAOueetZRjJxj0rX1NbcOzQTO7lgChUjiqkW1iQQQc05PmOmOiKLW5xkiiOPHatB0XpmmCMU0kTzX3K5XAqvJ1q+6YqnKvNWNMpt3qJqlcfNULGs5M1SGYppH506kzzWLNVoJjA5pT1z3pDzSVlYocPX9c0MP4h0oB47UoOOCcg0gGCvrnwd/yJGgf9g23/8ARa18jsMH3r648Hf8iRoH/YNt/wD0WtUZzNqiiigzCiiigAooooAKKKKACsjxWobwfrat0NhOD/37atesjxUwXwfrbN0FhOT/AN+2oA+X4gkRJO4k5wynr+dSmSSRCRJnYeMkD8PrUTygEDIRSOBjnI7/ANaAQAdkqk5HP3Qf/r1bto2iHrqxYp2h3fuxtJxhiTx79OKTcjPJlen3lzxnqP6U1yZNowIyTgjbkc+noKkJjVuu3cc5wCQPp69KE2tCktboVthQkbwCeVJByR1PWk3RYBA2qxGcKcc9sVGr7W/eZZcAAgDjgH/EUojRpAJXCIchc8joMcD6/wD66d1fUa02FENuyJw7qQWO4EhR6+3NSG7id3ERjALBQRz+NSeXErA293ACCeGBwTj0NTMbkACS0hmUHcDjj04/z2pW7lx2uRCzmYAwmCTcOQJMkVCsE0O8SQqitgc87fYf1p8iwbcy28kZbnIPPP1qSJYyf3N00ZGAEY5H1z/nrQ2OzevQgkjiI5uHEigNh04xgYOBSxs6EbEhl2jryeffPfpVlxeb8F4rhR8wz3+lNuChjIksQqDn5ev596bs0gtroPY3LZRo47aLuy8cfU9ajjlLnFpC5J+VpDzz9egqNHspJcSNKqjjBOe/tU26SZhHAnkQZzkDIA9yKSikW7EchhtWZQ/2qbJHGdueOCe9MmiiiYyXm6JTykaoASKUtHbfJAoaRmGHz0z1x7USRhHMl0/myj7qt3Pvz+FWrXBPqVLjesXnpGoiXhFc9B+XNZU967sAAQQB8oOBtGeM1syCa5ZXdcIfufNgVVW38w/KoKgd+cnuenf+tVz6abmbvfRGdBBN8rSYBbBUYyV9OK0JYTHGAWwQTuUgAY78fUZxSm0RT8w+YlcEAg+/fmpo7cOhaSRgpHccj2/PNZK6epfLpdlFSduVjIOM5J4x+PXNPijYP++zw/zfNg9c8ds9a0EtTKeEAU8/dByP8mrEkcRTake53JOec/hQoq2uouW2pWQNGAVMgk5z198H61dt2liVmErlFVeS2QakFilvb77wt5hHCA85wPrU2nWTXVu8rSGNBkhmJ4otZXuaK1tSxBduxPnhWABO8x9f/rVrwXUSqWltouvG1yprHtoZZ7nah3ovGT3A+tXvJeKXa3QY4PODU26Eu70OghurWbaPJkU9SQwOfzFblnLBChbftXHUrXN26CLlsqff86t/aWkkWMtlAeOP61FrmTt0Ort445ZVf7XC+P4dxB/UVqMZmgKQx7mx0Ug1y1rIIU3MQDjqarzXjSyjGQM4yGpJaiNpLG58/dLbyrz3Uj9avAgJ2+Xtmsuzu7iJARPMM8YLZq095I+SzZI9TVoiQg+aQ9R7VcFxth27ufqazvtTZG5EK+uKbNeIYzlGUEYypreJzy3OS8QM9xqLMhkBXn5G647VzF2nkzhNs6bZGH79wzKR6kda63VTazqyOZFbqTtzn8eK5KXy97iItJGCPmC45qubTlNYLQpeU/nkx8Ak4wMD2NK8ZV1YHLEdCo4PFaSgFD84LcBAvOeai2K23cU35wcjihJblSm73IVjWNQDjpgkHrimyHCqMgqRwM8+36mp0h5YjBUH+EcfhmowgVg0mw7iQMY4P4VVrCUkUpZctuXaoJJ2kZHT9aruMx7lBwMAEY5Gewq5cKqIVH3eTnJB/Ad//r1SU4ClSSexPtn8+P50SfVGkGuhH5bLKMnAGcD/ABxSjDOWLbsE/Mew/rTiZDkIGTaoDZH3T3pAz4LNgkDd9049c5/D9Kyb6o1EUoXBMnuAe5zUSAbRuDKScEjPt3pzISoCDG/JO4Y6dqVHwAyM2WHAA6Vk1YpXvccXBkJLMQTz78GhFIKouRxgsG689aZE7KC2zJPHPHH9f/rVKXO3e4AOBtwBnPoKh32D0I5GcsAR5anGWwf511vwvAHj/Scq27MvIHH+pkya5dm3NuDmMq3Ckbif6etdV8MlX/hYmkH5CdsxBGf+eT/lTi7Ii2mh9E0UUUzMK+Xvi4T/AMLP1j/tj/6Jjr6hr5e+Lh/4ufrH/bH/ANEx00NHFc0CnRqZGCgge5OKma0lRgw2uPY1YEAzmraWsbqMXUe70PFP+1kIFltkIHT5cVGXtZP+WbJ9KaQy2rX0cYRRFIg7YFRPMvSexA914qFUUH9zPg+5xT912n8YYfnQNDcWbHKtJEfzqVVkH+pvQfYmommz/rYAffGKZm1bs6GgaLLG7/5aRJKPXAqFnh/5aWzIfVTUbMIh+6nJ9hUbyySAB3JAoKJGkVGHkPIv1NRMzOxLMST3NNpKQE8V28KFY1UE/wAWOaIpIxIXmVnP1qGkzQUWXlN04WSQRxjoKVpFQeTarknjd3NVaXFMZZEC2y75fmc9Foit5Lti7fLGO9V+SeefrUzXMrxiIt8o7AYoGPkccQ2446ZHephFHZRbnG6Y9B6VHbXK26HEQZz0YnpSwGKW43XTnb1PGc0AS2dm905mmOIhySe9TTzG5kW3t1/d9AB3pt1d+eRBANsQ4HbNW08rTbcNkPO/p/npSAmVo9Kg2phrhx19Kl06FdxvLo5UfMN3c+tU7G1e7lNxOT5YOST3qW6uzcSCKL/VKcAetJiZfa6kv7kHOEH3R6CtRbgQxiOPjArFibyY/wDaPWrtghnm3sDsX9ahmbR0mmbLeJrmdQzY4U81dsW+1XIXAUMctjgD2rAa68xwqn5R09604rv+z7UzZHmHhR71JNi9rP2SO+WC0Rgyj94d2Ru9K2BpMdro4u5bjEnH7vb1J7ZzXMaHG13fCV+QDuYnua1ta1LzZltozlIuMg9WpiZat1afJQgBfU1G7/MVzyOKWN/smmrn77DJ/Gs6OUtKM9uauLMZIsTSvGPmXH1GKybyTeD1qfUbzMuzdwBUD3CR2J3BCSCeRWvMZ8py11GPtLHPcVX2bJWcDg9auqq3Fy4cEr1OKr3ey3nCJkgjJyaSkrm3LdFdzzQM9xVmGwluv9RlyAWIx0FTyaRqMSAvaPg9COlaqSM+V9jJmfGMGqksh9auXMEyMd8Trj1FUJRgc8VVxqNitJISeRURcelOlYZ4qEmsJSOiKFyO1GR60ykzzWbNCTFIRTM0bjUFDu/WnZ5qPJoD+1IRITuXryK+t/B3/IkaB/2Dbf8A9FrXyL5mK+uvBxz4I0A/9Q23/wDRa00RUNqiiimZBRRRQAUUUUAFFFFABWP4sGfBuuDIH/EvuOT/ANc2rYrI8V/8idrecf8AHhP16f6tqAPlgs4AkKsAevoev/1qdJF5ak5yA2MjsO/86ez7g67AGPQke3b9algt3dWxIFYclARkn+gq466j2Id4UArkYHDjnjPQmhVEo2yMyYbHzen0/wAan23Fo3zQcdDkZyOOnp9aVp1kcbrf5WPHl/KT3P8ASqXca0ZLHbsjCSGaAyMMlsdB9PapXnuzhpbeKbDEDAz29v51BujYZ2siYOBwcHHOKaodVYwTF/Vc8/jS63ZN77hugRyXs2RwMnaOB2NJD5O/y47h1G7kbSOn0p7yXILhxuXsG646DH69qjSaLavnQbd3G4cEc9RTLi7alpDdBmEc6SJ1PfGfrTGkm2HzYFJAwABy3INVljt3yySMhGSMY6Ed/wBKDM0bB4ZmGACoHH+NFh2dtB6rbLu3I6t04Ocf5FMdwS22ZiOpwcY9qZIDJ80m0fxHJB7evr7VHHiMdTnHXHPX/PaluU3bQRNrorAjHQjHarT3kk8IiwERQuFQfeHfP6VDuygwmzdgEMB/kYGKYEcLlTkjPUZz7elLmY+hainjjAWBMPnGcg8/THSmwojnzJ5WZiv3CMk/pUQkcZUhVAwwA6HP+f8A9dIEJwVkIJYA8Yyc5AH603qGhI8L3kqqoKxL8oyx61IUW1jaO23N3znP09KgVnZyYoypIwQTgdMDrSxl0YbWw+ACWAJP+Haht7BeWxZSFIISbjJyeEbr9MGkEMl5cEkYxtyMcDPOetRl5Jpg0jeYcYYA449f0qaS9IgWJITGD94q3UUbvQPi2GzFI0EdsOhwcHJJ4q/Ci20HnOu6bBZEGcKePXiodPmtoUeUjfPjKqR0GeMf4Ui2rXtwPOkAHBOTt2r6AZ609LFKz3JLeKS7uGkc4XgDB4GOw/xNW7i6M0gtrdP3QwNvb2/CoLm4G02sGBEDsJU8+nHvU9uiabbmaVVaVhtUYH4DP86nYC/HMmmQHaFaWQd8++D9KdYlt7SSbSOu7PGfWspWa6mZmB/2jV0v/CGwOgA79ahruZtamx58s7CPB2k8NnpWuJoobVYEVWZuWOOQKxLRza2258hiBgE81Ygcz9SSScnjp7VL8ibM6awSCS2kmu9xiQc/Me1UtMh+3XvlxgxoTk5Odq9vxqhe3zBFs4gSnG/Hr6VsaIq2do1yygZG4Ln8hQJrQt6hFFp9wIo5vMfALcYxntTfLkSEO2NpGSB1rMile+v95Uncdz/nVjUbrB8oZ4688VaIkroeWZjgZP0GcVVmm5OeMcH5qWKbZCZWwPxrP85pbnljnPU5FaKSMeUp6gQY5Tk/dJHPasQquXUfMgHTpxmt3WrlHjCAjj0rLjt4ZYQSWBIySpGT1pXNIxKsQZYwrEKMfXBqLczF+VZTnHHX3/CgNFMxGGHON45GfTFXI9Ju5o1lhiLhuh6bsHmtUwcXqmVFZY/lDbT0GQBz0qrNIWchSVBPB3fKa0bnTr5Mg2spYjoR371mPbuSiHcN38LDH5/WrvHuRyPqVpC8WXQKUzgse/UVWkbMbgKFK8ZLdOM/z/nVlwgZtxKjtvAOfbiqYZfNY4GcZJ6jP9OKzk2/VG8F1Ji4Y7VVsMOuOo/HHP8Ah+NRZO4FFwhIHzDIx7/lUe5TkbOoI4/Pv+NMycoE+6o3HcegB/TnNYt6aGnK0WN7IxdRwfmHPGfSmrkMm/YABwe3/wCv/GoJPvlQm89mUHnPqOvel3HzAUZWCt3OBnv3qdC0Svs2HcyEA5wp7UK4KbZHBdRg8Z9cY9O1M8wshEbAgAAFhj0/OjJWMkup38AZBK988VNugSurD8jaG+VSAe+DnP8AKuu+GSKnxH0sKSR+94Jzg+S/SuP6K52EockEjH0x/nvXWfCty/xC0osTn99gHH/PJ/1qltoKS01Po6iiigwCvmH4sNEvxQ1gyIW/1Pf/AKYx19PV8w/Fpk/4WdrCuvTyef8AtilOO40caVgblWK+xo8uRf8AVuPwNN8uNh8r4+tJ5DjlTn6GtCiTzbhfvDI9xmm+fGR80XPtSBp065P4ZpftAPDxg0ALiBhw5U+9OWGTGY3B+hpoFu/coajdVVvkcn3ouPQmaSeL7+Dn1qN5fMGNqr9BTCSeSSfrR1pXHYKKKXrSKCkxRSkigBMUYFLRxTAOKKKTNBQ7FFJmlpgKDTgc00U4YoAeKetRgU7NIZcW6mEXlea2zptzUkEuxs4BqkpqZW4qWKxoCYlsmtdbyFbURwk5PByMVzyNzVpJMCpsJo6LTwsj7iy4XsTSXV0bq6CIfkQ4AHesDzdxxV22lKFWUkEcgikKx39iE0nSGmcfvNvH+8aybAG6vQWPA+ZiayJdUubiIRyylkU5ANW9O1MWscieXuLn7wbkUIlo2L+6ZpAhbp6UyB9kRcgY9aynut7lyepzVu9vYfsiRwyBuMHFMyaKkkxklJ/vGo7+fEITtUcBzJn0qpqEuX2+lUSkQWzKHlYj2qhfTI1yxDZA4zirMTYgc+prFnky7H3ppamiRsw2bXek3Eyb/wB2VV2DYG0569uuK9Dsr6X7MoaQsQMEk155pcgHhzUGkkKR+YGfH8QUA4qvY/EOCBSstjIoZixKvnr9aitCTWhvRaTfMenzSQyRv5kETFlxkqMivLNZX7Pql3bhT5anKfQjNbtv490eaMq8ksRP99P8KwNZuEuJY7mOQSpIoBkXoxAAP9azoymnaRdVRaujFGCwz0pZlRcbc800sueBj8afLzHkVcnYzSGJGHzhsEVGwwSDUkLYYj1ps2BIfekmAhjdV3FTj1ptW0bzLbb7YqrGwSUZGR3FMY2irV0ihVdAB6gVHBGkpYNkHtikBBX174N/5Efw/wD9g23/APRa18g3LfZ9wOCRyBnrX174Kbf4D8PN66ZbH/yEtVZ7mUzcooooMwooooAKKKKACiiigArI8Vf8ifrf/XhP2/6ZtWvWR4rOPB+tkAHFhPwf+ubUAfMBNsPkwwXBBIPPPXH50nlID5iuozg7WwQfx7U0+Xg/NscHkY6f4D8KFAaVCu05AX5VHtVrbQq1wBuANqSMR0kGeD3qVJJDH+9GWOQAynOPUn8qhQ3EQyGx83zY47/1qWSeTIL4fAxxxkj1qm2tx2beiHRzxJL8qlMkYI4I7Zx3pmyN5fkZTuGSXGCaTzYhIsc8IVZMfPwCKayQqu4S45/iHDGk9xu19CyLe7il2qwlbGeecjvye/IqF7je0olRdo6DIyBn1qsGKy4EmemCH4PGc+3apf3e4YC9MHJ9/ajS2moLRjxl4QcYZgSv09f8ioShMhLcFT90jGe+Tj/PWkPydGDYwMnA2/nUnmlGV32scc/KP8+tHK+g72TigmjUhcZdW4zkkjvSf6sbDuyccjrTIlLtvyI1JB/z+FTt8uQ0YBJyvzZ5pLRFXewxsglAwkHAG4AHH1/Gk2FX5RWyCcE9sH/PSnSIvmeZnKgc/Ljnvnjp1/SmqSuNrEgjOPx6DiqSEKsqyuhIwvTIP5U1lVXKlgVByVzg+3NKuwhyQSVGAx4P4U3cAgdhyMDIP1/+tQ73ui1boSIqYBZNoBwB1H1pBuKHcX4UjgcH/IoDrD9yRgR0Ucg5FOEjN8rHCkk9M9fX9aWpHmAAU7lG05OVxjI9PahZCi7VXPTgcg8fl60qFnjwxBO7aMHOOSOO3enby00rxAgkcqg6D/Of0paapD1QwPu5534wBnjH5VLGSoIByvI+ZuTxUaAMrPnJDcFRx/nrRtAGA6nJJOTn/Ofzqmkx6dCwHMUyuXGfVP8AP61PPLJcShnbcVBBDfXjj1qtHGXZF+QhBj7v6fzp0TbZArv8ueo7cdahz6LcGnf0NBbp9g/d/MMAMD2GOvNWbaWJLrLAlegwc4PvVFJlAcMpUnoc5yP5GnRKd+CAQBk/Njj/APVSfmS9TZkvRPJmNsKMcn+fNaUMkVpZeYHBfPGORnp61zocDOXACdffinQFTJgyZGcZ4yPTvUtIGjd0yBr69JkJyDuOa3tYulgiitYxyBuYD9K5aG8lgJkik2AAAc5HHQVI1491KZJZM7sbsnHtn9KVriaZ0Wnjy7E3BYBm6fSqplMkh65OSKhbU2NssXkbCBjA54H4U21ni+0B55Nq4yMiqRm10LN1cBbbaMKW4FUo3Jc7WXHQUt7diSdish2gDBB/x/CoIz5cPmDnGSPSmtCbFS/ueZGONpOMnp9aY8qR27YKjdHydvfHf9KrTk+Yfmyx44HP0qK9wIcAggdfp2xTW5SRArkPnaeOcKTzj/PWuh0yGSx1iCVSyRSW+duTjBxnH4k1xbksDtc5x69f8iuh8QasulzWsrQtM8iLEsYk27VHJ/p+tVOLcbIu3vXO/N1uwuQR1OaxfEscL6XN5USpJGhKsgwT3/xrnIPiBYnBuLeaEZGSuGz7Grc3iXTdSiSOK4ClwQYpFILArgAcepFckPaQasdL5JHJ3MzqFOAjD5skcjjpVaExuFBA3luCT2HtVu4UI7qykIpK/exgHOCfz7+lV45ApCjBVjub5en410t3ZilpohrbdzbSQozy3b8P89aV4ituHUDaRkYHXmmNtSc7XHz4wFJG70/M1KkvmRfvCAoB2/KSASf6Vlf7ga1KqszkgHlmOVHTGc/5zT0jaNWBDK4Xjb8uR0PB6/8A6qWN2M6E4AU8KuAfTk1LclHCBxnsAPz6/jVNt6DSS0sQSQukJfb97BBGc/8A66JQu7c7Kdi7to6Z9vWrVo0CZJCnHOQ2SM8VDLGPNKhvqTj86XM0xWuRyktHubzCOdu4k/Wuv+F06t8RtMUAYbzcfKO0T965cxDYzAk8Hg4BP4/Wuj+GEqD4maNECpB88gryM+S+RVWuiXa2p9JUUUUGQV8x/FlYm+JusBmw37n/ANEpX05XzR8V7RZviVq7K5Dnycjt/qUpxGjhxZluUcEUfZriPlQT9DStY3CDcvP0NN8+5gOGLD2YVRQC4mi4dc/7wp4uonH7yEE+1NkvpJE27VX3xVbmi4DmYMxIXaPSkpCfeikMUmjNNIooKH5o3VHSj1oGPBpc03OKAaAFzRSE5pRTTHcWlpKBTuAtKKTNLQMdijikFLxQMdmlBpmacKQiRTUgaoRUgNJgWY25qXfVUHjinBjnrRYC0mCfSrUbFRkH86oKfeplf60mgLvnNx8v5VZinC4zkfUVmxyHParQmGORSE0XjcDHBH501pzVBpVb601n44J/OmQ4lw3DA5DEH2NVppy2SSSfeoS7d2zUEj0yeUeb51jKADFZkjipHaqsp61SZdjp/DE9iLSZNRhlntWLgpE4VskDB549eDVHU/DWj3F1K+n/AGi3t+qCVgzdOc4461yw1K7sLlvIk2huoPINbemeK7VIp11CBpJGCiJoztCepI754rsVWDp8rQ1KK3GQ+D2mniSO9jUSsFVpRtUZ7kk8CtPW9EuPDtjYWlxJG7PvcNHIrgjOM/KTxxVS68T6f9rcQxzfZcDaWILZxzn8ap32rxX3lCBCI0H8Q6mspOiobale70KxPNSNzFUG/JNTK6mPBPNcTAijOHFST9jUQ65qxIMx/hQA23fkr+NRzKElPp1pIm2yCpbleA34UATRkTW+3HOMVTRzHKD6GpbRiHK569KZdoUk3Y4bmjqD2M++Lyag3zbs4xgdBX2T4LGPAvh4f9Qy2/8ARS18d20ReeSdT+8BACnoR3r7G8Hjb4J0AemnW4/8hrVuV7IxmbVFFFIgKKKKACiiigAooooAKyPFZx4P1sntYT/+i2rXrJ8UgN4Q1oE4BsJwTnH/ACzamtwPmBEikkBUqZHJGSMH9f50i2TKhICFl5+bnn6d+9SNYs8aNEMMeMZ68/8A66j8i7jccMD1OOePaqvZ7DSEMVxCfuMqkf3sjp3/AM9qkF2wwrCMnO3AON2e4/8Ar0z7fOoJbkfMvK9BnikuLmSULJIoRXO1QnGPx79qG+5bFWWOWMMigSD+93/z/nrVZg4IQFsIcAMOfpg9OtSRorMykcZz8rBuOM4pjxjzSCe/LHnH4jijm95j5ryAIvm92jwdxXjPf/P1oiO0AiTAf5checZ/P/8AVRM5yMYL5wCBt/WmkPlo2CnAJ9T+lCva41FNDgQvKlWYHb35I/8A1U9pACQoBGOT3z+vrTdxCNlWkJIOd3rzg/571DlWclzwzYO3njP8qHdvUIrQmZ3E4xjA5GTjBpGfa3zD5iMYIz3OeKaihWPOEb7uV7/XFSxOMEchSAWOedv07UPyDYds3tuYg5Hy8E7sY5x+JomZYnZQdpXj/aB9P5UqvGuVcnGPlLLwBTGTDs2c7gG6Dj6+n/1/Wkm767CV7iPtKErlP73XnBHIzTv9rbhjgAAdfQZNNdz5hzlfMGD1456Chwdj/dILcEcZ/Tjofzp3K1sPZT5mTvBzluuD/wDq/pTgsCnD7k+Yj73X2/X9KaCNq7iwY8bfTntSEshyyjn7zdSOKVnsht30SHICwKcZK7WYnt+VPYFXY5AU5LHnv9PfFRHygVOVIBwT1yPX2FOLM23aCBjgbunueOfWqeuwrDmySQCAdnbjPXtSiYhSxc5Y5Kkjrjj8e1GQ0KF8gDgHOB9fU4poUBhlkzgNnGcn3pPzGrbEsZ8s/MzgdSFPOcH17CnqfLi2uuGYY3ce/wD9YVE2/eZJCqknPPAPripECorHaSp7sevrzSkuoxy/fEhc9eccfrU8TlWwCQcYwec+vbkVAHMm3aBtUDK56GpImZRydrqeo6kn/P6US1WomlbUlkVRtJB6ct1qZMEKEZtpHTvmqwJAUrtwDj5hn9PfNSpI4IZpDtDbgN2Dn2x2zUvsG5pRybAoEi7MYyxHH/16FcK5RDvPovpis8OeA2CSPTirMM2z5eMA7iVXp/npSaJsy9FdK3G9htz1GD07UeeTtIbPGMdetVGmUKQVA64IAOfy/CmOwcDafm5Y7TVILJstGZiVVWByOSBnFNM7sgXPykcjdgfXFVQCsRAbDehHNIpI53K2BxuIAzRe+xO9we45DbgWHOCfQelVLm5E7HdGCoOSAePakl/1aBOCDznt7VXkXJZj1VQdnr9MU7pMIrr0IXIbe4Y+Y+D1z/n612F0uiXulmO9trlr3DMkkcgxuP3eoyO3SuMkEchQAlQCMOvUf/q4qtDrt4i7RJvjXhS6gkDGAOuf8iuqjUjG/Mh3ju0a03hu3jf5LtlMpHyMoOcfh25q1pHgy6v74m2ubdTEynaZFRjnuAT/ACoh8SaVLCoaC4DpAQWDcM/PPsM9veoIfENuxDPDIXUYZVO4Z7Ur0U22jRSi9iHUOdRu0L52yNkrznB7eo/nVROAwChVYDHHPWmyXTyuzkgPncSCTj2pfPMM29iVfA+6fQVyzd5WggT1BlG5cjoMsFOCB/kGnIVKMdgBU52kfeBpC6updXOWzhV4z+fHeiGYmYxhwitnJ29h2B/CoV+onpoNkBSUlEJUHaM8jOeB3/z9asFA6sEA2jA3Y71WlKqykYKrjvgk/wBKntysgJU4IwwOM5Hrih6ahdXK8EgMo2rkDG4E8e/+TVy7jjEQcMSrHho+cZqo5YPINpzj7q8e3+NWF3T2YYsVY43DbjPbpTe12Du9CAXB+xzI8rKpXOQPz5Peui+Eyg/ErSXBz/rssec/uX6e3Ncncu628sYwrou0/LjjgccfSu1+E9sYvHulGPmLEucjGCYXzjHaqXuxfqRI+kKKKKRkFfMXxaim/wCFm6xIinb+55H/AFxSvp2vl/4vTSf8LM1eLcQg8ngf9cUpoaONS9nTgPn/AHuajkleZtztk/yqLFLmncoU9aKTNKDxQAZ9aU4ozxSUhi9qKTFLjmmUgoIoNBzQAmKTBxTqQ4oGAzS5oFLgUDQoNGaTtS00Md0Pb8KOtN70vNADs0ZppNJ3oAfTgajFOBxSAlzTg1RA04NQBMGp6moQTTwRQMsKafu4quGx3pwfnmhBYtR1LuwOtVlkFKXz3pXETmSm7x3qIvxTN1BJI0nYGo3ckdqaWxTGNMQxjVeTmpmNQvTGULmEPz6VTa29DWm4zVdhg4qrCcSl9nOcGrsS7ECikC1IOlTa4KNhwNOU8U2lFRYsdSh2x1NNFJSGLnmpmn3RlWT8c1BRSEORtjhh2NW7lo5YflcEjnFUaSmHQdC2yYHtX2D4R/5EvQv+wdb/APota+PK+wfBn/IjeH/+wbbf+iloM57G3RRRTMgooooAKKKKACiiigArJ8Ugt4Q1oAAk2E4AP/XNq1qyPFZ2+DtbYHGNPnPP/XNqAPl9vMtJAHZzz0BHH4U1b+VnbDc8/N6596ja5kaZnZiSGwCRn16j8aQOPMLshznKHoOe9UnbWxVrDWwRuJDS9CcdaexcRg/wZ/1jk+n+Oaa5aSXdtD4ABGelPKDYFAxz85PbHH86LsL31GbSWYshPOc5AFOilbJIUEeo6H2NLKrgYYYAXHcZ6cfpio2+diDlWOPm6fgKL/iUlp5DWXoNp2Hg4PpUuAIydxIKg4HbmmkfKVB8zHA5IB/DvUjiMqzR7Rn5sAnn2xmi+w1qI/CnYrbADncAaaihlHmSEsefkxyT6/r1o2DYoV1IA3Dd2zSsSzeZjJJxx0/H8DS6aAkP8uQIcKNv14J6Hv8AWolztwpyTklW5+lK6j5skKpABX0J/wD1U2PMMyhlw3YsOue9NbD1d2xAoDGME7c7QPWpSSsRCvyuAWYkFx9KjUgzlHcjJOTtwB3/AAqeFTuEh3MSRgdPx79qdrbg7pajCiszYO3Gd3t/XrxQGAh3AtsIPtz3/nUkSod5ZgOOcjkAjntwfeo1YGIsTuU4GD2H+f50tVuCbWwu1svgIVAGC5xt9DT4xmNnJJIPTtj1/nUcUQdgAd4lJ+bP3TzjP505ll3bVVm254B5J+v4UOzbSKVr2EdQJDztVQSpI7fr60CQiQsu2NsbcA8fzp43J/DHkDPp16/ypgRSQGKKe7bicn/PtT0a1eoOX3Egk+baG38DaoXnH50CZdpGwgseVbqff9KYgZfm+U8bd/rnjNB3sioAQQu3D/exyaSWpOiZYyHmTOMDGCM9evWmmN3YKGT045Ofr3qJmVMLnJDbsBhgHj/69Tb98pYSY3HO4jHbpRZp6FK6Fjkbb8mzAyOP8ipIzgHaPmcbRj39PWqyhpAQu3dnAz0/+tTwxQqSMnJIweO1P0Ha+xYgPmSAsBjOeOPepI3AKmRSCp6YHP1qBAGXkbSp3KFGRjvTi5WVshiRwDnjHtStqFl1LBZmTBzggcen+NTqUjVh0J785Iqp5pKhc55zwevvnpUgdGCuy9CM565/yKT00J22Jw6h9ki/KeQSe386aHBP7sEoBgEt0NQtlCC+SC20Dg/5+lNkBC4Bxszxt5FJK70DyJJmCBXQ8YAyDjNIG3kMzrgHBApvmYfG0DjqGyPrTJSHIJ5HGSD15x1+vrT3E1fQbIVDZwBjPUcAenWoiQgLhyikkfLnIH9KmZkeUtKQFXA3Y5//AF/WocMylY8Mx+9kdRTvpZi6akMsaws0eOMZwOOPU5781mzwCNmIKdN3C9/b0/CtRzMZFiYEMRtKAdvXP+c1UlRcbAVUDPJA+b86qPd6j5UzN+zv5g8p1lJPOc56U9YfL3MqA8jAzzj04qzJmTOCATgYyep/A06JQjHYoBbJGxunakxW+4mMj7mVVXaVwVUYAPt055pxUZIkUggcBfvE5HU4quihW2lNrkY5HX07VKAHUkLgjgnPJHvSskWlpZAzKylUY8YJOM4P070ggAJyck9CDwRnv70rMyncq9epA74B9aUg/MFG5D3LDj8qi7WwnF28iQyvlEyr5PQnHt69KPMkhBlVFUgAbCRz36f561E58tS2QxPQ7uetH3iSOe+SOAcDPbjpStoOw+eTdcbiuHXkkDnjIFSW7sm8ScrgbQW59eKryAx+YGwSQUJyOO/TNIysEXnOOeoI44x/k0+lrj9Ce4wpjlPPy52gZB9vy/Guv+FblviBpmVIz5zA44/1T/4jjFcOwCxoiZYLncQMY/z/AErsvhaVHxH0hdwDfvvlB/6Yv7f1otdEPqfSNFFFMxCvlv4vf8lR1j/th/6Jjr6kr5b+Lo/4ujrP/bD/ANEx047jRxNFA96WqKE60lLjml70guIM0opDR0osNC5pc03vSjNAx2aSk6GlzSBMX8KTGaOtKDTGGKKM0v0oHcKO9LSUhi5pCaDSEHNMAzmikpRQMWlpKOaQDgacDTKXNNASBqkDDb33Z/SoKB9aQFjfTlbJqvupytTvoMtBxQW96r7qN+akROGNG/tUIanbuKAJCw70wkY4NN3U0kU0IUmon5pxPpTCaEx2IyKhdc1YNMOKdwIAKcKUjBoxTuAUtFHapbGHSiko71IhTSdqWkNAhKO9FFAxM19g+DP+RF8P/wDYNtv/AEUtfH1fYPgz/kRfD/8A2Dbb/wBFLQjKoblFFFMzCiiigAooooAKKKKACsfxZj/hDdcycD+z7jn/ALZtWxWN4uBbwZroX7x0+4A/79tQB8rNHuZNozv3A7Vx+IFOKc5QEoPvsD0Jz/8AXp6pvYM8eCRt+bn8uaazGMP8gXrnjjH0/wA4q2rlddBvyrghVD8YC54P4/55pRFiUSBVUZ4Jx19x3pckl9xBLAnOc8D/ACaN6yA5LAnJG3AznvSiOw6XG5AQwyNvHGeeP8aaWaOMOu7O7APBJ4prYwTjd/499RSuCWxuDZ6ccdf88/WjbW4kmxyCMjeGb0II79/6UpcfPu2lem3rnjPeo+xbyzwO7Z5749qci7yAVXBODjkkfUmkky1tqSM4eHaF5J4x2OPf3pGO5AhJ3PzgZPP9RTQWJCKMEHPA5xxxSEPk/MQf72Sev/1yaSdgurDpT5rhUcYzkErgN+fehFMoO5NpQfLx0OPSkwqpgo4ORtI42mlk+6u0HDHBA6g5+tPyDWwLjdzz2OR+v1pWCm4JONm7IzyMenSiTDOyxhTkA+xP1NN391XdHnqW60+bQtS6jklAGFO5SDxjk5/zmnojbgQWXneAByO3T60iqA7AFVI5Hyjj8aRG5ZSGI24Iz1Hb+YpO+5K1egwyO0fyhuPvnnnnNSfKXAcfKeRkjPTjn6GkkVI90bH5R2HXI9aGEbITHHJ2zxTS6FJpatAGdsAELkcDHQAZz+VN2ur5RcttHXv09PxpcBuNrFQeOckf5FKZAV8vaFc9gTn9TQ273BXQ3AjTG/qMnYMg8/z46U4AFxKDk9c+hoAbAjHAHzdxz/nNCELkljvx1Vc5HJ/z9KSslqN2BVO4E7tpft0/zilAUBfkY8sNuRz/AJ5oMi4TChi3LMOaVSWAJXDoOGUAHgcE0Xsxa7rYduMUjq6nfn+Ee3f2pHLZGSoIJyoPekh3tIzBlORyTzgY/WlDkp8yDrjbntkdv/rUX1DqTrInmYRVMecH1/L8KcHRi5JxgDbu7/hVbnGzecAZwzdOeg/PNIWR/myFy3BxnPWm9RFlXVghJPAGB6VL5qlWBOGByRt68YHNVk2sCELMQRtQ9qeCCFlOVLZK8AZPTH8qnqU7bDip3AZ3Bh13duv+eakCqEDF8vk4U9vbjrVZcuy4XAK4X5uozj/GnDBdNz524BwNoH40rW1JHpJnLbSQB8o6HHYj8qV0AQLICCp3Nk9Tn/69R7+jkKcAnAI9f1p+cAfwAgNnqPpVXs9CWNCoytkgg/cGeR61HnOSu7gde57fhzRvVwGc4TkKDxx7ewpnm8bcHJ7Y6UWXUuw5nKv5hkLYOdzDOD6VWcGXJEYO9i2Mf4VORuCoS2T1bHJPtQ6kQ7dxx1PIO717cHNFwUraIriNUPyupMmOemD9Dx6dfemArjf8xHOEPBHPf8PyqSRXXYTyrYwoOQBUa7Nu3PzHO0Zx+PtVXezGn3FCowGRwuAVBxnP1pSVdWUqQRyOg7/5/KpF2ZxyIgeffHpTDtLcAhsFhk8n6VNxixqwiYK3JPVXxnr2pyyEqdxIbbwJOmPX9KYyb0MiZLc8E/dGfp1zTANqcqxPfH+fX3qXqTvuTJh3CE5ZR8rs2AewOOtMLeWBvPz8/MjY3DGDn60NI64BTYCAFKrnIz70gjZS0mB5ZwCRyc9/x60X77C1tZg6OjMm7AxuGeM9BTfLVTgHdGASGxx9KlA8uQsuSu7lfqOuKjdTubawyOoUHI/H86G7sPUkGWUI5I5J+9j9M113wsG34i6Ou0D5ZuBnI/dP1rj3QKFeRhl1OAxyT2xjtXY/C+QyfEvSznIxL1JzzC5ofcmW2h9H0UUUzIK+XPi6f+Loax/2w/8ARMdfUdfLfxeH/F0NY/7Yf+iY6aGjic0uKTNKDTGFLRR3oAKKSloAMZFApfpRSGJ0pcUYoFMaEopcUYNAABilopaQ0NpRRilxQVcQ0nWlxRQAhpelJS0DuFAooFIYtLSUUwFzS54ptFADqWmg0tIBaMmm5pQc0AOzS7qZ3o3UAP3Umc0maSi4WF6UHpTOaTNIBT6000ZpMmgBrCk5p1NNABmik+tGcUAL3pabnNL2oAWkpOaXNAhDQaM80daAE6ivsHwZ/wAiL4f/AOwbbf8Aopa+PjX2D4M/5EXw/wD9g22/9FLQiKmxuUUUUzIKKKKACiiigAooooAKyPFbFPB2tsOo0+cj/v21a9Y/izjwbrhwD/xL7jg/9c2prcD5akO0MyE4PyucZx9M0oCrIxcZUDHy9AD9etIxA4YY45O7/PemkAbVfO1RzkYPJzxT2Ks0wkVVYlMKOQON2R15xQdwyp8oBUGcY59akjALbzz7dMA9uKQHJ3BSU7Hp6jn1HBFJu4rtoYhLRYOANo2nP+e9IgOTuBAHUKOWH1qSNdx3ZKpkYPUduMetRjCvhSwXHynk5/zih67FXvoyQ4OEIIP5/j/Omhy0bSkE84wAen19TTVKByc4UYOMDrUu6XYOflKjaeBj2H+NNrQLJaCIvzFwwRh/Fg/n/n1pCgAZ45PlzgFVzz7/AFpfMle480kByfm35HHSkBaQmR48PjA25pK/QG2ndiKjOuZAzM/PzjHHt/8AWpXCjkseuSVOMfl+NKwzt3IwGD8pPGelOkDGNcMhRQRuBOAOCO/FO5WiGh2KMNxHdU/WgPmHDHDLweOB3/pSgj5Sq52ZUnGc8YobaEKu4ULgH5Tnk+vfip62QNJNNBsaMCQ5wo+8Ow+ookkWMiZJCXznBGDmnNIzogUZjPXjn/H/ACaCNqFSS3+yM5GMc/nnimrp3YXT1F3gqcRlSQT1PJ68E9v8aYo2L8uWDZAI5x7U6NSBls7XbaAO5+p+tAUsNibSvQk8HHFSttAuJsYKGVWLDg49D0oBDSEyhRjgkAfLTJHYFXZcgHkKevP/ANfrT928DeiKRzxn5uP/ANR/GjS12W3qOLckg4XO0FOreg9v/r1G2xpVAVi4OAO3b/69Pij2sGfcQP4TnnB9OvpUTSS5RmxycgZOQfU011Eu45iclQo4Jxz0Pr/KlwdjDcuZDz79v6UmWkxklMZ2hVOMUpGISAxIPJO3GD/n+dNaBJdBVjKuoVAQw+Q56Hpn2oDkSbBkbckuOvPsKYWUsSMdBg4xzxQCCoZ4yq9Bkcfh2oQ7dWPIZgFUseOp6Y7Dj8KdtClAyDYwA25Ofx5pkki7I9y44GRgf06cU5fmJI+4ueG5J6+3vRZ7ibaHhx5bNtCZYnA6n/8AVUZYiTajg4GWGPf9aViuMZZRkkLj8en/ANahWRkBQM237pPPtj+dLYezHSMpuSynIzlT04/z/KjaQG2qSAfujnjpn07daUOxkYs3y9uR154prD5W3rhl7juBRvuJNj/kcYOwN7D+Xb1oBzkE9snHf8KYgV0YhUBUEtubOOoH169qVXZYmAYLgnO3gk/X0pPQe69BN3zcHcTnGTnJ/wA5/OnApuIlBJI59j/hS5bYDKQNuMrxjbUAG8pvYMDgnDY+X0596NJA3pZkjEnP3QG+XHc/1B4qJ48KqMAQAGAJ59O30o3/AHkAyAd3zcHp0pV2F2xgbuCQucDBo2BiYwAoJDDHDHPrmmN8qb+cMc8HI/EflTvMVJBxkgFQ5HX+opDjb8+CzD0P+fam5O6dhJJddxqu8gdpFBB5yf5UowykjYQgOW9R/wDW/pT2CEM20qF53EA8jjAH4UroHRnA9MDb1qJSTKWj0IpW3o/kqOTk5GOPQH8uKVScMCv3SCxX+fp+GKFz5QZ4T2PI6/mPp+dKHEcDgEISchh6e361Sd+gvIVwoUHY25hgZwM+/T3pm0KzgyAZyTwTz6U6QlZMs4cHj7uQDj+WTQWDYZ8qHA3Fvrj1oW2gb6jBsIDKpyAVJBwOfzpwUlclH6Z3MeAPrj8OKGlZGCFeScgdOMf4UivgKi4+X+8OT60XYbj4cSFUKl2YgKQMH/PFdd8LNzfEjSpMYJE27I/6ZP3/AArkJULIJCwKfXjH+PP4V13wqJPxF0naFKYmJPX/AJZPTS6olrc+kaKKKDEKy7zwzoGoXT3V7omm3Nw+N8s1pG7tgYGSRk8AD8K1KKAMT/hDfC3/AELWj/8AgDF/8TR/whvhb/oW9H/8AYv/AImtuigDE/4Q3wv/ANC3o/8A4Axf/E0f8Ib4X/6FvR//AABi/wDia26KAMT/AIQ3wv8A9C3o/wD4Axf/ABNH/CG+F/8AoW9H/wDAGL/4mtuigDE/4Q3wv/0Lej/+AMX/AMTR/wAId4X/AOhb0f8A8AYv/ia26KAMT/hDvC//AELej/8AgDF/8TR/whvhf/oW9H/8AYv/AImtuigDE/4Q7wv/ANC3o/8A4Axf/E0v/CHeF/8AoW9H/wDAGL/4mtqigDE/4Q7wv/0Lej/+AMX/AMTR/wAId4X/AOhb0f8A8AYv/ia26KAMT/hDvC//AELej/8AgDF/8TR/wh3hf/oW9H/8AYv/AImtuigDE/4Q7wv/ANC3o/8A4Axf/E0f8Ib4X/6FvR//AABi/wDia26KAuYn/CHeF/8AoW9H/wDAGL/4mj/hDvC//Qt6P/4Axf8AxNbdFAXMT/hDfC//AELej/8AgDF/8TR/whvhf/oW9H/8AYv/AImtuigdzE/4Q7wv/wBC3o//AIAxf/E0f8Id4X/6FvR//AGL/wCJrbooFcxP+EO8L/8AQt6P/wCAMX/xNH/CHeF/+hb0f/wBi/8Aia26KB3Zif8ACHeF/wDoW9H/APAGL/4ml/4Q7wv/ANC3o/8A4Axf/E1tUUBdmJ/wh3hf/oW9H/8AAGL/AOJpf+EO8L/9C3o//gDF/wDE1tUUBdmJ/wAId4X/AOhb0f8A8AYv/iaP+EO8L/8AQt6P/wCAMX/xNbdFAXZi/wDCHeF/+hb0f/wBi/8AiaP+EO8Mf9C3pH/gDF/8TW1RQF2Yn/CHeF/+hb0f/wAAYv8A4mj/AIQ3wv8A9C3o/wD4Axf/ABNbdFAXZif8Ib4X/wChb0f/AMAYv/iaP+EN8L/9C3o//gDF/wDE1t0UBdmJ/wAIb4W/6FrR/wDwBi/+Jo/4Qzwt/wBC1o//AIAxf/E1t0UBdmJ/whnhb/oWtH/8AYv/AImk/wCEM8Lf9C1o3/gDF/8AE1uUUBdmH/whnhb/AKFrRv8AwAi/+Jo/4Qzwt/0LWj/+AMX/AMTW5RQF2Yn/AAhnhb/oWtH/APAGL/4mk/4Qzwt/0LWj/wDgDF/8TW5RQF2Yn/CGeFv+ha0f/wAAYv8A4mk/4Qzwt/0LWj/+AMX/AMTW5RQF2Yf/AAhnhb/oWtG/8AYv/ia2YYYraCOCCJIoYlCRxooVUUDAAA4AA7U+igQUUUUAFFFFABRRRQAUUUUAFMmhiuYJIJ40lhkUo8bqGVlIwQQeoI7U+igDHHhPw2Onh/Sv/AKP/CgeE/DY6eH9KH/blH/hWxRQFzIHhTw4OmgaUOc/8ecf+FJ/wifhz/oX9K9f+POP/CtiijzAyD4U8OEYOgaUR/15x/4Ug8J+HBnHh/Shnr/ocfP6VsUUAY58JeGz18P6Uf8Atyj/AMKP+ES8N8f8U/pXHT/Qo+P0rYooAx/+ET8OAEDw/pWCMEfY4/8ACl/4RTw5nP8Awj+lZ9fscf8AhWvRQBknwt4eY5Og6Wc882cf+FN/4RPw5gj/AIR/SsHr/ocf+FbFFAbGUfC/h8kE6FphI6H7JH/hSDwt4eGMaDpYx0/0OPj9K1qKAMn/AIRbw9jH9g6Xj0+xx/4Ug8KeHF6aBpQ+lnH/AIVr0UAZH/CKeHNmz+wNK25zj7HHjP5UDwr4dBJGgaXycn/Q4+f0rXooC5jDwl4aHTw9pI/7co//AImlPhPw2Tk+H9Kz/wBeUf8AhWxRQBjnwn4bOc+H9K5/6c4/8KU+FPDhGDoGlEen2OP/AArXooHcyP8AhFfDoOf7A0vP/XnH/hSDwl4bXOPD2kjPBxZR8/pWxRQF2ZH/AAinhz/oAaV/4Bx/4Uh8J+HD18P6UfrZx/4VsUUCMf8A4RPw5nP/AAj+lc/9Ocf+FH/CJ+HMY/4R/Ssen2OP/Ctiii47syB4U8OKcjw/pQ+lnH/hSDwn4bHTw/pQz/05R/4VsUUCMceE/DiggeH9KAPUCzj/AMKd/wAIv4eAx/YWmY/69I/8K1qKAuY//CJ+HMY/4R/Ssf8AXnH/AIUv/CKeHM5/sDSsjv8AY4/8K16KAuZB8KeHSu06BpZHobOP/CgeFfDoORoGlg/9ecf+Fa9FAGMfCPhonJ8PaST6/Yo//iad/wAIp4c/6AGlen/HnH/hWvRQO7Mf/hE/Dn/Qv6V6/wDHnH/hR/wiXho9fD2k88f8eUf/AMTWxRQF2Y58JeGznPh/Sjnr/oUf+FH/AAiXhv8A6F/Sv/AKP/CtiigVzHHhLw0DkeHtJBzniyj/APiaT/hEfDQ6eHdJ/wDAKP8A+JrZooHdmOPCfhsDA8P6UB/15R/4UHwn4bbr4f0o/Wyj/wAK2KKBGMfCXho9fD2kn62Uf/xNKvhLw2v3fD2kj6WUf+FbFFAGOPCfhsdPD+lD/tyj/wAKltPDmh6fcpc2WjadbTpnbLDaojLkYOCBkcE/nWnRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFVNUku4dIvZLCMSXqQO1uh6NIFO0fnirdRXTTpaTNaxpJcCNjEjttVnxwCewz3oA8w8GX2javNp3neNdaHiNdj3dhdXbRbpRgvH5DALtzkYUdO/euu1/xBr2kS3Mtr4Z+26fbJvef7ekbuAuW2RkHJHIwSuccVzviLT/EfjNdPsp/CkelyQ3kM7alNeRSmAI4Y+Vs+Yk4xyF681S1/wAH6nfa5rz3Phe21yS9OdP1C6uk8uzTywoQxscjawLfKPmzyRQBtanqEOqeMfAWo2X7yG6gvJ4d3G5WgVlz6dRTfhzrniXVoLv+1bCE2y310n2r7bvdCspAjCbBlR0DZ7dKbpHhvVrU/D3zrTb/AGRYyw337xD5TmBUA4PzfMCPlzV3wbZ6zod3qOk3mkv9jkv7m7h1FJ4yjLJIXVSmd4bnHTHHWgC94o8VS+Hb7R7S30qTUJtTneCNI5QhVghYdRjGRycjAyecYqraeOBFa682v6c2mXOiRrNcxJMJ1aJlJRkYAZztYYwORVjxBpN7feLPCl7bwb7awuZ5Ll96jYrQOinBOT8xA4zWPrvg6+17U/GMLAQW2q6ZbW9tcFgQZUMpOQDkAFlzx34oAu2HjTUf7S0y31zw5JpUGqkpZz/all/ebSwSRQBsYqDjryMVRt/FNjoemazc2WjMJ5PEMlisIueLm5YqN5ZuIwfTkDHvSm08UeKNT0CPWdFj0u20q6W9uJvtSS/aJURlURheQpLEndg44oh0TUbTRfEEF14ah1eO/wBbnuBZyzxqJIGwVcbsrnIHBwfpQBsv4mvdK0HUNV8R6ONPS0ClUt7oXPnZOAq8KdxYgYIHJHNV7DxfqA1ux03XNB/sz+0N4tJUvFuAzqu4o+ANrbQSOoODzXMQ+A9V1Pwv4l0trX+ybG9MD6bpt1dfaVgeM72LEFgqOwUbQTgA1o+G/D0VvrdnMfhtp+jyRZL3yXELbDtP+rCZY5PHO3gn6UAdzqVxdWunyzWVkb25XGy3Eix7ySB948ADr+FYmi+J7y816XQ9Y0gabfi3+1RCO6FxHLGGCsQwCkEEjII70vjrS9R1jwvLaaYPMl86J5LcTeV9piVwXi3/AMO5QRmuX8K+FLuw+IEWsQ+FLXQNM/s2W3McU0byGQyRkF9hxyAcYzjbyecUAPtvipdv4ctPElz4Xnh0OSURTXK3Su8ZL7Ayx7QXXdgZ4OegPU9Bpniu9m8SLo2saI2lyz2zXVo5uVmEiqQGVsAbWG5TjJHvXOL4U1ofBO18PGy/4mqSQs0HmpwFu1kPzZ2/dBPX9a6TV9GvL3x7oWoJBusbezvIbiTeBtMnl7RjOTna3QdqAMlfiRObFNdbw9Mvhd5hGNSNyu/YX2CUw4yI93fOcc4rptP137d4m1nRvs2z+zUt283fnzPNVj0xxjb6nOe1cD/wjniyTwSngB9KhFmCLZtZF0mw2wfO4R/f37RjGMZ5zXQ3Npr+ieNdT1PStGXVLXVbeBCftSQm3li3j5t3JUhgcrkjB4oAim+Irx+GNH1iPRZJ5NT1V9NS1inG4MHlUMCVAOTF0OAN3XjmVvFurSwa7p1xoq2GtWdj9rgiF4JEljbcA4kC8EFTkEelY+meFNfg8JeDrO6tF+26fr73t4FkTCRl7g7xzyP3icDJ56cGuhvNCvrvx3fXwjC2VxoX2JZyw4lMrnGM56MDnGKAKPhLxLrx+H1vq+r6PLcmOwhmiazn+0XF6SvJ8vau1uhxk9T6V3Eb+ZEj7WXcAdrDBHsa4rwxL4m0bwKmnSeGXOoaVZxQQIb2Ly7xlG35WBJUYAPzAda7WMs0SM67HIBZc5wfSgDy8rq+v6D4h8Vw67qNrdWlxdDTbeGbbbqluSoDx9H3FDktnrxjFeiaLqA1fQtO1ILsF5bR3G303qGx+tcJNo3inS9M13w1pelRXFnqc872uom5REtUnJLh0PzEqWYjaDnjpXYWcV5o8ukaNaWHnaXDaeVJeGZVMRjVVRdnVt3PI6YoA5Dxpp154Y0WXW7HxLrUusG5RbS3mud8VxI7gCEQ42kEEjgZGM54qXxxDqkvivTXjtvElxpSWUvnR6JdNCfN3LtLHegPG7jOfaqsY8VTeL59b1fwbe3htnaLS4Yr21EVvH0MmGkBMjdyRwOBXX6vq+vWNzGun+GZNSgeIMXjvYomR8nKkORxjHIJ6nigA8HXunX3huCTTLm+ngR3RjfyO9xG4Y7kkLktuB4we2McYrermvBOi3+kaZfS6oIkvtSv5r+aGFtyQl8AIG74CjJ9c10tABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVU1SS7h0i9ksIxJepA7W6Ho0gU7R+eKt1FdNOlpM1rGklwI2MSO21WfHAJ7DPegDzDwZfaNq82ned411oeI12Pd2F1dtFulGC8fkMAu3ORhR079667X/EGvaRLcy2vhn7bp9sm95/t6Ru4C5bZGQckcjBK5xxXO+ItP8AEfjNdPsp/CkelyQ3kM7alNeRSmAI4Y+Vs+Yk4xyF681S1/wfqd9rmvPc+F7bXJL050/ULq6Ty7NPLChDGxyNrAt8o+bPJFAG1qeoQ6p4x8BajZfvIbqC8nh3cblaBWXPp1FN+HOueJdWgu/7VsITbLfXSfavtu90KykCMJsGVHQNnt0pukeG9WtT8PfOtNv9kWMsN9+8Q+U5gVAOD83zAj5c1d8G2es6Hd6jpN5pL/Y5L+5u4dRSeMoyySF1UpneG5x0xx1oAveKPFUvh2+0e0t9Kk1CbU53gjSOUIVYIWHUYxkcnIwMnnGKq2njgRWuvNr+nNplzokazXMSTCdWiZSUZGAGc7WGMDkVY8QaTe33izwpe28G+2sLmeS5feo2K0DopwTk/MQOM1j674Ovte1PxjCwEFtqumW1vbXBYEGVDKTkA5ABZc8d+KALth401H+0tMt9c8OSaVBqpKWc/wBqWX95tLBJFAGxioOOvIxVG38U2Oh6ZrNzZaMwnk8QyWKwi54ublio3lm4jB9OQMe9KbTxR4o1PQI9Z0WPS7bSrpb24m+1JL9olRGVRGF5CksSd2DjiiHRNRtNF8QQXXhqHV47/W57gWcs8aiSBsFXG7K5yBwcH6UAbL+Jr3StB1DVfEejjT0tApVLe6Fz52TgKvCncWIGCByRzVew8X6gNbsdN1zQf7M/tDeLSVLxbgM6ruKPgDa20EjqDg81zEPgPVdT8L+JdLa1/smxvTA+m6bdXX2lYHjO9ixBYKjsFG0E4ANaPhvw9Fb63ZzH4bafo8kWS98lxC2w7T/qwmWOTxzt4J+lAHc6lcXVrp8s1lZG9uVxstxIse8kgfePAA6/hWJovie8vNel0PWNIGm34t/tUQjuhcRyxhgrEMApBBIyCO9L460vUdY8Ly2mmDzJfOieS3E3lfaYlcF4t/8ADuUEZrl/CvhS7sPiBFrEPhS10DTP7NltzHFNG8hkMkZBfYccgHGM428nnFAD7b4qXb+HLTxJc+F54dDklEU1yt0rvGS+wMse0F13YGeDnoD1PQaZ4rvZvEi6NrGiNpcs9s11aOblZhIqkBlbAG1huU4yR71zi+FNaHwTtfDxsv8AiapJCzQeanAW7WQ/Nnb90E9f1rpNX0a8vfHuhagkG6xt7O8huJN4G0yeXtGM5OdrdB2oAyV+JE5sU11vD0y+F3mEY1I3K79hfYJTDjIj3d85xzium0/Xft3ibWdG+zbP7NS3bzd+fM81WPTHGNvqc57VwP8AwjniyTwSngB9KhFmCLZtZF0mw2wfO4R/f37RjGMZ5zXQ3Npr+ieNdT1PStGXVLXVbeBCftSQm3li3j5t3JUhgcrkjB4oAim+Irx+GNH1iPRZJ5NT1V9NS1inG4MHlUMCVAOTF0OAN3XjmVvFurSwa7p1xoq2GtWdj9rgiF4JEljbcA4kC8EFTkEelY+meFNfg8JeDrO6tF+26fr73t4FkTCRl7g7xzyP3icDJ56cGuhvNCvrvx3fXwjC2VxoX2JZyw4lMrnGM56MDnGKAKPhLxLrx+H1vq+r6PLcmOwhmiazn+0XF6SvJ8vau1uhxk9T6V3Eb+ZEj7WXcAdrDBHsa4rwxL4m0bwKmnSeGXOoaVZxQQIb2Ly7xlG35WBJUYAPzAda7WMs0SM67HIBZc5wfSgDy8rq+v6D4h8Vw67qNrdWlxdDTbeGbbbqluSoDx9H3FDktnrxjFeiaLqA1fQtO1ILsF5bR3G303qGx+tcJNo3inS9M13w1pelRXFnqc872uom5REtUnJLh0PzEqWYjaDnjpXYWcV5o8ukaNaWHnaXDaeVJeGZVMRjVVRdnVt3PI6YoA4TxzKNBuJTpmt+JW8Qzyq9nEZJGtC7vwjbgIQvUYJyB712niDQ7S/jOoX+qarZJbQEyfYtRlt0CjLEkIQD359KwfEz+LPEeiah4fTwqluLxWt/t01/E0KITjzNo+cnHIG3g961PGWkanqfg5NB07fK128NpdXBdVMduSPNkOTydoIwMn5qAORsrXxFJ8ELi5tbrWZ9U1KVbu3Au5JLiKF5k2orltwHlDJ57t71v+DLrTo9butPz4mttTEAk+ya5dvNui3Y3x5d1POASDnmun1GS70vSV/sfSxevFtRLVZlh+QccM3HA7Gud02x1zWfG1v4g1bSxpNtY2cltb27XCSyyvIylmYoSoUBQAMk5OaAO0ooooAKKKKACiiigAooooAKKKKACiiigAooooAKxb7xboWm3s1nd34iuIQpkQxucZAI5AweCK2q8d+IMYHjCd0RiTCp445AGf0K1pShzuzE5JNJ9T0F/HHh2MRltQOJFLLiCQ5AOD/DUNz8QvC1mUE+qbS67lAt5WyPXha8muQsVhCEJ8yKR1O4ZwGGfy+8aztajE1nZzJtYojwkng/eBHP/Av1qvZrma6WMPayVr92vzt+B7N/wsnwlt3HVsL6tbyj/wBlpYfiP4TnnWGPVgXYgDNvKBk+5XFfOsksbRYOWCEAbQef8M4NLFKP3TRMfMZi2c4wOxP44qFHS7OjY+jJ/iF4XtpPLm1Jlb0+yzf/ABNQ/wDCzvB2zcdZAGN3NvKCR7DbzXh+vbWltCXaPzP4xyQeoH459KxnCSQl0gdc53tgdM5/DvTlBJ2KSTPon/hZ3g/y9/8Aa+FzjJtph6f7HuKePiT4SIP/ABNwMetvKP8A2WvnUFkKyM3BPzZHX8+aQBImImzG3QjoSAfbn/PNSkmw5ZNXR9ED4m+D2JA1joMn/RpeP/HP0pf+Fl+ENwU6uASpYZt5Rx/3zXz20XlxAlAqMSQ2/JPHUg/y+tMaOdI0OM5HVXLHb82OlHL2JWrsfRCfEnwk7lF1bJGc/wCjy/z20kvxL8IQkCTVwCSAB9nl/wDifavnsxbJGQbVj2Bs+1KW2RjZGA6YAUd+wP8Ah60mh2dvM+gx8S/CJGRq+R6i2l/+J9qfD8RfCs7IsWqFi7bV/wBGl5P/AHz718+PHK+wuq8ndkAKp/H6g9uPapLWRo5YC0jhPMxgSbgTkdOenTn271L8hLWx9Bt8QPDCsVOpnIOCPs8v/wATSQfEHwvczRRQ6mXeU4QC3l56d9vuPzrwTUT52tvCoBTepHA4P1/H8MVa0cR/2rYEruC3G1cdFHGBj8P51vRp8+rM60pQTaR7tF448OTKxTUQQpAP7mQYz/wGpJvGWgW8Rllv8IGKkiGQ84z2WvGdPQtFeKD8oC9Tzyw6kdual1OSJdOuSvQXAJwx7pyB79KJ0knoNTu36r8j1lfH/hhiANUHP/TCTH/oNTXHjXw9ahTPqKoGYqMxPyRjP8PuK8ERliIDEK5UcEnPBAH4cVva24a2jOFUiZwmQc4wn1xzWbja4ufVJdf8j1qHxz4bndUi1IMzdB5Mg/8AZaWfxz4ctXZZtR2lev7mQ/yX3FeHWFwn9oLcKJSQGPAGcYYY498VT1S4XVLhrhGMbL83lkkE5HUfgP0oUVezHzO/ke9p488MyIXGqIBjPzROp/IrntUieNvD0isyX5YKMkiCT/4mvnUSqR8x4ADEg4znsT/nH41ftb64WOeJGUo67SU4wRjpn2zTUddRSk1a3U96/wCE38O/N/xMMbRk5gk4/wDHaanjvw1JGJF1LKHv5En/AMTXi9lOsum3yyzs7SxZUN2HGBnt1FOgt3GiuNuGaRQSfTg9TjFXyRezF7R2v6Htj+L9Bjh85r8eXgNu8pyME49KP+Ex0Hci/b+XXcv7l+R/3zXll2zf2THtfP7ocucdGGRQiLHcWrNkBYwOOOMnmk6aTJ9q+vdnqS+MdBfZtv8AdvzjEMnb/gPvTP8AhN/DgTedSAXGcmKQcf8AfNeWW04WOCJVDHJYZBzjjiql7x5COjBPkGPlOcknP+fWmqWl2Uqj5rP+tz14eN/DrEhdRzgZOIZP/iaVvG3h5CA1+QT28iT/AOJryXQrqC2vFaSJrjLDEbHjAPpn3rcu5ojrB1K70t2t2O2OEHaCy44P+Her+r+7zEqq+flZ6Ba+MdBvZVjgvizMcDMEij8yuKS78ZaBY3UttcXxSaIZdfIkOB9QuD+FeXatq0RuYI7a1ELPg7VACLnp1PHXmquoS291fNmJkmEI3hTw2QMnOc//AK6IUVImrXVOSW56xH458OSuqrqPzMcAGCQZ/Nac/jTw9GxV9QAIxkeTJxn/AIDXhyXj20hhAGVHBY5I7g8fjVmC5S9uysshVxwrIhYP+Pb6UKjDqyZVqjlaC0Z7nZ+ItL1BsWlw0vusL4H44ouvEWlWU5guLrZIBkjy3OPxArgNGv7nT7RksYikTHcSVyahvNVFzazpcW2+5Zt6yMqkY/n2+lKNFNm0Zto7lvG3h1JzC2ogSDOR5Mn/AMTUkPjDQbiYQw3++QnAAifr/wB814hfCHzImjdRJIWBUEYHv19+hp9jcvZyxNG6F4UbLMuMDoSfXvVqhBu1zCpXqRTaR7U3jPQEm8k3x8zONogkJJ/Bary/EHwvA7JLqZR1+8rW8oI/8drySbxHHJew7WfbHt2yA4MY5xgd+tUrg/aNRlmWd7qKQM+9vvE5wVYdc5I/DFN4eP2WOGIk7c6sezP8RPCiEbtWHLbQRBIQT/3zUqeO/DTlQupj5jgZhkHP/fNeU6noVpZ6HBPFqEbXLqN8G7ocHHrz1rmJTMgkVmUYIyuPvZOfp6/5FZzoxibUqqn73Q+hNQ8YaBpbxpd6lGrSDK7FaTj32g4/GqzeP/DKoHbUmVS20E20oycA8fLzwRXhUe+SOZmnUOgB8t8jOCOMnqOpp81yjRJGWBUhnwORluMfgMetZONtzogoyhKT3R7h/wALD8LbmX+0zuXGR9mlyM/8Bp48feGGYKNTGT2MEg/9lrwOzga8IRiQVJOCDg9yf6/jXSr4N1W3tRqkkoCmMOjSMMIvYHPt/OpvFSs2JxZ69ceMdAtNvnaiq7hkYjc/yHvWxa3MN7aQ3du++CeNZI3wRuVhkHB9jXzpfEIJ1YhJDnDBscdAR2GcV734YOfCejEgDNjBwvQfu16UW0uSatFFFIAooooAKKKKACiiigAqO4njtbaW4mYrFEhdyAThQMngcmpKq6kiyaVeI33WgcH6bTTSuxSfKmzNi8X6FM6Il+CzkBQYnGSenUU6PxZocsnlpfqX648t/wDCvKovOimdnH7xWKsTzkgj9ODUkjpa6rJJGVVBJkqOrDggAf5+lazppWszOc2n7q6XXqejjx94YL7RqgJxniGT/wCJpj/EPwrH9/VlHBPMMnT1+7XjmrW9vBczwmMgIfkXywT8pwB05BBB/nVXGcIXDKrA7s42jGdp6eoHGOMVEotSsaU5xkk+57pa+N/Dt4HMGobtn3swSDH5rUP/AAsHwvjP9pnGcf8AHvL1/wC+favIdPMIfYr7d8ZwueD0yP5fhVWVNi3EKpuXf0BHqQcAfhx9D70+S8bopWep7SPiB4XLlP7UG4ErzBIOf++eac/jzw1GoZtSOCCwxbynIHXHy14gbsXHzF9pRgpcnB57Yxnjn8qbAyiVmBKLjaGAI+oXJwenT6/Wotf1BLS/U9uPxB8LqVB1QZY4GIJDn/x2nf8ACfeGBj/iaLg9D5MnPGf7teIlZ2GFK7ZEXcSArDv29ATn8ahMeJmZizoqttAwcjsccegHFNWfqKz1PdB4+8MEn/iZ9OpMEmP/AEH3pqfEDwu7Mq6oMr1/cSAfntrxOTe20RZQ/dbuMDjPTj/CmKdrP5kKCRAMsyjBIzjpweT1pJN6ILPW6PcX8e+GYwxfUwAvUmCT/wCJpR478NMwUamCSM/6mT/4mvEVjVNrNFuKj7+epGQSR9T/AJ4xHtSCNOQJcnanTn3/ABNS3rYcFzXPdl8aeH3WRl1DKx43nyZPlz/wGo18eeGmjMi6llACSfIk/wDia8hsQr2l0BGirJGxEbMMZ55/WqCJm1liZAqlvYYOR278Y/OqinrfoKemyPc18ZaA0JlF+dgfyyTDIMNzwfl9jT/+Et0MoXF8CAu/iJ849cYryK2WKOwuseWrNcIQCMdmx9K1I0TytpUqxthkY5xkj+lbTpximzNTblZf1oekXHi/QrRts9+EPvE/+FJF4w0Gf/V327gt/qZOgIH933FeU62ge7ciQojx7gM8AkA9vpTNKml82WaMZxDgFWOMj1JPPAP+emTiUpPk5up6u/jPw/HM8T6iA6EggxP/APE0+Lxdoc8fmRXpZME5EMnbn+7XkOrkf2lOASpab5Tjax5PA9fX8qnW9NrpEjJEreYpYFugBVc/rVOKQJ3imj1Y+MNCBw16y/Ns+aCQc/8AfNIfGWgBmX7f8yjJAicn/wBBrxW7kmIXcWdsgDDYUYxnJ9qRbxmdlkXnHJ3ZX2P+f/1Qo9wbf9f11Pb28V6KqqxvCAy7wfJfkf8AfNIfFuhrtze43dB5T8/+O148987xqGl2yR/JlMjaTjqemOcfhVm8nhnFoEcGPZ8zY57Y+ner5Lq8SXJp66HrY8UaMXVBefM3QeW/P6Uf8JPo4lWL7Wd7AkDyn5H5V5jAvl6uo2uQyggnHHfCgd/8KlCKt/boMM2wnduOcbj/AJ/wp8isJTbeh6OPFeilQwvcqTgEROf6UHxVooGftvG7ZxE559OleaW5jFiiO3IbgBcD2wfXNSoY3kJKE5mJbPbBJ/rT9krjc7Hof/CY6Bu2nUUDYztKODj6YzT/APhKtG2KwvCQwyMQv0/75ryS6LzMCzPyQCy/Nyc/lxj8K6TS9RjGnzRLb+e3l7FlyTyce3XJ61UaKk7CnOUUnY7U+LtDU83rD/thJ/8AE1Zg8QaXc2slzFdBoYxlm2NwPpjNee27WNrHJaz2JaYuwaWUn5DyeB24qja6hva5DwsbUIwGcndx259vpxUqknKw6lRQp856IfGnh8BSdRA3HAzE/P8A47T4/F2hSKWS+yo7+S47Z/u15JMLdljliZ3hTccYxg5HHr6UPqTmBmh8shhgAk49/wBMflV+xje2pmqzkvcPXP8AhLdD27vtwxnGfLfH8q0Y9QtpYTKrt5YGdxRhx+IrySyjtwyyCSRlBDCMKSE6V00+s3q2yRSRkI6kbdvGAen5VHs1eyKU5dTp28T6MiyM16FEf3iY34/Soz4v0Idb7H1icf0rhtTu4LtvNaJI42ALI4XHfPP5Yrl5FgW7PmPiFSR8vIY545PH/wCqq9jG/kOpNxV0ezp4k0mSAzJd5jGMsIn7/hUb+K9GjVma6fC8kiCQgfkteYW+sG0tZFQMw34Uqfmz0Lfz/WorfV1uYzEs8lsZNowudhOON3PTI61ToR6My9tUV7rQ9NPjfw6vXUCOM8wSf/E0q+NfDz/d1AH/ALYyf/E15bp1nBc3sSXJWKCQHLvyFGe2en1pNatLW21BooZhNEpyDHyTnjr26/SpdC25oqylLljuet2vifRb1ykGoxFgu47srx+IFQP408PpK0R1DLrknbDIw49wuDXjIuC5LSgglgFLDHHGOo+tWomeMwPNIdhIG3B+QA8jH0+tZSjZnTBRbV9Ez1qbxt4dt2ZZdSVCh2kGJ+v/AHzSN458OK206j83p5En/wATXjLM9wGcSJIrnPHABJOOOg6mtDTdJn1ApBaEtPKD8/LDIzwScY4z19OlRLTUTWtkeu2/i3Q7ogQ36tkZ5jcevqPY1Ja+JtIvb9bG3vN9yxICeW4zgEnkjHQV5Rc6FqGlxvC4VVYZ2bxubLDP8zVzwayr45sIvLKKBKV4x82xs/hgU7K+4mmew0UUUhBXkHj+Vm1674z5FxGo4x9+Fe/1Ar1+vIfGgE3iPXYojJ5yxxuATxlURsj8B+dbUH7zMq2iUuzX/B/A54rnTdQDEtKpEoyT/D8ueee/6VQmJudAkXd80cylvcMpU9fwq5patLctGqtiSNoi3bJBwDx6j+VMhjzZ3sHRXhk2KQSdykP/AErWVlJW6mNaDjzp6Waf+f5HHNmN3Vgqs7FBgcjPqV+mfwp0as6mNdqtt8t9o645J5zjPPAx1pdSSFR86kRlsrHkgnuP/Qh16YqKXeYd6xusm7Lsp2jnOQcc9s1jNdzsjvfY6Oaxe/0a2MMbBkxyOCAAB+PSslrC9RMNbtwwb5SD09qS3WRbdoS5ymeQeSO2DUe64iCYuZQw5O1yAevoenPtUuopaMata9yw+jXrKJGhkaXZhXLjA59+nbn0ph0zUJ1BNu+OA+1+vJ5PJ+v444qBJJy6skxIRiOpGPx9M9c9aFEkUjYmds5fczkEke/P/wBeq0SugTtsXGsLmXCSQhmDbcgAdsj8DzTU0e58sSRxMpxkgADBzx/Sqsd1K8jgsXZGBX95guR6nPJ/+tSJd7m5AZSAAdxPBwcj6YFRFdIk3to1/wAEuxaNdSAZhEbE53MwORwPu59P5VI+k3IRnj2RPwuPMAbHv681TeVYyFJYM5+RmY8D9DkY/wDrUwGVpGlY4DN1A4IHoTxUPV3Zo3f0LsOnXLODM8Y3ZEpMgAJOff19KfFarbSs4urVTuwpL9QcADnqP1rOKxzSuXykH+swAM5wOg6deuahbBUlWCvHkBVTJOfzxx/n1Lp6Ey22Ny7v3i1eWWGdJFIUFBhjgdR15B70/Tp5E1AA7Sv2kPu244ySAf07ViQsVclhuYgsME7eDn17VqQy7LrALL5TxFMc8kZ4yfeuihBXOesk2dFbhTLqQLRhY1IHPpIvfvRqflnSblk2FQYjgDnJVh7f5FSpv/tDVM78ESAjt98HA96bfHzNMu1kVgSYt6jnP3h/UVrUVmkzJPT/AMB+45sIRLltrMVBJJyMf7XtnHauh1V5ZtPjZkSRvOYkMN38KYxnvXMRtIN4hj3EdX25KjHqeo5rpL8eXpkTOXbMw6gELlFOQPwrBtO7R0VGly37mG6MXaQM0L7SAZGAyPp6dOvrWcFjSZ2ZvNdWyDjkfXg8cn65/Ckuf38kRJJ3oR83Abjt9MinRPhVTzFEg++Cchegz6+/Wpk7qxVm+o1TucsEJODjAxxjrz71N5jFduD53Jz1wcdT+HFRK4dyr/KSwDZz16f4+3BoVMO6KwYKD0AAOR8uT1x9alauwONy7FOAQjybZOm4HGPb88V0Is5pdIWLgSCTc3Gflwf/AK1czBHuijCSBi2ECISM++PSuns5WGkyLJPsdip3Hgj5sH3q6S6s556M0XgQ6b87bUVMED2IPX8KyHl3ztCwZlj4bJxgc496lvNat0gZISXIVkYgcDn19cZqgZzLcyOWKFsM3qCRxn29q1lZjpx5bs6CySa4ji+ywgOqO7R9fl28/wA+9Y82rCXWLaHYWwyqxPY5zjr/AJ/CkslvMRyJcBJACHEeQWyPUcdPercGnKFM/wAvmx4MbkZJPOM/lTtdaIlyjFvnZgx3k1pIssYY7JeD1x7Y/wD19q6qwuJLx5p7y5JUsSu6Qg7u5AHQ8/SuZnSWAvEvDHI2fl6eg45qBpJ7aXDnlWUsjH8MY9OnWtKbjH4jGtGU03B2fc7OdrKKFLdlRnQDhl7cnr+X5VA5tTG0v2eF38tju24PQ8dj2rGg1GWwuUmkjEy48tg4BYfXj8unapdQvp/NHlKQH4O0Djrx+VXUnGLVjljRqS+J6mfJKs80MrBgq5L8E4OB0/l+FdXOumyafbLbWyROpBfYCGbIHXJrlocOYRtUhGILqOf/AK2OK04ILiJAWmkzxhmAYkZ9ccisZPXVHpRo20Ort7u1ttDuYGkuTO7EDY5Vc8DkCuVJlTz53ZlQ84ByfrgelTyyNvKeYxyMnaQMcZx+f86bHFP9/wC0soZRlCxIU+49en5URsacrS7lKxspbqK5hEPms2ZC4PQ465I9+vFZLPcBPskQb7x8xGXB3c5yT0II6Vp31nLLCzKXBCnlWOf88VQuY4FmEltLujKcFl/8eJ+tdEpRjFd2ZypJ6v8Ar+vQijCwuphUPKeA27kdjjH16e9WF1dhN5e35eoOep57GqpZVhlfygHzkMedvX+WRVKMvJN5cSOfMVgOeevXFZSlJGKgpJyl0OkN7Hd6XJF5AMobd53Kkeir2z3z/Kqlw4WyRrhQpYnHycjb0OMe5yfapmtlBQkhViA3eW2Czdc/zFTXLtNFFlVK8Y3jHOc4/lVum5LfUzhVUX7phyK2S7M7JGwbkZBx16ew/WmGMXKrGjSSSoR0HHQn8M8c11emabb30rJOxaR0zEijow4A9xwfasPUdEu9KvmiwjASfIRhSRgdSO3FZVKLSujWjiYyqOnezK8byW6NcsxRz90k7qvJrN6yeVdXLTIEwVlJGOewOcegxVRY7wyrGxiVjyMgdcH9Mc9ewqKUyGJkVF+RckIwPQHJyPft9fx5XG7R2qfbREszLK3l+azoDhWfrnueK+jPD5U+GtKKZ2mzhxkY42CvmdpokkKyMSxfC/NgDjsOMV9K+FznwloxznNjB1/65rTkrKxKvfU1aKKKgoKKKKACiiigAooooAKo60SNC1EqCSLaTAH+6avVQ1xd3h/UlOObWUcnH8B7007PUDyS9jaW4lI/5bbXUqDlN3b35NJfWRmS3PBJiwSeMFeOfThR6024kXdaTIm/fE0bHHykrzjnp94enSmBA+nR/KAEnIYM+eGGcZ9Mg+9dNW9m10MKaajCXZtfmv8AIztfhZrpGEWFKLLv29QVweceoPXtWUXhkCLD5m8ZB2MQBzwOfUk9T361uararPb2rx4VwskG/dwNp3DnoRhsVhzgQ48naGZxskDEbsHvxx/Ksq2slqVRj7iins/y0J9O4vUZmd2wCrSDAGeP/rf/AK6uXVnLFcS+XG21zuVVKgYznBPfv71ms+FdFIDnK5PzY/HPU9qszmOJQZXkUDO9VGR19TQ9Y2dza3Lr3E/s+98lmWEgdtrAZPUcfWlaxvpZHZY8xk54OMDvjOO/HX/69Z5CjIAXUMRt3khjyTgjPTr0HanKDIwBlYlwWUhmHP8AP1pOcVYS3svn/wAAma0uPkby2SUnBLEkL7fTrVj7CwuCm1oCQowvyjd9AenT9OlVNzTBVLyIyg78juCTjj1x3poldTsjkVflyGJJ6E4I79Dg1GtrXB2vqXEsLlY/lCbdwDbcDjvjHcHrn9ac+nzqHVVl8pW6sygNwcZAPuaqSAPA0pBLEAKR03EbcHHbnp9KbMo8lcux5wFOc4GPzGaTV7Jheyv6fkXW0yVkVGWKLy8Z2OpOOuPbnGKV7DzXlZp4QFHA4A3dCDz1+nes6O2VFbylTftIZQRgEnoPXocU1YY23HAwgxIzfdbk8D2GP/10pJJjsk1y/wBdLGvA8VtFPK95EZCnyhSCc+2O+RVVDPJZyW75ES7mV1xmMnG7JFZmZZFRYizYQ4yCqMvBXP8A+qr5VGeMuAm0sQSAzceoz7d/WqgrysKcVy28/uNe2lxZ3mdrqAjliDkk4H6dj71oJ5YitmRVDtbPtUZJyWOcfpWdp8Qa3uow8jK9uhG/GeGGDjitKBjNb28gXgRuoYDaAAeK6pW5Wzmg1zX8/wBChrAKPHLCEX9ygYycbsgY69eB+tR6dIo+0RwhgSjqg4GOhGPf9Kk1Zwqhw8YkFvHhsEkceo4qDRpmbcqRth4nKggbRgDvjrWLTvc1pv8Adq5NrAebVpk7bm5WPpkkg5Htj3rLvX3CMDgI3O187RgDPX69PTrV7XW3anc5XKlgqndjk89qyZcyIH2KGdiMDg564x6cdPU1Mm77Dptcq8l/W3QcWKwvGAhKc5YcA5yO59aSIfuUM0ZjBU5kOM4yWz1HOcdaf5m6PqBt/ujg545GenX+dO8uPyYiyH5gMDfwM9RnA71CleSRVnFAtyGYZkK7vmB27ty56BfX/GrlssjsPLRpEVjtALfLnr0HWs1ArAoRkthfXHsB1q1ZyvBPChJAL7D8mRuI/Tp+tXGPYmUUnzdTqEtil+J5cEAAAbuSSB3x0pl/kL5yKpdVPCg9M/8A6qe8/l3scknyrHAdwXJPYH/Csy41USSNGUZS6kNvXOAQSMjHpW19LkRpuTTtsPgCBIp3iBLY2gsSBk85H4Vo3aSRWX2jYfJ81ijZ4P4VgSPcPBGQFhBILKmR8vHftxxVyFLo2yKWknjMjMmDwAfaiKdr9Rz2XMyr9rM1m58tx+/Ta23A/i9vT+lSW2pXcEE0B3okpUl1UA4AyTntzj0NWrqyhihiRW4Yhid2AvHA/l+lZaPNFblVydmckck5Pp/n/FKL5kmZuSlG0WdTEVaCF5ZUdw26QL8xyRznPHtxUSXEM05EcauTyX2Yznjrj2/UVzlndkrvZmDlc5HzAg9+3r7Vq2mpKqSWsoiHl5JcDJGD0z1/nXROcVG6Rx+xqN6vRC3xt44YXjto1ieRhKFyCOB/X9Ki0gRLfmSUxyqAQEcnaOM9OCMY/nWfcXUtwHtpgSV6ADhu+eB+nvV62twrSLJNhs5b5epwfT2xWUp33OulRSV29TbKQNqTSBQImbcqrkBf1q3rc8F+AlsJX2AgiVvXH6VhRI9uCxYINoJCJ0/H1pnlTSKrB2UNn542wCB24qeW+5o4NLRkV1Exto4lI2fwgNgA9umfyz2qK6t5DHa3zW8q4fBlA3Bugz19c89Oa0G851Ks5eP+FZBkjPX8Kz57bbIYpppY2fO04JBxxx1Hf07fWtqfLZ8w2mt/1KXm/a0d3YmPaWZ8Y6HOBj2wDT4LiO0LSAx4QkHbyMY4JA/Hrjp2qv5ZezZInfcBtIRwM5PPJ6fyqNxGJBbyOsWMjKkEKcZIJx79Kz3TdzF8qdl/XU047zzkV/PVjkAjcDuA7HpUOoTpdXg+w20ccT7UZRk7AG5z6ZHOfeoLK3UttmkLJHlhj07A88Z61oQRrZqBEzsX3My46/5zWkOaW+qIkoQfu7opXMjC/ZYs7Q2zjkEdOD24FV5UKuqbnXdkNlwG47/l/nrWpDEzy+ZMPKZtoJK7iO2f8/StAaVHf6QJ7SRpZMYdyQAcHGAD04zWbot7CeKjFq630Zzm2aSQIEUqjBv3fHy9s4+n/wCqpY9RubaaLyGaD+AmPKtx2/nxz29aabaYSuYURZCTzknB9s/SjZGNyTGNQCPvHJbjr+v61yunfSx6MJx3X9fj/Vi7eanJIV8yWUyryuG+Y9sZHcZ/StXwJOH8Y2Qkl3yMsnKjr8jEZ544/XHrXLvIfNREzxyyk9z35PTGOnpW/wCBHi/4TvTgqbXbzA3GefKboR+NEYWWv9f1/kTJu/Kz22iiikAV4v4pmU/E6/hLhdxiRhnGVaJF/rXtFeHeNwIfiHqkm5kkfyirA+kSc/pV03aVyZx5ouPdGLbia1uVc7gscmNn06c/hV9FjtPEhCnIM2zDN2bjOfoTVe6TF7cPFyJmWUqMAHeN2B+Z5qTU1lElvJIrF5IlLYYYBXCfzFW7c1uzOdtVOWS3kv0/4c5W/BSWUMUDxfLs2YJxkevt3qishijbcASTgjsCc9R0/Wt3X4DJrlw6lGDkuq56l1Vh1PuawFjk2CJVVSsoY8Enn2HB6YxRW1k02a4eSlBFyDawljZ1RkYASFeMA8gjt/n0pIkLK75DFl6Adux/n19qWODd1kAfYD5g53ntwOp4P+TTBBLDlyeoBQBs4PbAxz2/WsfiWv5Gsr73GOi5mJkfyzyNoxxnacn17Yp1xKJpIwrAyLnnZjBPT8P84oeFlKo8bOZGJB+6Pr/6F6cD84neMnzUbLbtowvX6+wNVo/UE7K/5InjSOFIvMiLKjElFOCTnOAecnA/PpTEEIVY45dqMMAMdxA9OnXIHPoKViC4YMQCdrDZx68DH4+1Voiz3ZePqitujB9OOB6jjip5nb0G5xlcuSRrKnmoWbaeVcgcfhz0P+cVE2zePKbJX+8mdpOAMnPHP9O9DTPP8jQsu1QWyv3uhzz1P9KIgGjKHIYqMLGP0OfXAPPpQr9R3toQLu3qrEBR/ERg7uucnmpsGVEbCuQy79oIBJPtgj0/OkaNfMCiZAM7trnII7jt2Hv3pBHJbx42ruIBCjkbgTjoKLNfP+v+HCbUlr/XkJLK28rsLLja655Jz14/+tWnENk48tdhdEJ2jqCRn6cZrMMpkaRncCTBdmAA79Mjpxj860LWVjbEAhcQgjGcPhvTvW9CTdrmE+y/r+kdeFDareKAzOySYGfunbnsartHcXFpcYBErpGuN2Dt3c5/DirSEtqjGNtolgJAwOMxD8ahR2t4biYrG7fZgwCDg4cDsf8APrXROzRjBtRVl/KZSaRItuwludqp95txJ9s8e/6VupDDJbIrHdvkXAY9TsHQfh09qxvEFy1tHaJuIinQltnHOO/tWhvLRWiLwRJEzHscowx7VzxtdmlRSaTXcwNeijGoFMKqqDu28ZbsAB7f/XrNlAG1vMKIPl3dOntnn8sf1tXwYXcqCSMskmd27d14wPp+dQRBIXkHDIMxkbMAMecnrgY9PQ1PxPlsaK97JgiGW2lIGPLA3OuB9DwM8kjrTw6XEOYy29iwKkZxgYIzj1FMKs4eRd6K52gK/OR0yfQ0lvl1jgHUHAI7gHggeuaVOF3dbr/Id3umW4IY0ZpfnMca7iPvcnHYZ/I+9Ak8yxjEjSKhkyFZiMgnnjHqf0q8kCKd6fJk/NjIAHrSSpt4kLAKSy4XJBByPr/9etlF9CeZLV7kUsc8KxO7ZRioII4PGPr/AC6VKdPLXMMkzIQmMjsR2G36DpSvfQqrJufDYUjAx0/ShRm0WFMxvIT85xxznjPJq1BI55VpNWgi2ZdkiiIqFQgk55PUcdhW/oOi3WrzOTOkMa/MQ/G/tiuJnIjkYhpEY4OCTtIHOCf8nmrn2qVT58d04zkcEg8f5FS5y6EunByTkr/15G54k0z7FeyIkYYQHLNkspJGCa5q4ik8gyScsOm3gnk9R+P6Vo2+pm4QyyMZerMG6/41Rkl3PO4IBDDAHORnp+n61pJtP3gjDlbiuhPBbTXkLeWpuH6qqqe3I5+pP+cVOlvJsKNEokzySuc/X6VqaDql5pMomh8uSba29mIPJHTH+etCu0kzzSjLs3zDI9e351gm3K50R5URW9pkbxGpUAE445HX6dOlXnUuH2Id5PTIOB/9bin2cMMyuGuYY5AAF3Ehj9BzxVvVLVdOuNi3kdwVj5eM4Az2wKc5u9upWm6MZ1BtpW2FSSqZcZ78/wCenNSsxBJCfPtyF4zjoD/KmTcW8SqynknJbPXA/p+tTLE5gmlRocRBVdTIFY5OMKD1reEHIUdbpGZdCVV/cbW3bfvHA/Lkd6xJGdZWZ2CShTkluO/+ce1dnB9nmgcvNbNIh2iORufc4DZOOaxLvTYrm9W3sg80zuQqxAMGJ9ParUOZ2Ele67nOGZipgDrnHzHbu9+tTWjskhuN3yAcspXnOOAfUf1qW5s7m2viAjkIdksbDHqDn37Y96jdo0jeKNBKo4Ri4IHfHXk8Yz/Op9m4yd0OXw8n9f1Ys20hZi8TMkB+Y5xnIx6/09akl1EPEyxyh13EOdxGOcH8e9UmBlgCO7jB5b2BPHoc9Pw9qgvJjJCscJbcHxuzkcEE5+uf0qql4WujH6vzT19DatdVliuEfaEkZgApO4lQemT/APXrZvbyLUbWWRD++4yVHO7rg85xxj1rj7c7YEZm2SKeG53Yxnrz1PpVqK8YhhHCgDthi4yACeeffjk1iqrjFroZSw8HNVFo11/zNB7WcrG8reXIckHGevPHvWddoVZx5uYwCoO7nrnp+Jq3c+ZEsUWRG38AVcFSfbv1HNZzXZMjpg5HAwfu44459+nWpcUlub8/M7rYzy5Jw8ZWMIygFucg4OK+nvCvPg/RD/04Qdsf8s17V83BWMhlC4O8bVbI46k8dOor6S8LY/4RHRcLtH2CDjOcfu1rCbuzeM1LY1qKKKzKCiiigAooooAKKKKACs/XuPDupkHH+iS84zj5DWhWd4gG7w3qi8c2ko5/3DQB5DCWk0ZnCOZYpA6KD0DDBJ9e1TR7jYXkbvkOiyAYHykdsY9DVTTCI7eWBShjeJm3NkhiPnHA5A4qzprB5YUT/VyBlZSMEhhjr+NbdUc9TaflZr+vUhnj8zRJowjOY5Ayrkn7wKnr1HSuZk877O6vH82PkkMmSc4H4j8K6mOBvIvYDLLukhJUkdNvIwfwNc3dxjcdyfMxGwCPkjOAc9qTS5F1Cm7VJL5r5kUEqb8vJHGGynyqNxPOBz6Z5zTnc+UVBB3Jtb5SdmBtySOOefzqNbW6YmCSONsHcBu55OTz1HTFTRQxJIy5lXaPLaPqGGDyB/Ws79Tp5rS8gkYwyq0se4oqoRxkrg5z+PHfpRaSN8siEBnZSQDgHp15Hb61GsbsAWU+WjHdsY8fUY9+lRiBJ4yqGU7GUENlcnP3eMcj3/lUJLqCctm/6/yJoII4pMMylyjEgZUk5APHpz+nanBVSOVE3necKQ3y+jDGOc8cj0PvUQcb1Mx5b5MbguOx7dMdvUdqbE0kU+zzgsZJKqBuK89vcdKqTaDe1mSm5ZQYpVQRKQ5G0HOO5Ock8/rTkSWOJi28yzHlw/3x1zzxjp9cU0q8rkRlYl3YwQdxxyMADjqePxpgWaTMchxtYvuP8JwM/wBPako2Wnz/AK/QfOm3oOjhiKZLBYmzgDGcfXHX6+tQzuyTBWAQkj+I5KjoOOM9s4z0q0JAkA2l+CSuSWJHGQM8Z4qu0cziGePJVm+6c4A445OCOR6U9+4ofcOWaeNk8pslD8pzyFxwB1PqeT60+yKNHvlbJ8tvlC4KAhsk8ZHI/wA4prhY3CjO1JGZlAyG9evbk+nBqWG3jUQIJEVjIAWXIX73I6cdh+P4VcGr2729SVFcvu6X/r5f11uaujNGsM8aP+78jaARnoxJx+WfwrXgaT+zrdmBULvUZA+cfKM1laUPmGxTGWtpPMBGASNxHXqOetalqJWsbddyPtlYfNxg4Xp6jr+ldWjjc5vtX7frcrXlk80cHkt5cbQjJJxyc575xz71Fp9mtuXLTb3KOvlruwflA5J69qvghJrWJomH7skEDphiPyrMtnSTUnWSWRmXdtBOQoOeB6f1xWNopm0G3HlNTUbe3Ky3IjjOxQzDbzngjtx61yjTS5uUS2EbGQkgHIGSMdc9u9dHqReWG4uTIsUabG25PIKjjBrlQ8ksvlfJl0bDYJ5J7g9+evsKUuXqEE+RJ9Cw0A8944osiRgQ6/MMbT69+v6UxowZV3MVDAYQ4OMdCOPpxTI55FuNjTfKwfcyZK8ep645/nSraSLIZSrBsY+bBGccj8yDRaUeutilGzv0fmT8swnwYeoKso+UgZIPP5cd6t4dLVPKYIW5ZMEE/wC0D6/l1NNsYIxJIZFjO4Anbld2QOfUAY/Wr6qXTK5aInAIAOAD6/5zQ4XeqCU9n0K3mySzyHcQyquWA+bBHJHrz69cU0RTmQLIWDx4C7upHHTJx09/wp0flwMZQJf3uDnjseh9Ocj/ADyhkW8kjVywAPdSOpBwT3zwKqNNJ3MnO2kSWG2hjXeyhZMAthv6/h1/wqSMzTMxkEiEjKqgAxzj/D86iCF9srELtBAQjn3P6459KqQ3hWdlk27ZOVVVJIz6jp2qlJ3tEz5XUjd9P68zubbw9K+j+fcTwyIE8wKp5A4yMVyN0ptbhfkd0cFyM9Bn0H1/MU2DUblSyNcSMVB3mMnCgD044GAPxNTyyNLFl1KMASG7lQaabcXzMmpBQmpRW5SWd47hlhCxqxXc3KgHucdBxVwWtwbWWeWEH5dhkBOGHYZ/CooYW+0eXvUsG5YjHfvnvW7HrVxJpY05FjMa87e7Ecckdqh3a91GyUU7sz7aBpG2mNQTgg4z+Z9aupAREqF8dg2M57nA+lIitGzOxDEYyAOh9/biteztLe7YkahbfLEWbLZA5+79aJLlV2aRs3oZUjyKvdiVJAB6f4VCgH2vc5KhUwcDknr1z6n+lTNgz+WSW6gM3NQzOJzNIZApbO3359Ox+v51cE3t1FdXRNnzY1/iQqQRxyRxyf1rJlExilJSJWUkDd93HIPOCfT171rTr5LxpM8ZjKK6+WykhT2bHOf51Jd21slqQr2rAD7ysdx9vvH1rTkcNGRe35nLf6vdGVVlY7Pk4KgdT/gf/rVVlWJFEcj5SJgEI4Pc/Xj3J61rNYYtZLiJJRbRyYLhTtBboPr05HrWdFaCN7gylsOcIpUEDJ4A6dvWiVFq3Yq1nzE128aKYHX5GB2/OMHnGPy6fSrMchgjYyHfFwpTjHUcnpz+dUDOSU226CRwNwA3beOM+n/1qYVmMYml5Lqpwx59QcevXuOlVyyjBNLQzlRcmrv16l1JXVtq7lTB2EsOc9j6envitPS9WCx7GbMD8Hb124JxyfTHQVz+yR08w7Y9rAyKhyFJzkDB5xx9KnRkikQM20ux+bdjAPB69TweKy9pJSbM54WMk0zbu4Zbi8EsJdUB+6IwQvT178f55qg0TxCV0n2ruzISAckH9KLbfM+6IKMfNyORzzx+Oaq3N5JLcKihhlwyruBByOc+p46e1JPmk2y4S5IqG9hjQot5uYA4cMSM/NzkZHY4rd8CRgeOLAp5ZwZC2D0zG/I/lXPiUvISJpQc4UBQCDzyfQYzXQ+AmceNbFVzsIduSASPLf255GO1Yzs23c1hdLR7ntVFFFZGoV8//EW68n4i6hHsU7ni+Yj7o8lMfTnNfQFfO/xOGfiDquWAUmAbscr+6T29x+tVGXLqNb7E8pkP2WRgQrRGNtvzAbWwOPoRUMsjyxxQBx5cZYBlABKk5wf896pLLma3BZmVl43HOCQOcehx+NX/ALMMMNwXauB8+Dn/AA4IpVKlte5NKio2T11dv6/AyNW3iRVkcuQAi5bnAxjOB2GeDzzVAS7ZdzKhbPyjoSDg+4rT1ZQoX92xlGMIDkYPY569RWKsjJIAiFVDK2Ou36dves4tzeoSSiuWxpwSRxxYKh0GCrp6e3rWsJIgYyduUPLg9sHOcdecVgwytAWWONpvMDBcgbTzlatT6nJMI4FLRqCBuCdOfU/hU8vYyabaaF15UmWJoJeGUqRnOTnjP54/GsRd5kwFXDEHaFB9ev4A/lWrdyMUE5mfIHAchc9Bnn14PSsctLNIz5KsD8u3nf8Aj35rSCsjSm7K8SeaMCDas3ymQ9F5PGRjv29uapecqKxRzzgFsnr7/hUrYODG/KoSHZQpGOv1yCPzpHjVoHMflqqrnI6H0P8An61XNbRlXs++xbtWMD5ISRnPy+W55XHIxxx0/wA4pZxJGkxyA4kbMZAbHA7/AOeKoIjPKCsskaoeB/Eo+gq5LJmZk8/PmHPzAZRu/Ptii2ug2ndJbEci+f5bSbVQsQSSPmxk465/yc0kQkkmRPl8yLIRY8jODjt+PWpYrdiVyjEMwYnGBk46nvxmrCWUjF5C5UKuIyq5298du+fzoam3tcbtytf1/X4ldmCyCN1VXbp2b3479TjqetJu8qBCtxuydrDORg5znPAH+FW002YNulcD5uWGOOcfXt1H41E1qkUchDBy3J8tcfgeeemfarhGUVe+qC38x0dnNcswdSxkVBGScbgMYAx34/z6z3U2yBITlZfIdRtOD14UnjqR+lcoJTl9r/MmCFL4IJ9x39u2KtwvNPK87y+Zs4eM9Rngc5zxWkqlxcqbTSsW9Wu/ttvbJFGWeKPP3sZOP05FLHqE91DHtCIkeyNmU8/KCc8/41QMAdCu4byNy7Ttwe5zVyCzkjhHlyKQxBkPzAnOcn0x+QqbtohpbMqyw+c42IA8SnLIcj3zx69qqRNlwIUYFn3bSM9OAemR9asw6fcMQ37sBZMna2Bj3J6/0qa+spLaRG89jvyNqnoBjg47dafJZOwN2Wm5SCmOQlUkRGb5cY45xj3rQtdOmkBCswVW3jGQCfUH8KdpsDSMGbyztOMnOeo5Hf0PbpXQbQkZCH7xznqD/wDW6VrRjL4upjOVnoZNyJUnkMQZhs3MNhI/nx/9es6W5d5DFcbwpIOemASMnn3rqhtAAZlBK42nkA98f571T1e5gS3ZggkKjaOmFI5/H/PvWrptatmHtlKVrGIZvLVlBMgyQckZOOnPp+NQ29yzXirK7DaCQcD5cn175pvnNMoETkOxOVZuhxzxj3NDQOFGXUqufmdeM5HA456Vy1JpqzN5JNbFs/ZxMqzZZyAcDj8Tnn0/LvSv5MkclssZYdV2qTtXnjHqapmNJVCKNrRgjGflU5/wx7VJI4U7i22RuZAG6kf5/WpU1LVEuLW70HW8kcNwARswNqEk8g8D8/T+dW4kaO6dniMhbgrnoPQ/l/KolEYSMu4EhJw2zGBzgk/XP6d6tRRzbtkMjOgIYYOOuP8AOa1V57jkuW8jrNG8LXGp2ykLGdoDZPGR7/nUVzaNazGAsE2+hP8AL61a0XUriyVo4JtrMvOeSTiqMsrNK25iWOctjkmrszGMmjV0uyglty0yKz7lwf51U8RKsNyEjhCqwA4AAHHT27U+0u1SMAEEgAn2FUdSu/tmoQwklkLfMCePfn8KxUH7S472RDeKkc6xk/6tQBheAce3JrPk0qebVYLoxKIwnz7gdxwc9Py/Orhlje6kmf7uSOMmsddev08xmkXAAC5wcc/4V0czi7RNqabT5S/dWsO7cE2nGPmJJIPHb/Gsmcy2aQyQhxKhwrq+Nnpgjvx29a0RfDUrRpZgnm/dzG2A+Of58VVljTysmQhh820gkn6H86uMrK5am9mR213FHqFpLcB2hSTe6qNzEe4xgk4qTXrzTdQvIBptkIVDFyzKFclv4SB2HQc1mzhQ4JbKMx2EAgY+mf6UTRYhZ0yPm4IPzZPfPXJANV7flWoSvuT3Wo3baTb2ktvbrFbEhZUiXe3uW+metQwpDCmJNoHAVWXlcE849M4//XVaJvOK7zIqHD4UnJ6gg5/x70MgkLSvzEBkjByOwPtyf898ataUr8zCcn0HqA8eUkxswWLcY9f1pvKuF6kH5gqEkcen+etVzF5Ti3LlQBuLRnbwByPc9/wqS0USXNxLcSMG24bJ4LHiue76glHqi3gTS7zK5V1AJCg7cfy6iqUxLyIsBEjM4BcfKwJ7gd/anxKzRtH9lHJJHRiBjHU+4+tRPcSRRERhi20hzuwCBnGR+OelP2jVknf+u4kndsSdljiIAYA4OSPm98j/AD9K+nfCox4Q0QYA/wBAg4HT/VrXzIwAjTehwDww9PYY45HT6e1fTfhTjwdonIP/ABL4OR0/1a1izZK0Vc16KKKQBRRRQAUUUUAFFFFABWd4gIXw3qhZd4FpKSvr8h4rRrK8TEjwprBHUWM+P++DQB4vo0zyagsqPsiBXALYyucHt1/OrSGWCYQq4DRyEBj3IP056frWPp+1b3y4iRkMFKHJGOevoQK1Yi87u4kzlyckcknr9TweK0c7LUhRXPzN3X9f8Esec0kzzBlVTkkRjg8c4z261zzhkGEZwpJXoSOMDkY56frW66IAsQGSD/DkcfXHHesaZEhlkCDhzkqVJ7c9uuRXOpX0ZpKKi9Fb/IS3b7R+8ePf5ittOBhgM9Bnrn6YrWs5UhuM8bdgJDdM/h6g/wBKw45PLBRlkC56Ko59fwyKvpfyARt5fmIq7CSmMZ5AGfp/+rFVKEr2RjNdEzVSVInlEjDYzZwDjAODz/T61zN5bRR3Mx8whBMTkZJ69fy59evrV26vs3m8vIhYKCoIORzk5/Oqjjy0mmeMOGG5fnYtz6H88fWpjGSd7hFPd9Ss+3McYkZmTIYJwCBj5ufbHXuPen3LbIFiWUAqMuWJJHGOcDryBTDc7bWNpQEQkKX3ZLcHHuOmfxpvmB5WIKM7MpZs5xnt0HA9a1unZs2cJXLARQzoxH3drCMfMMd8dOn16d+aILcP8g+RBtKk4yfc/pUYcNlPOOXY4VudvPQY65+lSWbqgu1VQBxv2ZDHac9M8cdvpUxUlG+4tI+8t/02DrsEwAjyV+XI3EZJ596g3xeZLMIkVmO5VjJ68Ejj8fy61btm2yfuExAJNgVjt6c5BP8AjjjoaYscbr5kYIHIY4BPXjH5cURu5O6Y1a17MrGRyziBwQ2VdZPTseSeenQ+tOWcJJvIDEEs7EsDgDGQOg5z69atyQSzMrbMowIAUAEqQOufrmnxw28UZliZVkLEgrxj0X9fy7VpGDe6NLWVizpEot5I3V+FRgWYj5M8bccdvw59q1YJpyYXAfAIbLjI+oI/P8a5qPAEolnDlcrsZvl6A8D1qWKeeC3cHCx8gsrEqS2BgH88GrjJRbVwcFa6RtyXpjktXkBdkeRRkkDBOBjPB61mJP8AZdXmmjA/etwGXHHQjn/PT1qKQhhEwEqsUOCCMNywJwD16H8BSvZRGCOeV1LlcOwzknnOMY55/wA5pa/eYq66Fi+uJnwgVl3Kp2DGAMe/sKpMkvlC5a3yocpyhznoOORyeOAelWrqK6mkPkypuDYzjD8HjkdDnHtUtvYu8QimYYAIy54UjuPfr/jzTUVJWY07RS3M+R55MTsxLIQFfoU5wCTgZyW/QU4NJPvklDbsAg55K56+3QUHzIGY+YNqfum2vgcdScjB+uP5Vu2UZtoFVmCgAhQD0PFEYNyRnJ2jazuVLa0n2FZGjZQgZHBHHtjoM5/Wm3BdGUTxc5yFQdsdDj8K1/L8sl1lDqxOAR+ef0/xqRQiRF2dGZRjDLyT/wDqNdHI27mE6z1RzluUkjYtOxI5GD0XIJ689uw6moppY3iZ7dwCFDYjH0zx7nirGqTwxSIywlg4LFlXJzjGG74P9Kqxqu6QlQ6kYCIT+AJ69yMVnP3ZaMqEL6v+tSeOcO85WU5YZIyTkkc556ZP8qfGFcFnkTep+VGJ4zwR0zmoZJo4Y2Zo1DgYYkYbDdOB3zTNqRqk0SO6Zyd4wcdfw7VkpJpJ9RuDeqJZ0VyzEEh13FQOTjjIz9R09KkRjsjRJApUFRuHG3Ofp6VCkeUKKmxWycEZ6+54PfpViAiWSOCFndVOc4C9uDn8RVq9rJlRfOkpdGWdPR5pgcsyqdvK5B59AOO/6V1h8NywWKXLf6opgg9a5vTQI5vMcgDHykNwR7+/ArorrUJ5dOitzOGjB5QdSK0tbYzqXv5FKIOk44JUHk5B2+/41uxwW8cUsqRqG8vG7Gcn1/WsVJG8zLR9PmwoOcen1q99rdbYocbsHnofyrGqrq4tU1cyEUtcvvwI1yw/vDqP61XjRwrBMlsZQY/n7e9SoxKXUwYMGO05XGRnPH5frVW4kezigkgY4IwwznAJ9+wPFbXdkNP37DLfTXitJlmRmErBiM5IwMdR+PFMlsYhliSMA/Orn5T29ue/HpSnWbuBi0skcjb8qQu0fjj/ADmpC8GxmcbWADYJHDYHr24/lRzt6suUpJ2v9xl3JkR5YvM2QhSfvfKzAdRjqQCf1/HS0m/sLaCePUR58srjyQqK4G3kc4OBnjv/AIU7r5wjhC6qwyd3J/Lriqv2fdOkYJEQy2VxuxnjI7DjHbitVUaVpM1V7WJpLxoLyTUo1iVkcsFK5jbn7oB6jAxwPSoru9bUp3muBGHkYMPLG1BjB6e3br1qurO9thmVWBK4wQCT09R+lKsqRSSF08ok4LEYwfc49fw4wKzlVlZx7EJe5orkm9YhCog2RpglkUjJzz1//VTUjTeo+0qHyGyU+U4YZ5/z+GainKqPKdo+WGcng/MCeD+Hc022EUcccinaFLlkVSuOgzj/ADz9a55LS5UWrXsWo5zHE+8ZlkJ8pwQQVz69enX6VBOiYl2RuXR8ooY9T17YGf6057mNfIZlVo2Lbd0hypzx069xx61FIJpIUYAhiu1hk4JyeT+vX0oTUV2Q3e7shBE07ECMh8nAQHGAMjkgZ/8ArA5rovh+7f8ACc6Whn3sFkyNvpG/5dulc/Co+dlkJbbgooySS2CemCvzV0XgBc+OrD725fMJHHA8twM/57VnKWtn0HGLvoj3CiiikMK+e/iccePtSYSLhfKLA/8AXKPgD1P1r6ErwD4l2zP491GVnXZmIBWHBPlJ17UmNLU5mzeWSNG8/c2MeWzcJnj654zTJdRu2QLLIxIJ3KR1/H257VFua3LMpCqT8wxgsevH60i3CSyqWEoyRtA5AOc8fn+tFkrtDei0GNcMrFjPvcLjdnaTjBGSc8cCrhaAwBJslmyCy7WIGB6VVntoBFuQlyqhiwIJ/D0qxBDBIiMqSAsNwAOc8HA6VVOfK7rYlwd02ASK3QMsg8vdgAktzz6jnoOlIptpZCS7KhYAN2445/nnAp8dpHNYpcIfkt8sI89Qc557n6+lMiiRXfD+YzLzzgL9cD3/AJ10wraaxLuPlMUk21JlBycICeCCBz+GeuOtMuYrbajK5RwQAHGMYxwfTp26VBbywzt5UbbDz05UkHnH/wCvvV42SqDIXCiQYw2fTIyD/nk1Pt0tUtilaOliKMW8hmR45VIdcuRyQSD+n1p0os2iaORJPMJOOSSfQZ/zxSi0g2nMq54B/wBok4H4f4Uq6fFHGQznzQTtBPJPfHH8zR7a2wNtbEc0toLhVAhV0ck4XkjHTOeOfXvmlilh+zRBVQpkZ4ywPbOMj/8AVSTRWyToxjIcjYvz8jjjr+P+c1KYlRYxEAGDdWI6jH+A5pKrNqzBXsrbl200TWbqyR4LdlRowAwYDjkjk9xxWfcNqMd00ToFEQ2sNoKgHPfjnmuq07xldWGnJZIsBSMBcMpLEY9APwrFvJZLy4kulIV3bcBt5HbGfX2rKM5ybTNHyPV3uZot5rgr53lo5OAwYELk9vT6Choizx5kZhn5hjtnH1ParWERBtjjYtwzJxg8/wCfxqG4uDHcoV/1SgkgYPGM/j0NaJXleRm4J6MrTW4tXgSPMyYw6vnaSCccj+VNEUvnI6yFT1ZMYGB0HHP+TWmrDaUZQgz0GRnHPHX1odpMIixEkNgljjLcf4dqVrWa0JaWyHJL5oaRlZhnOcA9x0APH/6vpV2xtZJ1IhBdQPndhjDdue//ANaqEahpFMrKE6bCSAM9/wBf1rZ+wBjHLb3025fm2B+eeo//AF1bbUdNRKF9EZF+l7bzwqEJDclAwIYHjHvzjnHGKjluJCsKSRrtwdpORtJPI7EcfzrbYaS7yTNDvlU72MshYKc5IHbGRXNXV0zZleFneVss5Py9faqjVutehKir6l2wuFgjMMFszEY+dSDntxnntWsL0onzYL8/IMMQe3+fasZLiIxMkCl3CYeThEPfaueR1qIXB2sWKlj1BOcnGOOeeOtaKpZGU4Kd7mhLfNJIqOQpBGAQQSe4/Wqd/IWgAAIG4Fgpz3/lx/Kq4ZljaKQbYgozkYwSfc/5/lG0gkjVk2R89QOWOTjHt/hVufMrImNHk1QyM7ix3jptG84Ppk4/Hp+vSkWRfMbzPmZQu5cbsde3tkf5NT4KytE252YfeKHjI6Z7cHr047VGLR4Zz5agp8w3k/eOe2PzrgdPe50Q2uNhL+aSS3lq3G0H0788cc9+laFsZJtzSnO1SRGTjnjn06Y5+tVvLlJ2SAsC2Qp4C5Pvxn+VSm3kuJEYRNvbIAHQcdT+laxjqRyJ6s0IIbdFTIAGMZPHJOfTHpT/AD1t5YlWL75xkfMcHp+vaq9paeU2AxeXHy98jHXH5UctfRyqi79v8LEknnv/AJ5rbm6pGSVnZm9DKYi6KSzsGGWHPr/Kp4yksha4kSONBh5ScAH+tZK3MiE7yRg7SGHGfbp2rZin0IaIRqCM12kgKxK2FIHXp+NObViY09SRWtEV7gXUE5PAUdax0uHkubl9rIFjLEk+uQK2Xj0OLQ5r22LRXSnakDHjnvz2xXOxyo1jdSyAbgwQHB+8Oeamj3e5U4xjLYqPcvF5rb2O/BGRzjjpz19u9VY7mK93jKJztwwxtAOMk5569KsPbiUIIjhxglgeM8ZGP89aqLZrBJGJEO/BIjJwH5z6fX9K0Sb9S4uMbpGkWjRFCyIRkkEAgHnjg9O3X0qO4maRl+YKhwS3bPT8+v8AjThErqHQAKB8yjAIGOpz+JqF4DCrs5BBAJ4HzDP888UNX9SU+pVkMaAcqiHAba+W5PBJxnj68YqF87nX5XCgbfkzkjoCCeTg9fapWSRyVjYHy/mzI3v26Due/pUTO0rRKVUMV2kbMduprOS1uO91dEaOpA+QncMByMjHXr0HP8qYCqImF3svIOepzjJ/PPWmzxyFgrKNjEkEHIIPGRj1I+n0qOV43UNb4ZTkEDjAxnnpzjI/A1nN30Ras78xJFD5I3yPICvDyL84BxxxTyCLR2LgDhjhcjI/H/GoICXtSyNI5ZvnDgYOT656fh2qy0gW1+z3BKty27IBxg8entWck7u3QcV0Y21uEWRpdjOFyWABJUEgHP0qEfv5ndAyg/vGVf4jnv7gdqkgHmFFZSATghWPHfJP51atbf8AfOroZLZOfMTq3U9+f0/nSUrMqMbK7KsiTBOU3KAPlDHc5OeCe3r+FfTHhIEeDdDBABGn2/A/65rXzzPa21xHGV84uh+QSAgfn/Icda+ivDXHhXR8Ls/0KH5fT5BxSbT2F6GpRRRUgFFFFABRRRQAUUUUAFZviLnwzqwIyPsc3/oBrSrO8QHHhvVDzxZy9Ov3DQB8/AyJOWkZtjHcoUsVGTxwOQOPyqVJ7qCMbbluQdzdR06+n+fwpr2gYArC0jsRy3JwPfsOlMmGI9m92/uhxnGaG3JhblVmSzX1wRIyl1AJjKFcZbIJOPpxn1qKZ5fmWNgrAFSSCDn69Px+lWMSs0YDiNXG4YbALe3v04HrUFqlsbiVVk+ckEFUClCBgDj8f/14pRfL7zQ3foSEQyu/mZLPyzKD/LHTjn6fmx44GjLR+ZsDnLEdB16449KlbaEMjeY5JCFjjCjnHpjkH6cVLNbm0jDGVWGM7ycc+gz6cD610Rq6aK4evQihtrYQo5LqeMKw5Ib+eOKjCW7v5ZV1iwF+4RnPIwD/AC/nUsvlx2qFkMo3eXhMncrEYYZOfao3tlYKYpFyDtcZOPqCenTP5UKsr7blxab0Q6d1T9wIUePG7btG5ec8DqePT0qRorfcWVNqKBIwK8nHXjr07VE8O+YsJmJJUhccY7BvwGasrbib5md5doyS2Pn/AAHXp3olU203Fa2i2EjFmGhiCcSZOGBOPf8An+JqNJoPMkEaxtGNrZbq5I6HFMa2gf8AfMVdScjJ2knHqR9KdALXbIsAKEPtPHpwRn8ce/5ZXtJc12tC7tar+v1JbCaWaQx2ax7ixIRUzg85zg5HH6Vbl0zVbUSXjxuirgEuQQMZ5AznPIptreJYXkdxGkTlTnMaAbvQZ9Pp61sXHia71K3NpPDCvBHTqPb1HTms5Tne6joOy2kczG0srO0qv8uSu5iARjoR6cD6elBDeTJggbRhWQ4H/wBbr/nPFnYYLMOHYB8GQByc855H+f1pQyK5SRX3AFWdWwSAO/oCc5ou9d3/AMAjrv8A0iD7F/o5ZQZIyPvAgD6gZ6fnVOVZJZ5HKgPnGUJUjLcZ9++P1rQguJkjdXfIboA2Bg98+vej7P5jK4jXzCx+XvkHI/z/AIU42jdiadr3K8EEySFcqyg5OQSRx2x0x/P9dAASuiKxCN/B1I4P157/AI9KrCQjfEoclsgtgnoOOPTNWLe2guGKvKU2cFl4bOQf6d/arimlcHFXsy59kuUgVnjVtpG1AMY7Zx1zismOWWETLJ8+18KoO8Ie5OD9PyNawtEtGzPK00MisrhptoAGCD9ePao7j7MLUpBAEEwGGz8xU84yfqP0ojU5X5CnCz3MoXVq0f8AAGYkSoUxluc85rWtrjzBHIIhFk4bI5I9QO//ANesiGeASCF5WjiUluDk7QSMdDnOTnjt34qwbsiVyIFEezdtMnznOPpj/wDXjNbXu9DKpByXLY1Jb6FUaRIfmU/MpHXjk1VEoaZj5oYlssM5xjn19j+tZ2HE2FBKnIXndx7c9v60LbtcblRd55ALSADnOT69/wBapVFfcj2Di7v+vQW+nuHnZxCgGNoyOuTk9+oIFV1RXTKllwSwkAAMnbnjpx+n5ueSSWTy1BJzhjjG3OeM+gB+vviiKOSdVcqSqgKApClj1wCPXvXNU10RqoaabkbOGsSpkw4Cn5zgEemfwPbvU64VQXjw6n50Y8IMDBwOMdKaLd3gIKcBgu4YIAAx9ehqXIH+sKgYyBx8vt/Tkd/rUqPvbAou39fgWohZ+WEE0hcDJ5OPXAHb+XFWYkiyvlMcIMZQZJPBOMdO9ZxheI+aSSdx2lSDz6n86kCXNkisPNeTbjbu7DqO/r+tdCXRmUoyitDSt7vzyIF/1UR/u8EH3/Or7zSSBAuR5fzY75I9v5daxLZJYoZSpKbzkMP88/Wr6Tr5isWBGPncjle5x7/nVRta4pK7900Y/JYZa+ijlfv3Iznj/OabqDlURUZHbjDoScnAwP5VPezeHTeqsW+QEAGTcc5Pb39fzrP182Wn3UVtpcxlUgEg5+8cjj3+tZxd5WZXItypNcyC1Eakb5NzYBxwDjGMfWqN1cmIpE4PmFvlO07QM85P0zzg1fvzEVAQQh0HDbskHIOR/ntWa0P7t1UMrLxI2OB6f05rS2rCEkt0LiG5lcNLGwO1xv8A4uRnAHT8f51akdnuPlUnC5UnofXHPr/Sq1raIirLHH8xBLFjwcnB/AjBqZklVREudzd92CAccZ6f/W+lD8gdtLEV0FkkH7ptqqWUryc9ePxxVOZmeOO1LswOdzAYx9cfWrbu0RTfIAOozkj6Y/z0quimJWAVE3DbtLcZ6YOf88/Spa0uilLk2IIgBGAoH2Zesj8Ec4BJx3zj04qIwvPAr7EAyc4XkHp0/LGP5GrHluhXZH5bHheVwcHPB7dD+dROkvnRtGjFR84x2OOq9sdBUSa3W41F6jZ4yqGOJzgMCCQCD9fl6/596RAPJQnMcpb5ScZGe2OenT8Ka0YmGFIV0HmGMA4yM84zz0H+ektvHHEdrSYD8Om4qPpgD1wM1jKXQIXtfqun9fNhcMu1JI41IOCOSVz3yRjH07U2O5BjjMrNMrDJSMbvwAOPX/PWnlkMjFdyx4XHbnr196dDKhtxE2EA+YPt+bIxnnP6fX8VKerNrO7Q2LIBSJgFLZwy5yOnH4e9dL4IjaHx5pqFSozIBtbg4ifOfXoKybeO2Ft+/iljG4spToM4HJ5xW94JhiTxvYvFHKoO8HehXB8t/X29DTaV9jOSdz2SiiipAK8F+I8Ug8daoyHO/wAnPfZ+6TnH4V71XjHjsZ8aXqbgpYxnd0wPLXqfrTW4arVHBm2DuqyFcr8wDfxD0x2PJqSKxMFy84eWJgTsZefTgZ7cY/WryqvMgjZjuG843HI5GMUjNtIVk3EchiODzjsf51ra1xNx2Khs4yzzMSHcjCZ4x0zgVOsChGVB5ZB2ZGOmRxx9P/11NIPnOW/eZx8gwMjjt+H61Uu5t9vNFuxgYEg6g4Xpg5z+VTGGpXNzfMg80WsnygBd251IyPTJ9iP88VSMiGVbgMDGOHRQckcYAHHIzQ/lrdx+aZGRmJ27SOBjOc9uc1Pei2eUS2wTbuDBM8gEDI/+t1okorYdraj5IY0b7UJAST8yngn3HXP49MCmwSusoxFkuwAcrnp68YHHaqgmW52kqqewBzxnt6H8vypscu+FYGld1yAMKATxkD0zk/lU8rW4pQu2uqNK6haCNwhG5DuJBHzjHXgdP8DTnnBRZJHQqBnbx+Xp2/CotQt44YIZopHmmk+8+cfNjsM56enSqqzgw4wzcZwMZ5x1z6fz/Gl73lp/X9bGlNuMbM1QyxNu+RhuwiFeec9PpxzUn+jmw+0JNCzh9rozlXXHrkfh1rFkcXNwDbSOYXUbV8sEn1z/AJ74rQuZpb77PB5UUEqqRu7HnP17Z+tCbXS49Og4wQXDI5kYqpyNzZxz+vXOadiONhDz93dtCkDOeB19+lDwy2M7RPIWdRnYFLbgRnoe2M1UaC481XnUB9x2AL8wHQD06801PTmtoNcusSbcd7RsixhU55HHQ5JJ44P50t1bfYn3rEYt0ReIhgSB29Md/fmnxfZ1tRtjOUODLKSEOeoUZyakY/bLjESKEiyuWO7Cnk849c9aPawdlsD0evQje4eNoozJlgnzDOBzwOncY6H9alhHmbmbHlRn7wfJZjngkmqz2quUuVjk3RPncpwCcjr2x1/OpQJ4pyZGdFYD5QRjPoe+eDT3VogtrLUHtlulYtuUkjDDHH4n8qQWyQs7JNtLDLcj5j9PxNTPEmwCSTL9mbBX3A9//r1Sec3MrJ5eMAH5VJA6D8D0pt9xOzVrDJRHMfIWQyzMcszMeenr+PtSQRCLfvKr/CiDDcdsAZ96SKFo3aV3Yuq7kLDq3/689fSi3sIoz8zsvT94ByRz+v1od2jPW9hIgZpVUu0cSox+VT8gJJ5xjnJP5VMGZE2hsbfmXI4Y8cYxkVJHHEIgFGWAPzEnqM/mafLEykylGkAUDHJ7D39z/kUoxTdmOENdRi7XEbO6YHDcEAdSB78/oMVB9kBEg8tVds5b0xye3PHerJ2tErJGGPXaoB4zwT+H86mO8oFVNpOWY53d+/0rRO2hcY2baFtktoYQsuFcgDcF5z1xn059jmleVII1WSMuvXYCTxz69+vWieQBFjxkAjAHXjr9eaadkuBcYx/DjGST0HNLm0v0Fy9WVZInwCqclQcHsOOOPoT2p0bOZEiAMmDk/NgjgHrnjP8ASpypXds4Z23NjjPYgDFSgrEpACo7DdkDIx1H1796ummle5MpOzaARSRME8sBP4g8hPPvVgJMqrJsDOxxtGMYp0CiSJmKknZyxyc1dhhdyADgfdUpz26VXNZHPFvmsxkHnyOqBOQPm28gnjmlvtFkmRHnhJcApuYcY/I11mjWC/IsgfaPckE/59q68WMJtxuChff0oWm5zylrdbnkN5paWdujrbZbvwRyahcqmlqdpiaTJ2YPzZI5H5V3XieS2xHapIrvu4C5GPSuK1EIVMUMbBYcAEjBH4++40XsjWHvasyyBGipGMszblz+A5H59KkRVMafOuyPJKBeRjk9fc1rafoT6nppmhnhQq52qVOVPvxRf6DeWlu88uw24cBREScE9+R6mj2l3vqbSjpojNYlp8vHubbt4xxx0yO3+FQTRs+CSdx6nrz1z7jNWFXY+0qysA38WcnpnscU1UWXaAn7xckDqGP/ANeqV0tDPlTdyjcZRAwVSuBkDkknpgYz6cVWMcc0iliN7nB7FQenH+etXpQSyhywmjZd4PBY56Z/+t2qrPGnm85yR8xHHqecf54qak2kVG/MVZFJBkTzCXbYcnv/AHsU2ZRDCkbopcDazJnqcHOPXt+NSYjlOdhEoycZzn6//XNTFBMJAsaSEn5gcHJHH+HHes3d6FuN2UY42Fw2AkiODhsAYJ6E96sSxwK8oUBiGYAlyuAO2PwplpC/2wyYMQDhgqr0GME+9Tws67/LHPO9JMgkEfUevp3rF6XLskrEUcMYOFkUA5AcA5Ixg4Pv/Su58H6toulxbtSt5XlSQ7ZYwCBx07e/T1rhS7yxw7kWNx/sj5u3Prx71YhkaJgATiMjKkYBP96rWplUhLXuetXviXwg1lJtllcYJCLCQcn6jHWu58PEN4a0or0NnCR/3wK+cVvp3ulg+6hXYCRksMkjp1FfRnhkbfCmjj0sYR/44KUrW0FCNtTUoooqDQKKKKACiiigAooooAKz9eJHh3UyM5+yS9Ov3DWhVDWyRoGolcZFrLjPT7poA8N2SPgIVyTzsBPJ6fjjnn/9TJoJTtjJXCDZknJA68H/ADjmtDyth5kRl6cNndgEfpx+tRkM7IQGXa3Rh1578/U+xq4wvozNS5miolubaN4HfecAEHJ6HkD0zTI7URqmAWiViQcc8jgdePT9avMgW6LM2QTgnAK4xwc5wfy7VGrjeAN4fGWJPBBIAz68fzp25nZ6l3SXkVip8krIwdeFCE4YdeMZz6f/AKqridLpZQQkW7C7WySreuAfx5qxeRDzVZRLGWOGKkde2B+NVbOS1jF35wRnbIRj1J6DGCe+M/8A1qN07MpR57WFjlHkLGxjk6Khj+bKj3yMEE9B6VDLcbVdYx5yMd28ELsbPQD3watI8dpG2Sqtt2knpk4PHueBz7VULRI/Mjln556Jggf5yazja+xbba00t/wCxaRTEk/IRuZ8DG5159e/+frYfAkI8weU7BnJ5U85xxxzkdu/tVS2CzXSxtIwDKSCGGc/MMcfh7c1GzPDfzwLLsjjbfhBgsCMf0HOe3AolzSd2TFSu2ndF9LppZPLIAX5cKQuGAP54471IjWizKUjWN8Acxng9d34HP6VR8yOKaORGIQZw38I9B+fvS6dc3UM6zyAuigKxPTHXqfxND5ldpDUk2rI0ryLyLnaJVuIsADDfJ06YP8AKokjFviVmDfwuQvAPXp2piq00stwPLVYyRGAcZHXHcDp/npSyPI6yNBGXkYDdNkAIMc84xn2HPNEbvSxd7K//AJNyPKGLg9cAcjJJHpx9KSGFrwlFXDyBlXnoQOSe3H1qCGJdwUtvBwcBsYznhc4znn86tiSC2m8wwRxlP8AUoclhj1zx74/nVKaUdNxKN9DLtUK3RTdtbaybAdwOBwev8jVyK5MUkmV+cMMyAcnrjHpjHX0PSnC3jW6aRmIABIKkE5P+f1oSI2xmeOJsOuTxkAt1xxn/J6U3Uu0rXKbT2EgWQSvvOBzuAIOBweMde3ftQ+nrdNujkGAjMMZyowM8d/r2NWFbypFh+ViATGCTySenXtUTTmOQrt3eUhVW3ZC8cdO3TH1p82t0QnJ76ECw7Icy3bAZ2rGOh6cnB4/wNRM6zqJHI3oTGWyQU6//X/SmmQXVuV2HG7cVA6cDJLd+9SJbMbYK+4bXDko2Cc5yB9f6+9KcrpMLO92tCssaqyW6Mv2oFtvdVGc59v4qkiik3N55dA3ALDABz2H17VKYlMzTgsTgkoe3JIPI44qRBEMxB5CyncZOSATg+vPHNO0ooG3u/6/AYFkklCDe6j5TIB9e+e36/hTWkeB3cwsFc7zgb9wyev5frTlcwsDiMY65GMD8v09qfujwyqhdWOGJb0Jz9O1a+YlFq4wBLnMkm+MKTkYwTzxg/8A1/SrzLCVEfmExE5VQ+OfT6dR+NVuZG8wj5YxkEIDx68Hp0p00Z48yLzF5YnB68D8Og4NQ3bQtpSVkSTCONkRlIRSCpJJ47A+/T0qsUVVURthCx2/N6j0/wA/pUiLLI3mTkON28EcHIPP4dfTrTvLy5G/KjOFJwp6/wCAoW12yXb5gskkkRdg2CQCNwzjAAx19OferSr5kgPlOTuygJO0jv71H8pj2RhCBjbx1PHTp6tVyGJUTCq5B4yR14Iz+IrW6tcxnfoxmz97v8tgqZBjc45IIAxnp7+1XYLaeaOSPBCnphd2Pw/lTrO3eSfAVQQwxs9cYI/MAV2GlWcY2tgAt0AGBii+hjKTOFi0TdP5RSSJQcsRkfgfX/61MSC3/tF4UiDsWw7/ADDn1z+HQV6fcQQQqZGKLgfexXDX5tpL17hN7DcduFxng4/UUk92xKV3qYl1GpvTtZseu7OR2xnv7+9Vx5BBZ28tc8MRu6546c49/WrBhUTq4fO9/wCLB47fTt/k1rS+GXWMxxTwsrZ5Jbnt2/n70nOz1NlG6VjAgYpEF8reSTwAcKOPx9fbpUssKpgjgNz855/Pqe1TTWEunSmGUpuXEmF6FSMYH/1z2qMneoiaR3i5BG0kDPbrz1q+ZN6CluRuqGKXBIXbhCeSAQM/jwapiTcWjcblwfvLyo9vyH51b8iVfl+by2+bljgemQe3Xn9KYzN5qqCjkjauwkHIPQD1/DFKUrbArpf1f+v+AVGbcA24sS275QcFsd8Hrz1qN5keAM7s5ByREOOnr1x06VIq21uPKBbd1dDtyGBJ/mevtSRscKEYCMqQFORkkY3Ht7/nWF9bGsoaX3RWaJF3OignqCigZI6++OnX1otGkSQHcuEUkhPm5J9+O2Pyqw4jkt0tkgSU7ck7DwOpHXjJx6dqlii+RnjbZGWGQATjHXGecdOPaplJrdEx5Y3d/wAyssCM7bhNv34R3GQ3f09+h45qzaNFBcean7y3RlIUhuMHpn2ziozFHCS0Tbl3kEJ91u3JP59af5pAxbNIBwVWSX7xB7H060lNXGo8x6FpmveGksUikgmg4DHKBskH1Gav6fqejXXifTo7B3ecvJuJGAAI2/M/4H0rzQ3jR26RLMWkBP8AtEjjt07+5roPAtybjxbYNLhm/ebCSeP3bE47EcmqunsZKL3PYqKKKg1CvIfHGmvceKtQlVlA/d/ebg4Rew7169Xl/iX5vFWqI5AUmPYScdY1/wDrU07EydkcNcROCinlySQ4OfpnNRFlKSKW+U/ewAAR6fypdXuEjmWRZg7p12HnPP8A+uoEmMgEhGWPAw2eO/XpTTvG7E4tNJC7gEyXZvmABX5scccenvUdwglC4IOWOWbOCPfniqbzSRXkhWJUZuqo3IOAB9OvbilW6uBp58nY5AJYhuQeRnvjtzk/hVauPOioxTVyL+zhK5aJlOctt3EEcDj/AD/Skt7X55NxURscNGmAvfA6evpxxU9ncCa1w4U7ThCTnIIJBx7f4VSkuvNBwrBkI3KSRhvTj3P6CkldN9v1NE7q7EkgQH7OxUOwyAjZZj0z1PbsKSSBrdJG+zkqT/CeG46Z6jt+NJczSxXEV2+UlKkM8YPOOcnPTpWsszZURI23AMgHcnuDg0NPb9QRirCpmV9hMajdgD7ozk/5xmtCOOC7RpFWRcIduDkA44Geo57/AMqkePzI23t5ZGFIRsZX06fjnmq7B7OUR27OkZzJhcnOOvrRz20KUW3r/Xck0a3kjZpFR5kxtDKOMfeJzznj09qpvPNJ9naJn3IuUdMHkdM5HGO5rRtbu5tIjbQHHmscLj5kP1/z2pEtUd4tp+cbtpHyheDnrx0xRKNo2Cd5KxC90Z5mklZwGxtYfe7Dg/mOKsSlbKM4uC7Mp+ULkjnB5zVcaOCzkliCc5z9en4/pUy2UaMcsSxUhSy4LKPX61nKm90OFlF3K8TBwDMM9flZiu0jt9P8/XSgVZpWBTYVYMSVwenUnriq37oQxqkgR8nvuwe306U4TAS+WAwYYKsT6j2GMYpcji7x6Dk299yWQQwRIfMRTk5O/g56Zz3zTfMWW3xG0cuFz8pOcnjGeM+lRXNurQSb7yKQJ8uc9fSn29ovlBYlRwQWTAHp/k5NapPcItJb6kQgeZg7n5DwFJyOD/k1LHC5kYjCFRk+X0YZ6Zzx2oZ/KUMgwvAG09efXPtUcdwFJwQpztJAAGMZ571S7rYTaaVuo+PeS7kkSMSqY4A/+vmnHPGW2uVz5fQg8985rPa6ScpAkiglgSxHQdOv+fxqdJ1Qj5SHQFdpAHPr+H4dKb6vsDjrYs7VihBkZgT98c+/GB+PHNPG7DM75D4dsAHgc/U/j60kKNcLIcKU6/McgjGBj/8AXUymU7YRGgQOdo6jaQOOO/8AjUppFPbUaIlbyxsLRhd3I65/z2pfJkKs0YkaOQsCOTt9gKmtwVjwUDE4ZSV5B7VpwRu7ptYR4GCyjJPqR6UczXUTVnYoNYygLvC42gd849+DnHX/APXSjTpVUqq+WC+cHHJ6jjGfUV0dpZZALjI/2upOK3NP0gTZaZMHOOOPxrPmRDstzjI9HkFuzbAM8YxjB9f0FR3WnTNK6LFyxwX4wB9fWvSpbJI1WJIgWPU96q/2KsEbvIFx16cj8auNRp3E0nqcI1tKo2qu0svTd1J6/hV/TbZpJFXaxCAYBXrxya0Tp7SSvkEhuAQPzrXsrHyzwF3cEhuc/jWqkjGcS1YJ5QjzGygnuvStTUL20itzFJeRQuwwA0gU1HaF/tgO1Ao6AVoX9xHFAZGiBKqcNjJptnM13PLdVEv20qFDSq+Vzz+Iz15NYV7OZZAwhPzYzweRk44/xrevLiaeWe4UZIGQdvH546VzVzI7xvJtcEH5cDjj0/T86ctGdMHaK5dDXuI9WSRprG48iIcGPIKsR37jnPP0qI3Ws3MP2fUpU+z43ArgliOn3RxzVaw8RNZOXurRrtGAKo0mzOfoPSrdz4pe4Z1isYra3kj2rkbnH0PXpUSimy1UVmkmUndZMea4G8/e27QP88frVYKkQ3EkNkEEjqByBjGePWnrHujYxODg4OWwMdKQxfvFbcGbgEkbhj1/QfhVLazM7pMqTSBmxgZIwwZsc44wP8mmbRbysqqxYdRnr+XXmrlw8flgbJH2L94j+vPb9agLETbVUlRyMAfeJ7ntz3pTu1ZlwWi8im8IjDKxEwYBuBgdOB0/DjjpTmLRSeaYYwpXHAxnpyPy6+9TbcXDM42HlUCp1IwORioI02SM4PysehIBHOcg/l/kVm5P5mqXMmTJc7HAMKk7znJ55x9e/rUN1crPIgSMAoxBbgYyMke561JGVQ5wUAOAAw+U4B7HpyKeQSGEYVmB9OSBwcGs2+5NkmQGJd7yq21owGDEY5A4zj8KP3ofzMlUb5WLqBk/n06f4U8qFkClSi7dpXOQT0wePaliLbD8p2dcYOcYPp07/nTbstS2iKW3XLKhOTgIxAxjbxnvzX0l4ZXb4U0dfSxgH/jgr52gRpJNp4AGGYnI9ga+i/DilfC+kq33hZQg/wDfAounsTJWSNOiiikQFFFFABRRRQAUUUUAFUtZUvoeoIMZa2kHP+6au1R1ogaDqJYgAW0mSTgfdNAM8ovbJrSHesSMFGSgY7h07jrWedpysrq2TgZOT/kcj3reuJY2sllkkGGBVvm4Ud+9csZpIWZVCvCzbV38hV9venGdpEJXiTSxtAnRRG43Z24Azkdf0609IJHkyp3AjKchgPYH2PWobm6Z0IdMsOFwTg9OvYc4NZq3v7uNDIyKfvFzySeR+BxjI/SrSnNWSux8jbtYuvAbptq4Vmb75JJzyR37cVWeNElhZo1ZlJyoX5cHJJBxxjGafd3axXMMXmsuAwXaQo/2d3XOeTRcypFCqjzPKJwxycrjnOeRSsm1oXFrbsMayk8sM5Qsx25VSu08c8cdx+VQq5LMIw24DJO3g/4ng/j7U5pSPs8ce7MiZUquMcn15OCOtKhEd3KIiwjJwCVbAO7PGevc1KvfcNmrPcjjTe2SHjXGQpJJX14IxgH+f0pbaURqCxPnY538KFIwOfXr+dX47beu50+8c4DEkDsAP8/rTJUJTy1hEb/dZnXG3pwDxxx9OaHq9xrXoVbux8uOF4y0gZeDjBwQMYPrweOlWWjNnaRiSBokQnawY/PhTxgce3PoKrwSSLuSRMooAjYE7R/9bHf2q/cXBu5StzgSIACoPG7oSfQ1cW2x6qTVypGJ1jZN5jjlXje2NpI4X2zj+dEDCeWRDcFcklcsQMA4OB6Hmp3g+0xyOcMcHKAdOepOOO/b3piWAhYH7xyF8skEgdiB9a5+VtEwb2f9f8ASQmEC3t4tyohcSEk7yTyPftSRsLe3SIRxl1O4kqSxU8ZwB3z69qekccMAQYR2UsqqcfgO+Ov6dKiYB5IlWQo6EhtxHJzg/rz+VV7HlVzbmTbci5Nh2QcvkBcIvQdunT/61RXM6wOsaDys87sk7QT0470QbC2xCYJ2bBbyzjBA4yOnem3CKtyMSjDhWXaTnB49P07+lWloiFLS9iYyB2dVkG0cZYkjIPTk/wCc1XjVDBLgYcnJ2DHPH6fz9s1MrGNt7xfKzZ+UkgLnjP5ZqK7uGgwZf3cbZyWXlhznHU+tVHmvsO/KSR2qOoLPH8y5ZeOSc/8A1/XtUbLIz+Qwh6hNw4xjOCfXPWjkkKpOFGTg5Ct7+nB/yc1G08kjM6wqCpyW2HnqOO/pVJuTsmKLau1/X4kz/OqyhUAUkM3UrgHv/wABJpxFxJJJLH91gNzMPTv+WOPembMzuJ0dd/I2jJDdgT9cd+/1qxFGsLRq+H3N+7xxz0+b34/SknZlJXew+BVUKZCXdSBkjcSP880NDJLmSTYMscs2MjnIBHY8n8qZ8zyj92u5UO98gAn2H1/nV1FdQGUDBXOCuGJHH/1+PSk7bp7ha+vVlYWAYtKNyMSAxLYO3jt24H/6qetqWjwqsA/LMoBwBjof89T9K2La2fEckpGP7u3Axzj8q0LeyST5CCSeo9M/zqeboK5z0ekM2FUYOPmyc988f55zVg6W0OMgLuO4/J0P16jvXZ22lRhAWU4A4/wp01gLssqjGRzTVR3uS2cJBp0okdnCkOCFwQQD/IVNslYkrExCYACgDv78Ywc1099ZeQihc784B64zVeCykZ23D5s59qvnctyJaEWmRZKps4IBwB0711FgRG7K427fyqnawmBM/LlRjFbFg5VCWGT3PFXfTQ5ZLUwtemjkhItrlXZTkqH9PpXHSSMls5RVibeoZQuf/r/mOtdx4jvEhttiLtZjnC9TXCX8xjjiBbZvQnKjHzcj+h7UWdrmtLZpEenytNfSlolfACMCwG3n6j/69SebrlvIoinWdcbiXZUIGRgdP85rMZ5opJ2iLjAXzCvHXH68Vp2niJI7b5tOMkh5WV5sknr6Y7VEkpaGvtEkRX3nTKs96yfaTwWAI+X2J/LFQ+VG0RCs6k8lmPGcj8aW7vptVjhlkRAiL9yJNp6j656jn6VHIWWQ+UG7FVzgc8fj+GOlVZ20Jk7q5AhBLoztKc5Uq20Hsensaa5KuUCh1Q/LJxnvnA/H9alEZUfJFgfMWUkEdOp4qJJTbLKGiJAVjkE554znp3B/GnJu+gkrkE26Z/uKozsB5Yn2wR0xTvMVZEWN/nwMsRwAAOmO5/SiQeWRLlgitkg+56cdOmcfhSAbpCdoBGByp+UHPXt3/SoktDRaaPoIZXQBV2uijKFvl3EkYzt+vv05qedjtEYt9o27iiDKjrgnrzj15quQruzozFgMgd2HXGD6emMVKojEIl8viILhlOMDrn0/Lis+ZpItQ15nsVpJlO+QoSCMLkDGR0ycexyD6VYi2tG5BAyrDAX06EfkO/c0Mi+bhg3ylnL8DAHPT6e+OcdqDFG8CgfPLjBXjvg555BxmhpJWE7bpDYlkPK/IwGASpRjnuCf88V0fgeGZfGlm3Pk5fggn/lm3T0rmnmeRSsiFCAeCevQbcfjiul8ByK/i6zCOcZkJBU8/I/r06+tNKXUGrdT2SiiipICvC/Ht1Ovj/VYkTeg8k7R1z5ac/rXuleFfERxF451GRzyPL2FTgr+6Tj/AD604iaT0aMBGjdmJRFjbBCJ1HOOvtUV1DCZQ0Y3E9CDj/Oc/pTUQsA+AEbhif4ce49OTTFDxxbTOFTcMlev5VSa7Eq623FaIqzSHbwN2wEgnjHXvzzSwrJbCVGibLHcyiQktjp26cdKjSRmALsUK5AbAIOP/wBf6UCcxNIx55xlgQTj0x1NNJP3WaX1sOgLwRSFiUQkttPcHp3x3/Wqs8LtHujDF5Bk7vlDDPy49+9WzcNkq4SPGBnZk7jxz/nvUEcsheTnyskgJjHPY8g/nThCzFaLERFiWLbl9g2rvbOAOmOM96tmRQJCXG1QCBnPPoT19RSxW9y9sJUKyMRuCB16e4PPT0qVEktVIe3kcuuflIO0e3+RxUOCt5lqSvqNEokTbLnPqcAdffn1qGZkkU/NFsUHGw5Pv1pWispPmTzom+8d+CCSOPf1FTKpibZHJEQvBLqMn26cU0rIrrYbI9u9urCR8oTyTwob5c/jx14qRrS4ZkfYFXZtB3jGOuevtVf7CyuUa3RmxnKHAx68fT0qaNbeJZDN5/J/5aHP9foKUk07j1W5AxaSYRW8wKIQSVJGec/T+lPu4fLIKyiWQOA0aclQegOPenrl4jHDGLWEnduX8uTnmmvJbq5SyTzZD1bOSOO3vxmiKbBtNpsgS0mtnzKiBJflQF9o9uOvrTPPYQs/zAMSNuMZ69D7YzVuI28DrNMd9yVDBS4JBH06/SmPGbsfaJzsiC5CgdfQYxxxj3rSyvqguU2h+7IykHdgsFzgeuB178f/AFqiub2GBWePAdRjCHac9M4Hbvj6UyaRpi4VpAc7VbkHH1GPX/PFRNZSq0bqu7cmyNVByvcnHOR1OKTkk9tiE3KXvFuG4ujlWkLwLycHgHOAcYyeR1qCOXdNITgb8BWyDx2HOef8aktgqx/vEUk8OMZPHHU+1Lb2avLLs2+UD/HyMc8gY60N8qJVraikhJWDPtcKfl65IyT7/n60+1NsimUxsuRnfzznk5z+nWkjtXVnBUKT0IBPtxk+lWFhLR7GV9wB+VDnPJ/z+FRrfQ0irq7LisshISQRqWAClcY/H8P1qc2yT3K7JVeP+7v5HUZB+v8AOq6QMsqo6BjggDgD2wf85qVIADGJMLuweByOh/Ln9anljuyma8WnSLKUjQFQd2RzmtCC0khkxhgoGCW4xn/9dZcS5Xcu4Yyu7flvc/StGC5nV/llkPIOc5z+H0oWpOuqRqWkZkYLtGBzgc/rXRRSrbxjbjPbnpWFb3DJGvmNnHO4/wBav29/HIdzW8TgHj5ipqd9yGjWsY9581iSSe9M1Sc7diEde9L9tiiQ7kdVPZTn+dVRLp1xNu+1TK3YPEDg/gaVriQlpAQgYqM8dsVaJEQO3APQcU9FiThJlYD6j+dQuGc7Qcj2NawM5almxZAc4/SqXiK7Edg46Fh6GrKCSNc47enasPXXMkB2sAVPOCR7n/PvWtzG2upxkk5JdDKVQjzJFKcgfU8dqzpiylZE2srjJxjnPp+f6Vq3c5CeUhlxnPlsBtBwOQe/Gc1RRF2lmKMSCCgXt6D9eKqXkawjZXsVpI28pZMEAc7to9M4z6YpiQhJNxQAnr6gds1d+ygx7NzYJydw4z71FHGgJLYZ8jgDBOOv/wCv3pRTWxV+gjHYW2GP5iQRg+nU0yVRvEW/aQRjuD1zU4IMZfc2D19eufyNQurlmBjwGP3sYz1B5H4VWqCLW5D5hDg/KxxhcLxz7/56ioVRDG251DdU5x36053/AHTRyrJ2wFPB6n/D+tJhWEfBK4+fa3f+lS30KimgLp88ICtuX/lm2FJznr07D0qDf5aoTgEj5Rtzg5zz3/8A11JuyB85CAAFsfdz/MUsjtDEyEDd0BK8gYwO3X6VhJI0V0tBsQTavnSgRNnIUnnI9+vemRMSj4TIIA8zqv5evvST2+1UwzSNg4yQeeuDn60AoX8pRtQjl2BIHHU9jRa6uy7vl0HNHEMhm+fHJJABOM9Tz046VHJK6SqCNwUAEoOc98fjgfhU0chaFIgFLAfOxwecY7jJHrTyDG6GJRI6YGcdeOeevakutxO733KwjYK2GAjUgOF9OvAB96+j/DRB8LaQQMA2UPHp8gr51Km3QEkbXB5xnBHOa+i/Dhz4X0k/9OUP/oApuV0iJbGnRRRSICiiigAooooAKKKKACqOt86DqOOD9ll74/hNXqoa2M6BqIGebWX7oyfunpQB4mt808ysRwg+fAzgdScflzT9+QZI1RsY+bj73PNVgI3aWLejSMcbicggcnNDJE8hKrxuA6YA64x+P5YqlpayJbtrYTYrzmOQqGQnOVwCcjOehPQiqz2ayRMyw72Db0Q9h0I4/Hjt7VO0UsUzSFTtJyvX5yScAdPSokxFNJ5OdwAJB7Nzxj65xVJ78o+VLUffCGWOMq+Fc8bvmcAZ5HsKS4gMhSIqxJH3hwRg5JHrmp2/gdWYop27gSVUdj/tcZpTPOXkDvgg7uV4A7nqQOlKN92NtrT+t/0M+3jMc0TRZ+XsVzxkd/bBP41dlXdtcDO7ndjoCvX260rEqybSCqruEgIxnP8AiR60NBLGXKIZBnKspwevTPoc/wCcUXTaZXKviQ6NYkTIR/mbfswWyOh4NCBfNUggwtlfmxtVvf0/H09qfM6tLIZLe4WQHBYr1989znJqNoo4WiMcrqijLZyd2Mc56d/ekkk9CuZ7PqMLbFWIFNg6rtwQc5G0dD1p0cQllkktlbdIrN+9PJ554x29Kfhp1ETxJcIGLoc9gTu7D1P5Uttai23JKm1JOWCNnIx69BzVS28wTsOSExKzzhVdkOFYAFgPYfl+FV908kY2rsjHDOQBtGOgPr9Papg8O8SktLKBgBscAgjI6HHt7Us0JJ/0jBZVwqrzu564xgd/8mpi3e1tR6X1e5DGGuLiSWKEsckJIFByOO4+h/GoZYtk0cbbvM43AN8y+gPPPQflVqQyN8gZUtgcnyzxuxyT69O1MZ4oiI4Imckhd+OR64/z/KtFrqimouyWxEY98jIr5fgKwbaD0/lkflVWSVVto1kgaJ3b58AEOvPQ8+vSr103ymAYaWTg9gcevf8AyKz3hllRQrxxhiQVLYbOeg9eCee9O6VrmbTT9P6+4mnumleKK3ATH3UABY8g847gVJLI/lN5siiVVCISM4P8xnj/AOvk1QaN443j+doWBy2OhAIx05OOe3WtBARaswYNgchx97AyOPqenYVje2orLdaEEpYlWK5jUbgQMHJOCCAcjJHp0NSQNmy3b3JDHbGrHA6nPoMH/PqNZ7EdwpTehG4nLE98+3HvSKj4zMWiTAUIoxkjHr+nbrTacr2BXbVify4o4gyRsXUnDbMnHXPvzn8quAKibZCSGYyKHyo/XPp61R8to5QmJQATkKMYOOvGfWp9qm0fcx7HkcZPbB5/Sk43S13NE3KNrl82czhVeWFs+pHGSBjr7Vfgtf3ZV4DuGSpxkZ9Qe3aszDhwTuWNfuk8g/p6HFX41kDM0XDscLsbjr+n/wCv2pLohXa0ua8cbpHkKcMv8Y4B61p2SKoBPQYwCOf/ANdZVtPKZRufdxkr1rRjvAmAQjSEcY5B+lSZtto1JZySI0JIJxxV5MRRFjgACsy0uw6AtbqCeMhz/WrEt9agFJXkQe2DQG25SuWM84IwTn0xVqKNoueMjvSRJaBgUuST1+eP+oqwdqLwynPv/jVKxMnoRNJ1GBjoPerkTKkOaorEzPuGMd6dLIyLjGPrmtkYu9zA1+6DziPOQRg4B6+3HWuZkZbjkT7iuY1OzAA5Ird1Isbh2zhcZBGTj/IzWFdH7Q5Mju3zZ3ScE9+QOOPaq6Fw02KQjVsyMvzK2OMAkfgR+dRzLlQUYqQOGC465HQcdP8APFaC2rHaq58tVC/J049c89v0pvkqMZGQg3blHKt6fyqLItyaV0yGOIeXsKqAigF+4Y/UU5w0jKxj27I9yIc5OefxGM1KFLM+QEWQkYbC57/16UMWMTRqX4zjqQcj7vSr1QlbqU38xpuZNu5RvRhycZ69yOelLM6LEPl3eXhcEgAj/Ej+VSXIEQDIxJ2tvAPHrz/ntUedylpDzk7ld/Y5/wA+/ejzKUuYZ5e8pJ5gEmMHb8xAzkcdDnioZWyFfzCDkkgjOOoJ465p052MjSONv90/NwewBOaZ5IEhuFYAycbt2AOOf1qLLdmkW1qx7R/6ho3Yq6ld3ocdzx/nNIrxPESow0Y3OTyQ3TJwOO3+eKZKwmcpLG5zIBkc8Zzn9Kam6KRjB5mW3BsA/dOT9fbHqKyat/X9dBp2LD+ZsVw7I8jE72HXsM8470PJP5ivyGQYO5gTx3PTHXH/AOqmSxpMVZOXweJD79T37ihRIceVENg+bao5B5P0ApaD5Vy6iAK8ZE5+Zid0jKWJA5BA55/nxXReAXZ/FNkpGFTzNpOBkeW2OPxrnMb0eTDP7J1498def0H4dD4DcnxZp6MNpQPx1JPltnJ/pTerB631PZKKKKDEK8H+I0wHjnUsxKxTysENg/6tTz617xXg/wAQ13+P9S5Y4EQ2g4x+7XJoulqw16HJDIQq4IO7oxPHTJP6VMhAVPLOAG6Fxn8vb8TTZFLvEo/iJJG77qjoDnpwBSxuYHwgDKRllI4UZ4/Hk4+tau9rlONySIJsVec88nnnkk5/CoZ1ClZA3yrgMeOPXH6VZhspzbK6KpR9wUKfu5z1/SngxoFMtpuwQWOcheffoPx71N7PUlbg1l5kOI5om3ZYg5O3I9u5pYlmtozH9mQgZ6qORn8xUGbNy7qXj6gMp4z9Ovf/ADmp/L3yMI7sKAuAWJBJz155PI9Kduxcl1HTfZVnBMLKyjOVPAIHNNjaMyP5d0w3NjBwP19P8KUibIX90+7jJx8x/Ad6jAQITcWy4L4yDkgdzg9eoqeULJL0Hy/aV2sXilBGWHB9Afzp0kKPC6SWwQhsKADwfbPT/wCtVMR2r7sylMcYPGceuOpqRppIzGBOzJnJA+bvn+hq2r9dirvqTEx+cyLNMsgOThSQeTTJryRLnhwcKBJkADJ4xg+mSajadmIaRhLIAQysvKnp2x+dRMpF24OHB5IYnLHrj3qUtbClukX0FzcxlmfyoQMlmA5A749Oo696EnW3URRQMSASGCAcYGDn8c9qqISLj5SDu53AZwDzx2PpSyXBG5kkBcgfPg4wM8//AKql9rDutieTbatuncyOzEBS2QO+ePw/CoJI7iZfOcDGMAKevPPGOAaZHIsbb3T5g2GYt1P9aWaR5hGTF5iA/vNgwB6dD7/pV82thryIBb+c8uxflVTgk57n+nrT3AiDLI/mFUwDt7kf5/yatBo7dFSPMZlJJXJyevXrT44rVA00ku9gRwD1HrTeraYJLqQPFL5QaVgVdc7Uz+Pbr0p0ca3DHy1KxBTu3EjAz0Hr1qZElu3QxlliUcbeCDx/9emNIBmO2wwyVYjnI6cZx+dR0sNPuK06ouIgFCcbuoz07VeijS2Akdd8nLLnPHPJ6euKihtFtlEswDyHGEJBxzxSwRG6uBJINqrg9D0PUdappLYd0Pt4ZLuUSSlhGDyuBnGenI4qeV4rmZUtI0EZBAwmDz68Uk9020RQsVBOSqj9M5z/AI1YjcW0YZlTzeynB4HSpT1E9diW4ihtlSFSxkxncPu+g+v0q/aoqxhm2IcD5T2NY9s2+bfLuJAy3JyOO2fT8KvNcO8/loGHzEpkZ7mpdrmcl0NOIS3UhSMHgY5PGOlX7YeQpjK4YHjoc+3X3qmj/Y7MKpJkbuefxq7p775lkfPA+YMMYPrSRIXRlDrvUgE4G4EZzT7RNpY8deMc4qK6vGv75AGO37sS9MDPJ/HFbN3Pb2WmRQrGnmPwGIGQPWktwvcgSQomCMnJ4pJDkjIx6HOKbbFJEeRySOx7g1A8+XPzE5OQCO1aRepm0T+eyblRtvqM1n3l1cFcBxjk4YA5/wAakmULtIYZJ6d6qzpJKiycccfMcdK0ujOxzt9K8snkmOEbsMzCPBwDmoIldpmR13hGHznnr1JAzx/hVyTf5xbdumB24bqPp+tQ/MJjuAiPQbjg9+nbqaV7aGurIWAIYKp9SMEDj/IocqpWZRvJXHzeuKi+baCGYgnqR0I9qlcqUVlHT5juHXvmtUnYiUVa5HJIm1EXg428cZzz9O9Mcx8bxFvB5IPIPqAKS4YQqgjHz8855I/D8KpySNnkFYgcAswwPX9aLJgO3qUcb2A57E9O54qEx+XMOZDG2BtKdef/ANdO3j5owDliNxBwox35/Cqxl3DLjPmHLMOMfwjP5/rWbl0RutNEWCoIdi5BVdmOBu5549uOvvVZh5cjK4JfIY4HIbuP506VgyDcWKDBVipyMdSPrTyrQRMMFSD8xLdB+f8Ah3rLmXLY0i9SNN5ikLEMdw2PknZnjv8Ah+dPIZJ49q/Kc7fmPykjH59PwpgceY7bQrsRhgAO3fikchHXcAW3AlcHJyP8/lSeuwve6iFi0IMzHzCCFI6jtk98U+MPNJkSHaFxknlgM/5/zinq/UKxEJz8jdh+PuOuP54po5MRUvGuSMjqD2P/AOupUm9bF3bImiwBLNgggnbjPYd+3Y19G+GSG8KaOVGFNjAR/wB8CvnYqH2gBgdwJBHYjP696+i/DhJ8MaSSck2UPP8AwAUReljKbvqadFFFUQFFFFABRRRQAUUUUAFZ+vAnw7qYAJP2SXAHU/Ia0Koa4AfD+pBs4+yy5x/uGga3PDVDQxMX3EBCcyDJGDnIx2xxj/JSOIrCuXG0/vM4xwO5x0/LvURZXJjGEhAbG/Ptjn9OcdKC0/mvHCzj5MkhgMDjkce5/PNVFa6Mltrrr/w4vnfI4IGFOB/s5xnH0p7TABmgcxyZzvbPK9ug9OfWnAPKY4kKo3JCPnBI6E56jrz1qdonUpLMgldiTjbnYPp9KHpoim1fUqwSeZLHbQsFcLkM5CrkY6j86tRWQt02OTLt5A3fxdSOT7etV55IouViwpbBYNjaPU896lia1Hzb3QBQSHyF4zxT13RS1d0Odsxr5sO47cEJhQeBxnueabutsOC0kUgb5iBnGen+faoIBJiP7PcxlGO3IfJGRxwecf4VJE8pD+bbhxgEkdxn0z0zj+dVKNle4J20uTQneVSO8b5QceYMDnPOMYPSlkM6Bvk8xXbH90Y9D+Y/Kq37uUhVjCIOSUGRgemfwpfIgQJIsz7STznGOenpUrdXHdLqPmZDOW8uRXK/M56duTnng0NKiwq8ErA9ArpwOvpjpnryKiknkiQ/vZHXIOODg+2eR6c9fypglGVdYN5BBJTkkY+nrz6U3aK90HquZbk6S3Csga4TedpDMo+nFPSNY5t9yyhzjKgjcwH/ANcVSV9yyPv4GDhcKV7cj1z/ACoaOKWdYmKyccEDBHoB+ZHNJRV2U7JW6f8ADFuZbm6kVgdqnljsBPXrSTyyIUgtFfzAhDMxyM8+n48moHDmOOEknHyDB5xj0wc9afHcGFsJgOcOpJ4wSMkfyoT001Bu6GmEW0e6Vw7YAHzEHrk/j1/CiOIHY7SlI9vDS89z+XXHvzREgf8AeTAyOo3Ft2c47nt3/WpXYXE0UbyBPmJCsBnA/r/Sm7Pp6i79v6ZBHHgyqu85PzFcdQWyfpnv9KmihhtQyyHLn+Ek9u4H1xVmVEjj8qNWAU5OeCT0HH4CmeV5QkNxGCxXKk5yD34OfepmubRBzbiiBnjMzbpEwMrz0xx64HTp600LJNJ5ZhKQrkKdpKjB78gHOeuKbFE15clA0gYRk88heo79/wD69W5JhaQ/Z40GZByRnIGOe/tQrrQtXuNl/do0MJYSbiGPVvw46elWLXybWHzJIkkZU+VXJIyf896jtovs8DTysA7DiIHJBAOOPX29qVGe8mJkEce0Yyw475GPy5ocr7ibezLFtafasyu2yJcZ29/UD86suF8zZEdiodqHscHtUE15H5SwRqNiYBVWxn8R9OtWICsKKSNy4HJ7e31/SobtqQ9WWkKwnLTA7hknPT/A1bjgkaIT7cIfXgg1nQgzTFs/xYY4/T271fa5YhQFAVeFGPvGm0RfTQuoG2fKm4j+7zVZzI7FsOc8AH2q3BeLa27TMQJmyFHqf/rU3SFa4ui8ikhT3HOaSCz3Joz5Z68jrgYqVnXbgjDdBxTdQule6KwqFjAC5Rcc/wCTTZkSNfV2689fr7U1YhrqKp25J645OODTJZ3UMEdhjvmmoRMrqVIAG05HXrzUDuzHYp3Z56+1aXsZtO5SvrmVo96lHABBDAHH6Vh3BM8zOVZCQBjA4Pr9OcZGa1tSRkUgjk8jJB/z1/WsxmCDzMbpM/eK4zz3P4GhpIuKshCJDGrJtOASASO/GcH/ADzUeN04AHRd+ScDJP05qX5EjV+HBBQsRkDkH+VQ5ywXMgbP3Rkd+1aLyF1JRGodQy7Y0GPmHQj/APWKryjD48vIJIwpzkgY56VK3y8KQjDkl+vbpx0PeoGfM7KGZNzbl+XO7qOvXuKYmpPqMCQpgQuBgHiMZ59ycfrVSRgzFCMFTnG0tgZyefy/L8KsvGwzIHABAxgk7jxyQewqtPLIbgF/9UC2FAwwznGOhzj/ADzUN30ZotdtwZ5TIqyIsgDb8Y4xyPzyTTvKm81wpJy2ScAZHXOO2c9aSKch8E7Dz34XHOMc9emM1GmTOd3koEHO1egx26dcj8qzlo9TR3VxRcF/kRRl8dRnPXg+/I/KgCTy9qyHBORkfNjGT2yT0/WlUDy2klRRIBnLADb3IpjbV2ymUbVJGFwxYY5Of09qltXaRS11Vh8Kx3MqRjO4KCwDZIwevuetN2yP9+PdERg5JAJHXkd+o/OneeYyIhhUDfMc9QcfrjvTTsO5UJMR+4CTzz2+v9KVrN32K5pKzeg94mMgRwAyMcHcAegH9a2/An7rxlYR8hmEhIOeP3bcZPX1/CubCmK0G0uzIcEMSBg/z/8ArV1nggbPFWmxsE3hGJwc8+W3Of8APWq50tGTJOyZ69RRRSMgrwP4iqx8f6lhWY5iZQDxxEn+fzr3yvCPiI7J461Mjfj9yDg9f3S8Dv8A/rpx3A5eP9xJtdAxU7sDGG9ef6UjfZSoX5wzDBXn5fy/CntKRG5ZcMR93Ax83WlHlj78J2Ebc45Vjjv3Pf8ACrSs7FCpG6ArHO8gThcucjj05wMfypVE4yp3yoDg4IOPr+H8qikCyEB2zxwvTG39ae6yxRyFcuWwDsfIBOev40W5fVja6EkU6Of3ibXRv4BwSO/5CmymCZv3X7s8ZLLyxPT2Hf8AyKjFxIIcTKCpYIOOo444zS+ZDI7Awk4Ocofuk/lyetG7uGie2g9QYJRmWNsAMd3BX6f59aefNiTfIilSD8wHJ7cD0/wqrKFyW8x2GPkBPAI7A+3PNSqzLubaQNxAGCT9DSdt0PyEJWSMCaOMAAkFepPTn0+nemBdsIJ5YjHy5JHr1PXNPSXaWUEkA7iVyS3TGfx+lQ4KMxAPHKl+QOf8/rQrtWKkm/dJYRsGx1Pm5YYAO3AHJ/LHekaRQH6lWYsCCeAOv4cj8qYI4DvITKEZLq2N/oOvFIU8r5Y9yM4ULk8FSPb1OKah1EmlqOYPcFT90KRyz44GM/pTH+ZgXJKgDHPDEYz+mPz96keU5XzY/MBIHcbR/IijcUdlDBsruUKQcY469s//AFqI3TuVFNO7GOWaRBtJIb5mKDHXnHvgU6VgrlXZA+dyheNnfB9x+VKq+YZFMo255CjnI/pmkRvl4yIHXJwuCcjHp/OlqlcNEtCSVwsp3yEZB2hcnPpg/X+lNlYiR2IUEH5gV447ZOfypY1Dx7SFVUA3YwTg8HHXHUUyVGlXO/Ywzs43dD0z6frThpuLd2HQTSLv++mWGVHA+lSWs/2RVdCgMZx86/57Uwhll+eQkkgdgCePXj9OlSCXzYjuJkckYZj29Me5pylfUe+yJ5ZXVHLyEoWyrKO2Ow7fX2qZrpZ1SOHMeMhs8D6dvxqlvlaRovmZlDDzGA49efyoIfcjId4zwD/Fjr/n3qFq7DSS3NOye0RfN3K8gGAB2zx6ckn8aj8w3MgaVmP8PHygfQnr35FUldPv/MHJLdduM8+lTpNKIlYoUIIAz044/H603degWsaAmAjSJcAhQN2efX+VXrICKBpDkMOR26Vjo65WTYzSKDkLzsHI/Dmr5vHkhTewCHB6DJ/z9Kl2tZENJGkjvPLv2grzlguMe30q1JcfZo/LUlWcfMFPOKzbS9SMs8kZ5HUcAeo9u1NE3nXeWA8snjPQDB5qbPcTi7HSaNAWzOyFV6ntn1NNvLn7ZdgjOM4UdsU172CHT1ghnDM67AR1HHU1Fpygt9oOdiDGCME+lLUTi0acsq21ukKgdMAY/OqcJducHAB28dKq3Myy3AVH+ZOBnnJqUsLe08wtzjK5/wAKohxIrmYG4LNtHGNwz+VRSzyLAMEe2Bzz9fxqBJFaUFdxfp1xz/8ArzTLqUlh8xCKPmyQN3/16q63IasVISstxIxyQDwAcEZ6j+dVr2XFyBkbRhjg9OadE4h82TaPvqrB+/HQjGelU538yd3JRULYD88D0p9za2nYuwtE24y+cIwNwkQcMT2JPHrW6fDtvNAHjvHAZe/OeP8A9VY1t5Vxos80m/cjr5eO5IwR+tdFaXG6IjBUZ2g56471E6ko2sioU4z0exk3vhi62HyijRqOx5xwD9egrmpYTbytld2w/MPujIPcV6IZWWPh+MHBPGeK4fUlf+1Lh4ySshDhQB6DOM9f/r06dZyTQTpKC02MdkVrfc6Z343ANkfiKaBhEMq8MBhQAOc8546cVIisr+e6sc87SDx2/L2NLPtjId5GMjDKlW454wfek5O9rhCydkQGVgoyj4HIQ8ELxjpSxF3cvcM5CsT82efqfzNSwqktx+8X5fug9R0HXn6CmGAi5wUBPGQp27iT7/5/nSXKHPZDQ0LnejFio+UEHr6DHvThHuLAYQj5hzuB/H+lPEI8hJA4KE8eaQBuGOeKr5USBDtwAQpIGWH1HXrT30Q4x6pksKg3CB23qpAxycDHOPY57+tRyFhuVHzg4LD06nA6fn60/Y8bLLGqghSQQ2AT19R9KjSeJ2bbGqrHlSBl+f6j8etJ3u0ugrNu/QWPYJ1HlkoqgoWBxkY/wr6O8M/8iro/GP8AQYePT5BXzp5cSiRGI8wvjOMfXI/L8q+i/DYx4W0gellD/wCgCjR6omdmzUooopkBRRRQAUUUUAFFFFABWdr6h/DeqKehtJR1x/Aa0azvEGf+Eb1THX7JLj/vg0IDwpIJZU80IySPnh+3X2IPNS7o1byXjBXu4kI4+h6ZpjTTABCWwoHLJ0Hb2x1/P3oieKMsJlUk5LKBxx6ccZ6f0rS6vsOy3/zHvGkgIWZEZW3BScgr2/PJ/Om+bKwKwS4jdvuJknnv+nSlxDCwYNGAFAb5dpwMYHTGf8KYUYk3EEnzY4C5OQew/Wnd31K5nZLp/X+ZOXlR97hThd3PJ5B5Ixx261G5QqXaMlGXaWDFsA9BjpmnCQo8rHcV7HBwpGePpzSSYTcsqFEf7pHJA/Dvx6ilcjS9loNfy0JWNwgJXdkLwcdvXtTz5tusflyMfm3DbjrnOOR7460ji3nnVgANzElivVQPQ9Rx29ahTzFfbGy5kO0AYPHP6Z/UCi99X8y1brqSNdSqzCTqFyGI3cdcccZOeh4qKa581WcM284KqGzyMZ59wB+YqVWWNiVYBhhiB90HAyOv49aHt5MsrQ7FLcEfLhhz19Tn86lNLcLJp9BitG6MsBO5Uy4PUc85wOKax3JGQ7sqDjDckfw4x0HUfjUuJYpBEZHSOQ529Bj6UqgkKiqjoMpjJwSOM+w6/XNK9rMbirkbO0VwjhCUKhiJDv6dj+Hbtikk3Nb7VUoUPVV2qc5x9en61Y8yFmIQFQ8fBPYewHY4pkbTZckyCQ8jav3ufqMd/wAMUR2Vug9LXIZIpVcW8QY8D7hKqfXnPTg/pT5Mw28LvgMT8zFj83sB2xwaUh0gViu3acOgGWP+Tmq8yK1w5Y7wqBsOT82ByRx1NOCjKNnt+Y7OUkTwLHHKT97bGGBQgHgcZx68dfajKGXid2AON5bkds++PWmmVUZIpF5IwCzYKjnjkfT8KknQwQAR4DP0K5Oe/Xv3/wAiknZpdxWT0EdvMlcYMKghMlSu7ngCnKg2lyTMqYLKccDPUHPWhJAp/wBWwC/NyRjpnqP89KHZfK2Eo7E5wVOVH+QP1p86Wg0395civJ4rNBGgwCNwOSSBnHOcf/q9qhhlS3ZvNiM0e0spb1HY5+uOKgEoh2SBYmfI5IIB68dBj/8AVU3lsQXc5JQKcp3OOAe/UUWtvsNJJ6ksspmYM+FjPILL0Oep4Jq5NcrHZxpC5LYw0p6kc8+nXFZyusqkO+Dtzg8nk4wf85p6DcdrEMhY8AYB4xwevbH4UPuTe2hYhxIRnoCWAbr9WxnjpViIyPKqeV0c7SGB45/SqULYZzgqSMhmcknH+ffrU0FyVuGdGypUgCTnnI/zmpfkGqVrmqihI3QDaR7E98ZNT27h0DEsSB+7PGPfn6Zqh5rPlpiEZeQA2cD19h9asi8TyXVD84Xq+MDnH1ok9Rbb7k086zTgAnB4GOn4j8q2Yy1hYqSpDPwDkgknvWFpCq1x5jOM8hVx3/8ArY/lVvUbqOecKXDLFyoA69j/AJ9qH2FYtWm1pncn7rbiCefUcU+5ud0pbOQnQBfp3qGLMFso34Y5OB/KoUDSTZGCSRye469KNCLa3LTSsLZuMNt6kdPY1REsgnCFOF5BXj/Ip94wZY41faxbJKnvVdN6BiSOmOcYx396avYhIivpz5i/O2PvYz19aZDJ5NqVlbLImSCOKr3cwHQJtyACeTjGP85pskoMbMX4fjPQH/Dina+5VnYrw3ADLC+FjYHIKdfrmtG1t7O6uY45mlhlKF8gbQOf5/hWKZt0pHlrtUZHA+b2OOvSt+No4r2No8yExLu+UDDEAD+Qqm3FXW5e7SJ5vDm5XAul3E9SMHp+VZ91o09pGz3CqF6hi44HJPH0/nXRedsYADngcDg1BqUrNYShUJkZCACMc9sflWMa8luaTpLdHFbz5ik5eDB69Ov/AOuoR5MxQiGXJwvOOV4/PpUksNy1xhiwdD98DJPHPPXoKjR3VcIygtwvGMr/AD7jv2rfm966M2hARGyyIHKhm75OD0P6/rSshEbZKh3ccMMfLxx19/0piyOsQAjGIwAzN0HOc+/f/ClkRroykZibJ2u38Q49fp+lZK8nZaGl5XeguxU+R3kLNncpXA46cj27e9RxsslyoMu4nKgkYJ64zn2bH5VLAysNx+VXPCnrjGDzjpg/pUl7FHDOpkVGj5OeA2eT1HUg4Gaze7ZCXTuRBdisqRsd+cFccdc9uv07VHGEnMQypJULl2K7TxxwOD05HvUiiVmI2F8jCgc7QeD15HaowRC8gAV5W6rjLKMk9BWm8RpWdx5gRD5agNJ5mCue2eD9K6DwC8J8XWRK4lIcAE5I+R+/4GufIC7fLD7NqgfKBlj+Xp7V0HgYKPGtluG1/n2jPUeW3PrnIz+JoVnuU5prlPZaKKKDEK8J+IrGHxxqUhkIQiNSoOP+Wac17tXhPxBkYePtRT5Ch8rOeCMRoevf6U42vdjSucyZ/MUAtuGeSrYYcdev8qerWqwuQw3Z+bI/An86VJIPMQBGIcEmR/lHHv2pRFAHMaBVIycscFh+P0qvQq+iZEtjG05KsqJtxgtnjPFBWZYAFy5XgHgkEc9Py/WppYJowWVydvtwPwOfWq/2qWJmBbaC3zBiSVxxx6Z7496PeYW0sPW7ljEgcEyNu3KR0yM5zjPTNV24Yqw2LwwAU5OM+4pc/OVZt2VHzJngjrimIkhnCpvKlcKo5x+Pbp2pXaBWtqyYzpIiiSVsJz8rY5PXjGOcUg2q7FUEmGy5wRuOM4zk+lRrkzh5GA4JIzktzjn/AOtzUkZYSeavzKWGQhOGGCf8/wCTSulqina2qB1fc6eS6SEdHPJ/E9B2pShThicscgBtwbGP/rVFKvIV7khlGfmHBJx09f8A69OkjCkIAqqvAYHIOB0478UWUf8Ahg1voPIKxF2YGQEFSGB49Ppx71K6wypuQOxYZYNnIIGOufr2qCNEy4eRRGWxzzn07ZpU8tZCibS2MkY+6o49fTNHLYd+ZCwXDG4JTzG+Uj7o59vzNPIjkcxqgRlJJwAeMcdeR0qJ93mr8wG47t3GcnAzQ+4ATb4yc7yuME5z1HeqVr3uKyvYPKACI5GM/LtH3h26+9SK7SgFIS+B8xwSSfp/L8fSkLbwzjY0nAG3PQ9CMn72TUeSskucZViEQDOevXH1H50bjTfNcdu2oQk4U5546DAOCOw6ilWUbSUfnlV8zA/z2/OkRy0TIAqxnngA556H8cflUhVA+d7szKSD3yDzj9OP/wBdG4Pew1TIQB98R4YynBUcH0HTnpUixMS2VAdMvjIGRg8/zFRMzNCVKgqgzsJwfTHb17VMJn8sLsUqyZUtk5H54HU0S7dSmtNBzMUto5Aipy2w8Aknr2/zili2mQoZcrgkspOTgf8A1qhjeMSiJ9oULyWAOTz0x/jSqXVDgKMADaeueRxwaT3F0sORo3XeVIAJAIy2RjoKnCGT5TIrgMPnzwv4/wD1qrhVRMkkspPKtnJyB9P8ipAmUMuwR4XJVRjDY9M/r/jSbV9w0J0kDONzK4DZJU5zjJPWn75N2Ngk46KMdR79ulQlVBZgqptXaF65Pen73Xy/KYh+nUjHTnPFO9nYGrlhWVoNnG4+rdMGrCy+Y4THIxnn27n8qpeYTOrFwcjBIyAOPUdc1MGVQ6rwTz149B0+lS9rgkkXndY3LbiFkIyoP8j+dWY7o24ZVlZR6bvvHpWWEKsB5uASOSc9sd/apUeVZGHySAcEEZNKPfcTd13NJ3IyRxhuRjHH+cVNPe/aUCOvOMcPwazJmmVELAKPU59TxTDcHzmCl9rHv0HenrbVmajctQlA0jCUbm6DqMe9Vp51kG9WY4Xhicd8D3qGSQCfMRIZeSQc4B/z+tJcZVArliGJIAxwBxgn8Kbf4k8u1xygC2w2DkEnPPryeayrhgUBkztJyOOD+nrVje6NkOWUgkLnnI7VTkGYeWlRMfLgccD/AOsKuKuW7p3SNnSnlbR7tYVYvksibScYXr04wTXPJf6vYl1M84cBSFdiQcdcHH1/KtnRdYNjvEFwbe6yQWPy8EDgE8EdKuzXEuoyTzTZllIBkyN3GMDPHtXT7GMoXLUXdu5iw+LdUhRjcyJNnhSyYC9scdTVi6ujeWlvcJ8r4KbYsYAGBx09v881ehstPSaCR7aJV3K7hVCEj2/xxRrr2SyWi6dHLFFtJZJSG/iHAwPQfXrWHsEo81yna2pgj99M+8llVScA5xge/wCVLIyqgZSPmPHRsZ/ljGfzps20OSFAG4gIOCq9cAHnvTnwFHmFugyAOfbj+vrXNdu3YUbXEIdGCxKo5DE5HPc/hx0+tNmfDRyDA6KoKgEtjjH6+/FNlKBhjy+D85xkHP4+veppsMv7uQAgchmA28c4PftVKzSaHdJbDIwJozCu9vmCsWYbhTSpefKqRGGJ3MMD8+xwRTIl3oF8sqrj72cHIJHbr3/OpTvlIMYwepA4BP8APOB/L60TeugcrJZs+WzBQp44ccAev6CoLWR97IiBYmHzMDyST0684qYNL5RY4LAAkDqP84P5VGqBmCsm0BgRtORnPcjvn26VKul6k6RRWnKNdLECWB4yDgj6/wA8V9IeFc/8IhomTk/YIMn/ALZrXzW5S41FijgFgCcgY9T+Occexr6V8LgDwlowC7QLGDj0/drWkraJGct7mtRRRSJCiiigAooooAKKKKACs/Xjt8O6mwUsRaSnaO/yHitCs/Xhu8O6mPW0lHXH8BoYHhYSZLdmK5wvOF65Hrxgcf5xSCaNGH7ssUO1Mn72fy6cfrUrSfvyoK7CNwIJ6Acn8uBnr+dOCRPAMoqoTlsjIU846fh+VX8OrKV72eo2JIo0IEquUIGYzjcMjpnv2oeJ2RNg2Ngjaq9OccEfj6DmkhtUeRZFKPhcFAeBwABx06fzpksJtp3eFFwE25Unp27+h6+1Jbha+r3FBdCwCyMkgLYIHy57E9vp+vGKdCyPEZW2siHaWJzyMdM9cj61EZnKjfv3MM4UjGRn/D/OKfGJzAQWb5gGZs4x2J5/p1olN2sg02I5MiReg2/dyR0HUj9Bz605JGD5VHiAxlzgZyST06dfzqNMyneUD7l24A4AJ6jPvn06UisqKI55UDEgk55XuM+9Fns9SqcVfUmuEUksCzfLuDFsk8AD9QeKZJ5mI3Xld4OC4KnIyBjrz+Q9aVjPggoqXGSSQck9PyxzTsskbPIS4O4NlSOfz9vX396UVJKyKja1v6/r9SCJUgbjcfLyGRTznP6dMfhT0BZNxRQuTjc/GQTn8P8AGpwAI/MBkVmbau89Rgce3frTlIa42h3JXaDnI+XIJ7854oU0JNvoVM+Vw7Btg+7GD7jOB+FDtJKkJLbOoUMeRjPbscZ9M4p5Ugg4TeXJEmQPMGD+GcgUqbQUUFwSuOh5OTwffr/Sq5k1dj3/AK/4YEmSSNSUKvtycHcTnpk9eD2NGfMZfvJ0UAEbhgE8ce/TimrGnmBZGMYY7mPT24/HHX9aSJYxIiRlGDPuCBSCP8KbS6DurbDwhdvNdFcOoGzODxgdfzpDKodZNxjlHAUD5WOcA56g96VpFL+ZJtXI+ZSCeB1zjnv60qSETSIvl43ZHyliv1/4DRdkdRihpd+WB+bJHJyQv/6+lOwkTgM4G/AO1sYxnOTjp7fn1oKO7Yd0MjSE7u30z6090MSM/mIqlsfJjGcDkf4+9J2b3KaTWiF3eYxiDKx3KxGQSTyTmns25tuSNpCkqmPr6YGAfzollZpW34jLZYAsOvPGfQ9PeosOUZjh1QEbywGCQfajYf4E0p8tX+fcFYbeeVPT8+nUUjSPcjCgBOF64PAA4z/OmSh5Z2lfcG3EcElWGKfsIVkYAkbXIcYyOpx2/wA80rWsnuTGLSsyaNo2lEpJ2hQAM4xz9c9afE5LuxKZK7UdEyO+OM9/0quXjaEs0agk7RyCByCen1+lWFkDgptjVUA/drjD8YznPTIHvUt3HezFIM2JI2LOG2sMZzxz7U5ADt8qIrgA8jn8P896iEzrtGC8bHJbA69Pw68/WrCNIpaNlBYDI2gMOpIJ6cdexqpNrUTkloTo4QLkuBkFeDx9OamWbITbhRxkDnIyPyql5oZcYAK91Hf1z+FTRxkuPKuN2SSQG3AdP8/5NSmrXHKxpLcyGPa+dpBIDAn+ef5UQzm1cM2CCvAAyRz0OKoDzolChlJZuBjpx/Pp+VDSET7jyG+ULnj6Y75FC2sZvXqWLiQvNvI25HBznH6fSn+aix5Z87Txnjiq0ksYPGYyBvYYzjGSD/L04qKaU+asUcak4OPl7/TpQrWJV9gkUM4J+4GyMrnAzzgZxUU+0x7WfEZyCpGcHnt/Oo3KPE48wHZ8pbfjI5Pv7/n0qoZWePb5bmMLkbiasuL01Y4hIJWO4lGbMeQV7ck/XHQetaGtPPH9lkheRE53yg8nHT69Tx71nliloshUITuYc5cDAzgc54wa3LfVZn0/7NbXL+RggxYBznqDxxW0Ixlfm3Ba6JnNf29q0MpCv3JXziD045PQg8Hj0rRh8STTxmK4CtvyF+Ql245/DGeas3CL5MaSwAKMlPk6gDgj25/Cn2lrpi3Ia9sGZz8yTxsqsB0IwQc96h4aMupoopqxlzEJeS7X2gtyvQflz6/p+TCdxEokY/KWK444/hHoOn1qW7G+a6kdS0UZIUqMvtJPHfnp1qkkYEikK6rKcAjoR2Pt07elYta2uQ46jZMxjeHyOvIzyeuP7vWrRQRwIrOQwGBljnB/rx+tJJIhmjPlISUO4Fs5OOB6jjPbtUUbyRRMikof0B5zn/8AVSvdpLoXu/URN3nJK+YGU4Ub8hlOOT+FTTLvmBc5AH3gu0jkZ9s89aqzSPdXSoflVACXLDAxnjrxx/Opll32q75TuQDAB45zz07f0oXT+rC+Fu5NE7GaRkVsMOSpPA45B9f896rSwpEzTIcK3IfO45/Tv607OZm2SSbiMYQYDHIx+eM9P5U+SOKS2lWBCSxLDAx+nHQD9alWUtSYrux8RUwnLZaPCptXgn19+ePWtXwIz3HjTTp2dUKtKrooAyfKbsOMd6wlYQw4JBMqrkFeOAfU++e1bXw9tnh8ZWTGYMN0qleQRiI9iBWicbvuEnfV6nttFFFIzCvEPH00f/CcajE+MAxkkjhf3SY/z/ke314T8RlUeNdSkQkSAx5IGf8AlknUf1z3ppN7DSuYQsrOYKchW6ncTk556Htx1qpOnlygtLvdT88mclQegP8Aj6VCRtjVEyGHIUD6dP0p758resbFMAHc4zggAduR7VUr3sx8ttGL1jTATdGwPztgDg8kEnOKSJSvys6hW7kDgZx8pH8qXczqr7AUPyluv488+o59aYNxiYyuq7GBwxwcnPTHX/8AV7VL2sGr3F81QHXzDHEDkA4OR7Z6D8/xpuflKxqhDHBVQeTz0IOcVI7AqzyMGXoMgDI4496jiBfmQDgAjjknAz6+lO7asN8q3JNqs7nC8c9PToPUduvoaiXkBQcjaSEU9ARknr2NPYeazoyudxDcjhcZ9+R2oU/vg6hFJbq2ePX260JPYbfugqBMozMxIxuDZ6HHrx070MHTMkn3H5AAAXJb6dPYU4RFbhWyCwfdu388DOcDv9KaDKuSVATduIbALBRxjPt+tK+mjBS6jW2LGwQFQSCXU9Dx1Hb1/OmlpVCZyg75yvGAePWnTFo2wWJCrwc8DHHbrTo594yZCFK7Q8h6/nz+NCva+5Wq1D94XVc5XOQd2MgkdjikkZQAIstFkYyemOoPbGf506NWLQkgMqtkFRjd75HPGBTEDYI2fMGL+WcDj6AdO1O+ruPlSJwIoSHibkMMopBz6Hb09aagck5jDAYIBBAOR6/561LgKz4KkEnBZ+T9fbv6VB5u2JonCyAkAsTkdh/nFKNws7NDwQrZ2kJtJ8sjvnqOxpF3FHDHG5flLngHPamK8bzgiIgYC5JwMnPTj/Ipp+WcbfmViQI24AHT+earldxq0nqTOCdsi/MQTkl+cg/X37+lGfP2t5eBkMqN6Z6nH0pu7y7dlR9wYBmYfw+oP+e1MhXfKytjkfcyeCAM8fn9adm9QTS1ZIArKe2MYYc4x7fT6dOvqwSGOZFwwRiykN29OelSRiOF5dobcoI4Hbrml2vGCz5YtxhHwOvt/nmknZ8zEpO75hJcsAm1VC7vkVTk54PHt6//AFqn+YsAAdvG7p1x/hUP3pCwAYsrcqecdM5+tPUeQRlSqLjgH5s98EHOPwpN9EN6okBZ8BQozlV3Dkc8np6GnJ5uwq8O1vvE9QMHA/mfzqE5ZAHR9qDqo5b2qQgiJyVZiedx+U+/H1P6UJJIVrkyoTJGYwnXJ54Yj1JH0qZ5A6qHcgYzj19c/jVYEDK+axVxkhD16gHH+e1PmAkwQCJAuDlcdOD1PX8KVrtAtX7xKHZgo2kr95i55J74/wD11ZG1ZCqZbAyT0HXv9KoRHYCz/LtUd+RnjnHB/wDr1IZcSeXtygAGB3FU/LYaRZLEK7HGGx1+v+RSBmCo7yEDAJ4zgfj9e3Sq8cfzBhgLznnOeOh56cdaSZgXKHAPRVHuc8etR1sS3rYlLJuGNwJJ6dB6fjyaY2SWEal1ckkkZOfx7f41Gw3xkwRfIoCt6gjk8fX600zIQREpG0ZyzY/z1zVWXQzabs7jGJWSJi7k8bVAyD6ZP41HPLuVBsxIP4s53cZ9cU8zIZlDbSnQd1HoMZz/APrqq4aKULtByQTgfKMdB05/+vR5ouSe5Tv1RZ/Nf5GcEnC7twyBxmlttYvbWJ47RmAkJ81efmAPGT/n8KndFIY+YxwnVgB37DP+eaq+WQIwm9SWwS3IAOQeM/SrW+4mmtS7Pq9/PObmW5be6jcyD5cKMAEf4VGLmW+jSWZ3G3gFPlGD059e9VkgIcKH6tg7VIAx9TVli0c/kopAHBAH3eBwe56EetJty0uNLomPaIoNrozKnRsgluM549h0p4GH2hQiMQGZeOo4747Z/wA8RowB3gg4O4KSR+B9PWpI1lmhlRSXfcFVzjOMHP8ALFYtq2o01bVEY2xMfMiUsw+bAwM/UHrU0L+apL7kXZjLjqpP86jLMYRl9wOSQvJ46Z/T9KRSyk7yjKSWw3PBPWlZW1GnfcAhAySm1WyVGcHt24GMdc1ZuGZ44yqrIgy444z/APqB/KqShkKtvZtxBURk4bpgYwP1qaN5nwMspC7y+7J9QPb8Ktpp6bBzJkltFmZWUbXA+bjcMHpx+VSXQMd0CFYDls46t9O4BxxVNGAbPUMBksO4IOM9cHpzU8tyWDkQfISCQHAPUjn/ADmla7E1p7xUihdSwEgcSsH574HHX8e3419LeHhjwzpQyDizh5Hf5BXzaJtkiAElSCzrtzjJ7k+5PavpLw8c+GdKO3bmzh49PkFFupMtFY0qKKKZmFFFFABRRRQAUUUUAFUNcJXw/qTDqLWU9M/wHtV+qGt86BqPJH+iy8gcj5TQB4krwyKd4xtJJZfbrgj61G1ukrCQuxQtjrnJ5z79KhuBEJhulkJXLfMmcZI6kduaEyMtgneobK5zgk4xnr+vQVV2tWUu/USZeVaJd248KG5wB39OcfXilR2lK+UZGVlY/PyTx7DjA/z2pqSBi7SAqo+4ScD5j39f/rUMhEIy0qMTjcwyD68fTj6Uoxdncdn16/1/Wg2QZXeD5fXluDuI/wDrHP4Uio7OjpIJGddqtIRt/Een8uKk8tXVWaMkhvlIyS2c9e2BkUsm5sKTjAwzEHJI7kYOR2pLTRApJWSQ1EVVXywkQi+8U53A447+/wDOmI6OAyHAzliMFj2xz/nvUkYCRSSxxtGW4yeMrjB59P8A69RtKhXCksuPv9VXPP5/lWltP6/rqXF9VsP2JHIRI4Ziw+U85HBPt3NAImX927IC3IckjB6AYH1/OmiaN9xeN1ZssjMcEep7+uaHZg7M5Q5HylcgjA/LnOOfapd1ZWJtq7iiRSxUSDevOOoPbPAGPWl2qFMZkZsDhhncD36emf5U8v5ECSBEzzuG4BSD1+nQfnUbHL7CiKAS/wAr4HcgYx+X5VN9bWHGN1foSN5caKZIWMQAGd55GO/buOoqNwIZWSNsAc8bgSO2c8//AK6d9n8tmBjVcxg4DdW7ZHvj9aduZJCgO1SCoUgMD7fXpVxaS1C7a7jkkG1nQS7SNwUruYknB57DIzUcfQRlztjOB2JJP59+fqKVVkefG9RkLjJyc+v45P8AKkhCxxBSR8h3hjjLcADHv9amL67hr/X9f1ckkiLswjRV3MXf1xnoc9Bn3pobKors4kbqSRz1yOncY9etSRXCNK6gsQeuB164JPU5x/KmlnUxtGW2dXdjtGQM4A4PB/lVb3XQceq6jIBIEmBwHLYCtwMY6kfTIp9yrBQwVgFOSsmV2ngHaPxNRkgTsAzGUHPzcNnAGMd+n86c67oyu7BJCqWPVv8A9eT+FK3vJl7ak6ySb1KsVjHAXOM9RlsnA6Zx/wDWNM3IE5dArgbcrnBzx9Op796il2qT827DEEYxgZ6cn1xRGJGcKI0ZmBUM5yCMYxjt0/X6VMlfUjluuboSyKG81UX5yxcCQH3IwD27euafJgZU8MYw+4YJGew/H+dI8cgQJ5hyVJVB82OOcdsZB/CiRYk3yHDhjgFATgjGefwPFVdOzYr6coilVAWNcZzt43kjqcjr3/KpXEccIGwgjO1hz1HQ454NQxRsVeLzNyqgCu4IK9OP5fQ06GZQhVYSqqcFS2fyPUduPpRa8rpg9x8WMFCYwvmEglcYJx+nXp6dqmlJOzMmHxgPnGT07fj/ACqCZdrgFmRWG4YGdvPbHrxSqFYEow+Zc/MvcnsMUWTV7luKbuidSz4h/eHYcKo5xwBk+lTRTkSopO1gAR2b3GfrVGON0x+8BPqmcDkDIHp/nirnm75mkK5bGMDPXrx/nv2pS1I5bOy2HobgyBAWxIwxxnsenoP8KSbCSMQCTyCVBx6fn/jUcgJkLKVXnoNwxzjj8/19qasrB2lLYA4bIzkd8/l0od90LZXJ5A8gJ8tsD5dp4I49vy/GoAQiPuXOxhtJA3E49z+FDSKqvGACzL9/oxx6VGUWMvGj/IGAYl/0Htnj8qFsNb+Yb/JVlbAdwAw9AD6+uai5m5SNjtztxxgj+Y/+tUrzT7naQ7s5+6BkDjp9KguFkLozZCqcFeoA9+en/wBbim1ffRg02RThjGfKU/d5cYGR2yOeenasyOZ4omiEQaOMffVgoA9ScZ6fyNah2iPZI7DPys2SPlIwPQY/xqJhtMaLKApXKuFAwMnB688g/nRdWt2Jd3axJHrN6sbJ5pKjEXzpx5fQj2wCP1qA6tdC8dBMrAtg5Tgcdc9cYNQqm6MB3UAfdLDkkk546+o/EVPJHGZ1Ls7KnJbG0t6enqOeuKanZ6Eq7dv6+8cjQiMkvjqeW9uP1yfwoVn8zcpPlE5+fKkEEYBPfrTGRgH8w/LFgnPXC8dD16/y4qQo8DIVGNrsNp/iH9Bz+prN+eppHcle6Rrnf5QPk/wtu5JB7du3Wm745WjZWwr5YkJ05x79v50zyWnARFU8nJz1A/ioAULFGuS4XGxshSfz64/lRaN07lK3zHmMAeXC/wAjfKpA+YgHk/hz+OKFOYmUtgtlQfUe47f54qBlkjm8tW+VuSQuCcn8f5dqc2I5GICmPyyVVRjce/I470JPZk9bk93HKEVduEUneVXPI44I/H889qLRCI1Em3KHngOcZ7GoNjxsWUNtUtuUHaOATzk/TpT4pMOFtyS3CEsxxgkk5x29+O9J36ME/d0GzxIuUG8NyB83BznAz+PX6V0vgYs3jSx2k7FDoS2OdsbdwcHr+lc2HQnJQZyCoQjDe2D9Qc+xxXQ+AmB8Y2IVlCnzWAAIz+7Yfr/Smk7Wa2HKG7R7PRRRTMQrwX4isU8e6mSMjEZORwB5Sc5/DH4V71XhHxH48bamCcxuIlf5clf3aYwO/wD9ei9g9TmJQVG5cGUYBX0PT+h5PpUW2Hc+5tsgO3Zwent0HB6UkTOofe0uclgjHOcen50xpGRi6oSobkBe/v3zVLXRlWtexYdS6RhtziTAU7SQMD3H04/KmmDMsTK5EZ7OOM+vc4pEJa2Vig2r12gDnGf6incCIkyIMYY7ufl9R+WPWlohtuL0KxARtpEeSuMr/D6Z7VYRWhYF23EhgAOOD7n8aiZWCfKT5mAMMMA9j+vNOK74ndkyCOYyTuGB1A/HHXvTd7gPeSLYqyOz7fl2hc49yPr6UgVXfyyXwflXaeeO+OM9uT2pmSu6QoqjPBUbgc+xzUjShVWZup5G4bguccdMdMcU9W9A0SBi8gRY1LKRu3u2MnnLDjgU3zS24eSwXZu2knrkcc9e/NOYopVCU2noGByDwT16DnrRJuK7id7ZxnOMY9+fWkmrJoErtO2gjpvjXcQQTg5OdvQdaA0gAQDy5VY4PbGAOM59OtJEEeQKGJaTO07gpAyc/icdKUx+YPkwWVsEBM5HPfv/APXpu97FPltYWIOzb9nlgnHzqMH3z3Psae7QIGCyStuY7sYxj8u3pUQjEihVDKka4DAfQ9O3H+e9OZlMsiHb0G12PGPf360noA8JIPLZd25CNjHkYx7j/PNMhj2lyr7tgG7aMcHuDnPBPTvSKDHGVALlhjH3ume+eD3pjZIJcnAJUNIeCOnP/wBahPV/1/WoJvUnDZlBlZlzkgMOMHjJyevX0pkirF85ZS4UliOOvH4dR+dI0qfMN424J5XI3AdP8/8A6nSLvXCOCzjJkbt1HX04xzRy3trYNrWHQoqq7CMscYAVccZHTrj602KRcICvVsbiTkHP075/Wo0dIo1JJEjNkt/DnPcdcUoKpx5Y+7tZckcjvj8uaXLJ3TK6XRL8jsAQQ4A/hxznnnHPUdKUrmQySSB8pjaF6EdsetAcs6rH90xY3KDkY5/X/IpUlMabYCwQA4B4BBP5dhSWgR0Wm40tFDKR5WWYHGCcDg8DmhkTYpDMh6KRk4BJPXr0z+dG+dAzsPkyTgP8uTz16dO1NZld2LDc4HypggqP8/y6U1djukyeIbkJE+JQrALnlvb+Z/OpBArHy1YpIBlxnG3gnA5x1NVEcRTKSOj4ZWOSR/hzUoMsiomf3aA7QSDtP9f6Ua81rg9FoTh1dCCNxXAOOAvGP0/+vSwkBmYgqoyFCsDjn2/n/wDWqsGCJs3SEY5x1Cj+dLuB+d1Uhwd6bcn8P1o8hO/yLbTl2V92TwCoPTvS+YQm4A/O64GOoBySf0/Oq0pkCIzgDYdxw348ULcK4jIAZR8oIGMce/1/Giyt3E42dy0JyysqsgV+oH8Ixnn3x1PvUW5MLHv3kcAryMn27VHskIckkpjap64UDrx+H50iMVVCDltwPzHAAHTt70vdt7octlYsyFo03BCSSQoYEZBAP+f/ANVQNtZi25VUgfIF6emc9RwKc26R9gUnGCSCCV9+P5UyWZykQEKoTznBywPbn86SbtZCu76CbMHcGOB1OMZ4HOPTtTX4kG5ctjPAI7cHHpgfnTnKlijMvlltrHPb6f5/Sq7DyyJIwGy2CrcfUY7D61a31KTeoTOJCZIlKuR8hxhgOBnPaoXjkhWLBAAGS+0Ekc8n161LcOiuwiTCqPU5B/H6D+dLIEAQSOhwAFOOnfJ4olLqTa60K3lKgcl0TGGUhSM54yP1P9e1TCc7mkMe8bvvEk4I9D05pJXHktHHHxnIUEcjPJ/Lp9KjTKnaU3D+9jGDgZH59fpxQmpLUatbUkjk8yUl0UjHAI245/8Arn86kZfMwADsBIwOMEEnjHP8qaJP34Ds24DYR0GM4HQ/Tv60za5hWXk5JYkJxz398f1qWknp8h2aGKJF2qCwQcblypJx3+tKkcMLEEpksSQTkj/OKdEkjYcjKjAGSCRxzxj3zTYwTsZmKgnj5ep9ORz1Pr3pXeo00viJgse9o0K7RuLFhwT04H5fjUJBSHzAzHdnJx93jntU28sVRWGdw56ZOOg4/SmiWUpIGgTzSW6tz07evTP507NfDsRHTdjJsoo+UKoweDknB6/7NCkJuVWP38qOuR64psassw3SMSTs8sLjv27HmpUT7rq7uFBZyrenHOfpRfTXUqUmRSkJOI3CqNwZu3IGfr+PtX0r4bBXwtpCnqLKEf8Ajgr5sR0CuFddysArEA9eOfxr6R8M4/4RTR8LtH2GDAPb5BSWxFTTfc1aKKKZmFFFFABRRRQAUUUUAFZ3iAZ8N6oNu7/Q5ePX5DWjWfroZvD2pKn3jaygfXYaA22PA4pEtXMbqyblAAB4Ax1PGOABzUizPHuWONm8sEYBDDB7fpn8qicBWbcSFkyAygcfQ+/9KniMjTZLlzs+cgnPUnGOv+TWjV7PuVdNC3O2ONGYCPjKumOBnOCO/NQbRFCP3nLDALnkDoMEDt/SnxwDa3luVL5UhUyAc9Px9x2p4UDlFJ8sbewLnvkEduOPaoVk7Ia7vVjfNYRoY4ySoIYEcYx2GMdM/mKlUhnVlXljtZRyvsfUdzTBIVy7HzA+C3H3wQBx344pJAhgO1SjIQR8pAA9eelDTvb5AnzLYXzCjPGzYDty7HAI9P0Ipiyk25kaNSrnOCM5B9vTp+FCmNJUjYvKWYlOBk4HfgZxSxiMSIhQsxBwMfKSfX05PT2qLaAlbcmX5IGLxjzWYAquM9T6+3H4VFPHJbSNtxjnDY5z6EfnTuWPz/KgHOFCsAM/hjj9PWlMzEmQkhSATkcMvUe3rTtroCsmRI2LoiMHhCMKcrz0yO/pSIxMR3Rt5g2twGAbgDI9/wDAUmIXkhIDqCS2ORjrgdMetPYgxgR5be3yrngc4JAx71asnb8xp33EVt1s2VYqPurjbwDyMf561LHG8k8Y42BsneODxn16c9vWmrgKSFl8zacOCP0Hp6+4pwcyMobzFBO0SEYPGBnPGOc/jmkm3diT7L8CGIhJssRvx5mAcc+3H4fj61ISBKMIJNjbhGOSDn8OOOmaTyxPlndm5wWYAdz19ef59qR0QHymG/PBBHB4688H/wCvTjLfo0XFWd1uPkbLLK0mcID8wH7w5+uD9felZI9juAyhBuwp4Gen9P8AJpgMjTo7BCFIQEDIIHr7Zzz3okRpT8yE2zPvICnC/Tr7ZqXrqTFJaMd5o3j5c8bgBGMg4PTHQcj86hIUMCZAjOMlVjDdM8ZJ4HOc/hUluTJIflUbOGYNwq8nA4x1pWdBdSLtaQKDnccAE89T/wDqp25dgT12/IPklLljJuAP1Iz1wP5e3tT8uYfuqIgdpcn73v8AXH5UySVvNMTx5lzu/vYx0wB+fXvxSqRMioC0fQkBhznP68H9KeyTKTdtNiwqG1kwXVSc5SVcnJ6Z9cg+3SqxkMpdYo3KB+fXBOc8dqdLcZX7OUIOCO/J7gjr6d/505iykunlKqj5iCM4wQAMZ9D+dJPoxfDp3GuSgEgRGVAOwyPc9/z9utSOQqlJFPmbiFdPTqCRjr/n6RxHCpgg7VLMuMFcjsPrgf55lUNskdWYDIClRgbsHt79P/103vqh+9e41C0hUllWbOHDMeSemB/n9ae9vGssZXZ8pw5JI7fTjpjpTBK5cOcEHJCryG/x/wDrU53Zi/7tBh1Pzdex/nRF66bA3yteZIXdVDRMAm4fI2QuScZOe/FTFySwUttThwFHH09uvFQXFx5cjyKVG7oAAOvAGe1I1whD+WpCvnO08jHTnn0/T0qVG6TsRJOyuLI5aIxxsODu9QBkdj0//XUw2c/IvquG5HT0/Gq5kh3oyopUDcSxJ5/L1qUTsspdPmIGFZhjIA5x79vwos7XSLa00GyyGRUc555UtkZ56/kP5VFtARAz4BPAGM8gmkV2ZwSjrtJ+ZTkZzkf4VKqyRJ5gJAHzcjqT09uT/Khtp2RNvdsxEI3g7t2ONv8AewOue3ekJeSaOJ9sbr/CTgr1/H0x/Oo7pjdHEhGCMttXJDYJxjnHSnbWRPPeOR1KkBscg44z68jFJ66hrLVkcib/AL68FjtRFzt/of0qNoBtZJMB/vj59hX2/P8ArUrxExYZgwZMqh4wfTBoucSRAgvyv3cZxnjPA4q3dOxUddOjKhDGeZJHkAmcqXABGAOn16c06YKUl+RAyYTew5c9gQPw449KCVhlO7aTwxBHBOOfbr9frxTzGojKNP5zsoPUAE5BHH6/gO1NaahpdaaDdyhlUxvujG7BODnryO+MU2FZFlV3RlRWIaQHIwD0JPH4/wCSsULfa085yQ2CxwOPfPbGT61IkIaUhxEiHldhySM9T+fT/ClzLZFNRS/pg0gTyzMrHcuTvfng8H3/AJfWkXzPISdtzYBwvJOfpmmF98eCoXawUlWHrz1yAMf561I4zdCcAAoQCWzz0wBkjnB6Ckn3FGKTtYSPy2cBSnzHqWAI9jn69/akkhljCgEMDnDZyG/h6U5mSQo0kxktx95lwuw4HHrwR+nSoQHGNrySHcMAyEBQTkD1/EnvU3bdv0CyWhLLLLNEjg72Bw/P3hn/AANNedC5TYEbGCDnBz36++KVkMKskIZcOWZQ4w2Afx6D0po2v5RZQATwmMORnqMfTpzR00/q/wDwwWTTJlcMzPGQ2e/JPToPTr1/wroPAhRfGVj5aMmfNUjBwP3ZOD78f56VzLwxbEiKuWxk9QefQ9QMium8Cyp/wmOnbVwZvNY46ZEbc+5oSvsiHrtt/X9bHs1FFFMzCvBPiNIo8d6nlMlTCQc+kScfr/Kve68B+JG1fH+oMQWGYc4ByuI0JOeg6CmtxxV2c4DMhMZ3xNLnKLk5J46Efh+FM3KqhZMocYbHJAJzUariNGUqXZsH5sk/X3/+tVh0XYuxY0Zl27wOmPTHrnB+nvSukw22QwIGTKO2SFJG7I+uPrTEjL3AIGMjGeMZ46fpUiuu1S2G2846ADHJ4x6mo1kadSrMqDthSBnqvqf/ANdUlq0Gu5LHGhjMYKhlG3/PY/UelNeVJDiNIwoPOeMfzyKFc7y7R72JAVgcgdv8/WlYySJ5QVQQAc46c9M+lJtrQad1f+v6+Y9DHbfvHO1ck7QuMA545qN23IwLA8j5cFse2fpmnYlbcA2cZUE8dev64/OngggKcbWbuRv/AAzx70apg/5hituiRmk3Da24HnnH5kdfypH3eXiNS3HBXHBzn/PTNRJhEIRAABnd1PuM9v8AA1Y/cYLIVJUYABOcf1/P1qttQbs9EMH7zqpGeVYHpz2A49ae21c8KEJOGzz178dOtMYN5md/lhCCQv3WwcdPWgFkhLNuK98/gfy4qWknqO9mIoEMvyb8k7j8xIOeBn06fjUgMZ2gTN8y5GPunB6YzxzTGAXAwrKoBKg5x6dc8YzUkAG4gEnbjZ83IyeOO3amtNCt9eoibYUCNMGUgAEDd16D6/rS7I88ofLC5OBjj1/WoPLKyBVkAZstubIycnjuCafGVjDAg8AA4IwFwOcdz/n2pSvcOVbDo1+4FwN64bYMAgAde5/+vUkYWO6ckFeNuc55HB496iZ23IiZYAHHcYIGefwP6+tMUSOnz/wZBXkYXrkDuB/Ki7lq2DXRj/KQoAAByVIxx6fXoBQjKGK5VxgcEAAHHv1/+tzSnYFYtu2SYwZBjcB3zjp0pJHeZEQKr8n+Igkdeh/z+dHa4JtjFiPmeYC3bG8bh7H8acs0mAQw4BOQD0x9Oe/60eWrL+5G0phdyjvz1Oc8cU7y1KKp5UDDDOTnGPX9O1Jsp2WgggDxRuyfKCAQV4Ixj69v89KGkZm2oSCoHG7AAx39zwOvalQssXmyCTHbI5A56deOBQSURGRSF4yjDgg/Q9PqKq7Ts0CejFjjXbhSjyKSS+TjHTnP0pSAA0iqAy9WLE5yR0HT8PcUkgXDq/lqU5KKMZHqO1ISrDEiksQAduBjt+fSltqw2vYBDgjynJYjO3uOe35VMysIyWUFfusMYbB9vzpsg8ndlkZ2+VXVcdfX04P+e8csckMbzM+ACTljk89ufak73DRsUvHHIAXBCgkY5J9P8f8AJqSQyR8rKT0LMOSPUZxycU+blA0Ua/LHlsjqc85/TmmTB0Lyx8RtxwPvHHP6d6Oa1rhza2EWUByWGNylgQRnv19On6Ur+W6De4zncGzn8D/njFEhLCN9q4GVT1x34PP/AOumK2whDLlnwV2LnnHH+NJNegNvqSMZSygusfz7QwJ69fr/APqpTt8l18x1JyAy4HzA4I/l+vFNWVZ33hcsedpYenP6d6jULGdqyptU4ABx/nr+lF7q39f8EGlFkkJE7OrKFkGCxOTwB2Hr2pkz+aGV9yCPILLxgZBBPtinxSFh57R4C5yVOPy/Q9qVnEyBVCeZtIIByPXn3564pPQEtSFoG2q6lGcEDaWO4gdTj0HPtUZQsGOCrE8lsDJHsfpTxOiApsIJXK4A4Iz/AI01dxAQgMNxJC45yPT061pd66jTSV2Mwmxdofg53AbhzjjjHr1oG6GElZVEjMT19/zHU8//AF6WJjI0ysFZOBnA4/z6e1PI/dpKCvHQgj5h0I6+n86UuZOzJbl1EnO0EvIc4BBc/eBPc8ZpFKCV8EDIyBgnIPf+v4UMgOI2GHP38nCj1zjrzj2ocMG+YlXI6A4IxnBP4d/xqdHpsG61HIitvXZ8pBIc/KV5z/Q0p3xhFEbMGJYPgN05x/I+9RsoX5wqow7Ag5A45+o9fWiRyxMqkk525PRfQZx1obu1YOQFmVhuPDEgBdnGfYn65x9acgJ8uQFlwQzDjKgD196Q8BsvzgH5Tgj05/HGPelZWY/MqoyqCwOc56cZ59Kcm5O21xct2rDEGzJRVYnAUbsfUk+v+eKdGQVLvsKkF8sQef69M09CA/mksoYDnP8AT3zn/OKRpWRVVhuYgp17ev58/ialNsqT6CRxiPKbQMZdG77gMcntz/Kvo7wwnl+E9GQkHbYwDI7/ALsV82y/cUbCGPzb0By2OwXpx+ua+k/DZ3eFtIbduzZQncM8/IOearzRnNdjUooooICiiigAooooAKKKKACs7X1DeHNUViAptJQSfTYa0az9dUv4e1JQMk2soH/fBovbUDwWBJJY5CyhXU4wGPXHXnqT17dakVBsAdNgkOGYRncQP8nvSb9+9XccDG8nOB709WeWTYq/ukwwRskdefl/Dn6Gm2+rKlHS/wDX/BCSSWVBCjRggDGz5SxHrj8qikRPuZeR2O10J6Hj1x1xRKBLOFYhTn5hjof1OcUjuC6SswQ4IDcn2ABPOOP85pq1kwdt0TPD+8ZFPllBuA6kgkfXp6e1DkoyqYiQzgbSn8Xbnrjrj60zcZBll3chfuYzxzk4xjPSlVkSQnd0zxtGV646nH4/Wk+ZWV9hJ2CZJHWQzPjbITlxgn2+WmwwLKJNvzFz8rgk5x+PsBmkVBIESUnYoKoU/Tj9RTkUlgJhgBiojABznnIz1xwaFzK6uWr7iTSJctGgZy6nMqkn5f8AHmkFtEfljj2ABWLs3O45I2+3H+NP81MkDDv0CFs5HP5c/wAvyakQVnQxnchOCD8oA4x+fYe1EdVboS07cqCSJ5Swy/Gcjrzjn0z+dLPGjQlRGpQnocHZwOvpz1FKImBJWVECuevPJPUAd/8ACid9rojg5CkgFeFGee//ANak3roypSfTYPOYT/KF4XaCUA5GBge+MfhmnOPKjwsR3HPLnGPT/H+lRgssyFVEboo2gZAPOckc44AqVXKTxqhTYoyR0Lc5PsOMd+9N7dhWd9iKOPbBiXccfMAOMseh68CpX/1K5JII4AxlRnP4f0yM0MUaRZIwMuwXJHTAHBGfp9aRi7KViZPMkfLBuMdfy7UnzX0Kum7y0/r9ARCsbP5e9t2VC8lB+GP/AK1MdWDIxyC4z0428DAI5B9eaJHXzVicy7WId8g/e4yOnSmviQcbgR8x3cnHXjn60JL7WgWd73/r+vmNUlA0c0apx8x25LYPIPtyanYvGibPulSBxjBJAxjp2PX2p0rKYmSWfagU4DDgEZ6Hp1z9ahjkBuS4DtkHO7qPTHHYiqT/AJUDbXTT5jo8A73+XbgfO/zE9Oc/WmJtVndgTuwATj5O3QfWmyeUZY1c78AksF+ZlAzipPPkuItu9FDLl13YIYe/Hy+3tSlovIVr7oC7OmZVIjyd3PJ59T+VL/rZf3lsAm394ScbcYx+eeMetL5rxrG7lUXOCeuD6ZPXrUkkindGkBPzbgMDJbucfn6dqdrK4avoV4WKkg5STPc4IGP8inTIYDggAYyRuzjHcDvz6etSECWUIi+ZIn+sCk5Prn260n2gBmwEbIBwx4AyPx/z+aut0ipXbG7N0nysu3OW47jpnFSCaJY3yoRvlIJIJOOuefYf5FMJmYlxOCQ25QoAyOOo+mOv41IylphIZGBx36H2P5EUm767iVt0MkErOipuEYJ2qcevT3z6549qRUTyshVKgkBt25hkjHA44p6iOArIo8tQp3FefbGSPw96YHETD5tygDJHJHHTrTtrdBurLoPMjgoo3OSv0K8ZwD+HNObCZ8tf3yrhQQGyevrwOPX+GlR2bJKkZZgOnTHXn6d+lK48xihKqoIZmXJHHQe/ek52dnsNRas7DJmmXcqpNuJLMyoCOOOSMjHH1p52hNpDSEtuOAPl9OOneoAA0zIBht+/jo2Pbr29qEVSu/Pkq52+ZHnjgfTB6UmkhJx6DjKJGDSB+F4JJJ45bn8qcBttwxlzIeQGO5cj05/T9aGKPGGTbvPzhDt6Z7A/5x9KZFEE8lElVmJ+6wA2Afz5I5/woTT0tYaVtNhWd4yrnzC5XG8AqT68d+9NLAOvmeaTjLAgbW6Ajjp+XpUXy7F+85crkl++cYIBx+fqaBJJ5CKpOxcgNjPzAdCOvXI/KrlrpuOyd7aEb7WaVgwyG5Cn+varBAMSAthicFAOg4A//V/+uniOOWIbnIzyRt7+vP8AKowcyqqSShGwhyv3R25PYfh3rNO9rdBJ3GIfJDxBs8FcoTlzweuf/rfSpkKq7oqRSKi4xs+4OuPrz19vxpiSRIpRHZHOeUXI7c5J/Wh8y3StIWKkHeBwAeRkYPPT05qpO+nQmLb0krDNzJDtQomPuxHGVPHOce9NeUsd28LuYErg5PQ5/lz9amkmaOdnXB3noOeMYA5x1+vGKQLavCGcRxhMgnsefb8P/r0m7pN/8EEuZptA6SW758mIZ+ZtoIGeefXGM0mYlZAqozrJjKnHvyPoP59acZtlttDRIchiHySzDoOnH+FRq7oY5X2NIoJKkbvmwcfX8/WiLew4XepLEZGiLlgisM7gN2CMDB46dKrO0kzlAB5m8sCOgY+ntx+XpTzDI0jFIiF+7jBwOO3p3/OlMwQgziMgAZ3Ngk49j9cn6U42jtuwlbmGs6jaJGeNWxk99ynI56bv85711PgiRn8aWLHaSwkyd3OPLb36jGK5vlfs4VEyMElRkjnIzmt/wHh/Gdi4faMyYj24B/dtkipkrSE7P4f6se0UUUVRmFeS+MvBeu6p4svdRsNOMsUuza4mjXdiNV6E56g9fT6V61RQhp2dzwaH4d+K4+E0kJzyftMeMH23deaU/DvxX5SKdJ3uGwSbmIqRwMkFun8q94opt3BOx4RH8OvE4iWNtIB8teC1xF8xIOc/NR/wrvxQtuyrpA3N/wBPERI7f3sE17vRRcOZngQ+HXivycPooJ/6+ovXOfv/AOfwqU/DnxPtX/iVEFeQBcRdf++q94opBzPY8DHw+8XYAGjMqo24KLiHnHTB38dBUj/DzxVyRpJYjGAbiIA85z97PqPxr3iim3cR4Qfh34qeZn/sxUBXbjz4+np97jmmj4c+KVHGkA5OcG5i6f8AfXUGveaKLlN3PCF+HfioqqtpYVFY5X7RGdw6f3qQ/DnxVtbbpgUFQoQXEQBPIycN6fzr3iii4czvc8Ff4c+KfKONHyxHT7TF68D79OT4feLlmIGl7UJBLCaHk/TfXvFFJ6iuzwmP4feKQ5J0Y4x/Fdx+h9G+lNb4eeKSqldHKyoPlkFxD+R+b8K94opWQ+Zs8I/4V54qCNnSd0jH732iIgfhv5pknw58WM8h/s52XdhQbiLoRyR89e9UUwUmeDj4c+K2bYbB1jxgZuIsen9/6UqfDrxSOW0lSeetxGR1zkndk9AK93oo1Hzux4RF8OPE4UN/ZrBz97fcRc88Hhj+VK/w68VbCUsWDHJI8+I/hy1e7UUrCcmzwpPh/wCLW2+fphYkgsRcRcev8X+eaY3w78UttxpG0jI3LcxjqeSfnORiveKKa0Dms7o8GPw78WsXLaaxB6J58IHr2b8Kkh+HXipJCTp7BT2NzH05HPzdcYr3WincfOzwhfh14pDK39kL5itw/wBpj6e/zc9P1qMfDjxYWVm0wZ28gzxHnPA+96V73RSWmw/aNbHgjfDrxayRr/ZIGBz/AKTGcnPX73pUifDrxUkLKumgMxOf38WAP++vevd6Kd3awvaSvc8EPw78XOB5mlklcAFbiEZ9f4ulB+G/itRuTSxkN937RF+Y+ave6KQlJo8Gf4deKd67NJITOSBcRAg+v3qePh/4vQoV07kDgCeIBT2/iznvXu1FNu+4c2ljwhfh34pVHV9KL7lxgXMWAc9cbuaSL4c+KXm3yaWI2zy4uIsn8m4r3iikHO+h4N/wrnxUqBf7L3nO4k3MX5Z3VL/wrvxKwwdLZN3J2zRAAjpwH/z6V7pRSsgcmeDj4beKWjJbTUVsnIWeP5hnv81RD4beK2C+ZpSkr0/0iLA5/wB7/OK99ooSsPnZ4G/w78XbABpJJHYXMIX8Bu7/ANBT/wDhX/i4lM6QxHO4i5hBGeMD5vSveaKLITd+h4E3w38W5O3TOSMbvtEQxjp/F070j/DjxYSzLpAG45INxD26Z+bn869+oqrsOY8FPw48VODH/ZQSNx8zG4iJyf8AgXbim/8ACvPFyt8ukHqcEXMQ78Z+evfKKlKw+dngbfD3xe0r/wDEoJGfvvdRHOfbdTW+HPi0RFY9J5bGczwjA5HZ/SvfqKLAp+R4MPhz4qVMDSz0Ax9pj4+nz17R4ftJrDw3pdncLtnt7SKKRcg4ZUAIyPcVo0UxOTYUUUUEhRRRQAUUUUAFFFFABVPVoJbrRr63gAMstvIiA9CxUgfrVyigDxxvBXiUTN5emFUZdpP2mPj6fN9c5qJfAPiRJlQWRMW7JdZo/Qdt31/WvaKKCuZnjh8D+IxKZDp24k5IE0Z5z1GW607/AIQPX1mY/wBnqVAbYTNGSCT0OT9K9hopJdCLI8bbwL4hbIbTN64+UGeIcjpkA/j1/wDrsj8D+JTMrPpIGG6tcRnj1xur2einp2Cx42fBPibMmdLUnjbi5QDHTA5/nTG8CeJCNx092IGQGuI2IPGBy2PWvZ6Kd+xUXynip8AeI5QN2mqhKjAEsXyHnvu55/nU0PgLxFx5tiCWILHzYyFPfv8A5zXslFCdgbu0zxpfBHiQNuOltuB2grcRLxjGeG+lPi8EeJdshkscHgBRLHhhnnPzf5ya9iopML7HjEHgTxIskkjacwcD5T9pj+Y54/iPbinjwJr8oYPphQcYxPFnnqchs/hmvZKKHqF7bHjL+BvEYY+XpTEqDtYzxc5xwPmyPTr0pv8AwhHido9n9mMg5JIuYup6gfMeOPWvaKKfMwvrc8cHgrxOsqPHYEKMrhpouAfo3HTt60x/AviYoB/Z/wA3LBluI8gkdM7ulezUUgTseOL4J8TxrGI9P2EHLMLiPLf+Pe2aZb+BvEaO4bSvlI6meLLN6/e469K9mop30sF2eOL4D8QeapawYYBVmE0ZyCc8fN/SmyeBPEZSVf7ORtxJJEsQB47c8E/0r2WiktA5meNH4e66vl4sFZFUEp5qZJ/76H+cUP4G8Sgl4bDYJE2sizINp+u//PpXstFNttWbHzO9zxj/AIQXxICVXSo1GNu4ToCRwf7/AF61IvgbxIethjHrLGTz3+92/wD1V7HRSBzbVjxweBPEEkm99NC8YP8ApCEMfpu6ChvA3iSSJVbT13I5ZWM6Zz653H8q9jooV0rXDmPH08D+INu59PYPv+YLNH8y46539fT+lNPgXxAd8f8AZSbWH3vPjA6+zcZ+lexUUdbhzM8bXwR4l2qW07a6ABSs0WOOOhakTwP4lErb7BmGM7hcRjnI6fN9fzr2WijrcObyPG08B+Igu5rJ92QAomiwBjrjdjrSr4J8SJyNMJ+bJQzRYbrk/e9//r17HRRpa1hJnjx8D6+5O7SyAemJ4/lwOP4uaifwP4lCny9OZfmyf9Ii5/8AHvpXs1FC0dynUdrHjY8F+I+Y20f5cEZW4iIPPu2e/wBfeiDwP4kQhzpqjuUM0fJz/vHmvZKKTWlhOV9zx4+BvETsrfYMPtOT56DH0wx/pTU8E+IyhhbSgFxkN9ojPzfUtnua9jopre5N+x41F4E8RMA02nPkchRcRfKTnvn3qKTwJ4lKDGk5crhm+0R5745Lfy/WvaqKClK2x4wngTxN5TRvpyZ3DkSx4K98fMMdSfyp3/CCa+krA6WzpImJGWaIc5/3uwJPSvZaKAcmzxUeAvEbzbpNKBA6DzosEfXfn8cdacfAXiOKY+Xp5dSMA+dGAv8A49kjr+Ve0UUhubZ4x/wr7XoomCaeXbt++jGOnAG7ikj8B+JWYE2BQjkF5o2x1OM7vX+de0UU9bWuJSaPGh4F8RJll0w7geMXEYyM/wC91Hatbwr4P1nTfFdlf3Nm0VtEG3FpUOMxlQMKT3xz716fRSSs2w5mFFFFMkKKKKACiiigAooooAKKKKACiiigAooooAKKKKAKep6rY6Lp8t/qV1HbWsWN8khwBngD3JPAA5NUNG8XaJr949pp1273KR+aYpbeSFtmQNwDqMjJHI9ah8Y+H7nxDpdsljcxW99ZXkV7bNMheMyRkkK4HO05PTkdazNK8Wava+Io9C8V6ZaWdzLbSXFveWc5kglVMbxhgGUgEHmgDtKxv+En01L3WredngXRkjkuppQBGFdC4IIJPAHOQPxrzP8Aty4s7zQ9Y0iTxdLZ3eo28D3WpzobW5hlcKSsZbK5BypCDp6VZ8V263MfxVVpJU2WVrIDHIUJKwMcHHUHHI6EcUAetRyJLEkkbBkdQykdwelOrD8KaRFpGhwLFd31x50aSE3l085U7Rwu4naPYcVzD2F74g+JXiLT5dc1W0062s7R1gs7povnYScgjlehyBjPGc4oA9DqG7uPsllPc+TLN5MbSeVCu53wM7VHcnoBXl1prWs6t4f8J6LJqtzDPqGo3Vnd6hEQszR25l4Dfws4RRuHPWrk1xqHh7UPFPh+PVb67tk0FtStZrmcyTWz/vEKiT7xGVDDJyKAPRbS4+12UFz5MsPnRrJ5Uy7XTIztYdiOhFTV5fqB1u507wzeTnxBc6K2kxtcnRpytwbgqhDvgh3XGfuk89RUes+InnsvCmmaDd65qGn6ktxJLcWkireyrDgbN8hXaQzfMeGwmPWgD1SiuJ8CnXYtQ1S1vrXWI9JAjksm1eaOWdWORIm5WYsvCkZORk1J42vLU3en6aZfEMl5KkkqWehy+U7oNoLu2VwoJAHzDlu9AHZUV43Nr+tt8KfFKC81G3vtM1NLW2mupB9pRDJCQJGQ4JG8gkHkda2dQ0nU9N8b6Jo8PifWHtNZt7k3pluNzhodjbojj90W34O3Ax0wcEAHpdFeUXGuav4f8P8Ai7TLfU7ieaw1O3tLO9u282SFLgRcsx+9t8xsE+1bKW154S8b+HrGHWtT1Cz1dbiG4i1C4M5V44/MWRCeV6EEDjkcUAd9RXlcmr6iv7P9/qR1G6F+kdztuvPbzVIuHUYfOeAAOvtWrqtpe6z8V5NKOtalZ6amhxTvBZ3DRb5DPIoOR93gckYJwBnHFAHbX2o2mmxxSXk6QpLKkKFv4nc4VfqTxVmvGNXS41XwZaWeoajfTSab4sTTluBcMkkkYuAqs5XGXCkYbqCM9a9Mi0O7shpcNjrN2traSu9wl0xuZLpWBwpkc7hgnOeemKANokKpZiAAMkntWDpXjbw5reoiw0/U0muGDNGPLdVlC/eMbMArgf7JNQ/EOSaL4c+IntyRINPmwR1A2HJ/LNYnieK3ttI8CGyVV8rV7KO3KdoyhVgPbZn8qAO4v7630zTrm/vJPLtbWJ5pn2k7UUEscDk4APSsjR/Geia9dJbadNdySOhdTJYXESlfXc6Bf1rQ1zTBrWgalpTSmJb21ltjIFyU3oVzjvjNchbnWvBviHw/pVxrTatpWolrNUnt445LdkjLKVKAblwpBB5HBzQB31FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUVz+o+Jxp+oy2f2UOYwpDGXbkEZ9Pr+VNK7sgvY6CiuSn8beT5RXTwwfPJnwBg4/unPaoLvx81r5ZOlhlkQMp+0dycY4U01BslTTO0orhf+FjbiBFpYc9MfaCDnGSPuc9h+NKnxGViqtphV8gMpn5Gev8POP89KVnew762O5oriZ/iD5V2sC6XvyNxPn4IH029ahPxHYDcNHJjPRxcjHTPdabi07MfWx3lFcJH8SFebyzpRVs4wbjn2P3cY5HQ0v/Cw5NpK6SjAHqt3kEdc52Y6EVPkD0dmd1RXCf8ACxiXKjSR8vBP2nODxkcL15pP+FkP56xnRWwx+Ui45P4FRQC1O8orgZviWYZY4/7EkZnJztn4XHqdtPi+I5kY50dlUDOTcf8A2NFweiuzqtZ0hNas0t2vL2zZJBIk1lMYpFIBHXoRgnggisvTPBNjY6nJqV3fahq160DW6zahMH8uNvvKqqqqM9zjNZS/EdHt2lTTAxQhXX7R0Ocf3enQ/jRb/Ebzn2vpWw5xxc574/u0ASJ8MNLWOxhfVdamtdPuIp7K2lug0duY2DKFG3kcbfmyQCQCK2pfCmnTz69JP50q63EkN3GzDaFVCny4GRwT3PPpWPN8QUhnaI6XJlWKk+Zx7fw96db+PVnljjOn7Sz7D++Jwcgf3eeopxTlsJyS3N3QNEOg2JtBqmoX8YwIzeujNGoGAoKqvHHfJ96da6HbWfiDUdajkmNzfxQxSqxGwCLdt2jGc/Oc5J7dKxU8bb45GGn/ADx43qJiQPx281NL4wWGDzWsuC2ABL14B9Pc/lTcWtw5klcR/AekvoEWkebeKsF297b3KShZ4JmdnLIwGBguw5B465p9j4J0+zs9Wiku7+8udViMN1e3UoeZk2lQAdoVQATgAY571SHjtzGzrpinaBkfaenOP7tWZ/GDQIsjaf8AISwJM4GCMdse5/KlYLokuPByyW9jDa69rdglpapaqLS4VRIijALKyEbvcAGmyeA9GbQ7DS4DdWv9nuZbW7gnK3EUjZLsH5yW3NkHIOelQL433SrGdNYEjPM2OME8fL7H0pt146Fq5U6fu/7b85+m2l5j62NrRNCOjeez6tqeoyTbdz304faFzgKFCqvU5wOePSoNc8K22t31rfi+v9PvrZHjS5sZQjmNsFkbcCCMqD04I4rLXx4uxmfTthH8LTgE847rU8XjWOWKZxZEGIZwZev6cU7a2FdWuRx/DrR4vD+q6Mtxfm31O6W7nkeYNJ5gKHIYqepjBOcnk/ht3mh217r+mazJJMLjTkmSFVI2MJQobcMZP3BjBHfrWT/wmJ2M32BSAqkbbgEEntnbUP8AwnSm1acacxUNtAE3U5+lFmCabsX5vBuk3Q15LpZbiLXGR7qKRhtBVFQbMAEfdB6k55qLR/BdnpWqpqc+o6nql5DEYbeXUZxJ5CHG4IAoGTgZJyTjrQfFu2MObLqoIAlyTk9OlMi8YGR0UaeRvAIPm8f+g+tPlYuZFDUPhdpGo2l/Yyalq8em3kjzNYxXIEMcjNuLKpU/xZOCSoPOK6RdDtl8USa+JJvtclktkUyNmxXZwcYznLHvjHasxPFrs0YbT8ByRkTZ9P8AZ561G/jVI13PZ/LjJ2y5PuMbaOVjUkyWfwPpdxo+oaa812I7y/bUTKsgWSGYuHBQgcYIGMg++atxeHWQaWZda1a4fT5Xk3yTKDcbgRtlCqAwGeAAOgrNh8bC4laOLT2YjoPNwT+G2p5/Fb292LaXT9sjY2jzuv8A47RyS7BzK9joZ4Irm3kgnjWSKVSjowyGUjBB/CuZ0nwDpulX9nc/btTvI7AEWNtd3HmRWuRt+QYBOF4BYtgdKsReKWMoSewMPPzEy5wPXpVe88apa3bQ/YwyBWZXM2NwGMcbeM5oUW9hOSTszRfw8jjVh/aepj+0mViVucG2IUD9yQPk6Z785qnpngu0sdYh1a71PVNVvbdGS2k1CdXEAYYbYqqoBI4JwTjvVeLxsZNpOnbQwJH7/np6Ffepn8YKjbRZZyBg+bgH/wAdp8krXF7SN7XOnorI03Wn1FC4tVjUYyTLn+lNvdcktZiqWTSoON4fAz3HSkotuxSaZs0VybeNkSRw9gyqDwxlwCPfjjvUtn4xjvJ0iW0CBhkM0vBHr92n7OXYl1IpXZ09Fc43ieZZAg05SCQA32gYHXqccdKo3Hjv7PK0f9nb2XqUnyOuBg7cHNDpy7AqkXszsaK4tfiBvP8AyCpAmM7jN+fb605fHwLYfTGVSRhjMOR69KTi1uUpJu1zsqK5K88eWkKLJa25uI921yz7MfQYOe/5Uybx0IYUkOnZ3sVCibnj/gPqcUuVlKLab7HYUVw8PxE84f8AILKNt3bWuOnXg/L7Y/P0qRfH4aYxf2Y27aDxNkH15C9qGmtxbO3U7SiuTn8cQRopjtC7HgqZNuD6dOtdLZXP2ywt7rZs86JZNuc4yAcZ79alO4NWJ6KKKYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXnviktF4oMwbClNjYIBwAp4yD616FXAeJRJPq96hA2RSR4zzkGMA/qRWtJpN37ETsrN7J/wDAMZi82nsqBGWKfK4P976c9RVbULYTWttOHKeWHQhPqCv4de/ertvtjguFfjK5wMAZBzn8s5qD7Q82nzSogIV0ZFODjLFTn9Pyqtef3TGTld36P8zCkVgDJFGI+C7hj0bGcD6/X9KW4eOGQEIGfbjzC5O4/wA+KS4YbmBVDvOXJTvg8nB5H+HvTLd/MmZUjjklzmMhDtJPAy3U9+3Y/Ss05KV9/wBfU6batP8Ar+vM1tQgWYwXDbUhViACeTxnGfrVC5kLoWhw2/gnnBBOAD69On+NaGxLqxijecCROC46cd/QZ4FUysGIyLlF8s7nIDbifQ9M9h+VOUVL3uhVNtyIMN57KBvYHIl4BGcd+/SnSwyYDMWV8gNk7sDJ9eT36d/pxZaO1MUuLsRyqDjjGAD07fjmkitopyrvf7oQv3F/jHTr7cfSpamlr/w5K93VdCuF2qVlXEOMEMDkkdBkdPSolDE5G/GCqtjG0+4Pb+lWTEhkZkuFYOSwPXI5HWpnFubdmNw7hzjIB3A9Sc49CPyodla39eo1Fqz7me0oVIkldmbcTIrgZZs9z6de/rU+HCgIXRdhZQASWHXgdcEE8e3ap/ssb2/mfaRgKq7th59wM5OcU6WG0bJeSQyAAEY6e49Tx/Oktd+g5cz1X4FaMee4k8uMKTt4YAYAzz1Pr2p1oHiuY1jyTuJLsABg84PpwasqdPjcrlpIH2g7B9eOvHfNMC2P2mSUGWTLcyEcAgcZ9Tz25qJSTWj0CTvJ8+gakvmamyIjybAHbAI5BGMH8R09O+as2Yk+3Rv5obypFVup79/8+lUZruaW4lkjDBAcIHQghvbHXjP51PZt5lwjGMMfMzkfw53c/if6ccVtR29DGsrx1Zq28cmyYEP5WBjdxjkdPXtTtQkVbG5kaNhGJAcgZKjZjJqKKCSGe8GPlIL5zjHzj+mKdeOJLG6OAZGaNlCjrncMYq5J2VhLW77tfoZnmr58mVGUkJCv909Cf68frWvqSSG0LKRkORg9V+VOn4/lWQXSdlUB24+ZCCMjBPXp27+grXvWMkAZmKIkhxkkEfKuAMf/AF6z0W39f19xdRfDp1My1dY5RJtjIRhuIAAXhuefqaguZxdBFllYbQCQ4wdvbPHOP60yRpZzsVMux+bauBjk/h3qNhM9z8y7i2fnZxuZeoP4f40pPl1e43G6Tv8A1/X9XJA63UjAkqqMAVIJIX1A49f196SGQmR4on+aXGXUcnkcD8/0pFUQo0ckhdiWA6Ar2H9PpTrfLZ3EHHIUncTn9evtUcyTuthOGt0XbZljt7iSR/nZNoROpwTx39TU6Sx3FgwZEVGl+QY4OR68e9Zxcm3e58vycgkIvcDnp9Sa1oUVLcedMJERw6nqoyDjr+FbQfN71jNp8t/Mtz7pbIE/KmzIbvkEY/DinLJHH5JYkAIAect3/GkmRDbldq/cBUZOcHGB9Kz2cG4lTd/q1zu3Z49PbqP0pvSwoWne5oKzloiG3IMlG3FSG4qrNCoSJPNZs7QGB4Pz8g/rVm0droRrNcRxMoPXgsf6DGRWa0rrqEYB/ccbSCOMHjGP5U9gTdyxYXBiuke0ZctJyw7nt39K1Zrm6iuvtfmwteZdNoG7b7jPQcda5m2ElwBKpHz9YvugHopHp2/KtWzaGDcJpB5xOwsP4cHpmtYzv7rM6s3T9+It9Pd3RjAMjZHzsQcsOucjv1psxlmnMc0DTKsYw8qscgDPPH+cVZN2ZNsEMIZVBIZc5JweTx7/AK03zHhQxuJAoU/MDgZwR1I59aLW0Mqk3UehjTubeTbGwwQerAHPU+4HHpV62VgIxJGSJTuDMTtDDqBxVFNpiAnBYbtiM2Pu54JP4n8/pW2Lk3FvAkgd1jGQWJIXgDqazbVvI3Sez2LtosptfM82GNRgYYhccelVv7QaRJrRJEyDnIznpzyfbsKsLqXlafLbxrGGPIyM59h6VjtEAzFZAZJBkKJB8o49DnpQma6u5W1FxLAGCINjFWIxwMgD+Rp8UsZQeWGUxqOQe47E/wBOtEamUOJGMKyKWkV+Q2PbPB5rNdMzFIyhijyzOpDBjz0/ED888VqlZXIdPnd2/wDgF2XUJxNzCCj/ADMp4BHbp096mESM2VXCOgJWNjt9MgH2/wA9Ko+cUaNApcmQhR97d2znoQPxxmk3yRqyqygkEDHQjof59KlyutTKVPW8DY1G4s20xYbe1cTqvzPkYPH+frWVJGiKkmXfgEbcdfTnp0p/22aO1WyO+KEMNmWABOevuPxxS3cRhtYwFWNmOSAS2/kDv+lKpHmRpSaS5SsGgW3eSQtu+UDaevIzjjJOPpmkkkdURmT5EQjkHDE856c//W7U+O080qxDfK2RvXAOTkjH+etRJuB8gfulGBJs5GMnjJ9Pbpg1jytLzOiNRtNLVMljkWRiZpSAjdRk4B9fzroP7JsorRZjf+ZLsyYkG4KfT26jk81gSxSeSTHjDnaUU4brjP5Z/L61FJJJGuDIdxGB82MjA4wfw/OsrX2Y7K1i9JGHZwoVkB3Jjg5OfT8PxNeo6MuzQtPXIbFtGMjv8oryNpRPKW2hhyMZOBx344HB+leu6M/maHp7/L81tGfl6fdHSqa0uJSTVkXaKKKQBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXn+vBptd1WFCQ7KoA9SI1YfQ5FegV5xrpn/AOEzuCqxmNXiPJwcFFB/r/nmrpu0iZq8XYoWTrHLFEqfLNwTuBByCPr3NNtIo/tFxDnMbIRnngAbuT9QPyott0TyRvHsEUhA6DHv64+vrVuaZYNRJdmVI3En3c4Df/r96tt3ujOck07faX9fmcndCJXPky+Y3mBkVyV2kqOR9B/P6UR7oV2Bo4o8CRioxuweO2T1A/Pr2n1CEQNPHGmTvYbmJ+9k47/nVd1gBDiP3KBcYH9RwRWdSyTVvPY2SU4Rcf6tsXVEcKFJGBJADK2XHXGSMe4FVGeW4j8uBPLLk5IXjGeAMnGf05pttcCGPcYpWwgKsOhIJ6/Tg9On4VIjI0zOAhklyFZl52gHn0x9c0oq7aWpPw62/r+vXqMmErySMWYvwzycD14Pb8/8KfLEBEpUFlZVUjdu3AEnA5PU8e9JHsBeN0Ky4OJEOMA9vUHGOCe9RF0VIY42LkH5i4IIPUj34/zzVKVo7bFOMm7Pb9B7SkoqkBVGBGiMQdw54x7/ANafAjLbq0lx5qsMqr84K88/nT8i1k87zAdrL5YmQnHJ65GSPSo9ieSqPGq+W+0FiMA5wfzP8ulZ813pt/XcbttZoc1yXjkil3KqsWVSu0E44HOP/r8mmZULKTlV5AKnryOR+YPHp+T1kVzEZiCWYBcMRgc9c9T2pylbb51WIg4QOCflOffBJPSqslFtj0WpEI4zAisyrkDaXBw2eg9+/wCXeojHs2RJgNnzNoUfMemMc4I/HrVh0WPMojbP3mAUMSCeoxz68e3bmoE2ifzR+7fgks+QW7Aeh/x71N1a+6E5u11+I+Rla6OZCCUxuzjd7g9j65q3CBFdMzI/loBuwR8rnuBzwAcf/qqlJ5u3dkl1LbhHgKRnPI7/AOetX1dQpiLM0nlqxl27M88gevb6/hXRSf2YmLj8KX9dP6/yN6WFYpL6ThgVZkH97n379KrS/u9PnKgCUiPqw7ZH9f51KX/0yZRIxRo3G45+X5c4x2/+tQYmktrhRN82EbzSueh9B9KqopJasiD5VrrexjxMzoV+zkl3yAMMp6kY4471q6lh7IESBQWz6g/IOPaoHtbaJnldUJz1LBcnGOv+f61fjf8AdB32je4Cr/wHkHvyKyUdb7M0lrby/r0/A56VigUSIFjfPG/oB2I+oHNV1EdumwqCu35HIx1BIIx+Aq/eyFtQYPIpQLhEzjknAz3zzVAxQsp2k+S+4ZXjJz+mOf1qe6uXCN43SJA5ePJQrjGSgIVjg4+vOfzoMi26Io+8UBJHUDI/McgY9vpTVAlnkSV/LbeAw7jtjIGc5OaAsUUxt96FskDIySOijJHHr6UoqN7fMbUdOZliORpXR9rPyUKt0ySRzn6H9avqxTTHU5YMwxsUc9z/AD/CoEiJbfFlCRldpAIPQ9M89v8A9dNMT20wglZVUuc7jnGR2A9+PSqi7aozSLd1fMy+XFGzKiqGGfmA6g5wfb/61VzIZJXeTdhioPXqcfhx60xod0W/YzKActk8j/JHr2qVE3OZHlWTPOQmDnqPp0xWnK3uJtJaE8MQH3YjnfhGByehx9e/86swxpslRNrE84YAkY69u/FUSiPJGHmCR8usYOedvr9D71r6THpyy7r6Zd5XMYVs/p9Kd4JETlOb00+4wzarHOBGzEN1bOBkAdeOv+cVExWGaKTy4yRGVU7Rj8B3+uO4ra1vY10z2025UYCM9x07jGBg1jsHaBVWNHJ4ZSwwMDHHqePUdqb0d+hMVKPuy1EklaB4Jofm2jBx29cjr1B6VNMZLmQvECcYO88ZP9asaVpl1qDRwbFZ+Sd4/MZ/zzTpLaRJGTaFji4yp4Lfl6dqmdRuSNKdJWv1ILaIo0hlXeMnb8o4I6gnueetXYIVUNHIy4AyQ3Qjj2qZLcAK4kRjjs3Gc9P5mnAOU3tsDE+nT/PtRdPQ0vu0is8pRZvLlLfLyp7/AP1ueBUkEO3O/JGM46YP4fhSSsQm6PLsz46enWlSJQhBfJztPGRgf/WJNFkEdVdFW7it4wfNZywHKt9QMA/nWcJy8u5Yvs4LYC5BHpnj1wODWoSXYB2JkJ5XacZ9c+lZU8W10dcBSuMHjHUjgVprazFdSuhubdY3g8xFkYDCsMKTnIz6+n/66itVSW5aFnVFRMkY/mePXqOab9jEUavKTgO29wT8uenX6YxntVhlXPmiMGParKccY2jA98kjk56/Wl8Tt0IqJRg1/V9v+CWFnhcpGYAHTKg5wqDH5Us7K0yiPdIq4j3E9xz16dv0qGMOgVmBRt3KI2AentknH86GuVW2coqJg7xjC569f1/OteZRVzmVO700Rt6ZcRtcPG0cbjYUMobI/p79P8ap6jpoS4kkjbEZz8wIGCBwazpLxY4zJ5aMrYDIONv+0T7kflWs96JbRgyjeAGD7CxB4/Ptg1DcJK2w1RnGsmtnuZYt3jZmkdjH5rfdIwGBwPpnpx3qGSRY2LsVjBCneW3Ddkcdeg4rSMcJBjZtwI3LtUhj1PP+f5VSmtyiRruYK+eSME8jr7/XH51jZWuzr0vbuVQ4ics4BITIZdyg89+Pp/nivZdEKnQNOKABTaxYwCBjaPXmvGhLGxLyxF9vAwSMYbGRnr09vr0r2bRedC045z/o0fOc/wAIrOXZ7jjdq7ReoooqSgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArzPxUIo/E16N37yVo/lCnjKKAffOMfQV6ZXlHjGRovF1zKu4BHQHnAPyJzkf7x61UdwI7h91y2U3xsqkcfL93nH45qxfF5Y4Jk/wCWi7VJOW7jqP8APNU2xm3k++qRshiIzj5uuTnHDfpVgHftQurFASuOB2wP5U6tk7mUI3jG2ltPzRR1FPKvJX3lPN2MwZcHkDPBBxyPw5rMW2mmhjCDnOECP8uB3JyeCSPStHURPI3zQB3DY2gZ3Ln1z8vX171UVle6VQCmwHjdkE+/ODg/0qOdN8xtTUqUbITbOyq+VKqCpzj37Hk/5NWBZhpUErcMRjJwc8HGeeAemD3qS3/eoQE+Qj5gycg/TrkkCr8zN5aloW2oQDhgMcYwBxUttO2xlzyirIxfsr28pR4XG5cKRJhsdScH6DPNVnmiZXO998ZUIu489MitS+Ec9xAEQhVJYSYBwPp2/wD11lB4ppsrb4Uk5bkHPQ++Dwc5zzRHa/b8DWLlNa7g0gW5XEh8wkeWAcEDnkj6fp693SxCSZZEgDszZA2nPy4GD25BpnmnDCEo4QEAs2cDgHIz0/DvikZ5C6rA6SoAp/ePySx7AnP86u8t+oQab0f9f1pYtrbENidmBZyg3oR168/TI79utQtApZoMSHPzHGB6f40pZvtKbIyYwcI+NpZs4Pt04/E0twzKPKYSFh83PU46MD69fb8qn3pNO5W2wjyLLHKkJXkj9yo5UBjg4HX+fFNdlS1TaUkYED5h97rzz0Hb05/GlhkSzdWYEIVAIVuuT0yOmKkjBVpIZEQknEak44PPOR16nB9utEm9F0/r+v8AhjKyvy9CPhdhCbn6ZTIA6A8D8evt6VPb3MayAr5ixkAHduXBB/p+NQRho7yJlkGApIAYfMSMdM9s/wAqjM5ji2um4BztXB3DJ3D5fxOee1a05K+1/wCv6/EuUNOWJ1UTEXytG7OrQjLFu5j4z61HKzxWUuBtdrc8k8DDevr17djVA+X5ieVP5SAPglSOg6ccdD2qb7XDGq2/nDBQqCccd+/4/nVymuVNEKl7qTfb8A1SXAtWUFQRtIBGcHGec9cY/KrLz4SCZmSKIPH5hHdSpBxjNZc94b0Ro8SqqgCMqcgkYweevY/Q0EzGIfvSXG0gOM4I/wDrj9azul6lJJNLqNvHtpSERpdokxHtXAbI9vqfyqBZwFkkxGu0birnBHX0zntTwouWXDBY2LBMcEnjPfgfWmbvOPlCNiryAFCdu08AHjv06ZxTTaSlH8yOXdMaPNMxZ42LFTkBF4OABnuenp3qeONX+djtIc8Z5HJPGRk9uD+FNRAtxiOVnGP3pZO3Tv15I/nV+K0bZ+8Uc/dEeRj6/p+tFLa1gnJtJSFt1CQeWgIcZKAjDHvjrz2zzxmlMkMjBgylyhClj1Gc446denfilayuPtCsGQRqC7AL059KrjT5VmDjfISR90kdDjIxj+Yra3clyUtO4xbzzfMSRtoyQuwEjH8jyP5043G/ykZonbOCpUcnk56c/T2qMzq4kUyKuwDAzk5z0789TUPlg3UZkEmwMW3FdoO1evr6Dp3qee2glSu7v8y3IBG2IoxsjJ5XIwCB279f89nebHFF57x7t5CncBlO2Rj0/pTY3lDpEjh0CcpkrxwMEnp3prwrGZBGygshLLuBGenHT6/jUX5lYnf4tyeOTYIXZCrgFgBuOTjn6HjvUDM10XjaNT23KQTnHftimxz7bqR0TcTkgN2B6Z685P4ZpVhVZiAyBADkJnHYcf59aq/NoxqHLLbWxqWkvlMZA0kMjj7wGM9+cfiKkjQYEqMSeFO4dRWvoOmQ3NsRLMRgZ5NVLxIobg+W67hxjA6ev9KdlcTb1SGWzDb5csMruQACAG2jvn8+Km1KOBJ0kgikjiUYAbg571cscbCJE2s2M89fSqOtHzHdFKlSOzDPTnv0qL80xqTS1KVywTyUVyWOMZ7jge/9MUrXNtA+2SVo3KqsaxruU5ODnuPr/hRcq6XZjhYRhRgZfGAM5H0p/wBiMt0s5UBkAGA9dCkloxwdlcjgv7Zd8BaUSltuYSdpwO/NU554bu+ghjKxiSUjzZslRj1x9Pwq5dIihPNUKSw2seg79T9D+dZdxBCzSPvKSKhwMHrnI/XNEJ2d2io8rlrqxk1qZppEDFkC7VMKk+ZzgMB1I5/lUd0s1ujI8TRq+G3OhUHB+7wOcd89/wAqmglkiukZUV5IwWRZBlcrnj16ilutS/tSdpJ1A2ow+zqR0bGT9T0Pfnriqbi9/wABqUW9Rnl3UUFtcPuSCRyEk28OQWxgmqbzKZsW4VsA7eCGIOO575x9KsGVoMRuskoUnyw0m5QfX2P+eaYk8ECkzkiSQDdgkA8/eGMnPI6f/XqKsofYB6u/YbJF5UTunIl52tzk98+nfHNOJkW6iaRpFTOQoOcDr+vH5VFJLBE58yMqC5G08BTk+nX61MW2OXt2UoWxyd2FBzxx9PfmsPaX22YmmlzPcs3Ti2EkaDPspIO7B4457iqM08YKiZSGG7Cu+FznpkHp04FLJclo0LE7lYZLg89gOM0xgLq3MiZypJ2gHjjOO/5dOKblpqEYNPXoJbiQSsjlRAAGJXjjI7fiBivadELHQdOLnL/ZYtxxjnaK8VS4VYiqwIVKAK5yp6nr6kjHH+FezeHs/wDCNaVlix+xw8nv8grKW5oluaVFFFIAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArybxmhl8WXyCPOAhY7uMbEPIxjH+e9es15L4wcf8JffqdzINm/LFQn7tTxzycA/nigNLNPqVmI3ooYYXg7T788d+f89KsCOJldPMJYdSvHPqD6/4Vj2EHl5VCS20ADYVIxnoc/rjNMRMv5byNgnI+YenPHc/4Cm763G7x16F+9a2WUOXY4GQCQecehrOdZY75JI4pIxIC/ZhkHnbnPX1prR+RhYjxIRudjgg5wDn14/SrCXEaRebLF5kR55BIBKgnkZ6etTFJf1/XUcX72v3fL1Dc5h8xgVYEH5Bghcnjuc80rBnO1nAiYbkLHke3Pem/bIVYGRll3kkgt8vQc46dx+tWBOpl3StuCc7Sp+UeuPX/PetPZRtpsLl08iuZNkKRpChLAFAGJXb0J46devtTTbBciSRgCAu7oGxjA/Uev0q6s6vKGEEgkOVBwQiZJI46DtzUct0JkVHKRxH5sRgfMRwMjjuB+HpVKEea6YmrpW6FONXa4lSJHDE/Lh+/wBDjrkc/wCFQtDLaqHMoZFUKvIA2nH0AP8Aj1q3DOqiSMP5gchlwwG3GO2OnGePSmLO4LqpUptOflHPOcep5GaFCPVlKLejZDCJ5ZpVaSXywMHYCS/YDPvn9atCzmmeR5UUys+zgDGD+Gcdf/rU9rqWZAVHOSSQM7yTjgg4xgD8velnkuFPlq0gIwfkX69O/wCVJuG1xzV3zX2A2TvGsqlBbu27ORzwCcH2/wA+tKYYX8oeciMyAhSASeQeR6Y9+uK27Pw9LqFlDcBtiFA+FHQ447849qybm0+zTojybRANqMw+9le2cfl7GoTgnZa2G1ZXkv6ZAttCplWNyYgSG2qBuxjChQPRSeKiu3hFxIFQoEPmKW+ZgeM5/Dg9KsR7ArBnlJ5DZJUYxnofUU+cRxTcpEJZMlQEKkjA6/498VpzXS5dwbadimH895XQqY3IKhWJznGPw+metSpKWVRIqgLGSGYbi7Ej0705rZFKjKhAdwYKdwGOOc9Oe9V0iZHVpIYh94/MS2ffvwBn8qmMLLToDS5eyX9f5alx7dgRI6FflJ5PJbPBIx2BOP5VLHAq8s6lWXAGBtPsPU9f16UwK5BMxMhI3KHUgt6HPXuPwq3bfZnVt00PlpkEE7+3cHj/AOvQ7WI5bbmbFYQ+YjfaJdyru3KoCnOByPfGfz+tS3EHkuqtvLNkO2SRnj5h7dPzo1BXSdUglZpCQCyoflGfX149+tPnWVbwlsvIWJUAgAc9yD0zitXyyVrikmloSabak2xkkkBJIJYN3x3PoPQ9cVoxwqVwDuOMFmyOPqPzrJQyTOwygG7BznDD6jj1/IVNJf8AlXKsrxqXUIATnn2FVCOhlNNrTY0jtRiwUO4bAI5wvp/9Y1SvrqNomILhCnUt83Q9PX6+1UvtDM4MzEw5ZiAcY5xnPbmnPvlLyK3lnqqAldox9O/B/Ork9DKnSd7W1Kk5mDuPKEYz5YDPjIP8R6+uTQd8qx7AispGS2THt7HIHHT+dL5S5M0MaKp+UKxBIznJHI68c8U94oXWUsIwMBSV54HOD+dccm07HRHVXI4lIkV5pNzkhhjJDEc4P5/zpysZMPHIAykBcc556DoT0HHSmASQtGsWMAk7FPIH+6Pc8emauQILQCdUWPB2jgnGeeT3znFVBqKuEveaY61kEeUZsM7/AHA2MgZ9fbPFWYlBh/1UYjyNyK2Sc85JP4n8RUavGhUSRlHdi64C4CjoDzyfzqV5W+0xJHlgxyyhvu+xA+g4GOla2VrxM5+8aNmWCHzWwoGPlOM9M800pGg3CM7enIwSOp681HHKQ6gYHP8AEuMjBA4/P8qmOyICSQFolHQcHJ9fTsfzpu6M0tr9SaKdzJsQryf4W9AKr3Nx9ouECnaQwZgvXHucU46hBJwkDiVSAVODsxxyBmqLyozTy7nI2FSeu08Dt9e/92iCTdzSUNddhzzLGJzJHlgSdxwMDGf5YrOMcyF91wQxA8sBiCcDsAeef/1UwO4nd41LnHK5BBI7A+hHHrTDNIkIMiyglgwA6DrkDB46Z55ovc1prl3ZpW5la3UzyB3U/u1YnBHqT2PGKikiZQHjkER3feJ+8OnYen86EklQzq6SBR8wO7J9gPz/AM84rO8kluz+XIT945AzkDHGPx9ev403buSleTttcrxPsnZkGOflYHORz+XI60skawzPcAMuB5mN4YkkduT6c54qe7hMkwIRQWQEdiv1HHTvUcqB5G8xJEKIADg/NwOnA5wfwpKTb9QcnLV/18iOVsiN1LMV4xuAwRzn06D9DTHkWQI8zyeczMQy85A5yefx9KljJMbK/lheFHzfM5wcZz0PTimR5SR5NzMWO7crYCg+o7cj9fxrOU01YXLJeq/r+v8AhhZIo4sSsoGOWLkEABerY74FLEyNueEJtBAyq7c8ckZHrz+FQqrJ8gDOi9VYEk4xyMdeKn+znyA2UeRgW+8cA578jsSay1tq9S5RlF6egqlcjZIRIc/KW4HPPPYn69/eoJPLinUFgHVdx4OBkY7Hn3HP0FPiuYRfSrErBAozjcwwB1x60xlQyDLKrhCpABBJJ6474wPQ01q7SHyWQyTzmIQthVOegG0jse3U/hmvatD3DQNNDDa32WLIxjB2jtXjzW6PEPlUOHyEDZDZ5GenAr2LRTu0HTjuLZtozuJzn5RQw7l6iiikAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV5b4yhT/hJrpnwqSGNWJGdx2Lg8c9iP/wBdepV5j4rgkfxPfMrqowhw3+4v/wBegcWk9TmWVkjLIWdgwwZeh79+vv8A/Wogbc/ziPzFwmGYA88kqO2P649avG3jAy6NsZVLbOFOAOvb8KJraIAiSJQMnYQAMfX3p/ErsJO7sUjKpXKwxxk5+83LY6k+oy3+e71/dWyukQ2BhjjA68HOc+uPoasC1VGYOmxGUBABncfc/jSSYjcCTJQj5gCevGMD8e/p+FHLaSQ+bVNO7Et40ks5FkjHmlvlU7s9eOvr1/KmK0eF+0FkYHClSVK49B/nqamuLpxcRoqtuIBfeOuRj/6/HpVaNRGo8wqNgDYwcY4BP6d+9JO2oltysS3uzIxhmVZHOSoUc467SemevUdqkuAUK7ljAHz5Y989/wAMUTpGjjZHHuUBtxGd7YPX0+tVYZCpCuSJOGY+YVPA9P6H157U1a9mTdw16f1+hoBoMKGXcs+QmBnHfA9P64prvGhf5F8vO0ELncxPtn1zj6VF9phV2VZBlQNrHDdO/vgULMUYRRruXjoACFPf6GhKzvI1UnJa6Eis0ZTysPCRnO0Bc89hyOgqWViiRldu9xuJwMANnPB/E1G11FcOI2lJHX0wCff8/wD9VTTrH9nVRHKZAxwCRtZfu8e9DalbuTzLr1BdXuVaCFZ5okmYBOQQvGT+H4fzpTM8sXmSvHLncDnALkEfNn8jj3qvaeZN5bRwsVK7sLx2x6cA4p6uN4Ty9pjJ+YybcZ4GPUZ9T3+lDir2G+76BPKqkkd1BOO/HTjjpVWSSM/Oi8qpPDDB55wScdvyNTmVZZCsikqEbnruA7H86ZcWcMdxAzAMJkY71XCAnI/LIUe5q+T3dUOyXoiWOaSFQqMkm/OABgjPXOe45HHqOlKSqFMZ+bIUtwAOeSAcAf41DGfI/diUDCAKiE7Q2MZwcc8d/SnwbxMWSYsuB0AJ5J54+v8A9elfoOyJIpVAchSo45ydwweehx1HqamuJdOaIMXVGZciQ/Lk57juenBFJsDMiEY28KQMEkeo69Pem+VGz/vHKrnGA3B54z1z6n+pohK3xE86jqi1JqqoSu4+UpGXVAA2Qfp6frWIpvGLOXjDEZGzBZmHbGOev5npS3nkuhfcr7hwApwvzdT7c+2KcqQQElgXb7wXPyx5A6t9R/nihtcmmoNWaa/ruS+YXAHlLECPlIHzkepOeBwf5dqY6NJGAyrhPmUs5LY4zjHpjv6UwbSsbKqiML8rEgNkcH0/A9e/pVjbIquqsZsr5g3MNp4OOvTt+dVeW6JV47kMSbXWZnDqMDeTt78cY+vFSvLG5JeUs5ICqH6Hg8A9P/1VJABIodGZpGXJXsMj/wDWapxRYcnbksgGVYYHPYknk8cVTknuO19Vp6EvkzTyMcOy5bOHPQDg8nGcfnTobcOhljkYSluBkevf68VZVwYI4GidXHLnAyDwfzzVdWCIRhj94luy9eM857fl+cq3LdsJRstP6/4Agg+zoBu37erKDhRj9P61ZhaMAKzAhgQFUZHT7pH61CscqrtBDYIDZBOPxyOnP5dqmtnYhh5i+XghgeQfTj06Y+lTFaXJb130G28bjdLtAAfBKqAw5xzzjFLAqvdlzPuVdxLc8n39f0qUOYojFFuwfl69RyD61JEm3cpJYEc5xkgEdx6Vq9Vewm7K/wDTHsrLKDEoAIxgHIzzn8yBV6HVTZad9lNsiytIMOCOn4fy+tVYILqaYHOUVvkzg56cj07fnWi+i3BkU7EK992Dn/E03ta5nJ2aZVGvQXGkmIwKbmQgrIqnAHfGB0/Gs2GRvsOVcoCdoL4+bg/j2/8A1Vp39hNZRxiOPaS3JBHftjj2qrOXNoiyYY9CCcY555PfrzQmlsP4pFSJhHbgK+Rx84xnuSAM470wpG8hUkKGO3rx2/XrRvI+ZEkBA2gA5yPw6ZHFOctlYzj5WJLnAOMZPGfw9PrQrXsNJpK45H2ktK3PPy7cj26HJAyB7Ux2WSMhY2JU53btuTj/AOt9ad5ilMwqCoBBJORuA/l2/OlkdpTGWeQqeBhDu78dz/jTb8hLbmRXnZXQyPtTIwdvQHg4z796qm33bhHtbj5SD04xzzgcirXkGQmRVYH5yjEYO4jj6cj+X1qCZgJCvmsZeMgt1x0B98j271MrbXKhJp+ZHcxCExiR0YbiG3nBJPpj6YPPr71WXK7C23Mj8fNn9O3GPyq3NBuRUQqro52ck8eh9fTP+FMlhEd1ugY79oZiw4JIPtjHI5H1qJOKVk/0LukrW1/r+vQijma5ijM/BYHAMZJTjg9PXP8Ak1NKqokIwyoxB+XBKHk9eR/jSDzNrJJGpaRyCCMZxz6DjAzSNJHHIQBvixwR6ZA+ufWs4yutGJRd32Y0L5LIxVCzfeyvJ4xgnPzd/wAvWtCwtLmViLVA8iucKD6cjnpnn+VVHjSaIMsn2gfeV1jH58nI+n1rb0nXLrShshihljPIEigsBjoSO/FKEb6sOdx1X9f1cjfS7+SKUz2KqmNy7Tl1b04P1r07RwBolgAMAW0fGMY+UVxs3i92Vx/Z0CMEyCz53cfwjjPbvXZ6QzNotiz/AHjbxk8Y52iqexN23qy5RRRUlBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXm/it5B4humALKhTA3dDsHQfmfyr0iuG1+zjl1y7kOSx2DGQADtH9KqLS1YPsc0IlWVohKEZ2yVK8Z61EyFgm2QBlPJLFcfQep/DrVmeKOJxtkVwclQTzn8KrsxeYrIVODjcox6jjJ7Zq0769ibWjoDs7IzJIiqp+V85UZGDg+vIqtcEiJwJdjbRvA5XcRx0/OpHkLO3DqW+XaU2ZHTPv3okjLSyGJlRt2FG4HB/l3z+FCnd6hB8y3M9pVhkhcrM6xyj7ucYzk4B6dwP8AOLctwl5MJFw8i4RyeSvfOB/n8qe8aTMzRBBDHjBYA7t3T+dMWCNjIygleh3MNx6YOfXge3NRZv8Ar+vMcd9SDdMrMJ8kuSqO8hIUE4zkdc5AqvJdSblRSG2s2PLbDZ459TgE81MCltNHDI+GOWZ1YkDr/Ceoz3HqfapJobmNFxdK0uz7kPRs8ZGRx3/Kh2b0RpJNuzV/6/r7x128LtD9nKqAuDwdx6Dnvjp/jVWSS8lt1ESxmRC4I4JJAxj6en+Aph+0ZPmSRzbcNyv3c46nvgD/AOtWikiyW4KjzG7sZdpB7H8P54p8iTv2Gt9epSAW9mQRoY3EYBYDHAHPHT1/+tV1S7tFbSyKV3bWXA3HgYz+Pr6U3T7J1imulMe9ozn1Ax0I7ZxzVOeASlSzcsPLDSPhm6dCB1yT7c+lL3ebUFaGkmaP2eO2naCAkR7htLMGJJAOD0HTOPx4qs22VVMcbOVwFfo2O4x2wCeTnpRDPtkEZCQuPl2rj5cYyDnrj37CrW5dtwIVMZYEgkcMSPbHPXt2rFtbNA7b3sLAJDBGXVYlB3mKMEFsA87vT/PFJGZWfM4GTkAomccZ4P5/nTIGn8wv5qqxO4kYx2OAMfh09KkDPM295A4KhiNrHGMjB9M+lFrXcmNRaWqGyQJ5WZ18s4/dq3XPJ7jp2zx+FLFBM2My4IYYIcEYx06f59KSV/Lt5CsQWXGAoxxnjPA9xUSSyJHk43KMlmGAT6n659uK2/4cIxb06slkmhj3pEhYgA7T0z2Of/r/AOFV5t00jnDSfL825vrngfz9qsxxGM/vHDqQq46Y9Mf069vrSyJtC7uMHO8Al+p7DHT+lNb73Jtdq5F9lWe3JclVZQOFyuAemPwH1pzW1u8ZR0SMLHhR6ZPAPbnH6U0s0k2xsDGEV2BGOexz7nmnGE7ysw2hQcjOQcDqOvqfypWcdWNxV7JkaopCFYdwAbBzglsk8njjqPf8qkjJcBG3oUQEfMGDE5BGPwH5GmxSPtUDYYmGQxI659x+NWVaNWeOTbjYxCjqR6cdsfzpuTeiFKOl7DICsqmYKW42hSM9Mc59ev5VCs28KxcNI/zgsoHO7GelWXDOxxGsgP8AdXAHy/8A1un1qVIJpivmq5TaBh8Lk45yfSiWqdtR8qcbJFRmJiZQsnO4nvwTg9s9vWlniMsA3PGQq/IOeWP1HXFXFs2VmzxhcFWXOeB36etWEsDIwBkZlAzg43Lk9MgY9fWjmaWmg0o7mbFDNKrRNhXYneoAJI6Hntx/WpJkQlBksc/Kwxkd+cHnp+tav9jMqZBIBwCemOeSePx9KQ6WkpWRV3IvyjcMk8fzpqS7mckmrlO1P2dGdt2WPAPBHTt/jUtsgcIrBixwMNyCP8j9asCzzGgVzjJByOoJqW3t5nYFkLJnKHPOD7Dp05q07mWzua2nW4RQSc5HIIxzW2wjSHL9Ov0qjbxOnlKACT26VbuTKsW02jyA8ZG049+TSM5LXQwtUvVuJUSGPeoPXqc+v4VgXhcLt2smx9wC5xgDAB5rQvLdpLh9zSKuTxu6+59BmseZpGl2yPwwyQzcr1P5fTp+FPyNIpRV09fyNKys7VoP9KLLcDggSYDKMAcfh+tPv9Pgt7PzYpXcqQcEbifwx+NU59NhvphcnYXVSAY+3UcjvxUi6dLa7Z4w5KxYLAEDPOSQD35qHfn8jSyS2MwRsjl/NAXkAeg5ORxgce1OfyFTaZd2duHHGeRx7ClndVkKs0qo3GRgkk5GcY6deKFLZk3BwwwAzH5SM/n/APrrS99yFa6SBJZXijjjdkByzKRkMcNx1yv/ANc1SaFjKSzH58jA+YEDAP8ALrVwqfPkLBgrD7ucbQewPY4H/wCqqs4RYfN8xyY+QnTHqOe3UflUSfNsNNPZleXlSnlqu48HeQSR1wB7Dv6+9OAQyqofLKuMsAx428Y6fWpnaIxqiqGbrsOMDkEHjuDigybHALRx73yScc+ueOvX8/ap51fY0ine8UReSM7ypGz+AqOT2wcdcDH+TQrDZHDJE7rJncCQqucdhnnufwpX3xMI3K7XYlWOeO3XH8/WlYmYI/yjawyMY4P/ANcnmlOOlloEIpuzGlwd3k3OxY1YFfvAYb5Qfc59e1IZWjjBRHBUCQpngAe/fnnmnouTwj7F+X5Vxntjpyef84qFo1Y7l4YHlduN31B69qlRa0/r+v67lKCb/ISWWfau4oxGSxCkFevfgH6/WvZtEbfoOnN62sR/8dFeQGIKjRgKFkXYFxwvHP16dPWvYNFUJoWnoMYW2jAwMD7oq5SvFIi1i9RRRUCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACuI1yVY9bvEmK7HKFc4POwZH5Dv6129eYeKhKfFN8UcIVMZVSOG+Rev4+/amuwcrezsUbsrKwKwk4+TccgjLZyOnaqZZYZmSdnTACgSH5S3ufw9amW4gcqjsMom0kHOB0Iye/HX8Kikd9igxlPmyCxwSpBwfrjrSSaVmLV6MbN5iukfmRAS7dmMnbkev19fakVzLEykOEXagGCwQAdz06UsixmAGORc+pfPI4x+FOtY3LSQjLOWG7ceQDt69vX1qtVH1HFy2tsCMyxxq5XDLuAGdozxn6cfnVFzMZQHYOyklDweh6H1PI/wDr1dYNzGkr+YvAJ+YMMj8+SOKjFujbArlyck8DaeeM+p4ohdR7ji09Zf1/XzIJLQQrAFzuyCd4z97sSeMZx0HbtVl8oRGz4HICbMn+oAqWG3YW7JmT5R8uME9gRgdBjn8KYGmZlkY8hPldEz+HTA5FEb2uhxXvX/r+vxFmRCXkVvmVhljgg47+/wDjSTxyO2APnIYgqcbQR39eRnHtUbOwVladi5J7Y445AJHPH+etWXneaYusbllOMjkLwTzz9D+dHLfcu/8AKVpY/IdHjJ5yvl7sFvU/XHTpUmwMWiJUhcMdp55PB/8ArU1rpZFjL221EB++vQ88A+471YiltWw4aECPaAW+8xzwPzPpTm3b0/r+vUn3o6PUgkUylvOCh2OdyAKGz64ohtI0IQphQoK5fO7Hb09OOtTPJudHG8xDuxOO4B4xkjj2ppiMsqKvzKFHz7QAegwPqev0oV9+hSt0GFYFdd5cv97bG3I6++D2/Km7n2kyNjBO4JFjkjkHOeecfkak2CNm2M7lhliFxg4xgAccc0y4XFqgKKyEFiSBk9OP0x+XpRq3YI6apjJbiIqZHWQsp29CdpHJPt+P5UxEeSLzWLFgW4Mfv1yOSOB+lPJt0Do0ygCTftxgsD6d+4Gagn1ARF1hlVZCN2WAzjPOR09Oc9qak0rWuS7p3Sv/AF+peZHhtlLFVcbgQnUkHsCM896iglQoF2ku+7JY5J47g89QPpg1St7iZCzKn71yCAyYLc8npj16CrMYUxtLKGDvx8wG4N9R06/rUN2Wug3d6Nf1/WxJ5DXCud0Q7+XyQBn69ef0oDRoWL3SkD5cqABn09sjj8Kgil3yrGF2lmy2CRkAE8+g+U1OCFZkKQKxJJVedpGeeenH9aUZSv5MiFrNdCeLLFjLk5bGGGSRnr9eQKHUTyyTMVxHkEM2MDvg9OuBQJCYTNtK9cNuPPt6c/ripkkSFlfZIpYAg7VYZPfr7f8A66pqTehonpcIg6ghlG4SDB28gY6Vdson2h9pYNkkng4J700w2zuzG5JLZ27wRxkHHH860oIo8Eghs4wQ3PX3pOTtr1FOQ5LfEiKyIT7jJAxj8uta1rbR/KNo5HrkcVTt4CDnkDPXA/TH1q75jJGQoO7344qWZ3b3J5YUc+WuMDsO1MntUihZsKB1PFWbVQq7iOtVb+QPmPhvbNJDTM4Ql5920YyfcHtjFXbe3KAbvyHapLePGGx9PepGcoQoXJIrRMmTuiSJP3wcHkHrU97cNHbuwbGFzkioLaQqeT2qnrNy/wBlIUfUg/41p1MWuxzty7ss7sMY6kdAT9e/NZUjCSKXKDf1GSOQasyw+ZKknl5RcqGL4z7Af1qEqocGV1ww25OMe2P09utDdmbJXhb/AIcgs7q/01Gnt5QN2MDg47d/Xj8KlfVbya5f7SzkE4A4UHA7joRx+OajeBEDGJ93Urzt6f8A18U7YDIu1cNIMMGwR1PT6dv6VN03dkuKtqSM0Rgd0EasUB+Vt2eM4+v6UyVHUgbgGfcDuOOM9s/Xp/jUpAEgEu3aU5AGODgcn6g9KrnLxiFHLKV3knk5zwc565x09q0t0BPqv68iOdDmRndQRnGwEkD8MjP/ANfFI1wP3kiqbkGMgg45+YDcMfXPXtUiLIX744U7wCVHqD1HanSRiJ1UuEdAcEMCOeAefWouo2TZWjaTWxTkRi5lXdHGqcg+nOOnOe9KuZDI6qruwwxxj/voDPT0pWLSzoG4XoCDgMOc5H1z+Q6U+ECN0J2GMZ3ZPTjBOD7jHrxWcka3W/UWCYp1Kuzg5R8lgB35qEYjkQNCpzhXOM7sfw9alOJ4SY2AGPLZc4I6fyH/AOupIixsZt43ZzkA8Yz6d+vvSVogtURNMkyr5kTiNU5kVzjPGeM45AqJZGZlIIViM8gHpnvmrXlCKCWL5dgI5PPU9COnboPSo3kiQCNl3cjLPhgAeOx/xprltoKN10GrcBZpGdMoAWwpAU+3XjmvXdG40PT/ALv/AB7R/dOR90dD3ryDzLcLlgCwbkcY/L04616/ov8AyAtP4I/0aPg/7ook0+lhSTTL1FFFIkKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK8y8Wuf+EkvIyMA+WwI/iwi9a9Nry/xakcnii835yNgyB0Hlrn68Gk9NWNJNq5lSRsPvKmxjtI3FgmOO/B5/pTNixSBXYuu04YkgBu3655zTNsbhdiB2JLEKMn6evT8uaB57RebHna2Djbn8/XH69e1VG7ViJ20b3HO8YjzEzxx7iGVR1IOcg+1JIryt8672dcLuJwD3OBnP401FhSPJkbaXyfkJKj6Hp2qRFaKIPt+QOCrMCG7ew54/zzQ1JK6HypvXUjVirMrQ4QjYhY54ycDHXv27Yp8byBTIsTHa+B6dck+tOiSF8o5mUFsAtg5OCOf/11ZYNEm1J1k5XAGBtHTn8OOlU1pysEk2mlqUIrSPznaZmVnO0sW4bb9P5VchlYw7IZUkHXBXheRgAfiOvr7U1I5CNzK05LYXpwPUd+/wClPt5gvW0kRxkAqM5zk/4dRTvfVlySS7/195GVc4drQHIO4oOcke3cU1RDDPtw8ZePduwOPXOfqT7UhuIpHdTLLEEHIK4x05PHHT3qUyN80iXCupUdx0474+mfrUtO7uUrpO4mQ8cg8wMGXKhlwHwfft1x9frSC2k8tW2rK2AHYnPGfXr36VJcTKyyK6J93oPvYwOM/mcg9vaqQdy52KAzE4C5H3RxnPuKIya6DjfYtr5qOJJZfLX+BDhieo6f5601maUJEgCxxHcc8jJ6gH8en9aZHKGZpZJWfggJGM4zjv0H/wCunkm6c8xrDxkKOCRj0Hp+GaPNhH3dUxD5q2LeQpZ1YxorDcXPP5dzSbViAe4L72G1VIONwxz/ACFOkYI5WAmSRNpZs4IGTnp25/pTMLAkayCXz2BOwNwAe59+lVK4ST1SRTntVaUxqZNrEYYDLfX88ccdaj8qLYIlVVj/AIuSSR0GfQYyMVfEb3ciygpGEUqCTlcAnkAZ55HPHeo2TJCxs+OnBwTwcfhzUt33Ym3sMkcwxvlZGlGMbRjdyfbIAx0zTFi3uHeU+aSTuRSSf6/4fhU0SeRIDIMFjtwxIC98nJq2IjKI5xGECk4KpzjHT/69JKz21KVlZf118ys6PeFZAFGzvtHzcjg/y496cbaVwWjZccjd5nI56j06fpToRG8qhI2wXO45OHHTIx1/GrD7bMCNcORgE7ufUj88mqu9kKTUdGQ+QUjZWQ7CMkFiT/k5qz5XmKq4I3nady9AM+v+eKdBbjf5rz/OmGUN9B+VSI32tg4y0QcjAJHGfp9aWqWg+ZMXI2o0XUkrynr39u1WkV4nVJGxkDOOQBnkdc0T7A8aKFATGCBjJ+v+eakt1BhUM21mOGOR19z9P5VO6I5rqyRfDrCMbhzg8fzNTW13cPIGEhVc4IXkGqkKeeNrb1T+8OOKni27vlChs4BIpa9STQkvSiZcqzAcbhUUd7HIMvaxnHdCR+I5qrcq8Dqj4fcu7Gf6f56VJDbyNEZGVhGO+DihJ9QNHzomTKqVx23ZxUZdZPlHXPcf4VBj+FeO5yfSjJYMTkkeg/WqVuhEmWCw2/IynHbOKoX8LSxyBVDlemfT04pzzAEbSAD096pTuxPAztHUDODWmy0M9bXZmSQO7B9kaMBjeRhmGehqmIWEbBuVBLCNgCck/wD1s1YuAGeSEl9pIXG3ofT+dRLF5b5PzIuMEnBA5x+v1ovruabarYczMQfMwvPysPTPHSoQqAl9zqq8MOCBnuT1q1IijMCsckE4IG45HGO/X1qNCWkB4yMPgtyw68frQmmgvzLRC4KsrOxAJGNoOSB7fTmq7hIbjcFRwWyWY9MDPU8npmpJ3MkiokTNjHO3t3HrmoHwlwcb9+3b8x/Ef/qxVNaXJUvxIo5kf5WjIAb5nOW4PHP4/wA6RmErojzEfLsACYGM8/Tr+ppYZ1G8xBWODkY3dx1/lUckTBE+XZlccNjn8T7mplZOzNIuystEIFRo2aIId4wQ5+U5yOo6dD+NSOkbsOVjJOGO7I9/5j8qjHmkeU8pVwM7l7c57+/oaC2/cNis45K/dJ5PJBHbj9aiS6XNrNPTZlmURbIxGqPlgWZmHI9TjpyPxquhU5OC0owPm4HAxxz+hqWGAtH5Zw0eNxYnO4ehz2qMqwdkQjIHyEtgEYz+Q9aj3btJiX4jWIuItjqyyoBzI+c/7Rx9TxUysrh5clvlAOR0B5PX6mmWhSK2jdjsk34ZQMjHH9P880yIhXdWhIUcZc4zg9zx65/T3pPYi+vp/XUjXfJvjjAMgcgqF2/mRyCOn4V7DpClNFsFbgrbxg85/hFeRsGVElRSVJO98dfU8/09K9d0g7tFsWBBBt4zkdD8oqr322E/UuUUUUCCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvK/FzlfFt5wOi8tyP9WMcdQcivVK8y8Vw48VXToqhn2HkA7jtUc8/QUJ2A525RSMiRwzDIOQFGOmOnvUobdBGjBR8qrsO7nng/T2p8qlQHClTtxtUDgDqB39/wDPI0xuLVSWj3ggqx4Zfwq3dqw2tU7EqeS0IUTBmIIcSEg9emOO3IpjmRGxHM0oVgyMW4wAfWiORHh81olMasGctnLHtwen8+aiKyFGjRlUq26MKMEnqRngdPxotrZijfVMmRyo3SRRggk8A5A6nORx70792FcgKsjNtII5OefT6VAiOoA24J75zkd6dIyq5Kx5HmYYBeeR/Lkg9ulDimml1DR6ixqGlbfcbSAdpD/L09QfXFOP2nfG6AGOQZzn5QevHbp2Pt60wmHLSBiUAOGZSQDjpj2/pTVbDptmZSowynI3YBz6cZI/Ki+t0aLUejgqIph8m0biOSOO305qKRzG26KJpDJkK45C/XuOP5VNJNNJAEUKWZufYAD8D/gar7ZBG6NGpIYqX4AcflU2f3iT1vcXOSN0ibFPZ+VXr1/X3z2qwWl2fu5FYKGTcABhe2PwJNV4fJjhARmjEhwNvIOMEZPb0/GlVwzY2Fdynk5Ix1GBnrnr64pyu2g2dnsSszFEhDkbwF5Pr1zTHVJQxUsqBcuCwySDwe2DVeJpDKrSoTnL7Wb7ox39RTyuGLROqglW4HAU8DJ/Emm1a1/Ufw2QqSSqwGXVs7WQ8DrjHpnkc1K2Q6yzRnauOCuTnIx3zjr0prRbQA8sgPJ2k5wOP88+lBL7t0YUgncrEjb6jPf27ikve1D3XuPllLxhkc/KQMNyAPXPTP4UqyQ4c28Ts5bBUDHr69fpULJFKXWWLepOVEjElsD8vx/lSBY4WEqMEXpuwPk+hP51S1VmHTT+v6+RYijDySGWQBx/DzyMc5Pf+lLEkktwAu8KxwrsflOf/wBdKNsX715GBjyyLknknB79CQfyqEhlgDxu4ABO9m56ZxjueP1rN63/AK/rQpt8rXcuzXAtV8qPaJAMZB5Xmo4onR3ldWEW4gZ3DcRn6ep/PtVct5kbKFUsWBYDocjg8H2/UdaebxhEEuMkydVKkc+mO1XZ7pE2WiLQJnuCwViDwO6gdMjHTiny3CW9r5MTYww6DBx7/hUUN1HDagojbSAo+XOce/4GgFxG29S0RJLAL1GMgdPrmjZ67laN6FmKKXzfN2ksclNx28d/x4q2D586KXxlfmU8Yx1P86zXnjLIVba8gBHYKe3PNaUcZibe46gYG0ZP61Dune5nyu12y28xKCJMl8Y4qeAbMzyNnA67cH/PSsqMswBLbghwd/r/AJFTyXalltwu9G6nOBwOn+fWkk7XFayLUTteXas0Y2s3Ug8DHQ1qXt1st0tg4Bb7wPHHpVDT0H2fzH+U43Ent/k1CZDcT4JyXIznPBFPXcH5mpExjh8xmznt1wKqLKHkAAGSc4wM024n2ptXhRxgHr+dMjfO+QhhkdM8HHvQtCGrrQfcOqOAD0561C6K0JzkckkgZH/1qjL5k3YIXPBI6+1R3EoCCMbsHrntwc8H6VTYWV7PYqMQzERzZLkrt6BSPf8ADvUBQ5YyBs55KE8j6+vWpozJ5rSx2y9N3mdcen6VWui0zhFXa2BgEYPQnFCdtUXbRJMkKuznYyqYwQzYznjgY656U1cIYixwcDfle/J+nH+FTRzuIGOxWOCqFzk5xnnHXgGtqO0sniTfAoAAB446USmoqzJ9nKSZzLOwKhlHlhs8kn19OM8VFhpBlfm+cjA/nz07d8V0cmjwShirbMgYG0HkVhTRQx+bEuxtrHzGOMKeuD+QHSmpRaHyuKsyiwjCNG7+WxBXBP3QCD1GM8j/AD0p0kytAke4sz7Rk8+gIz+FRiRxJukjy5IRSeoGByfXtz/OiQlWiTDqmCOeS2MkA59OAKLpsr2V3dak7bsZKtggAEDPHQZA5FQKWBJYISwAZlUc9Tjnpz+dLG0kgLyLGVG4428jHHHf/wDVTIkVoY8eVljub5vvHOAM+g5qFZX5v6/UFpeX/DE3mokcYR2Oc7ccD6Yx3yTUI8t42ZGCBTg9sjr16Z5qJisWGgAjwx+VlDcccfTg1MERk3NuO4AY2gZPHOfToPeptbVOxso8q5mSMFk3THIwvG0g7R6egqRzhWWME7W7sScH6/jVYQ7d6x7EwMEjKnHXrnAHP6/SpOdx3AB9wLZcbmA65HTnmm4rRp/1/X/DEX1s+g0TRvxMx2Md2B/DxjjuM/5xXr+knOj2J45t4/u9PujpXjqMPtjko0Y6hFJXAOD247H8/wAa9f0N/M0DTnxjdaxHGc4+UU731WxDikk0X6KKKCQooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAry/xgqN4nuFaQglo+AM/wL+vSvUK8t8Z7m8Q3oyVUGPlSecov8vp3+tOKuwtcyQdiAqr4cn1yOAO/HrzRFcLkTbdzIwHK7SM5OcEfXmhPMfPCMWIHQkJjPXgY4/zzSIoaZow3mk/MCxyB26j6/wAqNLNMI6aApWQqskod2GSAMAjPUfkPyokjSaN8NhclRvzkc4J46cdKA9sXAiYxvGpBMgwCSM9B7fy96IfKMJ3NEflIZwAO/b15xVu9r2NGtPImEMywqTtZlK843HHr24z2HpUUzLBMvDbDz83XIHQd+5+lRhiH3Rozk4UYbbnBA6duh/SpHdiUJDFhyCAAATyee4xx9cVn1sTq99hn2qRG/fRfIrY+9gY4wRnr249qdEHj8wuWLOCpHU/QjsPpzTQzM6yLMMtt+c4GewOe3H9abNIPNwsbMx2uo4G8eoboOSatpt7WuJWb5SRAjuVKriM4JXp+XHXj3pieWu6XYzPwAegJPTqaf9m5eRmMeeQd+Tkc8cD6UhCwQqPmZhyucHaMfn39KV0XzWYrlWCRRgKpPG4jOB688dP1pWcYbcGk3J1LBdpx79APQioGQMrlTkltwPtwOfTpz36fSrEWxbZMAFiAGJIHTj1469z2ovyx1FKX4DJXkOd7N5Z5ZQMkPgjGe44zTpNgmLu6qx+YBFz3HHAH+celRPIiSyF5AjK+dw6Z64x7Zz9DTBI8hAbyWbaGbbkZHTBJ/DpzQ49tCoqV7omncoGlj2IAwKgp0IwQeTz9abI7rLKsKgsycggfLzjgZHr0pY9jlyuEjJ5+XIAP68DpUjIsGzhRK5XfIDkH9e3FJOztb+vMlabLUWNiCqsNq7uHHGBg9AfX161FCHW3RkYAMTjI45xnr7AdKlkBcbJFDYYFXJxuPocdfXp600zRxoT2yHARANw68d8/1pLTzuKKaWiFaJz+7dRuB4aQD5fTp3oAiMShkTeoGN2DnjOenoP5+lRPAMP5ZKbjknkdeeeuehHtTwHSTa6AFyXDhcgE5HUf59uKrorGl+wqfug5EjMVAUYyARkY/lUrQtFscqS3O1i2cevb6+vQVExaNyI0O5JOcEnCjpgDrkU+JHkOY0DSuxLMcemD3zjnOKm/K7oT95XFhQK+XwXGSFPI5/D6VO0YZsk4LHKqB1PYH8u9MRFbeDnzBkgbuB3Y+mDx1qIM5RUVE/cqMFR1bHXOKdm7pErTXp/X9alglmlXagCgY2hc7eO/5n9PWpxKkQ3FB5f3hHsPAI6Y7c5596rtum8ws25yPvN0znr045wfwpQWkR0jKDKbSVA9M84/x/pQ3tcOXqi7a3Th9oAwz7UyP8KdG2J9zseTghTgk/8A16p/Mso8xisg544GB0GP51IgUKVXzNwz8xxt7ccfhUheLduhtTX6+QYljYZYbt3H4U2ydcGZmUFeAD/iayUHmSrtcFSvzL0/XvzirLzA4+dhGU53f5/p2oS6MVi1I6vNkZK9ODjjPFWHBSAMxBZjwWHB9Kz0m2lYsklAeQM4A64/nSGYOE3XDOCeVwOCTgCqb6Ceo9GYkttcrk9W46e3pTbyRtyoigllDYPQc9cfjTI5CpZhkrjgY+Y+36VBduquvmg7gQoG089D1xQtWLd2QsMjbHId+B8oPG4dSB3J/wAKqyOwnYnKt0IGQQp+vfAPTNTSSAHezMqKN3PO04755xVKSbzXZHh+R8FTgnP+c04tblX6s1LVi1jcfuizlwAMH5Tt5J/zir0F5buBtmifBz8pydvTn36Vnafby31jPbwBVMm4bmYDIx1we/I4NZd3pl1YyMpVsjHCyBuSM5wBgDOOfc1UqTaLirXZ17SiRAeGfpn1rAvxGl35q/Izrjay8ngCsJDd2cxMTXQGCzRyDjJ9x2z+NaslyJIYribktkYb73bGMc+v59KyjBxadgk+bQroiKZlkbnBKg/XpnOBTH+eJQx3ZJK/NwxOPmyPYf8A66AQBPvwThvlQjaB2yPxqSSNA7CXYNuAWyMdfTtnP40uZJgk07IZCqszRpIiL0YqcYwBznPTrx0pJlUbi79BzjGWPsR17HA/+vSRq0QA3MGJEXln1OeemR1/Kp5Sry/LGSOmd2c4x29CT/OgSjbUiM6Pg7eMdGHT6Z6HrjPr+SKrs4UuSiKVwuQc9CcZ9sZ4HFOhDG0VY15Q8DII9M59ueP51ATGqFRu2k/KcAg/jjtnqavdWRUopv7iTY8ceFkMY44/v89+vYZ4qSK3AdUjI3YOwphSRnHbpnn9etP+V90pChsblQAgE9c4yO59OlRxIEdd7O6AH7xyFzgfX/62Kly106kyjrdsGAVldiQADlCBlgODn26/5Nes6Lj+wtOx0+zR/wDoIrxiSRnv/LTO3JAV+qjGeCOBn6d69m0P/kAabyT/AKLFyxyfujrVNd9yZJLQv0UUUiQooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArzPxhbyPr945mKR/IQQueQq5HJ69+K9MrzHxU6nxVeLKNqjYF9XJQH+lNBp1RjJKyxhZPLjZSV9cHp9Pxoaa3Z1k8zG1ypPOD+PXHIpwnguGwFAIJB35xnAzg8CqzHYyx/MAVyWGPcjr/APX560+urBpXv/X9fgWFkg81m3P5jjkk5PH1xn6e9RecQ0kbRgCM7g7Acnr+f+FQtcOXZgjbJGwxI6jGD27e/pTwDsWMLhwSCwbIAxg+vGf/ANVOSf2h8q26i+bvkkYMEKncPlA//X6duaezy43qmBnIx97Hcg9eTj1pU8pZFVFBcv3bOME9R+v/AOuoZt0f+jp5rYUspwRuGT1I4PIH5VLs9OhaSkx6Rxzuzr5jHJKmRccj+ZA/L8Kbu+0OYXKh8FvlO7PPr9cY/wD1UM0cbR7i53HILDO1u3f6mmlN7KVKhsBsNnL4HOP19KFra2wNJdLF18lCoIETL8zAYOc55HYds+5qu6o0hVg7xFBtIHzLk8H69P0ppUuXVMeXuOGY/MOfboPbv+NJFEAQ5UFvoeOO5/LoacbRQJXQ4uoZYvvKGycc4wcH9fU+vSg/viZYBuVAd0Ybk+gPP+Rio5PMMiqyBlUZGSc4x838yfxIpRsabCABwA3KD5zxn6HGCD7+1FraxBO61HzSm5dFSVSyfdKg9sdfY4JppEkcRZzG2xjgbgmD/X/61SGRS7ARsCUIYqQc4Pbjgdef8KjmyiiIsvQEblG7H4H2/WnGzSi0JW3exMplLFCzrkFWZfUnjn8v/r8UgQwAiRTtVsEKchW7/wCHTFV1jaT+IAq4JAyWb0yenof6VMd1qC0yDZyegTHrz69+DUP+W4+V7DMEw/vJXiTBAfHPr3+o5x+NTgdZY41dwD84Jy3A5yce1KWkErCSPb5oIcOxx+HAGeRjioZmWLY7xSIZQCBjJXH/ANYVbhcafNqtx6hY3+dkZ2+ZMjhc9SP8+1QxxvLKFaaRZR8rBuORnGPz9Kc+CX2W7cHC5UD8fwznFSqs0e1pHdyNpGF+906Yx7cH1pLRXFe1lYUyjzsM+9G52IcFcex70x9scW9cK5AB3Pg+/fpwe9Nh2PvUH5VJ2hjjIyAM+n/6+lOSZ/kWT/XAElVZT357n/61TrdDk10QpiUgzvJnaANmdy8HORzx7/8A1zT1S5hG3zcpkHbgEcZ4z6dv/wBVJIXQvuI24zhhyzEdMA+mPzp4KRuwyF3NkMTk+g+nB9KG20OztqKrlCv7sO5ByikfL82OT07fyqXcCrYIDHk55G0DgcfUelV5QWKyAZROrMDyB9RnP096lKlYxEUdndRukwOPTrTdtLE92ORFRiSM5wGUDBB6cfn+tTrKm0b1YcgEN3XufyBFV2mUsIIPlBBO/PBPv+f40xUd0MqyA78AE87R6g9R/wDW560ct99Bct9y4JUxvyVYYBPIG08nn6VLtjNqURE+flXH8Qz9apxurRADf5jLgkj2OBj+tOSVl3yyZJcYIBzx06dfwptSVmwt1uWHDxybTIxO3gD7wJ569u9M8xm3bVZ8nuenTgH8KRt252gQFCOAw7Y6f59KYZJVkWRIyc4YKnzc+/8AkdaS1TsC+EkBYRtskCNjOCfwI5700LjcpBQFfmBG45z3Hbp1qFxGArGMls5XdwAeuSfWiWdJDuLKU2DChcH8c9uKVmS97IgZwsTHYzIeg3cdAP8AP/1qR4iyY3AjBxg4yPXAoRiYY3LdSXOFABXp/Eew/lmmsSV8pizlXJBAxwBxjnpxkkVbvoXZ+osF2LV/IYny2YDPbpyMYyRz25PNatv9nuIpvJYBo+AHfaMH0z6Vztx5k1wu2NAsQICKc4HTOMfqM1AnmfZyUOydMABh0wMHHHB5/X0FXGbUdRcyskdSFmhlVUnHmqwOAQ2Tj06Gm6peeYIo2SGI7cLEqgDPXkD1+lc7F5gY4mDSY2FckEKR7fgP1ojmAjRpI23rldwIG0cEKPU+2e/NDlKzSGnd66F6PdEpK5wx4xgnJ/EZAxj/AOtzTYfMjhZC+CcjDDOzHbk4qK3cb1R1YrjhlTPTIGc/41MUDEhZjtGcrkYJyew/r/8AXrC+rW5VnHQaqOWWWabKkkb843Y6jjPP1qZ9qRhI1cqykEn3HXHfNVMu8ZWV2TLFh0zk9CexqxJKI4imQxkxu39DnjvwT09OlN8yaRKuwRSFYRPFg/OASeTjnnGTjj86em57nlBnPIUErj39enXIqt83kYePGOdoP3uceo9R7VMHLbGEiKoGC56FcdD+nNTO72KcXqJayLOxKFpSxLDJ4PXOPp171Iq4kO0ERgFWDj7vTnHtnNV/MHmW4OI4ww3BMDIycEeo60+4V3kVyHLZw7N6euCPpxzVTV9mLlutFuV5AGvn3HMaqAG4ILYwDxxg+nvXsuioI9C09ACAttGAGPI+Uda8mgWOaNt7KyyfeboAcccc9fX14r1nRSDoWnkNuBto+fX5RST0t2MlsXqKKKYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXmHjIR/8JBeZiQu2wbwATgIp5yfp+Yr0+vLvFrOviq9KckeX8o4P+rHtg/n2pocVd6GCuYVw6xxsxIQxryPXpnHt+FTR7WVCrbEO7k4AB79fTNQPEzDcrkT5wRjGcdMD124z+FIWkmMkZK5KeYm7Izj17DFNSbd09/6/r5hZJ2GrHGV67YVOcgYJPOM5OfX9aIwqSeWXwxbaFdido4Ofy7VKEWB9qzGXIKr8gO0kZOD26/zpcRYbDYIZlDKOTnpx0HQmrUtWF7SFSYeWrwOHlV/lOM5Gcfpyff8AGo2VhIZJiSA2EY4Oc8c46duB60EyNtZAJHK5QcrjjnPHXn9aUFnMavuyj/KzpuBxjt68fpUJ6X7lNyjpHYTakM0q9UUBpN53c/l9fzqQDzJzuLESNuRgp2r14PbqT9aX7RCF3M5B3HKoGI4GR27/AOe9QRrtQFmYhsbSehGM4457/wCelO102TFtPVFkyIsCr5eNvBbb1OR/nvTHb5xGiBpMkMoBGwEen1J9qnMiqiqH5G1lBwTjI564Gf5frVeeWJvMcIQyfN1BHzDPpnPH0qOt1uVDXYkeCJN8swwW4zsGPwP0yaSZUUhVVfJzlRwFPQ7uODxikebzBEmxTt6DA5AH5n/P4TOwjiQNGUBTdIOG2jpnA74pN6p9f6/QaulchDBYlPRJASjbuF5ycYOR61LhXznnkDOSCRkD05HX65qISR3ARGeNVDYxuwFHTPT6/l70uEl3LNDIJChUKTwnuB2/z61pLUI8qdmKs0gjbZCjPgqm3AAH079f/wBdMSIqqkRvJG+Mk54K8E8AeoNSReSjEExsQ3y7DjBIHb14P4UvmhrcYlJkZ8KE/QcehHepd9kEWm3yoTc7M8aHEZABB6n6Zz6H6VDz9oUPtXccBmyxxzwCeMY/lUiGR2d1jbc53bSSf88/ypoVbaR5Sudoz82dhJPPT6U1e+m6DRb9R6MswkZmRFf+HPIJU4//AFfSldWM+EZQxXay9SOBjHPP8h+NQTFZUkBRGXAber4I5OFx3zgD/IpY8SNlUEYbCqcbWPqT6UWcby2GldEwzIxjYKjYwNwHTuOPofepC+EiRsM/OxQgAyfTGOvoT1phTyyASMu2Fzxg+305/Wo0MksiA5ZIxudhkEc9M+hHfPvUt6b6CbstSWOEbXkTHLFUQt24Ock+/t1pySPIokQjhsHA3An16d+vHTjn0hBFvMpVSi4+TBzwD94/hTkDq/mxBgkYKscAZ6jk+/b3pSi1oF+bclDeXE0gQbAc4I5A64HtkH36U8qYoFZQzqflHOCoB649B+QqCRvLTMe5toBaQY6kDI6fT/69OeQ71eIHuWDsSPrmqab3Gu248RKxUEgbFOwcc+3pnPepGuIw+Xb588AHIwc5z7d6rsS+THlkHzbzuJXHQg49x61J8vmbydyhRjjfk+nTtj9Caetr9A2WpOqr9o2oM4zuC46+g/DNErbiysxBztLc4/EdOlQqJFlkjWUqC2/IQj6Acen8utLEzSBwHY9SGOQVIHI4P4fjUtS3Qm2veHzSojI64KhQXwRwcHk46Hp2psWx5VL7XfO9evpxj/6+KjZH2HzCACcHJ5B47Htimi2kJVTJtHGFyDuB9APbinfoHo/+CSMS6x7STzuYMeATjj64FEm5UcB95BUFi2No6/lyKAIwzvEg3gknIPDA8cYx/wDr6UsSscMXID984Unr+f8Ah3pcy6C5tbMZKiKvnDc7jkDoWz3A6+n1zUPRWKDYfL+UDBGMkn68j6fyqZi8au2ZGLfxM4wOgAAH4elImz7UchTuBBDDHPc5yMdSO+OaqNrXev8AWwa/1/XqUdyOQ+MLkZDsvy+/GOwNK6KZBCYiVUbSApy/ofp179vSp0RoIYpVZoVztClPfB4//VUW9xIyFx5ikkqoxuOOox1HH4ZquZSeuxTu1othiupmEnlJwrtlQuRjngDr39qfFny9zrmNZB8zYOR+PTGfypgKbwzLsJwJDgNt6Hj2/OrMU/ksPKIdgpK8DI5yfp0NLlXYLtNIZPLHAA7MEbaF2qTgEkdQeeeSR9DRA0kJMG/aoBwMcMM9hn0oZnliaOZFZkwx29VPt39evpRdbPnmbG0ghWxnaeMYwfr09qnl6D3916rzHzRszuwwoC4VSfmxwfpnv9aSNzHcoZXHQnB4CHjp+lKjRJcDfbhmKeuTwMDv068+tQCQgGdo1JZWwcZ4Jxkgn/HqaaTtYTTd7kq7UugjAElBlMHOSeOaaJhDu/dkFc5Mg+XHoO+P/rUvmL5EkoEiEDGFAOMAEcY6/iOtOMjIMFkKRjcV2ct36Ejn/wCt61N7O8kK93qPZWKs/wC8dGj4YdV4z7dfw6VEXZLbY0iSAqBiUZIG0ev+elSuqMnmxgIEXBYjqOmBUcUbNODhSoTPq3v9cZFSn2BSSVkKJ8sruo8mTacjhc9uvrg9K9e0UbdC09cYxbRjHp8oryHezKIl5iPyvnIUNwcZz6+3Feu6JuGg6cGOW+yxZ5zztHeq5ltcUlYv0UUUEBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXlni8bvFN4N4z8hwVztXYueO/evU68q8YqT4pu9ozuKblOR0jX8z15pq19Rq99DGR5YpC7L5aHhQ3IHqAePYfjT2faSWy4iHGOS/UDBP5+g5qKNF84TKQpIOFcHpk8D65/zipIlhi28EsFOU6cd8554wefftTb6/1/X6jlDlV7f1/XqMRkdmEqKrlyrDoFOecipGijjcAg7zw+0ZZ8jvj2FM+VmMjB8OdyhW4GM4J/Tv8AnUkVvvPmBcHeOARjnryP/r0kknuGqbY/b5aEgKGILBxwANnr3/l+VQzeSQWlhWNM/vAzDgnjqcd+n1pSm+KTELQbmATnkEd9uffr60s8CtCpyrbP4WICg5GQSeeme3pUt21Emm0yNdqx7RcAfNgy5HTI6457ipFgZSWgmV3CAcrnIIx2P+cU0iONwzvtOOmBkg4zz6/y6USAvLiQY4XquFZT6dzzTV2tP6/ryG1uv6/r+vMlYKJDgb2B4O77xOf/ANf41HsBCF2Z2HKdCByc5HXp396jyyIm0A5YDKDJbgjOCOR0/OrLXLgkFQR5mduOG5/P0FD0ldDgn/XoVJDG8WyJhySMgZIYnuMdsVK4+0I24scv97pgeoP5UyJ4jCzxhHOd2c9fw/H04qURyKN0sCn5R5m05JJHJOc+uBTTTWoru12KpIuGj8spgE7SMZ+h79f5+tRzObkyABljZMFW7Y746jGKllEkEbBpGYRDmQKOnO7v15HP1pr3Cqvm/NjPyqMnJ79PYfqMVSet1/X9f0ylorr0X3kBhT7GzuwBUAFjnbyeQR2wKtQgnDzFEIGdqDIHTuQMjjjmoNiF1ErAqHG7BBf04x/L2p+CMg71TzOV4BOOuAfr0qW0KV/6/wCGHq0ZIPMUuSCDwcdcY59zSOQCXEasmCd7Z4PHUD/PNPuU/cCRlD/wDcB69f056f4QSSfu44kYCUkY3LnAH3sjuOvTniqWrQJ3irf13JYI5GZQSqhxnYwHYfl29arMvlsixENIh3csMgE4OAefU/iKktzuJfO1AwxuYHGOTnpjpn86sWfli0KK4/iBbGMD04+g/wA5pOXK2+hb0TZDboz+ZKhLBMnJzyeTj17jpmljZot+59mx1JB+YsAPU9icd6kNujAOJJCx2ndu5yRj+hFN2pJkxwuFL7WkYADPBxjqOh5/xqG+7IvFtt7L+v66jju2RNsZmU4YlcdDk/5NMJGRgjrhgV67uc/55pBNueNSPux7vm5OeRnA9Of1qI7JUjDKrNn+IkMzenPXtjimrXdiuTqifKrwWbaHCsowuR/j/hQkbNJ5vmFFDkbQCRnAHB/rSTTSOBm3LOrjLEHGAeeRjj/D1p6qyIqsjCNct5bc4BySf8B7UdrEx28yKM53BCfu79w6YyOoA68/zp0TOS6xx7WUKUA6FR1zx6AdfWowGV/MRA37zG5W+6edo5+n6fhU2wbd8gYrGARGwPJwAeg71UlaVmaJcysibz45NyRyks7DouCB6np9KiPlsFWRwGCsjS4/nj25qNAPIXK/cy6Z+9k9Qc8n/wDXTofNBkmK7uQ23ZwfQjH5/j61KWt0Q0km9rDnfy49oBf5QNxbBPY/nxSCaTyRJhmlYEJxkD0+nAp3EshiTGHJB3EHGfb9M9af5oiQNDGA5G0qvXeeoH6enU07pLYPkQDzPmjdvniI3K3IA79TzwRxxU8TAgKkWFLZKsPkAyDj9enemPG0qSNglh1UnOSB3ycDHNRxsVRlwXIUcMDgHv35OBQ2mvdEuWW3QcHIYAgIA+4kkbs9MAc59cdvWlOCXZ0kMgAz8u38T+H1qPzXjV0ldZAPn4UHII6mgTOsykQIAq4bbxkZHI96LSXQa30FWOFFwxUscMV6kcjkdMf/AFqCgS3aAsTnJCoBgkeucZ49PQ0kr7wMmQOCGZmbGQAeufxpTN50BYyoznAORgjAIwB6enNJ3vYrVxs9SKU7PKXqEfbsI/hHqf6f/qqTbKRbrGsbFSpJHJ6jOPfg0iqgTaR9xixYck8eufxz74oEp2jMm2ItgITjHB6H19PpTtpYnTRoY33jcKSzH5VIXG8/T61HGQFdASF6jPUflxn8+tWPP+crGdyj92do29+47f5NRZ3MpTHzZ8wc/OB6fUf5NLmT0HdPQjdVkRU+YxqCzHIB+9047Gpli3AFEBGwKNx65GeeOxUn6dqSZ1fdcWpUEAbUHGB3DA/X9TzStLIyxO65IUbl653DA59QBTu3sDbfp/X9aClPJbAjZWB5AUAH1P8AKowSygB9pUsNpPPYHPp3qdABAwdSjMwGHB4GMnvhTgVCuzc2JGyFP7tgCWyQMHHXr7UtEtUJyV73JG8mSWV1AeIJk/McoT1OBx0GahjkiG3cQH+6wzgZx056dv8AGpQ6vHJCAxkK5Owd89D3A6daiWZQXIlIiUY8t8Abs9f5nH/6qE3e2ugotqL/AK/r8CZnudryeaWkGVOR1H0PbA5r13RMnQdOz1+yxf8AoIryByInfBUhGOGJ2g/wngnkjmvYNGYvoWnuW3FraM59flFJW6BKTaVy9RRRTICiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvLPFsQPim93ZAd4sEOMAiMde4GK9TrmtV8JtqWpTXi3wj8zGUaAMBgAdcj0oY/I81aJHhaFXChD3Offb2/r1qRUZbgGNcoSOCc+xB9uD3712g+HgJw2p5QtuKrb4556fNTz4AAJC6liM/wmDPH/fQp3a6g5M4pxgu8kjEffMZzwQeuc8jimhn+1Ir5IYbVVWxxwcdSeBXcv4C8w5fU2Y4I+aL+EjpkNnv69KRvAIMhcajg44zATjr/tdOakakcKVlXzJlLMBIMB03AgHsM4wMmmSbhOodh85OTt+9xnt68etdv/wrpShU6nwewtxj8t1PHw+AR1GpDDY4+z8Dj/ep6bCVupxccKxNuPY5MZPDd+OmfrULMpj3GSRl4jOIx06kda7l/h60kYWTVmYg/fMHzd8YO73H5UH4fMVZRq5VWbOFtwMcYGPm6+9NXQS1OG8mTYEdsBmO07sYXjkfkKkijQyS+XG2Y85B44A+vvj68127/D4NyNTAOc5NuD/7NSt4CkMZj/tUFNu1d1v0/Jx7flVSdwvc4SMu67Y2KljjkYxk+3XFSfKLcqdzAxEMFzncOcZP1PPeu3TwBtOG1PKd1+zgA+v8XpwPSkHw+XZIp1NiGPy/ufuj0+90pO17hpzadzjEZQrcBDsyhyd3X8+nFJGjOpSd0zuJQdD0PQkc9vy+tdr/AMICdqKdUyF6/wCj8kYIxndnvSN8PkZgTqO7OA26DJOD/vccVL62G2n/AF/X+RxDhFK9XOAWbGCDng5Bz60kqDJd41I2htqgEEfezn64/Ku6PgNy5J1XKlcFfs/H14b15/E01fh/sI26nwH3geRwD/31QtLroUmlscVEhuGQPG+8AjLDBGeeT+P6mkC2427eqjPK4PfgAdfxFdqfAEu1V/tfIUDBe3JIPrnf16UsPgF4wQ+qK+D8n+jEbR/3360egtFszh2SR3C8sHX59uVYZAx19/WnvE0iRJhwQAP3eGCE9cHt+veu2/4QAeYzf2lwVCgeR0PrndT4/AhiG1dUYJ/dERH4fe+tK77ApaHBhmaZkQY5IJY5Gc5z165//VRJLL+7LGKSIMCdqjlRjAI/PvXcP8Pw+R/ajBSeAIPuj0HzUreAW2BU1UrjOMwZxnj+9TaTGqnVrU4ks6hnkClSWONv3cjP55Pt0pkkwed2I3HHJcfQjb9ea7c/D5tjKNVySMAtbZ+uRuwepqNfhzgAf2qOAQP9FHHp/F2yapcquJP3r3OShlEkTqrKOoDK5AHTJ5/z+VJKdiMZWCgLu+8WPOOcjn8K7CP4eBUIbUwxK7ebbgD/AL6pyfD8oXP9qBi4I5tsYHthgf1qVaOw243OHdWjy8cZO9gvl5JUZGOB6jJP41YjUhCfOYsSVfa/K8kk4+mK7Bfh6FCD+0xwBuzATk+v3+Ka/wAPC4Vm1OMzL0kNrnPTqN/tQ9rIScepxrOzzB1JOGbLew6kYwM9R+NLNI6QCTzH2gkneck5I6ce36fl2h+H+52ZtSX5iD8tvj/2b15pn/CvWAwNW+UZ2g2+R1zyN+D1NUmtLiTTevQ4sFS8Q2b9qglCc4Pc5575HtQ5lRt8hBRMfeOeT6H/AOt2rt/+FfkSFhqnykY2/Z+2Mf3qQ/D7cPm1Mfe3HFvjPt96pi7O5SkupxzqscaoqPhnKg9M8eo7/wD16RuZd2xWU4G3PA6ZOM+3SuyPw+IJKaqVyu0j7OCPXj5uOaQfD0sD5uqbycHiAgA/Tf6UNN6t6gpJWOReSSJQY2jDAEMqjkZwex5PHf3qNnkGJFdiyn77gcHrn24IHIrt4vAMcbswv+pyNsO3HGMcNUUnw9aSVXbVjgdVFvwf/Hvp/k1EU0Smr6nFSSZgJ3/MWyqoOCO/1/SnSrH+5ZehfAVj7d67Q/D4bI1GpDKJtyYD19eHGKcfAG4oTqfK8fLBjj0+96euabVxqb6nC7J0jGXBXcDgufUe49qgkZZ3wlvuTIG4qX288ZH0Pp3rvY/h4VyX1Xe3IDfZ+QOw5Y0L8OwpJGqHLHLfuPvD/vr/ADind3BuNzjISUZ5HBYjADnOD0xkexz+VRM3mxmXMagH5GJ/hOOf58e9dyPh9yS2pIcrtP8AovUc/wC1SP8ADxmUqNXIUsGI+z9ec/3qT5r3QrpLQ4lQnnyRx5UEggqRgjI9Me4/GnRiWGWWBmAhxuRn6jnnjue3612S/Dnkl9WZiW3f6kj8vn+lSHwA5CqNWwAhTP2bLY+pbNVa5bkrcpwmxDIHTzCmBleRu6ceh/x96ezIrFmx5gCqoJ+8Op6V3MfgAq3z6pvTGCotwM9v71MPw6UjP9orvHKt9m/U/Nz2/KhaXIbTduiOGjkYXLkwjcz7woPv0PJp0nyJkwjc3VO7dcDPHv8ApXeL4B+dnfU9zsclhCQR9Pn4qNfh6NrK+p5BOQRAQQfxc+9Jtt7B7vU4cxSJGiuBGNpDBzuAAAGM55HU17Fow26Hp4wBi2jGAMY+UVyv/CvXOVbVy6EAYaAkjHTB312Flb/ZLG3tt+/yYlj34xuwMZxQr9Qcm9CeiiimSFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAf/Z", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the perturbations on a sample image\n", "img = maite_dataset[example_img_id][0].transpose(1, 2, 0)\n", "\n", "fig, ax = plt.subplots(3, 2, figsize=(10, 8))\n", "for idx, p in enumerate(noise_perturbation_values):\n", " ax[idx // 2, idx % 2].set_title(f\"Salt noise amount: {p}\")\n", " ax[idx // 2, idx % 2].imshow(salt_augmentations[idx](img)[0])\n", " _ = ax[idx // 2, idx % 2].axis(\"off\")\n", "fig.delaxes(ax[2, 1])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "59230add-3870-4165-a784-8b3a928a080f", "metadata": {}, "source": [ "## Evaluate Perturbed Datasets\n", "\n", "### Compute Mean Average Precision Metric\n", "For understanding the overall impact of the two different perturbers on model performance, we compute the model's mean average precision metric across the various perturbed datasets. For this computation, we use a MAITE-compliant accuracy metric and evaluation workflow." ] }, { "cell_type": "code", "execution_count": 9, "id": "f1b65f45-2b06-4020-a4d3-fc419ee1e5b3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 4%|█▋ | 1/26 [00:00<00:19, 1.30it/s]/home/local/KHQ/stephen.crowell/.cache/pypoetry/virtualenvs/nrtk-XgrOuMnz-py3.10/lib/python3.10/site-packages/torchmetrics/utilities/prints.py:43: UserWarning: Encountered more than 100 detections in a single image. This means that certain detections with the lowest scores will be ignored, that may have an undesirable impact on performance. Please consider adjusting the `max_detection_threshold` to suit your use case. To disable this warning, set attribute class `warn_on_many_detections=False`, after initializing the metric.\n", " warnings.warn(*args, **kwargs)\n", "100%|███████████████████████████████████████████| 26/26 [00:02<00:00, 12.16it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:01<00:00, 17.04it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:01<00:00, 15.38it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:01<00:00, 13.81it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:02<00:00, 12.25it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:02<00:00, 8.93it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:03<00:00, 7.23it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:03<00:00, 6.81it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:03<00:00, 6.66it/s]\n", "100%|███████████████████████████████████████████| 26/26 [00:03<00:00, 6.58it/s]\n" ] } ], "source": [ "from maite.interop.metrics.torchmetrics import TMDetectionMetric\n", "from maite.tasks import evaluate\n", "from torchmetrics.detection.mean_ap import MeanAveragePrecision\n", "\n", "from nrtk.interop.maite.interop.object_detection.augmentation import JATICDetectionAugmentation\n", "\n", "# Initialize mAP metric (Maite-compatible)\n", "tm_metric = MeanAveragePrecision(\n", " box_format=\"xyxy\",\n", " iou_type=\"bbox\",\n", " iou_thresholds=[0.5],\n", " rec_thresholds=[0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],\n", " max_detection_thresholds=[1, 10, 100],\n", " class_metrics=True,\n", " extended_summary=False,\n", " average=\"macro\",\n", ")\n", "maite_map_metric = TMDetectionMetric(tm_metric)\n", "\n", "# List to store results for Gaussian blur perturbation\n", "gauss_blur_perturbed_metrics = []\n", "for idx, aug in enumerate(blur_augmentations):\n", " # Create a JATICDetectionAugmentation instance for each perturbation\n", " maite_aug = JATICDetectionAugmentation(augment=aug, augment_id=f\"GaussianBlurPerturber_{idx}\")\n", " # reset the metric object for each dataset\n", " maite_map_metric.reset()\n", " result, _, _ = evaluate(\n", " model=maite_detector,\n", " metric=maite_map_metric,\n", " dataset=maite_dataset,\n", " augmentation=maite_aug,\n", " )\n", " gauss_blur_perturbed_metrics.append(result)\n", "\n", "# List to store results for Gaussian blur perturbation\n", "salt_noise_perturbed_metrics = []\n", "for idx, aug in enumerate(salt_augmentations):\n", " # Create a JATICDetectionAugmentation instance for each perturbation\n", " maite_aug = JATICDetectionAugmentation(augment=aug, augment_id=f\"SaltNoisePerturber_{idx}\")\n", " # reset the metric object for each dataset\n", " maite_map_metric.reset()\n", " result, _, _ = evaluate(\n", " model=maite_detector,\n", " metric=maite_map_metric,\n", " dataset=maite_dataset,\n", " augmentation=maite_aug,\n", " )\n", " salt_noise_perturbed_metrics.append(result)" ] }, { "cell_type": "markdown", "id": "eea6d5c4-9829-40cb-a0ba-50dfcb3378cc", "metadata": {}, "source": [ "### Generate Item Response Curves\n", "\n", "The mean average precision values (generated above) are visualized as item-response curves to understand the robustness of the model to varying degree of Blur and Salt noise perturbations. From the plots below, we can see a sharp drop in accuracy of the model on increasing the perturbation intensity." ] }, { "cell_type": "code", "execution_count": 10, "id": "5461c9f6-9d0e-494b-89bc-c18208b2514a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 6)) # Create 1-row, 2-column grid\n", "\n", "_ = axes[0].plot(\n", " blur_perturbation_values,\n", " [m[\"map_50\"] for m in gauss_blur_perturbed_metrics],\n", " label=\"ConvNext Model\",\n", ")\n", "axes[0].set_title(\"GaussianBlurPerturber\", fontsize=25)\n", "axes[0].set_xlabel(\"Gaussian Blur ksize\", fontsize=20)\n", "axes[0].set_ylabel(\"Relative mAP@50\", fontsize=20)\n", "axes[0].tick_params(axis=\"both\", which=\"major\", labelsize=20)\n", "axes[0].legend()\n", "\n", "# Salt noise results\n", "_ = axes[1].plot(\n", " blur_perturbation_values,\n", " [m[\"map_50\"] for m in salt_noise_perturbed_metrics],\n", " label=\"ConvNext Model\",\n", ")\n", "axes[1].set_title(\"SaltNoisePerturber\", fontsize=25)\n", "axes[1].set_xlabel(\"Salt Noise amount\", fontsize=20)\n", "axes[1].set_ylabel(\"Relative mAP@50\", fontsize=20)\n", "axes[1].tick_params(axis=\"both\", which=\"major\", labelsize=20)\n", "axes[1].legend()" ] }, { "cell_type": "markdown", "id": "3ad69fa6-d298-4551-bdb7-b50e2ccb21ab", "metadata": {}, "source": [ "## Generate and Evaluate Saliency Maps\n", "\n", "### Initialize D-RISE algorithm" ] }, { "cell_type": "code", "execution_count": 11, "id": "72509b5e-e55f-4c5e-8659-e1fd0c320734", "metadata": {}, "outputs": [], "source": [ "from xaitk_saliency.impls.gen_object_detector_blackbox_sal.drise import DRISEStack\n", "\n", "# Saliency prep\n", "model_mean = [95, 96, 93]\n", "\n", "blackbox_fill = np.uint8(np.asarray(model_mean) * 255)\n", "gen_drise = DRISEStack(n=150, s=7, p1=0.7, seed=0, threads=8)\n", "gen_drise.fill = blackbox_fill.astype(int)" ] }, { "cell_type": "markdown", "id": "4e23016f-655c-4fe8-8a26-be5edae99e5a", "metadata": {}, "source": [ "### Metric Helper/Util Functions\n", "\n", "First, we set up the XAITK-Saliency metric helper/utility functions." ] }, { "cell_type": "code", "execution_count": 12, "id": "63a174ca-505c-48ee-9244-363e0866626e", "metadata": {}, "outputs": [], "source": [ "from dataclasses import dataclass, field\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from xaitk_saliency.impls.saliency_metric.entropy import Entropy\n", "from xaitk_saliency.utils.sal_metrics import (\n", " compute_ground_truth_coverage,\n", " compute_iou_coverage,\n", " compute_saliency_coverage,\n", " compute_ssd,\n", " compute_xcorr,\n", ")\n", "\n", "from nrtk.utils.interop.object_detection.dataset import YOLODetectionTarget\n", "\n", "\n", "def get_selected_dets_np(\n", " dets: Sequence[YOLODetectionTarget],\n", " indices: Sequence[int],\n", ") -> tuple[np.ndarray, np.ndarray]:\n", " \"\"\"Get bounding boxes and scores for specific detection indices.\n", "\n", " :param dets: Iterable of detected objects from YOLOModelWrapper.\n", " :param indices: List of indices of the detections to select.\n", " :return: Tuple of:\n", " - Bounding boxes in (N, 4) format (xyxy).\n", " - Confidence scores in (N, C) format (C = number of classes).\n", " \"\"\"\n", " dets = list(dets)[0] # Convert first iterable to list (assuming single image)\n", "\n", " all_bboxes = []\n", " all_scores = []\n", "\n", " for i, (bbox, class_scores) in enumerate(dets):\n", " if i in indices:\n", " x1, y1 = bbox.min_vertex\n", " x2, y2 = bbox.max_vertex\n", " all_bboxes.append([x1, y1, x2, y2])\n", "\n", " # Convert class scores to a fixed array format\n", " score_vector = np.zeros(10, dtype=np.float32) # Assuming max 10 classes\n", " for cls_idx, score in class_scores.items():\n", " score_vector[cls_idx] = score\n", "\n", " all_scores.append(score_vector)\n", "\n", " # Convert to numpy arrays\n", " selected_bboxes = np.array(all_bboxes, dtype=np.float32) if all_bboxes else np.empty((0, 4))\n", " selected_scores = np.array(all_scores, dtype=np.float32) if all_scores else np.empty((0, 10))\n", "\n", " return selected_bboxes, selected_scores\n", "\n", "\n", "@dataclass\n", "class PerturbationResult:\n", " \"\"\"Dataclass for storing perturbed image and associated results.\"\"\"\n", "\n", " descriptor: str\n", " img: np.ndarray\n", " sal_maps: np.ndarray\n", " pred_class: int\n", " pred_prob: float\n", "\n", "\n", "@dataclass\n", "class SaliencyResults:\n", " \"\"\"Dataclass for storing saliency map and associated results.\"\"\"\n", "\n", " ref_img: np.ndarray\n", " ref_sal_maps: np.ndarray\n", " gt: int\n", " pred_class: int\n", " pred_prob: float\n", " perturbations: list[PerturbationResult] = field(default_factory=list)\n", "\n", "\n", "def _compute_entropy_setup(sal_map: np.ndarray, m: str) -> float:\n", " if m == \"entropy\":\n", " compute_entropy = Entropy()\n", " return compute_entropy(sal_map)\n", " if m == \"pos saliency entropy\":\n", " compute_entropy = Entropy(clip_range=(0, 1))\n", " return compute_entropy(sal_map)\n", " if m == \"neg saliency entropy\":\n", " compute_entropy = Entropy(clip_range=(-1, 0))\n", " return compute_entropy(sal_map)\n", " return np.nan\n", "\n", "\n", "def _compute_metric(sal_map: np.ndarray, ref_sal_map: np.ndarray, m: str) -> float | np.float64: # noqa: C901\n", " if \"entropy\" in m:\n", " return _compute_entropy_setup(sal_map, m)\n", " if m == \"ssd\":\n", " return compute_ssd(sal_map, ref_sal_map)\n", " if m == \"xcorr\":\n", " return compute_xcorr(sal_map, ref_sal_map)\n", " if m == \"iou_coverage\":\n", " return compute_iou_coverage(sal_map, ref_sal_map)\n", " if m == \"sal_coverage\":\n", " return compute_saliency_coverage(sal_map, ref_sal_map)\n", " if m == \"gt_coverage\":\n", " return compute_ground_truth_coverage(sal_map, ref_sal_map)\n", " return np.nan\n", "\n", "\n", "def create_binary_mask(bbox: Sequence[int], img_size: tuple[int, int]) -> np.ndarray:\n", " \"\"\"Creates a binary mask where pixels inside the given bounding box are 1 and the rest are 0.\n", "\n", " Args:\n", " bbox (list or tuple): Bounding box in the form [x1, y1, x2, y2], where:\n", " - (x1, y1) is the top-left corner.\n", " - (x2, y2) is the bottom-right corner.\n", " img_size (tuple): Size of the image as (height, width).\n", "\n", " Returns:\n", " np.ndarray: A binary mask of shape (height, width), where pixels inside the bbox are 1.\n", " \"\"\"\n", " # Unpack bounding box coordinates\n", " x1, y1, x2, y2 = map(int, bbox) # Ensure integer values\n", "\n", " # Create an empty mask\n", " mask = np.zeros(img_size, dtype=np.uint8)\n", "\n", " # Set pixels inside the bounding box to 1\n", " mask[y1:y2, x1:x2] = 1\n", "\n", " return mask\n", "\n", "\n", "def compute_iou(box1: torch.Tensor, boxes2: torch.Tensor) -> torch.Tensor:\n", " \"\"\"Computes IoU (Intersection over Union) between a single box and multiple boxes.\n", "\n", " Args:\n", " box1 (torch.Tensor): Single bounding box (4,).\n", " boxes2 (torch.Tensor): Multiple bounding boxes (N, 4).\n", "\n", " Returns:\n", " torch.Tensor: IoU scores (N,).\n", " \"\"\"\n", " # Compute intersection coordinates\n", " inter_x1 = torch.max(box1[0], boxes2[:, 0])\n", " inter_y1 = torch.max(box1[1], boxes2[:, 1])\n", " inter_x2 = torch.min(box1[2], boxes2[:, 2])\n", " inter_y2 = torch.min(box1[3], boxes2[:, 3])\n", "\n", " # Compute intersection area\n", " inter_area = (inter_x2 - inter_x1).clamp(0) * (inter_y2 - inter_y1).clamp(0)\n", "\n", " # Compute areas of both boxes\n", " area1 = (box1[2] - box1[0]) * (box1[3] - box1[1])\n", " area2 = (boxes2[:, 2] - boxes2[:, 0]) * (boxes2[:, 3] - boxes2[:, 1])\n", "\n", " # Compute union area\n", " union_area = area1 + area2 - inter_area\n", "\n", " # Compute IoU\n", " return inter_area / union_area.clamp(min=1e-6)\n", "\n", "\n", "def get_best_iou_bbox(\n", " detection: torch.Tensor | Sequence,\n", " yolo_target: YOLODetectionTarget,\n", ") -> tuple[torch.Tensor, torch.Tensor]:\n", " \"\"\"Finds the ground truth bounding box from YOLODetectionTarget that has the highest IoU with the given detection.\n", "\n", " Args:\n", " detection (list or torch.Tensor): Bounding box in the form [x1, y1, x2, y2].\n", " yolo_target (YOLODetectionTarget): Object containing ground truth boxes.\n", "\n", " Returns:\n", " tuple: (best_bbox, best_label)\n", " - best_bbox (torch.Tensor): The ground truth bbox with the highest IoU.\n", " - best_label (torch.Tensor): The class label of the best bbox.\n", " \"\"\"\n", " # Convert detection to a tensor if not already\n", " detection = torch.tensor(detection, dtype=torch.float32)\n", "\n", " # Extract ground truth bounding boxes\n", " gt_boxes = yolo_target.boxes # Shape: (num_boxes, 4)\n", "\n", " # Compute IoU with all ground truth boxes\n", " ious = compute_iou(detection, gt_boxes)\n", "\n", " # Find the index of the highest IoU\n", " best_idx = int(torch.argmax(ious).item())\n", " # best_iou = ious[best_idx].item()\n", "\n", " # Retrieve the best matching bbox and label\n", " best_bbox = gt_boxes[best_idx]\n", " best_label = yolo_target.labels[best_idx]\n", "\n", " return best_bbox, best_label" ] }, { "cell_type": "markdown", "id": "e5a0077a-6eb1-4444-99a9-e78ec1709c42", "metadata": {}, "source": [ "### Saliency Generation\n", "\n", "Following the metric utils setup, we loop through both the `GaussianBlurPerturber` and `SaltNoisePerturber` perturbed datasets to generate predictions, compute saliency maps, and compute the related metric values." ] }, { "cell_type": "code", "execution_count": 13, "id": "26141912-5a7e-4827-9a84-8a32c3a3af02", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GaussianBlurPerturber_ksize_1\n", "GaussianBlurPerturber_ksize_11\n", "No detections found for image 12 with GaussianBlurPerturber_ksize_11\n", "GaussianBlurPerturber_ksize_21\n", "No detections found for image 12 with GaussianBlurPerturber_ksize_21\n", "No detections found for image 23 with GaussianBlurPerturber_ksize_21\n", "No detections found for image 25 with GaussianBlurPerturber_ksize_21\n", "GaussianBlurPerturber_ksize_31\n", "No detections found for image 4 with GaussianBlurPerturber_ksize_31\n", "No detections found for image 5 with GaussianBlurPerturber_ksize_31\n", "No detections found for image 12 with GaussianBlurPerturber_ksize_31\n", "No detections found for image 18 with GaussianBlurPerturber_ksize_31\n", "No detections found for image 23 with GaussianBlurPerturber_ksize_31\n", "No detections found for image 25 with GaussianBlurPerturber_ksize_31\n", "GaussianBlurPerturber_ksize_41\n", "No detections found for image 4 with GaussianBlurPerturber_ksize_41\n", "No detections found for image 12 with GaussianBlurPerturber_ksize_41\n", "No detections found for image 14 with GaussianBlurPerturber_ksize_41\n", "No detections found for image 18 with GaussianBlurPerturber_ksize_41\n", "No detections found for image 23 with GaussianBlurPerturber_ksize_41\n", "No detections found for image 25 with GaussianBlurPerturber_ksize_41\n", "SaltNoisePerturber_amount_0.0\n", "SaltNoisePerturber_amount_0.125\n", "SaltNoisePerturber_amount_0.25\n", "No detections found for image 12 with SaltNoisePerturber_amount_0.25\n", "SaltNoisePerturber_amount_0.375\n", "SaltNoisePerturber_amount_0.5\n", "No detections found for image 0 with SaltNoisePerturber_amount_0.5\n", "No detections found for image 5 with SaltNoisePerturber_amount_0.5\n", "No detections found for image 12 with SaltNoisePerturber_amount_0.5\n", "No detections found for image 16 with SaltNoisePerturber_amount_0.5\n" ] } ], "source": [ "from scipy.stats import pearsonr\n", "\n", "# Initialize tracking lists for results\n", "class_names = [\"pedestrian\", \"people\", \"bicycle\", \"car\", \"van\", \"truck\", \"tricycle\", \"awning-tricycle\", \"bus\", \"motor\"]\n", "threshold = 0.8 # Higher confidence threshold to reduce the amount of detections and decrease notebook execution time\n", "\n", "results = {}\n", "for transform in blur_augmentations + salt_augmentations:\n", " perturbation_type = transform.__class__.__name__\n", " perturb_param_name = \"ksize\" if perturbation_type == \"GaussianBlurPerturber\" else \"amount\"\n", " perturb_param_val = transform.ksize if perturbation_type == \"GaussianBlurPerturber\" else transform.amount\n", "\n", " perturb_key = f\"{perturbation_type}_{perturb_param_name}_{perturb_param_val}\"\n", " print(perturb_key)\n", " confs = np.empty(0)\n", " ssds = []\n", " xcorrs = []\n", " ious = []\n", " sal_coverages = []\n", " gt_coverages = []\n", " sal_maps = {}\n", " bboxes = {}\n", " truth_labels = {}\n", " truth_scores = {}\n", " perturbed_images = {}\n", " pred_scores = {}\n", " pred_labels = {}\n", " for i in range(len(maite_dataset)):\n", " # prep imagery\n", " ref_image, targets, metadata = maite_dataset[i]\n", " ref_image = np.asarray(ref_image)\n", " trans_img = transform(ref_image.transpose(1, 2, 0).astype(np.uint8))[0]\n", " # run model\n", " yolo_dets = maite_detector.detect_objects(np.expand_dims(trans_img, 0))\n", "\n", " if len(yolo_dets[0]) == 0:\n", " print(f\"No detections found for image {i} with {perturb_key}\")\n", " continue\n", "\n", " yolo_bboxes, yolo_scores = get_selected_dets_np(yolo_dets, range(10))\n", " confs = np.append(confs, np.max(yolo_scores, axis=1))\n", "\n", " # Compute correlations\n", "\n", " yolo_sal_maps = gen_drise(trans_img, yolo_bboxes, yolo_scores, maite_detector)\n", " sal_maps[i] = yolo_sal_maps\n", " gt_bboxes = []\n", " gt_labels = []\n", " for idx, sal_map in enumerate(yolo_sal_maps):\n", " gt_bbox, gt_label = get_best_iou_bbox(yolo_bboxes[idx], targets)\n", " gt_bboxes.append(gt_bbox.numpy())\n", " if gt_label.item() > len(class_names) - 1:\n", " gt_labels.append(\"n/a\")\n", " else:\n", " gt_labels.append(class_names[gt_label.item()])\n", " if ref_image.ndim == 3 and ref_image.shape[0] <= 3:\n", " ref_image = np.transpose(ref_image, (1, 2, 0))\n", "\n", " gt_mask = create_binary_mask(gt_bbox, ref_image.shape[0:2]).astype(\n", " np.float64,\n", " )\n", " sal_map_mask = (sal_map > threshold).astype(np.float64)\n", " ious.append(\n", " round(\n", " _compute_metric(sal_map_mask, gt_mask, \"iou_coverage\"),\n", " 5,\n", " ),\n", " )\n", " sal_coverages.append(\n", " round(\n", " _compute_metric(sal_map_mask, gt_mask, \"sal_coverage\"),\n", " 5,\n", " ),\n", " )\n", " gt_coverages.append(\n", " round(\n", " _compute_metric(sal_map_mask, gt_mask, \"gt_coverage\"),\n", " 5,\n", " ),\n", " )\n", " ssds.append(\n", " round(\n", " _compute_metric(sal_map_mask, gt_mask, \"ssd\"),\n", " 5,\n", " ),\n", " )\n", " xcorrs.append(\n", " round(\n", " _compute_metric(sal_map_mask, gt_mask, \"xcorr\"),\n", " 5,\n", " ),\n", " )\n", "\n", " bboxes[i] = gt_bboxes\n", " truth_labels[i] = gt_labels\n", " pred_labels[i] = [class_names[score] for score in yolo_scores.argmax(axis=1)]\n", " pred_scores[i] = yolo_scores.max(axis=1)\n", " perturbed_images[i] = trans_img\n", "\n", " correlations = {}\n", " confs = confs.flatten()\n", " for metric_name, metric_values in zip(\n", " [\"ssd\", \"xcorr\", \"iou\", \"sal_coverage\", \"gt_coverage\"],\n", " [np.asarray(ssds), np.asarray(xcorrs), np.asarray(ious), np.asarray(sal_coverages), np.asarray(gt_coverages)],\n", " strict=False,\n", " ):\n", " mask = ~np.isnan(metric_values) & ~np.isinf(metric_values)\n", " filtered_metric_values = metric_values[mask]\n", " filtered_confs = confs[mask]\n", "\n", " if np.std(confs) == 0:\n", " print(\"Pearson correlation is undefined (zero variance).\")\n", " continue\n", "\n", " if len(filtered_metric_values) < 2:\n", " correlations[f\"corr_conf_{metric_name}\"] = np.nan\n", " else:\n", " correlations[f\"corr_conf_{metric_name}\"] = pearsonr(\n", " filtered_confs,\n", " filtered_metric_values,\n", " )[0]\n", " # Store results\n", " correlation_results = {\n", " \"perturber\": perturbation_type,\n", " \"param_value\": perturb_param_val,\n", " \"bboxes\": bboxes,\n", " \"truth_labels\": truth_labels,\n", " \"pred_labels\": pred_labels,\n", " \"pred_scores\": pred_scores,\n", " \"sal_maps\": sal_maps,\n", " \"perturbed_images\": perturbed_images,\n", " **correlations,\n", " }\n", " results[perturb_key] = correlation_results" ] }, { "cell_type": "code", "execution_count": 14, "id": "a70b7f9f-b69b-4f59-b57d-5efed5d07613", "metadata": {}, "outputs": [], "source": [ "from matplotlib.axes import Axes\n", "from matplotlib.figure import Figure\n", "from matplotlib.patches import Rectangle\n", "\n", "\n", "def visualize_saliency( # noqa: C901\n", " pert_images: list[np.ndarray],\n", " truth_labels: list[str],\n", " bboxess: list[np.ndarray],\n", " sal_maps_1: list[np.ndarray],\n", " pred_labels_1: list[str],\n", " pred_scores_1: list[float],\n", " perturb_param: str,\n", " perturb_values: list[float],\n", " title: str,\n", " bbox_id: int,\n", ") -> tuple[Figure, list[Axes]]:\n", " \"\"\"Visualize reference image and corresponding saliency maps.\n", "\n", " This function creates the visualization for the NRTK-XAITK quick task.\n", " It has three columns: a perturbed image, the saliency with respect to the true\n", " class, and the saliency with respect to the predicted class.\n", " This is repeated for the variable number of perturbations provided. For the quick task,\n", " the first 'perturbation' was the unperturbed, baseline image. All arguments are lists\n", "\n", " Returns:\n", " tuple: (figure object, list of axis objects)\n", " \"\"\"\n", " # Determine layout dimensions\n", " n_cols = 2\n", " n_rows = len(pert_images)\n", "\n", " fontsize = 20\n", " fontdiff = 4\n", "\n", " # Create figure and axes grid\n", " fig, axes = plt.subplots(n_rows, n_cols, figsize=(n_cols * 4, n_rows * 3))\n", "\n", " axes = axes.flatten()\n", " correct_bbox = bboxess[0][bbox_id]\n", " for (\n", " perturb_index,\n", " pert_image,\n", " truth_label,\n", " bboxes,\n", " sal_map_1,\n", " pred_label_1,\n", " pred_score_1,\n", " perturb_value,\n", " ) in zip(\n", " range(n_rows),\n", " pert_images,\n", " truth_labels,\n", " bboxess,\n", " sal_maps_1,\n", " pred_labels_1,\n", " pred_scores_1,\n", " perturb_values,\n", " strict=False,\n", " ):\n", " matching_bbox = None\n", " matching_idx = None\n", " for idx, bbox in enumerate(bboxes):\n", " if np.allclose(bbox, correct_bbox):\n", " matching_bbox = bbox\n", " matching_idx = idx\n", " break\n", " if matching_bbox is None:\n", " print(\"Couldn't find matching bbox\")\n", " return None\n", " x_1, y_1 = matching_bbox[0], matching_bbox[1]\n", " x_2, y_2 = matching_bbox[2], matching_bbox[3]\n", " base_ind = perturb_index * n_cols\n", " for spine in axes[base_ind].spines.values():\n", " spine.set_visible(False)\n", "\n", " axes[base_ind].add_patch(\n", " Rectangle((x_1, y_1), x_2 - x_1, y_2 - y_1, linewidth=1, edgecolor=\"r\", facecolor=\"none\"),\n", " )\n", " axes[base_ind].imshow(pert_image)\n", " axes[base_ind].set_xticks([])\n", " axes[base_ind].set_yticks([])\n", " if perturb_index == 0:\n", " axes[base_ind].text(\n", " 0.5,\n", " 1.1,\n", " \"Perturb Value\",\n", " transform=axes[base_ind].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind].text(\n", " 0.5,\n", " 0.99,\n", " f\"{perturb_param}: {round(perturb_value, ndigits=3)}\",\n", " transform=axes[base_ind].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize - fontdiff,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind + 1].set_axis_off()\n", "\n", " color_1 = \"green\" if truth_label[matching_idx] == pred_label_1[matching_idx] else \"red\"\n", "\n", " # Saliency of First Object\n", " axes[base_ind + 1].add_patch(\n", " Rectangle((x_1, y_1), x_2 - x_1, y_2 - y_1, linewidth=1, edgecolor=\"r\", facecolor=\"none\"),\n", " )\n", " axes[base_ind + 1].imshow(pert_image, alpha=0.7)\n", " axes[base_ind + 1].imshow(sal_map_1[matching_idx], cmap=\"jet\", alpha=0.3)\n", " if perturb_index == 0:\n", " axes[base_ind + 1].text(\n", " 0.5,\n", " 1.3,\n", " f\"Truth: {truth_label[matching_idx]}\",\n", " transform=axes[base_ind + 1].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind + 1].text(\n", " 0.5,\n", " 0.99,\n", " f\"Prediction: {pred_label_1[matching_idx]}\\nScore: {pred_score_1[matching_idx]:.2f}\",\n", " transform=axes[base_ind + 1].transAxes,\n", " color=color_1,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize - fontdiff,\n", " fontweight=\"bold\",\n", " )\n", "\n", " plt.tight_layout(rect=[0, 0, 1, 0.95])\n", " fig.suptitle(title, fontsize=fontsize + 2, fontweight=\"bold\")\n", " fig.subplots_adjust(wspace=0.00, hspace=0.3)\n", " return fig, axes" ] }, { "cell_type": "code", "execution_count": 15, "id": "54be910c-4073-4a1e-b970-6cb25d910ce8", "metadata": {}, "outputs": [ { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blur_perturbation_values = [aug.ksize for aug in blur_augmentations]\n", "\n", "_, ax = visualize_saliency(\n", " [\n", " results[f\"GaussianBlurPerturber_ksize_{int(val)}\"][\"perturbed_images\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results[f\"GaussianBlurPerturber_ksize_{int(val)}\"][\"truth_labels\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [results[f\"GaussianBlurPerturber_ksize_{int(val)}\"][\"bboxes\"][example_img_id] for val in blur_perturbation_values],\n", " [\n", " results[f\"GaussianBlurPerturber_ksize_{int(val)}\"][\"sal_maps\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results[f\"GaussianBlurPerturber_ksize_{int(val)}\"][\"pred_labels\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results[f\"GaussianBlurPerturber_ksize_{int(val)}\"][\"pred_scores\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " \"ksize\",\n", " blur_perturbation_values,\n", " \"Gaussian Blur\",\n", " 0,\n", ")" ] }, { "cell_type": "markdown", "id": "1b838372", "metadata": {}, "source": [ "From the experiment results, we can see that increasing the blur intensity has little to no impact on detection performance. The confidence score decreases only slightly, indicating that the detection remains highly reliable.\n", "\n", "This robustness can be explained by two key factors:\n", "\n", "- **Object Size** – Larger objects in the scene are less sensitive to blur effects.\n", "- **Object Location** – The position of the object within the image contributes to maintaining stable detection confidence.\n", "\n", "As a result, even with higher levels of blur, the saliency map shows more focused clustering on the detected object. This effect is especially noticeable when smaller pedestrian objects are also present in the scene, making the main object stand out more clearly under blur conditions." ] }, { "cell_type": "code", "execution_count": 16, "id": "488d5bc1-f2ad-4b79-9d40-59429ff74951", "metadata": {}, "outputs": [ { "data": { "image/jpeg": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "salt_perturbation_values = [aug.amount for aug in salt_augmentations]\n", "salt_perturbation_values = salt_perturbation_values[:-1] # exclude the last one due to no predicted detections\n", "\n", "fig, ax = visualize_saliency(\n", " [\n", " results[f\"SaltNoisePerturber_amount_{val}\"][\"perturbed_images\"][example_img_id]\n", " for val in salt_perturbation_values\n", " ],\n", " [results[f\"SaltNoisePerturber_amount_{val}\"][\"truth_labels\"][example_img_id] for val in salt_perturbation_values],\n", " [results[f\"SaltNoisePerturber_amount_{val}\"][\"bboxes\"][example_img_id] for val in salt_perturbation_values],\n", " [results[f\"SaltNoisePerturber_amount_{val}\"][\"sal_maps\"][example_img_id] for val in salt_perturbation_values],\n", " [results[f\"SaltNoisePerturber_amount_{val}\"][\"pred_labels\"][example_img_id] for val in salt_perturbation_values],\n", " [results[f\"SaltNoisePerturber_amount_{val}\"][\"pred_scores\"][example_img_id] for val in salt_perturbation_values],\n", " \"amount\",\n", " salt_perturbation_values,\n", " \"Salt Noise\",\n", " 0,\n", ")" ] }, { "cell_type": "markdown", "id": "496438f4", "metadata": {}, "source": [ "When adding even a small amount of salt noise, the detection performance changes drastically. Unlike blur, salt noise causes the confidence score to drop sharply, making the detection far less reliable.\n", "\n", "Observations from the set of results above (each example after the first one adds in an incremental amount of salt noise):\n", "\n", "- The first example is the unperturbed predicted detection.\n", "- In the second example, the model shifts its attention to ``pedestrian`` focused areas as soon as a slight amount of salt noise is introduced.\n", "- In the third example, the model loses focus again and shifts attention to irrelevant areas — in this case, clustering around a random region near the top-right of the image.\n", "- In the fourth example, the model focuses on a random region in the top-left of the image similar to the second example. \n", "\n", "This shows that the model is highly sensitive to salt noise, which disrupts the feature patterns, leading to inconsistent detections." ] }, { "cell_type": "markdown", "id": "125f956b", "metadata": {}, "source": [ "## Conclusion\n", "\n", "Based on visualizing the saliency maps on two different perturbed object detection image samples, we were able to observe how the model's predictions reinforced larger detections as the blur intensity increased. On the other hand, we also observed how a small amount of salt noise could throw away the predictive accuracy and consistency of the model by shifting focus to regions of the image that were away from the target object class.\n", "\n", "Similarly, through this NRTK-XAITK Perturbation Saliency analysis, we presented an end-to-end workflow that enables modular interpretability and explainability of an Object Detection model's and dataset's robustness to natural or physics-based perturbations." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }