From ce61298f01d55402cdf4d132392958f28f37ee99 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 14:14:56 +0300 Subject: [PATCH 01/20] Classification support (WIP) --- ...lassification_torchvision_caltech101.ipynb | 259 ++++++++++++++++++ ...sification_torchvision_fashion_mnist.ipynb | 222 +++++++++++++++ requirements.txt | 1 + .../batch_processors/classification.py | 25 ++ .../formatters/classification.py | 72 +++++ .../preprocessors/classification.py | 46 ++++ src/data_gradients/config/classification.yaml | 10 + src/data_gradients/config/data/data_config.py | 5 + src/data_gradients/config/data/questions.py | 79 +++++- .../feature_extractors/__init__.py | 2 + .../classification/__init__.py | 6 + .../classification/class_distribution.py | 79 ++++++ .../managers/classification_manager.py | 108 ++++++++ .../utils/data_classes/data_samples.py | 20 ++ .../classification/test_class_distribution.py | 89 ++++++ 15 files changed, 1022 insertions(+), 1 deletion(-) create mode 100644 examples/classification_torchvision_caltech101.ipynb create mode 100644 examples/classification_torchvision_fashion_mnist.ipynb create mode 100644 src/data_gradients/batch_processors/classification.py create mode 100644 src/data_gradients/batch_processors/formatters/classification.py create mode 100644 src/data_gradients/batch_processors/preprocessors/classification.py create mode 100644 src/data_gradients/config/classification.yaml create mode 100644 src/data_gradients/feature_extractors/classification/__init__.py create mode 100644 src/data_gradients/feature_extractors/classification/class_distribution.py create mode 100644 src/data_gradients/managers/classification_manager.py create mode 100644 tests/unit_tests/feature_extractors/classification/test_class_distribution.py diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb new file mode 100644 index 00000000..38da0db9 --- /dev/null +++ b/examples/classification_torchvision_caltech101.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true, + "pycharm": { + "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2023-07-10T11:10:24.977594200Z", + "start_time": "2023-07-10T11:10:23.480515100Z" + } + }, + "outputs": [], + "source": [ + "import data_gradients\n", + "import torchvision" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [], + "source": [ + "from torchvision.datasets.caltech import Caltech101\n", + "from torchvision.transforms import Compose, ToTensor\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:10:24.993592900Z", + "start_time": "2023-07-10T11:10:24.979594200Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "data": { + "text/plain": "0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "158acd46097a4775af9a9882dccf8264" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Extracting ./data\\caltech101\\101_ObjectCategories.tar.gz to ./data\\caltech101\n" + ] + }, + { + "data": { + "text/plain": "0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "69dfac1f311b45d085d14274afce7756" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Extracting ./data\\caltech101\\Annotations.tar to ./data\\caltech101\n" + ] + }, + { + "data": { + "text/plain": "8677" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train = Caltech101(root='./data', download=True, transform=Compose([ToTensor()]))\n", + "\n", + "len(train)\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:11:15.160623900Z", + "start_time": "2023-07-10T11:10:26.725841500Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:data_gradients.utils.summary_writer:`log_dir` was not set, so the logs will be saved in D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", + "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n", + "INFO:data_gradients.managers.abstract_manager:Running with `batches_early_stop=999`: Only the first 999 batches will be analyzed.\n" + ] + } + ], + "source": [ + "from torch.utils.data import DataLoader\n", + "from data_gradients.managers.classification_manager import ClassificationAnalysisManager\n", + "\n", + "manager = ClassificationAnalysisManager(\n", + " train_data=DataLoader(train),\n", + " report_title='Caltech101',\n", + " class_names=train.categories,\n", + ")\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:11:59.512773200Z", + "start_time": "2023-07-10T11:11:59.366774900Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 6, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - Executing analysis with: \n", + " - batches_early_stop: 999 \n", + " - len(train_data): 8677 \n", + " - len(val_data): None \n", + " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-141159 \n", + " - feature extractor list: {'Image Features': [SummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Analyzing... : 100%|██████████| 999/999 [00:11<00:00, 90.67it/s] \n", + "Summarizing... : 0%| | 0/2 [00:00", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "manager.run()\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:12:15.607974500Z", + "start_time": "2023-07-10T11:12:01.308362400Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:03:18.730499300Z", + "start_time": "2023-07-10T11:03:18.716500100Z" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/classification_torchvision_fashion_mnist.ipynb b/examples/classification_torchvision_fashion_mnist.ipynb new file mode 100644 index 00000000..f468fddf --- /dev/null +++ b/examples/classification_torchvision_fashion_mnist.ipynb @@ -0,0 +1,222 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true, + "pycharm": { + "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2023-07-10T11:03:10.650375100Z", + "start_time": "2023-07-10T11:03:09.056259900Z" + } + }, + "outputs": [], + "source": [ + "import data_gradients\n", + "import torchvision" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [], + "source": [ + "from torchvision.datasets.mnist import FashionMNIST\n", + "from torchvision.transforms import Compose, ToTensor\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:03:10.665373300Z", + "start_time": "2023-07-10T11:03:10.651380100Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "data": { + "text/plain": "(60000, 10000)" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train = FashionMNIST(root='./data', train=True, download=True, transform=Compose([ToTensor()]))\n", + "valid = FashionMNIST(root='./data', train=False, download=True, transform=Compose([ToTensor()]))\n", + "\n", + "len(train), len(valid)\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:03:10.736968600Z", + "start_time": "2023-07-10T11:03:10.668372400Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 4, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:data_gradients.utils.summary_writer:`log_dir` was not set, so the logs will be saved in D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", + "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n", + "INFO:data_gradients.managers.abstract_manager:Running with `batches_early_stop=999`: Only the first 999 batches will be analyzed.\n" + ] + } + ], + "source": [ + "from torch.utils.data import DataLoader\n", + "from data_gradients.managers.classification_manager import ClassificationAnalysisManager\n", + "\n", + "manager = ClassificationAnalysisManager(\n", + " train_data=DataLoader(train),\n", + " val_data=DataLoader(valid),\n", + " report_title='Fashion MNIST',\n", + " class_names=train.classes,\n", + " n_image_channels=1,\n", + ")\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:03:13.373160300Z", + "start_time": "2023-07-10T11:03:10.739967900Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - Executing analysis with: \n", + " - batches_early_stop: 999 \n", + " - len(train_data): 60000 \n", + " - len(val_data): 10000 \n", + " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-140313 \n", + " - feature extractor list: {'Image Features': [SummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Analyzing... : 100%|██████████| 999/999 [00:01<00:00, 904.41it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:01<00:00, 1.54it/s]\n", + "WARNING:data_gradients.utils.summary_writer:1/5 features could not be processed.\n", + "You can find more information about what happened in D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-140313\\errors.json\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset successfully analyzed!\n", + "Starting to write the report, this may take around 10 seconds...\n", + "****************************************************************************************************\n", + "We have finished evaluating your dataset!\n", + "\n", + "The cache of your DataConfig object can be found in:\n", + " - C:\\Users\\blood\\AppData\\Local\\Deci\\DataGradients\\Cache\\Fashion_MNIST.json\n", + "\n", + "The results can be seen in:\n", + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-140313\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "manager.run()\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:03:18.715499Z", + "start_time": "2023-07-10T11:03:13.377160Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T11:03:18.730499300Z", + "start_time": "2023-07-10T11:03:18.716500100Z" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/requirements.txt b/requirements.txt index 43d0f59c..58fa43ce 100644 --- a/requirements.txt +++ b/requirements.txt @@ -17,3 +17,4 @@ seaborn xhtml2pdf jinja2 imagededup +jupyter-ui-poll==0.2.2 diff --git a/src/data_gradients/batch_processors/classification.py b/src/data_gradients/batch_processors/classification.py new file mode 100644 index 00000000..5095584a --- /dev/null +++ b/src/data_gradients/batch_processors/classification.py @@ -0,0 +1,25 @@ +from typing import List + +from data_gradients.batch_processors.adapters.dataset_adapter import DatasetAdapter +from data_gradients.batch_processors.base import BatchProcessor +from data_gradients.batch_processors.formatters.classification import ClassificationBatchFormatter +from data_gradients.batch_processors.preprocessors.classification import ClassificationBatchPreprocessor +from data_gradients.config.data.data_config import ClassificationDataConfig + + +class ClassificationBatchProcessor(BatchProcessor): + def __init__( + self, + *, + data_config: ClassificationDataConfig, + class_names: List[str], + class_names_to_use: List[str], + n_image_channels: int = 3, + ): + dataset_adapter = DatasetAdapter(data_config=data_config) + formatter = ClassificationBatchFormatter( + data_config=data_config, class_names=class_names, class_names_to_use=class_names_to_use, n_image_channels=n_image_channels + ) + preprocessor = ClassificationBatchPreprocessor(class_names=class_names, n_image_channels=n_image_channels) + + super().__init__(dataset_adapter=dataset_adapter, batch_formatter=formatter, batch_preprocessor=preprocessor) diff --git a/src/data_gradients/batch_processors/formatters/classification.py b/src/data_gradients/batch_processors/formatters/classification.py new file mode 100644 index 00000000..a3b65c6c --- /dev/null +++ b/src/data_gradients/batch_processors/formatters/classification.py @@ -0,0 +1,72 @@ +from typing import Tuple, Optional, Callable, List + +import torch +from torch import Tensor + +from data_gradients.batch_processors.utils import check_all_integers +from data_gradients.batch_processors.formatters.base import BatchFormatter +from data_gradients.batch_processors.formatters.utils import ensure_images_shape, ensure_channel_first, drop_nan +from data_gradients.config.data.data_config import DetectionDataConfig, ClassificationDataConfig +from data_gradients.batch_processors.formatters.utils import DatasetFormatError + + +class UnsupportedClassificationBatchFormatError(DatasetFormatError): + def __init__(self, str): + super().__init__(str) + + +class ClassificationBatchFormatter(BatchFormatter): + """Classification formatter class""" + + def __init__( + self, + data_config: ClassificationDataConfig, + class_names: List[str], + class_names_to_use: List[str], + n_image_channels: int, + ): + """ + :param class_names: List of all class names in the dataset. The index should represent the class_id. + :param class_names_to_use: List of class names that we should use for analysis. + :param n_image_channels: Number of image channels (3 for RGB, 1 for Gray Scale, ...) + """ + self.data_config = data_config + + class_names_to_use = set(class_names_to_use) + self.class_ids_to_use = [class_id for class_id, class_name in enumerate(class_names) if class_name in class_names_to_use] + + self.n_image_channels = n_image_channels + + def format(self, images: Tensor, labels: Tensor) -> Tuple[Tensor, Tensor]: + """Validate batch images and labels format, and ensure that they are in the relevant format for detection. + + :param images: Batch of images, in (BS, ...) format + :param labels: Batch of labels, in (BS) format + :return: + - images: Batch of images already formatted into (BS, C, H, W) + - labels: Batch of targets (BS) + """ + + images = ensure_channel_first(images, n_image_channels=self.n_image_channels) + images = ensure_images_shape(images, n_image_channels=self.n_image_channels) + labels = self.ensure_labels_shape(images=images, labels=labels) + + if 0 <= images.min() and images.max() <= 1: + images *= 255 + images = images.to(torch.uint8) + + return images, labels + + @staticmethod + def ensure_labels_shape(labels: Tensor, images: Tensor) -> Tensor: + """Make sure that the labels have the correct shape, i.e. (BS).""" + if torch.is_floating_point(labels): + raise UnsupportedClassificationBatchFormatError("Labels should be integers") + + if labels.ndim != 1: + raise UnsupportedClassificationBatchFormatError("Labels should be 1D tensor") + + if len(labels) != len(images): + raise UnsupportedClassificationBatchFormatError("Labels and images should have the same length") + + return labels diff --git a/src/data_gradients/batch_processors/preprocessors/classification.py b/src/data_gradients/batch_processors/preprocessors/classification.py new file mode 100644 index 00000000..8169b654 --- /dev/null +++ b/src/data_gradients/batch_processors/preprocessors/classification.py @@ -0,0 +1,46 @@ +from typing import Iterable, List +from torch import Tensor +import numpy as np +import time + +from data_gradients.utils.data_classes import DetectionSample +from data_gradients.batch_processors.preprocessors.base import BatchPreprocessor +from data_gradients.utils.data_classes.data_samples import ImageChannelFormat, ClassificationSample + + +class ClassificationBatchPreprocessor(BatchPreprocessor): + def __init__(self, class_names: List[str], n_image_channels:int): + """ + :param class_names: List of all class names in the dataset. The index should represent the class_id. + """ + if n_image_channels not in [1, 3]: + raise ValueError(f"n_image_channels should be either 1 or 3, but got {n_image_channels}") + self.class_names = class_names + self.n_image_channels = n_image_channels + + def preprocess(self, images: Tensor, labels: Tensor, split: str) -> Iterable[DetectionSample]: + """Group batch images and labels into a single ready-to-analyze batch object, including all relevant preprocessing. + + :param images: Batch of images already formatted into (BS, C, H, W) + :param labels: Batch of targets (BS) + :param split: Name of the split (train, val, test) + :return: Iterable of ready to analyse detection samples. + """ + images = np.uint8(np.transpose(images.cpu().numpy(), (0, 2, 3, 1))) + + # TODO: image_format is hard-coded here, but it should be refactored afterwards + image_format = {1: ImageChannelFormat.GRAYSCALE, 3: ImageChannelFormat.RGB}[self.n_image_channels] + + for image, target in zip(images, labels): + class_id = int(target) + + sample = ClassificationSample( + image=image, + class_id=class_id, + class_names=self.class_names, + split=split, + image_format=image_format, + sample_id=None, + ) + sample.sample_id = str(id(sample)) + yield sample diff --git a/src/data_gradients/config/classification.yaml b/src/data_gradients/config/classification.yaml new file mode 100644 index 00000000..a88ff7db --- /dev/null +++ b/src/data_gradients/config/classification.yaml @@ -0,0 +1,10 @@ +report_sections: + - name: Image Features + features: + - SummaryStats + - ImagesResolution + - ImageColorDistribution + - ImagesAverageBrightness + - name: Classification Features + features: + - ClassificationClassDistribution diff --git a/src/data_gradients/config/data/data_config.py b/src/data_gradients/config/data/data_config.py index 25213dee..2b22037b 100644 --- a/src/data_gradients/config/data/data_config.py +++ b/src/data_gradients/config/data/data_config.py @@ -128,6 +128,11 @@ def get_labels_extractor(self, question: Optional[Question] = None, hint: str = return TensorExtractorResolver.to_callable(tensor_extractor=self.labels_extractor) +@dataclass +class ClassificationDataConfig(DataConfig): + pass + + @dataclass class SegmentationDataConfig(DataConfig): pass diff --git a/src/data_gradients/config/data/questions.py b/src/data_gradients/config/data/questions.py index 81d6acfa..070eb808 100644 --- a/src/data_gradients/config/data/questions.py +++ b/src/data_gradients/config/data/questions.py @@ -1,4 +1,5 @@ from dataclasses import dataclass +from time import sleep from typing import Dict, Any, Optional, List @@ -34,18 +35,37 @@ def ask_question(question: Optional[Question], hint: str = "") -> Any: return question.options[answer] -def ask_user(main_question: str, options: List[str], optional_description: str = "") -> str: +def is_notebook() -> bool: + try: + from IPython import get_ipython + + shell = get_ipython().__class__.__name__ + if shell == "ZMQInteractiveShell": + return True # Jupyter notebook or qtconsole + elif shell == "TerminalInteractiveShell": + return False # Terminal running IPython + else: + return False # Other type (?) + except ImportError: + return False + except NameError: + return False # Probably standard Python interpreter + + +def ask_user_via_stdin(main_question: str, options: List[str], optional_description: str = "") -> str: """Prompt the user to choose an option from a list of options. :param main_question: The main question or instruction for the user. :param options: List of options to chose from. :param optional_description: Optional description to display to the user. :return: The chosen option (key from the options_described dictionary). """ + numbers_to_chose_from = range(len(options)) options_formatted = "\n".join([f"[{text_to_blue(number)}] | {option_description}" for number, option_description in zip(numbers_to_chose_from, options)]) user_answer = None + while user_answer not in numbers_to_chose_from: print("\n------------------------------------------------------------------------") print(f"{main_question}") @@ -68,4 +88,61 @@ def ask_user(main_question: str, options: List[str], optional_description: str = selected_option = options[user_answer] print(f"Great! You chose: {text_to_yellow(selected_option)}\n") + +def ask_user_via_jupyter(main_question: str, options: List[str], optional_description: str = "") -> str: + numbers_to_chose_from = range(len(options)) + + options_formatted = "\n".join([f"[{text_to_blue(number)}] | {option_description}" for number, option_description in zip(numbers_to_chose_from, options)]) + + user_answer = None + + print("\n------------------------------------------------------------------------") + print(f"{main_question}") + print("------------------------------------------------------------------------") + if optional_description: + print(optional_description) + print("\nOptions:") + print(options_formatted) + print("") + + import ipywidgets as widgets + from IPython.display import display + from jupyter_ui_poll import ui_events + + for i, option in enumerate(options): + button = widgets.Button(description=option) + button.value = i + output = widgets.Output() + + display(button, output) + + def on_button_clicked(b): + with output: + nonlocal user_answer + user_answer = b.value + print("You selected option: " + b.value) + + button.on_click(on_button_clicked) + + with ui_events() as poll: + while user_answer is None: + poll(10) + + selected_option = options[user_answer] + print(f"Great! You chose: {text_to_yellow(selected_option)}\n") return selected_option + + +def ask_user(main_question: str, options: List[str], optional_description: str = "") -> str: + """Prompt the user to choose an option from a list of options. + Depending on the environment, the user will be prompted via stdin or via a Jupyter widget. + :param main_question: The main question or instruction for the user. + :param options: List of options to chose from. + :param optional_description: Optional description to display to the user. + :return: The chosen option (key from the options_described dictionary). + """ + + if is_notebook(): + return ask_user_via_jupyter(main_question, options, optional_description) + else: + return ask_user_via_stdin(main_question, options, optional_description) diff --git a/src/data_gradients/feature_extractors/__init__.py b/src/data_gradients/feature_extractors/__init__.py index 98fd3735..ec08becf 100644 --- a/src/data_gradients/feature_extractors/__init__.py +++ b/src/data_gradients/feature_extractors/__init__.py @@ -21,6 +21,7 @@ DetectionSampleVisualization, DetectionBoundingBoxIoU, ) +from .classification import ClassificationClassDistribution __all__ = [ "ImageDuplicates", @@ -46,4 +47,5 @@ "DetectionClassesPerImageCount", "DetectionSampleVisualization", "DetectionBoundingBoxIoU", + "ClassificationClassDistribution", ] diff --git a/src/data_gradients/feature_extractors/classification/__init__.py b/src/data_gradients/feature_extractors/classification/__init__.py new file mode 100644 index 00000000..b40966db --- /dev/null +++ b/src/data_gradients/feature_extractors/classification/__init__.py @@ -0,0 +1,6 @@ +from .class_distribution import ClassificationClassDistribution + + +__all__ = [ + "ClassificationClassDistribution", +] diff --git a/src/data_gradients/feature_extractors/classification/class_distribution.py b/src/data_gradients/feature_extractors/classification/class_distribution.py new file mode 100644 index 00000000..0ba2c5ad --- /dev/null +++ b/src/data_gradients/feature_extractors/classification/class_distribution.py @@ -0,0 +1,79 @@ +import collections + +import pandas as pd + +from data_gradients.common.registry.registry import register_feature_extractor +from data_gradients.feature_extractors.abstract_feature_extractor import Feature +from data_gradients.utils.data_classes.data_samples import ClassificationSample +from data_gradients.visualize.seaborn_renderer import BarPlotOptions +from data_gradients.feature_extractors.abstract_feature_extractor import AbstractFeatureExtractor + + +@register_feature_extractor() +class ClassificationClassDistribution(AbstractFeatureExtractor): + """Feature Extractor to count the number of labels of each class.""" + + def __init__(self): + self.data = [] + + def update(self, sample: ClassificationSample): + class_name = sample.class_names[sample.class_id] + self.data.append( + { + "split": sample.split, + "class_id": sample.class_id, + "class_name": class_name, + } + ) + + def aggregate(self) -> Feature: + df = pd.DataFrame(self.data) + + # Include ("class_name", "split", "n_appearance") + df_class_count = df.groupby(["class_name", "class_id", "split"]).size().reset_index(name="n_appearance") + all_class_names = df_class_count["class_name"].unique() + + # Height of the plot is proportional to the number of classes + n_unique = len(all_class_names) + figsize_x = 10 + figsize_y = min(max(6, int(n_unique * 0.3)), 175) + + plot_options = BarPlotOptions( + x_label_key="n_appearance", + x_label_name="Class support (# of samples)", + y_label_key="class_name", + y_label_name="Class", + order_key="class_id", + title=self.title, + figsize=(figsize_x, figsize_y), + x_ticks_rotation=None, + labels_key="split", + orient="h", + tight_layout=True, + ) + + json = {} + for split in df["split"].unique(): + empty_dict = {class_name: 0 for class_name in all_class_names} + counter = collections.Counter(empty_dict) + counter.update(df[df["split"] == split]["class_name"]) + json[split] = dict(counter) + + feature = Feature( + data=df_class_count, + plot_options=plot_options, + json=json, + ) + return feature + + @property + def title(self) -> str: + return "Class distribution" + + @property + def description(self) -> str: + return ( + "Number of appearance of each class. This may highlight class distribution gap between training and validation splits. \n" + "For instance, if one of the class only appears in the validation set, you know in advance that your model won't be able to " + "learn to predict that class." + ) diff --git a/src/data_gradients/managers/classification_manager.py b/src/data_gradients/managers/classification_manager.py new file mode 100644 index 00000000..037a4ec6 --- /dev/null +++ b/src/data_gradients/managers/classification_manager.py @@ -0,0 +1,108 @@ +from typing import Optional, Iterable, Callable, List + +import torch + +from data_gradients.batch_processors.classification import ClassificationBatchProcessor +from data_gradients.config.data.data_config import ClassificationDataConfig +from data_gradients.config.data.typing import SupportedDataType, FeatureExtractorsType +from data_gradients.config.utils import get_grouped_feature_extractors +from data_gradients.managers.abstract_manager import AnalysisManagerAbstract + + +class ClassificationAnalysisManager(AnalysisManagerAbstract): + """Implementation of analysys manager for image classification task. + Definition of task name, task-related preprocessor and parsing related configuration file + """ + + def __init__( + self, + *, + report_title: str, + train_data: Iterable, + val_data: Optional[Iterable] = None, + report_subtitle: Optional[str] = None, + config_path: Optional[str] = None, + feature_extractors: Optional[FeatureExtractorsType] = None, + log_dir: Optional[str] = None, + use_cache: bool = False, + class_names: Optional[List[str]] = None, + class_names_to_use: Optional[List[str]] = None, + n_classes: Optional[int] = None, + images_extractor: Optional[Callable[[SupportedDataType], torch.Tensor]] = None, + labels_extractor: Optional[Callable[[SupportedDataType], torch.Tensor]] = None, + n_image_channels: int = 3, + batches_early_stop: int = 999, + remove_plots_after_report: Optional[bool] = True, + ): + """ + Constructor of detection manager which controls the analyzer + :param report_title: Title of the report. Will be used to save the report + :param report_subtitle: Subtitle of the report + :param class_names: List of all class names in the dataset. The index should represent the class_id. + :param class_names_to_use: List of class names that we should use for analysis. + :param n_classes: Number of classes. Mutually exclusive with `class_names`. + :param train_data: Iterable object contains images and labels of the training dataset + :param val_data: Iterable object contains images and labels of the validation dataset + :param config_path: Full path the hydra configuration file. If None, the default configuration will be used. Mutually exclusive + with feature_extractors + :param feature_extractors: One or more feature extractors to use. If None, the default configuration will be used. Mutually exclusive + with config_path + :param log_dir: Directory where to save the logs. By default uses the current working directory + :param batches_early_stop: Maximum number of batches to run in training (early stop) + :param use_cache: Whether to use cache or not for the configuration of the data. + :param images_extractor: Function extracting the image(s) out of the data output. + :param labels_extractor: Function extracting the label(s) out of the data output. + :param is_label_first: Whether the labels are in the first dimension or not. + > (class_id, x, y, w, h) for instance, as opposed to (x, y, w, h, class_id) + :param bbox_format: Format of the bounding boxes. 'xyxy', 'xywh' or 'cxcywh' + :param n_image_channels: Number of channels for each image in the dataset + :param remove_plots_after_report: Delete the plots from the report directory after the report is generated. By default, True + """ + if feature_extractors is not None and config_path is not None: + raise RuntimeError("`feature_extractors` and `config_path` cannot be specified at the same time") + + data_config = ClassificationDataConfig( + use_cache=use_cache, + images_extractor=images_extractor, + labels_extractor=labels_extractor, + ) + + # Check values of `n_classes` and `class_names` to define `class_names`. + if n_classes and class_names: + raise RuntimeError("`class_names` and `n_classes` cannot be specified at the same time") + elif n_classes is None and class_names is None: + raise RuntimeError("Either `class_names` or `n_classes` must be specified") + class_names = class_names if class_names else list(map(str, range(n_classes))) + + # Define `class_names_to_use` + if class_names_to_use: + invalid_class_names_to_use = set(class_names_to_use) - set(class_names) + if invalid_class_names_to_use != set(): + raise RuntimeError(f"You defined `class_names_to_use` with classes that are not listed in `class_names`: {invalid_class_names_to_use}") + class_names_to_use = class_names_to_use or class_names + + grouped_feature_extractors = get_grouped_feature_extractors( + default_config_name="classification", + config_path=config_path, + feature_extractors=feature_extractors, + ) + + batch_processor = ClassificationBatchProcessor( + data_config=data_config, + n_image_channels=n_image_channels, + class_names=class_names, + class_names_to_use=class_names_to_use, + ) + + super().__init__( + data_config=data_config, + report_title=report_title, + report_subtitle=report_subtitle, + train_data=train_data, + val_data=val_data, + batch_processor=batch_processor, + grouped_feature_extractors=grouped_feature_extractors, + log_dir=log_dir, + batches_early_stop=batches_early_stop, + remove_plots_after_report=remove_plots_after_report + ) diff --git a/src/data_gradients/utils/data_classes/data_samples.py b/src/data_gradients/utils/data_classes/data_samples.py index 9360bb01..11e32d6f 100644 --- a/src/data_gradients/utils/data_classes/data_samples.py +++ b/src/data_gradients/utils/data_classes/data_samples.py @@ -77,3 +77,23 @@ class DetectionSample(ImageSample): def __repr__(self): return f"DetectionSample(sample_id={self.sample_id}, image={self.image.shape}, bboxes_xyxy={self.bboxes_xyxy.shape}, class_ids={self.class_ids.shape})" + + +@dataclasses.dataclass +class ClassificationSample(ImageSample): + """ + This is a dataclass that represents a single classification sample of the dataset where input to the model is + a single image and the target is an image label. + + :attr sample_id: The unique identifier of the sample. Could be the image path or the image name. + :attr split: The name of the dataset split. Could be "train", "val", "test", etc. + :attr image: np.ndarray of shape [H,W,C] - The image as a numpy array with channels last. + :attr class_label: Class label (int) + :attr class_names: List of all class names in the dataset. The index should represent the class_id. + """ + + class_id: int + class_names: List[str] + + def __repr__(self): + return f"DetectionSample(sample_id={self.sample_id}, image={self.image.shape}, label={self.class_id})" diff --git a/tests/unit_tests/feature_extractors/classification/test_class_distribution.py b/tests/unit_tests/feature_extractors/classification/test_class_distribution.py new file mode 100644 index 00000000..de5b90e9 --- /dev/null +++ b/tests/unit_tests/feature_extractors/classification/test_class_distribution.py @@ -0,0 +1,89 @@ +import unittest + +import numpy as np + +from data_gradients.feature_extractors.classification.class_distribution import ClassificationClassDistribution +from data_gradients.utils.data_classes.data_samples import ImageChannelFormat, ClassificationSample +from data_gradients.visualize.seaborn_renderer import SeabornRenderer + + +class ClassificationClassDistributionTest(unittest.TestCase): + def setUp(self) -> None: + self.class_distribution = ClassificationClassDistribution() + + dummy_image = np.zeros((100, 100, 3), dtype=np.uint8) + class_names = ["class_1", "class_2", "class_3", "class_4"] + self.class_distribution.update(ClassificationSample( + sample_id="sample_1", + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + )) + + self.class_distribution.update(ClassificationSample( + sample_id="sample_2", + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=1, + class_names=class_names, + )) + self.class_distribution.update(ClassificationSample( + sample_id="sample_3", + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=2, + class_names=class_names, + )) + + self.class_distribution.update(ClassificationSample( + sample_id="sample_4", + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=3, + class_names=class_names, + )) + self.class_distribution.update(ClassificationSample( + sample_id="sample_5", + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + )) + + def test_update_and_aggregate(self): + # Create a sample SegmentationSample object for testing + output_json = self.class_distribution.aggregate().json + + expected_json = { + "train": { + "class_1": 1, + "class_2": 1, + "class_3": 1, + "class_4": 0, + }, + "valid": { + "class_1": 1, + "class_2": 0, + "class_3": 0, + "class_4": 1, + }, + } + + self.assertEqual(output_json, expected_json) + + def test_plot(self): + feature = self.class_distribution.aggregate() + sns = SeabornRenderer() + f = sns.render(feature.data, feature.plot_options) + f.show() + + + +if __name__ == "__main__": + unittest.main() From e5c8e57aeff9b475e3c13d28b446ef0ee3631a37 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 14:33:33 +0300 Subject: [PATCH 02/20] Added logging of the event if feature extractor failed --- src/data_gradients/managers/abstract_manager.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/data_gradients/managers/abstract_manager.py b/src/data_gradients/managers/abstract_manager.py index a49a5627..10e13227 100644 --- a/src/data_gradients/managers/abstract_manager.py +++ b/src/data_gradients/managers/abstract_manager.py @@ -157,6 +157,7 @@ def post_process(self, interrupted=False): feature_json = {"error": error_description} feature_error = f"Feature extraction error. Check out the log file for more details:
" f"{self.summary_writer.errors_path}" self.summary_writer.add_error(title=feature_extractor.title, error=error_description) + logger.error(f"Feature extraction error: {error_description}") if f is not None: image_name = feature_extractor.__class__.__name__ + ".png" From a115d3b8d47ea4ed940da6f4cc8c8bddb8a16f90 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 15:15:07 +0300 Subject: [PATCH 03/20] Fixing summary report for classification --- ...lassification_torchvision_caltech101.ipynb | 86 ++++--------------- ...sification_torchvision_fashion_mnist.ipynb | 36 ++++---- .../html/basic_info_fe_classification.html | 37 ++++++++ src/data_gradients/config/classification.yaml | 2 +- .../feature_extractors/__init__.py | 3 +- .../classification/__init__.py | 3 +- .../classification/summary.py | 79 +++++++++++++++++ .../managers/abstract_manager.py | 2 +- 8 files changed, 155 insertions(+), 93 deletions(-) create mode 100644 src/data_gradients/assets/html/basic_info_fe_classification.html create mode 100644 src/data_gradients/feature_extractors/classification/summary.py diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index 38da0db9..3e35e4db 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -7,10 +7,6 @@ "collapsed": true, "pycharm": { "name": "#%%\n" - }, - "ExecuteTime": { - "end_time": "2023-07-10T11:10:24.977594200Z", - "start_time": "2023-07-10T11:10:23.480515100Z" } }, "outputs": [], @@ -28,53 +24,18 @@ "from torchvision.transforms import Compose, ToTensor\n" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-07-10T11:10:24.993592900Z", - "start_time": "2023-07-10T11:10:24.979594200Z" - } + "collapsed": false } }, { "cell_type": "code", "execution_count": 3, "outputs": [ - { - "data": { - "text/plain": "0it [00:00, ?it/s]", - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "158acd46097a4775af9a9882dccf8264" - } - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Extracting ./data\\caltech101\\101_ObjectCategories.tar.gz to ./data\\caltech101\n" - ] - }, - { - "data": { - "text/plain": "0it [00:00, ?it/s]", - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "69dfac1f311b45d085d14274afce7756" - } - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", "text": [ - "Extracting ./data\\caltech101\\Annotations.tar to ./data\\caltech101\n" + "Files already downloaded and verified\n" ] }, { @@ -92,16 +53,12 @@ "len(train)\n" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-07-10T11:11:15.160623900Z", - "start_time": "2023-07-10T11:10:26.725841500Z" - } + "collapsed": false } }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "outputs": [ { "name": "stderr", @@ -124,16 +81,12 @@ ")\n" ], "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-07-10T11:11:59.512773200Z", - "start_time": "2023-07-10T11:11:59.366774900Z" - } + "collapsed": false } }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "outputs": [ { "name": "stdout", @@ -144,20 +97,21 @@ " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-141159 \n", - " - feature extractor list: {'Image Features': [SummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-151251 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 100%|██████████| 999/999 [00:11<00:00, 90.67it/s] \n", + "Analyzing... : 100%|██████████| 999/999 [00:10<00:00, 91.57it/s] \n", "Summarizing... : 0%| | 0/2 [00:00 + + + +

 

+ + + Train + + + Validation + + + + + + Images + {{train.num_samples}} + {{val.num_samples}} + + + Classes + {{train.classes_count}} + {{val.classes_count}} + + + Classes in use + {{train.classes_in_use}} + {{val.classes_in_use}} + + + Median image resolution + {{train.med_image_resolution}} + {{val.med_image_resolution}} + + + diff --git a/src/data_gradients/config/classification.yaml b/src/data_gradients/config/classification.yaml index a88ff7db..08739729 100644 --- a/src/data_gradients/config/classification.yaml +++ b/src/data_gradients/config/classification.yaml @@ -1,7 +1,7 @@ report_sections: - name: Image Features features: - - SummaryStats + - ClassificationSummaryStats - ImagesResolution - ImageColorDistribution - ImagesAverageBrightness diff --git a/src/data_gradients/feature_extractors/__init__.py b/src/data_gradients/feature_extractors/__init__.py index ec08becf..59f1f0ee 100644 --- a/src/data_gradients/feature_extractors/__init__.py +++ b/src/data_gradients/feature_extractors/__init__.py @@ -21,7 +21,7 @@ DetectionSampleVisualization, DetectionBoundingBoxIoU, ) -from .classification import ClassificationClassDistribution +from .classification import ClassificationClassDistribution, ClassificationSummaryStats __all__ = [ "ImageDuplicates", @@ -48,4 +48,5 @@ "DetectionSampleVisualization", "DetectionBoundingBoxIoU", "ClassificationClassDistribution", + "ClassificationSummaryStats", ] diff --git a/src/data_gradients/feature_extractors/classification/__init__.py b/src/data_gradients/feature_extractors/classification/__init__.py index b40966db..f1a7ce5a 100644 --- a/src/data_gradients/feature_extractors/classification/__init__.py +++ b/src/data_gradients/feature_extractors/classification/__init__.py @@ -1,6 +1,7 @@ from .class_distribution import ClassificationClassDistribution - +from .summary import ClassificationSummaryStats __all__ = [ "ClassificationClassDistribution", + "ClassificationSummaryStats" ] diff --git a/src/data_gradients/feature_extractors/classification/summary.py b/src/data_gradients/feature_extractors/classification/summary.py new file mode 100644 index 00000000..2120053b --- /dev/null +++ b/src/data_gradients/feature_extractors/classification/summary.py @@ -0,0 +1,79 @@ +import collections +import dataclasses +from typing import List + +import numpy as np +from jinja2 import Template + +from data_gradients.assets import assets +from data_gradients.common.registry.registry import register_feature_extractor +from data_gradients.feature_extractors import AbstractFeatureExtractor +from data_gradients.feature_extractors.abstract_feature_extractor import Feature +from data_gradients.utils.data_classes.data_samples import ClassificationSample + + +@dataclasses.dataclass +class ClassificationBasicStatistics: + + num_samples: int = 0 + classes_count: int = 0 + classes_in_use: int = 0 + classes: List[int] = dataclasses.field(default_factory=list) + images_resolutions: List[int] = dataclasses.field(default_factory=list) + med_image_resolution: int = 0 + + +@register_feature_extractor() +class ClassificationSummaryStats(AbstractFeatureExtractor): + """Extracts general summary statistics from images.""" + + def __init__(self): + super().__init__() + self.stats = {"train": ClassificationBasicStatistics(), "val": ClassificationBasicStatistics()} + + self.template = Template(source=assets.html.basic_info_fe_classification) + + def update(self, sample: ClassificationSample): + + basic_stats = self.stats[sample.split] + + height, width = sample.image.shape[:2] + basic_stats.images_resolutions.append([height, width]) + basic_stats.num_samples += 1 + basic_stats.classes_count = len(sample.class_names) + basic_stats.classes.append(sample.class_id) + + def aggregate(self) -> Feature: + for basic_stats in self.stats.values(): + if basic_stats.num_samples > 0: + basic_stats.classes_in_use = len(set(basic_stats.classes)) + + images_resolutions = np.array(basic_stats.images_resolutions) + areas = images_resolutions[:, 0] * images_resolutions[:, 1] + index_of_med = np.argsort(areas)[len(areas) // 2] + basic_stats.med_image_resolution = self.format_resolution(images_resolutions[index_of_med]) + basic_stats.num_samples = int(basic_stats.num_samples) + + # To support JSON - delete arrays + basic_stats.classes = None + + json_res = {k: dataclasses.asdict(v) for k, v in self.stats.items()} + + feature = Feature( + data=None, + plot_options=None, + json=json_res, + ) + return feature + + @property + def title(self) -> str: + return "General Statistics" + + @property + def description(self) -> str: + return self.template.render(**self.stats) + + @staticmethod + def format_resolution(array: np.ndarray) -> str: + return "x".join([str(int(x)) for x in array]) diff --git a/src/data_gradients/managers/abstract_manager.py b/src/data_gradients/managers/abstract_manager.py index 10e13227..75a3bb0e 100644 --- a/src/data_gradients/managers/abstract_manager.py +++ b/src/data_gradients/managers/abstract_manager.py @@ -157,7 +157,7 @@ def post_process(self, interrupted=False): feature_json = {"error": error_description} feature_error = f"Feature extraction error. Check out the log file for more details:
" f"{self.summary_writer.errors_path}" self.summary_writer.add_error(title=feature_extractor.title, error=error_description) - logger.error(f"Feature extraction error: {error_description}") + logger.error(f"Feature extractor {feature_extractor} error: {error_description}") if f is not None: image_name = feature_extractor.__class__.__name__ + ".png" From d385a224f6e53eac7aeb70ca5de54b29e44ef300 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 15:41:45 +0300 Subject: [PATCH 04/20] Remove default value batches_early_stop for ClassificationAnalysisManager --- ...lassification_torchvision_caltech101.ipynb | 120 ++++++++---------- ...sification_torchvision_fashion_mnist.ipynb | 43 +++---- .../common/image_color_distribution.py | 2 + .../managers/classification_manager.py | 4 +- 4 files changed, 81 insertions(+), 88 deletions(-) diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index 3e35e4db..b18b3f5d 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -7,6 +7,10 @@ "collapsed": true, "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2023-07-10T12:26:59.724326500Z", + "start_time": "2023-07-10T12:26:58.131380900Z" } }, "outputs": [], @@ -17,19 +21,23 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 17, "outputs": [], "source": [ "from torchvision.datasets.caltech import Caltech101\n", "from torchvision.transforms import Compose, ToTensor\n" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T12:40:37.503781200Z", + "start_time": "2023-07-10T12:40:37.471581500Z" + } } }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 18, "outputs": [ { "name": "stdout", @@ -42,31 +50,38 @@ "data": { "text/plain": "8677" }, - "execution_count": 3, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "train = Caltech101(root='./data', download=True, transform=Compose([ToTensor()]))\n", + "class ToRGB:\n", + " def __call__(self, pic):\n", + " return pic.convert('RGB')\n", + "\n", + "train = Caltech101(root='./data', download=True, transform=Compose([ToRGB(), ToTensor()]))\n", "\n", "len(train)\n" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T12:40:38.086494900Z", + "start_time": "2023-07-10T12:40:38.037483900Z" + } } }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:data_gradients.utils.summary_writer:`log_dir` was not set, so the logs will be saved in D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n", - "INFO:data_gradients.managers.abstract_manager:Running with `batches_early_stop=999`: Only the first 999 batches will be analyzed.\n" + "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n" ] } ], @@ -78,26 +93,32 @@ " train_data=DataLoader(train),\n", " report_title='Caltech101',\n", " class_names=train.categories,\n", + " batches_early_stop=None,\n", + " n_image_channels=3,\n", ")\n" ], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T12:40:38.644479700Z", + "start_time": "2023-07-10T12:40:38.524468700Z" + } } }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Executing analysis with: \n", - " - batches_early_stop: 999 \n", + " - batches_early_stop: None \n", " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-151251 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-154038 \n", " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" ] }, @@ -105,13 +126,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 100%|██████████| 999/999 [00:10<00:00, 91.57it/s] \n", - "Summarizing... : 0%| | 0/2 [00:00", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1sAAAIeCAYAAABN3hVuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAABLW0lEQVR4nO3deVxWZeL+8QtkV3EhActc0gFcQDAhyCUlv36d0n46TDUlVi5l6WRlbo1OaqY5aVo6meO41ZhJpVlONZbVNDWjCKY2BWioOFoiuaKyw/n90ZdnemJJeTzcgJ/36+Vr4NznnOc+F8+Ql2d53CzLsgQAAAAAuKzcTU8AAAAAABoiyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANPExPoK7ZvXu3LMuSp6en6akAAAAAMKi4uFhubm6Kioqq0fbGz2yVlJTohRdeUP/+/RUVFaXhw4drz549jvH09HQlJiYqMjJS8fHxeuWVV5y2Lysr05IlS9SnTx9FRkbq/vvv15EjR2o8H8uyHH9Q+yzLUlFREfkbQv5mkb9Z5G8W+ZtF/maRv1nV5e9qLzB+Zuull17SG2+8ofnz5+vaa6/Vn//8Z40ZM0bvvfeePD09NXLkSMXHx2v27Nnas2ePZs+ercaNGyshIUGStGzZMq1fv17z589XcHCwFixYoDFjxmjLli3y8vK65Pl4enqqqKhInTp1kp+f3+U+XPyMvLw8paenk78h5G8W+ZtF/maRv1nkbxb5m1Vd/v/+979d2rfxM1vbtm3T4MGD1bt3b7Vr107Tpk3TuXPntGfPHr3++uvy9PTUU089pY4dOyohIUH33XefVqxYIUkqKirS6tWrNWHCBPXr109hYWFavHixsrOz9cEHHxg+MgAAAABXMuNlKyAgQJ988omOHj2q0tJSJSUlycvLS2FhYUpNTVVMTIw8PP57Ai42NlZZWVk6ceKEMjIydOHCBcXFxTnG/f391aVLF6WkpJg4HAAAAACQVAcuI5w+fboeeeQR3XzzzWrUqJHc3d21dOlStW3bVtnZ2QoJCXFaPzAwUJJ07NgxZWdnS5Jat25dYZ3ysZrKz893aXvUTHnu5G8G+ZtF/maRv1nkbxb5m0X+ZlWXv2VZcnNzq/G+jZetzMxMNW3aVC+++KKCgoL0xhtvaNKkSVq3bp0KCgoq3Hfl7e0tSSosLHQEUtk6Z8+edWleWVlZLm0P15C/WeRvFvmbRf5mkb9Z5G8W+ZtVVf41eQ5EOaNl69ixY3r88ce1du1a9ezZU5IUHh6uzMxMLV26VD4+PioqKnLaprCwUJLk5+cnHx8fST/cu1X+dfk6vr6+Ls2tffv2Lu8Dly4/P19ZWVnkbwj5m0X+ZpG/WeRvFvmbRf5mVZd/ZmamS/s2Wrb27t2r4uJihYeHOy3v3r27/vGPf+jqq69WTk6O01j590FBQSopKXEsa9u2rdM6oaGhLs3N19eXp8EYRP5mkb9Z5G8W+ZtF/maRv1mXmn9paamKi4ttnFHD9+PP1q0sf1cuIZQMl63g4GBJ0r59+xQREeFYvn//frVv317du3fXhg0bVFpaqkaNGkmSduzYoQ4dOiggIEBNmzZVkyZNlJyc7Chbubm5SktLU2JiYu0fEAAAAGAzy7KUnZ2tM2fOmJ5Kg9C4cWPb9m20bEVEROj666/X1KlTNXPmTAUHB2vz5s3avn27XnvtNbVp00YrV67U9OnTNWbMGH355Zdau3atZs+eLemH6ycTExO1cOFCtWzZUtdcc40WLFig4OBgDRw40OShAQAAALYoL1qBgYHy8/Nz+ezLlcqyLOXl5en48eO2vYbRsuXu7q6XXnpJzz//vJ544gmdPXtWISEhWrt2rbp37y5JWrlypebOnathw4apVatWmjJlioYNG+bYx4QJE1RSUqIZM2aooKBA0dHRWrVqldMpQQAAAKAhKC0tdRStgIAA09Op93x9fVVWVub4GKrLzfjTCJs1a6aZM2dq5syZlY5HREQoKSmpyu0bNWqkyZMna/LkyXZNEQAAAKgTyu/R4t66y8fX11dubm6O50FcTsY/1BgAAADApeHSwcvHzc3NtjwpWwAAAABgA8oWAAAAAOMsyzI9hcuOsgUAAADAVkuXLnX6HNwRI0ZoxIgRju/feOMN/eEPfzAxNVsZf0AGAAAAgCvLTx+O99JLLykmJsbQbOxD2QIAAABQqzp16mR6CrWCywgBAAAAVOurr77Svffeq+uvv15RUVG67777tGfPHknStGnTNGLECL355pvq37+/oqKidO+99yojI6PK/f34MsL4+Hh9++23euuttxQaGqqjR4/WxiHVCsoWAAAAgCqdP39eY8aMUYsWLbR06VItXrxY+fn5Gj16tM6dOydJSk9P1+LFi/Xb3/5WCxYs0OnTp5WYmKicnJyf3f8f//hHtWrVSjfddJOSkpIUGBho9yHVGi4jBAAAAFClzMxMnT59Wvfcc4969OghSbruuuuUlJSkCxcuSJLOnTun5cuXq2fPnpKkiIgIDRgwQK+88oomTZpU7f67dOkiLy8vtWzZUpGRkbYeS22jbAEAAACo0i9+8Qu1bNlSDz74oAYNGqQ+ffqoV69emjx5smOdNm3aOIqWJAUGBioqKkopKSkmplxncBkhAAAAgCo1btxYr776qm666Sa9//77+u1vf6u4uDg9+eSTKioqkiQFBQVV2C4gIEBnzpyp5dnWLZzZAgAAAFCt6667TgsWLFBpaam+/PJLvf3223rttdfUtm1bSdLp06crbHPixAkFBATU9lTrFM5sAQAAAKjS3/72N8XGxur7779Xo0aNFBUVpVmzZsnf31/fffedJCkrK0sHDhxwbHP8+HHt3r1bcXFxF/Ua7u4Ns5Y0zKMCAAAAcFn06NFDZWVlGj9+vLZt26bt27frySef1Llz5zRw4EBJkmVZevDBB/Xee+9p69atGjNmjJo1a+Z4vPvP8ff3V1pamnbu3KmCggI7D6dWUbYAAAAAVCkwMFArV65U06ZNNX36dI0dO1Zff/21li5dqtjYWEnS1VdfrVGjRmnevHn63e9+p/bt22vDhg1q3rz5Rb3GqFGjdOLECY0ePVpfffWVjUdTu7hnCwAAAEC1IiIitGrVqmrXueuuu3TXXXdVOvbwww/r4Ycfdnz/l7/8xWl88ODBGjx4sOsTrWM4swUAAAAANqBsAQAAAIANuIwQAAAAQI3Nnz/f9BTqLM5sAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADXgaIQAAANAAnC8sU2GJZeS1vT3c1MSb8zg/RdkCAAAA6rnzhWXa/GW+ysx0Lbm7SUMjfC+pcH333XfavXu3br311hq9ZnJysu655x599NFHatOmTY32YTfqJwAAAFDPFZZYxoqWJJVZuuSzalOnTtVnn31W49eMiorS559/rtatW9d4H3bjzBYAAACAesfLy0utWrUyPY1qUbYAAAAA1KoRI0Zo586dkuT43//93//Vp59+qpMnT2rp0qUKDQ3VggUL9Omnn+rUqVPy9/fXzTffrOnTp8vX17fCZYTx8fEaPny49uzZo88//1xeXl4aMmSIpk2bJg8PM7WHywgBAAAA1KqlS5cqKipKv/zlL/Xmm29KktatW6cZM2Zo5cqVioyM1LRp05SWlqY//vGP2rp1q5544glt3rxZSUlJVe73hRdeUHR0tN555x1NmTJF69at01//+tfaOqwKOLMFAAAAoFY1b95cnp6e8vHxUcuWLSVJN910k2688UbHOr169VJ0dLRCQ0MlSW3atNG6deu0f//+Kvfbu3dv3XPPPZKka6+9Vn/5y1/0xRdfaOjQofYdTDUoWwAAAACMa9eundP3d999tz7++GO99dZbysrKUmZmpo4eParrrruuyn107NjR6fumTZuquLjYlvleDC4jBAAAAGCcj4+P4+uysjKNHTtWTz/9tDw8PHTLLbfoT3/6k3r06FHtPry8vCossyxzj2nkzBYAAACAOiU9PV3/+Mc/9Prrr6t79+6SpOLiYv3nP//Rtddea3h2F4+yBQAAAKDWNW7cWN9++62ys7MrjF111VXy8PDQ+++/r5YtW+rMmTNavny5vv/+exUVFRmYbc1wGSEAAACAWveb3/xG+/fv12233abS0lKnsaCgIM2fP18ff/yxbrnlFj3yyCMKCgrSfffdp6+++srQjC8dZ7YAAACAes7bw03ublKZoduT3N1+mMOl6Nevn5KTk6scHzJkiIYMGVJh+RNPPCFJuuGGG7Rv3z7H8o8//rjCun/5y18uaU6XG2ULAAAAqOeaeLtraISvCkvMtC1vDzc18eaiuZ+ibAEAAAANQBNvdzXxNj0L/Bj1EwAAAABsQNkCAAAAABtQtgAAAADABpQtAAAAoJ6xLEOPHWyALMuyLU/KFgAAAFBPeHp6SpLy8vIMz6ThyM/Pl2VZ8vC4/M8O5GmEAAAAQD3RqFEjNW/eXDk5OZIkPz8/ubld2udb4QeWZSkvL0/ff/+9ysrK1KhRo8v+GpQtAAAAoB4JDg6WJEfhgmuaNGmi/Px8W/ZN2QIAAADqETc3N7Vu3VqBgYEqLi42PZ16zdPTU4WFhfr+++9t2b/RspWcnKx77rmn0rE2bdroo48+0tGjRzVnzhylpKTIz89Pv/71r/Xwww87neZ79dVXtXr1an3//ffq1q2bZsyYoS5dutTWYQAAAAC1rlGjRrZc+obLx2jZioqK0ueff+60bM+ePXr44Yc1btw4FRcXa/To0Wrfvr02bNig//znP5o+fbrc3d01YcIESdJbb72lZ599VnPmzFGXLl20YsUKjRw5Uu+//75atmxp4rAAAAAAwOzTCL28vNSqVSvHn8aNG+uZZ57RsGHDlJCQoK1bt+q7777Ts88+q5CQEA0YMEATJ07Uyy+/rKKiIknS8uXLlZiYqNtuu02dOnXSvHnz5OvrqzfeeMPkoQEAAAC4wtWpR78vX75c+fn5mjp1qiQpNTVVXbt2VbNmzRzrxMbG6vz580pPT9fJkyeVlZWluLg4x7iHh4d69uyplJSUWp8/AAAAAJSrMw/IOHXqlNauXavHH39czZs3lyRlZ2c7nrZSLjAwUJJ07Ngxx7PwW7duXWGdjIwMl+Zj1xNJUL3y3MnfDPI3i/zNIn+zyN8s8jeL/M2qLn/Lslx6tH6dKVvr169X06ZNdeeddzqWFRQUyN/f32k9b29vSVJhYaEjEC8vrwrrFBYWujSfrKwsl7aHa8jfLPI3i/zNIn+zyN8s8jeL/M2qKv+fdo1LUWfK1ubNmzV06FD5+Pg4lvn4+DjuzSpXXqL8/Pwc61a2jq+vr0vzad++vcv7wKXLz89XVlYW+RtC/maRv1nkbxb5m0X+ZpG/WdXln5mZ6dK+60TZysjI0JEjRzRkyBCn5cHBwdq/f7/TsvIPbwsKCnJcPpiTk6OOHTs6rRMUFOTSnHx9feXn5+fSPlBz5G8W+ZtF/maRv1nkbxb5m0X+ZlWWvyuXEEp15AEZqampCggIUFhYmNPy6OhopaWl6fz5845lO3bsUOPGjRUWFqaAgAB16NBBycnJjvGSkhKlpqYqOjq61uYPAAAAAD9VJ8pWWlqaQkNDKywfMGCAWrVqpUcffVQZGRnatm2bFi1apFGjRjmunRw1apTWrFmjt956S5mZmfrd736ngoIC/frXv67twwAAAAAAhzpxGeH333/veALhj3l7e2vlypWaPXu27rjjDjVr1kx33323xo0b51jnjjvu0Llz5/T888/rzJkz6tatm9asWcMHGgMAAAAwqk6UrT//+c9VjrVr106rV6+udvvRo0dr9OjRl3taAAAAAFBjdeIyQgAAAABoaChbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYIM6UbY2b96sW265ReHh4br11lv1/vvvO8aOHj2qsWPHqkePHurdu7eef/55lZaWOm3/6quv6uabb1ZERITuvvtupaWl1fYhAAAAAIAT42Xr7bff1vTp0zV8+HC9++67Gjx4sCZOnKjdu3eruLhYo0ePliRt2LBBs2bN0muvvaYXX3zRsf1bb72lZ599Vo888og2bdqkNm3aaOTIkTp16pSpQwIAAAAAeZh8ccuy9MILL+iee+7R8OHDJUkPPfSQUlNTtXPnTn377bf67rvv9Prrr6tZs2YKCQnRyZMn9eyzz+rBBx+Ul5eXli9frsTERN12222SpHnz5mnAgAF64403NHbsWJOHBwAAAOAKZvTM1qFDh/Ttt99qyJAhTstXrVqlsWPHKjU1VV27dlWzZs0cY7GxsTp//rzS09N18uRJZWVlKS4uzjHu4eGhnj17KiUlpdaOAwAAAAB+yuiZrUOHDkmS8vLyNHr0aKWlpalNmzZ66KGHFB8fr+zsbAUHBzttExgYKEk6duyYPDx+mH7r1q0rrJORkeHS3PLz813aHjVTnjv5m0H+ZpG/WeRvFvmbRf5mkb9Z1eVvWZbc3NxqvG+jZev8+fOSpKlTp+q3v/2tJk2apK1bt2rcuHFas2aNCgoK5O/v77SNt7e3JKmwsNARiJeXV4V1CgsLXZpbVlaWS9vDNeRvFvmbRf5mkb9Z5G8W+ZtF/mZVlf9Pu8alMFq2PD09JUmjR4/WsGHDJEmdO3dWWlqa1qxZIx8fHxUVFTltU16i/Pz85OPjI0mVruPr6+vS3Nq3b+/yPnDp8vPzlZWVRf6GkL9Z5G8W+ZtF/maRv1nkb1Z1+WdmZrq0b6NlKygoSJIUEhLitLxTp076+9//rpiYGO3fv99pLCcnx7Ft+eWDOTk56tixo9M65fuuKV9fX/n5+bm0D9Qc+ZtF/maRv1nkbxb5m0X+ZpG/WZXl78olhJLhB2R07dpVjRs31t69e52W79+/X23btlV0dLTS0tIclxtK0o4dO9S4cWOFhYUpICBAHTp0UHJysmO8pKREqampio6OrrXjAAAAAICfMlq2fHx8NGbMGL344ov661//qv/85z966aWX9M9//lMjR47UgAED1KpVKz366KPKyMjQtm3btGjRIo0aNcpx7eSoUaO0Zs0avfXWW8rMzNTvfvc7FRQU6Ne//rXJQwMAAABwhTN6GaEkjRs3Tr6+vlq8eLGOHz+ujh07aunSpbrhhhskSStXrtTs2bN1xx13qFmzZrr77rs1btw4x/Z33HGHzp07p+eff15nzpxRt27dtGbNGrVs2dLUIQEAAACA+bIlSSNHjtTIkSMrHWvXrp1Wr15d7fajR4/W6NGj7ZgaAAAAANSI0csIAQAAAKChomwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGAD42Xr+PHjCg0NrfBn06ZNkqT09HQlJiYqMjJS8fHxeuWVV5y2Lysr05IlS9SnTx9FRkbq/vvv15EjR0wcCgAAAAA4eJieQEZGhry9vbVt2za5ubk5ljdt2lSnT5/WyJEjFR8fr9mzZ2vPnj2aPXu2GjdurISEBEnSsmXLtH79es2fP1/BwcFasGCBxowZoy1btsjLy8vUYQEAAAC4whkvW/v371f79u0VGBhYYezll1+Wp6ennnrqKXl4eKhjx446fPiwVqxYoYSEBBUVFWn16tWaNGmS+vXrJ0lavHix+vTpow8++ECDBw+u5aMBAAAAgB8Yv4xw37596tixY6VjqampiomJkYfHfzthbGyssrKydOLECWVkZOjChQuKi4tzjPv7+6tLly5KSUmxfe4AAAAAUJU6cWarRYsWGj58uA4dOqR27drpoYceUt++fZWdna2QkBCn9cvPgB07dkzZ2dmSpNatW1dYp3yspvLz813aHjVTnjv5m0H+ZpG/WeRvFvmbRf5mkb9Z1eVvWZbTrU6XymjZKikp0cGDB9WpUydNmzZNTZo00bvvvqsHHnhAa9asUUFBQYX7rry9vSVJhYWFjkAqW+fs2bMuzS0rK8ul7eEa8jeL/M0if7PI3yzyN4v8zSJ/s6rK35XnQBgtWx4eHkpOTlajRo3k4+MjSerWrZu++eYbrVq1Sj4+PioqKnLaprCwUJLk5+fn2KaoqMjxdfk6vr6+Ls2tffv2Lu8Dly4/P19ZWVnkbwj5m0X+ZpG/WeRvFvmbRf5mVZd/ZmamS/s2fhlh48aNKyz7xS9+oc8//1zBwcHKyclxGiv/PigoSCUlJY5lbdu2dVonNDTUpXn5+vrKz8/PpX2g5sjfLPI3i/zNIn+zyN8s8jeL/M2qLH9XLiGUDD8g45tvvlGPHj2UnJzstPyrr75Sp06dFB0drV27dqm0tNQxtmPHDnXo0EEBAQEKCwtTkyZNnLbPzc1VWlqaoqOja+04AAAAAOCnjJatjh076rrrrtNTTz2l1NRUHThwQM8884z27Nmjhx56SAkJCTp//rymT5+uzMxMbdq0SWvXrtXYsWMl/XD9ZGJiohYuXKiPPvpIGRkZeuyxxxQcHKyBAweaPDQAAAAAVzijlxG6u7tr+fLleu655/Too48qNzdXXbp00Zo1axxPIVy5cqXmzp2rYcOGqVWrVpoyZYqGDRvm2MeECRNUUlKiGTNmqKCgQNHR0Vq1apU8PT1NHRYAAAAAmL9n66qrrtIzzzxT5XhERISSkpKqHG/UqJEmT56syZMn2zE9AAAAAKgR4x9qDAAAAAANEWULAAAAAGxA2QIAAAAAG1C2AAAAAMAGlC0AAAAAsAFlCwAAAABsQNkCAAAAABtQtgAAAADABpQtAAAAALABZQsAAAAAbEDZAgAAAAAbULYAAAAAwAYepicAAAAAmLYxOcfwDK5V1r/PSzpf6WjCDYG1Ox1cFpzZAgAAAAAbULYAAAAAwAaULQAAAACwAfdsAQAA4IpXZpmeARoizmwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADTxMTwAAAAAw7fbYQGOvnZeXp/T0dHXu3Fl+fn7G5oHLjzNbAAAAAGADyhYAAAAA2KBGZeuee+7RgQMHKh3LyMjQkCFDXJoUAAAAANR3F33PVmpqqizLkiTt3LlTKSkpOnXqVIX1PvnkEx05cuTyzRAAAAAA6qGLLltvvPGG3n77bbm5ucnNzU2zZ8+usE55GRs8ePDlmyEAAADqvY3JOaanUK2EG8w9IAMN10WXrRkzZighIUGWZenee+/Vk08+qU6dOjmt4+7uLn9/f/3iF7+47BMFAAAAgPrkostW06ZNFRMTI0l65ZVX1KVLFzVp0sS2iQEAAABAfVajz9mKiYnRqVOn9Mknnyg3N9dx+eCPDR061NW5AQAAAEC9VaOy9Y9//EOPPPKICgoKKi1abm5ulC0AAAAAV7Qala3nnntO7dq109SpU9WmTRu5u/NxXQAAAADwYzUqW4cOHdLSpUsVFxd3uecDAAAAAA1CjU5JtW7dWvn5+Zd7LgAAAADQYNSobD344INasmSJsrKyLvN0AAAAAKBhuOjLCOPj4+Xm5ub4/tixY/rlL3+pFi1ayNfX12ldNzc3bdu27fLNEgAAANVa/y9XPzT4Wu3bc17S+csxHQC6hLIVExPjVLYAAAAAAFW76LI1f/58O+cBAAAAAA1KjZ5G+N1331U55u7uLj8/P/n7+9d4UgAAAABQ39WobP30/q3KNGvWTPfcc4/GjRtXo4kBAAAAQH1Wo7I1f/58Pfnkk4qJidHgwYMVEBCgkydP6oMPPtDf//53jRs3ThcuXNDy5cvVvHlz3X333Zd73gAAAPgRzxo9Y7r23B4baHoKQK2rUdl69913deutt+qZZ55xWj506FDNnDlTX331laNovfbaa5QtAAAAAFecGv0byM6dOzV48OBKxwYOHKgdO3ZIkqKionTkyJGL3u+hQ4cUFRWlTZs2OZalp6crMTFRkZGRio+P1yuvvOK0TVlZmZYsWaI+ffooMjJS999//yW9JgAAAADYoUZlq3nz5srIyKh0LCMjQ02aNJEk5eXlVfgMrqoUFxdr0qRJysvLcyw7ffq0Ro4cqbZt22rjxo0aP368Fi5cqI0bNzrWWbZsmdavX685c+Zow4YNKisr05gxY1RUVFSTQwMAAACAy6JGlxEOGTJES5YskYeHhwYNGqSWLVvq5MmT+vDDD/XHP/5Rv/nNb3T27Fm9/PLL6t69+0Xtc+nSpY6SVu7111+Xp6ennnrqKXl4eKhjx446fPiwVqxYoYSEBBUVFWn16tWaNGmS+vXrJ0lavHix+vTpow8++KDKs28AAAAAYLcala1HH31UJ0+e1Pz5850+f8vd3V0JCQl67LHHtHXrVqWlpenll1/+2f2lpKQoKSlJmzdvdpQmSUpNTVVMTIw8PP47zdjYWP3pT3/SiRMn9N133+nChQuKi4tzjPv7+6tLly5KSUmhbAEAgCtGfonpGQD4qRqVLQ8PDz3zzDN66KGHlJycrNOnTysoKEg9evTQtddeK0nq27evPvvsM3l5eVW7r9zcXE2ZMkUzZsxQ69atncays7MVEhLitCww8Icn2Rw7dkzZ2dmSVGG7wMBAx1hN5efnu7Q9aqY8d/I3g/zNIn+zyN8s8m/4fnyrCJzx/jeruvwty/rZj7yqTo3KVrm2bduqbdu2lY41a9bsovYxa9YsRUVFaciQIRXGCgoKKpQ1b29vSVJhYaEjkMrWOXv27EW9flWysrJc2h6uIX+zyN8s8jeL/M0if1dca3oC1UpPTzc9hTqP979ZVeX/cyePqnPRZevmm2/Wiy++qLCwsJ/9UGM3Nzdt27btZ/e5efNmpaamasuWLZWO+/j4VHjQRWFhoSTJz89PPj4+kqSioiLH1+XrXOyDOarSvn17l/eBS5efn6+srCzyN4T8zSJ/s8jfLPJ33ddfnDc9hWp17tzZ9BTqLN7/ZlWXf2Zmpkv7vuiyFRMTo8aNGzu+duV0WrmNGzfq5MmTTvdpSdLMmTP13nvvKTg4WDk5OU5j5d8HBQWppKTEsezHZ9hycnIUGhrq0tx8fX3l5+fn0j5Qc+RvFvmbRf5mkb9Z5O+Kul22+Ln+PN7/ZlWWv6ud56LL1o8/wPjHD8VwxcKFC1VQUOC0bODAgZowYYJuu+02vf3229qwYYNKS0vVqFEjSdKOHTvUoUMHBQQEqGnTpmrSpImSk5MdZSs3N1dpaWlKTEy8LHMEAAAAgJpw6Z6tAwcO6J///KdycnI0YsQIHTlyRGFhYRUe4V6VoKCgSpcHBAQoKChICQkJWrlypaZPn64xY8boyy+/1Nq1azV79mxJP1w/mZiYqIULF6ply5a65pprtGDBAgUHB2vgwIGuHBoAAAAAuKRGZausrExPPvmkNm7c6HhCxy9/+UstW7ZM//nPf7Ru3ToFBwe7PLmAgACtXLlSc+fO1bBhw9SqVStNmTJFw4YNc6wzYcIElZSUaMaMGSooKFB0dLRWrVolT09Pl18fAAAAAGqqRmVr2bJl2rJli55++mn169dPvXr1kiRNnjxZ48eP1+LFi/WHP/yhRhPat2+f0/cRERFKSkqqcv1GjRpp8uTJmjx5co1eDwAAAADsUKOytXHjRk2YMEEJCQkqLS11LO/cubMmTJighQsXXrYJAkBNJG3P+fmVDHKv8n7ba3Xwy/MyfaP77bGBRl8fqKsWbfve9BSqNHFAzf9/m5eXp/T0dHXu3JkHNACXkXtNNjpx4kSVj+8MCgpSbm6uS5MCAAAAgPquRmWrXbt2+vTTTysd27lzp9q1a+fSpAAAAACgvqvRZYT33nuvnnzySRUXF6t///5yc3PT4cOHlZycrNWrV2vatGmXe54AAAAAUK/UqGzdfvvtOnXqlF566SWtX79ekjRx4kR5enpqzJgxuuuuuy7rJAEAAACgvqnx52yNHTtWw4cP1+7du3XmzBn5+/ure/fuat68+WWcHgDUTF6J6RlUz8+lTzkEYIqfh2V6CgDqkYv+z/0TTzzxs+v87W9/kyS5ublp3rx5NZ8VAAAAANRzF122kpOTKyw7duyYrrrqqgofIOzmVuUzjQEAAADginDRZevjjz92+r6kpETdunXT8uXL1bVr18s+MQAAAACoz2r06HeJs1cAAAAAUB1u0QbQIJWUmZ5B9dz59yqgXsot4v+8AC5ejc9sAQAAAACqRtkCAAAAABu4XLa4dwsAAAAAKrroe7bi4+MrLVYPPvhgpY9+37Ztm+uzA4AaKi6r6/8QxAejApV5NeW8pPOmp1GlAB/TMwBQn1x02YqJieEsFgAAAABcpIsuW/Pnz7dzHgAAAADQoPCADAAAAACwAWULAAAAAGzAhxoDaJCy8+v2Pabj+reqsCwvL0/p6enq3Lmz/Pz8DMwKMO/jnLr978Cv3X6V6SkAqEfq9m80AAAAAKinKFsAAAAAYAPKFgAAAADYgLIFAAAAADbgARkAGqTzJaZnUL03duRUMXKtDn55XtL52pxOBbfHBhp9fVy58vMvmJ7Cz+ABGQAuHme2AAAAAMAGlC0AAAAAsAFlCwAAAABsQNkCAAAAABvwgAwANZa0vaqHPJj3bYHpGVSvsgdQ5OXlKT09XZ07d5afn5+BWQHmlRTmm54CAFw2nNkCAAAAABtQtgAAAADABpQtAAAAALAB92wBqDGPOvzPNWeOZpqeQrXe2FHVCB9qDHsNWppqegrV2jS6LfcsAmgw6vBflQAAAACg/qJsAQAAAIANKFsAAAAAYAPKFgAAAADYgAdkAKixMsv0DKrh5mZ6BtXiQ41hSiPvxqanAABXDM5sAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADbgARkAaqwuPyDDrRG/3gAAgFmc2QIAAAAAG1C2AAAAAMAGxsvWyZMnNXnyZMXGxioqKkoPPPCADhw44BhPT09XYmKiIiMjFR8fr1deecVp+7KyMi1ZskR9+vRRZGSk7r//fh05cqS2DwMAAAAAnBgvW+PHj9fhw4e1YsUKvfnmm/Lx8dF9992n/Px8nT59WiNHjlTbtm21ceNGjR8/XgsXLtTGjRsd2y9btkzr16/XnDlztGHDBpWVlWnMmDEqKioyeFQAAAAArnRG7yA/e/asrrnmGo0dO1YhISGSpHHjxun//b//p2+++Ubbt2+Xp6ennnrqKXl4eKhjx46OYpaQkKCioiKtXr1akyZNUr9+/SRJixcvVp8+ffTBBx9o8ODBBo8OaPhK6/ADMuTmZnoGuEI9+s4J01Oo1s3XXWV6CgBwxTB6ZqtZs2Z67rnnHEXr1KlTWrt2rYKDg9WpUyelpqYqJiZGHh7/7YSxsbHKysrSiRMnlJGRoQsXLiguLs4x7u/vry5duiglJaXWjwcAAAAAytWZZyP//ve/1+uvvy4vLy+99NJL8vPzU3Z2tqOIlQsMDJQkHTt2TNnZ2ZKk1q1bV1infKym8vPzXdoeNVOeO/mbQf61Jy8vr8Iy8jeL/OsG8jeD979Z5G9WdflbliU3F66WqTNl695779Wdd96pV199VePHj9f69etVUFAgLy8vp/W8vb0lSYWFhY5AKlvn7NmzLs0nKyvLpe3hGvI36+Lzv9bOaTRo6enpVY7x/jfL9fzbXY5pXLF4/5tF/maRv1lV5f/TrnEp6kzZ6tSpkyRp7ty52rt3r9atWycfH58KD7ooLCyUJPn5+cnHx0eSVFRU5Pi6fB1fX1+X5tO+fXuX94FLl5+fr6ysLPI35FLzP/jl+VqYVc0EXt3e9BSq1bmzX4VlvP/Nulz5+x+veNayLnnwxsamp1Ap3v9mkb9Z5G9WdflnZma6tG+jZevUqVPavn27/vd//9dxX5a7u7s6deqknJwcBQcHKycnx2mb8u+DgoJUUlLiWNa2bVundUJDQ12am6+vr/z8Kv5lCLWD/M26+Pzrbtmq66rLl/e/Wa7nX7fLVl1/b/H+N4v8zSJ/syrL35VLCCXDD8g4ceKEJk6cqO3btzuWFRcXKy0tTR07dlR0dLR27dql0tJSx/iOHTvUoUMHBQQEKCwsTE2aNFFycrJjPDc3V2lpaYqOjq7VYwEAAACAHzNatkJCQtS3b189/fTTSklJ0f79+zVt2jTl5ubqvvvuU0JCgs6fP6/p06crMzNTmzZt0tq1azV27FhJP1w/mZiYqIULF+qjjz5SRkaGHnvsMQUHB2vgwIEmDw0AAADAFc74PVuLFi3Sc889p8cee0znzp1Tz5499eqrr+rqq6+WJK1cuVJz587VsGHD1KpVK02ZMkXDhg1zbD9hwgSVlJRoxowZKigoUHR0tFatWiVPT09ThwQAAAAA5stW06ZNNWvWLM2aNavS8YiICCUlJVW5faNGjTR58mRNnjzZphkCqMrtsYGmp1ClD9+q2x8si4bLy70uf9o3AKA2Gb2MEAAAAAAaKsoWAAAAANiAsgUAAAAANqBsAQAAAIANjD8gA0D99caOnJ9fyZC4q0zPAHZK2m7Xe+9aZe49L1c+sLt908s3GwBA/caZLQAAAACwAWULAAAAAGxA2QIAAAAAG1C2AAAAAMAGPCADQI3dHhtoegpVqssP74Dr7oy7/O+9vLw8paenq3PnzvLz87vs+wcAXHk4swUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2IAPNQbQINXlD1yG6+z70OprdfDL85LO13gPvPcAAOU4swUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgAdkAADqHTseQpGXl6f09HR17txZfn5+l33/AIArD2e2AAAAAMAGlC0AAAAAsAFlCwAAAABsQNkCAAAAABvwgAwADdLG5BzTU6hWwg2X/wEPAACgbuHMFgAAAADYgLIFAAAAADagbAEAAACADbhnC0CDxD1RAADANM5sAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPjZevMmTN68skn1bdvX/Xo0UN33XWXUlNTHePbt2/Xr371K3Xv3l2DBg3Su+++67R9YWGhZs+erbi4OEVFRenxxx/XqVOnavswAAAAAMCJ8bI1ceJE7d69W4sWLdLGjRvVuXNnjR49WgcPHtSBAwc0duxY9enTR5s2bdLtt9+uKVOmaPv27Y7tZ82apc8//1xLly7Vyy+/rIMHD2rChAkGjwgAAAAAJA+TL3748GH985//1Pr163X99ddLkn7/+9/rs88+05YtW3Ty5EmFhobqsccekyR17NhRaWlpWrlypeLi4nT8+HFt3rxZy5cvV8+ePSVJixYt0qBBg7R7925FRUUZOzYAAAAAVzajZ7ZatGihFStWKDw83LHMzc1Nbm5uys3NVWpqquLi4py2iY2N1a5du2RZlnbt2uVYVq5Dhw4KCgpSSkpK7RwEAAAAAFTC6Jktf39/3XTTTU7Ltm7dqsOHD+t3v/ud3nrrLQUHBzuNBwYGKj8/X6dPn9bx48fVokULeXt7V1gnOzvbpbnl5+e7tD1qpjx38jeD/M0if7PI3yzyN4v8zSJ/s6rL37Isubm51XjfRsvWT33xxRd64oknNHDgQPXr108FBQXy8vJyWqf8+6KiIuXn51cYlyRvb28VFha6NJesrCyXtodryN8s8jeL/M0if7PI3yzyN4v8zaoq/8r6xsWqM2Vr27ZtmjRpknr06KGFCxdK+qE0FRUVOa1X/r2vr698fHwqjEs/PKHQ19fXpfm0b9/e5X3g0uXn5ysrK4v8DSF/s8jfLPI3i/zNIn+zyN+s6vLPzMx0ad91omytW7dOc+fO1aBBg/SHP/zB0R5bt26tnJwcp3VzcnLk5+enpk2bKjg4WGfOnFFRUZFT48zJyVFQUJBLc/L19ZWfn59L+0DNkb9Z5G8W+ZtF/maRv1nkbxb5m1VZ/q5cQijVgUe/r1+/XnPmzNHw4cO1aNEip9LUs2dP7dy502n9HTt2qEePHnJ3d9f111+vsrIyx4MyJOnQoUM6fvy4oqOja+0YAAAAAOCnjJ7ZOnTokObNm6f/+Z//0dixY3XixAnHmI+Pj0aMGKFhw4Zp4cKFGjZsmD799FP97W9/08qVKyVJQUFBuvXWWzVjxgzNmzdPvr6+mjlzpmJiYhQZGWnoqFCfPP23701PoVozBrUyPQUAAADUkNGytXXrVhUXF+vDDz/Uhx9+6DQ2bNgwzZ8/X8uWLdOCBQv08ssvq02bNlqwYIHT4+DnzJmjefPm6be//a0kqW/fvpoxY0atHgcAAAAA/JTRsvXggw/qwQcfrHadvn37qm/fvlWO+/n56emnn9bTTz99uacHAAAAADVm/J4tAAAAAGiIKFsAAAAAYIM68eh3wBQeQAEAAAC7cGYLAAAAAGxA2QIAAAAAG1C2AAAAAMAGlC0AAAAAsAFlCwAAAABsQNkCAAAAABtQtgAAAADABpQtAAAAALABZQsAAAAAbEDZAgAAAAAbULYAAAAAwAaULQAAAACwAWULAAAAAGxA2QIAAAAAG1C2AAAAAMAGlC0AAAAAsAFlCwAAAABsQNkCAAAAABtQtgAAAADABpQtAAAAALABZQsAAAAAbEDZAgAAAAAbULYAAAAAwAaULQAAAACwAWULAAAAAGxA2QIAAAAAG1C2AAAAAMAGHqYnAKBq8bePMz2Fan38xjLTUwAAAKizOLMFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2IAHZAB1WG0/gCIvL0/p6enq3Lmz/Pz8avW1AQAAGhrObAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYoE6VrT/96U8aMWKE07L09HQlJiYqMjJS8fHxeuWVV5zGy8rKtGTJEvXp00eRkZG6//77deTIkdqcNgAAAABUUGfK1quvvqrnn3/eadnp06c1cuRItW3bVhs3btT48eO1cOFCbdy40bHOsmXLtH79es2ZM0cbNmxQWVmZxowZo6Kiolo+AgAAAAD4Lw/TEzh+/Lhmzpyp5ORktW/f3mns9ddfl6enp5566il5eHioY8eOOnz4sFasWKGEhAQVFRVp9erVmjRpkvr16ydJWrx4sfr06aMPPvhAgwcPrv0DAgAAAADVgTNbX3/9tTw9PfXOO++oe/fuTmOpqamKiYmRh8d/O2FsbKyysrJ04sQJZWRk6MKFC4qLi3OM+/v7q0uXLkpJSam1YwAAAACAnzJ+Zis+Pl7x8fGVjmVnZyskJMRpWWBgoCTp2LFjys7OliS1bt26wjrlYzWVn5/v0vaomfLcyd8M8jeL/M0if7PI3yzyN4v8zaouf8uy5ObmVuN9Gy9b1SkoKJCXl5fTMm9vb0lSYWGhI5DK1jl79qxLr52VleXS9nAN+ZtF/maRv1nkbxb5m0X+ZpG/WVXl/9OucSnqdNny8fGp8KCLwsJCSZKfn598fHwkSUVFRY6vy9fx9fV16bXbt2/v8j5w6fLz85WVlUX+hpC/WeRvFvmbRf5mkb9Z5G9WdflnZma6tO86XbaCg4OVk5PjtKz8+6CgIJWUlDiWtW3b1mmd0NBQl17b19dXfn5+Lu0DNUf+ZpG/WeRvFvmbRf5mkb9Z5G9WZfm7cgmhVAcekFGd6Oho7dq1S6WlpY5lO3bsUIcOHRQQEKCwsDA1adJEycnJjvHc3FylpaUpOjraxJQBAAAAQFIdL1sJCQk6f/68pk+frszMTG3atElr167V2LFjJf1w/WRiYqIWLlyojz76SBkZGXrssccUHBysgQMHGp49AAAAgCtZnb6MMCAgQCtXrtTcuXM1bNgwtWrVSlOmTNGwYcMc60yYMEElJSWaMWOGCgoKFB0drVWrVsnT09PgzAEAAABc6epU2Zo/f36FZREREUpKSqpym0aNGmny5MmaPHmynVMDAAAAgEtSpy8jBAAAAID6irIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGADyhYAAAAA2ICyBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANmgQZausrExLlixRnz59FBkZqfvvv19HjhwxPS0AAAAAV7AGUbaWLVum9evXa86cOdqwYYPKyso0ZswYFRUVmZ4aAAAAgCtUvS9bRUVFWr16tSZMmKB+/fopLCxMixcvVnZ2tj744APT0wMAAABwhar3ZSsjI0MXLlxQXFycY5m/v7+6dOmilJQUgzMDAAAAcCXzMD0BV2VnZ0uSWrdu7bQ8MDDQMXYpiouLJUnffPON3NzcXJ8gLollWZLI3xTyN4v8zSJ/s8jfLPI3i/zNqi7/4uJil34m9b5s5efnS5K8vLyclnt7e+vs2bOXvL/yMN3d6/1Jv3rJzc2tws8StYf8zSJ/s8jfLPI3i/zNIn+zqsvfzc3tyi5bPj4+kn64d6v8a0kqLCyUr6/vJe8vKirqss0NAAAAwJWr3p++Kb98MCcnx2l5Tk6OgoKCTEwJAAAAAOp/2QoLC1OTJk2UnJzsWJabm6u0tDRFR0cbnBkAAACAK1m9v4zQy8tLiYmJWrhwoVq2bKlrrrlGCxYsUHBwsAYOHGh6egAAAACuUPW+bEnShAkTVFJSohkzZqigoEDR0dFatWqVPD09TU8NAAAAwBXKzSp/1iEAAAAA4LKp9/dsAQAAAEBdRNkCAAAAABtQtgAAAADABpQtAAAAALABZQsAAAAAbEDZAgAAAAAbULYAAAAAwAaUrR8pKyvTkiVL1KdPH0VGRur+++/XkSNHTE+rwfnTn/6kESNGOC1LT09XYmKiIiMjFR8fr1deecVpnJ+Na86cOaMnn3xSffv2VY8ePXTXXXcpNTXVMb59+3b96le/Uvfu3TVo0CC9++67TtsXFhZq9uzZiouLU1RUlB5//HGdOnWqtg+j3jp58qQmT56s2NhYRUVF6YEHHtCBAwcc47z/a8+hQ4cUFRWlTZs2OZaRv72OHz+u0NDQCn/Kfwbkb7/NmzfrlltuUXh4uG699Va9//77jrGjR49q7Nix6tGjh3r37q3nn39epaWlTtu/+uqruvnmmxUREaG7775baWlptX0I9VJycnKl7/3Q0FDdfPPNksjfbiUlJXrhhRfUv39/RUVFafjw4dqzZ49jvFZ+/1hwWLp0qXXDDTdYn3zyiZWenm6NGjXKGjhwoFVYWGh6ag3GunXrrLCwMCsxMdGx7NSpU9YNN9xgPfHEE1ZmZqb15ptvWuHh4dabb77pWIefjWtGjhxpDR482EpJSbEOHjxozZ4924qIiLAOHDhgZWZmWuHh4daiRYuszMxMa+XKlVaXLl2sf/3rX47tp02bZg0YMMBKSUmx9u7daw0dOtQaPny4wSOqX+68807r9ttvt/bu3WtlZmZaDz/8sNW7d28rLy+P938tKioqsn71q19ZISEh1saNGy3L4vdPbfj73/9uhYeHW8ePH7dycnIcf/Lz88m/FmzevNnq0qWLtW7dOuvw4cPWsmXLrLCwMOuLL76wioqKrIEDB1oPPPCAtW/fPuvDDz+0YmJirBdeeMGx/aZNm6yIiAjr7bfftr755htr8uTJVkxMjHXy5EmDR1U/FBYWOr3nc3JyrA8++MAKDQ213nzzTfKvBUuWLLF69eplffbZZ1ZWVpY1ffp06/rrr7eOHz9ea79/KFv/p7Cw0IqKirJeffVVx7KzZ89aERER1pYtWwzOrGHIzs62xo4da0VGRlqDBg1yKlvLly+3evfubRUXFzuWPffcc9bAgQMty+Jn46qsrCwrJCTESk1NdSwrKyuzBgwYYD3//PPW73//e+vXv/610zYTJ060Ro0aZVnWDz+7sLAw6+9//7tj/ODBg1ZISIj1xRdf1M5B1GNnzpyxJk6caO3bt8+xLD093QoJCbH27t3L+78WPffcc9Y999zjVLbI334rVqywhgwZUukY+durrKzM6t+/vzV//nyn5aNGjbKWL19ubdmyxerWrZt15swZx9iGDRusHj16OP4yOXDgQOvZZ591jBcXF1s33XSTtXz58to5iAbkwoULVv/+/a1p06ZZlmWRfy247bbbrGeeecbx/blz56yQkBBr69attfb7h8sI/09GRoYuXLiguLg4xzJ/f3916dJFKSkpBmfWMHz99dfy9PTUO++8o+7duzuNpaamKiYmRh4eHo5lsbGxysrK0okTJ/jZuKhFixZasWKFwsPDHcvc3Nzk5uam3NxcpaamOmUr/ZD/rl27ZFmWdu3a5VhWrkOHDgoKCiL/i9CsWTM999xzCgkJkSSdOnVKa9euVXBwsDp16sT7v5akpKQoKSlJ8+fPd1pO/vbbt2+fOnbsWOkY+dvr0KFD+vbbbzVkyBCn5atWrdLYsWOVmpqqrl27qlmzZo6x2NhYnT9/Xunp6Tp58qSysrKc8vfw8FDPnj3JvwaWL1+u/Px8TZ06VZLIvxYEBATok08+0dGjR1VaWqqkpCR5eXkpLCys1n7/ULb+T3Z2tiSpdevWTssDAwMdY6i5+Ph4LV26VNdee22FsezsbAUHBzstCwwMlCQdO3aMn42L/P39ddNNN8nLy8uxbOvWrTp8+LD69OlTZf75+fk6ffq0jh8/rhYtWsjb27vCOuR/aX7/+98rLi5O7777rubOnSs/Pz/e/7UgNzdXU6ZM0YwZMyrkSP72279/v06dOqXhw4frxhtv1F133aV//OMfksjfbocOHZIk5eXlafTo0YqLi9Ptt9+ujz/+WBL516byf2h78MEH1bx5c0nkXxumT58uT09P3XzzzQoPD9fixYu1ZMkStW3bttbyp2z9n/z8fEly+gupJHl7e6uwsNDElK4YBQUFleYu/fBgBn42l9cXX3yhJ554QgMHDlS/fv0qzb/8+6KiIuXn51cYl8i/Ju69915t3LhRgwcP1vjx4/X111/z/q8Fs2bNUlRUVIV/3Zf4/WO3kpISHTx4UGfPntXDDz+sFStWKDIyUg888IC2b99O/jY7f/68JGnq1KkaPHiwVq9erV69emncuHHkX8vWr1+vpk2b6s4773QsI3/7ZWZmqmnTpnrxxReVlJSkX/3qV5o0aZLS09NrLX+Pn1/lyuDj4yPph79cln8t/RC2r6+vqWldEXx8fFRUVOS0rPxN7Ofnx8/mMtq2bZsmTZqkHj16aOHChZJ++KXx0/zLv/f19a305yORf0106tRJkjR37lzt3btX69at4/1vs82bNys1NVVbtmypdJz87eXh4aHk5GQ1atTIkV+3bt30zTffaNWqVeRvM09PT0nS6NGjNWzYMElS586dlZaWpjVr1lxS/j9dh/wvzebNmzV06FCn9zH52+vYsWN6/PHHtXbtWvXs2VOSFB4erszMTC1durTWfv9wZuv/lJ8izMnJcVqek5OjoKAgE1O6YgQHB1eauyQFBQXxs7lM1q1bp4cfflj9+/fX8uXLHf9607p160qz9fPzU9OmTRUcHKwzZ85U+IVE/hfn1KlTevfdd1VSUuJY5u7urk6dOiknJ4f3v802btyokydPql+/foqKilJUVJQkaebMmRozZgz514LGjRs7/UVFkn7xi1/o+PHj5G+z8ozK7xkt16lTJx09epT8a0lGRoaOHDlS4ew6+dtr7969Ki4udrpnXZK6d++uw4cP11r+lK3/ExYWpiZNmig5OdmxLDc3V2lpaYqOjjY4s4YvOjpau3btcvpciR07dqhDhw4KCAjgZ3MZrF+/XnPmzNHw4cO1aNEip1PiPXv21M6dO53W37Fjh3r06CF3d3ddf/31KisrczwoQ/rhPoDjx4+T/0U4ceKEJk6cqO3btzuWFRcXKy0tTR07duT9b7OFCxfqvffe0+bNmx1/JGnChAmaO3cu+dvsm2++UY8ePZzyk6SvvvpKnTp1In+bde3aVY0bN9bevXudlu/fv19t27ZVdHS00tLSHJcbSj/k37hxY4WFhSkgIEAdOnRwyr+kpESpqankfwlSU1Md7+cfI397ld+PtW/fPqfl+/fvV/v27Wvv94/rD1VsOBYtWmTFxMRY27Ztc3qWflFRkempNShTp051evT7iRMnrOjoaGvq1KnWN998Y23cuNEKDw+3Nm3a5FiHn03NHTx40Oratas1fvz4Cp/3kZuba+3fv9/q2rWrtWDBAiszM9NatWpVhc/ZmjhxohUfH2/t2LHD8TlbP/4ZonpjxoyxBg4caO3cudPat2+fNXHiRCs6Otr69ttvef8b8ONHv5O/vUpLS62EhATrlltusVJSUqzMzExr3rx5Vrdu3ax9+/aRfy148cUXraioKGvLli1On7O1Y8cOq6CgwBowYIA1evRoKz093fE5T0uXLnVsn5SUZEVERFibNm1yfM7TDTfcwOc8XYInnnjCuu+++yosJ397lZaWWnfddZc1aNAga/v27dahQ4esxYsXW507d7b27NlTa79/KFs/UlJSYj377LNWbGysFRkZad1///3WkSNHTE+rwflp2bIsy9q7d691xx13WN26dbP69+9v/eUvf3Ea52dTcy+99JIVEhJS6Z+pU6dalmVZn376qTV48GCrW7du1qBBg6x3333XaR8XLlywpk+fbvXs2dPq2bOnNXHiROvUqVMmDqdeys3NtWbOnGn16tXLioiIsEaNGmXt37/fMc77v3b9uGxZFvnb7fvvv7emTZtm9erVywoPD7fuvPNOKyUlxTFO/vZbvXq1FR8fb3Xt2tW67bbbrA8//NAxlpWVZY0cOdIKDw+3evfubT3//PNWaWmp0/YrV660+vbta0VERFh33323lZaWVtuHUK+NGTPGevTRRysdI397nTlzxpo1a5bVr18/Kyoqyrrzzjut5ORkx3ht/P5xsyzLcu0kHQAAAADgp7hnCwAAAABsQNkCAAAAABtQtgAAAADABpQtAAAAALABZQsAAAAAbEDZAgAAAAAbULYAAAAAwAaULQAAXMDHVQIAqkLZAgA0CI888ohuuOGGCsv//e9/KzQ0VD169FBxcbHT2FdffaXQ0FC9+OKLCg0N1aZNm6p9jfj4eE2bNs3x/RtvvKE//OEPju83bdqk0NBQHT161MWjAQA0BJQtAECDEBcXpzNnzujgwYNOyz/77DM1b95cFy5c0O7du53GUlNTJUlDhw5VUlKS+vXrd0mv+dJLL+nMmTOuTBsA0IBRtgAADUJcXJwk6YsvvnBa/vnnn2vQoEG6+uqr9dlnnzmNpaSkKCQkRNdcc40iIyPVsmXLWpsvAKDho2wBABqEdu3a6ZprrnEqW+fOndPevXt14403Ki4uTp9//rnTNrt27VKvXr109OjRCpcRZmRkaOTIkYqKilL//v31zjvvOG0bHx+vb7/9Vm+99VaFSwf37t2r3/zmNwoPD1e/fv20cuVKm44aAFCXUbYAAA1GbGysU9navn27LMtSXFycevfurfT0dJ04cUKSlJmZqdOnT6tXr14V9nP8+HElJibq3LlzWrBggR555BEtXLhQx48fd6zzxz/+Ua1atdJNN92kpKQkBQYGOsZmzZqlW2+9VStWrFBUVJQWLFigTz75xMYjBwDURZQtAECDERcXp0OHDunUqVOSfrhfKyIiQv7+/rrxxhvl5ubmOLuVkpIiLy8vRUdHV9jP2rVrVVpaqhUrVmjAgAEaOnSoli5dqpKSEsc6Xbp0kZeXl1q2bKnIyEh5eXk5xiZOnKgRI0YoLi5O8+bNk6enp3bs2GHz0QMA6hrKFgCgwSi/b6v8QRiff/65evfuLUlq3ry5unbtqn/961+Sfng4Ro8ePeTj41NhP7t27apwD1f37t119dVXX9Q8evbs6fja19dXV111lXJzc2t2UACAeouyBQBoMK666iqFhIToiy++0IEDB/Tdd9+pT58+jvFevXopOTlZ0n/v16rM2bNn1aJFiwrLW7VqdVHz8PX1dfre3d2dz+MCgCsQZQsA0KDExsZq79692r59u5o3b67w8HDHWO/evZWdna0dO3bo2LFjVZatFi1aOO7t+jEe8w4AuBSULQBAg3LjjTfq66+/VnJysuLi4uTu/t//1EVGRqpx48Zav369WrRooS5dulS6j9jYWO3evdvpgRiZmZk6cuSI03o/3jcAAD/FfyUAAA1KdHS0ioqK9Mknnzju1yrn6empmJgYffzxx44HZlTm3nvvVbNmzTR69Ght3bpV7733nh566CF5eno6refv76+0tDTt3LlTBQUFth0TAKB+omwBABqUJk2aKDw8XMXFxRXKliT16dNHxcXFuvHGG6vcR4sWLfTaa6+pTZs2mjZtmubNm6fhw4crLCzMab1Ro0bpxIkTGj16tL766qvLfiwAgPrNzeKOXQAAAAC47DizBQAAAAA2oGwBAAAAgA0oWwAAAABgA8oWAAAAANiAsgUAAAAANqBsAQAAAIANKFsAAAAAYAPKFgAAAADYgLIFAAAAADagbAEAAACADShbAAAAAGCD/w/n5W98m+fiwwAAAABJRU5ErkJggg==\n" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ "manager.run()\n" ], "metadata": { - "collapsed": false + "collapsed": false, + "is_executing": true, + "ExecuteTime": { + "start_time": "2023-07-10T12:40:38.909468900Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T12:29:10.902751100Z", + "start_time": "2023-07-10T12:29:10.875737700Z" + } } }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "outputs": [], "source": [], "metadata": { diff --git a/examples/classification_torchvision_fashion_mnist.ipynb b/examples/classification_torchvision_fashion_mnist.ipynb index 842a694f..8efe83e0 100644 --- a/examples/classification_torchvision_fashion_mnist.ipynb +++ b/examples/classification_torchvision_fashion_mnist.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-10T12:12:15.327811300Z", - "start_time": "2023-07-10T12:12:13.699259400Z" + "end_time": "2023-07-10T12:25:40.700231800Z", + "start_time": "2023-07-10T12:25:38.891950300Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:12:15.343811100Z", - "start_time": "2023-07-10T12:12:15.220827100Z" + "end_time": "2023-07-10T12:25:40.712232600Z", + "start_time": "2023-07-10T12:25:40.700231800Z" } } }, @@ -57,8 +57,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:12:15.344812500Z", - "start_time": "2023-07-10T12:12:15.236827200Z" + "end_time": "2023-07-10T12:25:40.790231700Z", + "start_time": "2023-07-10T12:25:40.716232Z" } } }, @@ -71,8 +71,7 @@ "output_type": "stream", "text": [ "INFO:data_gradients.utils.summary_writer:`log_dir` was not set, so the logs will be saved in D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", - "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n", - "INFO:data_gradients.managers.abstract_manager:Running with `batches_early_stop=999`: Only the first 999 batches will be analyzed.\n" + "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n" ] } ], @@ -91,8 +90,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:12:18.121087400Z", - "start_time": "2023-07-10T12:12:15.300811500Z" + "end_time": "2023-07-10T12:25:43.932721400Z", + "start_time": "2023-07-10T12:25:40.792231700Z" } } }, @@ -105,11 +104,11 @@ "output_type": "stream", "text": [ " - Executing analysis with: \n", - " - batches_early_stop: 999 \n", + " - batches_early_stop: None \n", " - len(train_data): 60000 \n", " - len(val_data): 10000 \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-151218 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-152543 \n", " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" ] }, @@ -117,8 +116,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 100%|██████████| 999/999 [00:01<00:00, 874.02it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:01<00:00, 1.47it/s]\n" + "Analyzing... : 100%|██████████| 60000/60000 [00:40<00:00, 1470.09it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:03<00:00, 1.98s/it]\n" ] }, { @@ -135,7 +134,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-151218\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-152543\n" ] }, { @@ -149,7 +148,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" @@ -157,7 +156,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" @@ -165,7 +164,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" @@ -177,8 +176,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:12:23.417630300Z", - "start_time": "2023-07-10T12:12:18.085091700Z" + "end_time": "2023-07-10T12:26:34.707607300Z", + "start_time": "2023-07-10T12:25:43.813721700Z" } } }, @@ -190,8 +189,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:12:23.444628100Z", - "start_time": "2023-07-10T12:12:23.418639500Z" + "end_time": "2023-07-10T12:26:34.723606200Z", + "start_time": "2023-07-10T12:26:34.647617200Z" } } } diff --git a/src/data_gradients/feature_extractors/common/image_color_distribution.py b/src/data_gradients/feature_extractors/common/image_color_distribution.py index 62dd385c..d0ae5347 100644 --- a/src/data_gradients/feature_extractors/common/image_color_distribution.py +++ b/src/data_gradients/feature_extractors/common/image_color_distribution.py @@ -57,6 +57,8 @@ def aggregate(self) -> Feature: for split, pixel_frequency_per_channel in self.pixel_frequency_per_channel_per_split.items() for color, pixel_frequency in zip(self.colors, pixel_frequency_per_channel) for pixel_value, n in zip(range(256), pixel_frequency) + # This check ensures that we don't plot empty histograms (E.g split is missing) + if np.sum(self.pixel_frequency_per_channel_per_split[split]) > 0 ] df = pd.DataFrame(data) diff --git a/src/data_gradients/managers/classification_manager.py b/src/data_gradients/managers/classification_manager.py index 037a4ec6..61e48e28 100644 --- a/src/data_gradients/managers/classification_manager.py +++ b/src/data_gradients/managers/classification_manager.py @@ -31,7 +31,7 @@ def __init__( images_extractor: Optional[Callable[[SupportedDataType], torch.Tensor]] = None, labels_extractor: Optional[Callable[[SupportedDataType], torch.Tensor]] = None, n_image_channels: int = 3, - batches_early_stop: int = 999, + batches_early_stop: Optional[int] = None, remove_plots_after_report: Optional[bool] = True, ): """ @@ -104,5 +104,5 @@ def __init__( grouped_feature_extractors=grouped_feature_extractors, log_dir=log_dir, batches_early_stop=batches_early_stop, - remove_plots_after_report=remove_plots_after_report + remove_plots_after_report=remove_plots_after_report, ) From 03d458a273c2b903df2a6ea77af53e852215f15d Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 15:42:33 +0300 Subject: [PATCH 05/20] Remove default value batches_early_stop for ClassificationAnalysisManager --- ...lassification_torchvision_caltech101.ipynb | 47 +++++++++++++++++-- 1 file changed, 44 insertions(+), 3 deletions(-) diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index b18b3f5d..ebbcbc58 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "outputs": [ { "name": "stdout", @@ -135,8 +135,49 @@ "output_type": "stream", "text": [ "Dataset successfully analyzed!\n", - "Starting to write the report, this may take around 10 seconds...\n" + "Starting to write the report, this may take around 10 seconds...\n", + "****************************************************************************************************\n", + "We have finished evaluating your dataset!\n", + "\n", + "The cache of your DataConfig object can be found in:\n", + " - C:\\Users\\blood\\AppData\\Local\\Deci\\DataGradients\\Cache\\Caltech101.json\n", + "\n", + "The results can be seen in:\n", + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-154038\n" ] + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -144,8 +185,8 @@ ], "metadata": { "collapsed": false, - "is_executing": true, "ExecuteTime": { + "end_time": "2023-07-10T12:41:48.253505600Z", "start_time": "2023-07-10T12:40:38.909468900Z" } } From c48151d0c94dc2b43b48b039fe48cd8b756f4d8e Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 16:34:54 +0300 Subject: [PATCH 06/20] Remove default value batches_early_stop for ClassificationAnalysisManager --- ...lassification_torchvision_caltech101.ipynb | 168 ++++++++++++++++++ 1 file changed, 168 insertions(+) diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index ebbcbc58..4172ff7e 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -105,6 +105,15 @@ } } }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": 20, @@ -204,6 +213,165 @@ } } }, + { + "cell_type": "code", + "execution_count": 21, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:data_gradients.utils.summary_writer:`log_dir` was not set, so the logs will be saved in D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", + "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " - Executing analysis with: \n", + " - batches_early_stop: None \n", + " - len(train_data): 8677 \n", + " - len(val_data): None \n", + " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-154254 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Analyzing... : 0it [00:00, ?it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "------------------------------------------------------------------------\n", + "Which tensor represents your \u001B[33;1mLabel(s)\u001B[0m ?\n", + "------------------------------------------------------------------------\n", + "This is how your data is structured: \n", + "data = [\n", + " \"Tensor\",\n", + " \"int\"\n", + "]\n", + "\n", + "Options:\n", + "[\u001B[34;1m0\u001B[0m] | data[0]: Tensor\n", + "[\u001B[34;1m1\u001B[0m] | data[1]: int\n", + "\n" + ] + }, + { + "data": { + "text/plain": "Button(description='data[0]: Tensor', style=ButtonStyle())", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "54a8b4e6e11a4a94845a97076fe7df74" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "Output()", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "d6a3a7b8b9234bdf9ec9ff760401d153" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "Button(description='data[1]: int', style=ButtonStyle())", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "7d3e0b8bb20d466b9c09baaf363c3138" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "Output()", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "43ed274b1f15402f8fbcb4cc3d468389" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Analyzing... : 0it [00:06, ?it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Great! You chose: \u001B[33;1mdata[1]: int\u001B[0m\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "ValueError", + "evalue": "Images batch shape should be (BatchSize x Channels x Width x Height). Got torch.Size([3, 337, 510])", + "output_type": "error", + "traceback": [ + "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[1;31mValueError\u001B[0m Traceback (most recent call last)", + "Input \u001B[1;32mIn [21]\u001B[0m, in \u001B[0;36m\u001B[1;34m()\u001B[0m\n\u001B[0;32m 1\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mtorch\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mutils\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mdata\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m DataLoader\n\u001B[0;32m 2\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mdata_gradients\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mmanagers\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mclassification_manager\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m ClassificationAnalysisManager\n\u001B[1;32m----> 4\u001B[0m manager \u001B[38;5;241m=\u001B[39m \u001B[43mClassificationAnalysisManager\u001B[49m\u001B[43m(\u001B[49m\n\u001B[0;32m 5\u001B[0m \u001B[43m \u001B[49m\u001B[43mtrain_data\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtrain\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m 6\u001B[0m \u001B[43m \u001B[49m\u001B[43mreport_title\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mCaltech101\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[0;32m 7\u001B[0m \u001B[43m \u001B[49m\u001B[43mclass_names\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtrain\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mcategories\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m 8\u001B[0m \u001B[43m \u001B[49m\u001B[43mbatches_early_stop\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mNone\u001B[39;49;00m\u001B[43m,\u001B[49m\n\u001B[0;32m 9\u001B[0m \u001B[43m \u001B[49m\u001B[43mn_image_channels\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;241;43m3\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[0;32m 10\u001B[0m \u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mrun\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n", + "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\managers\\abstract_manager.py:222\u001B[0m, in \u001B[0;36mAnalysisManagerAbstract.run\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 220\u001B[0m interrupted \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mFalse\u001B[39;00m\n\u001B[0;32m 221\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[1;32m--> 222\u001B[0m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mexecute\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 223\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mKeyboardInterrupt\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[0;32m 224\u001B[0m logger\u001B[38;5;241m.\u001B[39minfo(\n\u001B[0;32m 225\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m[EXECUTION HAS BEEN INTERRUPTED]... \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 226\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mPlease wait until SOFT-TERMINATION process finishes and saves the report and log files before terminating...\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 227\u001B[0m )\n", + "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\managers\\abstract_manager.py:117\u001B[0m, in \u001B[0;36mAnalysisManagerAbstract.execute\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 114\u001B[0m \u001B[38;5;28;01mbreak\u001B[39;00m\n\u001B[0;32m 116\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m train_batch \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[1;32m--> 117\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m sample \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mbatch_processor\u001B[38;5;241m.\u001B[39mprocess(train_batch, split\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mtrain\u001B[39m\u001B[38;5;124m\"\u001B[39m):\n\u001B[0;32m 118\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m feature_extractors \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mgrouped_feature_extractors\u001B[38;5;241m.\u001B[39mvalues():\n\u001B[0;32m 119\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m feature_extractor \u001B[38;5;129;01min\u001B[39;00m feature_extractors:\n", + "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\batch_processors\\base.py:28\u001B[0m, in \u001B[0;36mBatchProcessor.process\u001B[1;34m(self, unprocessed_batch, split)\u001B[0m\n\u001B[0;32m 26\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mprocess\u001B[39m(\u001B[38;5;28mself\u001B[39m, unprocessed_batch: Union[Tuple, List, Mapping], split: \u001B[38;5;28mstr\u001B[39m) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m Iterable[ImageSample]:\n\u001B[0;32m 27\u001B[0m images, labels \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mdataset_adapter\u001B[38;5;241m.\u001B[39mextract(unprocessed_batch)\n\u001B[1;32m---> 28\u001B[0m images, labels \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mbatch_formatter\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mformat\u001B[49m\u001B[43m(\u001B[49m\u001B[43mimages\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mlabels\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 29\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m sample \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mbatch_preprocessor\u001B[38;5;241m.\u001B[39mpreprocess(images, labels, split):\n\u001B[0;32m 30\u001B[0m \u001B[38;5;28;01myield\u001B[39;00m sample\n", + "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\batch_processors\\formatters\\classification.py:51\u001B[0m, in \u001B[0;36mClassificationBatchFormatter.format\u001B[1;34m(self, images, labels)\u001B[0m\n\u001B[0;32m 41\u001B[0m \u001B[38;5;124;03m\"\"\"Validate batch images and labels format, and ensure that they are in the relevant format for detection.\u001B[39;00m\n\u001B[0;32m 42\u001B[0m \n\u001B[0;32m 43\u001B[0m \u001B[38;5;124;03m:param images: Batch of images, in (BS, ...) format\u001B[39;00m\n\u001B[1;32m (...)\u001B[0m\n\u001B[0;32m 47\u001B[0m \u001B[38;5;124;03m - labels: Batch of targets (BS)\u001B[39;00m\n\u001B[0;32m 48\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m 50\u001B[0m images \u001B[38;5;241m=\u001B[39m ensure_channel_first(images, n_image_channels\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mn_image_channels)\n\u001B[1;32m---> 51\u001B[0m images \u001B[38;5;241m=\u001B[39m \u001B[43mensure_images_shape\u001B[49m\u001B[43m(\u001B[49m\u001B[43mimages\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mn_image_channels\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mn_image_channels\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 52\u001B[0m labels \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mensure_labels_shape(images\u001B[38;5;241m=\u001B[39mimages, labels\u001B[38;5;241m=\u001B[39mlabels)\n\u001B[0;32m 54\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;241m0\u001B[39m \u001B[38;5;241m<\u001B[39m\u001B[38;5;241m=\u001B[39m images\u001B[38;5;241m.\u001B[39mmin() \u001B[38;5;129;01mand\u001B[39;00m images\u001B[38;5;241m.\u001B[39mmax() \u001B[38;5;241m<\u001B[39m\u001B[38;5;241m=\u001B[39m \u001B[38;5;241m1\u001B[39m:\n", + "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\batch_processors\\formatters\\utils.py:46\u001B[0m, in \u001B[0;36mensure_images_shape\u001B[1;34m(images, n_image_channels)\u001B[0m\n\u001B[0;32m 39\u001B[0m \u001B[38;5;124;03m\"\"\"Validate images dimensions are (BS, C, H, W)\u001B[39;00m\n\u001B[0;32m 40\u001B[0m \n\u001B[0;32m 41\u001B[0m \u001B[38;5;124;03m:param images: Tensor [BS, C, H, W]\u001B[39;00m\n\u001B[0;32m 42\u001B[0m \u001B[38;5;124;03m:param n_image_channels: Number of image channels (C = 3 for RGB, C = 1 for grayscale)\u001B[39;00m\n\u001B[0;32m 43\u001B[0m \u001B[38;5;124;03m:return: images: Tensor [BS, C, H, W]\u001B[39;00m\n\u001B[0;32m 44\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m 45\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m images\u001B[38;5;241m.\u001B[39mdim() \u001B[38;5;241m!=\u001B[39m \u001B[38;5;241m4\u001B[39m:\n\u001B[1;32m---> 46\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mImages batch shape should be (BatchSize x Channels x Width x Height). Got \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mimages\u001B[38;5;241m.\u001B[39mshape\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m\"\u001B[39m)\n\u001B[0;32m 48\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m images\u001B[38;5;241m.\u001B[39mshape[\u001B[38;5;241m1\u001B[39m] \u001B[38;5;241m!=\u001B[39m n_image_channels:\n\u001B[0;32m 49\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mImages should have \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mn_image_channels\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m number of channels. Got \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mmin\u001B[39m(images[\u001B[38;5;241m0\u001B[39m]\u001B[38;5;241m.\u001B[39mshape)\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m\"\u001B[39m)\n", + "\u001B[1;31mValueError\u001B[0m: Images batch shape should be (BatchSize x Channels x Width x Height). Got torch.Size([3, 337, 510])" + ] + } + ], + "source": [ + "from torch.utils.data import DataLoader\n", + "from data_gradients.managers.classification_manager import ClassificationAnalysisManager\n", + "\n", + "manager = ClassificationAnalysisManager(\n", + " train_data=train,\n", + " report_title='Caltech101',\n", + " class_names=train.categories,\n", + " batches_early_stop=None,\n", + " n_image_channels=3,\n", + ").run()\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T12:43:00.788168400Z", + "start_time": "2023-07-10T12:42:54.483312900Z" + } + } + }, { "cell_type": "code", "execution_count": null, From da9426479f8e40c762df97531dfe719779f6cbe1 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 17:01:45 +0300 Subject: [PATCH 07/20] Support dataset --- ...lassification_torchvision_caltech101.ipynb | 162 ++++++------------ .../managers/abstract_manager.py | 23 +++ 2 files changed, 80 insertions(+), 105 deletions(-) diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index 4172ff7e..80e978e6 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-10T12:26:59.724326500Z", - "start_time": "2023-07-10T12:26:58.131380900Z" + "end_time": "2023-07-10T13:43:27.508792500Z", + "start_time": "2023-07-10T13:43:25.716137100Z" } }, "outputs": [], @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 2, "outputs": [], "source": [ "from torchvision.datasets.caltech import Caltech101\n", @@ -30,14 +30,14 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:40:37.503781200Z", - "start_time": "2023-07-10T12:40:37.471581500Z" + "end_time": "2023-07-10T13:43:27.523014200Z", + "start_time": "2023-07-10T13:43:27.510795700Z" } } }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "outputs": [ { "name": "stdout", @@ -50,7 +50,7 @@ "data": { "text/plain": "8677" }, - "execution_count": 18, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -67,14 +67,14 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:40:38.086494900Z", - "start_time": "2023-07-10T12:40:38.037483900Z" + "end_time": "2023-07-10T13:43:27.558888900Z", + "start_time": "2023-07-10T13:43:27.526990300Z" } } }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "outputs": [ { "name": "stderr", @@ -100,23 +100,27 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:40:38.644479700Z", - "start_time": "2023-07-10T12:40:38.524468700Z" + "end_time": "2023-07-10T13:43:30.536290800Z", + "start_time": "2023-07-10T13:43:27.558888900Z" } } }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "outputs": [], "source": [], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T13:43:30.595907600Z", + "start_time": "2023-07-10T13:43:30.539294600Z" + } } }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "outputs": [ { "name": "stdout", @@ -127,7 +131,7 @@ " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-154038 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164330 \n", " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" ] }, @@ -135,8 +139,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 8677it [01:01, 141.39it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:02<00:00, 1.20s/it]\n" + "Analyzing... : 8677it [01:08, 127.41it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:02<00:00, 1.30s/it]\n" ] }, { @@ -153,7 +157,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-154038\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164330\n" ] }, { @@ -195,27 +199,27 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:41:48.253505600Z", - "start_time": "2023-07-10T12:40:38.909468900Z" + "end_time": "2023-07-10T13:44:45.740777400Z", + "start_time": "2023-07-10T13:43:30.553529700Z" } } }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:29:10.902751100Z", - "start_time": "2023-07-10T12:29:10.875737700Z" + "end_time": "2023-07-10T13:44:45.755776300Z", + "start_time": "2023-07-10T13:44:45.741781300Z" } } }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "outputs": [ { "name": "stderr", @@ -234,7 +238,7 @@ " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-154254 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164445 \n", " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" ] }, @@ -242,114 +246,58 @@ "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 0it [00:00, ?it/s]" + "Analyzing... : 8677it [01:08, 125.92it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:02<00:00, 1.16s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ + "Dataset successfully analyzed!\n", + "Starting to write the report, this may take around 10 seconds...\n", + "****************************************************************************************************\n", + "We have finished evaluating your dataset!\n", "\n", - "------------------------------------------------------------------------\n", - "Which tensor represents your \u001B[33;1mLabel(s)\u001B[0m ?\n", - "------------------------------------------------------------------------\n", - "This is how your data is structured: \n", - "data = [\n", - " \"Tensor\",\n", - " \"int\"\n", - "]\n", + "The cache of your DataConfig object can be found in:\n", + " - C:\\Users\\blood\\AppData\\Local\\Deci\\DataGradients\\Cache\\Caltech101.json\n", "\n", - "Options:\n", - "[\u001B[34;1m0\u001B[0m] | data[0]: Tensor\n", - "[\u001B[34;1m1\u001B[0m] | data[1]: int\n", - "\n" + "The results can be seen in:\n", + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164445\n" ] }, { "data": { - "text/plain": "Button(description='data[0]: Tensor', style=ButtonStyle())", - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "54a8b4e6e11a4a94845a97076fe7df74" - } + "text/plain": "
", + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { - "text/plain": "Output()", - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "d6a3a7b8b9234bdf9ec9ff760401d153" - } + "text/plain": "
", + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { - "text/plain": "Button(description='data[1]: int', style=ButtonStyle())", - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "7d3e0b8bb20d466b9c09baaf363c3138" - } + "text/plain": "
", + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { - "text/plain": "Output()", - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "43ed274b1f15402f8fbcb4cc3d468389" - } + "text/plain": "
", + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Analyzing... : 0it [00:06, ?it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Great! You chose: \u001B[33;1mdata[1]: int\u001B[0m\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "ename": "ValueError", - "evalue": "Images batch shape should be (BatchSize x Channels x Width x Height). Got torch.Size([3, 337, 510])", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mValueError\u001B[0m Traceback (most recent call last)", - "Input \u001B[1;32mIn [21]\u001B[0m, in \u001B[0;36m\u001B[1;34m()\u001B[0m\n\u001B[0;32m 1\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mtorch\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mutils\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mdata\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m DataLoader\n\u001B[0;32m 2\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mdata_gradients\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mmanagers\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mclassification_manager\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m ClassificationAnalysisManager\n\u001B[1;32m----> 4\u001B[0m manager \u001B[38;5;241m=\u001B[39m \u001B[43mClassificationAnalysisManager\u001B[49m\u001B[43m(\u001B[49m\n\u001B[0;32m 5\u001B[0m \u001B[43m \u001B[49m\u001B[43mtrain_data\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtrain\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m 6\u001B[0m \u001B[43m \u001B[49m\u001B[43mreport_title\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mCaltech101\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[0;32m 7\u001B[0m \u001B[43m \u001B[49m\u001B[43mclass_names\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtrain\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mcategories\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m 8\u001B[0m \u001B[43m \u001B[49m\u001B[43mbatches_early_stop\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mNone\u001B[39;49;00m\u001B[43m,\u001B[49m\n\u001B[0;32m 9\u001B[0m \u001B[43m \u001B[49m\u001B[43mn_image_channels\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;241;43m3\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[0;32m 10\u001B[0m \u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mrun\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n", - "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\managers\\abstract_manager.py:222\u001B[0m, in \u001B[0;36mAnalysisManagerAbstract.run\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 220\u001B[0m interrupted \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mFalse\u001B[39;00m\n\u001B[0;32m 221\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[1;32m--> 222\u001B[0m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mexecute\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 223\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mKeyboardInterrupt\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[0;32m 224\u001B[0m logger\u001B[38;5;241m.\u001B[39minfo(\n\u001B[0;32m 225\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m[EXECUTION HAS BEEN INTERRUPTED]... \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 226\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mPlease wait until SOFT-TERMINATION process finishes and saves the report and log files before terminating...\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 227\u001B[0m )\n", - "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\managers\\abstract_manager.py:117\u001B[0m, in \u001B[0;36mAnalysisManagerAbstract.execute\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 114\u001B[0m \u001B[38;5;28;01mbreak\u001B[39;00m\n\u001B[0;32m 116\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m train_batch \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[1;32m--> 117\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m sample \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mbatch_processor\u001B[38;5;241m.\u001B[39mprocess(train_batch, split\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mtrain\u001B[39m\u001B[38;5;124m\"\u001B[39m):\n\u001B[0;32m 118\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m feature_extractors \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mgrouped_feature_extractors\u001B[38;5;241m.\u001B[39mvalues():\n\u001B[0;32m 119\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m feature_extractor \u001B[38;5;129;01min\u001B[39;00m feature_extractors:\n", - "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\batch_processors\\base.py:28\u001B[0m, in \u001B[0;36mBatchProcessor.process\u001B[1;34m(self, unprocessed_batch, split)\u001B[0m\n\u001B[0;32m 26\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mprocess\u001B[39m(\u001B[38;5;28mself\u001B[39m, unprocessed_batch: Union[Tuple, List, Mapping], split: \u001B[38;5;28mstr\u001B[39m) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m Iterable[ImageSample]:\n\u001B[0;32m 27\u001B[0m images, labels \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mdataset_adapter\u001B[38;5;241m.\u001B[39mextract(unprocessed_batch)\n\u001B[1;32m---> 28\u001B[0m images, labels \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mbatch_formatter\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mformat\u001B[49m\u001B[43m(\u001B[49m\u001B[43mimages\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mlabels\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 29\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m sample \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mbatch_preprocessor\u001B[38;5;241m.\u001B[39mpreprocess(images, labels, split):\n\u001B[0;32m 30\u001B[0m \u001B[38;5;28;01myield\u001B[39;00m sample\n", - "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\batch_processors\\formatters\\classification.py:51\u001B[0m, in \u001B[0;36mClassificationBatchFormatter.format\u001B[1;34m(self, images, labels)\u001B[0m\n\u001B[0;32m 41\u001B[0m \u001B[38;5;124;03m\"\"\"Validate batch images and labels format, and ensure that they are in the relevant format for detection.\u001B[39;00m\n\u001B[0;32m 42\u001B[0m \n\u001B[0;32m 43\u001B[0m \u001B[38;5;124;03m:param images: Batch of images, in (BS, ...) format\u001B[39;00m\n\u001B[1;32m (...)\u001B[0m\n\u001B[0;32m 47\u001B[0m \u001B[38;5;124;03m - labels: Batch of targets (BS)\u001B[39;00m\n\u001B[0;32m 48\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m 50\u001B[0m images \u001B[38;5;241m=\u001B[39m ensure_channel_first(images, n_image_channels\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mn_image_channels)\n\u001B[1;32m---> 51\u001B[0m images \u001B[38;5;241m=\u001B[39m \u001B[43mensure_images_shape\u001B[49m\u001B[43m(\u001B[49m\u001B[43mimages\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mn_image_channels\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mn_image_channels\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 52\u001B[0m labels \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mensure_labels_shape(images\u001B[38;5;241m=\u001B[39mimages, labels\u001B[38;5;241m=\u001B[39mlabels)\n\u001B[0;32m 54\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;241m0\u001B[39m \u001B[38;5;241m<\u001B[39m\u001B[38;5;241m=\u001B[39m images\u001B[38;5;241m.\u001B[39mmin() \u001B[38;5;129;01mand\u001B[39;00m images\u001B[38;5;241m.\u001B[39mmax() \u001B[38;5;241m<\u001B[39m\u001B[38;5;241m=\u001B[39m \u001B[38;5;241m1\u001B[39m:\n", - "File \u001B[1;32mD:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\batch_processors\\formatters\\utils.py:46\u001B[0m, in \u001B[0;36mensure_images_shape\u001B[1;34m(images, n_image_channels)\u001B[0m\n\u001B[0;32m 39\u001B[0m \u001B[38;5;124;03m\"\"\"Validate images dimensions are (BS, C, H, W)\u001B[39;00m\n\u001B[0;32m 40\u001B[0m \n\u001B[0;32m 41\u001B[0m \u001B[38;5;124;03m:param images: Tensor [BS, C, H, W]\u001B[39;00m\n\u001B[0;32m 42\u001B[0m \u001B[38;5;124;03m:param n_image_channels: Number of image channels (C = 3 for RGB, C = 1 for grayscale)\u001B[39;00m\n\u001B[0;32m 43\u001B[0m \u001B[38;5;124;03m:return: images: Tensor [BS, C, H, W]\u001B[39;00m\n\u001B[0;32m 44\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m 45\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m images\u001B[38;5;241m.\u001B[39mdim() \u001B[38;5;241m!=\u001B[39m \u001B[38;5;241m4\u001B[39m:\n\u001B[1;32m---> 46\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mImages batch shape should be (BatchSize x Channels x Width x Height). Got \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mimages\u001B[38;5;241m.\u001B[39mshape\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m\"\u001B[39m)\n\u001B[0;32m 48\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m images\u001B[38;5;241m.\u001B[39mshape[\u001B[38;5;241m1\u001B[39m] \u001B[38;5;241m!=\u001B[39m n_image_channels:\n\u001B[0;32m 49\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mImages should have \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mn_image_channels\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m number of channels. Got \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mmin\u001B[39m(images[\u001B[38;5;241m0\u001B[39m]\u001B[38;5;241m.\u001B[39mshape)\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m\"\u001B[39m)\n", - "\u001B[1;31mValueError\u001B[0m: Images batch shape should be (BatchSize x Channels x Width x Height). Got torch.Size([3, 337, 510])" - ] } ], "source": [ @@ -367,18 +315,22 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:43:00.788168400Z", - "start_time": "2023-07-10T12:42:54.483312900Z" + "end_time": "2023-07-10T13:46:01.410230300Z", + "start_time": "2023-07-10T13:44:45.756776500Z" } } }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "outputs": [], "source": [], "metadata": { - "collapsed": false + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-10T13:46:01.425265100Z", + "start_time": "2023-07-10T13:46:01.411230900Z" + } } } ], diff --git a/src/data_gradients/managers/abstract_manager.py b/src/data_gradients/managers/abstract_manager.py index 75a3bb0e..519ac6a1 100644 --- a/src/data_gradients/managers/abstract_manager.py +++ b/src/data_gradients/managers/abstract_manager.py @@ -5,6 +5,9 @@ from typing import Iterable, List, Dict, Optional from itertools import zip_longest from logging import getLogger + +import torch +from torch.utils.data import DataLoader from tqdm import tqdm from data_gradients.feature_extractors import AbstractFeatureExtractor @@ -63,6 +66,26 @@ def __init__( if batches_early_stop: logger.info(f"Running with `batches_early_stop={batches_early_stop}`: Only the first {batches_early_stop} batches will be analyzed.") self.batches_early_stop = batches_early_stop + + # Check if train_data and val_data are DataLoader objects. + # If not, try to convert them to DataLoader objects. + # Generally this should work fine, with only caveat that detection datasets may require custom collate_fn. + # However since we are using bs=1 this should not be a problem, but just in case we try to get a singe batch + # from the dataset and see if it works. + if not isinstance(train_data, DataLoader): + try: + next(iter(DataLoader(train_data))) + train_data = DataLoader(train_data) + except: + pass + + if val_data is not None and not isinstance(val_data, DataLoader): + try: + next(iter(DataLoader(train_data))) + val_data = DataLoader(val_data) + except: + pass + self.train_size = len(train_data) if hasattr(train_data, "__len__") else None self.val_size = len(val_data) if hasattr(val_data, "__len__") else None From f70b6c32f9e7184a2b9e1ec45a5c1877b359b0b6 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 10 Jul 2023 17:08:28 +0300 Subject: [PATCH 08/20] Copy-paste bugfix --- src/data_gradients/managers/abstract_manager.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/data_gradients/managers/abstract_manager.py b/src/data_gradients/managers/abstract_manager.py index 519ac6a1..50ddfd97 100644 --- a/src/data_gradients/managers/abstract_manager.py +++ b/src/data_gradients/managers/abstract_manager.py @@ -81,7 +81,7 @@ def __init__( if val_data is not None and not isinstance(val_data, DataLoader): try: - next(iter(DataLoader(train_data))) + next(iter(DataLoader(val_data))) val_data = DataLoader(val_data) except: pass From 1bd963b081e948dd83d51586406c8da171f43bb3 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Tue, 11 Jul 2023 13:23:25 +0300 Subject: [PATCH 09/20] New feature extractor ClassificationClassDistributionVsArea --- ...lassification_torchvision_caltech101.ipynb | 159 +++--------------- ...sification_torchvision_fashion_mnist.ipynb | 42 +++-- src/data_gradients/config/classification.yaml | 1 + .../feature_extractors/__init__.py | 3 +- .../classification/__init__.py | 5 +- .../class_distribution_vs_area.py | 75 +++++++++ .../test_class_distribution_vs_area.py | 111 ++++++++++++ 7 files changed, 236 insertions(+), 160 deletions(-) create mode 100644 src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py create mode 100644 tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index 80e978e6..4f37d747 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-10T13:43:27.508792500Z", - "start_time": "2023-07-10T13:43:25.716137100Z" + "end_time": "2023-07-11T09:34:02.579301600Z", + "start_time": "2023-07-11T09:34:00.314213600Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T13:43:27.523014200Z", - "start_time": "2023-07-10T13:43:27.510795700Z" + "end_time": "2023-07-11T09:34:02.589433700Z", + "start_time": "2023-07-11T09:34:02.580305600Z" } } }, @@ -67,8 +67,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T13:43:27.558888900Z", - "start_time": "2023-07-10T13:43:27.526990300Z" + "end_time": "2023-07-11T09:34:02.596304600Z", + "start_time": "2023-07-11T09:34:02.589433700Z" } } }, @@ -100,8 +100,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T13:43:30.536290800Z", - "start_time": "2023-07-10T13:43:27.558888900Z" + "end_time": "2023-07-11T09:34:06.598441800Z", + "start_time": "2023-07-11T09:34:02.594300900Z" } } }, @@ -113,8 +113,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T13:43:30.595907600Z", - "start_time": "2023-07-10T13:43:30.539294600Z" + "end_time": "2023-07-11T09:34:06.618448Z", + "start_time": "2023-07-11T09:34:06.578443100Z" } } }, @@ -131,16 +131,16 @@ " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164330 \n", - " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-123406 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea]}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 8677it [01:08, 127.41it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:02<00:00, 1.30s/it]\n" + "Analyzing... : 8677it [01:16, 114.07it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.35s/it]\n" ] }, { @@ -157,7 +157,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164330\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-123406\n" ] }, { @@ -191,145 +191,24 @@ }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "manager.run()\n" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-07-10T13:44:45.740777400Z", - "start_time": "2023-07-10T13:43:30.553529700Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 5, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-07-10T13:44:45.755776300Z", - "start_time": "2023-07-10T13:44:45.741781300Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 6, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:data_gradients.utils.summary_writer:`log_dir` was not set, so the logs will be saved in D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - "INFO:data_gradients.config.data.data_config:Cache deactivated for `ClassificationDataConfig`. Please set `load_cache=True` if you want to activate it.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " - Executing analysis with: \n", - " - batches_early_stop: None \n", - " - len(train_data): 8677 \n", - " - len(val_data): None \n", - " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164445 \n", - " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Analyzing... : 8677it [01:08, 125.92it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:02<00:00, 1.16s/it]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset successfully analyzed!\n", - "Starting to write the report, this may take around 10 seconds...\n", - "****************************************************************************************************\n", - "We have finished evaluating your dataset!\n", - "\n", - "The cache of your DataConfig object can be found in:\n", - " - C:\\Users\\blood\\AppData\\Local\\Deci\\DataGradients\\Cache\\Caltech101.json\n", - "\n", - "The results can be seen in:\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230710-164445\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" }, { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ - "from torch.utils.data import DataLoader\n", - "from data_gradients.managers.classification_manager import ClassificationAnalysisManager\n", - "\n", - "manager = ClassificationAnalysisManager(\n", - " train_data=train,\n", - " report_title='Caltech101',\n", - " class_names=train.categories,\n", - " batches_early_stop=None,\n", - " n_image_channels=3,\n", - ").run()\n" + "manager.run()\n" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T13:46:01.410230300Z", - "start_time": "2023-07-10T13:44:45.756776500Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 6, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-07-10T13:46:01.425265100Z", - "start_time": "2023-07-10T13:46:01.411230900Z" + "end_time": "2023-07-11T09:35:35.205706600Z", + "start_time": "2023-07-11T09:34:06.598441800Z" } } } diff --git a/examples/classification_torchvision_fashion_mnist.ipynb b/examples/classification_torchvision_fashion_mnist.ipynb index 8efe83e0..20bc11be 100644 --- a/examples/classification_torchvision_fashion_mnist.ipynb +++ b/examples/classification_torchvision_fashion_mnist.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-10T12:25:40.700231800Z", - "start_time": "2023-07-10T12:25:38.891950300Z" + "end_time": "2023-07-11T09:20:37.150826400Z", + "start_time": "2023-07-11T09:20:35.100793900Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:25:40.712232600Z", - "start_time": "2023-07-10T12:25:40.700231800Z" + "end_time": "2023-07-11T09:20:37.151832500Z", + "start_time": "2023-07-11T09:20:37.087700800Z" } } }, @@ -57,8 +57,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:25:40.790231700Z", - "start_time": "2023-07-10T12:25:40.716232Z" + "end_time": "2023-07-11T09:20:37.298879200Z", + "start_time": "2023-07-11T09:20:37.102824800Z" } } }, @@ -90,8 +90,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:25:43.932721400Z", - "start_time": "2023-07-10T12:25:40.792231700Z" + "end_time": "2023-07-11T09:20:41.143962Z", + "start_time": "2023-07-11T09:20:37.287849500Z" } } }, @@ -108,16 +108,16 @@ " - len(train_data): 60000 \n", " - len(val_data): 10000 \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-152543 \n", - " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution]}\n" + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-122041 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea]}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 100%|██████████| 60000/60000 [00:40<00:00, 1470.09it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:03<00:00, 1.98s/it]\n" + "Analyzing... : 100%|██████████| 60000/60000 [00:57<00:00, 1037.14it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:08<00:00, 4.06s/it]\n" ] }, { @@ -134,7 +134,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230710-152543\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-122041\n" ] }, { @@ -168,6 +168,14 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAJICAYAAACaO0yGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAABm8UlEQVR4nO3dd3xO9///8edFBCF2hJImZlAjsULt2NSmVVtqtdGiqL1qtbQlJa1NFa3S0GhrtTHKR+0WJSIhRuydIENyfn/4un7SJChHlsf9dsut5zrjfV7neld4Xu/3OZfFMAxDAAAAAADguWRI6QIAAAAAAEgPCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJjAJqULgHkOHjwowzCUKVOmlC4FAAAAANKFmJgYWSwWubu7P3FfRrDTEcMwZBhGSpfxUjAMQ9HR0bzfqQB9kbrQH6kHfZG60B+pB32RutAfqQd9kbT/krMYwU5HHo5clytXLoUrSf/u3r2rY8eOqXjx4rKzs0vpcl5q9EXqQn+kHvRF6kJ/pB70RepCf6Qe9EXSDh8+/NT7MoINAAAAAIAJCNgAACDZcVsTACA9ImADAIBkZRiGfH195evrS8gGAKQr3IMNAACSVXR0tEJDQ63LmTNnTtmCAAAwCSPYAAAAAACYgBFsAAAAAEijYmNjFRMT89ztREVFWf+bIcPLMw6bKVMmZcyY0bT2CNgAAAAAkMYYhqGLFy/q5s2bprQXFxcnGxsbnT9//qUK2JKUK1cuFShQQBaL5bnbImADAAAAQBrzMFznz59fdnZ2zx0OY2NjFRUVpcyZM5s6opuaGYahu3fv6vLly5KkggULPnebBGwAAAAASENiY2Ot4Tpv3rymtSlJWbJkeWkCtiRlzZpVknT58mXlz5//ua/95Rr7BwAAAIA07uE913Z2dilcSfrw8H004152AjYAAAAApEFm3DMMc99HAjYAAAAAIFUwDCOlS3guBGwAAAAAwAs3a9Ysubq6Wl937dpVXbt2tb5etWqVPv3005QozTQ85AwAAAAAkOzGjRsX7/XXX3+tqlWrplA15iBgAwAAAACSXfHixVO6BNMxRRwAAAAA8ERHjhxR9+7dValSJbm7u6tHjx7666+/JEnDhw9X165dtXr1atWrV0/u7u7q3r27AgMDk2zv0Sninp6eCgsL05o1a+Tq6qpz584lxyWZjoANAAAAAHisiIgI9erVS7lz59asWbM0Y8YM3bt3T++8847Cw8MlSceOHdOMGTPUv39/TZ8+XTdu3FCXLl10+fLlJ7Y/e/ZsOTg4qE6dOlq5cqXy58//oi/phWCKOAAAAADgsYKDg3Xjxg1169ZNFStWlCQVLVpUK1eu1J07dyRJ4eHhmjNnjipXrixJKl++vBo0aKClS5dqyJAhj22/TJkysrW1VZ48eeTm5vZCr+VFSlUj2MOHD5erq+tjf/6rrl27avjw4Ulu37179xOnINy9e1fLly9PsH7s2LGaN2+eJGnLli0KDg7+z/UBAAAAQGpXokQJ5cmTR/369dPYsWO1efNm5cuXT0OHDlWBAgUkSYULF7aGa0nKnz+/3N3dtXfv3pQqO9mlqoA9atQo7dixw/ojSSNHjkywzkzu7u7asWOHChYsmOQ+ixYt0sKFCxOs3759u+rUqaOwsDD169dP165dM70+AAAAAEhp2bJl0/Lly1WnTh2tX79e/fv3V/Xq1TV27FhFR0dLkhwdHRMclzdvXt28eTOZq005qWqKuL29vezt7ROsc3BweGHntLW1fWL7iX3Z+fHjx2UYRpq+AR8AAAAAnlbRokU1ffp0xcbG6tChQ/rpp5/03Xff6dVXX5Uk3bhxI8ExV69eVd68eZO71BSTqkawn8W9e/c0atQo1ahRQ+XKlVPr1q21adOmePvcuXNHI0aMUOXKlVWpUiUNHz5cd+/elZRwirinp6c+/fRTNWvWTB4eHuratatmz56tsLCwePtt27ZNtWvX1rlz51S/fn1JUrdu3TRr1ixJUkhIiPr16ycPDw9VqlRJH3zwgcLCwqw1de3aVZMnT9aHH36oChUqqHbt2po3b16iYR4AAAAAUtKGDRtUrVo1XblyRRkzZpS7u7vGjx+vHDly6Pz585Kk0NBQhYSEWI+5dOmSDh48qOrVqz/VOTJkSPPxNO0HbB8fHx0/flzz5s3Tr7/+qtq1a2vQoEHxRpU3bdqk/Pnzy8/PT9OmTdOvv/6q+fPnJ9nmsmXLNHr0aC1YsEBfffWVvLy8VKBAgXhTybdv367atWurYMGCWrVqlSRp1qxZ8vLyUlhYmN566y3Z2trqm2++0aJFi3TlyhV16dJFERER1vN89913sre3l5+fnwYNGiRfX9/H1gUAAAAAKaFixYqKi4uTt7e3fvvtN+3atUtjx45VeHi4GjVqJOnBzN9+/frp119/1caNG9WrVy/lzJnT+lVcT5IjRw4dPXpUe/bsUWRk5Iu8nBcmzQfsM2fOKFu2bHJycpKTk5MGDBigOXPmKGfOnNZ9ypcvr0GDBunVV19V/fr1VaNGDR05ciTJNuvUqaPXX39d5cqVk729vezs7JQxY0Y5ODgoY8aMCg8P15EjR1S9enVlzJhRefLkkSTlzJlT2bJl04oVK2RnZ6fPPvtMpUqVUoUKFfTll1/q2rVr+umnn6znKVKkiMaPH69ixYqpTZs26tq1q5YuXcooNgAgXXv07zn+zgOAtCF//vxasGCB7O3tNWrUKPXt21f//POPZs2apWrVqkmSXnnlFXl5eWnKlCkaOXKkXFxc9P333ytXrlxPdQ4vLy9dvXpV77zzzmPzWmqWqu7Bfpzz58+refPm8dYdPHhQvXv3Vr9+/VS9enWVL19eNWrUUIsWLeLdy+3i4hLvuJw5c8abrv1vzs7Oj61l586dKl++vLJnz57o9qCgIJUtW1a2trbWdQ4ODipSpIiCgoKs6zw8PGSxWKyv3d3dNX/+fN24ccMa2gEASG8e/bvv0WUAQOpWvnz5RB/+/Ki3335bb7/9dqLb3n//fb3//vvW199++2287W+88YbeeOON5y80BaWZgJ0/f36tXbs2wXp3d3dt27ZNO3fu1K5du7R27Vp9/fXXWrBggXWuf8aMGf/TubJkyfLY7du2bVOdOnWS3J7Up/FxcXHKlCmT9bWNjU2C7dJ/rxcAAAAAkPLSzBRxGxsbOTs7x/uRpC+//FL79+9X/fr1NXr0aG3cuFFOTk7auHGjaed+9NN1wzD0xx9/qHbt2olulyRXV1cdPnzY+rh66cHT806fPq1ixYpZ1x0+fDjecQcOHFDhwoXjTW8HAAAAAKQNaSZgJ+Xs2bMaN26cdu3apbCwMG3cuFHnz5+Xu7u7aeews7PTrVu3dOrUKR06dEiZMmVSiRIl4m2XHkwNDw8P19tvv607d+5o6NChCgwM1KFDhzRgwADlzp073jT3ffv26csvv1RoaKhWr16t5cuXq1evXqbVDQAAAADJ4ZNPPlFAQEBKl5Hi0nzAHjdunKpXr66hQ4eqcePG8vHx0ZAhQ9SqVSvTztGoUSM5ODioZcuW+uOPP1SrVq1423Pnzq127dpp2rRp8vHxUeHChbVs2TLdvn1bb731lt555x05ODjou+++U44cOazH1a9fXyEhIWrZsqXmzJmjESNGJHm/AgAAAAAgdUvV92AfP378iftkz55dEydOTHL7v2+clx58uvKQh4dHvPMk9qlL4cKFtWHDhsfWMWXKFE2ZMsX6ukyZMlq8ePFjj8mRI0e8WgAAAAAAaVeaH8EGAAAAACA1IGADAAAAAGCCVD1FPD1LbOo6AAAAACDtYgQbAAAAAAATELABAAAAIJ2Ii4tTbGxssv/ExcU9U73nz5/XL7/88szXu3v3brm6uurcuXPP3IaZmCIOAAAAAOlAXFycJk6arPDbt5L93PY5cmrM6FHKkOG/jeEOGzZMhQoVUvPmzZ/pvO7u7tqxY4fy5MnzTMebjYANAAAAAOmAYRgKv31LVdp+KMt/DLrPdd64OO31+0KGYSTbOR+ytbWVg4NDsp83KQRsAAAAAEhHLBkyKEOGjMl2vmebHC517dpVe/bskSTrfxs3bqxt27bp2rVrmjVrllxdXTV9+nRt27ZN169fV44cOVS/fn2NGjVKWbNm1e7du9WtWzf9/vvvKly4sDw9PdW5c2f99ddf2rFjh2xtbdWiRQsNHz5cNjYvPv5yDzYAAAAAINnNmjVL7u7uatq0qVavXi1JWrZsmUaPHq0FCxbIzc1Nw4cP19GjRzV79mxt3LhRI0aM0Nq1a7Vy5cok2/Xx8VGVKlXk7++vjz76SMuWLdPPP/+cLNfECDYAAAAAINnlypVLmTJlUpYsWaz3UNepU0evv/66dZ8aNWqoSpUqcnV1lSQVLlxYy5YtU1BQUJLt1qxZU926dZMkOTk56dtvv9WBAwfUunXrF3cx/4eADQAAAABIFZydneO97tSpkwICArRmzRqFhoYqODhY586dU9GiRZNso1ixYvFe29vbKyYm5oXU+29MEQcAAAAApApZsmSxLsfFxalv376aNGmSbGxs1KxZM82dO1cVK1Z8bBu2trYJ1iXXA9gYwQYAAAAApDrHjh3T9u3b9cMPP6hChQqSpJiYGJ05c0ZOTk4pXF3iCNgAAAAAgBSRLVs2hYWF6eLFiwm25cuXTzY2Nlq/fr3y5Mmjmzdvas6cObpy5Yqio6NToNonY4o4AABIVra2tnJxcZGLi0ui0/gAAM/HiItTXFxssv0Ycc/6RV1Sx44dFRQUpJYtWyo2NjbeNkdHR33yyScKCAhQs2bNNGDAADk6OqpHjx46cuTI875NLwQj2AAAIFlZLBZ5e3tblwEA5rBYLLLPkVN7/b5I9nPb58j5TL/T69atq927dye5vUWLFmrRokWC9SNGjJAkeXh46Pjx49b1AQEBCfb99ttv/3Ndz4qADQAAkh3BGgDMlyFDBo0ZPeqZHugVGxuryMhIZcmSRRkzZvzPx1ssFmXIwARpAjYAAAAApBPPE3IzZsxo/cGz4SMGAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAyc4wjGf6GhkAAFIzAjYAAEhWhmHI19dXvr6+hGwAQLrC92ADAIBkFR0drdDQUOty5syZU7YgAEhH4uLinunDy9jYWOvPs7BYLM/1HdzpBQEbAAAAANKBuLg4TZ74sW6FRyT7uXPaZ9eoMWOTNWR7enqqTZs2ev/995PtnE9CwAYAAACAdMAwDN0Kj9Cwek7KYLEk23njDEOfbjnLbT8iYAMAAABAupLBYlHGDMkXsBWXfKdK7ZgkDwAAAABIdsOHD1eHDh3irQsLC1OpUqX0v//9T6tWrVKLFi1Uvnx5ubm5qVOnTjp8+HAKVft0CNgAAAAAgGTXtm1bHTp0SGfOnLGuW7dunQoUKKDw8HB9/PHH6tWrl9avX68lS5YoKipKo0ePTsGKn4yADQAAAABIdlWqVJGTk5P8/f2t69atW6dWrVopT548mjx5slq1aqVChQrJzc1N7du3V1BQUApW/GTcgw0AAAAASHYWi0WtW7fWunXr1L9/fx09elTBwcH66quv5OzsrJCQEPn6+urkyZM6ffq0jh8/rri41H3DNyPYAAAAAIAU0aZNG50+fVqHDx/WunXrVLFiRTk7O2vdunVq2bKlzp49q4oVK2rYsGEaPnx4Spf7RIxgAwAAAABSRKFCheTh4aGNGzdq/fr18vb2liTNmzdP7du314QJE6z7/v7775IefB2ZJRm/huy/IGADAAAAAFJMmzZt9PHHHysuLk5NmzaVJBUsWFAHDhzQP//8I3t7ewUEBGjZsmWSpOjoaGXOnDklS04SU8QBAAAAIB2JMwzFxiXfT5xhPFe9jRs3liQ1aNBA2bNnlySNGTNG+fLlU5cuXdShQwdt2bJF06ZNk6RU/VVdjGADAAAAQDpgsViU0z67Pt1yNtnPndM++zNP286aNasOHDgQb52Tk5MWL16cYN9mzZpZlwMCAp7pfC8SARsAAAAA0oEMGTJo1JixMp5hRDk2NlaRkZHKkiWLMmbM+J+Pt1gsypCBCdIEbAAAAABIJ54n5GbMmNH6g2eTrgL28OHDtWbNmsfuc/z48WSqBgAAAADwMklXAXvUqFEaPHiw9XXNmjU1cuTIePP0AQAAAAB4EdJVwLa3t5e9vX2CdQ4ODilUEQAAAADgZfFS3YXu5+enhg0batKkSapUqZLee+89SVJISIj69esnDw8PVapUSR988IHCwsKsx3Xt2lXDhw+P19a/1y1cuFANGjRQ2bJl5enpKV9f33gPF9iyZYvatm2r8uXLq2HDhpo5c6aio6Ot211dXfXll1+qXr16qlmzpkJDQ1/QuwAAAAAgPXiWh5khITPfx3Q1gv00zpw5o8uXL2vt2rWKjIxUWFiY3nrrLb3++uv65ptvFBUVpU8++URdunTRunXrrN/D9jgBAQGaO3euZsyYoSJFiuivv/7SRx99pMKFC6tVq1bavn27Bg4cqBEjRuj111/XmTNnNHHiRJ06dUo+Pj7WdlasWKH58+crNjZWLi4uL/BdAAAg5Tz6Dxn+cQgA/12mTJkkSXfv3lXWrFlTuJq07+7du5L+//v6PF66gC1J7733npycnCRJ06dPl52dnT777DPZ2tpKkr788kvVr19fP/30kzp37vzE9s6cOSNbW1sVKlRIr7zyil555RXlz59fr7zyiiRpzpw5evPNN9WxY0dJ0quvvqoJEyaoe/fuOnfunAoXLixJatWqlcqVK/ciLhkAgFTj0e9JfdbvTAWAl1nGjBmVK1cuXb58WZJkZ2f33L9PY2NjFRUVZW3/ZWAYhu7evavLly8rV65cplz3SxmwHx0dDgoKUtmyZa3hWpIcHBxUpEgRBQUFPVV7LVu21I8//qjGjRurePHiev3119W4cWNrwD569KgOHTqk1atXW495+Il9SEiINWA7Ozs/76UBAAAAeAkUKFBAkqwh+3nFxcXp/v37srGxeem+zzpXrlzW9/N5vZQBO0uWLNblpKamxcXFPXaKwP37963LefLk0U8//aSDBw9q586d2rFjh5YuXar3339f/fv3V1xcnHr16qU2bdokaOfRB7A9WhcAAAAAJMVisahgwYLKnz+/YmJinru9e/fu6eTJk3r11VdfqmnnmTJlMnXE/qUM2I9ydXWVv7+/oqOjraPYV69e1enTp9WpUydJD970iIgI6zFxcXE6e/asdcTZ399f4eHh6ty5s/UhaaNHj9avv/6q/v37q0SJEjp16lS8Eerdu3dr6dKlGj9+vOzs7JLxigEAAACkFxkzZjQlIMbFxUmSMmfOzMDfc3i5xv4T8fbbb+vOnTsaOnSoAgMDdejQIQ0YMEC5c+dW8+bNJUlubm7auXOntm/frtOnT2vixIm6ffu2tY2oqCh9+umnWrt2rc6dO6d9+/Zp7969cnd3lyT17t1bGzdu1OzZs3Xq1Cnt2rVLI0aMUHh4OF8hBgAAAADpxEs/gl24cGEtW7ZM06dP11tvvSVbW1vVqFFD06dPV44cOSRJXl5eOnPmjAYMGCBbW1u1b99ezZs3t04v79Chg27evKmvvvpKFy5cUM6cOdW4cWMNGTJEktSkSRPNmDFDc+fO1Zw5c5QrVy55enpatwMAAAAA0r50HbCPHz8e73Xbtm3Vtm3bBPuVKVNGixcvTrKd7Nmz67PPPnvsuXr37q3evXsnub1p06Zq2rTpU9cKAAAAAEhbXvop4gAAAAAAmIGADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACWxSugAAAPBysbW1lYuLi3UZAID0goANAACSlcVikbe3t3UZAID0goANAACSHcEaAJAecQ82AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwCAZGcYhgzDSOkyAAAwFQEbAAAkK8Mw5OvrK19fX0I2ACBd4XuwAQBAsoqOjlZoaKh1OXPmzClbEAAAJmEEGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATpPmA7enpKVdXV+tPqVKlVLFiRXXp0kV79+59qjb8/Pzk6uoar81Zs2a9qJIBAAAAAOlQmg/YkuTl5aUdO3Zox44d2r59u77//ntlz55dvXr10vnz51O6PAAAAADASyBdBGw7Ozs5ODjIwcFB+fPnV8mSJTVhwgRFRkZq8+bNKV0eAAAAAOAlkC4CdmJsbGwkSba2tolO+f4v08APHjyobt26qVKlSvLw8NCIESN048YNSdKsWbNUs2ZNxcXFWfe/d++e3N3dtWrVKklSSEiIevfuLXd3d9WsWVODBw/WlStXrPt37dpVY8aMUYcOHVS5cmX5+/s/17UDAAAAAJJfugzYly5d0scffyw7OzvVqVPnudo6dOiQunbtqhIlSuiHH36Qj4+P/v77b73zzjuKjY1V69atdfXqVe3evdt6zG+//SbDMNS0aVNdunRJnTp1krOzs1avXq05c+YoIiJCb731lu7evWs9ZtWqVerWrZtWrFihWrVqPVfNAACkZoZhJLoMAEBaZ5PSBZhh7ty5WrRokSTp/v37io6OVrFixTRz5ky98sorz9X2okWL5OrqqjFjxkiSihUrpi+++EKtWrXSjh07VKdOHVWpUkX+/v6qXr26JGndunVq0KCBsmfPrgULFqhAgQIaPXq0tc2ZM2eqWrVq2rBhg9q2bStJKl26tFq0aPFctQIAkBZYLJZElwEASOvSRcDu2LGjunbtKknKkCGDcuXKJXt7e1PaDgoKUo0aNeKtK1WqlOzt7XX8+HHVqVNH7dq108SJEzV+/HjduXNHO3fu1Pz58yVJR48e1YkTJ+Tu7h6vjaioKIWEhFhfOzs7m1IvAAAAACBlpIuAnTNnzv8cUO/fv/9U+yU1dc0wDGXKlEmS1KhRI02YMEFbtmzR1atX5eDgoGrVqkmS4uLiVK1aNY0bNy5BG49+CJAlS5b/VD8AAAAAIHVJl/dg/1umTJkUERFhfR0REaFr16491bGurq7av39/vHWBgYGKiIhQsWLFJD14innTpk21adMm/fLLL2rVqpUyZHjw1pYoUUIhISEqWLCgnJ2d5ezsrJw5c2rKlCkKCgoy6QoBAAAAACntpQjYbm5u+vXXX3XgwAEFBwdr5MiRypgx41Md27NnTx0/flwTJ05USEiIdu/erSFDhqhMmTLWe64lqW3bttqyZYv++usv633VktSpUyeFh4dryJAhCgwMVGBgoAYNGqTDhw+rZMmSpl8rAAAAACBlpIsp4k/y4Ycf6ubNm+rZs6fs7e3l5eWl27dvP9WxFSpU0IIFCzRz5ky1bt1a2bNnV4MGDTR48GDrFHFJqly5shwcHJQ3b95409WdnJy0bNkyff7553r77beVMWNGVaxYUUuXLlWePHlMv1YAAAAAQMpI8wE7ICDgifs4Ojpq7ty58dZ5eXlZl9u2bRtv1PnfbVavXj3eaHVSNm3alOj6MmXKaOHChUke9+233z6xbQAAAABA6vZSTBEHAAAAAOBFI2ADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACm5QuAAAAvFxsbW3l4uJiXQYAIL0gYAMAgGRlsVjk7e1tXQYAIL0gYAMAgGRHsAYApEfcgw0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAACDZGYYhwzBSugwAAExFwAYAAMnKMAz5+vrK19eXkA0ASFf4HmwAAJCsoqOjFRoaal3OnDlzyhYEAIBJGMEGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExgk9IFpDRPT0+FhYVZX2fKlEn58uVTnTp1NGDAAOXJkycFqwMAAAAApBUvfcCWJC8vL3l5eUmSIiMjFRQUpOnTp6tLly5auXKl7O3tU7hCAAAAAEBqxxRxSXZ2dnJwcJCDg4OcnJxUv359LVq0SBcuXNCCBQtSujwAAAAAQBpAwE7CK6+8ooYNG+qXX36RJLm6uurLL79UvXr1VLNmTYWGhio6OlrTp09XrVq15O7urjfffFM7duywthEbG6vp06erTp06Klu2rJo0aaLvvvvOuv3atWv64IMP5OHhofLly6tjx47as2dPsl8rAAAAAOD5MUX8MUqWLKmffvpJd+7ckSStWLFC8+fPV2xsrFxcXDR48GCFhITos88+k6Ojo7Zs2aJ+/fpp9uzZqlu3rlasWKENGzZoxowZ1u3jx49XiRIlVLlyZY0fP17R0dFatmyZbG1tNWfOHL333nvavn277OzsUvjqAQAAAAD/BQH7MXLkyCFJioiIkCS1atVK5cqVkySdPn1aP//8s9auXavSpUtLknr27KnAwEAtXLhQdevW1ZkzZ2RnZ6fChQsrf/786tKli4oWLaoiRYpIks6cOaOSJUvKyclJWbJk0ahRo9SiRQtlzJgxBa4WAIDkYRhGossAAKR1BOzHCA8PlyRlz55dkuTs7GzddvToUUlSp06d4h0TExNjDeadO3fWb7/9pjp16qh06dKqUaOGmjdvrrx580qS+vfvr6FDh2rjxo2qVKmSatasqTfeeEOZM2d+4dcGAEBKsVgsiS4DAJDWEbAf459//pGLi4uyZcsmScqSJYt128NP3JcvX27d/lCGDA9ubXdxcdGmTZu0Z88e7dy5U1u3btX8+fM1depUtWnTRg0bNtQff/yhP/74Q//73/+0ePFizZ49Wz/88INKlCiRTFcJAAAAADADDzlLwsWLF/X777+rRYsWiW5/GICvXLkiZ2dn64+fn5/8/PwkSUuXLtWmTZtUo0YNffTRR1q3bp2qV6+uX3/9VdHR0Zo6darOnj2rZs2aadKkSfrtt9+UIUMGbd26NbkuEwAAAABgEgK2pLt37+rKlSu6cuWKzp49q99++029evVS4cKF1bNnz0SPKVGihOrVq6dx48YpICBAZ8+e1fz58zV37ly9+uqrkqTr16/r448/1u+//66wsDD98ccfOnbsmNzd3WVra6vDhw9rzJgx+uuvv3Tu3Dn5+fnp7t27cnd3T87LBwAAAACYgCnikhYtWqRFixZJkjJlyqSCBQuqWbNm8vLySjD9+1EzZszQjBkzNHbsWN26dUuvvvqqJk+erDZt2kh6cI91TEyMJk2apCtXrsjBwUFvv/22+vbtaz1+6tSpevfddxUeHq6iRYvqs88+U+XKlV/8RQMAAAAATPXSB+yAgICn2u/48eMJ1mXNmlUjR47UyJEjEz3GxsZGQ4cO1dChQxPd7ujoqJkzZz51rQAAAACA1Isp4gAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACWxSugAAAPBysbW1lYuLi3UZAID0goANAACSlcVikbe3t3UZAID0goANAACSHcEaAJAecQ82AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AABIdoZhyDCMlC4DAABTEbABAECyMgxDvr6+8vX1JWQDANIVm5QuAAAAvFyio6MVGhpqXc6cOXPKFgQAgEkYwQYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDAfgr379/XN998o7Zt28rd3V3VqlWTl5eX/vzzT1PPc/78ef3yyy+mtgkAAAAASB4E7CeIiopSt27dtGTJEnXt2lVr1qzRkiVLVKxYMfXs2VPr1q0z7VzDhg3TH3/8YVp7AAAAAIDkY5PSBaR2Pj4+On78uH7++WcVLFjQun7UqFGKiIjQpEmT5OnpqWzZsqVglQAAAACAlMYI9mPExMToxx9/VNu2beOF64cGDhyo+fPnK0uWLLp586YmTJigOnXqqHz58urYsaN2795t3TcuLk5z585V48aNVbZsWVWsWFG9evXSmTNnJEldu3bVnj17tGbNGnl6eibbNQIAAAAAzEHAfoyzZ8/q5s2bqlixYqLbHR0dVb58eUmSl5eX9u3bp+nTp8vPz08lS5bUO++8o0OHDkmSli5dqoULF2r48OHauHGjfH19FRoaqk8++USSNGvWLLm7u6tp06ZavXp18lwgAAApwDCMRJcBAEjrCNiPcevWLUlSzpw5H7vfjh079M8//+jzzz9X1apVVbx4cU2YMEElSpTQwoULJUmvvvqqPv30U9WrV0+FChVS9erV1aRJEwUFBUmScuXKpUyZMilLlizKkyfPi70wAABSkMViSXQZAIC0jnuwH+Nh0L158+Zj9wsKCpK9vb1KlixpXWexWFS5cmXt2LFDkuTp6am///5bPj4+OnXqlE6dOqXg4GA5Ojq+sPoBAAAAAMmHEezHcHJyUr58+XTgwIFEt4eEhMjLy0tRUVGJbjcMQzY2Dz7DmDdvnrp166YbN26oevXqmjBhgry8vF5Y7QAAAACA5EXAfowMGTKoffv28vPz04ULFxJsX7BggQ4fPqyyZcsqPDzcOt1behCu9+/fr+LFi0uS5syZI29vb40fP15vvfWW3NzcFBoayr1nAAAAAJBOELCfoF+/fnJxcVGnTp20du1anTlzRocOHdKIESO0du1aTZw4UbVq1VLp0qU1ePBg7dmzRyEhIfr4448VFBSk7t27S5IKFiyonTt3Kjg4WCdPntSMGTO0adMmRUdHW8+VLVs2hYWF6eLFiyl1uQAAAACAZ0TAfoKsWbNq2bJlateunebPn69WrVqpb9++unz5sr799ls1adJEGTNm1KJFi1SmTBn1799f7dq104kTJ7RkyRK5ublJkqZNm6bIyEi1a9dOXbp0UVBQkCZMmKBr167p/PnzkqSOHTsqKChILVu2VGxsbApeNQAAAADgv+IhZ0/Bzs5O/fv3V//+/ZPcJ0+ePPr000+T3P7aa69p5cqVCdZ37NjRuly3bt14350NAAAAAEg7GMEGAAAAAMAEzzyCffbsWUVHR6tYsWIKDw/XzJkzFRYWpiZNmqh169YmlggAAAAAQOr3TCPY27ZtU9OmTbV69WpJ0tixY/X999/r0qVLGjFihFatWmVqkQAAAAAApHbPFLC//vpr1axZU97e3rp9+7Y2b96sPn36aM2aNerTp4+WLl1qdp0AAAAAAKRqzxSwAwMD1b17d2XPnl3bt29XbGysGjduLEmqUaOGTp8+bWqRAAAAAACkds8UsDNnzqz79+9Lknbs2KG8efOqVKlSkqSrV68qR44c5lUIAAAAAEAa8EwPOatYsaIWLVqk27dva+PGjWrTpo0k6ciRI5o9e7YqVqxoapEAAAAAAKR2zzSCPXLkSF28eFGDBw9WoUKF9O6770qS+vbtq6ioKA0ZMsTUIgEAAAAASO2eaQTbyclJv/76q65du6Z8+fJZ1/v6+qpMmTKytbU1rUAAAAAAANKCZxrBliSLxSI7Ozvr640bN+rgwYO6cOGCKYUBAAAAAJCWPFPAPnnypBo2bKh58+ZJkmbOnKmBAwfq008/VcuWLbV//35TiwQAAAAAILV7poD92WefycbGRvXr11d0dLRWrFihpk2bat++fapVq5ZmzpxpcpkAAAAAAKRuzxSw9+3bp8GDB6tcuXLas2ePwsPD9dZbbyl79uzq2LGjjhw5YnadAAAAAACkas8UsGNiYqzfdb19+3ZlzZpVlSpVkiTFxsbKxuaZnp0GAAAAAECa9UxJuGTJktq0aZOKFCmiDRs2qGbNmrKxsVFMTIyWL1+ukiVLml0nAABIJ2xtbeXi4mJdBgAgvXimgP3BBx/I29tby5cvl62trXr37i1Jaty4sa5evao5c+aYWiQAAEg/LBaLvL29rcsAAKQXzxSwa9SooXXr1unw4cOqUKGCChUqJEnq3r27qlWrJldXV1OLBAAA6QvBGgCQHj3zzdJOTk5ycnKKt6579+6SpIiICGXPnv35KgMAAAAAIA15poAdHR2tb775Rnv27FF0dLQMw5AkGYahu3fvKjg4WH///bephQIAAAAAkJo9U8CeNm2ali1bppIlS+r69evKnDmz8uTJo6CgIMXExKh///5m1wkAAAAAQKr2TF/TtWnTJvXs2VP+/v7q0qWLypYtq1WrVmnTpk0qVKiQ4uLizK4TAAAAAIBU7ZkC9vXr11W7dm1JD76y6/Dhw5IkR0dH9enTR7/++qt5FQIAAAAAkAY8U8C2t7dXdHS0JMnZ2VkXLlxQRESEJMnFxUUXLlwwr0IAAJDuGIZhfYYLAADpxTMF7MqVK+vbb7/VvXv35OzsrKxZs+q3336TJB08eJAniAMAgCQZhiFfX1/5+voSsgEA6cozBez+/fvrr7/+Up8+fWRjY6NOnTppzJgxatu2rXx8fNS4cWOz6wQAAOlEdHS0QkNDFRoaap0RBwBAevBMTxF3dXXV+vXrFRQUJEkaPHiwsmfPrgMHDsjT01N9+vQxtUgAAAAAAFK7ZwrYkuTg4CAHBwdJksViUb9+/UwrCgAAAACAtOapA/bs2bOfulGLxSJvb+9nKggAAAAAgLSIgA0AAAAAgAmeOmAHBgZal+/du6esWbPG23706FGVKVPGvMoAAAAAAEhD/tNTxI8fP6527dppyZIl8dbfvn1b7du3V6tWrXTq1Ckz6wMAAAAAIE146oB97tw5devWTVevXlWRIkXibcuUKZM++ugj3bx5U506ddKlS5dMLxQAAAAAgNTsqQP2vHnzlCtXLq1Zs0ZNmjSJty1r1qzq0aOHVq9ercyZM2vu3LmmFwoAAAAAQGr21AF7165d6tWrl/LkyZPkPg4ODvLy8tLOnTtNKQ4AAAAAgLTiqQP25cuX5eLi8sT9SpYsqYsXLz5PTQAAAAAApDlPHbDz5Mmjy5cvP3G/GzduKGfOnM9VFAAAAAAAac1TB+wqVarIz8/vifutXbuWr+sCAAAAALx0njpgd+3aVbt379Ynn3yiqKioBNujo6M1bdo0bd++XZ07dza1SAAAAAAAUjubp92xXLlyGjFihKZMmaKffvpJ1atXV+HChRUbG6vz589r9+7dunHjhgYMGKBatWq9yJoBAAAAAEh1njpgS1Lnzp1VqlQpLVy4UL///rt1JDtbtmyqWbOmvLy8VKFChRdS6PPy9/fXsmXLFBQUJIvFoqJFi6pDhw7q2LHjCz2vp6en2rRpo/fff/+F7A8AAAAASB3+U8CWpEqVKqlSpUqSpOvXr8vGxkY5cuQwvTAzrV69WpMnT9aoUaNUqVIlGYahnTt3atKkSbp69ar69++f0iUCAAAAANK4/xywH/W478ROTVasWKF27dqpffv21nVFixbVpUuXtHTpUgI2AAAAAOC5PfVDztKyDBky6ODBg7p161a89X369NHKlSslSefPn9egQYNUvXp1vfbaa6pdu7amT5+uuLg4SZKfn58aNmxo/W/ZsmXVtm1b7d+/39peeHi4hg0bpsqVK6tatWpavHhxglpWrVqlFi1aqHz58nJzc1OnTp10+PDhF3j1AAAAAIDk8FIE7F69euno0aOqXbu2+vTpo3nz5unQoUOyt7dXkSJFJEnvvvuuwsPDtXjxYm3YsEFeXl5asGCBAgICrO1cuHBB33//vaZPn641a9Yoa9asGj58uAzDkCQNHDhQhw4d0pw5c7R48WJt3bpVYWFh1uM3b96sjz/+WL169dL69eu1ZMkSRUVFafTo0cn7hgAAAAAATPdcU8TTiiZNmqhAgQJaunSpdu7cqW3btkmSXFxcNGXKFL322mtq1aqVmjZtqoIFC0qSevToofnz5+v48eNq0KCBJCkmJkYTJkxQ6dKlJUk9e/aUt7e3rly5ooiICO3YsUNLlixR5cqVJUmff/656tWrZ60jV65cmjx5slq2bClJKlSokNq3b6+PP/442d4LAABS2sMPpv+9DABAWvdSBGxJcnNzk5ubm+Li4hQYGKht27Zp2bJl6t27tzZv3qwuXbpow4YNOnTokE6fPq3jx4/r6tWr1iniDxUrVsy6bG9vL+lB8A4KCpL04OvMHsqXL5+cnJysr6tUqaKQkBD5+vrq5MmT1vP8+xwAAKRnFosl0WUAANK6dD9F/OLFi5owYYIuXrwo6cH92GXKlNG7776rJUuW6M6dO9q+fbs6duyoOXPmKEeOHGrTpo1WrFihAgUKJGjP1tY2wTrDMKz/QPh3WLax+f+fYaxbt04tW7bU2bNnVbFiRQ0bNkzDhw8383IBAAAAACkk3Y9g29raatWqVSpYsKD69OkTb9vDrxcLCwvTP//8o507dypfvnySpJs3b+ratWtPPXXt4bTxAwcOqG7dupKk27dv68yZM9Z95s2bp/bt22vChAnWdb///ruk+CEdAAAAAJD2pPuAnSdPHvXq1Us+Pj66c+eOmjRpouzZsys4OFhfffWVPDw8VLt2bc2aNUv+/v5q3LixLly4oC+++EIxMTGKjo5+qvO8+uqratKkiT7++GPZ2toqX758+uKLL+IdX7BgQR04cED//POP7O3tFRAQoGXLlkmSoqOjlTlz5hfyHgAAAAAAXrx0H7ClB0/3dnFx0Q8//KDly5crMjJSr7zyipo2baq+ffvKzs5OI0aM0JIlSzRz5kw5OjqqWbNmKliw4H/6Cq1PP/1Un376qQYNGqS4uDi99dZbun79unX7mDFjNHbsWHXp0kW2trYqVaqUpk2bpkGDBunw4cPWh6MBAAAAANKelyJgS1Lr1q3VunXrJLf36NFDPXr0SHJ727Zt1bZt23jrPDw8dPz4cevrLFmyaNy4cRo3blyibTg5OSX63djNmjWzLj/6tWAAAAAAgLQj3T/kDAAAAACA5EDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMYJPSBQAAgJeLra2tXFxcrMsAAKQXBGwAAJCsLBaLvL29rcsAAKQXBGwAAJDsCNYAgPSIe7ABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAkO8MwZBhGSpcBAICpCNgAACBZGYYhX19f+fr6ErIBAOkK34MNAACSVXR0tEJDQ63LmTNnTtmCAAAwCSPYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNhPyd/fX2+++abc3Nzk7u6udu3a6fvvv7du9/T01KxZs5I83s/PT66uro89x40bN7Rq1SrTagYAAAAAJB+blC4gLVi9erUmT56sUaNGqVKlSjIMQzt37tSkSZN09epV9e/f/4ltNGvWTLVq1XrsPtOmTdO5c+fUoUMHs0oHAAAAACQTAvZTWLFihdq1a6f27dtb1xUtWlSXLl3S0qVLnypgZ8mSRVmyZHnsPoZhPHetAAAAAICUwRTxp5AhQwYdPHhQt27dire+T58+WrlypfX1lStX1L9/f7m5ucnDw0NTp05VbGyspIRTxF1dXfXll1+qXr16qlmzpgYPHqw1a9Zoz549T5xKDgAAAABIfRjBfgq9evXSoEGDVLt2bXl4eKhy5cqqVq2aypUrpxw5clj3W716tYYNG6Zhw4Zp9+7dGjVqlEqUKBFv5PtRK1as0Pz58xUbG6tixYopNjZWFy9efOy93AAAAACA1ImA/RSaNGmiAgUKaOnSpdq5c6e2bdsmSXJxcdGUKVNUqVIlSVKjRo3UvXt3SZKTk5OWLl2qI0eOJBmwW7VqpXLlyllfZ8mSRZkyZZKDg8MLviIAAFLOo7dEcXsUACA9IWA/JTc3N7m5uSkuLk6BgYHatm2bli1bpt69e2vz5s2SHgTuR+XMmVNRUVFJtuns7PwiSwYAIFWyWCyJLgMAkNZxD/YTXLx4URMmTNDFixclPbgfu0yZMnr33Xe1ZMkS3blzR3v37pUkZcyYMcHxj/tk/kkPPQMAAAAApB0E7CewtbXVqlWr5O/vn2Dbw/uv8+XLZ8q5+BQfAAAAANIupog/QZ48edSrVy/5+Pjozp07atKkibJnz67g4GB99dVX1oeemcHOzk6XL1/W2bNn5eTkZEqbAAAAAIDkQcB+CgMHDpSLi4t++OEHLV++XJGRkXrllVfUtGlT9e3b17TztG7dWps3b9Ybb7yhTZs2ydHR0bS2AQAAAAAvFgH7KbVu3VqtW7dOcntAQECCdd9++611uW3btmrbtq319fHjxxPsX65cOW3fvv35CgUAAAAApAjuwQYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATGCT0gUAAICXi62trVxcXKzLAACkFwRsAACQrCwWi7y9va3LAACkFwRsAACQ7AjWAID0iHuwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQBAsjMMQ4ZhpHQZAACYioANAACSlWEY8vX1la+vLyEbAJCu2KR0AQAA4OUSHR2t0NBQ63LmzJlTtiAAAEzCCDYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYIJ0EbD9/f315ptvys3NTe7u7mrXrp2+//77ZK3Bz89Prq6uyXpOAAAAAEDqYZPSBTyv1atXa/LkyRo1apQqVaokwzC0c+dOTZo0SVevXlX//v1TukQAAAAAwEsgzQfsFStWqF27dmrfvr11XdGiRXXp0iUtXbqUgA0AAAAASBZpfop4hgwZdPDgQd26dSve+j59+mjlypWSJE9PTy1cuFDvv/++3N3d5eHhoUmTJun+/fvW/Q8cOKDOnTurfPnyqlu3riZMmKCIiAjr9vPnz2vQoEGqXr26XnvtNdWuXVvTp09XXFxconVt2LBBZcuWtU5VNwxD8+fPV/369VWhQgW1atVK/v7+1v13796tMmXKaN68efLw8FDbtm2TbBsAAAAAkPqk+YDdq1cvHT16VLVr11afPn00b948HTp0SPb29ipSpIh1Px8fH1WpUkX+/v766KOPtGzZMv3888+SpMDAQPXs2VO1atWSv7+/PvvsM/3zzz/y8vKSYRiSpHfffVfh4eFavHixNmzYIC8vLy1YsEABAQEJavrtt980dOhQjRs3Th07dpQkzZgxQ999953GjBmjdevWqVu3bho/fryWL19uPS42Nlbbtm3TypUrNXnyZGXIkOa7BwCABB7+3frvZQAA0ro0P0W8SZMmKlCggJYuXaqdO3dq27ZtkiQXFxdNmTJFlSpVkiTVrFlT3bp1kyQ5OTnp22+/1YEDB9S6dWstXLhQNWrUUL9+/azHfv7552rQoIH27NljHXFu2rSpChYsKEnq0aOH5s+fr+PHj6tBgwbWerZu3aoPP/xQEyZMUNu2bSVJd+/e1ZIlS/TFF1+obt26kqRXX31VYWFhWrhwoTp37mw93svLSy4uLi/0PQMAICVZLJZElwEASOvSfMCWJDc3N7m5uSkuLk6BgYHatm2bli1bpt69e2vz5s2SpGLFisU7xt7eXjExMZKko0eP6vTp03J3d0/QdkhIiDw8PNSlSxdt2LBBhw4d0unTp3X8+HFdvXo1wTTuAQMGKDo6WoULF7auCw4OVlRUlAYPHhxvVPr+/fuKjo5WZGSkdR3hGgAAAADSpjQdsC9evKi5c+eqb9++KlCggDJkyKAyZcqoTJkyatCggd544w3t3btXkmRra5vg+IfT0uLi4tSiRQvrCPaj8uTJo7t376pLly6KjIxUkyZN1KZNG5UvXz7eyPNDkyZN0ubNmzVq1Cj5+/sra9as1vPMnDlTRYsWTXDMo7Vlzpz52d4MAAAAAECKStM3+dra2mrVqlXxHhb2UI4cOSRJ+fLle2I7JUqUUHBwsJydna0/9+/f19SpU3XhwgXt2LFD//zzj5YuXaoPPvhAzZo1U/bs2XXt2rUE9461aNFCY8aM0c2bN/XFF19IevBUcxsbG50/fz7eObZt26aFCxdyrzUAAAAApANpOtnlyZNHvXr1ko+Pj2bMmKFjx47p7Nmz2rJli/r37y8PDw9Vrlz5ie14eXnp6NGjmjBhgkJCQnTw4EENHjxYoaGhcnFxUYECBSRJ/v7+CgsL0759+/Tee+8pJiZG0dHRCdpzcHDQ0KFDtWzZMu3fv1/29vbq2LGjfHx89NNPP+ns2bNavXq1pk+frvz585v+vgAAAAAAkl+aniIuSQMHDpSLi4t++OEHLV++XJGRkXrllVfUtGlT9e3b96nacHNz04IFC+Tj46M2bdrIzs5O1atX17Bhw2Rra6vy5ctrxIgRWrJkiWbOnClHR0c1a9ZMBQsW1OHDhxNts0OHDvL399fIkSP1008/acSIEcqdO7d8fHx0+fJlFSxYUB988IF69epl5tsBAAAAAEghaT5gS1Lr1q3VunXrJLcn9lVa3377bbzX1atXV/Xq1ZNso0ePHurRo0eS29u2bWt9arj04Kmoy5Yti7dP//791b9//0SP9/Dw0PHjx5NsHwAAAACQuqXpKeIAAAAAAKQWBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExgk9IFAACAl4utra1cXFysywAApBcEbAAAkKwsFou8vb2tywAApBcEbAAAkOwI1gCA9Ih7sAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAACQ7wzBkGEZKlwEAgKkI2AAAIFkZhiFfX1/5+voSsgEA6Qrfgw0AAJJVdHS0QkNDrcuZM2dO2YIAADAJI9gAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAlsUrqAtMjT01NhYWHW15kyZVKhQoXUoUMH9erVKwUrAwAAAACkFAL2M/Ly8pKXl5ckKTIyUocOHdLo0aOVNWtWde7cOYWrAwAAAAAkNwL2M7Kzs5ODg4P1tZOTk3bv3q0ff/yRgA0AAAAALyHuwTZRlixZrMu3bt3S6NGjVatWLb322muqXr26Ro8erXv37ln3OXLkiDp37qwKFSqofv368vf3V5kyZbR79+6UKB8AAAAA8BwYwTbJoUOH9PPPP+v999+XJA0fPlyXLl3S7NmzlTdvXh04cEAjR45U8eLF1aNHD126dEndu3dX/fr1NWHCBIWFhWn8+PGKjY1N4SsBAAAAADwLAvYzmjt3rhYtWiRJiomJUUxMjCpUqKAWLVpIkmrUqKEqVarI1dVVklS4cGEtW7ZMQUFBkqSVK1fK3t5ekydPVqZMmVS8eHGNHj1a7733XspcEAAAycQwjESXAQBI6wjYz6hjx47q2rWrJOn+/fs6ffq0ZsyYoc6dO2vVqlXq1KmTAgICtGbNGoWGhio4OFjnzp1T0aJFJUlHjx5V2bJllSlTJmubVapUSZFrAQAgOVkslkSXAQBI6wjYzyhnzpxydna2vi5WrJhy5sypTp066X//+5+WL1+uEydO6I033lCzZs302muvacyYMdb9M2bMqLi4uJQoHQAAAADwAhCwTfRwmtuRI0e0fft2/fDDD6pQoYKkB9PIz5w5IycnJ0lSqVKl9OOPPyomJsY6in3w4MGUKRwAAAAA8Nx4ivgzunv3rq5cuaIrV67o8uXL2rdvn6ZMmaL8+fOrQ4cOsrGx0fr163X27FkdPnxYAwcO1JUrVxQdHS1J6tSpk27fvq0xY8YoJCRE//vf/zRx4kRJTJcDAAAAgLSIgP2MFi1apJo1a6pmzZqqU6eO3n//fRUqVEjffPONHB0d9cknnyggIEDNmjXTgAED5OjoqB49eujIkSOSpLx582rBggUKDg5Wq1atNHbsWL399tuSFO++bAAAAABA2sAU8WcQEBDwxH1atGhhfaL4o0aMGCFJCg4OlmEYWr16tXXbgQMHJEkFChQwqVIAAAAAQHJhBDuFXLx4Ud26ddPatWsVFhamgwcPaurUqapataoKFiyY0uUBAAAAAP4jRrBTSM2aNTVq1CjNnTtXY8aMkb29vTw9PTVkyJCULg0AAAAA8AwI2CmoU6dO6tSpU0qXAQAAAAAwAVPEAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMIFNShcAAABeLra2tnJxcbEuAwCQXhCwAQBAsrJYLPL29rYuAwCQXhCwAQBAsiNYAwDSI+7BBgAAAADABARsAAAAAABMQMAGAAAAAMAEBGwAAAAAAExAwAYAAAAAwAQEbAAAAAAATEDABgAAyc4wDBmGkdJlAABgKgI2AABIVoZhyNfXV76+voRsAEC6YpPSBQAAgJdLdHS0QkNDrcuZM2dO2YIAADAJI9gAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAlSVcCOiIhQhQoV9PrrrysmJuY/Hevn5ydXV9ckt3ft2lXDhw9/5tpmzZolT0/PZz7+aZ0/f16//PLLCz8PAAAAAMBcqSpg//LLL8qbN6/Cw8O1efPmlC4nRQwbNkx//PFHSpcBAAAAAPiPUlXA/vHHH1WrVi1Vq1ZN33//fUqXAwAAAADAU0s1ATskJER///23atSooUaNGmn37t06deqUdbunp6cWLlyo999/X+7u7vLw8NCkSZN0//79RNvbsGGDypYtm2RQDwkJUe/eveXu7q6aNWtq8ODBunLlyhPr9PX1lYeHhypWrKghQ4bo5s2b1m03b97UhAkTVKdOHZUvX14dO3bU7t274x2/detWvfnmm9bzTp06VZGRkZIeTGPfs2eP1qxZkyzT0QEAAAAA5kk1AXv16tWys7NT7dq11bBhQ2XKlClBOPbx8VGVKlXk7++vjz76SMuWLdPPP/+coK3ffvtNQ4cO1bhx49SxY8cE2y9duqROnTrJ2dlZq1ev1pw5cxQREaG33npLd+/eTbLGsLAw/fnnn1q8eLHmzJmjw4cPa8SIEZKk2NhYeXl5ad++fZo+fbr8/PxUsmRJvfPOOzp06JAkafPmzXr33XdVt25d+fn5acKECfr111/14YcfSnpwn7e7u7uaNm2q1atXP/N7CQBAamYYRqLLAACkdakiYN+/f1/+/v7y9PRUlixZlCtXLtWsWVNr165VVFSUdb+aNWuqW7ducnJyUrt27VSqVCkdOHAgXltbt27Vhx9+qAkTJqhDhw6Jnu+7775TgQIFNHr0aBUrVkxly5bVzJkzde3aNW3YsCHJOjNnzqwZM2aoTJkyqlq1qsaOHauAgACdPn1aO3bs0D///KPPP/9cVatWVfHixTVhwgSVKFFCCxculCTNmzdPDRs21HvvvaciRYqofv36GjdunH7//XcFBwcrV65cypQpk7JkyaI8efKY8M4CAJD6WCyWRJcBAEjrUkXA3rZtm65evarmzZtb1zVv3lw3b97U+vXrreuKFSsW7zh7e/sETxsfMGCAoqOjVbhw4STPd/ToUZ04cULu7u7Wn9dff11RUVEKCQlJ8jhnZ2fly5fP+rpChQqSpBMnTigoKEj29vYqWbKkdbvFYlHlypUVFBQkSQoKClLFihXjtVm1alXrNgAAAABA2mWT0gVID75iS5L69++fYNv333+v1q1bS5JsbW0TbP/31LJJkyZp8+bNGjVqlPz9/ZU1a9YEx8TFxalatWoaN25cgm329vZJ1pkxY8Z4r2NjYyVJmTJlSnKKm2EYsrGxSbTWh7VIsu4DAAAAAEibUnwE+9q1a9q2bZvatm2rtWvXxvtp166dDh48+J9Gd1u0aKExY8bo5s2b+uKLLxLdp0SJEgoJCVHBggXl7OwsZ2dn5cyZU1OmTHnsuUJDQxUREWF9vX//flksFhUvXlyurq4KDw+Pd7xhGNq/f7+KFy8uSXJ1dU0wpX3fvn2SEo7OAwAAAADSlhQP2P7+/rp//7569+6tkiVLxvvp16+fMmTI8J+/ssvBwUFDhw7VsmXLtH///gTbO3XqpPDwcA0ZMkSBgYEKDAzUoEGDdPjw4XhTvP8tKipKAwcO1NGjR7Vz505NnDhRrVu3VqFChVSzZk2VLl1agwcP1p49exQSEqKPP/5YQUFB6t69uySpV69e2rRpk7766iudOnVKW7Zs0cSJE1WvXj1rwM6WLZvCwsJ08eLF/3TNAAAAAICUleIB28/PT6+//rqKFi2aYNurr76qBg0ayN/f/7FP905Mhw4dVKlSJY0cOdL6NVgPOTk5admyZbpz547efvttdenSRZkyZdLSpUsf+3CxsmXLqnTp0urWrZsGDhyo2rVrW6eZZ8yYUYsWLVKZMmXUv39/tWvXTidOnNCSJUvk5uYmSWrcuLG++OILrV+/Xi1atNC4cePUvHlzzZw503qOjh07KigoSC1btrROQQcAAAAApH4Wg+/HSDcOHz4sSSpXrlwKV5L+3b17V8eOHVPp0qVlZ2eX0uW81OiL1IX+SD1Sc19ERUVp1KhRkqTJkycrc+bMKVzRi5ea++NlQ1+kLvRH6kFfJO2/5KwUH8EGAAAAACA9IGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACAjYAAAAAACYgYAMAAAAAYAICNgAAAAAAJiBgAwAAAABgAgI2AAAAAAAmIGADAAAAAGACm5QuAAAAvFxsbW3l4uJiXQYAIL0gYAMAgGRlsVjk7e1tXQYAIL0gYAMAgGRHsAYApEfcgw0AAAAAgAkshmEYKV0EzHHgwAEZhsH9bMnAMAzFxMQoU6ZMjMKkMPoidaE/Ug/6InWhP1IP+iJ1oT9SD/oiadHR0bJYLKpYseIT92WKeDrCH4TkY7FY+CAjlaAvUhf6I/WgL1IX+iP1oC9SF/oj9aAvkmaxWJ46azGCDQAAAACACbgHGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsIH/s3v3brm6uib6U79+fUnS119/nej2Ry1fvlz169dX+fLl1alTJx09ejQlLidNe5q+iIiI0Lhx41StWjVVqlRJ/fr109mzZ+O1s379ejVr1kzly5dX69attWvXrpS4nDTvSf0xfPjwJLfPnj3b2g798fye5s/GmTNn1K9fP1WuXFk1a9bU2LFjFR4eHq8dfk+Z42n649ChQ+rSpYvc3d3VsGFDLV26NF4bcXFx+vLLL1WrVi25ubmpd+/eCX6X4encv39fPj4+qlevntzd3dW5c2f99ddf1u3Hjh1Tly5d5ObmJk9PT/riBXtSfzx048YN1axZU7t37463nv4wz5P6IiAgQO3atZO7u7s8PT316aefKjIy0ro9KipKEyZMUPXq1eXu7q7Bgwfr+vXrKXAlaYQBwDAMw4iKijIuX74c72fTpk2Gq6ursXr1asMwDGPAgAHG0KFDE+z3kJ+fn1G+fHnjp59+Mk6cOGEMHTrUqFq1qnHt2rWUuqw06Wn6okePHkbjxo2Nffv2GceOHTM6depkNG/e3IiNjTUMwzB27dplvPbaa8Y333xjBAcHG5988olRtmxZIzg4OCUvLU16Un/cvn07wfZBgwYZNWrUMC5evGgYBv1hlif1RXR0tNGoUSPD29vbCA4ONvbu3Ws0atTI+OCDD6xt8HvKPE/qj9OnTxvly5c3PvjgA+P48ePG1q1bjRo1ahizZ8+2tjFr1izDw8PD2LJli3Hs2DHDy8vLaNSokREVFZWCV5Y2ffnll0aNGjWMP/74wwgNDTVGjRplVKpUybh06ZJx/fp1w8PDwxgxYoQRHBxsrF692ihXrpz17xTDoC/M9rj+eOjixYtGmzZtjJIlSxp//vlnvOPpD/M8ri/27t1rlC5d2vj666+NU6dOGVu3bjVq165tDB8+3Hr88OHDjQYNGhh79+41/v77b6N169ZG586dU/CKUjcCNpCEO3fuGPXq1Yv3C6Zp06bG4sWLkzymUaNGxrRp06yvY2JijDp16hhz5sx5kaWme//uiz///NNwdXU1AgMDrfucOHHCqFu3rhESEmIYhmF4eXkZAwYMiNfOW2+9ZYwZMybZ6k6vEvuz8ajff//dcHV1jfePJfrjxfh3Xxw9etQoWbJkvD8b33zzjeHu7m59ze+pF+ff/TFp0iSjbt268QLBTz/9ZJQvX964d++eERUVZbi7uxvLly+3br9165ZRvnx5Y926dclef1rXsmVLY+rUqdbX4eHhRsmSJY2NGzcac+bMMWrWrGnExMRYt3/++edGo0aNDMMw6IsX4HH9YRiGsWrVKqNq1aqJBmz6w1yP64vBgwcbPXr0iLf/mjVrjNdee82IiooyLl68aJQqVcrYunWrdfvJkyeNkiVLGgcOHEi2a0hLmCIOJGHOnDm6d++ehg0bJkmKjo5WaGioihYtmuj+165dU2hoqKpXr25dZ2Njo8qVK2vv3r3JUnN69e++2LFjh0qWLBlven7x4sW1ZcsWFS1aVHFxcTpw4EC8vpAkDw8P+sIE/+6PR0VFRWny5Mlq166dPDw8JIn+eIH+3Re5c+dWhgwZ9MMPPyg6OlrXr1/Xhg0bVKFCBUn8nnrR/t0fp0+fVrly5WRra2vdp0yZMoqMjNThw4cVGBioO3fuxOuPHDlyqEyZMvTHM8ibN6+2bNmic+fOKTY2VitXrpStra1KlSqlffv2qWrVqrKxsbHuX61aNYWGhurq1av0xQvwuP6QpM2bN2vQoEHy8fFJcCz9Ya7H9YWXl1eCv88zZMigmJgYRUREaP/+/ZIe/Hl5qEiRInJ0dKQvkmDz5F2Al8/169e1ZMkSDR48WLly5ZIkBQcHKzY2Vhs3btTkyZMVFRWlKlWqaOjQocqfP78uXrwoSSpYsGC8tvLnz6/AwMDkvoR0I7G+OHXqlJydnbVixQotX75ct2/fVqVKlTRixAg5Ojrq9u3bunv3rgoUKBCvrUf7Cc8msf541KpVq3T16lUNHDjQuo7+eDES64sCBQpo9OjR+uyzz7RixQrFxcWpZMmS8vX1lSR+T71AifVH/vz5dfz48Xj7hYWFSXrwYUeGDA/GORLrD/5s/HejRo3SgAEDVL9+fWXMmFEZMmTQrFmz9Oqrr+rixYsqWbJkvP3z588vSbpw4cJj/2zQF8/mcf0hSXPnzpUknTt3LsGx9Ie5ntQXj4qJidGSJUtUtmxZ5cmTR5cuXVLu3LmVOXPmePvRF0ljBBtIxIoVK2Rvb6+33nrLui4oKEiSlDVrVvn4+Gjy5Mk6efKkunXrpsjISN27d0+S4o1USFLmzJkVFRWVfMWnM4n1RUREhP7880/9+uuvmjBhgmbMmKGLFy+qW7duioqKsj6Yg74wX2L98VBcXJy++eYbdejQQQ4ODtb19MeLkVhfREdH6/jx42rUqJFWrlypefPmKS4uTgMHDlRsbCy/p16gxPqjVatWOnTokBYsWKDo6GidPXtWM2fOlMViUUxMDP1hsuDgYNnb28vX11crV65U27ZtNWTIEB07dkyRkZGJvs/Sg5k39IX5HtcfT0J/mOtp++L+/fv66KOPdOLECY0bN07Sg774dz9I9MXjMIINJGLt2rVq3bq1smTJYl3XunVr1a5dW3ny5LGuK1GihGrXrq2AgADrp4DR0dHx2oqKilLWrFmTp/B0KLG+sLGxUVRUlHx9fZUzZ05J0uzZs1WrVi0FBARYpzHRF+ZLrD8eOnDggM6cOaO333473vqH/4ilP8yVWF8sWbJEu3fv1q+//qqMGTNKklxcXNSoUSNt2bLFOouAvjBfYv1RpUoVTZo0SdOmTdPnn3+u3Llza+jQoRoxYoTs7e2t/ziNjo6Odxz98d9duHBBgwcP1pIlS1S5cmVJUrly5RQcHKxZs2YpS5Ysif5/L0l2dnbW95++MMeT+uOrr7567PH0h3meti8iIiI0cOBA7dmzR7Nnz1b58uUlKdE/OxJ98TiMYAP/EhgYqLNnz6pFixYJtj0arqUH02Ny5cqlixcvWqcxXb58Od4+ly9flqOj44srOB1Lqi8KFCggR0dHa7iWpHz58ilXrlw6d+6ccuXKJTs7O/rCZI/7syE9uJ+uTJkyKlasWLz19If5kuqL/fv3q0yZMtZwLUnOzs7KnTu3QkND+T31gjzuz0aHDh20Z88ebd26Vdu3b1e5cuVkGIacnJzoDxP9/fffiomJUbly5eKtr1Chgk6fPq0CBQok+j5LkqOjI31hsif1x5PQH+Z5mr64fPmy9au7Fi5cqDp16lj3K1CggG7evJkgZNMXSSNgA/+yb98+5c2b1/oQjodmzJihxo0byzAM67pz587pxo0bKl68uPLmzasiRYrE+x7H+/fva9++fapSpUqy1Z+eJNUXVapU0fnz5+P9xXv58mXduHFDzs7Oslgsqlixovbs2RPvuN27d1s/vcV/l1R/PLR3794EDzKTRH+8AEn1haOjo06cOBHv99SlS5d08+ZNubi48HvqBUmqPzZu3KgPPvhAFotFjo6OsrGx0caNG/XKK6+oWLFiKlWqlLJnzx6vP27fvq2jR4/SH//Rw9kZ/77nPSgoSC4uLqpSpYr279+v2NhY67Y///xTRYoUsfYdfWGeJ/XHk9Af5nlSX9y6dUvdu3fX9evXtXz58gTvb6VKlRQXF2d92Jn04Fk4ly5doi+SQMAG/uXo0aPxnk79UMOGDRUWFqbx48fr1KlT2rt3r95//31VrFhRtWrVkiR5eXlp8eLFWrNmjYKDgzVy5EhFRkaqffv2yX0Z6UJSfdG0aVO5uLhowIABOnLkiI4ePaoPP/xQRYoUUd26dSVJPXv21C+//KLFixcrJCRE06ZN07Fjx9S9e/dkvor0I6n+kKTY2FgFBQUlGb7pD3Ml1RedO3fW6dOnNWbMGIWEhOivv/7SBx98oFKlSllHJPg9Zb6k+qN48eIKCAjQggULdO7cOf3444/6+uuvNWjQIEkP7i/t0qWLPvvsM/3+++8KDAzUoEGDVKBAATVq1Ci5LyNNK1++vCpVqqRhw4bpzz//VGhoqGbOnKldu3apT58+ateunSIiIjRq1CgFBwfLz89PS5YsUd++fSXRF2Z7Un88Cf1hnif1xdSpU3X27FlNnz5defLk0ZUrV6w/sbGxcnR0VPPmzTV69Gjt3r1bhw4d0ocffqiqVavKzc0tpS8vVbIYj37MDUC9e/dW9uzZNWPGjATbdu3aJR8fHx0/fly2traqX7++hg0bFm+q8sKFC7V06VLdvHlTZcuW1ejRo1W6dOnkvIR043F9ceXKFX3yySfaunWrDMNQjRo1NHr06HjTldauXauvvvpKFy9eVPHixTV06NBER1jxdB7XH9euXdPrr7+u+fPnq3bt2okeT3+Y53F98ddff+mLL77Q0aNHlTVrVtWsWVNDhw6Nd4sLv6fM9bj+CAgI0IwZM3TmzBkVLlxYffv2VcuWLa3bY2Nj9cUXX8jPz0+RkZGqUqWKxo4dq8KFCyfnJaQLt27d0syZM7V161bdunVLJUuWtAYBSTp06JAmT56so0ePysHBQV5eXurSpYv1ePrCXE/qj4fOnTun+vXra+nSpdavd5ToDzMl1ReVKlWSu7t7kg8r+/3331W4cGHdvXtXU6ZM0caNGyVJtWvX1ujRo5U7d+7kvIw0g4ANAAAAAIAJmCIOAAAAAIAJCNgAAAAAAJiAgA0AAAAAgAkI2AAAAAAAmICADQAAAACACQjYAAAAAACYgIANAAAAAIAJCNgAAAAAAJiAgA0AQCowa9Ysubq6pnQZL4WJEydqxowZprUXERGh9957T40bN1b9+vU1ZcoUGYahkydPytPTU7dv3zbtXACA1I2ADQAAXhq7du3S5s2b1a9fP9Pa3L17t7Jnz64NGzbou+++0zfffKPAwEAVLVpU9evX16RJk0w7FwAgdSNgAwCAl8bUqVPVo0cPZc2a1bQ269evr2nTpsliseiXX36RnZ2dChYsKEnq06ePfvnlF/3zzz+mnQ8AkHoRsAEASIX8/PxUrlw57du3T+3atVO5cuXUuHFjBQQE6OTJk+revbsqVKighg0b6pdffol37N69e/XOO++oSpUqKlu2rDw9PTVr1izFxcVZ97l8+bIGDRqkqlWrqkqVKho7dqxmzJghT0/PeG2tWrVKzZs3V9myZVW3bl3NmjVLsbGxj639+vXrmjBhgurVq6eyZcuqatWq8vb21rlz56z7dO3aVUOGDNEHH3wgNzc39ezZU5IUFRWladOmqU6dOipbtqxatGihX3/9NV77kZGR+vzzz9WoUSOVLVtWFStWVM+ePXXs2LHH1rV161YFBQWpefPm1nWzZs2Sp6entmzZoiZNmqhChQp68803tXv3bus+/fv3V7ly5XTy5Ml4x5UuXVp79uyx1j1ixAh99dVX+uqrr5QrVy5JkoODg6pVq6a5c+c+tjYAQPpAwAYAIJW6f/++Bg8erI4dO+rrr79W1qxZNWTIEPXr109169bVnDlzlD9/fg0bNkwXL16UJAUGBqpHjx7KlSuXZsyYoa+//lqVK1fW7NmztX79eklSdHS0unfvrgMHDmjkyJGaOnWqAgMDtWjRonjnnzt3rsaMGaPq1atrzpw56ty5s+bPn68xY8YkWbNhGOrbt6927typIUOGaOHCherfv7927dqlcePGxdt3/fr1ypYtm77++mv16tVLhmHI29tb33//vXr27Kmvv/5a7u7uGjRokNauXWs97qOPPtKPP/6oPn36aNGiRRoxYoROnDihwYMHyzCMJGvz9/eXm5ubHB0d462/fv26hg0bpk6dOsnHx0dZsmTRO++8Yw3s48ePl52dnbX+I0eOaM6cOfLy8lLVqlUVERGhLl266MiRI/Lz81P16tXjtd+kSRMFBATozp07SdYGAEgfbFK6AAAAkLi4uDj169dPHTp0kCTdvn1bgwYNUvfu3a0jvvb29mrXrp2OHDmiAgUKKDAwUK+//rqmT5+uDBkefI5eo0YNBQQEaPfu3WrevLn8/f118uRJ/fjjjypbtqwkqVq1amrQoIH13OHh4frqq6/01ltvafTo0ZKkmjVrKleuXBo9erR69uypEiVKJKj58uXLypo1q4YNG6bKlStLkjw8PHTmzBmtXLky3r6ZMmXShAkTZGtrK0nauXOn/vjjD82YMUPNmjWTJNWqVUv37t3TZ599pjfeeENxcXG6c+eORo8ebd3nYcj95JNPdPXqVTk4OCT6fv7555/xRq8funfvnsaPH6/WrVvHey/mzZunGTNmKF++fBo3bpwGDRqkVatW6ZtvvlHJkiU1YMAASdLnn3+uQ4cOqVChQnr33XclSaNGjbIG7XLlyikmJkb79u1TnTp1kuhtAEB6QMAGACAVc3d3ty7nzZtXklShQgXruodTkR8+qbp169Zq3bq1oqKidOrUKZ0+fVrHjh1TbGysYmJiJD0Imk5OTtZwLUnZs2dXvXr1rFOjDx48qMjISHl6eur+/fvW/R5OId+5c2eiAdvR0VFLly6VYRg6d+6cTp8+rZMnT+rAgQOKjo6Ot2/RokWt4Vp68AAyi8WiOnXqJDinv7+/Tpw4odKlS2vhwoWSpEuXLunUqVMKDQ3Vli1bJCnBOR66e/eurl27psKFCyfYZmNjozfeeMP6OkuWLKpdu7a2b99uXdesWTNt2LBBY8eOla2trfz8/Ky1jxs3LsHo/KMKFSokSfGmyAMA0icCNgAAqVj27NkTrHvcA7oiIyM1ceJE/fTTT7p//74KFy4sd3d32djYWKdP37hxwxrWH/Xoups3b0p68JCuxFy+fDnJGvz9/fXFF1/owoULypUrl0qXLq0sWbIk2C9btmzxXt+8eVOGYahixYpJnrN06dL6448/NGXKFJ08eVLZsmVTqVKlZGdnJ0lJThEPDw+XJOt+j8qXL59sbOL/kyhv3rzW9+ChNm3aaOPGjXJxcVGRIkUSv/hEPOyviIiIpz4GAJA2EbABAEhHJk+erI0bN2rmzJl6/fXXrYHy0fuCHR0dFRoamuDYa9euWZdz5MghSfrss8/k4uKSYN98+fIlev59+/Zp2LBh6tq1q9555x3r/c7Tpk3T/v37H1u7vb297OzstHTp0kS3Ozs768yZM/L29laDBg00d+5cOTk5yWKxaPny5frjjz+SbDt37tySlOh3Uv87SEvS1atX433gcO/ePU2dOlUlS5ZUUFCQFi1apF69ej32eh56eM6HNQAA0i8ecgYAQDqyf/9+eXh4qEGDBtZwfeTIEV2/ft36FPGqVavq3Llz8Z66HRkZGS+gVqhQQZkyZdKlS5dUrlw564+NjY2++OKLJKc7Hzx4UHFxcXr//fet4To2Nlb/+9//JCnek8z/rWrVqrp7964Mw4h3zqCgIPn6+ur+/fs6cuSIoqKi1KdPH7366quyWCySZK09qRFsW1tbOTg46MKFCwm2/fvaIyMjtX379ngfSnz++ee6ePGiZs2apS5duujLL79USEhIktfyqIcPoHvllVeean8AQNrFCDYAAOlI+fLltX79en333XcqVqyYAgMD9fXXX8tisejevXuSpDfeeEPz5s2Tt7e3BgwYoBw5cmjx4sW6du2aNQTmzp1bvXr1ko+PjyIiIuTh4aFLly7Jx8dHFotFpUqVSvL8kvTxxx+rXbt2unXrlpYvX67AwEBJD+6FTmzauyTVqVNHVapU0Xvvvaf33ntPxYoV06FDh/Tll1+qVq1aypMnj1577TXZ2Nho+vTp8vLyUnR0tPz8/LR161Zr+0mpUaOGDhw4kOi2ESNGaODAgcqbN68WLlyou3fvWh9YtmfPHi1btkyDBg2Si4uLBg4cqM2bN2v48OH6/vvvlTFjxsf2yf79+5U1a1brQ98AAOkXARsAgHRk+PDhiomJ0cyZMxUdHa3ChQvr3XffVXBwsAICAhQbGysbGxstXLhQkydP1vjx42VjY6OWLVsqV65cOnXqlLWtgQMHysHBQStWrNCCBQuUM2dOVa9eXR9++KHs7e0TPb+Hh4fGjh2rxYsXa8OGDcqXL588PDw0e/ZseXt7a//+/Uk+STtDhgyaN2+efHx8NHfuXF27dk2Ojo7q2bOnvL29JT2YJv75559r9uzZevfdd5UzZ065ubnp22+/VdeuXbVv3z65urom2n7jxo21bt06Xbp0KcFXdY0fP15TpkzR9evXVbFiRX333XdydnbW3bt3NWLECJUsWVLvvPOOpAf3jo8dO1bvvvuuFixYoL59+z62T7Zv3666desmeh86ACB9sRiP+8JIAACQ7pw4cUInT55Uo0aNrFOsJal9+/YqUKCAZs+enYLVvTiGYahly5Zq3Lix+vfvL0maNWuWZs+erePHj7+Qc4aFhalhw4ZavXq1ypQp80LOAQBIPbgHGwCAl8zdu3c1YMAATZw4Ubt27dKOHTs0cuRIHTlyRF26dEnp8l4Yi8WioUOH6vvvv0+2J3ovWrRITZo0IVwDwEuCgA0AwEumQoUKmjlzpg4fPixvb2+9//77On36tBYsWKBq1aqldHkvVO3atVW/fn3NnTv3hZ8rJCREAQEBGjt27As/FwAgdWCKOAAAAAAAJmAEGwAAAAAAExCwAQAAAAAwAQEbAAAAAAATELABAAAAADABARsAAAAAABMQsAEAAAAAMAEBGwAAAAAAExCwAQAAAAAwAQEbAAAAAAAT/D8C065vgV+HiwAAAABJRU5ErkJggg==\n" + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -176,8 +184,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:26:34.707607300Z", - "start_time": "2023-07-10T12:25:43.813721700Z" + "end_time": "2023-07-11T09:21:55.407182800Z", + "start_time": "2023-07-11T09:20:41.128962600Z" } } }, @@ -189,8 +197,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-10T12:26:34.723606200Z", - "start_time": "2023-07-10T12:26:34.647617200Z" + "end_time": "2023-07-11T09:21:55.441175800Z", + "start_time": "2023-07-11T09:21:55.407182800Z" } } } diff --git a/src/data_gradients/config/classification.yaml b/src/data_gradients/config/classification.yaml index 08739729..9a89805a 100644 --- a/src/data_gradients/config/classification.yaml +++ b/src/data_gradients/config/classification.yaml @@ -8,3 +8,4 @@ report_sections: - name: Classification Features features: - ClassificationClassDistribution + - ClassificationClassDistributionVsArea diff --git a/src/data_gradients/feature_extractors/__init__.py b/src/data_gradients/feature_extractors/__init__.py index 59f1f0ee..7411c36e 100644 --- a/src/data_gradients/feature_extractors/__init__.py +++ b/src/data_gradients/feature_extractors/__init__.py @@ -21,7 +21,7 @@ DetectionSampleVisualization, DetectionBoundingBoxIoU, ) -from .classification import ClassificationClassDistribution, ClassificationSummaryStats +from .classification import ClassificationClassDistribution, ClassificationSummaryStats, ClassificationClassDistributionVsArea __all__ = [ "ImageDuplicates", @@ -49,4 +49,5 @@ "DetectionBoundingBoxIoU", "ClassificationClassDistribution", "ClassificationSummaryStats", + "ClassificationClassDistributionVsArea", ] diff --git a/src/data_gradients/feature_extractors/classification/__init__.py b/src/data_gradients/feature_extractors/classification/__init__.py index f1a7ce5a..4735193e 100644 --- a/src/data_gradients/feature_extractors/classification/__init__.py +++ b/src/data_gradients/feature_extractors/classification/__init__.py @@ -1,7 +1,8 @@ from .class_distribution import ClassificationClassDistribution from .summary import ClassificationSummaryStats - +from .class_distribution_vs_area import ClassificationClassDistributionVsArea __all__ = [ "ClassificationClassDistribution", - "ClassificationSummaryStats" + "ClassificationSummaryStats", + "ClassificationClassDistributionVsArea" ] diff --git a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py new file mode 100644 index 00000000..b0c66a63 --- /dev/null +++ b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py @@ -0,0 +1,75 @@ +import collections +from functools import partial + +import numpy as np +import pandas as pd + +from data_gradients.common.registry.registry import register_feature_extractor +from data_gradients.feature_extractors.abstract_feature_extractor import Feature +from data_gradients.utils.data_classes.data_samples import ClassificationSample +from data_gradients.visualize.plot_options import ViolinPlotOptions +from data_gradients.visualize.seaborn_renderer import BarPlotOptions +from data_gradients.feature_extractors.abstract_feature_extractor import AbstractFeatureExtractor + + +@register_feature_extractor() +class ClassificationClassDistributionVsArea(AbstractFeatureExtractor): + """Feature Extractor to count the number of labels of each class.""" + + def __init__(self): + self.data = [] + + def update(self, sample: ClassificationSample): + class_name = sample.class_names[sample.class_id] + self.data.append({"split": sample.split, "class_id": sample.class_id, "class_name": class_name, "image_area": np.prod(sample.image.shape[:2])}) + + def aggregate(self) -> Feature: + df = pd.DataFrame(self.data) + + all_class_names = df["class_name"].unique() + + num_splits = len(df["split"].unique()) + # Height of the plot is proportional to the number of classes + n_unique = len(all_class_names) + figsize_x = 10 + figsize_y = min(max(6, int(n_unique * 0.3)), 175) + + plot_options = ViolinPlotOptions( + x_label_key="image_area", + x_label_name="Image area (px²)", + y_label_key="class_name", + y_label_name="Class", + order_key="class_id", + title=self.title, + figsize=(figsize_x, figsize_y), + # x_lim=(0, df_class_count["n_appearance"].max() * 1.2), + x_ticks_rotation=None, + labels_key="split" if num_splits > 1 else None, + # orient="h", + tight_layout=True, + ) + + json = {} + for split in df["split"].unique(): + empty_dict = {class_name: 0 for class_name in all_class_names} + counter = collections.Counter(empty_dict) + counter.update(df[df["split"] == split]["class_name"]) + json[split] = dict(counter) + + feature = Feature( + data=df, + plot_options=plot_options, + json=json, + ) + return feature + + @property + def title(self) -> str: + return "Image area distribution per class" + + @property + def description(self) -> str: + return ( + "Distribution of images resolution (H*W) with respect to assigned image label and (when possible) a split.\n" + "This may highlight issues when classes in train/val has different image resolution which may negatively affect the accuracy of the model.\n" + ) diff --git a/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py new file mode 100644 index 00000000..04b517d2 --- /dev/null +++ b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py @@ -0,0 +1,111 @@ +import random +import unittest +import uuid + +import numpy as np + +from data_gradients.feature_extractors import ClassificationClassDistributionVsArea +from data_gradients.utils.data_classes.data_samples import ImageChannelFormat, ClassificationSample +from data_gradients.visualize.seaborn_renderer import SeabornRenderer + + +class ClassificationClassDistributionTest(unittest.TestCase): + def setUp(self) -> None: + self.class_distribution = ClassificationClassDistributionVsArea() + class_names = ["class_1", "class_2", "class_3", "class_4"] + + for i in range(100): + dummy_image = np.zeros((random.randint(100, 500), random.randint(100, 500), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((random.randint(300, 600), random.randint(200, 300), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=1, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((random.randint(100, 200), random.randint(700, 800), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=2, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((random.randint(200, 250), random.randint(200, 250), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=3, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((220, 230, 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + ) + ) + + def test_update_and_aggregate(self): + # Create a sample SegmentationSample object for testing + output_json = self.class_distribution.aggregate().json + + expected_json = { + "train": { + "class_1": 1, + "class_2": 1, + "class_3": 1, + "class_4": 0, + }, + "valid": { + "class_1": 1, + "class_2": 0, + "class_3": 0, + "class_4": 1, + }, + } + + self.assertEqual(output_json, expected_json) + + def test_plot(self): + feature = self.class_distribution.aggregate() + sns = SeabornRenderer() + f = sns.render(feature.data, feature.plot_options) + f.show() + + +if __name__ == "__main__": + unittest.main() From 35256b8b8e5e97c9c7bd3c984ec426bc7319b444 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Tue, 11 Jul 2023 13:44:41 +0300 Subject: [PATCH 10/20] Change x axis to use image size instead of image area --- ...lassification_torchvision_caltech101.ipynb | 34 +++++++++---------- ...sification_torchvision_fashion_mnist.ipynb | 34 +++++++++---------- .../class_distribution_vs_area.py | 28 ++++++++------- .../test_class_distribution_vs_area.py | 21 ------------ 4 files changed, 50 insertions(+), 67 deletions(-) diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index 4f37d747..973f98cb 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-11T09:34:02.579301600Z", - "start_time": "2023-07-11T09:34:00.314213600Z" + "end_time": "2023-07-11T10:40:51.060949800Z", + "start_time": "2023-07-11T10:40:49.077025300Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:34:02.589433700Z", - "start_time": "2023-07-11T09:34:02.580305600Z" + "end_time": "2023-07-11T10:40:51.075949700Z", + "start_time": "2023-07-11T10:40:51.062949800Z" } } }, @@ -67,8 +67,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:34:02.596304600Z", - "start_time": "2023-07-11T09:34:02.589433700Z" + "end_time": "2023-07-11T10:40:51.112263300Z", + "start_time": "2023-07-11T10:40:51.078950900Z" } } }, @@ -100,8 +100,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:34:06.598441800Z", - "start_time": "2023-07-11T09:34:02.594300900Z" + "end_time": "2023-07-11T10:40:54.435347900Z", + "start_time": "2023-07-11T10:40:51.118250400Z" } } }, @@ -113,8 +113,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:34:06.618448Z", - "start_time": "2023-07-11T09:34:06.578443100Z" + "end_time": "2023-07-11T10:40:54.451338700Z", + "start_time": "2023-07-11T10:40:54.438347900Z" } } }, @@ -131,7 +131,7 @@ " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-123406 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-134054 \n", " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea]}\n" ] }, @@ -139,8 +139,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 8677it [01:16, 114.07it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.35s/it]\n" + "Analyzing... : 8677it [01:21, 107.03it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.45s/it]\n" ] }, { @@ -157,7 +157,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-123406\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-134054\n" ] }, { @@ -195,7 +195,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAuoCAYAAAAZ5xLXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xV9eHG8c/dKzc7hCSEIShDhojaArZa6JBqa0eqFKu1WHHWWSzUSkVrxYV1W4T+KlirFQcWBWq1DmydOJA9EwIkZI+71++PcI8JBAhwIQGe9+t1eu4959xzvudyTPPku0yJRCKBiIiIiIiIiBwUc2cXQERERERERORooIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgLWzi6AHD0++eQTEokENputs4siIiIiIiKSEpFIBJPJxPDhw/d5rGqwJWUSiQSJRKKziyHtSCQShMNh/ftIl6NnU7oiPZfSFem5lK7oWHku9yfnqAZbUiZZcz1kyJBOLonsyu/3s2rVKvr164fb7e7s4ogY9GxKV6TnUroiPZfSFR0rz+Xy5cs7fKxqsEVERERERERSQAFbREREREREJAUUsEVERERERERSQAFbREREREREJAUUsEVERERERERSQAFbREREREREJAUUsEVERERERERSQPNgd5ILL7yQDz74oN19EydO5De/+c1hLpGIiIiIiIgcDAXsTjRu3Dhuvvnm3ba7XK5OKI2IiMjRIxwOU1tbSyKRIBqNEo1GicViu72OxWLGkkgkiMVi+P1+ysvL2bZtGzabjXg8TiKRaLPsiclkarOYzWZjbTabsVgsWCwWTCaT8dpqtbZ5nXyfXJvNh7fBYXZ2Nna7/bBeU0TkaKGA3YmcTid5eXmdXQwREZHDIhaLEQ6HCQaDhMNhQqGQ8ToYDBIKhXbbn9zW+vWelkgkQigUoqGhgWg02tm3e8Sy2WyccsopXHPNNXi9Xmw2GyaTqbOLJSJyRFDA7qIaGhq45557eOutt6itrSU9PZ2xY8dy8803GzXcpaWlzJgxgw8++ACr1cro0aO5+eabycnJAeD5559n9uzZbN26laKiIsaPH8+FF15o/CX8pZde4oknnqCsrIzMzEzOOussJk+erL9ai4h0MYlEgmAwmNJzRiIRI5Qm18nXrbfv+j4UChGNRtsE3+QxoVDICLmt9yXDsULvkSESifC///2P//3vf8Y2m82G3W431lar1Xhvs9nafd96bbPZjFr55PZda+5b1+C3ru1vb0nuT7YM2Nf7o+EPBK3/GLWv+3E6nUfFPYsciRSwu6gpU6ZQWVnJww8/TE5ODsuWLeO3v/0t/fr14+KLL6axsZELLriA/v378+STT2I2m5k2bRrXXXcd8+bN49lnn2XmzJlMmzaNoUOHsnLlSm6//XYqKyu56aabWL16Nb/73e+49957GTp0KBs2bODGG28kKyuLK6+8srNvX0SOUA0NDWzfvn237XtqUhsKhSgrK8NiseBwOABS9kvh3prxHmrJZsTxeHyPSywWM9a7vk42Y47H40QiEV599VWqqqo67X7kwIwbN46SkhLmz5/P4sWLO/WZPFjJP8DIkSE/P5+zzz7b6KrQ2q7bWr9vb518naygSXZ5SG7btVvErl0kWn+2dZeJ1se13re31+2VNakj/3119P9f9ve/1Y6cN1Xl64yfI3v7rtv7//GDPb/ZbKZv375YLJYDOl9nU8DuRP/85z9ZsmRJm20jRoxg9uzZjB49mlNPPZX+/fsD0KNHD5566inWrl0LwKuvvorP52PmzJlkZGQA8Ic//IFXXnmFcDjMo48+yhVXXMHZZ58NQHFxMc3NzUyfPp1rr72W8vJyTCYTRUVFFBYWUlhYyJw5c0hLSzuM34CIHE02bdrEFVdcQTwe7+yiiHQJJSUlFBcXU1JSwqJFizq7OHIMqays5C9/+UtnF0PkgA0ZMoT77ruvs4txQBSwO9GYMWP49a9/3Wab0+kEYMKECbzxxhu8+OKLbN68mfXr11NeXs5xxx0HwNq1a+ndu7cRrgEGDBjAgAEDqK2tpaKigpkzZ/LAAw8Y++PxOKFQiPLycr72ta8xfPhwSkpK6NGjB6NHj2bs2LEMHjz4MNy5iByNnE4nbreb5ubmzi6KHCSLyYTNbMFmsey2tlss2CxmbCYrNosZu8W6c1vL2m42Y7NasZssOKxW7GZLy/tWx9rNVmwWCw6LFbvFisWcuqasj3/8Lh9uK0vZ+Q7G/PnzjRpsk8l0xNVgD+lWwI8GDCMSjxGJxYjG40RiMSLxVq8TMaKxGJF4vNX+OLF4nGjyuHiMWDxOLNFyTCyRINpqfyweJ75zWyzR0sIjmkgQT8SJxRPEObK+NxE5eN26devsIhwwBexO5PF46NWr127b4/E4l112GevWreOcc87hu9/9LieeeCK33HKLcYzVuud/umTt0dSpUxk1atRu+wsKCrDb7cydO5eVK1eydOlSli5dyuWXX84PfvAD7rzzzhTcnYgcawoKCnjhhRf26zN+v59Vq1YxcOBA3G73ISpZ+03qWm/bdX/yfXvr9kaTbj3KdPJncLIpeHJk6uS+ZHPwvTUPT67j8XibUa8jkYixTm5Pvk424W3vfeuldX/r1v2sW38HsUSCWCxKMHZ4+kybTSbsFisOi+XLEG6sW4K4bec2m9libE++t1nMxh8ATivoSWMoyIa6aqKd3Jpi8eLFLFq06IgM1wDLd2xn+Y7du3x0JcnR2PfWB3vX7R3ZtqfXB3Le1v3AkyPI7zrCfOvm1O01wYaWZvrbtm2jqKioTZeavTUBb2/frtv31ER81+0HsuypKXl7TcD3tbRX1j3d/57u9WDsz3/Dezp2T2Vpb/uu/0Yd2b+34zpyzP5cP+lw/f/4kUQBuwtatWoVb7/9Nv/4xz8YNmwY0PJDtaysjOLiYgD69evHc889R1NTE16vF4AVK1bwy1/+khdeeIHs7Gy2bNnSJsC/+uqrvPbaa9x111289dZbLF++nKuvvppBgwYxadIkHnvsMR5//HEFbBE56nT0F4pjVfKPAK0HKmsdvpODlbUewGzXQcxaD2a2p9HAd12MP1AkEgSjEYLRzu3ja6Kl9t5sMoPJhDm50OqX052vv3wH7KxhTQAtt5QgATtrbROYjH07a2UTiS5fJ+twONoMamaz2XA4HG3e7+31roOdtR7YbNdBzloPgNZ64LNdpzBrHWyTr4+l/44VZESODArYXVBubi5Wq5VFixaRnZ1NfX09jz/+OFVVVYTDYQC+973v8eijjzJ58mSuu+46otEot956KyeccAIFBQVceuml3H///RQWFvL1r3+dNWvWcOuttzJ27Fjj/wAfeeQR0tLSGDt2LA0NDbz55psMHz68k+9eREQON5PJZISbw/WLeyKRaBPYk9N0tRfQWwf11iObJ/8Y0N50Xe0trWv/223VAEQTCUjEDst3sKvkv8OuYXTXoNp6sdvtxrLrSN/t7UsurcNy8n3rgHwsBVcRkVRSwO6C8vPzmTFjBg899BB/+9vfyMvL48wzz+Tiiy/mjTfeAMDlcjFnzhzuvPNOxo8fj9Pp5Mwzz+Q3v/kNABMnTsThcDBv3jxmzJhBbm4u5513Htdccw0Ao0aN4o477uAvf/kL999/P06nkzPOOIMpU6Z02n2LiMixw2QyGeHucEs2149EIkYz/GRT/Wg0is/nY926dfTp0weHw2E06YcvuwMkz9Ne89TWTV7ba0LcuiZ211pbERE5spkSR2KnIOmSli9fDrSM+iddi5qVSVelZ1O6Ij2X0hXpuZSu6Fh5Lvcn55gPdWFEREREREREjgUK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpYO3sAoiISNfW2NhIZWUlO3bsoKGhgcbGRkKhEOFwGACz2YzNZsPpdOJ2u0lLS8Pr9ZKenk5GRgbp6ek4nc5OvgsRERGRQ08BW0REAAiFQmzcuJENGzawceNGNm/eTFlZGY2NjQd9brvdTnp6Ounp6Xi9XmNxuVwEAgG2bt1KXl4eWVlZZGdnk52djdWq/4sSERGRI4t+exEROQYFg0E2bNjA+vXrWbduHevWraO0tJR4PN7u8ZkOJzluDxkOJ2l2Bw6rBavZggmIJxJE4jFC0SiBaBR/JExTOERzOExzOEQ0HiccDlNdXU11dXWHymcymcjKyqJ79+50796dwsJCevToQXFxMT169MDlcqXw2xARERFJjaMyYF944YV88MEH7e6bOHEiv/nNbw5ziUREOk9jY6MRptevX8+GDRsoLy9vN0yn2x30zsymV0YWxRmZFHkzKEjz4jjA2uREIkEoFqUp1BK4m8JBfJEwTeEwvp0B3BduCeSNoSANoSD1wQCxRILa2lpqa2tZuXLlbufNz8+nZ8+e9OrVi+LiYnr27ElxcTHp6ekHVE4RERGRVDgqAzbAuHHjuPnmm3fbrloPETma1dTUsGHDBtatW2cE6srKynaPzXQ46Z2ZTZ/M7JZ1VjbZThcmkwmAcCxGQzBAYygIoYMvW5rdTprdvs/j4okEvkiYukCA2qCfar+PKr+P2oCfyuYmGsMhKisrqays5MMPP2zzWa/XS1FREQUFBRQUFJCfn0+3bt3Iy8sjNzcXt9t98DciIiIisgdHbcB2Op3k5eV1djFERA6JSCRCeXk5mzdvNvpNb9iwgbq6unaPz3N7jJrpPplZ9MrMJsvZ/h8cQ9Eos5a9x8fbtxKJxw7lbewXm9nCiIIiJgw+iSq/n61NDWxraqS8sYHtzY3UBPw0NTWxevVqVq9e3e453G432dnZ5OTkkJmZSXZ2NpmZmWRlZRlLZmYmGRkZOByOw3yHIiIicqQ7agP23jQ0NHDPPffw1ltvUVtbS3p6OmPHjuXmm282arhLS0uZMWMGH3zwAVarldGjR3PzzTeTk5MDwPPPP8/s2bPZunUrRUVFjB8/ngsvvBCzuWXms5deeoknnniCsrIyMjMzOeuss5g8eTL2DtTeAITDYR544AFefvllmpubOf7447nmmms4/fTTjWOee+455s6dS2lpKWazmUGDBjF16lSGDBkCwOeff86MGTNYtWoVVquVr371q0ydOpXCwkKuuuoqmpqamDt3rnG+jRs3Mm7cOBYuXMjxxx+fku9aRPYskUgQDAbb3RePx6mvr6euro6amhp27NhBZWUl27dvZ9u2bWzfvn2P/aUL0tLplZFJ78wsitOz6Jmeibudnz3BaLTdzz/+8f/4cNuWA7+xQyQSj/He1jJiiQSXjxhJ78zsNvtD0Qg7/M1UNjdT5W+m2u+jOuCjxh+gLuAnGIvi9/vx+/2Ul5fv83rJgdm8Xi9paWmkpaXhdrvxeDy43W4cDgdOp9NYJ18nR1R3OBzY7XZjn9vtNloHiIiIyNHpmAzYU6ZMobKykocffpicnByWLVvGb3/7W/r168fFF19MY2MjF1xwAf379+fJJ5/EbDYzbdo0rrvuOubNm8ezzz7LzJkzmTZtGkOHDmXlypXcfvvtVFZWctNNN7F69Wp+97vfce+99zJ06FA2bNjAjTfeSFZWFldeeWWHyjh16lQ2bNjAvffeS35+Pv/5z3+4/PLLefjhhznzzDN57bXXuO222/jDH/7AKaecQlVVFbfffju/+93vWLBgAbFYjMsuu4zzzjuPu+66i8bGRqZNm8Zvf/tb/vrXv/KjH/2Iq666iu3bt1NQUAC0/FFgyJAhCtdyTEkkErz//vuUlpZ26FjACEnJ96237evz8Z0DfoVCId5444091jgfjO3NjWxvbuS9rWUpP/f+GDduHCUlJcyfP5/Fixe3+b4OxofbthyWPwDs78Bs+2IymYyR051OJy6Xy3jdOqDb7Xbsdjs2m834o+3B2tOz2t6zvLdz7PqcJz/ndDr51re+hcfjSUVxRUREjlhHbcD+5z//yZIlS9psGzFiBLNnz2b06NGceuqp9O/fH4AePXrw1FNPsXbtWgBeffVVfD4fM2fOJCMjA4A//OEPvPLKK4TDYR599FGuuOIKzj77bACKi4tpbm5m+vTpXHvttZSXl2MymSgqKqKwsJDCwkLmzJlDWlpah8peWlrKwoULeemllxg4cCAAv/jFL1i9ejVz5szhzDPPJDMzkzvuuIPvf//7ABQVFVFSUsJtt90GQHNzM3V1dXTr1o2ioiKKi4v505/+RE1NDQBnnHEGubm5vPzyy1x22WXE43EWLFjApEmTDuZrFzniPP/888yaNauzi3FUKikpobi4mJKSEhYtWtTZxel0iUSCxsbGlEx71hW98sorPPHEE51dDBERkU511AbsMWPG8Otf/7rNNqfTCcCECRN44403ePHFF9m8eTPr16+nvLyc4447DoC1a9fSu3dvI1wDDBgwgAEDBlBbW0tFRQUzZ87kgQceMPbH43FCoRDl5eV87WtfY/jw4ZSUlNCjRw9Gjx7N2LFjGTx4cIfKnhwxd8KECW22RyIRY4TcU089lQ0bNvDII4+wceNGSktLWbNmjdFkNCMjg1/+8pfcfvvtPPjgg3z1q1/ljDPOYNy4cQBYrVa+//3vs2DBAi677DLee+89amtrOeecczr8HYscDU444QTsdjvhcLizi7JPLquVfI+XfE8a3b3pFKWlU5SeTjePF7MpNTWdkLom4vPnzzdqsE0mU8pqsE8tLObyESNTci5o+fndFA7RGA7SGArRFArSFA7RFA7THArhi4SNJRiJEIhECESjRBPtN9E/Vn31q1/t7CKIiIh0uqM2YHs8Hnr16rXb9ng8zmWXXca6des455xz+O53v8uJJ57ILbfcYhxj3ct0NMkAO3XqVEaNGrXb/oKCAux2O3PnzmXlypUsXbqUpUuXcvnll/ODH/yAO++8c59lT/4S+re//W235nbJ5oL//Oc/mTJlCt/73vc4+eSTGT9+PGvXrjVqsAF+/etfM2HCBN566y3+97//cfvttzN79mxeeukl7HY7P/7xj5kzZw5ffPEFL7/8MmPHjm3zRwWRY8HQoUNZuHDhITt/PB4nFosRjUaJRCJEIhHC4bDRTDwYDBIIBPD7/fh8Ppqbm2lsbKShoYG6ujpqa2upqqqiqamJQDTK5oY6Nje0bVZuM1sozsigV0YWvTOy6Z2ZRc+MTOyWA/sRf8WIkVhMpoMe5Gzx4sUsWrQoZeE6OcjZpJO/2qFpw+KJBI2hIDV+HzUBP7XBlr7Y9cEA9aEgDcEgDcEATeEQB1M6s9mM0+nEbrfjcDiMPtmt+1+3bha+t22tm4gnm4lbrVasVisWi0V9uEVERLq4ozZg78mqVat4++23+cc//sGwYcOAlprhsrIyiouLAejXrx/PPfccTU1NeL1eAFasWMEvf/lLXnjhBbKzs9myZUubAP/qq6/y2muvcdddd/HWW2+xfPlyrr76agYNGsSkSZN47LHHePzxxzsUsJN9oKuqqhg0aJCx/f7778dsNnPttdcya9YsSkpKmD59urH/9ddfB1oC+qZNm3jyySf57W9/y09/+lN++tOf8vHHHzNhwgRWr17N0KFD6du3L8OHD2fRokW8/vrr3HfffQf57YrIrsxmM2azGZvNdlDTBAYCASoqKti2bRvl5eWUlZVRWlpKaWkpoVCIjXW1bKyrBTa0XNdkotCbTu+MLHpntoTuXhlZuG37HmjRYbXyq9NON6bpOlD1wQBVfh95bg+ZexixfH9kOF3YLZY22xKJBLXBANubGtnW1ECFr4mK5iZ2+HxU+5uJ7GEguF2ZzWbS09ONEcUzMjLIyMjA6/WSnp5OWlqaMdiZ2+02+k+7XC5sNpuCr4iIiADHYMDOzc3FarWyaNEisrOzqa+v5/HHH6eqqspoIvq9732PRx99lMmTJ3PdddcRjUa59dZbOeGEEygoKODSSy/l/vvvp7CwkK9//eusWbOGW2+9lbFjxxo1Do888ghpaWmMHTuWhoYG3nzzTYYPH96hMh5//PF84xvf4Pe//z3Tpk3j+OOPZ/Hixfz5z382AnpBQQHLli1jxYoVeL1e3njjDZ566imgZWCerKwsXnnlFYLBIJMmTcJsNvPiiy+SkZFhNIUH+PGPf8wf/vAH0tPTGT16dIq/bRFJFZfLRZ8+fejTp0+b7bFYjO3bt7Nx40Zj3uv169dTX19PeWMD5Y0NLN2y2Ti+mydt51RdLaG7d2Y2GQ5nu9e0WyzkeTo2dkR78jxpHJ+TmukSY/E4VX4f23YG6a1NjWxtamBrU8MeR0OHluCcnZ1tzIOdk5NDTk4O2dnZxrRc2dnZpKenY9klvIuIiIjsL1MiVZ3iupALL7yQoqIiZsyY0e7+f/7znzz00ENs376dvLw8zjzzTGw2G2+88QavvfYaABs2bODOO+/ko48+wul0cuaZZ/Kb3/yGrKwsoKX59rx58ygvLyc3N5dzzjmHa665xpiG64UXXuAvf/kLW7Zswel0csYZZzBlyhSys7PbLdOuAoEA999/P6+++ioNDQ307NmTiRMn8uMf/xiALVu2MG3aND799FPsdjsDBgzg/PPP5/rrr+dvf/sbp5xyCp988gn33Xcfq1atIhaLcdJJJzF58mROPPFE4zrNzc2MGjWKn//859x4440H/J0DLF++HMCYJky6Dr/fz6pVqxg4cCBut7uziyOHWCKRoKampk3gXr9+PTt27Gj3+GyXm94ZWfTJyt4ZvLPJdDgPW61sNB7HFw7REArRGApSt7Mpd03AT5W/mR2+Znb4fMT20OfZbDZTWFhIcXGxMbhkUVER3bt3Jy8vb6/dfkTao5+Z0hXpuZSu6Fh5Lvcn5xyVAVs6bsuWLXz7299m0aJF9O7d+6DOpYDddR0rP/xk7xobG9mwYYMRuNetW8fWrVvb7R+dbndQnJFJkTeDAm863dxp5Lo9ZDgceOz2dgdVi8XjBKIR/JEIzeEQTeHQznXLYGHJ982RML5wmOZwywBi/kikQ+W32+306NGD4uJievXqRc+ePenVqxeFhYXYbLaD/n5EkvQzU7oiPZfSFR0rz+X+5Bz9Wf8YtX37dj7//HOefvppvva1rx10uBaRri89PZ3hw4e36a7i9/vZsGED69atM5by8nIawyFWVFWyoqqy3XPZLRZsZgsmIE6CSCzW4f7O7TGZTEYf6OzsbHJycsjLy6N79+50796doqIicnNzUzYvtIiIiMihoIB9mN122228+OKLez3mkUceaXeE8lSqq6tjypQp9O7dm4cffviQXktEui63282QIUPa/EU2GAxSWlrK5s2bKSsro7y8nMrKSmM0c4BwLEY41v4I4w6HwxgcLD09nYyMDON160HD0tPTsVqtVFRUMHz4cGNQSREREZEjlQL2YXb11Vfz85//fK/HdOvW7ZCXY9CgQXzyySeH/DoicuRxOp3079+f/v3777YvGo3S1NREKBQyBoY0m83GlFTJUbU7yu/309TUpAHGRERE5KiggH2YZWdnd3igMxGRrsZqtRqDPYqIiIhIW+rMJiIiIiIiIpICCtgiIiIiIiIiKaCALSIiIiIiIpICCtgiIiIiIiIiKaCALSIiIiIiIpICCthyVEskEiQSic4uhoiIiIiIHAMUsOWolUgkuP7667nhhhsUskVERERE5JDTPNhy1AoGg6xcudJ47XK5OrlEIiIiIiJyNFMNtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGDvw5gxY3jooYc6uxgp8dBDDzFmzJjOLoaIiIiIiMhRSQFbREREREREJAUUsEVERERERERSwNrZBTjSPf/888yePZutW7dSVFTE+PHjufDCCzGbW/52sX37du677z7+97//4fP5GDFiBJMnT2bAgAEATJkyhXA4TGZmJi+99BIOh4Nzzz2XG264AbvdDsBHH33Egw8+yBdffEE4HKa4uJjLL7+cc8891ziH3++nubmZTz/9lCuuuIJLL72UZ599ltmzZ1NZWcmoUaPo0aNHm7K/9dZbPPDAA2zYsAG3280ZZ5zB1KlTycjIOIzfoIiIiIiIyNFBNdgH4dlnn+Xuu+/m6quv5pVXXuG6667jiSee4N577wWgubmZn/70p1RWVvLYY4/xzDPP4HQ6+dnPfsbWrVuN8/zrX/9ix44dPPPMM/zhD3/gpZde4o477gCgsrKSSy65hCFDhvDiiy/y0ksvMXToUG6++Waqq6uNcyxZsoRRo0bx/PPPc84557Bw4UJuu+02Lr74YhYsWMDJJ5/M3/72N+P42tparr76an784x/z6quv8vDDD/Phhx9y9913H6ZvT0RERERE5OiiGuyD8Oijj3LFFVdw9tlnA1BcXExzczPTp0/n2muv5eWXX6auro4XXniB7OxsAO677z6++c1v8re//Y2bbroJgPT0dO655x5cLhcnnHACO3bs4I477mDy5MmEQiF+9atfcckll2AymQCYNGkSL730Eps3byY3NxeAjIwMfvnLXxplmzdvHt/97ne54IILjM98+umnrF69GmgJ7uFwmMLCQoqKiigqKuLxxx8nFosdni9PRERERETkKKOAfYBqa2upqKhg5syZPPDAA8b2eDxOKBSivLyctWvX0rt3byNcAzidToYOHcratWuNbUOHDsXlchnvhw8fTiQSYdOmTQwZMoQf/ehHzJ07l7Vr11JWVmaE5NZhuFevXm3Kt3btWiP4tz5v8rMDBw7knHPO4fLLLycvL4/Ro0dz5pln8q1vfSsF346IiIiIiMixRwH7AMXjcQCmTp3KqFGjdttfUFBAIpHY42et1i+/epvN1u65LRYL69evZ8KECZx44omMGjWKb3/722RlZfGTn/ykzWecTucey7in69x3331cddVVvP322/z3v/9l8uTJjBgxgieffHJPty0iIiIiIiJ7oD7YBygnJ4fs7Gy2bNlCr169jGXFihX86U9/AqB///5s3ryZmpoa43OhUIgvvviCfv36GdtWrFjRpjb6k08+weVy0adPH5555hlycnL4v//7Py699FLOOOMMo+/1ngI8tNRQL1u2rM225cuXG68/++wz/vjHP3Lcccdx8cUXM2vWLP74xz/y3nvvtSmviIiIiIiIdIxqsDugtLSUt99+u802p9PJpZdeyv33309hYSFf//rXWbNmDbfeeitjx47Fbrfzve99jz//+c9cd911TJ48GbvdziOPPILf7+f88883zrV161amT5/Oz3/+czZs2MCDDz7Iz372M1wuF927d6eiooK33nqLfv36sWLFCv7whz8AEA6H91jmSZMmccUVVzB79my++c1v8s4777BkyRK6desGQFpaGk8//TQ2m43zzjuPUCjEq6++Su/evcnKyjoE36KIiIiIiMjRTQG7A/75z3/yz3/+s822oqIi3njjDRwOB/PmzWPGjBnk5uZy3nnncc011wDg9Xp56qmnmDFjBhdffDEAI0aM4O9//zvFxcXGuU466STMZjMlJSV4vV4uuugirrjiCgAuuugiNm7cyE033UQ4HKZ3797ccMMNPPjggyxfvpyvf/3r7Zb5zDPP5L777uOhhx7igQce4KSTTmLixIksXLgQgL59+/LQQw/x8MMP8/TTT2M2m/nqV7/KE088YUwxJiIiIiIiIh1nSuytnbEcclOmTGHr1q3Mmzevs4ty0JJN0IcMGdLJJWkRCASMucIXLFjQZiC5Y43f72fVqlUMHDgQt9vd2cURMejZlK5Iz6V0RXoupSs6Vp7L/ck5qqoUERERERERSQEFbBEREREREZEUUB/sTjZjxozOLoKIiIiIiIikgGqwRURERERERFJAAVtEREREREQkBdREXI5aTqeTE0880XgtIiIiIiJyKClgy1HLZDIxc+ZM47WIiIiIiMihpIAtRzUFaxEREREROVzUB1tEREREREQkBRSwRWSv4vE4sViss4shIiIiItLlqYm4iLQRCAR45513eOedd1izZg319fUAZGRk0KtXL/r160f//v3p06cPeXl5WCwWGhoaKC0tZfXq1axevZrNmzdTX1+P2+2mT58+jBkzhrFjx2K32zv35kREREREDiEFbBEBIBaL8fLLL/P000/T0NCw2/6GhgY+//xzPv/88w6fs7Gxkc8++4zPPvuM5557juuvv54hQ4akstgiIiIiIl2GAraIsGnTJu655x7Wr18PQJ7bzRm9ezK4Wx7dPG4AagNByhoa2FRXz8a6BrY2NRGMRgGwmEzkp3nok5lJv+wsemdmkOVy4gtHWL5jB4vWbaS8vJzJkyczadIkfvjDH2oAOhERERE56ihgixzDEokEL730ErNnzyYSieCx2TjvxIGc0bsnVnPbIRrSHQ56Z2bw9V49jW3hWIx4IoHdYsHcTmDOdUOvzAzG9OnNk58u590t5Tz++OOUl5dz1VVXYbFYDvk9ioiIiIgcLgrYIseouro6Zs6cyfvvvw/ASd3z+eXJw8h0Ojt8DnsHA7LbZuPyU4bTOzODp5evYOHChVRVVTF16lTcbvcBlV9EREREpKvRKOIix6ClS5dy2WWX8f7772Mzm7lo2BBuHHnafoXr/WUymRh3fF9+9ZVTsJnNvP/++1x77bVs2rTpkF1TRERERORwUg22yDFky5YtPPXUU0atdY90L1eeejI9MzIOWxlOKyok2+Xi/v99QGlpKVdddRXnnHMO3/3ud+nVqxcmk4l4PE5NTQ07duygsbERk8lEfn4+PXr0wGazHbayioiIiIjsj2MyYI8ZM4atW7cyZcoUfvGLX+y2f9q0aTz77LNcffXV/OpXv9rn+erq6vj3v//NT37ykwMuU3l5OWPHjmXu3Ll85StfafeYKVOmsHXrVubNm8f777/PRRddxOuvv06PHj0O+Lpy9IvH4yxfvpxnn32WFStWkEgksJhMnH1CP34w4IQON/NOpX7ZWfxx7JnMXvYpn1RU8tJLL/HSSy/hcDhwuVz4fD4ikchun/N4PIwcOZLvf//7DBgw4LCXW0RERERkb47JgA1gs9lYsmTJbgE7Go3yr3/9a79GOL777rspLy8/qIDdETfffDOxWOyQXkOODqFQiC+++IIPPviAd999lx07dhj7RhR05/zBAyn0evf4+XAsRkMwlNIyZTgdbcJ8htPBjaO+wvLKHSzZsIkVO6oIhUKEQi3XNZtM5LhceB12EokElT4fPp+Pf//73/z73//mpJNO4qKLLmLw4MEpLaeIiIiIyIE6ZgP2yJEjeeedd6ioqKB79+7G9vfeew+3243L5erwuRKJxKEo4m68ewlEcuxKJBJUVFSwfv161q5dy4oVK1izZk2bGmCn1crIHkV8u28fijPS93iuUDTKE8s+5eNtFUTi8ZSW02Y2M6KwO5eefBIO65c/eobkd2NIfjfCsRh1gSDBaBSP3UaW04ml1Ujm8USC9bW1vLGplP9t2cqnn37Kp59+ytChQ/nhD3/IV7/6VY1KLiIiIiKd6pgN2EOHDmXDhg0sXryYiy++2Nj+6quvMm7cOBYtWmRs++STT7j//vtZsWIFVquVMWPGcNNNN5GVlcWUKVN48cUXAejfvz9r1qwhFosxb948/v73v7Nt2zYKCwu5+OKL+elPfwrA+++/zy9+8Quuu+465syZQ1FREQ888IBxrT/84Q9s2rSJE044gZtuuomvfvWrQNsm4rv66KOPuPTSS7nooou4/vrrAXj++eeZPXs2W7dupaioiPHjx3PhhRdi3hlaXnrpJZ544gnKysrIzMzkrLPOYvLkydjt9tR/4XLQYrEYVVVVbNzYMqd0WVkZZWVllJaWEggEdjs+0+HgxG65DMvPZ0h+Hrad4TM5d3V7/vzRJ3y4bfshKX8kHue98m3E4gkuO2V4u8dkOB1k4DCO3zXk98zI4OKThvK9E47nlbXrWVq2hc8//5zPP/8cr9fLiBEj6N+/Pz169KB79+54PB7MZjPxeJxwOEwkEjFagdjtdlwuF16vV8+8iIiIiKTEMRuwAcaNG9cmYIfDYf7973/z17/+1QjYn3/+ORdeeCHnn38+v//976mqquK2227jkksu4bnnnuPmm28mGAxSUVHBQw89BMCMGTNYsGABt9xyC0OGDOHtt9/mjjvuIBQKGdeKxWK89dZbPPvsswQCAaNJ+pw5c5g+fTr9+/fn//7v/7jsssv417/+RX5+/h7v49NPP2XSpEn84he/4JprrgHg2WefZebMmUybNo2hQ4eycuVKbr/9diorK7nppptYvXo1v/vd77j33nuNPzbceOONZGVlceWVVx6ib1z2JhQK8eyzz/Lss88CX7aMSCQSJBIJ4vtZo1wfCvHulq28u2VrysuaNG7cOEpKSpg/fz6LFy/uUGuOD7dt58OXUx/im5qaePPNN3nzzTf3+7MWi8X4bzC5TiQS+9VV5FA5+eSTueKKKygsLOzsooiIiIjIPhzzAXvOnDlUVlaSn5/Pu+++S3Z2NoMGDTKO+ctf/kL//v255ZZbAOjbty8zZ87k3HPPZenSpZxxxhk4nU5sNht5eXk0Nzfz97//nSlTpvC9730PgN69e1NeXs6sWbP4+c9/bpx74sSJ9O7dG2gZ5AzgV7/6Fd/97ncBuPXWW/nvf//L008/bdRK7+qLL77gd7/7HZdccglXXXWVsf3RRx/liiuu4OyzzwaguLiY5uZmpk+fzrXXXkt5eTkmk4mioiIKCwspLCxkzpw5pKWlpejblf31wQcf8NRTT3V2MfZLSUkJxcXFlJSUtGn1caTpymMbvP/++zidTm6++ebOLoqIiIiI7MMxHbAHDx5McXExS5Ys4aKLLuLVV181AmnS2rVrGT16dJttAwYMwOv1smbNGs4444w2+zZu3EgkEmHEiBFttp922mk8+eST1NTUGNuS4bq11p+zWq0MGjSIdevW7fEeJk+eTCQSoaioyNhWW1tLRUUFM2fONJqeQ8to0qFQiPLycr72ta8xfPhwSkpK6NGjB6NHj2bs2LEaMKoTDR8+nO985zssWbJkvz+b7XTSMyOd3lmZHJeVyXGZmTht+/+f9/42EZ8/f75Rg20ymTpUg31qYcEem4jvr2Akyn+3bOXtsjLKG5tScs6upmfPnod8AEURERERSY1jOmDDl83Ezz//fF5//XWee+65Nvv3FBgSiUS78/Hu6fhk815rq8GdHA7HbsftOkhTLBZr97ikq666ioaGBu68805Gjx5NXl6eca2pU6cyatSo3T5TUFCA3W5n7ty5rFy5kqVLl7J06VIuv/xyfvCDH3DnnXfu8Xpy6KSlpXHjjTdy44037rYvHo9TV1fH9u3b2bJlC1u2bGHz5s2UlpZSVVVFbTBIbTDIp5Uto4WbTSb6ZGYyND+P4QXd6ZOZ0aHmzpefMhzLMlOHBzlbvHgxixYt6lC43tMgZwfCH4nwrw2bWLx+A83hlsHczGYzgwcPZuDAgRQXF5OTk4PL5cJisRCLxYhEIkQiEaLRKCaTqU0f7KysLFwuV5doEi4iIiIiRy4F7HHjmDVrFs8//zzFxcX07du3zf7+/fvz8ccft9m2evVqmpubjWNb/1Let29fbDYbH3/8MQMHDjS2f/TRR+Tl5ZGRkbHX8nzxxRfG/L7hcJgvvviC8ePH7/H4c845h5ycHP71r39x66238sgjj5CTk0N2djZbtmyhV69exrGvvvoqr732GnfddRdvvfUWy5cv5+qrr2bQoEFMmjSJxx57jMcff1wBuwsym83k5OSQk5OzWyuDpqYmNm3axLp161i7di0rV66ksrKSDXV1bKir48XVa+nmcfO1nsWM6dOLDKdzj9dxWK1cfdopHZ6mqz4YpNrvJ9ftJnMv54Xdp+lqTyQWIxyL4bLZMLcTdqv9fv6zqZR/b9yMb+co6UVFRZx77rmMGTOG9PQ9j5AuIiIiInKoHfMBe+DAgfTq1Yv77ruPyy67bLf9v/jFL5gwYQK33347EyZMoLq6mttvv51BgwYxcuRIANxuNzt27GDLli0UFxdz/vnn8+CDD5KZmcmQIUNYunQpTz/9NDfccMM+a8juu+8+MjMz6d27N48++ijhcJgLLrhgr59xuVxMnz6dSy65hIULF3LOOedw6aWXcv/991NYWMjXv/511qxZw6233srYsWOx2+3YbDYeeeQR0tLSGDt2LA0NDbz55psMH56aprty+Hi9XoYOHcrQoUONbTt27GDZsmV88MEHfPjhh+zw+Xl+1RpeXrOOb/TpxQ8GnED6XlpG2C0W8jzufV47z+Pm+Jzsgyr/1sYm/rVhI59UVFIbCAJgArJdLnLdLtIdDuI758Fu3Qy8uLiYn/3sZ3z961/X9FwiIiIi0iUc8wEbWmqxH3vsMWNwsdaGDRvG7Nmz+dOf/sQPfvAD0tLS+OY3v8mNN95oNBH/wQ9+wGuvvcY555zDv/71L6ZOnUpWVhb33nsv1dXV9O7dm2nTpnHeeeftsyy/+tWvuPfeeykvL2fo0KH83//9H5mZmfv83Omnn865557L7bffzsiRI5k4cSIOh4N58+YxY8YMcnNzOe+884xRxkeNGsUdd9zBX/7yF+6//36cTidnnHEGU6ZM2b8vT7qkbt26cdZZZ3HWWWcRCAR44403eP755ykvL+dfGzaxtGwL5584iG/06dVuTfHhEIpG+fsXK3l902Z2bV2eAGoCAWp2mX7MZDIxdOhQzj33XEaOHKlgLSIiIiJdiinRkVGJRDpg+fLlAAwZMqSTSyK78vv9rFy5kkgkwrx581i/fj0AJ+blMmnEcHLcrsNanormZu7/34dsbWqpkR41ahRnn302/fv3x+l00tzcTEVFBTt27KCxsRGA7t27c/zxx5OVlXVYyyqHlt/vZ9WqVQwcOBC3e9+tJkQOBz2X0hXpuZSu6Fh5Lvcn56gGW+QYYTKZGDZsGKeddhovv/wyf/nLX1hRVc3Nb7zJpSefxIjCgsNSjjXVNdz/3oc0h8NkZ2dz0003cfLJJ7c5Jjs7e7cp80REREREujpzZxdARA4vi8XCD3/4Qx599FGOP/54msMR7n/vQ/7vk88IRqOH9Nrvl29jxtL/0RwO079/fx599NHdwrWIiIiIyJFKAVvkGFVcXMyf/vQnSkpKAHh9UylT//0mn1ZUdmg+6/0Rjcd59otVPPTBR0TicUaOHMk999xDdvbBDZAmIiIiItKVqIm4yDHMZrMxadIkRowYwcyZM6mqquLe/77P8dlZjOnTm8Hd8shyOUkkEjSHw5Q1NLKxrp5N9fVsa2qmIRgilojjttnonpZGn8wM+mVn0ycrg0ynE38kwueVO3h5zTpjBPAf/ehHXHrppRqgTERERESOOgrYIsKIESN44okneOqpp1iwYAHrautYV1sHgM3c0tAlEo/v8fP+SJRqf4AvdlTt8ZiMjAyuuuoqzjzzzJSWXURERESkq1DAFhGgZT73SZMm8aMf/YjFixezdOlSNm/e3CZYFxQU0K9fP/r370+fPn3Izc3FYrHQ2NhIWVkZq1atYvXq1WzZsoX4zs8VFBQwZswYfvjDH5Kent5ZtyciIiIicsgpYItIG7m5ufzsZz/jZz/7GcFgkMbGRuLxOFlZWTgcjj1+bvDgwcZc8rFYjMbGRlwuF06n83AVXURERESkUylgi8geOZ3OAwrIFotF81WLiIiIyDFHo4iLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKaJouEZHDKBwOU1lZSWVlJdXV1dTV1dHY2EhzczPBYJBIJEI8HgfAarVis9lwOp24XC48Hg9paWl4vV68Xi/p6emkp6fj9XrxeDxYLJZOvjsRERGRY5sCtojIIRCJRCgrK2Pjxo1s2rSJ0tJStmzZQmVlJYlE4pBcMxnAPR4Pbrcbl8tlLMk5zZNhvXVgT0tLIzMzk4yMDBwOxyEpm4iIiMixQAH7CDZlyhS2bt3KvHnzKC8vZ+zYscydO5evfOUrnV00kWNKOBxm8+bNrF27lnXr1rFu3To2b95MNBpt93iHxUKux0WOy0mGw47XYcdts+K0WrGazZhNLcfF4gki8TihWIxQNIY/EsEXidIcjuALR2gOh2kORwhGYwD4fD58Pt9B3Yvb7SYnJ4fc3Fy6detGfn4+3bt3p7CwkMLCQjIyMjCZTAd1DREREZGjlQL2UaKgoIClS5eSkZHR2UUROapFIhE2b97MunXrjEC9adOmdsO022alOMNLcXoaxeleCtM9FKR5SHfYUxpSo/E4vnAEfySKLxIhEIkSjEYJRGMEo1FC0RjBaGxnUI8SjMYIRKIEotGWz4QjNIXDROMJ/H4/fr+fLVu2tHstj8dDUVERRUVF9OjRw1iKiopwu90puycRERGRI5EC9lHCYrGQl5fX2cUQOaoEg0E2bdrEhg0bWL9+PevXr2fTpk1EIpHdjk2z2+iTmU7vzHR6Z7Ws89yuvQbpcCxGQzCcsvJazWYyHA4y9qOZd4bTjt1iIZFI4I9EaQiFqAuEqA0EqfEHqfIHqPL52eELUBMI4vP5WLt2LWvXrt3tXNnZ2UbYLioqorCw0Fir6bmIiIgcCxSw92Dt2rXcd999LFu2jEAgQH5+PhdccAETJ04E4J133uHhhx9m9erVZGRk8MMf/pBrrrkGi8VCJBLh0Ucf5aWXXqK2tpa+ffty4403Mnr0aAA2bNjAPffcwyeffEI0GmX06NH85je/oaioCIALL7yQ3r17s3r1ajZt2sS0adP43ve+x2OPPcYzzzxDY2Mj48aNIxQKGeXdtYl4LBZj3rx5/P3vf2fbtm0UFhZy8cUX89Of/hSA999/n1/84hc89thj3HPPPWzevJkePXrw61//mm9+85uH+dsW6VzhcJht27ZRVlZGWVkZmzZtYtOmTWzbts0YcKw1t83aEqaz0umTmUGfrH2H6dZC0RhPLPuCZdt2EGnn/IeTzWzm5MJuXHryYDx2Gx67jUJvWrvHhmMxKpv9VDb72d7so6LZT0Wzj+1NPprCEWpra6mtreXzzz/f7bO5ubkUFRVRUFBAQUEBhYWFFBQUkJ6efsj6pIuIiIgcbgrY7QgEAkycOJHRo0fzzDPPYLFYeO6557jrrrsYOXIkwWCQSZMm8Ytf/II//vGPbN26lcmTJ2O1WvnVr37FHXfcwZIlS/j973/PoEGDeP7557n88stZsGABDoeD888/n1GjRvHkk08SCoWYMWMGP/vZz/jnP/9JWlrLL7bPPfcc99xzD/379ycvL49Zs2Yxe/ZsbrvtNgYNGsSzzz7LCy+8wGmnndbuPcyYMYMFCxZwyy23MGTIEN5++23uuOMOQqEQF198MQCxWIx77rmHm2++mYKCAmbOnMlvfvMb3n77bTwez+H6ukUOqVAoRGNjIw0NDdTV1VFbW0tVVRU7duygsrKSbdu2UVVV1W6QBvDabfTM8FKc4aVXhpdemenkuZ2wS5gOxWIdLtOsj5bz4bYdB3VfqRKJx3m/vIJ4PM6kU4bs8/g8j4s8j4vB+TlttvvDUSp9PiqbA1T6/Oxo9lHpC7DD5ycQjVFdXU11dTWfffbZbud0OBxGX++8vDxyc3PJzs4mKyuLrKwsY7R0t9ut/t8iIiLSpSlgtyMQCHDRRRdxwQUXGEHzmmuuYfbs2axZs4a3336bYcOGcdNNNwHQt29fbrvtNmpqamhubmb+/PnccsstnHXWWQBcf/31JBIJmpubef7553G73dx7773Y7XYAHnzwQcaOHcuCBQu44IILABg4cCDf+973AEgkEsybN4+LLrqIc845B4CpU6fy/vvvt1v+5uZm/v73vzNlyhTjHL1796a8vJxZs2bx85//3Dj2uuuuY+TIkQBceeWVLFmyhLVr1zJ8+PCUfqcih8rSpUu588472222vT9cVivd01zU+IM0hr88V1M4woqqWlZU1R5sUVNi3LhxlJSUMH/+fBYvXpyy2t8Pt+3gw5dfT8m59sXrsJPvdlHlD9AQChMKhYzWAwfqm9/8Jtdee62aoouIiEinUsBuR3Z2NhMmTGDhwoWsXLmSsrIyVq9eDUA8Hmft2rVGc++k73znOwAsX76cSCTCsGHD2uy/4YYbAHjooYcYPHiwEa4B8vLy6NOnT5s+jb169TJe19XVUVVVxZAhbWuXTjrpJDZs2LBb+Tdu3EgkEmHEiBFttp922mk8+eST1NTUGNuOO+4443Wy9vxgg4rI4fTcc88d8DOb63ZyYl4Ow7rn0T83C6/dxh/e/oDGmvrUFjKFSkpKKC4upqSkhEWLFnV2cQ5IQZqb3339NEKxGNuafKyurmN1VS1ra+rwRdofeX1f/v3vf/Pd736XwYMHp7i0IiIiIh2ngN2Oqqoqzj//fLKzsxkzZgynn346Q4YM4YwzzgDAat3z12az2fZ67j3VNsXj8TafdTqdxutkk8hdP7uncuztGrt+rnXQ39fnRbqiyy67jEcffdQY9dpkMpFIJIzn2GQyEY1G2w3h1f4gb5Vu5a3SrUDLQGUFaW7O6FVEkTeNHhkto387bZaUlvlgmojPnz/fqMFO3msqnFrYrUNNxPdLIkFzOMoOv58dzQF2+P1UNfup8gf51atv0hDq2ABvZrMZu33PI69bLBZ++MMfMnDgwFSWXkRERGS/KWC3Y+HChdTX17NkyRIj9K5ZswZoCZ99+/Zl+fLlbT7z5JNPsnDhQubOnYvNZmP58uUMGDDA2H/eeefx3e9+l/79+/Pyyy8TDoeNcFtdXU1paSkTJkxotzxZWVkUFBTw8ccftxmA7Isvvmg30Pft2xebzcbHH3/c5hfOjz76iLy8PE3lJUeVQYMG8fDDD+/1mEQiQSAQoK6ujpqaGqqrq6msrKSyspLt27ezdetWqqqqaA5HWFfbwLrahjaf7+ZxtYwO3mrxOnb/41RHXXbKUMwHOMjZ4sWLWbRoUcrCdetBzhzWA/tDQiASpWLnoGfbm31U7hz8rKLZj38fNdIej4f09HSKi4spLCw0+mDn5OSQmZlJZmYmaWlpmM3mAyqbiIiIyOGkgN2O7t27EwgEWLx4MSNGjGDjxo3ceeedQMtow7/85S/58Y9/zAMPPMC5555LaWkpjz76KBdddBEul4uf/exnPPDAA2RnZ3P88cczf/581q5dy4wZM7Db7fz9739n8uTJXHHFFYTDYe666y6ysrI4++yz91imSy+9lLvuuovjjjuOU045hQULFvD555/v1gwcWpp6n3/++Tz44INkZmYyZMgQli5dytNPP80NN9ygQYLkmGMymXC73bjdbmO0/l0Fg0HKy8spLS1l8+bNbN68mQ0bNlBdXc0OX4AdvgAfbK00js91O40RxPtkZdAnMx2Pfe8tWJIcVgtXnzbsgKbpqg+GqPYHyHW7yHQefH/j5DRd+xKOxajyBYyRw1uPIL6vmujc3Fxjyq7kKOLJxWKxsGrVKgYOHKh5tEVEROSIp4DdjrPOOosVK1YwY8YMmpubKSoq4ic/+Qmvv/46y5cv56c//SmPPPIIDz74IE888QTdunXjoosu4oorrgBa+ltbLBZ+//vf09TUxIABA5g1a5bR3/mpp57innvu4fzzz8dutzN69Gjuuece0tPT91imCy64gHg8zmOPPUZ1dTVf+9rXKCkpYdOmTe0eP3XqVLKysrj33nuprq6md+/eTJs2jfPOOy/1X5jIUcDpdNKvXz/69evXZntDQ4MxD/a6detYt24d27Zto9ofpNof5MNtX4bubh4XfTIzjHmwe2V491rTbbdYyPO49quceR4Xx+dk7tdn9iUci9EUCtMYCtMQDFMbDFLrD1ITSM6DHaAuEGRv9eVZWVnG/Net58IuKCho0+VlV36/P6X3IiIiItKZTAl1uJUUSTab33UwNul8fr9ftYQp1NzcbITtdevWsXbtWrZv397usVlOB8UZXnqkp1HkTaO71003j5sMx577FHdULB6nORzBF4nQHI7gD0fxRSIEolGCkSiBaIxQNEowGiMYixHeuQ5GWrYFolH8kQjhWMeaqbvdbqMmuri42AjTPXr0OOCp/fRsSlek51K6Ij2X0hUdK8/l/uQc1WCLiOyntLQ0hg8f3mY6u8bGRtavX8/atWtZv34969evZ9u2bdQFQ9QFQ3xeWd3mHDazmWyXk0ynA6/Dhttmw2G1YDObMZtMJEgQjyeIxOOEojGC0Rj+aBR/uCVMN4dbgnSqWK1WMjIyyMrKIicnh9zcXLp162bMT11YWEhGRoa6mIiIiIjshQK2iEgKpKenc/LJJ3PyyScb23w+H5s3b2bTpk2UlpayZcsWysvLqaqqIhKPU+nzU+k7+CbSaWlpxuL1enG73Xg8HlwuF06nE7fbjdPpNBaXy2X0SU8OMuZ2uxWeRURERA6SAraIyCHi8Xg48cQTOfHEE9tsj0QiVFdXU1VVRV1dHQ0NDfh8PoLBIJFIhFgshslkwmKx4HA4cDgcRij2er2kpaWRnp6O1+vF6/Vi6cAgZSIiIiJy6Clgi4gcZjabzRhFW0RERESOHppYVERERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFrJ1dABER2X/RaJTy8nLKysooLS2lvLycpqYmmpubaW5uJhKJYLFYsFgsWK1WPB4PXq8Xr9dLZmYm3bp1Iz8/n/z8fAoLC7Hb7Z19SyIiIiJHPAVsEZEjRHl5OR9//DEff/wxn332GYFAICXnNZvNFBcXc9xxx9G3b18GDhzICSecgMPhSMn5RURERI4VCtgiIl1YRUUF//nPf3jzzTfZtGlTm31Oq4Uir5uidDcFaW7SHTbcNiseuxWr2Uw8kSCeSBCNJ/BHovjCUZrDERpCYar9Iar9Qap8QQLRGKWlpZSWlvKf//wHAIvFQr9+/Rg8eDBDhgxh8ODBpKend8ZXICIiInLEUMAWEelifD4fb731Fq+99horVqwwtltMJvrnZjC4WxaDu2XRM8OD2WQ6qGslEgnqgmG2NPgoa2hmc30za2saaQiFWbNmDWvWrOH5558HoFevXgwePJgTTzyRE088ke7du2M6yOuLiIiIHE0UsFPgoYce4sUXX+SNN97o1HOIyJErHA7z8ccf85///If//ve/hMNhAEzAwLxMvtojj1MLc/HYbSm9rslkItvlINvlYFj3bKAldFf7Q6yrbWBNdSNrahrY1uQ3arlfeeUVALKzsxk4cCADBw7kxBNP5Pjjj1dfbhERETmmKWCnwMSJE7ngggs6uxgicoTx+Xx8+umnvPvuu/z3v//F7/cb+4q8bk7vmc/I4m5kuw5vX2iTyUSex0mex8mo4nwAGkNh1tU0sramkbU1DWyub6a2tpZ3332Xd999FwCr1crxxx/PoEGDGDhwIIMGDSI3N/ewll1ERESkMylgp4DH48Hj8XR2MUSkiwsEAqxbt44vvviCjz76iFWrVhGLxYz9WU47pxblMaq4G30y0/ba/Doci9MQDB+OYhuG5GczojB35/VjbKprZn1to7E0hCKsWrWKVatWGZ/Jy8tjwIAB9O3blz59+tC3b1/y8vLUtFxERESOSgrYHbR27Vruu+8+li1bRiAQID8/nwsuuICJEye2ad5dXl7O2LFjueGGG5g7dy5Op5MFCxYwYsQIpk2bxoIFC1i1ahW9e/fmuuuuY+zYsft9PWhpUv7xxx8zatQonnrqKerq6hg2bBjTp0+nb9++ADQ1NXH33Xfz2muvEYlEOPHEE5k8eTJDhgwBWn7Z/8Mf/sCbb75JY2Mjffv25corr+Tb3/724flSRY5SiUSCuro6SktL2bx5M5s3b2bdunVs3LiReDze5th8j5Nh3XM4rSiXftnp++xTHYrGmL1sLcu21xDZ5VyHms1s5uSCHH558gk4rBb652bQPzcDaLnnKn+QdTWNrNsZuLc0+KiqqqKqqop33nnHOI/dbqdbt25069aNrKwswuEwK1asIDs7G7fbjcPhwOl04nQ6sdvtOBwOY51cLBbLYb13ERERkY5QwO6AQCDAxIkTGT16NM888wwWi4XnnnuOu+66i5EjR7b7mRdffJEnn3ySQCBAWloaAPfeey+//vWvmTFjBi+88AJXX301f/vb3zj55JP363oDBw4E4KOPPsLhcDBr1iwikQg33XQT06dPZ+7cuSQSCS699FKcTid//vOfSUtLY8GCBfz0pz/lH//4B4MGDeKBBx5gzZo1zJo1i/T0dJ577jmuv/56lixZQo8ePQ7tlyrSxSUSCYLBYJttoVAIn8+H3+835pyur6+nrq6Ouro6qqqqqKyspLKyklAo1O55Mx02jstKZ2BeBoPyMunmcRn7IrF9B+ZZH6/hw23VB3dzBygSj/P+1iriiQSTRvTfbX+Gw84phbmcsrOWOxiNsam+mdL6Jsob/ZQ3+tje5CccDlNeXk55ebnx2dYBvCMsFosRxO12uxHInU4nbrcbl8uFy+XC6XTu9rr1unVodzgcWK1WbDYbVqtVtewiIiKy3xSwOyAQCHDRRRdxwQUXGE3Br7nmGmbPns2aNWva/cyECRPo169fm20/+tGPjL7av/71r/nggw946qmn2g3Ye7teMmBHo1HuvvtuMjJaapDGjx/PPffcA8B7773Hp59+ynvvvUdmZiYAN9xwA8uWLWPu3LnMmDGDsrIyPB4PxcXFpKenc+2113Lqqaca5xM5Wvz3v//l1ltv7exiAFAfirCsooZlFTWH/drjxo2jpKSE+fPns3jxYhKJxAGd58Nt1Z0W8pNisRh+v79Nv3UR6Rrsdju33Xbbbr/fiIgcCxSwOyA7O5sJEyawcOFCVq5cSVlZGatXrwbYrblnUq9evXbb9pWvfKXN++HDhxuDAx3I9XJzc9uEYa/XSyQSAWDFihUkEgm+8Y1vtDl3OBw2atYuvfRSLr/8ckaOHMnQoUMZPXo03/ve9/B6vfv8TkSOJEuWLOnsInQJJSUlFBcXU1JSwqJFizq7OCJylAqHw/znP/9RwBaRY5ICdgdUVVVx/vnnk52dzZgxYzj99NMZMmQIZ5xxxh4/43Q6d9tmtbb9umOxGGaz+YCvt7fpcOLxOGlpabzwwgu77Ut+bvjw4bz11lu8++67/O9//+Oll17iscceY/bs2Xts+i5yJLrxxht59tlnjSbJiUSiTfPf1u+Tr+PxOPF43HhvMplIJBLEYjECgQDNzc00NTXR0NCwz5pgr91Kz4w0+mSlcVxmOn2y0kg7wOm2DqaJ+Pz5840a7OT9HIhTC3PbbSK+N6FojK1NPsob/VT5g9T4Q9QGQtQHQ/jCUYIdaB6fCjabrU2T8WT/bqfTicViMf6tof3noj0deZ4O9nOp2rerAz1ne+fYn7LsqTxdRSwWo7m5mbS0tCO6v39H/y1a299npvUxyX19+vThJz/5SWpuQkTkCKOA3QELFy6kvr6eJUuWYLO1/FKcbBq+P78gLF++nDFjxhjvP/nkE0488cRDcr0TTjiB5uZmIpFIm6bqv/vd7xgwYAA/+9nPePDBBxkxYgRjx45l7NixTJ06lbPPPpslS5YoYMtRJT09nUsvvfSQnDsWi9HY2EhtbS07duygoqKCiooKtm3bRmlpKRUVFTSFo6yoqmdFVb3xud6ZaQzplsXgblkcn5OOtZ0/trVn0oj+mE2mAxrkbPHixSxatOiAw/Wug5ztSTQep6zBx4adg51tqm+msjlAR66Y7Avdun/0rgOctQ7FyeNa98F2OBy43W7jvcvlMt4fyWFJDh+/38+qVasYOHAgbre7s4sjIiJHEAXsDujevTuBQIDFixczYsQINm7cyJ133gm0NIPqqCeffJLjjjuOwYMH849//IM1a9Zwxx13HJLrfe1rX2PgwIFcf/313HzzzRQUFPD000/zwgsvMGfOHAC2bNnCyy+/zO23307Pnj357LPP2LZtG8OHD+/wPYkc6ywWC1lZWWRlZRkj+LcWCAQoLS1l7dq1rF69mtWrV1NeXs7m+mY21zfzz7VbcNusjCjI4bSiPE7slrnXsO2wWrjqtIEHNE1XfTBMtT9IrttJpnPPLWD2JMNpx27ZvWxNoYgxVdfamkY21TcRbqdGOjMzk+OOO44ePXrQrVs3unfvTlpaGjt27GDYsGHk5eXt1tJHRERE5Eii32Q64KyzzmLFihXMmDGD5uZmioqK+MlPfsLrr7/O8uXLKSgo6NB5xo8fz1//+lfWrl3LgAEDmDNnDgMGDNjv6/30pz/d57UsFgt/+ctfuOeee7juuusIBAL07duXhx9+2Kid/v3vf89dd93F5MmTqa+vp6ioiF//+tece+65+/cFicgeuVwuBgwYwIABA/j+978PQG1tLcuWLePjjz/m448/pr6+nnfKKnmnrBKPzcppRXmc3jOfftnePTbjtFvM5Hl274qyN3keJ8fnpB/U/cQTCbY1+dtMx1XRHNjtuLS0NAYMGMCgQYOMebCzsrJ2O87v95NIJMjIyFC4FhERkSOeKdGVO0EdRfr378+dd97Jj370o84uyiGzfPlyAGOebek61Nyx64rH46xYsYK3336bd955h9raWmNfvsfF6J7dGNmjG/lprr2c5dCJxuNsqmtidXUDa3eGan8kuttxPXr04MQTT2TQoEEMGjSI4uLidseY2JWeTemK9FxKV6TnUrqiY+W53J+co+oCEZFOZDabGTJkCEOGDOHyyy/n888/57XXXuOdd96h0hfghVWlvLCqlL5ZXr7aoxvDC7LbzJ2das3hCBtqm1hX28C6mkbW1zbt1tfb4XAwcOBAI0wPGDCA9PSDqxkXERERORooYIuIdBEWi4Xhw4czfPhwrr76apYuXcobb7zBp59+yoa6JjbUNfG35Rvo5nEyuFsWA3Iz6JHuId/jwtZO3+g9SSQSNIejVPuDVPmDlDf62NLgY0ujjx2+4G7HZ2RkMGTIEAYPHszgwYM57rjj1JxbREREpB36DekwSY4CLiLSEW63m29/+9t8+9vfpra21mhCvnLlSnb4gryxaTtvbNoOgNkE3TwuvHYbbpsVj92KzWwmlkgQTySIxhP4I1H8kSjN4QgNwTChvUyL1aNHD6N2evDgwRQXF++xL7iIiIiIfEkBW0Ski8vOzuYHP/gBP/jBD/D7/Xz22WcsW7aMtWvXUlpait/vp6I5QAW7Dza2r/Pm5+fTs2dP+vTpQ58+fejbt6+ae4uIiIgcIAVsEZEjiNvtZuTIkcZsAIlEgpqaGrZs2UJzczPNzc34fD7C4TBWqxWz2YzFYiEtLQ2v14vX6yUzM5O8vDzs9v2fqktERERE9kwBW0TkCGYymcjNzSU3N7eziyIiIiJyzOv4qDgiIiIiIiIiskcK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpoIAtIiIiIiIikgIK2CIiIiIiIiIpYO3sAoiISPsSiQShUAifz0dzczN+vx+fz0cgEGizBINBQqEQoVCIYDBIJBIhHA4TiUSIxWLEYjHi8TgAZrMZi8WC1WrF4XDgcDhwu92kpaXh9XrJzMwkKyuLnJwccnNz8Xg8mEymTv4mRERERI4MCthHuBdeeIGpU6eyZs2azi6KiHRAOBymtraWmpoaamtrqauro66ujvr6eurr62loaKCxsZGmpiaampqIRqOdWl632023bt3o3r07BQUFFBQUUFhYSGFhIfn5+dhstk4tn4iIiEhXooAtIpICsViM+vp6amtrjQBdXV1NTU1Nm9cNDQ37fW4T4LZZcNksuKwWnFYLTqsZR3JtaVnsVgsOixmbxYzVbMJqMmE1mzCbTUZ/oDgQTySIxhKE43FC0TiBSAx/JEZzJEpTKEJDKEpdIIwvEsPv97N582Y2b968W7nMZjPdunUzAncyhHfv3p38/Hy8Xq9qv0VEROSYooAtIse0WCxGOBwmFAoZ6+SSbH4dCATw+/34/X6amprw+Xw0NjYaS319PY2NjSQSiQ5d02Y2keG0ke6w4rZa8DpspNmteO1WPHYLHpsVl9WCx94Sph1WMyYOfVDNcNqwW74cmiMUjVETCFPtD1PlD1HlC7HDF6Jy5zoci1NRUUFFRQXLli3b7XxOp5P8/Hzy8vLIy8szmp3n5uaSk5NDdna2asBFRETkqKKAfRisXbuW++67j2XLlhEIBMjPz+eCCy5g4sSJPPTQQ3z88ceMGjWKp556irq6OoYNG8b06dPp27cvAD6fj5kzZ7JkyRJ8Ph8nnngiU6ZMYfDgwcY1XnjhBR599FEqKys5/vjj+f3vf8+wYcMACAaDPP744/zzn/9kx44dHHfccVx55ZV85zvfMT772GOPccYZZ/Diiy/yla98hUcfffTwf1EiHRCLxfD5fDQ1NdHc3GwE3ubmZnw+nxGEk6E4GZJb91NOhulwOEwsFktZ2Uy0hNQMh41MZ8uS5bKT5bSR7bKTuXNtNZn4y6ebWba9nki8Y6H8cLCZTZxckMklw3vjsFpwWC0Uel0Uel27HZtIJKgPRozAXeULUeVvCd7V/hANoSjBYJDS0lJKS0v3eE2z2YzH4yEvL4/c3FyysrJ2WzIzM8nMzMTr9WI2a2xOERER6boUsA+xQCDAxIkTGT16NM888wwWi4XnnnuOu+66i5EjRwLw0Ucf4XA4mDVrFpFIhJtuuonp06czd+5cAK677jo2b97MnXfeSc+ePXn88ceZOHEir732mnGdf/zjH8ycOROn08m0adO47rrr+M9//gPADTfcwMqVK7n11lvp1asXCxcu5Nprr+Xhhx/mm9/8JgBlZWXs2LGDl156iWAweJi/JTlaJRIJYrEYkUjEWHatJW5dQxwIBPD5fG2WZIBOBmqfz3fIymsxgd1sxm41Y7e0LA6ruaUW2WLBbW1ppu22m/HYrKTZrHgcVjIcNtJsFrwOK+YONImetWwTH22rP2T3caAi8QTvb60jlkgw6eQ++zzebbPQO9NN70z3bvvCsTi1gQi1gTC1gTD1wTB1wQh1wQj1wTANwQhN4ZbB15L9zTdu3LjX65nNZmMgNq/XS3p6Ol6vF6/XS1paGh6PB7fbbSxOp9MYyM3hcGC327HZbNjtdiwWywF/TyIiIiJ7ooB9iAUCAS666CIuuOACPB4PANdccw2zZ882BiaLRqPcfffdZGRkADB+/HjuueceADZu3Mjbb7/NnDlzOP300wG49dZbSU9Pp66uzrjOHXfcYdR4X3LJJVx99dXU1NRQX1/P66+/zuOPP86ZZ54JwK9+9StWr17N448/bgRsgCuvvJLi4uJD+4XIUW/p0qXcdttth/w6TqsZl9WCLxIjHIun5JyxBARicQIpOt/hMm7cOEpKSpg/fz6LFy/ucFP1PfloWz0fbfskRaXbt+J0Fz8eWEhjKEpDKEJDsGXdGIrQGIrSGIrgi7SE8YaGhgPqx76rmTNntmkFJCIiIpIKCtiHWHZ2NhMmTGDhwoWsXLmSsrIyVq9eDWBMm5Obm2uEawCv10skEgFampcDnHTSScZ+h8PB1KlTAYx+j7179zb2p6enAy1Nw5MhfsSIEW3KdeqppzJz5sw221qfQ+RArV+//pCd22k1083tIM/jIN1hw2U188G2Oqr94UN2zSNBSUkJxcXFlJSUsGjRos4uzn5zWi2c1D2TSDxBQzBihOuGneG6KRSlNhBme3OQbU2paWGzZcsWBWwRERFJOQXsQ6yqqorzzz+f7OxsxowZw+mnn86QIUM444wzjGPsdvseP2+1duyfqL3mjnurxUokErud2+l0duhaInszYcIEevXqRV1dnfEMmkwmEokE8Xi8zWBiyb7RwWCw3SbiyT80JQWjccoaA5Q1BvarTBYTLaNs71ysyddm084Rt83YzGbsFpNxjN1iwm4147C0jMztslpw2iy4bRbcNiseW8u2AxklO9VNxOfPn2/UYCe/64NxSmFmh5qId1Q4Fqc+FKEu8GXz8PpglPpghMZwhMZghCtf+RR/dP/7w9tsNqOJuNvtNpqJu1wuXC5Xm+bhFosFs9lMdna20SJIREREJJUUsA+xhQsXUl9fz5IlS4zRcpO1yh35JTjZ7Hv58uVGn+1oNMq3v/1tbrrppn1+vn///gB8/PHHfOMb3zC2f/TRR/Tr12//bkakA+x2e5tn7WCEw2Gj73VyQLPkunXf7F0HOfP5fAQCAWMO6VgC/NE4/mhqm35bTCbS7FbSHcnFRobTRqbDRqbLRpazZYCzLJe9zejck07ug8WUukHOFi9ezKJFiw46XO86yFlHRWLxL0cZ94ep3jnQWU0gTE0gTGOo43N522y23QY5y8jIMAY6S75O9sHWHwZFRESkK1HAPsS6d+9OIBBg8eLFjBgxgo0bN3LnnXcCLeFhX/r06cO3v/1tpk+fzq233kp+fj6zZs0iFApx2mmn8eabb+7183379uUb3/gG06dPx2Qy0atXL1555RVef/11/vSnP6XgDkUOHbvdTk5ODjk5OQf0+XA43KaWPPm+dS16JBJp87517Xpyqq7kIGzJIN/c3NwyAnki0dJnOBTZZ1k8NosxoniW0043j5OfDOqBzWIypuhKs7eM3L2/U3LVByNU+0Pkuh1kOg982qtdp+lqLRCJsWPn9Fw7/EEqm7+csqsuEGZfsd7hcBjTdCX/TbOzs/F4PDQ1NXHSSSdRVFSE2+3W3NkiIiJyxFLAPsTOOussVqxYwYwZM2hubqaoqIif/OQnvP766yxfvpyCgoJ9nuOPf/wjd999N9deey3hcJhhw4YxZ84csrOzO1SGmTNnMnPmTG6++WYaGxs54YQTeOihh/jWt751sLcn0qXZ7XbsdrsxLkEqhUIhGhoajHmw6+vrqauro7a2ltraWmpqaqiurqampoZQKIQvEsMXCVC+j+btFpMJr8OKx2bBY7e2zIlt+3IEc5etZVRzp9WC02I25skuSnfhsJixmFuaudvMJqxmM2YTuwXWRCJBPNHSdDsUixGIxPFFomxtChiDitUHW0YAr/aHqfa3lH9vXC4XBQUFdO/enYKCAvLz88nPz6dbt27k5eXh9XrbDc5+v59Vq1bRo0cP3O7dRyMXEREROZKYEgfbWU9kp+XLlwMwZMiQTi6J7CoZYgYOHKgQc5glEgl8Ph/V1dVG4E4utbW11NXVUVdXR319PYHA/vUt7yiLyYTJ1DJPdzwBsQP8sZ+RkUFBQQEFBQUUFhZSWFhIUVERBQUFZGZmHlDNs55N6Yr0XEpXpOdSuqJj5bncn5yjGmwRkUPIZDKRlpZGWlraPkfqb10r3tjYaPQ3bz3wW3IwuOS6vSbwyRkKkmKJBHtqw20ymXC73aSlpRlzTGdmZhpNubt162bURienGhQRERGR9ilgi4h0EQ6Hg27dutGtW7eDOk8sFiMUChGNRonFYkSj0TYjulutViwWC06nE5vNpj7PIiIiIimigC0icpSxWCxHdTMtERERka6q/eFiRURERERERGS/KGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIACtoiIiIiIiEgKKGCLiIiIiIiIpIC1swsgXce2bdv45JNPOPvsszu7KCIpFQ6HaWpqorGxkaamJpqamvD5fMYSCAQIBAIEg0FjCYVCRCIRwuEw0Wi0zRKPx0kkEsTj8TbXMZvNmEwmLBYLFosFq9WK1WrFZrNht9ux2+04HA4cDgdOpxOXy2Usbrcbj8eDx+MhLS3NWKelpeF2uzGZTJ307YmIiIhIRylgi+E3v/kNRUVFCthyRIjFYtTX11NTU2MstbW11NbWUldXR319PfX19TQ0NOD3+zu7uAfFbDbj9Xrxer2kpaUZ6/T0dCOEe71ePB6PsU4GdrfbjdWqH/UiIiIih4N+6xKRLicQCFBTU0N1dTXV1dXU1tZSVVVlvE+G6V1rkPfGBLhsZtw2C26rCafNgtNixmUz47CYsFvNOCxm7BYzNrMJm8WE3WLCYjJjNZswm8FiMmE2tfStMZtMmEwt5wVIAIkExEmQSEAsAbFEgng8QSSeIBpPEIklCMfiROIQicUJx+KEonGCsQShaJxANE4wGiMQTRCKxvBH4sQSEI/HaWhooKGh4YC+T7vd3qa23Ol0GkuyRr117Xrytd1ux+l0GutkzbvD4WhzLrvdfkDlEhERETnaKGAfRdauXct9993HsmXLCAQC5Ofnc8EFFzBx4kQeeughPv74Y0aNGsVTTz1FXV0dw4YNY/r06fTt25cLL7yQDz74AIAPPviAN954o5PvRo4W0WgUv9+Pz+ejubnZaKrd2NhohMa6ujpjqa2tJRAIdOjcZhNkOKxkOq1kOHeuHRYyHFbSHVbSHRYcVjML1lSzvNKHPxLHH+l4KO+qLCYo9DoY3M1DMBrHH4nhi7SsA8l1NE44lgBamsiHw+EDDuj7YrVajWbuySXZtD1Zw966yXvrxWw2E4vFDkm5RERERA43BeyjRCAQYOLEiYwePZpnnnkGi8XCc889x1133cXIkSMB+Oijj3A4HMyaNYtIJMJNN93E9OnTmTt3Lg899BCXX3453bt3Z9q0aZ18N0enRCJBJBIx+u8CRg1sclssFjP69ra3xGKxNuvW23fd13odDAYpLy9n69atbc6/6/VanzdZntbnj8ViRKNRY51cwuGw0V852X85GAwSCASIRCIH9H05LCYynFaynFYyHVYyXFaynDYyHRYyXTu3Oa2Y99E3efay7Szb3nxAZeiqYgnY0hgi32PnlycX7PG4aDxBMBonFIsRjO58Hf2y5jwcTxCOfVmzHo4ndtast1rHd9a6xxKEYnEisTihWMu5duZ3otGo0bf9QDmdTiOIJ5u2J0N769ryZC166xp3m81mLMl+71arFYvFgt1uJzs7+4DLJSIiIrI/FLCPEoFAgIsuuogLLrgAj8cDwDXXXMPs2bNZs2YN0PJL8N13301GRgYA48eP55577gEgMzMTm82G0+nUL6OHQCKR4Le//S0ff/xxZxfliBGKJdjhi7DDd2ABvbOMGzeOkpIS5s+fz+LFi40/phwKH21v4qNXDjzUHmq5bhsji7z4o3ECkTi+SGxnK4Iv16GdKT05uFx1dXXKy1FSUsKkSZNSfl4RERGRXSlgHyWys7OZMGECCxcuZOXKlZSVlbF69Wrgy1rS3NxcI1wDeL3eA65dlP1XX1/f2UWQw6CkpITi4mJKSkpYtGhRZxenU1lNJjJdVhzRBA5LDLvVjN0Sw24x47DEcFjMNIWj+A5xs/3m5qOrBYOIiIh0XQrYR4mqqirOP/98srOzGTNmDKeffjpDhgzhjDPOMI7RQESdx2Qy8dBDD1FaWgq01Gi3nnYp+T6RSOxXE/F9rZOvQ6EQFRUV5OTktJlial/nTx7Xuon43pqHRyIRo3n4wfSrdVpMpO/sU525s491lstKhqNl3dHm4dDSRPyj7Yevlnf+/PlGDXby3/RQOaXAu9cm4klfNhVvaRoe2jnAWjiWILyzr3Z452BsySbgkZ3NwiOxBOH4l83GQzv3h3eeJxhtGbStPRW+MPM+39Hh+zGbzcbo5637dDudTtxud5tB1nYdjG1PTcRtNht9+/btcBlEREREDoYC9lFi4cKF1NfXs2TJEmw2G4DRNPxQ/oIvHWe1WjvtF32/38+qVasYOHAgbrf7sFwzGo0a80snBzhLDnKWHOisoaHBmE4rOeVWKBQiGEsQ3Efz8NYDnLVeMnYObpbusJLhtHDRsHzMZvhkezOR+KH/b2Hx4sUsWrTokIZrq8lEr0wHx+e4+NeGWmOAs9ZNrwM7m2UHonGih+G+4cvBzlrP5d16bu/WA54lpxOzWq1s376dYcOGkZOTo/m+RURE5IimgH2U6N69O4FAgMWLFzNixAg2btzInXfeCbSMINwRHo+HrVu3UlFRQffu3Q9lceUYYLVajbmb94ff76e2ttaYpqumpoaqqqrdpu2Kx+PUBaPUBaP7PKfdYsJjM+OyWVqm6rKacdosuKwmnDun53JYzdgtJuwWM3azGZulZaoui8mE1WzCYjZhMbVMz2XeOV1X6yiYjLB1wSg1/giZTgseu4VYHCLxONE4LTXC8fiXg4rtnJ4rWRMcjCUI7gzHwZ0B2R9tGaCstWgiwYa6IBvqgvv13dpstt0GC2tv0LD2pu1q7zPJ2uVkbfOBtJLx+/0EAgHcbrfCtYiIiBzxFLCPEmeddRYrVqxgxowZNDc3U1RUxE9+8hNef/11li9fTkHBvpuRjh8/nt/85jd8//vf53//+x8Wi+UwlFykrWSz4B49euzxmFgsZtR4JwN3cm7s2tpaY8qv+vr6lubrsQThWIz60JE9HVRypO309HTjjxfJWuFkjfCuNcfJ79PlcmG16ke+iIiIyKFkSqj9sKTI8uXLARgyZEgnl0R21RlNxLuCRCJBIBCgoaGBpqYmGhoajGbqPp8Pn89nzNGdHMU6EAgY040l+5ZHo1EikQjRaNQYNHBfzGYzNpvNmCrKZrPtVhvcehqq1vNH79qkOhmkk90/jibH6rMpXZueS+mK9FxKV3SsPJf7k3NUnSEiRy2TyWQE14604uiI5MBvyXVym8lkwmQyYTabMZvNau4sIiIicgxSwBYR2Q8mk0ndJ0RERESkXebOLoCIiIiIiIjI0UABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUkABW0RERERERCQFFLBFREREREREUsDa2QUQETmaJBIJwuEwoVCISCRCLBYDwGQyYbVasVqtOBwObDYbJpOpk0srIiIiIqmkgC0i0kGNjY1s27aN7du3U1lZSVVVFdXV1dTX11NfX09zczM+n494PL7Pc5nNZtxuNx6Ph7S0NLxeLxkZGW2WrKwsMjMzjbXH41EoFxEREenCFLA7Wf/+/bnzzjv50Y9+1NlF4f333+eiiy7i9ddfp0ePHp1dHJFO09jYyKZNm9i0aRObN2+mrKyMLVu20NDQsF/nMQGWnR1xEgmIJb7cF4/HaW5uprm5mcrKyg6dz2q1kp6eTkZGBunp6Xi9XtLS0khLS8Pj8eB2u3G5XDidTpxOJw6HA4fDgd1ux2azYbPZsFqt2Gw2LBaLsbZarZjN6jEkIiIicrAUsEXkmBWLxdi+fTsbN25kw4YNxrq6unqPn8l0mslzW8hzW8hyWchymvHYTJhM4LGacdpM2C0mbGYTFnPb2uZEIkEsAZFYgnA8QTiaIBBN4I/GCYQT+CIJfJE4vkicplACXzhOcyROUzhOOAbRaJTa2lpqa2tT/l2YzWYjbFutVuN1MpjbbDajaXsywDudTlwuF263G7fbbYT9XWvjrVb9X42IiIgcG/Rbj4gc9WKxGDt27GDLli2UlZVRWlrKpk2bKC0tJRQKtfuZXLeFHl4rRV4rhV4LBWlWuqdZcVi/DM2haIL/+6yBTytCRPbdKrxLi8fjxONxIpFIys/t9XrJzs4mOzubnJwccnJyyMvLIycnB6/XS1NTU4ea1YuIiIh0dQrYXcDGjRsZP348X3zxBcXFxVxzzTWMGzcOaPml94knnuCFF15g69at2O12Tj75ZKZNm0bPnj2BlmbmV111FS+++CKRSISnnnqKiRMn8p3vfIe33nqLmpoaHnroIU499VRmz57NM888Q3V1Nb179+aSSy7h+9//fmfevshBCwQC1NbWsn37dmpqaqiurqa6uprKykoqKiqoqKggGo22+1mbCQrTLfTw2uiRngzUVty29ptMh6JftvOe82kDH29vP6AfSYZ2szN+sJd4HGKJBLGd62gcovEv15FYgkg8QTgGkXiCYDRBKJogGI0bNfH+8M5a+HCc5p1ZvampiaamJkpLS/dYBqvVagTv3NxccnNzycnJMUJ5dnY2WVlZuN1u9UMXERGRLksBuwt48sknufnmm7nzzjtZsGAB119/PcXFxQwePJi5c+cyZ84c7rrrLk444QTKysq45ZZbmDFjBo8++qhxjqeffponnniCWCxG7969AXjqqaf485//jNfrpX///tx///0sXLiQadOmcdxxx/Hhhx9y66230tTUxAUXXNBJdy9Hu4aGBrZs2dLuvng8TiwWIxaLEYlE2izhcJhwOEwwGCQUChEIBPD7/fj9fnw+nxHaGhsb91gL3RGRBJQ2xChtiB3wOQ7GuHHjKCkpYf78+SxevJhEIrHvD6XY5zvCfP5GzWG/bmvRaJTKysp99ke32Wxt+qB7vV6j/3nrPujJvuet+5/b7Xb69++vJusiIiJyyOi3jC5gwoQJjB8/HoDrrruO9957j7/+9a/ce++99OzZk7vuuotvfOMbABQVFXHWWWexePHiNuc499xzGTJkSJttZ5xxBqNGjQLA7/fz17/+lZkzZ3LmmWcC0LNnT7Zu3cqcOXMUsOWQqKqq4uc///kea48FSkpKKC4upqSkhEWLFnV2cTpF3ywbk4anUx+KUxuIUxeMUR9svY5T7W/5A0gkEjFaKByIb33rW0yePDmVxRcRERExKGB3ASNGjGjzftiwYbz33nsAjBkzhs8++4wHHnjAGNV4/fr15Ofnt/lMr169djtv623r168nFApx4403thktOBqNGrWEIqnmcDhIT08/JINy7YnXbiLLaSbLaSFn52BkeW4L3dKsZDvNmFPYvDgVTcTnz59v1GCbTKZOqcEeUeDgkpMyDvt1AYLRlubklf4YdTvDdV0wTn2w5X19KE5TKHX9s7Ozs1N2LhEREZFdKWB3AbtOjxOLxbDb7QDMmjWLRx55hB/+8IeMHDmSiy++mNdff51XXnmlzWecTudu5229LflL+5/+9CeOO+643Y5NXk8kldLT0/n73/9OLBYzBtFKNgtPrqPRqNFEPLlONg8PhUKEw2ECgYCx+P1+Y3qrxsZGGhsbjXmo4/E4TeEETeEYZY27N/m2maF7Wksf6yKvlR7pVnp4rWS7zAfUr/eSkzIwmw5ukLPFixezaNGiTgnXNjOc1N3BL4ZltBm87WAlEi2jozeF4zSGWpaGUJyG4O610/5Ix+7ZbDaTnp5OZmam0UQ8PT3dmKLM4/HgcrnaNBFvPUWZ1WrFbreTmZmZsvsUERER2ZUCdhewYsUKvvnNbxrvly1bxoABAwB4/PHHueqqq5g0aZKxf86cOfv9i/hxxx2H1Wpl27ZtRnNzgLlz57J+/Xpuu+22g7wLkfaZTKbD0uc1Ho/T0NBATU0NVVVVxgBn27dvZ9u2bWzbto1IJMKWxihbGts2WXfbTBSntwTu4nQbxTsHO7NZ9h46HVYTl4/IJBJL0HCAtaz1wRg1gRg5LguZTssBnWNvYvFEy0BlieTrlnUs0XLfJpOJLY0RY2Cz1gOcxRIJInGIxlretwxw9uUSirUMdBaMJghEEvgjLYHZF4m3mfN7XxwOB/n5+cYAZ8kRxnNzc41BzjIyMrBYUv/9iIiIiKSSAnYX8Ne//pWePXsybNgwnnnmGdauXct9990HQEFBAe+++y5jxozBbDazYMEC/vWvf5Gbm7tf1/B6vYwfP54HHniAtLQ0Tj75ZN5//33uueceLrvsskNxWyKHldlsJisri6ysLPr167fb/lgsRkVFRZtpujZv3kxZWRn+SIw1NRHW1ESAQMv5TJDvsRi13QVpVvLTLOR7LDitbVud2Cwmct0HFv5y3RZ2L22rcscTLXNh76wJbgp/OT+2b+eI3f5I3Ai5wVjLyN7JELw/QTfVXC4XmZmZxr9Lcqqu5AjheXl5eDweSktLGThwIG63u/MKKyIiIpICCthdwJVXXsm8efO45ZZb6NevH7NmzaJPnz4A3H333dx22238+Mc/xuPxMGzYMKZPn86tt97Ktm3bKCws7PB1pk6dSlZWFg888AA7duygoKCAa665hl/+8peH6tZEugyLxUJRURFFRUWMHDnS2B4Oh9myZQsbNmxg48aNbNy4kQ0bNtDU1MT25hjbm2O79bNOd5jJdVnIdrX09U53mkm3m/HYTbisZpxWE3aLCauZNn2+YztrksOxL6e38kcS+COJnYE5TlP4yzDdGG4J0anKyGazGZvNhsViMdZWqxWr1Wq8tlgsxv7kvmQz6+So3A6HA6fTidPpNEbvdrvdpKWlkZaWhtfrJSMjo0NdT/x+f4ruTkRERKTzmRKdMaKOHJWWL18OsNto5tL5/H4/q1atUi1hByUSCWpra41a7tLSUrZs2UJ5eTmNjY2HvTwmk8nof5yent5uH+S0tDRcLhdut9sIv8l+yMlw3BWbWOvZlK5Iz6V0RXoupSs6Vp7L/ck5qsEWEdmFyWQiJyeHnJwcTjnllDb7mpub2bZtGzt27KCqqorq6mrq6uqor6+nqakJv99PIBAwBmqLxVoGWzObzUbNsN1uNwbkal3rmwzPyYG8ks2r09PTu2Q4FhEREZG2FLBFRPZDWloaJ5xwAieccEJnF0VEREREuhjzvg8RERERERERkX1RwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAWtnF0BEjk3RaJSGhgYaGhpobm7G5/MRCoUIhUJEIhFisRiJRAIAs9mM2WzGarVis9mw2+04HA5jcTqdxpLcZjbr74ciIiIicngpYHdh/fv358477+RHP/pRZxdFZL+Fw2G2b9/O1q1b2bZtGxUVFVRWVlJVVUVNTQ0NDQ2H9PrJEG6z2YzFarVitVqxWCyYTCbMZjMmkwmTyWR8btfXyaV1yN816LtcLpxOJx6PB4/Hg9frxev1kp6eTkZGBmlpaQr8IiIiIscABWwROShNTU2UlZVRVlbGli1bjHVlZSXxeHyvnzUBaXZw20w4LGAxg80CFpMJswnMO7NuPJFcEkTiEItDJA7hWIJIDMIxiMQgmvjy3OFwmHA4fOhufD9YLBYyMjLIzs4mKyuL7OxssrOzycnJMdY5OTlkZWVhs9k6u7giIiIicoAUsEVkn2KxGDt27GDr1q1s2bKF8vJyI0jX1tbu8XNOK3TzmMnzmMh1m8hxmch2mcl0mchwmPDYIRqDuZ+F+awiRsTI44k9nrOrMpsgw2EiPw0CURO+cAJfOEEg2vL91dbW7vW7SkpPT28TxLOyssjMzCQzM5OMjAzS09NJT0/H6/Xi8XiwWCyH4e5EREREpCMUsLu4jRs3Mn78eL744guKi4u55pprGDduHADxeJwnnniCF154ga1bt2K32zn55JOZNm0aPXv2BOCtt97igQceYMOGDbjdbs444wymTp1KRkYGAHPmzOHvf/87FRUVdOvWjR//+MdceeWVbZrJytEtHo/T1NRkBMCamhqqqqrYsWMHlZWVVFRUsGPHDqLR6B7PkemA/DQT3dPM5KeZyPeY6ZZmxmtnr89SJAZ//TTMJ9tjh+LWDqt4AuqCCXpnWbjiVLuxPRpP0BxO0BSCplCChlCCxuQSTNAQ3rkOQhxobGyksbGRzZs3d+i6brcbj8eD2+3G7XbjdDqNJuut+6nbbDYcDgd2u91oLr9r0/lk8/nWa5fLhc1mw2w2Y7FYjCX5PrnWzwwRERERBewu78knn+Tmm2/mzjvvZMGCBVx//fUUFxczePBg5s6dy5w5c7jrrrs44YQTKCsr45ZbbmHGjBk8+uij1NbWcvXVVzNlyhTOPPNMKioquOmmm7j77ru54447eOONN/jzn//M/fffT58+ffj000+56aab6NGjB+eee25n37rsh0QiwSeffMLKlSt32x4Oh2lubqayshK73W68b25upqmpiaampn025QawmiHPbaJbmpnuO8N09zQT+R4TD38QZk1NnDU1R0ZQHjduHCUlJcyfP5/Fixcbg6mlwifbY3yyPZCy8+2L3+/H7/cftuvtSet+6q3D965LewE9HA6TlpaGzWYz9rcO+cnXyf2t/yBgtVqN/u0mk8n4t2z9etdyAsa+4uJiTj/9dLUEEBERkZRQwO7iJkyYwPjx4wG47rrreO+99/jrX//KvffeS8+ePbnrrrv4xje+AUBRURFnnXUWixcvBqCyspJwOExhYSFFRUUUFRXx+OOPE4u1hKCysjLsdjtFRUUUFhZSWFhIt27dKCws7JyblQO2ceNGpkyZkpJz5XtM9Mpsadad4zKT6zaR6zGR6TRhbqeWMpFIcKTVXZaUlFBcXExJSQmLFi3q7OIcFRKJBLFYzPj5ciS55JJLOP/88zu7GCIiInIUUMDu4kaMGNHm/bBhw3jvvfcAGDNmDJ999hkPPPAAmzZtYtOmTaxfv578/HwABg4cyDnnnMPll19OXl4eo0eP5swzz+Rb3/oWAN///vd5/vnn+c53vkO/fv0YNWoU3/nOdxSwj0C5ubnk5+dTWVl50Oeq9CWo9MVId0COe2fAdpvI85jptrMGu3XTb5PJxK9HOwgfYK7qjCbi8+fPN2qw91TTeaCGF1i4+CT7vg/cD+FYS3/upjD4wy1NzgPRBL4IBCMJ/JEEwSiEYjvX0QThnYO/JZcjr1f74dO/f//OLoKIiIgcJRSwu7hdp/aJxWLY7S2/vM+aNYtHHnmEH/7wh4wcOZKLL76Y119/nVdeecU4/r777uOqq67i7bff5r///S+TJ09mxIgRPPnkk2RnZ7NgwQI++eQT3n33XZYuXcrcuXP51a9+xdVXX31Y71MOTkZGBvPmzQNa+lRHo1EikYgxr3RDQwOrV68mPz+fWCyGz+czmoc3NjZSX19PXV2d0Qc7EonQGILGUJxNdbtfz23DaCLe3WumIM1MgddEtqv9Wu69+cVJdiymXQc5O7QWL17MokWLUhqubWYY1t3CRcPs2K37/g4SiQS+MDSEEtQHEzQEd65b9c9O9tUOpfjvD7v2v042vd51KrPkem99r3fdtq9m4rt+Nh6PU1lZSY8ePXC5XO32A9/19a5L62blyanUklOwiYiIiBxOCthd3IoVK/jmN79pvF+2bBkDBgwA4PHHH+eqq65i0qRJxv45c+YYgeGzzz7jlVde4be//S3HHXccF198MS+//DKTJ0+mpqaGd999l6amJi644AJGjBjBNddcw+9+9zteffVVBewjmNlsxm63Y7fb8Xg8QEsA9/l8DBw4ELfbvdfPJxIJGhoa2gxylpzPeuvWrVRVVeGPJNhYF2djHcCX6c9uaWli3t1rpnuamW4ekzGKuNvWftixW038coSDSKwlXB4ODcEENYE4OS4zGc7UhDCvHaJxE43hBH5fwhhFvDncEpKbQtC4c5Czhp3hObYft2uz2Yx5tZNzbKelpRmjiXs8HlwuV5vF4XAYg521nhe8K83J7ff7WbVqVYeeTREREZGuTgG7i/vrX/9Kz549GTZsGM888wxr167lvvvuA6CgoIB3332XMWPGYDabWbBgAf/617/Izc0FIC0tjaeffhqbzcZ5551HKBTi1VdfpXfv3mRlZREKhbjrrrvweDyccsopVFRU8OGHH3LKKad05i1LJzOZTMa0UCeccMJu+0OhEOXl5W3mvC4tLWXr1q2EIxG2NCbY0hijdfAG8Ngge5dpurwOkzEPtmvnXNh2C1jMJiztzIMdjSeI7pwDu2X+65am0F82iW7dNLrldTT+5eei8bZzaicSMRJAshJ717yb2Pk/iVZliMUhmkgQjSXL0dIs+0Br3zMyMtrMh73rFF3Z2dlkZmbidrtVIysiIiLSxSlgd3FXXnkl8+bN45ZbbqFfv37MmjWLPn36AHD33Xdz22238eMf/xiPx8OwYcOYPn06t956K9u2baNv37489NBDPPzwwzz99NOYzWa++tWv8sQTT2A2m/nJT35CfX09jz76KNu3bycjI4PvfOc7/PrXv+7ku5auzOFw0LdvX/r27dtmeywWo6KigrKyMsrKyigvL2fr1q2Ul5dTX1+PLwK+SDJ8H73sdjter5e0tDRj3urkHyxah+acnByysrKw2WydXWQRERERSRFTIpWj+8gxbfny5QAMGTKkk0siu+rsZriBQICKigoqKyvZsWOH0de7oaGBhoYGmpub8fl8hEIhgsHgHkeiTvYTTjaBTzaBTi6tm0Q7nU7juPbmek720W09xVNrJpPJ2JY8NtnXN9l/uXUZXC4XHo9HgXk/dfazKdIePZfSFem5lK7oWHku9yfnqAZbRA45l8tFnz59jNYX+5JIJIhGo8Z4Aq0DsYiIiIhIV6WALSJdjslkUk2wiIiIiBxxus5QsiIiIiIiIiJHMAVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYRERERERFJAQVsERERERERkRRQwBYREREREfl/9u48zsq64P//6zr7nHV21hlFUMBAXDDXXyVaSqamTbck5q20W5K2GEYoi4biluKWSiF6l37lTkkLrFtLb7tTM7QQFVSUffY5M2dfr98fZ87FDPtyYAZ5Px+Pj9dZruVzHQ447/lsIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiXg6OsKiIgczEzTJJ1Ok8lkyGQy5HI58vm89b7dbsdut+N0OnG5XDidzj6srYiIiIjsTwrYIiIUgnI8Hqe9vZ2Ojg7C4TDhcJjOzk66urro6uoiEokQiUSIxWLE43Hi8TipVArTNHf7Ona7nbKyMrxeLz6fj0AgQCAQIBQKEQqFKC8vp6qqisrKSqqqqqiqqsLlcu3HOxcRERGRUlHAPgBGjhzJ3Llzueiii/q6KiKHnFwuR2dnJ+3t7bS1tfXaFktHRwft7e1kMpl9vp7NKBQDMIG8WSg96xONRolGo7t9zlAoRE1NDTU1NdTW1m6zraysxG6373PdRURERGTfKGCLyEHJNE26urpobW2lra3NKsUAXSwdHR29umzviscBAbeBz1V47HMZ+FwGHgd4nQZlzsJjt8PA5QCXHRw2cNq7g7VhbHPOvGmSz0MmB5k8pLKQzkEyY5LImiQyEEubxNIm0bRJNAXRlEkkBVkTOjs76ezs5P33399unW02G5WVldTU1Fit3lVVVVRUVFBRUUEwGCQUChEIBPB6vdhsmn5DREREZH9QwBaRficej1theesA3dbWRmtr6x61OBuA3w0hj0HQYxByF7ZbHkPQYxBwG2DCf72ZYcXmHJk8FNqh+xcD8LnAaYPOFOTzeVpbW2ltbd2t471eLx6Ph7KyMtxuN06n0yp2ux2bzYbNZsMwjF4FCr9AKL5XHF/ec4y5y+XC7XZTVlbWqyu83++3usP7fL7t/iJCRERE5GCngH2ArFmzhkmTJvHWW29RV1fH1KlTmThxovX+X/7yF+bPn8/777/PgAEDOPfcc7nyyiutsZerV6/m9ttvZ/ny5SQSCQYMGMDkyZOZMmUK69ev57Of/Sy//OUv+fSnP22d87rrruOjjz7it7/9Lel0mrvuuovf//73RKNRjjzySKZOncrpp58OwO9+9zvuv/9+Pv3pT/PUU09x0kkncd999x3YD0k+lopjm4vdoovjmTs7O61xzuFwmI6ODqurdjKZ3O3z+5wQ9ECozCDoMgiWdYfmYoh2G/jdYLftOtCZJjy2PM2bm3e/xbsvmEA0DccOsnHJcU6iSQgnTcJJk86kSSRV2BZaw01iaYil6f6FAdb48b5is9msVnW/3w/A0KFDqaqqIhQK9WpxDwaD+P1+fD6fWt5FRESk31PAPkAeeeQRpk+fzty5c1myZAnXXHMNdXV1jBkzhpdeeomrr76a6667jlNPPZV169YxZ84cPvzwQ+666y4SiQRTpkzhtNNO4/HHH8dut/Pkk09yyy23cMoppzB69GhOPPFEnn32WStgp1Ip/vSnPzFt2jSgELY/+OADbrvtNgYMGMBf/vIXvv3tb3PPPffwmc98BoB169bR3NzM008/vUcBRz7e/va3v/H73/++10ReO5vUK5VKkUgkSCQSVpDbky7aeyqWKZTNEZP+2No8ceJEGhoaWLx4McuWLdujCdF25c3Ned7cnCrZ+fYnuwGGAdl8ocW9+IuVopUrV+70eMMwerWIF1vfe76/tZqaGi655BKGDBlSsvsQERER2RkF7APkkksuYdKkSQBcffXVvPLKKyxcuJDbbruNBx54gP/4j/+w3q+vr2fWrFn853/+Jxs2bMDr9XLZZZcxefJkfD4fAFOnTuXhhx9m1apVjB49mosuuojZs2eTSCQoKyvjhRdeIJfLMXHiRNauXcuzzz7L008/zejRowG44oorePfdd1mwYIEVsAGuvPJK6urqDuyHI/1WU1MTs2bN2m/nH+A3GBQ0GBSwMTDQ3eLsgkffyPBRR/8Ly3ujoaGBuro6GhoaWLp0aV9Xp88cVmHj6tNdZPOF1vRo95jzSMqkOWrSFDVpiuRpippkt/P7mGJPiHg8vttd4QE6Ojr4+c9/XsI7EREREdkxBewD5IQTTuj1fNy4cbzyyisAvP322/z73/9m8eLF1vvFVq4PPviAT3/601xyySU8++yzvP3226xbt453330XwGoZPPvss5k9ezbPP/88X/jCF/j973/PWWedhd/v53//93+BQsjvKZPJEAwGe712+OGHl+6m5aBXXV3Npz/9aV588cX9cv6m7mD1JnlsBgTdhQnGgh44uc5GYDvjpX1usO3H8bul7iK+ePFiqwXbMIyStmAfO8jGpceXbgkv0zTJdc96bnZ3CLD6BZhb+geYPfbJYZLLF1qmC8UknS1M5JbKmiS7J3NLZeE3b2aIp81Cr4OU2R2y92+/gwkTJuzHs4uIiIj0poB9gGw9djCXy1njq/P5PF//+te58MILtzmupqaGlpYWLr74YiorK5kwYQKnn346Y8eO7TXe2uv1cs455/DMM89w+umn87//+788+OCDwJaw/l//9V9WC/iO6uXxePb9ZuVjw263M336dKZPn77T/XK5HOl0mmQyaXURj8fjJBIJotEosViMSCTSawx2V1eX1U04Go2SNyHcPZaYTthR7LIbhQnJQh4o9xiEPAahsu5tj+JxbL/b8K589XgXtl6TnO2bZcuWsXTp0pKGa6cNxg6yM/lYJy7Hlns0zUJg7UyadKVMurrHY0fTdAdbk2QGEhmTVA7SWZN098zmuXzv5cQONK/XS3l5uTUGu1gCgYA1QZrP57O6hxeL2+3G7XZrfLaIiIj0CwrYB8jKlSs566yzrOfLly9n1KhRABx55JF8+OGHHHbYYdb7r776KosWLWLmzJk8++yzhMNhnnvuOZxOJwCrVq0Ceo+F/dKXvsTll1/O008/TXV1NSeffLJ1foCWlhaOPvpoa/8777wTm83G97///f1013KosNvtVuDZG+l0utdEZz3Xqe45i3g4HCZnmnQkTDoSsLO2T5e9x6zhHoOge+vnhW2Zs3cQdzkMrhjvIpMrhNR91Zk0aY+bVHoL19tbpmmSzEJnAjL5whJey1Zn6UiYhBOFz6Qzuf3u1fuLzWazZhB3OBy4XC6cTqc1Q/nWs4j7/X4rNBeDtMvlYuPGjYwdOxav13vgKi8iIiKyHyhgHyALFy6kvr6ecePG8fjjj1uzggN84xvf4Oqrr+aee+7h3HPPpbGxkenTpzN06FBqamoYOHAgiUSCZcuWccIJJ7BmzRrmzp0LFIJJ0fjx4xk0aBB33303X/3qV60WnSOPPJIzzjiDG264geuvv54jjzySZcuW8ctf/tI6j0hfcrlc1NbWUltbu9P9stlsr3Wut17Cq/g8Ho+TzkFLzKQltvOQ7LDRPeN4d/d0d2G5rkD37ON+l4HfXVgL2+sEp33PQnKVF46o3PH7ebPQqhztHo8cSUFXdwt0uDs0F0N0Krd71wyFQlRWVlJRUUF5eTnl5eXWbNzFtbDLysrweDy43W5reS2Hw2GF5p7LcW29TFfxvVKIx+M0NTWV5FwiIiIifU0B+wC58sorefTRR5kxYwYjRozgwQcfZNiwYQCcc8453Hnnnfzyl7/kgQceoLy8nAkTJvCjH/3Ien/lypXcfPPNRKNRhgwZwpe//GWef/55VqxYwVe+8hXrOhdeeCF33XUXF110Ua/r33nnndx5551cf/31dHZ2Ul9fz0033bTdbuki/ZXD4ditIJ5MJq1W8K23PUskEiGbh/aESfsuWsSLXHbwOMDjLHRDd9kNXI5Ct227zbBmyza6z5Y3C92vc3mTTB7Sue6xyRmIZ0wSmT0bgxwKhaipqaGmpoba2tpej6urq6msrLR6uoiIiIjIgWWYpZxxRw5pK1asAGDs2LF9XBPZWjwe55133mH06NHqhttDOp22wnZxDe6Ojo5e63OHw2EikQiRSGS/Ljfm9XoJhUJUVFRQUVFBZWUl1dXVVFVVWSG6urr6YzdPgr6b0h/peyn9kb6X0h8dKt/LPck5asEWkUOWy+Vi4MCBDBw4cJf75vN5YrGYNWlbccmo4sRumUyGTCZDNpvFNE1M07S6UjscDmuMssfjwePxWBN2BQIBAoGANemhiIiIiBy8FLBFRHaDzWazwrCIiIiIyPZoXRMRERERERGRElDAFhERERERESkBBWwRERERERGRElDAFhERERERESkBBWwRERERERGRElDAFhERERERESkBBWwRERERERGRElDAFhERERERESkBBWwRERERERGRElDAFhERERERESkBBWwRERERERGRElDAFhERERERESkBBWwRERERERGRElDAFhERERERESkBBWwRERERERGREnD0dQUOBiNHjmTu3LlcdNFF231//vz5PPXUU7zwwgsHuGY7tqs6i0j/kMvliMfjVkkmkySTSVKpFOl02iqZTIZMJkM+nyeXy5HL5cjn8+TzeUzTxDTNbc7d87XiPsXXeh5fPF82m7VK8XrbK8X3t65Hkc1mw2az4XA4cDqduN1u3G43Xq8Xr9eLz+cjEAgQCoUoKysjHo+Tz+cZMmQIVVVVuN3u/f/Bi4iIiOwHCtglMGXKFCZPntzX1RCRPpDP50kkEsRiMaLRKNFolEgkYj3e3ms9902lUn19C/1OKBSipqaG2tpaBgwYwIABAxg4cKC19fl8fV1FERERke1SwC4Bn8+nH/hE+gHTNMnn81brarE1dnuts9lstlfLcLGluNhyXGxFLrYoJxIJ4vG4tY3FYtZ2e63H0pvdBnXlBuPr7WRyEE+bxNIQTZlEUiZdSehMmGTz0NnZSWdnJ++///52zxUIBHqF7mIQr6mpoaamhlAohGEYB/gORURERBSwd9uaNWuYNGkSb731FnV1dUydOpWJEycCvbuIb9iwgTPPPJO7776bhx9+mHfeeYfa2lq+9a1vcfHFF1vne/rpp/nVr37FRx99RHV1NQ0NDXzrW9/CbrcD0Nrayrx583jxxRfJZrOMHz+en/70pxx22GHb7ZK+s27q+Xyehx56iN/97nds3LgRl8vF8ccfz/XXX099fT1Q6FL+3e9+l6eeeopMJsNjjz3G4Ycfvh8/Ufk4Mk2TXC5HKpWySjG07qhsHWrj8XivwLujLspbB+Zid+W+YgPKXFDmBI8TvE4DjxPKnAZeJ3icBmXdzz1OeOn9HO+1HjrBPJeHj9pNAp48Xzne2es9lx0Mw8A0TRIZCCdMwgmTjrhJe3zLtj1eCOWRSIRIJLLDAO50OqmurqaqqorKykoqKioIhUKUl5cTDAYJBoMEAgH8fj9+vx+Px2P92ysiIiKyLxSwd9MjjzzC9OnTmTt3LkuWLOGaa66hrq6OMWPGbHf/uXPnMmPGDI466ih+/etfM3PmTE499VTq6upYuHAht99+O9OmTeO0007jX//6F7Nnz6ajo4Pp06eTzWaZMmUKDoeD++67j/Lycm6++Wa+/vWvs2zZsj2u+6JFi1iwYAG33HILRx11FOvWrWPGjBncfPPN3HfffdZ+v/nNb3jooYfI5XIK14eAf//739x9992sX79+h/sYhkE+n9+mNbDn861bbw/V1tw8EEsXSoG51Xb/mThxIg0NDSxevJhly5b16z+DFZvyrNjUu1v84ZUG3/v/XBiGgdcFXpfB4ND2j09lu8N2bEv47ugO4+GESSQFmUyGzZs3s3nz5t2u19bf8ZEjR3LdddcxaNCgPb5HEREROXQpYO+mSy65hEmTJgFw9dVX88orr7Bw4UJuu+227e5/+eWXc+aZZwJwzTXX8F//9V/861//YujQoTz00ENceuml1rjtww8/nHA4zK233srUqVN58803WbVqFcuWLWPYsGEA3HjjjSxcuJDOzs49rnt9fT233HILZ5xxBgBDhgzhnHPO2SasX3DBBYwdO3aPzy8Hp3vvvZd169btdJ9iUDtQIdrgQMTRj5+Ghgbq6upoaGhg6dKlfV2d/crtMBgUNBgU3P772ZxJW9xkXYfJhnCeDeE8m7tMUtmdn3fr7/S7777L3/72NxoaGkpUcxERETkUKGDvphNOOKHX83HjxvHKK6/scP/hw4dbjwOBAFBoVWlvb6e1tXWb833yk58kk8mwZs0aVq9eTSgUssI1wIABA/jJT36yV3WfMGEC//rXv7jrrrv48MMP+fDDD3n//fcZMGBAr/0OO+ywvTq/HJwuu+wybr755n41yVYpwrWNwnhfm1HY2m1g7/HYZgNH92OHzcBuA6cBdnvhudMOTnuh27LTbuBygMsGLoeB21EIeMVtmQPczm1bP3fHb5dnWLEpv+sdd8PixYutFuxiV+v+auxg2w67iO8O0yx0E+/ZdbzYih3ubsWOZ/a9ntXV1YwfP37fTyQiIiKHFAXs3WSz9V4yPJfL4XK5drj/9t7b0VI6gLXEjcPhwOHY8z+WbHbHzTMPPvgg9957LxdeeCGnnHIKl19+Oc8//zx/+MMfeu3n8Xj2+Lpy8DrttNN45pln9vk8pmla46BTqZQ1fnp746+TyaQ11nrr93pOMtbzPD3P23OJqOLkZVvLA9aKUbsckr3138e9C6YeR3Hs9Zbx1l5XYcy112l0j83uPRb7C0c7gCzvNObJ7mPOXrZsGUuXLu3X4dphgzGDbFx8nBOXY8dhOm+axFJYY7A7Er27hLfHTdK7MdTe7Xb3GoNdXl5ujcMOBAIEAgFrgkqfz4fX68Xtdm/zb72IiIjInlDA3k0rV67krLPOsp4vX76cUaNG7fF5qqurqa6u5p///Gev873++us4nU7q6+sJh8N0dnaydu1aq1W5vb2diRMn8stf/hKn00ksFut13rVr1+7wmg888ADf/e53+eY3v2m9tmDBgn77g7gcXAzDwOl04nQ68Xq9B/Ta+Xy+12Rn25s5PJfLWZOgbR3Qe84g3jPI95xBPJVKWetTJxIJa0mu4mRsAMlsoZDY83HXBoWA7rKDy1loLXfat7SkF1rbDexG4bHR3SJvM8DAwDAglTNJpLuDvMO27QV6PDQAwygU6G7Vp3A+W3eLvs0AR3ervt1mFOpgbGn5t9uMQg8Bo9AjwDC6L9N9TtMslFy+UDJ5E5cd8qbBmrY8icz2ZhEvzCTelTR36xcOlZWV1izixZnEa2trrZnEfT6fZhIXERGRA04BezctXLiQ+vp6xo0bx+OPP87q1au5/fbb9+pcX/va17jzzjupq6vjtNNO49///jf33HMPF198MYFAgFNOOYUxY8bwk5/8hJ/+9KeUlZUxb948Kisr+cQnPkEymSQcDrNgwQLOPvtsXn75ZV566SXKy8u3e71Bgwbxt7/9jQkTJmCz2ViyZAl/+tOfqK6u3odPRKTv2Ww2XC7XTnuT7E/pdJpYLGaVnmtd72gt7OIa2LFYjHw+j0mPgG711i9Ny/rByjAMKioqrODccw3sYqDuqz9zERERkZ1RwN5NV155JY8++igzZsxgxIgRPPjgg73GSO+JKVOm4HK5eOSRR/j5z3/OwIED+cY3vsHXvvY1oBAa7rvvPubOncsVV1yBYRicfPLJPPzwwzidTk4++WSuuuoqfvWrX3H33XfzqU99iqlTp7Jo0aLtXm/evHnMnj2bL33pS/h8PsaNG8esWbOYOXMmmzZtYvDgwXv9uYgcyorhvqKiYo+PNU3TWlO7WBKJhNVSvnXX+Z7d4osln89ba39vfe7tPS9uc7mcdVyxF8DWLf5bL4u29fPdXRLNMAxcLhcej4eysjK8Xq+1RFYwGMTr9ZJOpxk5ciRDhgyhqqqKqqoqnE7nrk8uIiIi0s8YpvoJS4msWLECQDOR90PxeJx33nmH0aNHH/Bu3PLxlM/nrVBeDPpQCPE2m83qXWCz2XbaVVvfTemP9L2U/kjfS+mPDpXv5Z7kHLVgi4jIHiuGaLU0i4iIiGyh6VJFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEHH1dARGRQ41pmkQiETo6OgiHw0QiEeLxOMlkknQ6TS6XI5/PW/sbhoHNZsNms2EYRq9imiYA+Xwe0zTJ5/PkcjnrcZHdbsdut+NwOHC5XHg8HjweDz6fj2AwSCAQIBQK4Xa7D/jnISIiIvJxoYB9gIwcOZK5c+dy0UUX9XVVdujVV1/lsssu4/nnn2fo0KF9XR2Rg1o6naaxsZH169ezceNGNm3axObNm2lqaqKlpYVMJtPXVdwuj8dDZWUlFRUVVFZWUlVVRVVVlfW4+HogEMBmUycoERERkZ4UsMVy3HHH8fLLL1NZWdnXVRE5KJimSXt7Oxs3bmTDhg1s2LCB9evXs379ehobG3u1IG+P1wU+l0GZCzwOcDoMnHawG2B0l+4GavJm4bFJ99YEjMJ7Bt37s+U4m2G9bR2fNyGXh0wOMjmTVBaSGUikTeJpyJmQTCbZtGkTmzZt2mndbTYb5eXllJeXEwqFKC8vJxgMEgqFrFJeXm4Fcq/Xi2EYOz2niIiIyMFOAVssLpeLmpqavq6GSL+STCZpbm6mqamJxsZGNm/eTGNjoxVCk8nkDo91O6Dab1DtN6jyG1T5DCq8BuVeg6AHHHaDTM4ksuNTHDimSSoH8bRJLAW5fCF0dyUhkjTpShbqGUkWXs/n87S3t9Pe3r5bp/d4PFRXV1NbW8uAAQMYNGgQgwcPprq6ut+25ouIiIjsKQXsA2jNmjVMmjSJt956i7q6OqZOncrEiROt9//6179y33338d577+Hz+Tj33HO55ppr8Hg8QKGb+U033cSzzz7L8uXLCQaDTJo0ie9973sAJBIJbrzxRv7617/S1dXF8OHDufLKK/nc5z4HQGdnJ7feeisvvvgi7e3tBINBzjzzTKZPn05ZWZm6iMshpTgOuhgS29raaG1tpa2tjZaWFqt0dnbu9DwGUOmDKr9Bjd9GTaAQqGsDBgEPO2y1TWdNfvNahrc35cnuvKG7TzhscPRgGw3HO3A5et9DNm8SS0I0ZRJNFUJ5NFUI5vG0SSwNse73IsnulvJk0mrl35phGNTW1lJfX89hhx1GXV0d9fX11NXVEQwGD9Qti4iIiOwzBewD6JFHHmH69OnMnTuXJUuWcM0111BXV8eYMWP485//zNSpU7nqqqu45ZZbWLNmDTNnzmT9+vXcd9991jluueUWfvaznzFnzhz+8Ic/cOedd3LSSSdx4oknctddd7Fq1SoefPBBgsEgTz75JNdccw3PPfccQ4cOZdq0aTQ1NXHPPfdQVVXF8uXL+elPf8qIESO4/PLL++6DEdkNpmmSTCbJZrNkMhmy2SzpdJpMJkMqlSKdTpNKpUgmk9aEYbFYjFgsRjQaJRqN0tnZSSQSobOzk3A4vMsu3EUuO5R7oaLMoMJnUO6DKm+hVbrca+CwbT9EZ3JQ6NS9rf/3epa3NvXDZN0tm4d/b8iTz2f5j/Hb/q+izAVlLoOaAPTujL6tdLbQAt6ZgM6ESThu0hYzaY+ZtEYhlTVpamqiqamJf/zjH72ODQaDDB48mEGDBjFw4EBqa2uprq6msrLS6p7ucrlKeOciIiIie08B+wC65JJLmDRpEgBXX301r7zyCgsXLuS2227jwQcf5LOf/SxXXnklAMOGDcM0Tb773e/y/vvvM2LECAC++MUvcsEFFwDw7W9/mwULFrB8+XJOPPFE1q1bh8/ns1p9vv/973PiiScSCoUAOO200zjxxBMZOXIkAEOHDuWxxx5j9erVB/qjkI+5RCLBAw88wNKlS/u6KiWRzkFzBJojJjsKzH1t4sSJNDQ0sHjxYpYtW2bNLr6v3tqU563fp0tyrh0ZWmEwcYyd1u7PuDmSpzlSCORdXV10dXXx7rvv7vb5Bg8ezIwZMxg+fPh+rLWIiIjIthSwD6ATTjih1/Nx48bxyiuvALB69WrOPffcXu9/8pOftN4rBuytf2AMBALW+MVvfOMbfPvb3+aUU07hmGOO4bTTTuO8884jEAgAhYD/wgsv8NRTT/HRRx/x/vvvs2HDBo444ojS36wc0lauXPmxCdcHi4aGBurq6mhoaDjoPnu7DY6otjG8ZktLeCprsils8m5jntVNeTZ37v4vDDZt2sRf//pXBWwRERE54BSwD6Ctl7TJ5XJW18bttTYVu686HFv+mLbXFbJ47HHHHceLL77I3/72N/7+97/z9NNPc//99/Pwww9z0kkn8a1vfYv33nuPL3zhC3z+85/nE5/4BDNmzCjZ/YkUHXvssXzzm9/kiSeesL7HxTWbe67d3NOu3odt/57kcjlSqdRud/XeEQMIeAol6DEIlhkEy6DcYxDyGpSXGfg9YCvhLNil7iK+ePFiqwV7Z5/hnhoz2LbdLuKlYJqFcdsdCZPXPsxv03q9Kx6PB4fD0et+DcPgmGOO4Qtf+MJ+qbOIiIjIzihgH0ArV67krLPOsp4vX76cUaNGAYUJzJYvX95rLPTrr78ObNtqvSN33303J5xwAmeeeSZnnnkm1113Heeeey7PPfccwWCQl156if/3//4f48aNAyCTybBu3Trq6upKdIciBQ6Hg4aGBhoaGg7I9XK5HOl0mmQyaY3BLpZIJEIsFrPGXnd1dREOh+no6KCjo4Ouri5M06QrWZgxeyPb7wZut0GF16DCC5W+wozgVd0zhFf6DJz2PQvf/zHegW15tmSTnC1btoylS5eWLFzvbJKz3ZXLFwJ0V9KkK1EIzeGESUesMAa7LWaS3MkE4qFQiKFDhzJkyBBrDHZNTY01Brs4AaSIiIhIf6GAfQAtXLiQ+vp6xo0bx+OPP87q1au5/fbbAfj617/O97//fe677z4mTpzIRx99xJw5czjjjDN2O2CvX7+e3//+98yZM4f6+nr+9a9/sWnTJo477jiqq6txOBwsXbqUyspKwuEwDzzwAC0tLaTT+3d8pcj+ZrfbKSsro6ysbI+PzWazhMPhbWYRb25utratra3k8nlao4VJubYO4AaFSdCq/QY1ARs1foOaQKEEdzCTuMthcMknnSVbpiuSNOmIm1R4DQKefW9pD3jY5pcGebOwRFc0aRJJFbbRVOG1WGrL7OHFbSK96xHrhmFQXl7OsGHDGDZsGPX19ZpBXERERA5aCtgH0JVXXsmjjz7KjBkzGDFiBA8++CDDhg0D4Oyzz+aOO+7g/vvv57777qOyspIvfOELTJ06dbfPf8MNN3DLLbfw4x//mHA4zJAhQ/jRj35kTYp28803M3/+fP7rv/6LmpoaPvOZz3D55Zfzwgsv7Jf7FTkYOBwOqqurqa6utiYA3Foul6O1tdVaA3vz5s1s3ryZjRs3snHjRuLxOB1x6IibvNec63Wsy06vlu5iK3iwzCDgNvC6Cy3i+6rSZ3BY1Z4fZ5qFZbS2LK1lEk3Sve61uWUd7ERh2a38HjaO22w2ysvLqaqqorq6mgEDBvRaB7u8vJwPPviA0aNH4/V69/wGRERERPoRwyzVQD055K1YsQKAsWPH9nFNZGvxeJx33nlHIWY/ME2TcDjMxo0bWb9+vVU2bNjA5s2bdzk+3ADcTvA4Cq3aDluhO7rN6H7TLLQCm2ah5IvPtzqHQeEYo2fpWU8gny8sv5XNQTpXCNapzJ7Pix4MBqmoqKC8vNwqoVCIYDBIeXm5tS2+Zrfbd3gufTelP9L3UvojfS+lPzpUvpd7knPUgi0isg8Mw6CiooKKigrGjBnT671MJmO1dG/atInNmzfT3NxMc3MzbW1tdHZ2YgLJDN1jkfvu951ut5tQKER5eTkVFRVUVlZapaqqytpWVFT0mnhRRERERLbQT0kiIvuJ0+m0xhRvTy6Xo6uri0gkQjweJ5lMkk6nyWazvVq+bTYbhmFgs9msx7BlbLdpmpimST6f71V6dlCy2WzY7XacTiculwuPx4PH48Hn8xEIBLa7QoGIiIiI7BkFbBGRPmK3263WbxERERE5+Nl2vYuIiIiIiIiI7IoCtoiIiIiIiEgJKGCLiIiIiIiIlIACtoiIiIiIiEgJKGCLiIiIiIiIlIACtoiIiIiIiEgJKGCLiIiIiIiIlIACtoiIiIiIiEgJKGCLiIiIiIiIlIACtoiIiIiIiEgJKGCLiIiIiIiIlICjrysgIiJ7LhaL8dFHH7Fu3To2bNhAY2Mjra2tdHR0kEgkyGazGIaB2+0mEAhQWVnJwIEDGTp0KIcffjgjRoygvLy8r29DRERE5GNFAVtEpB8zTZOmpiY+/PBDPvjgA9asWcMHH3zA5s2bd+v4aDRKW1sbH3300Tbv1dbWMmrUKEaPHs3RRx/N8OHDcblcJb4DERERkUOHAraISD+QSCTYvHkzmzZtYuPGjaxfv55169axbt064vH4do8JlkFtwKAmYKPSD6EyA5/bwOMEuw1ME9I5SKShK2HSHjNpiZg0dZq0RU2am5tpbm7mpZdeAsDpdHLkkUcyevRoRo0axVFHHcXAgQMxDONAfhQiIiIiBy0F7H5o5MiRzJ07l4suuqik550wYQIXXnghV111VUnPKyK7lkgkaGlpobm5maamJpqammhsbLRKOBze4bF2A2qCBgNDhTKo3MagkIHXvffBN5Ux2dhhsr49z7q2wjaezvD222/z9ttvW/sFAgFGjBjB8OHDOeKIIxg2bBh1dXVq6RYRERHZDgXsQ8jixYtxu919XQ2Rj5V0Ok1bWxvt7e3blLa2Ntra2mhtbSUSiezyXGUuqPQZVPsNqgIGNQGDAUGDKr+B3VbaVmS30+CIWoMjagtzXZpmoVV7XbvJhvY8G9oLLd2RSIQ33niDN954wzrWZrMxePBgDj/8cOrq6qivr6euro6hQ4fi9XpLWk8RERGRg4kC9iGksrKyr6sgctDJ5XI0Nzezfv16Nm3axObNm2lsbKS5uZmWlha6urp2+1xuB5R7je4CFT6DYBm47AYhr4HHuf0Q3ZUAMEtzQ9vh94DTblAdMKgOwPGH2QHI5kyaukw2h00aO/M0dhZCdyKTZ8OGDWzYsGGbc1VWVjJ48GAGDRrEwIEDGTBgALW1tdTU1FBdXa1f8omIiMjHmgJ2P7VmzRomTZrEW2+9RV1dHVOnTmXixIkAzJ8/n1dffZWamhpefPFFLrzwQmbMmMGTTz7JokWLWLt2LTabjaOPPprrrruOsWPHAr27iM+fP59//vOfnHrqqTz22GN0dHQwbtw4Zs2axfDhw/vy1kX6RCKRYNOmTaxfv94a/7x+/Xo2bNhAOp3e6bEOGwQ8ECgz8LsNAh7wewyCZQZBj0HQWxgf3TNAp7MmT/0zy/+szJPN7++72zmHDUYPtnHhCQ5cji11dNgNhlQYDKkAKIRu0zSJJKG5y6S5K09zpDCuuzViEkthtd6/9dZb271WcUbzqqoqqqqqCAaDpNNpwuEwgwcPprq6msrKSux2+wG4cxEREZHSUsDupx555BGmT5/O3LlzWbJkCddccw11dXWMGTMGgH/84x9cdtllLFmyhFwux5///Gdmz57NjTfeyPjx42lpaWHOnDn87Gc/Y8mSJdu9xuuvv47b7ebBBx8kk8lw7bXXMmvWLBYtWnQgb1WkJEzTJJ/Pk8lkiMVipNNpMpkM6XSaRCJBMpkkFosRjUbp7Oyko6OD9vZ2WlpaaGpq2uUY6Eo/VPkMKnyFFuiQF0Jeg4DHoMzJbk0Els5uaYX+79ezrNzYx8m6WzYPKzbkyZtZvjR+1/9b8Dihvsqgvqp3CE6kCxOpdcRMOuKFbWfCpCsOnYnCdSKRCJFIhLVr1/Y69plnnrEe22w2ysvLqa6utoJ4ZWUlFRUVlJeXEwqFCAaD+P1+fD4fLpdLE7GJiIhIv6CA3U9dcsklTJo0CYCrr76aV155hYULF3LbbbdZ+0ydOpVAIABAS0sLN910E+effz4AQ4YMoaGhgdmzZ+/wGtlslnnz5hEKhQCYNGkSt9566/66JZEdWrt2LbNnz2b9+vV9XZXtypnQEoGWiMn+7KpdChMnTqShoYHFixezbNkyTHP367tyY56VG3feWr8/lLmgygeRFEQSkM/nrZbwPXXddddxxhln7IdaioiIiOyaAnY/dcIJJ/R6Pm7cOF555RXreVVVlRWuAU488UQ++OAD7r33XtasWcPatWtZtWoV+fyOW8iqq6utcA2FrpuZTKaEdyGye958881+G64PNg0NDdTV1dHQ0MDSpUv7ujq7pcpncP5xdiLJQkv35nBhkrXNnXv+y4xXX31VAVtERET6jAJ2P2Wz2Xo9z+VyvZbF8Xg8vd5/5plnmDZtGueddx7HH388kyZNYvXq1TttwdYyO9JfTJw4EcMwePPNN/f5XMWu4qZpkslkSKVSpFIpEokEsViMSCRCNpvd5XnKy+ie9GvLrN6VPgO/e/e6g+/K/uoivnjxYqsF2zCMPWrB/sQQ2251Ed9d2ZxJVwLCCZNIwqQrWdhGkhBJmUQTEEnChg6T+17Y9Z9Jset4MBgkFArh9Xp7jdWurq6moaGhZPUXERER2VMK2P3UypUrOeuss6zny5cvZ9SoUTvc/8EHH6ShoYFZs2ZZrz3//PNAIXBofKL0Zy6Xi/PPP98a4rA/maZJIpGgo6ODtrY2mpubaWxsZNOmTdYkZ5FIhHB3MHy/uXdAddnZMg67DILd47ALBQIeA68bbLv4O/el8Q5sRpZ3NpV2krNly5axdOnSPQrXO5rkbHdk8ybt0S0TnbVFTdpihdeiyd3vUB8KhaipqaGqqsoae11TU2NNiFZZWUkwGNzml48iIiIi/YkCdj+1cOFC6uvrGTduHI8//jirV6/m9ttv3+H+gwYNYvny5axcuZJAIMALL7zAY489BhTW6dXSOCIFhmHg9Xrxer0MGTJkm/dN0yQcDlszifecTby5uZl099JVTV07jo42A3xuCJYVgncxiJeXFZbjKvcWlue6+CQnmVwhiJZKJGkSjpmU+wrX3h3FZbp2JpcvhOemzsK9N3eX9phJficp2u12U1NTY5Wek5ZVVVXh9XppbGxk7NixWkNbREREDnoK2P3UlVdeyaOPPsqMGTMYMWIEDz74IMOGDdvh/jNmzOD666/n0ksvxeVyMWrUKObNm8c111zDihUrGD9+/AGsvcjByzAMKioqqKio4Jhjjun1Xjqdtlq8m5qaaGlpoa2tjba2NmtSrs7OTvLdS1lFkjueFM1uQNALFd7CzOSVPoNKv0FV93ZHa2LvSoXPoL5qrw61ZHMmjZ0mGztMNoXzbA4XwvSOWtq9Xi9Dhw61ypAhQxg4cCCDBg0iFArttAdNPB6ntbV13yosIiIi0k8Y5p4M0BPZiRUrVgBY625L/xGPx3nnnXcYPXq0Wgn3s2w2Szgcpr29nba2NlpbW2ltbaWlpYWWlhaam5tpbm4ml8vt9Dx+D9QEDGoDBgNCNgaGDAYEDdx7Gbx3pjNusr49z7q2wnZT2CS3nTBdVlbG4YcfbpX6+noOO+wwqqqq9noYir6b0h/peyn9kb6X0h8dKt/LPck5asEWESkhh8NBdXU11dXVO9wnl8vR1tZmtYRv3ry51zjwcDhMNAnRpMmHLSawJe1W+QwGlhsMDBndodtGuW/XY76LYqlC6/SmjjwbOkw2tOfpTGy7XzAY5KijjuLII49kxIgRDB8+nIEDB2oMtIiIiMhOKGCLiBxgdrud2tpaamtrt/t+LBZjw4YNrF27lrVr1/Lhhx/y4YcfFrqjxwqTiK3cuGV/h63QNTxYBn63gdsJDpuBCaSzJvE0RBKF8dLx7SxzbbPZGDZsGEcffTSjR4/m6KOPZtCgQZocUURERGQPKWCLiPQzPp+PkSNHMnLkyF6vd3Z28sEHH1jlo48+Yv369WQyGVoiJi0R2J15uwcNGsSIESM48sgjGTVqFCNHjqSsrGz/3IyIiIjIIUQBW0TkIBEKhTj++OM5/vjjrddyuZw18VpLSwudnZ0kEgkymQyGYeDxePD7/VRWVjJo0CAGDx6sMC0iIiKynyhgi4gcxOx2O4MGDWLQoEF9XRURERGRQ55mqxEREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAUdfV0BE5GCVTqcJh8NW6ezspKuri66uLqLRKNFolHg8TjweJ5lMkkqlyGQyZLNZTNMEwGazYbfbcblcuFwuysrK8Hq9+P1+AoEAwWCQUChERUUFlZWV1tblcvXx3YuIiIjI1g7agD1y5Ejmzp3LRRdddMCv/Ze//IW6ujpGjBhxwK8tIvtXKpWio6NjlyUcDhOPx/usnsFgkKqqKqqqqqiurqa6uprKykqqq6ut10KhEDabOiqJiIiIHCgHbcDuKxs3buTb3/42ixYtUsAWOUjk83m6urpob2+3SkdHx3af72lottvA5wav28DrKmzLXFDmAo/TwOMEl9PAZQeHHRw2sNnAZoAJmCbk85DNQyYH6axJKgPJDCTSJvEUxFMm0RREkybRJOTyWC3lH3744Q7rZrPZrBbvYik+Ly8vt56Xl5fj9XoxDGMfP2kRERGRQ5sC9h4qdusUkb6XTqd7tSr3DMttbW29nmez2d0+r90Gfg/43QZlbhO3Y0t4LpTCY58LXA5KHEx3fi7TNElmIJoyyechnoKuBESSJpGESSQBXQmTWKrwi4W2tjba2tp2eVWXy2WF7R1ti48DgYBaxkVERES246AO2GvWrGHSpEm89dZb1NXVMXXqVCZOnAjA/PnzefXVV6mpqeHFF1/kwgsvZMaMGbzxxhvceeedrFy5EofDwYQJE7j22mupqKgAYMKECUyePJk333yTl19+GZfLxXnnnce0adNobGzkzDPPBOCyyy7je9/7HldddRUffPABt956K2+88QbZbJbTTjuNn/zkJwwZMgSAjz76iDlz5vDmm2+Sz+c5/vjjufbaaxk5ciQAq1ev5vbbb2f58uUkEgkGDBjA5MmTmTJlinUvTz31FC+88IJ171u/NnLkSL773e/y1FNPkclkeOyxx5gyZQoXXnghV111lXXchAkTrNdyuRx33HEHzz77LG1tbQwdOpT//M//5Ctf+cp+/pMT6S2XyxGLxYjFYsTjcSKRCNFolEgkQiQSsVprOzs76ezstMY872lrs9cF/jKDgAf8HqMQootbt4HfY+DzgMcJ2RwseT3Hqk0m2XzxF2v96xdsDhuMHGzjgvF2nI7ewTyf7271TphEkltav6Mpk1jxcbIQxNPZwi8rmpqaaGpq2uV1bTYboVDICt2hUMgqxTHjwWCQYDBIIBAgEAjg8XjUQi4iIiIfewd1wH7kkUeYPn06c+fOZcmSJVxzzTXU1dUxZswYAP7xj39w2WWXsWTJEnK5HP/+97/56le/ysUXX8wNN9xAS0sLs2fP5mtf+xpPPvkkdrsdgLvuuosf/ehHXHvttbz22mtMnz6dMWPGcN555/Hkk0/y5S9/mfnz53PaaaexceNGLr74Yk499VQeeeQRUqkUN998M5deeinPPPMMfr+fH/zgB4waNYr//u//JpvNcsstt/C9732PP//5zyQSCaZMmcJpp53G448/jt1u58knn+SWW27hlFNOYfTo0bv9efzmN7/hoYceIpfLcfjhh+/W/suWLePOO+9kwIAB/OUvf2HmzJkceeSRjB8/fq/+TOTgk8/nyeVyvUo2myWbzfZ6XJycK5vNkk6nrdeKJZ1OE4/HSafT1vNUKkU6nbYeFyf6SiaTJBIJksmkdczeshmFLto+D/jd4OsZmMu2PPZ5wG7bvYCXycHT/8jyzsb+Fai3ls3Dyg158qbJF0/c9p9zj7PQTb06CDtrGU9nC13RY6lC4I51B+9YauvXIZUtfGeKvQZ2l81mw+/34/P58Pv9+P1+vF4vLpeLZDLJ66+/TjAYxOPxWMXtduNyuXC73bjdbpxOJy6XC4fDgdPptLZ2ux273Y7NZlOIFxERkT51UAfsSy65hEmTJgFw9dVX88orr7Bw4UJuu+02a5+pU6cSCASsfUaOHMmMGTMAGD58OHfccQcXXHABL7/8Mp/+9KcBOP3007nssssAqKur49FHH2X58uV88YtfpLKyEoBQKITP5+O+++7D6/Vy2223WbP63n333Zx55pksWbKEyZMns27dOk499VSGDBmC0+nk5z//OWvWrCGfz5NIJLjsssuYPHkyPp/PqvPDDz/MqlWr9ihgX3DBBYwdO3a391+3bh1er5ehQ4dSW1vLpZdeyhFHHMGwYcN2+xzSfzU3N/PDH/5wt1okD2Z5EyLJQinon63NPU2cOJGGhgYWL17MsmXL9nnoyTsbTd7ZmClR7faP4jj4rq6uPrn+2WefzQ9/+MM+ubaIiIgcOg7qQXQnnHBCr+fjxo3jvffes55XVVVZ4RoKXbGPP/74XseMGjWKQCDAqlWrrNeGDx/ea59AIEAms/0fXlevXs2YMWN6LZlTU1PDsGHDWL16NQDXXHMNv/71rznppJP49re/zZ/+9CdGjRqFzWajsrKSSy65hGeffZYbbriBK664gs985jNA4QfSPXHYYYft0f6TJ08mGo3y6U9/mosuuojbb7+dyspKqqqq9ug80j81Nzd/7MP1waqhoYG6ujoaGho0r8MB8sYbb+izFhERkf3uoG7B3nqSnVwu1yvoejyeXu/v6Icr0zRxOp3W8+2tL7uzY7cnn89b55w8eTLnnHMOL774In//+9+5++67uf/++3n66acxTZOLL76YyspKJkyYwOmnn87YsWOt1vQd2d6ETVvf766OO/zww/nTn/7Ea6+9xt/+9jf++te/8tBDDzF37lwuvPDCXZ5L+rcxY8Zwzz338O6775JKpWhqamLAgAG43W5M08QwjB1ut+4qXuwu3rNreM8u4j27gWcyGWtbfJxKpcjlciW5LwPwuoszdxe6f3vdhbHUvh5dxH3ds3nvbZfh/dlFfPHixVYLdvFz3xejhxjb7SK+N0yzMIt5zy7i0aRJPF3oJh5PmsTSdHcdL4zf3hfF9b+LXcY9Hg9lZWVWt/Ce3cPdbrfVLdzpdFr/D9jRd7nIbrfzqU99St3HRUREZL87qAP2ypUrOeuss6zny5cvZ9SoUTvcf+TIkfzzn//s9dq7775LNBrdptV6R7b+AW3kyJH8/ve/J51OW8G8tbWVtWvXcskll9DW1sa9997LN7/5TS666CIuuugimpqa+NSnPsVrr71GU1MT4XCY5557zgrkxdb04g+ITqeTWCzW67pr167dZV2dTifRaNR6Ho1Ge80mvGjRIqqqqjj33HM57bTTuPbaa7niiiv44x//qID9MXHUUUdx1FFHEY/Heeeddxg9ejRer7dP6pLNZq3x18Wx14lEwtoWJzmLRqPEYjFrorNit+Kuri4SiQQmxfBXPPOOu4QXZwMPFMdllxlbHnu2THbmc4Ntq/HZF57owGbkWLUpT3bPOpPs0rJly1i6dOk+h+udTXLWk2mapLJYE5tFkyax4uMeY66Lk57l9vB+bTZbr8nNek5y5vf7rW2x+Hw+q6RSqT7/boqIiIiUykEdsBcuXEh9fT3jxo3j8ccft2bj3pErrriCSy65hDlz5nDJJZfQ2trKnDlzOProoznllFN265rFHwBXr17N0UcfzVe+8hV++9vf8uMf/5jvfOc7pNNpbrnlFioqKjj33HPxer389a9/Zd26dfzwhz/E7/fzu9/9DqfTyZgxYzAMg0QiwbJlyzjhhBNYs2YNc+fOBbAmfjr22GMJh8MsWLCAs88+m5dffpmXXnqJ8vLyndb12GOP5Y9//CNnn302wWCQu+++25rIDaC9vZ17770Xj8fDqFGjWLNmDe+88441/lyklBwOBw6Hw5prYG+k02nC4XCvmcQ7OjoIh8O0tbURDoetpbkikQi5PHTGoTO+63HZxVZwv3vLzOKDKw2GD7BhtxmUucHnMvC4wLaPLaGRhEln3CTkNQiU7f25/J7CGPTOBEQSeSIJ01qyqzh7eKR7xvDsHnYg8Hq91rJcPZfp6lkqKioIhUL4/X4t2yUiIiLCQR6wr7zySh599FFmzJjBiBEjePDBB3c6Qde4ceN4+OGH+cUvfsEXv/hF/H4/Z511Fj/84Q97dRHfmYqKCr70pS8xb9481q5dy89+9jMee+wxbr31Vi6++GJcLhennXYat956K8FgEICHHnqIW265hcsvv5xEIsHo0aN58MEHqa+vp66ujpUrV3LzzTcTjUYZMmQIX/7yl3n++edZsWIFX/nKVzj55JO56qqr+NWvfsXdd9/Npz71KaZOncqiRYt2Wtcf/OAHhMNhrrjiCgKBAFOmTOk1wdD3vvc9MpkMN954Iy0tLdTU1PCVr3yFb33rW7v1WYgcaC6Xi9raWmpra3e5b3GN7Pb29l5rYm9dwuEw+XyeeAriKZNmYGdBvNhFvdjy7fcY3V3Wu9fHdhW6ppe5wOMycDu2XSu73GdQt4Pz502TdBaSaUiku2fxTvdocU5uWfO6K7FnXbS9Xi+VlZWUl5dTWVlpheee610XH7vd7t0/sYiIiIgAYJia9UVKZMWKFQB7NJO5HBj9oYt4f5XL5ejq6qK9vd0K5MWW8OJSVMVW8q6urr3u0u20F4rdXui6Xozbpgk5s9DCnM0VlgjbU16vl6qqKqqrq6mqqrJKcdLCYpjenXkaDjR9N6U/0vdS+iN9L6U/OlS+l3uScw7qFmwRkX1lt9utlttdyWazdHZ2WoG7uC12W+/s7LTGixfHkBdXA8jsYXguTvwVCoUIhUJWy3LP4FwM1R/n/6GJiIiIHEwUsEVEdpPD4bCC7e4wTZNUKkU8HrcmeCvOym6aJqZpYrfbsdlsuFwu3G43ZWVleL3e7a5mICIiIiL9mwK2iMh+YhgGHo+nX3bNFhEREZHS07SvIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiXg6OsKiIgc7NLpNG1tbbS3t9Pe3k5nZyednZ1EIhFisRjxeJxkMkk6nSabzZLP5zFNE8MwsNvtOJ1OXC4XHo8Hr9eLz+fD5/MRCAQIBAIEg0FCoZC1dbvdfX3LIiIiIrIdCtglNnLkSObOnctFF110QM87f/58nnrqKV544YX9Wg+RQ1Eul6OpqYlNmzaxefNmNm/eTFNTE01NTTQ3NxMOhw9ofdxuN8FgkGAwSCAQwO/34/f78fl8lJWV4fV68Xg8uN1u3G43TqfTKg6HA7vdjs1ms7Y2mw3DMKxtsfTcr+cvAux2+wG9XxEREZGDhQK2iAhgmibt7e1s3LiRDRs29CqNjY1ks9mdHm+3QaAMfB4DnxvK3OB1Gbid4HKCy2HgsBX2M4xCMc1CyeYgk4NMziSdgWQGkhmTZBoSaUikTOKpwuO8CalUipaWFlpaWg7Qp9Obw+HA7XZbYb5na3soFKKiooKKigqqqqqorq6muroan8/XJ3UVEREROZAUsEXkkJHP52lvb7daoTdt2sSmTZvYuHEjGzduJB6P7/BYhw3K/VDhMyj3G5T7oNxnEPQaBMugzAWGYVj7Z3Mm0eSe1tDY6bumaZLOUgjeGZNUGlJZSKVNUllIZyGdKQT1YmjPdpe8Cbk85POFx6ZZ2MKW54WLFKpRfL/nfta9ZbNks1lisdhu35nf76e2tpba2loGDBjAwIEDGThwIOXl5SSTe/xBiYiIiPRLCtj7wZo1a5g0aRJvvfUWdXV1TJ06lYkTJwLbduXe3muNjY3MmjWLV155hUAgwI9//ONtrvHEE0/w8MMP09TUxKmnnsrQoUO32efDDz/k8ssv55///Cfl5eVceumlfOtb3wIKQeOhhx7id7/7HRs3bsTlcnH88cdz/fXXU19fvz8+FpH9Jp/PE41G6ezsJBwO09HRYY2Hbm1ttVp7W1payGQyOzyPAYR8UBUwqAwYVPq3PA6W9Q7QO5LJmjz7eo7VG02y+RLe5AHisMFRgw2+MN6O01G4X9M0rYBeDOyZXDHQmyQzPVra0xBLFn65EE2YdCUglYFoNEo0GmXNmjXbvW4gELBC94ABA6wwXl1dTU1NDaFQCJtN83KKiIhI/6aAvR888sgjTJ8+nblz57JkyRKuueYa6urqGDNmzC6PzWazfP3rX8fv9/PYY4+RTqeZNWtWr32effZZZs+ezU9/+lNOPfVU/vznP3PnnXcyaNCgXvs99thj3HDDDcyZM4dnnnmGO+64g2OOOYZTTjmFRYsWsWDBAm655RaOOuoo1q1bx4wZM7j55pu57777Svp5yKGp54Re+XyeXC5nbXO5nNUKmslkrJJOp62SSqVIJpNWSSQSJBIJYrGYFdaKJRaLYZrmrivVLeQtBOlyXyFEF7YGIR847NsP0ZkcFJp3d+6Z13K8u3H369LfZPPw9nqTfD7HeZ/cdqy1w14oHuuVnp/X9j+7dNYkEofOuEln3KQrDp0xk3AcOmOFLvGRSIRIJMJ777233XPY7Xar63koFKK8vNzqll6cFK6srIyysrJeY89dLhc1NTW4XK59+lxEREREdocC9n5wySWXMGnSJACuvvpqXnnlFRYuXMhtt922y2P//ve/89577/HnP//ZakmeO3cuX/ziF619Hn30UT7/+c8zefJkAL75zW/y5ptv8u67725Tj+JxV155Jb/61a946623OOWUU6ivr+eWW27hjDPOAGDIkCGcc845LFu2bF9vX4T/+7//Y+bMmX1djR3qjBfKupae/aL7j4kTJ9LQ0MDixYtZtmzZHv3yoFTe3Wjy7lM7H3deKkMq4Zzj7XTGoStuEo5hBfGuhEksWZhorrW1ldbW1j0+/8CBA/n1r3+tydlERERkv1N/u/3ghBNO6PV83LhxO2yV2drq1asJhUK9ummPHj0aj8fTa5+xY8f2Ou64447b5lyHH354r+fBYJBUKgXAhAkTqKys5K677uLqq6/mggsu4Ne//jX5/EHYp1X6nUQi0ddVOKg1NDRQV1dHQ0NDn4TrA80wwOsGnwe8bgOfB3xuo/CaG9z7+KvgRCKhf9tERETkgFAL9n6w9TjBXC630+6JPWcnNgxjuz8IOhy9/6i23sfpdG5zzPZaa4o/rD/44IPce++9XHjhhZxyyilcfvnlPP/88/zhD3/YYT1FdteZZ57JuHHjrK7bxe/djrqIF7epVGqnXcTj8TjxeJxYLEYsFiMSiexxmC9zdXcP90K536DCZ1ARgEqfQZl712Osd6UUXcQXL15stWAbhtEnIXvUEGO7XcT3hmmaJNLQlYCuWKGbeDhW6CbeFYfN7TD/D7ldnsfpdFJeXk55eTmhUMhaI9zn8+H1eq3lyTweDy6XC5fLhdPppL6+frv/RoqIiIiUmgL2frBy5UrOOuss6/ny5csZNWoUUPgBceuZd9euXWs9Hj16tDUO8cgjjwTgo48+IhqN9tpn+fLlXH755dZrK1as2KM6PvDAA3z3u9/lm9/8pvXaggULDonWMjkwissz7W+5XM6a4KxY2tvb6ejooK2trdckZ/F4vDAZVxoaO6DQNXzLd77MBZV+g8oAVAaMwgRn/sI47eKEX7ty/ift2PZxkrNly5axdOnSPgnXDhscNaT3JGc9maZJLt+9rFi2MIFZMmNan2s8VejSHUuaRBIQ6Z7oLLuL/Gyz2aiurmbgwIHWTOM1NTXU1NRQXV1NVVUVgUBgtyaaExEREekrCtj7wcKFC6mvr2fcuHE8/vjjrF69mttvvx2AY489lnA4zIIFCzj77LN5+eWXeemllygvLwfgpJNOYty4cVx77bXccMMN2O125syZ06tV/Jvf/Cbf+c53ePjhhznrrLP43//9X5577jlqa2t3u46DBg3ib3/7GxMmTMBms7FkyRL+9Kc/HZBAJFJKdrudUChEKBTa5b7RaJTGxsZey3Rt3ryZDRs20NLSQiING9tNNrbD1uOyA2VQ4Teo8G1p+Q75IOQtdGm2dQc/p8PgwpMde7lMV3c9E4VW3pDXwF/WO1CapkkmW1wruxBu093LdaWzZvcyXcUlugrLdeXyW5boyvVYpstky1rcxccGsKnd5JfPZa0luvLmlmOzub0fsV5ZWcmAAQO2WaYrGo1y8sknEwwG9/LMIiIiIv2DAvZ+cOWVV/Loo48yY8YMRowYwYMPPsiwYcMAOPnkk7nqqqv41a9+xd13382nPvUppk6dyqJFi4BCK84vf/lLbrzxRqZMmYLH4+Fb3/oWGzdutM7/mc98httvv5358+dz1113ceyxxzJlyhSeffbZ3a7jvHnzmD17Nl/60pfw+XyMGzeOWbNmMXPmTDZt2sTgwYNL+6GI9AN+v58RI0YwYsSIbd5LJpNs2rSJDRs29CobN24szHDd3Rq7rgW2jpg2A/we8JcZ+D2F8cRet0GZCzwuA5cDnA5w2gv72myFIFsMsNl8oTU4kysse5XqXut6bYtJIp0nkYJE2iSegnhq23Wp+4rT6aSsrAy/32/N6F2c4buyspKqqiqqqqqsVujtDZWJx+O888472wyDERERETkYGab6BEuJFLupbz0Bm/S9YogZPXo0Xq+3r6tz0Onq6mLjxo1s2rSJTZs20djYSGNjI01NTbS2tvbJBFoul8sKtYFAAL/f32upKo/HYy1X5XK5cDgcuFwubDYbDocDu92OzWbDZrNhGMY2j4vb4n4Oh8M6R3GMcynGNeu7Kf2RvpfSH+l7Kf3RofK93JOcoyYDEZFdCAaDBINBRo8evc17uVyO9vZ2WltbaWtrIxwOEw6H6ezsJBKJEIvFiMfjpFIpUqmUtTa4aZpWqC1OyOXxeCgrK8Pn8+H3+/H7/da1i6W8vJxgMNhrZQERERER6R8UsEVE9oHdbrcm4xIRERGRQ5vWwRYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJQwBYREREREREpAQVsERERERERkRJw9HUFREQ+rvL5PMlkklQqRSqVIp1Ok81myefz5PN5AGw2G3a7HYfDgdvtxuPx4PF4cDqdGIbRx3cApmmSy+XI5XKYpolhGBiGgcPhwGbT72hFREREelLALoGRI0cyd+5cLrroor0+x6ZNm3jjjTc499xzAejo6OB//ud/+PKXv7xPdXvxxReZNWsWLS0t/PjHP2bhwoVceOGFXHXVVft0XpFDTS6Xo6Ojg7a2Ntrb2wmHw1aJRCJWiUajRKNR4vE4yWRyr6/ncDjw+Xz4fD78fn+v4vP58Hq9eL1ePB4Pbrcbl8tlhd5i8M3n82SzWbLZLOl0mmQyaZV4PE4ikSAej1slkUhYpfgLgUwms8M6Op1O3G43Xq8Xn89HIBAgFApRUVFBVVUV1dXV1NbWMmDAAGpqarDb7Xv9eYiIiIgcDBSw+4mf/OQnDBkyxArY8+bNY8OGDfscsH/xi18wbNgwFi1aRHl5OQsXLixBbUU+fvL5PK2trWzatInNmzezefNmmpqaaGpqorm5mfb2dqvVeW/YbWC3g90AwwADwADThLwJ+Txkc4XHANlsls7OTjo7O0tyf/tDJpMhk8kQjUZ3ua/dbmfAgAEMGTKEoUOHUldXR319PbW1tQegpiIiIiIHhgJ2P2WaZknO09nZyRlnnMHQoUNLcj6Rg5lpmnR2drJx40Y2bNjAhg0b2LhxI+vXr2fz5s2k0+mdHm8Y4POA32Pg9YDXDT63QZkbPC6DMhe4XeB2GthtJv+7Is+aRpNcHqsczOw2GD7I4KzjbNhsBrk8ZLKQypikMpBIQyJlEktCNGHSlYCumElXvNADYNOmTWzatIl//OMfvc7r8/kYNmwYw4YN47DDDuOwww6jvr6e8vLyftFNXkRERGR3KWCXyJo1a5g0aRJvvfUWdXV1TJ06lYkTJwIwf/58nnrqKV544QVr/56vffWrX+W1114D4LXXXuOTn/wkTz31FFDofr5q1SpM0+Thhx/m8ccfp7W1lcMPP5yvfe1rnH/++QC8+uqrXHHFFVx99dUsWLCAIUOGsHLlSgDuvfde7r33XlatWmVdP5PJ8KlPfYrJkyfzve99z3r98ccf55577uGvf/0rDoe+HnJwMU2TWCxGS0sLLS0tNDc309TUxObNm61wF4/Hd3i8AZT7IeiFkM+g3AcBr0HQBwFPIUjbbLsX+P7wWp73NpXmF2X9RS4PqzeaYOQ595N2nIDHBQF6fibbfj6maRJNQGfMpD1i0hGF9i6TtghEEhCLxXjrrbd46623eh0XCAQYOnQoQ4YMYfDgwQwaNIiBAwdSW1tLZWWlupyLiIhIv6MEVSKPPPII06dPZ+7cuSxZsoRrrrmGuro6xowZs8tj58+fz7e//W0GDhzI9ddfj9PpJJlM0tjYyPz58wG48847efbZZ7n++us54ogj+Mc//sHMmTOJRCJMnjwZKLQQvfjiizzxxBMkEgmqq6tpaGjg85//PFOmTOl1TafTyfnnn8/vf//7XgH76aef5vzzz1e4lj7R1tbG+vXrrefZbNbqhlycLKw4bjgWixGNRolEInR2dhIOh+no6NhlK/TOmEBHtFAKz3pu+5eJEyfS0NDA4sWLWbZsWcl6veyO1RtMVm/Ilux8tSEYf5SNti5o7TJp7TLpjEEkEuGdd97hnXfe2eYYm81GRUUFFRUVlJeXEwqFCAQC+P1+vF4vZWVl1vj0o446Sl3RRURE5IBQiiqRSy65hEmTJgFw9dVX88orr7Bw4UJuu+22XR5bXl6O0+nE4/FQWVkJYM0iXFNTQzweZ+HChdxxxx185jOfAaC+vp6NGzeyYMECK2ADTJkyhcMPP9x6brfb8Xq91NTUbHPdL33pSyxcuJA33niD4447jg8//JA33niDG2+8cR8+CZG909zczGWXXbZP45x7qgkVWqFDXoOg1+TfHxZaTD8uGhoaqKuro6GhgaVLl/Z1dfaJ02kw5nBbr+7gmWx3S3ek0OodjpmEo4UAnkgVxsy3tbXR1ta2y/P7/X6eeOIJnE7n/rwNEREREQXsUjnhhBN6PR83bhyvvPJKSc79/vvvk0ql+OEPf9hrWZyeMwMX9QzXu3LUUUcxduxYnn76aY477jiefvppjjnmGEaMGFGSeovsCY/HQzAYJBwOl+R8bRFIZ03SWUjn4Oh6g4DPoNxvUOEDl3P/ju39w2s5Vm/Yf63KixcvtlqwDcM4oC3YRw01OPeTpeue7bTTK1ynsyYdEWiLmLR1mYSjhbAdjhXC9Z4KBAJaUkxEREQOCAXsEtn6h7dcLofL5drh/tns7nevLP7g/Itf/IIjjjhim/d7Xsftdu/2eaHQin3nnXcyffp0nnnmGb7+9a/v0fEipRIMBvntb39LJpMhl8uRyWSsLuLFJaOSyeR2u4h3dXURDodpb2+nra2NcDhMPp+nM1YY97vFlsd+D1QEDCoDUOE3qAwYVAQK464d9n0P31/4pJ0/Gjne32SSze3z6baxbNkyli5dekDDtcMOIwYbfP5EO07Hvn9G6YxJW8SktQtaO/O09egevjPFXjlVVVVUVlZSXl5OMBi0uoj7fL5eXcRra2s1XltEREQOCAXsElm5ciVnnXWW9Xz58uWMGjUKKIx3jsV6/8S4du3anZ6vZ2vOEUccgcPhYNOmTZxxxhnW64sWLeL9999n9uzZe13vL3zhC9x88838+te/prW1lS984Qt7fS6RfWW320sShHK5HG1tbdYyW42NjdYkZxs3bqSzs5NoEqJJk/UtsPU464AXKnwGIR8EfQZBr0HQC/4yg0AZuBzscnZrp8PgglMcZHOFWbVLLZow6YybhLwG/rIDM9O2z7Pnv3zI5gqziBdaobe0TLdHCq/vSCgUoq6ujqFDhzJ06FBrkrMBAwbg9/v38U5ERERE9g8F7BJZuHAh9fX1jBs3jscff5zVq1dz++23A3DssccSDodZsGABZ599Ni+//DIvvfQS5eXl1vE+n4+NGzfS2NjIwIED8Xq9NDc3s379eurq6pg0aRJ33XUXfr+f448/nldffZVbb72Vb33rW/tU70AgwGc/+1nuu+8+zjzzTILB4D6dT6Q/sNvt1NbWUltby9ixY7d5PxqNWst0FZfq2rhxozXLeCQOkbgJ2wnfUGjJ9XnA6zbwuqHMBR63gcdZmFXb4zJwOcDlLIRxp93AYe9eB9sGtu61sKF7Hew8ZPOQy0Em1921PQOp7pJMmyQzkEpDsntJrFSmsF8mW1g/O5srzPJtmltqbDMKpbgGt9MOTkch/LscWHV0OwyrroXXCvV12nuv3R1Lgom5pc7F+nbXsbBMF8SSJtFk4TOM7uKXC6FQiKqqKkaNGsXw4cN7LdElIiIicrBRwC6RK6+8kkcffZQZM2YwYsQIHnzwQYYNGwbAySefzFVXXcWvfvUr7r77bj71qU8xdepUFi1aZB0/adIkfvKTn3D++efz97//nS9+8Yv8+c9/5gtf+AJ/+tOfuO6666ioqOCuu+6iubmZQYMGMXXq1JJ06b7ooot45plnuOiii/b5XCIHA7/fz6hRo6xeJkWmaRIOh61lvZqammhubqa5uZmWlhba2tqIxWJkc+y0+3l/sePp4rau6/6tu9vtZuDAgQwePJghQ4ZQV1dHXV0d9fX1OBwO3nnnHUaPHo3X692v9RARERHZ3wzzQM6MI/3S7373O+bPn8/zzz+/TxMBrVixAmC7LYbSt+LxuEJMiSSTSTo6Oujo6CAcDtPZ2UlXVxddXV1Eo1Gi0SixWIxYLEYikSCRSJBKpaxx5Dv6J9dut+NyuXC73dYyUz6fD5/Ph9/v71V8Ph9er9faz+1243Q6cTgc2O12bDYbpmmSz+et8ezpdJpUKkUymSSZTBKPx4nH49aY9p6Pi0uipVIpayx8LpfDNE0Mw8Bms+FwOHC5XHg8HquugUCAUChEZWUlFRUV1NTUUFtbSygU2mGXen03pT/S91L6I30vpT86VL6Xe5Jz1IJ9CFu5ciVr1qzh7rvv5tJLL9UsuyK7wePxMGjQIAYNGrRXxxdDbz6fxzAMDMOwQrGIiIiIHNwUsA9hb775JvPmzeMzn/kM//mf/9nX1RE5JNhsNoVpERERkY8pBexD2OTJk5k8eXJfV0NERERERORjQc0oIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiWggC0iIiIiIiJSAgrYIiIiIiIiIiXg6OsKiIgcykzTJJlMEg6HiUQiRCIR4vE4yWSSVCpFNpslm81imiYAhmFgs9lwOBw4HA6cTiculwuXy2U9djqdVnE4HNjtdmw2G3a73TpH8Xz5fJ58Pk8ul7O2xVJ8r6fieRwOBy6XC7fbjcfjwePxWOcXEREROVQpYIuI7EfpdJrm5mYaGxtpbGykubmZ5uZmWlpaaGtro62tjVQq1dfVLAmv10sgECAUChEKhaisrKSyspLq6mpqamqora1l4MCBeL3evq6qiIiIyH6hgC0ispdM0yQej9Pa2kpLSwstLS00NTVZpbGxkba2Nqu1eGfsNnA7we0CpwOcdnDYC68bNjCK1wTMPJgm5PKFkjchmy08zuYhn4dcDnJmYd+8WShbV8Po/o/NAKN7iwH27udW6XHtwn1vuXY2t+W88XiceDxOU1PTTu81GAwyaNAgBg8eTG1tLQAOh4MRI0bg8/l2/cGLiIiI9FMK2CJySMvn8ySTSZLJJIlEgkQiQTwet7axWIxoNGp13+7s7CQcDhMOh2lvb9+t1meHHUI+CPkMAj4Ieg28bpO318KmVtMKq/FUoRwoZvd/crvO/xaHHYYPNjj7kzacjkJX82wO0llIZSCZgkTKJJ6CWBJiCZNIAiIxk644JNPQ1dVFV1cXq1atss77xBNPAFBZWcmQIUMYOnQoQ4YMscqgQYNwu92l/QBERERESkwBez+IxWLccccdPPfcc8RiMT7xiU8wbdo0xowZw5NPPsmiRYtYu3YtNpuNo48+muuuu46xY8cCMGHCBCZNmsTrr7/Oq6++SlVVFT/96U8BuPXWW2lqauKEE05g3rx5VFVVAfDBBx9w88038/rrr+Pz+TjppJOYNm0aNTU1AHz1q1/l8MMP59133+XDDz/k+uuv55xzzuHOO+/kueeeo7m5Ga/XyymnnMINN9xAZWVl33xwIttRHKMMW8JwIpHYZrt12To0F59vXdLp9D7X0e0Ef1mhBLwQ9BkEvIVAHfRCmbsw7rmnpa+arG/eg2TbT2RzsGq9Sd7MM/GkLfNkuhyFEiiDLW3eWz+GVMakMwqdMZPOGIQjhW1HFOJJaG9vp729nRUrVmxz7erqagYOHMjAgQOtLufV1dVUVVVRWVlJKBTSOHARERHpUwrY+8HVV1/NRx99xNy5c6mvr+eBBx5gypQp3HTTTcyePZsbb7yR8ePH09LSwpw5c/jZz37GkiVLrOPvu+8+Zs6cyc9+9jNuvvlmrr32Wo444ghuvfVW4vE4U6dO5aGHHmLatGk0NTVxySWXcN555zFt2jQSiQTz58/n4osv5tlnn7XGOj755JPceuutjBw5kpqaGubNm8df/vIXbr75ZoYMGcKqVau47rrruP/++5k+fXpffXRyEMjlcvzf//0fa9assV7bOjz27BJdfK/na7lcjkwmY5V0Ot2rpFIpUqkUyWSSpqYmstnsfr6rfZPKFEpbV/EVc6vt/jVx4kQaGhpYvHgxy5Yt260u6fvqvQ0m723IleRcg6vh2+fbSWegIwIdEZP2qElHF4SjJh1RSGegtbWV1tZW3nrrre2exzAMAoEAwWCQQCCAz+fD5/Ph9Xp7TcQ2duxYjjvuuJLUXURERKQnBewSW7NmDS+99BILFizg9NNPB2DmzJkEg0FCoRA33XQT559/PgBDhgyhoaGB2bNn9zrHZz7zGb74xS8C8B//8R88//zzXHPNNRxzzDEAnHrqqbz33nsA/Pa3v2XgwIH87Gc/s47/xS9+wcknn8yyZcu46KKLABg9ejTnnXeetc/YsWM555xzGD9+vFWXU089ldWrV++HT0U+Tv7whz9wzz339HU1pIeGhgbq6upoaGhg6dKlfV2dveZ2GQysgoFV2/7CJpGmV8t3Z9Sksd2kJdx7v2L3851xOBwsXrxYk62JiIhIySlgl1gxoB577LHWa263m+uuuw4odOe+9957WbNmDWvXrmXVqlXbLINz2GGHWY/LysoAqK+vt17zeDy0tbUB8Pbbb/Pee+9t0xqTSqX44IMPtntOgAsuuID/+7//47bbbuOjjz5izZo1fPjhh1bgFtmRI488Eq/XSzwe7+uq7JTNAJezMGGYywGO7q3T3j2JWPdrhQnFDFz27n2sYwxczu6Jx5yFscdbt9Tvi6Wv5nlvQ2lamhcvXmy1YPdcgmt/OnKo0auL+L7Y0WebSJl0RAqt2OFooWt5OGbSFYNoYu+vd9hhh2k8t4iIiOwXCtgl5nDs+CN95plnmDZtGueddx7HH388kyZNYvXq1du0YG/vHDv6wT6fz3PyySdzww03bPNeIBCwHns8nl7vXX/99Tz33HN88YtfZMKECXz3u99lwYIFu5z9V2T06NE8/fTTu72/aZrk83lrPedsNture3jPLuKZTIZUKkU6nbbGRxfHSqdSKWssdXGd6J7jq4sTkxW7k+fNwoRayd0aYr29QNr7NbsNPK7CeOoyt4HXAz4P+MuMwtjrssK4a38Z2O27DuITT7JhM/J8sKkwSdi+WLZsGUuXLj0g4XrrSc72VSZr0toJHZH8lu7hkUKw3tWfncPhoKqqyhqDXV5eTnl5udVF3O/34/P5KCsro6yszFqzu6ysDJutNL8cEBEREelJAbvEhg8fDsCKFSs45ZRTAMhms3zuc5/D4/HQ0NDArFmzrP2ff/55oBBC9qZ17Mgjj+SPf/wjgwYNwuVyARAOh/nJT37CFVdcwcknn7zNMR0dHTzxxBPceeedfP7zn7deX7NmjbpMSskZhoHdbsdutx+QVsNiKO8Zwns+7jnBWfH1rV8rHlOcRTyfz5PLd8+KnYTe4XvbQOsvK8waHvQZ1uzhIX/35GdlYLMZOB0GXzjVTjZndp9z78USJp2xwrV8Zfs3OPo84NiNXyAU5fOF++uKQ1d363M42j2xWcTcZUt0dXU1Q4YMYfDgwQwcOJBBgwYxYMAABgwYQHl5uYKyiIiI9CsK2CU2bNgwPve5zzFr1ixmzpzJgAEDePDBB0mlUowYMYLly5ezcuVKAoEAL7zwAo899hhQCAV7Ez4uueQSnnjiCX70ox9x5ZVXAnDLLbewatUqjjrqqO0e4/f7CQQCPP/883ziE58gmUzy2GOPsXLlSsaNG7f3Ny/SD7hcLlwuF8FgsCTnM02TRCJBNBq1xveGw2E6OjqsGa97roOdyWSIJgpdmDe2bjvZmWF0zzZeBgGvga8MvB4Dr7vQOu5xGlY3dYcd7PYt61QbbFnPOl9cizoHLqdBZaAww3c4ahbWwM5veb/nMT0ZbFnr2lZcD9vWe13s4vuFzwJaw5A3TevcxSW60hmzsExXGhIpiCcLwTqe2nb97a15PB7q6uo47LDDGDJkCHV1ddbyXFv3vhERERHpzxSw94Of//znzJs3j+9///uk02nGjRvHggUL8Pl8XH/99Vx66aW4XC5GjRrFvHnzuOaaa1ixYsVejX+uq6vjscce4/bbb+crX/kKdrud448/nkWLFu1wuS2n08ldd93FzTffzHnnnUcoFOKkk07iBz/4Ab/85S9JJBLW2G+RQ51hGHi9XrxeL7W1tTvd1zRNOjo6aGpqoqmpicbGRqs0NTXR3NxMJpMhEodIHGg7sLON9xW73U51dTU1NTXWMluDBw9m8ODBVFZWsmHDBo4++mj1oBEREZGDnmEeiNlw5JBQXLe2uKa39B/xeJx33nmH0aNHK8T0oXw+T0dHB83NzbS0tNDa2kpbWxvhcJhwOEwkEiESiVhd2VOpFLncjgdoO53OXsXtdm/zmtPpxG63Y7PZsNlsvYaiFMfH5/N5crmcte35uLhP8TibzYbdbu91zbKyMjwejzXuORQKWeOhq6qqKC8v3+H61PpuSn+k76X0R/peSn90qHwv9yTnqAVbROQAsdls1qRco0eP3q1jegZd0zStoLx1WBYRERGRvqeALSLSjxXDtIiIiIj0f/qpTURERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEHH1dARGRg10ulyMcDtPZ2UlnZyfRaJRoNEoikSCVSpFOp8lms+TzeQzDwGaz4XK5cLlceL1e/H4/wWCQ8vJyKioqCIVC2Gz6/aeIiIjIwUYBW0RkJzKZDK2trTQ1NdHc3ExLSwstLS20trbS1tZGW1sbnZ2dmKZZsms6nU6qqqoYMGAAAwcOZODAgQwaNIjBgwczePBgAoEAhmGU7HoiIiIiUhoK2CJySDNNk/b2djZv3myVxsZGq7S1te1WeDYM8LigzA1uF7id4HIaOB1gt4PdBgZgAqYJ2Rxks5DOmqTSkExDPAmJVCHUF6//r3/9a5tr+f1+K3QPGjSI2tpaamtrqampobKyUi3gIiIiIn1EAVtEPvYymQzNzc1s2rSJzZs399o2NjaSSqV2erzdBgEfBLwQ8BoEvOD3gr/MwFcGvjJw2E2Sqb1pVe59TM40iSchloBY3CSSgK4YROIQiRUCeDQa5f333+f999/f/hkNA7/fTyAQwOv14vP58Hg8uN1uHA6HVWw2GzabDcMw8Hq92O12q2W857a4n81m63V8sZu72+3G4/FQVlaG1+u1rulyufbi8xARERE5eClgi8hBL5vN0traSnNzM01NTVYptgK3tLSQz+d3eLxhFMJz0Achv9G9haCv8NjrYYddsjNZk/95zeSDjSa5XOm6ie8L0zSJRCJEIpE+rYfL5bKCfiAQIBQKEQwGCYVChEIhysvLKSsro729nQEDBuB2u7Hb7X1aZxEREZF9oYC9n8RiMe644w6ee+45YrEYn/jEJ5g2bRpjxozhySefZNGiRaxduxabzcbRRx/Nddddx9ixYwGYMGECkydP5s033+Tll1/G5XJx3nnnMW3aNBwOB7/73e+4//77+c53vsP999/P5s2bOeqoo5g+fTonnHACAMlkkgceeIBnnnmG5uZmjjjiCK688krOPvtsgN06h0hfyefzJBIJIpEI0WiUrq4uurq66OjooL29nfb2dsLhsPW4o6Njl+e024qhGYJ+CPUI0wEf2G07bn3O5qDQuXtbf3olz/sb9vJG+6GgD+oGFB6bJmAW7jxvFp7n84WS6y6ZHOSs7u6QyRReA0in09af0e4wDMOa7K1nKQbz8vJyAoEAwWCQQCCA3++nrKxM49FFRESk31DA3k+uvvpqPvroI+bOnUt9fT0PPPAAU6ZM4aabbmL27NnceOONjB8/npaWFubMmcPPfvYzlixZYh1/11138aMf/Yhrr72W1157jenTpzNmzBi++MUvArB582Yef/xxbr31Vnw+HzNnzmTatGn86U9/wjAMfvCDH/D2228zc+ZMDjvsMJ599lm+//3vc88993DWWWft1jlEdqW9vZ3f/OY3rFmzZp/Ok0qlSCaTJBIJ4vE4iUSipJOGQSEMtncVyhbmDh4fOBMnTqShoYHFixezbNmykt/3nuqKwcp9++PcYzajGOBNayb2tWvX7t6xNhs+nw+v10tZWRllZWW7bAUfMWIEX/nKV6ioqChF9UVEREQsCtj7wZo1a3jppZdYsGABp59+OgAzZ860ukbedNNNnH/++QAMGTKEhoYGZs+e3escp59+OpdddhkAdXV1PProoyxfvtwK2JlMhlmzZjF69GgArrjiCr773e/S0tJCJBLh+eef54EHHuAzn/kMAFdddRXvvvsuDzzwgBWwd3aO2tra/foZycfDQw89xPPPP9/X1TioNTQ0UFdXR0NDA0uXLu3r6vSJAVXwpTMMkhmDRPdEb5G4SVsntHWatHcWxqBvTz6f3+Pu8G+99RZut5uvfe1rJboDERERkQIF7P1g9erVABx77LHWa263m+uuuw6ADz74gHvvvZc1a9awdu1aVq1atc340OHDh/d6HggEyGQyO9wnEAgAhdC8atUqgG26ep944onccccdu3UOkd1x5pln8tJLL/XZd8ZmFCYY83nB7ylMPBb0gt9nEPQWun47Hfu3N8a+dhFfvHix1YJtGEaft2CPGAqfO7n0M5Dn8ybJNCRT3TOmpyCZNIl3v7bs7ybxpEk8BYkkpPbjV8rn83HyySfvvwuIiIjIIUsBez9wOHb8sT7zzDNMmzaN8847j+OPP55JkyaxevXqbVqwtzf77tY/eO/OPlu/t3Xd9vQcIj2NHz+eP/zhD3t1bC6XI51Ok0wmSSaTpFIpEokEiUSCWCxGNBolFotZrZPFrsPhcJiOjg4ikQh5s3t27W1aN7d8h70ek5C/MN46VBx7HSg89rp3PHnZ7vrcyTZs1iRne378smXLWLp0aZ+Ha5sNBlXB6GEGm1sLr5nd/zGL47Dzha7c+XzhXnP5wvj0THbLNp2BVMYsbNNYS5DtTWC22+3WZGjFHkA9x2AHAgGre7jP57O6iJeVleFyuXA6nSX8hERERER2TQF7Pyi2Cq9YsYJTTjkFKMxy/LnPfQ6Px0NDQwOzZs2y9i92sTVNsyRjn0eOHAnAP//5T8444wzr9ddff50RI0bs8/lFSsFut1thaG8UJ9Bqa2ujpaWFlpYWmpubrZnEGxsbicfjxJOF9aU3t2473trpoDt8Q8hXCN1Bv0Goe+Izh33Xfx+dDoOJpxpkcybxxJ7fRyxh0hUrTLbmK9v9lmMTk1gSojGIJkyiiULLb3Et7WR3uE1nd+98+TxsbIGNLd0zm+0nfr+/1yzigUCAdDrNiBEjqK2tpaKiwprcLBAIaD4IEREROagoYO8Hw4YN43Of+xyzZs1i5syZDBgwgAcffJBUKsWIESNYvnw5K1euJBAI8MILL/DYY48BhcDgdrv3+frDhw/njDPOYNasWRiGwWGHHcYf/vAHnn/+eX7xi1/s8/lF+gOXy8XAgQMZOHDgdt8vLlXV2NjYa83r4hrYLS0tZLImrWFoDcOWULklXPrKumcd716uq7D+9ZZ1sN3OLS3gDrtB0L/n9xH0Gwyq2f572axJVww6Y9AZNQlHCtvOaGEystyOVx7bhs1mw+12Wy27DocDu91urW8NvVvzDcOwnhf3sdvt2O12ax3s4vlcLlev1uNii7LP57Namostz1tPQBaPx3nnnXcYPXo0Xq93zz48ERERkX5GAXs/+fnPf868efP4/ve/TzqdZty4cSxYsACfz8f111/PpZdeisvlYtSoUcybN49rrrmGFStWMH78+JJc/4477uCOO+5g+vTpdHV1cdRRRzF//nw++9nPluT8Iv1dccmnYDDIUUcdtc376XR6m/BdfN7Y2EgymSSWgFhi+63fAA579xhwT2Gt7DKPQZkbPC5wOcHlNHA6wGErdMEu5tfiMleZbGEd7eLY5Hiq0KIdTUAkVmiJ3hm73U5tbS0DBgygpqaGmpoaqqqqrFbgYDCI3+/H5/PhcrnUGiwiIiKynxmmBtxKiaxYsQLAWs9b+g+1Eu6Z4nJRjY2NNDU10dTUZHU/L3ZF35NZq/eF1+tl4MCBDB48mEGDBjF48GDrcU1NzS6XpOrv9N2U/kjfS+mP9L2U/uhQ+V7uSc5RC7aIyFYMw7DGAY8aNWq7+6RSKVpbW2lvb6ejo4P29na6urro7OwkGo0SjUZJJBLWBG65XI58Pm91t+7ZtbrYhbqiooKKigqqq6upqamhtrZW45BFREREDiIK2CIie8HtdjNkyBCGDBnS11URERERkX6i9IudioiIiIiIiByCFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RkF0zTxDTNvq6GiIiIiPRzCtgiIjthmibXXHMNP/jBDxSyRURERGSnHH1dARGR/iyZTPL2229bj8vKyvq4RiIiIiLSX6kFW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkABW0RERERERKQEFLBFRERERERESkAB+2Ni/vz5TJgwYYfvb9iwgZEjR/Lqq68ewFqJiIiIiIgcOhSwPyamTJnC4sWL+7oaIiIiIiIihyxHX1dASsPn8+Hz+fq6GiIiIiIiIocstWDvpVgsxpw5czj99NM57rjjuPTSS3nrrbcAePLJJznvvPM45phjOPbYY7nkkktYsWKFdeyECRO45ZZb+PznP89JJ53Ea6+9tlvXXLBgAWeddRZjxoxhwoQJ3HvvvZimCWzbRXz16tVcdtllHHvssXz2s5/l73//+zbn++///m8mTpzIMcccw8SJE3nkkUfI5/P78rGIiIiIiIgcstSCvZeuvvpqPvroI+bOnUt9fT0PPPAAU6ZM4aabbmL27NnceOONjB8/npaWFubMmcPPfvYzlixZYh3/2GOP8ctf/pJAIMDIkSN3eb0XXniBX/7yl9x5550MGzaMN998k2uvvZahQ4dywQUX9No3Eolw+eWXc9xxx/Hkk0/S3NzMjBkzeu3zxBNPcMcdd3D99ddzzDHH8PbbbzNnzhyampq49tprS/MhiYiIiIiIHEIUsPfCmjVreOmll1iwYAGnn346ADNnziQYDBIKhbjppps4//zzARgyZAgNDQ3Mnj271zk+/elPc+qpp+72NdetW4fL5WLIkCEMHjyYwYMHU1tby+DBg7fZ9w9/+AOJRIKbb76ZQCDAkUceyU9/+lO++93vWvvcd999fOc73+Hcc88FoK6ujmg0yqxZs/j+97+P2+3e489FRERERETkUKaAvRdWr14NwLHHHmu95na7ue666wD44IMPuPfee1mzZg1r165l1apV23S9Puyww/bomueffz7//d//zdlnn82IESM49dRTOfvss7cbsFevXs3hhx9OIBCwXjvuuOOsx+3t7TQ2NnLHHXdw1113Wa/n83lSqRQbNmxg+PDhe1Q/ERERERGRQ50C9l5wOHb8sT3zzDNMmzaN8847j+OPP55JkyaxevXqbVqwPR7PHl2zsrKSJUuW8MYbb/C3v/2Nl19+mUWLFnHVVVfxve99r9e+hmFsE+h71rn43nXXXbfdVvRBgwbtUd1EREREREREk5ztlWLrbs+Jy7LZLBMmTOD++++noaGBm2++mcmTJ3PiiSeyfv16AGtCsr3x+9//nt/+9reccMIJTJ06lf/3//4fX/7yl/njH/+4zb6jRo3io48+or293XqtOAEbQFVVFZWVlaxfv57DDjvMKitXruQXv/jFXtdRRERERETkUKaAvReGDRvG5z73OWbNmsUrr7zChx9+yIwZM0ilUgwdOpTly5ezcuVK1q1bx8KFC3nssccASKfTe33NVCrFLbfcwtNPP82GDRt4/fXX+cc//tGr63fRueeeS1VVFT/84Q959913ee2117jpppus9w3D4Bvf+AaPPvoojz32GOvWrePPf/4zM2fOxOPx4HK59rqeIiIiIiIihyp1Ed9LP//5z5k3bx7f//73SafTjBs3jgULFuDz+bj++uu59NJLcblcjBo1innz5nHNNdewYsUKxo8fv1fX+/KXv0w4HOa+++5j8+bNhEIhzj77bH70ox9ts6/X6+WRRx5hzpw5fOUrXyEUCjF16lRrjDjAlClTcLvdPProo9x8881UV1fzH//xH0ydOnWvPxMREREREZFDmWHuS79lkR6KXebHjh3bxzWRrcXjcd555x1Gjx6N1+vt6+ocVBKJhLUU3pIlSygrK+vjGn286Lsp/ZG+l9If6Xsp/dGh8r3ck5yjLuIiIiIiIiIiJaAu4v3A+PHjyeVyO3y/qqqK//mf/zmANRIREREREZE9pYDdD/zud7/b6Qzjdrv9ANZGRERERERE9oYCdj9QX1/f11UQERERERGRfaQx2CIiIiIiIiIloBZsEZGd8Hg8fOITn7Aei4iIiIjsiAK2iMhOGIbBHXfcYT0WEREREdkRBWwRkV1QsBYRERGR3aEx2CIiIiIiIiIloIAtIiIiIiIiUgIK2CIiIiIiIiIloIAtIiIiIiIiUgIK2CIiIiIiIiIloIAtIiIiIiIiUgIK2CIiIiIiIiIloIAtIiIiIiIiUgKOvq6AiMjuyuVydHV10dnZSVdXF5FIhGg0SiwWIx6PE4/HSSaTJJNJUqkU6XTa2mazWTKZDJlMhlwuRy6XI5vNksvlyOfzvYppmlbZHsMwrK1hGNhsNmtrt9ux2+3YbDacTicOhwOn04nL5cLtduPxePB6vXi9Xvx+P4FAgPLycsrLy6msrKSqqory8nLrGiIiIiJy8FDA3ksTJkzgwgsv5KqrrmL+/Pk89dRTvPDCCwCMHDmSuXPnctFFFx2w+rz44ovMmjWLlpYWfvzjH3PZZZcdsGuLlEI2m6WlpYXGxkZaWlpobm6mpaWF1tZW2traaG9vp7Ozc4eh9+PE6XRSW1vLwIEDGTRoEIMHD2bo0KHU1dUxcOBA7HZ7X1dRRERERLZDAXsvLV68GLfbvd33Xn75ZQKBwAGtzy9+8QuGDRvGokWLKC8vP6DXFtkduVyO9vZ2Ghsbt1va2trI5/O7dS63CzxucDnBYQeXCxwOcNoLW4cd7PburQ1s3c9tFB7bDDBs3Vtjy5burWGAQffzra5tdv+n57aY+U2zu+Qhb3aXPORyhW02VyiZDGSykM5AOl14LZGEeLKwzWQybNy4kY0bN25z7w6HgyFDhlBXV0ddXR319fXU1dUxdOhQvF7v3v3hiIiIiEhJKGDvpcrKyh2+V1NTcwBrUtDZ2ckZZ5zB0KFDD/i1RdLpNOFwmLa2Njo6OqxW55aWFqs1urm5mVwut9Pz2O0Q8ILfB34v+LwGfi94y8BXBmWeQrDO5eHFV00+2lgIrwc7ux0OHwIXfNbAZkAsAZEYRKLQFTXpjEJnF3RGCi39a9euZe3atducp7KykqFDhzJo0CAGDRrEwIEDGTBgANXV1VRVVeFw6J98ERERkf3pkP5pKxaLcccdd/Dcc88Ri8X4xCc+wbRp0xgzZgzLly/n9ttvZ8WKFVRWVnLGGWfwwx/+EL/fD/TuIr61nl3Ep02bBkBFRQVPP/008Xick08+mdmzZzNgwAAA1q1bx5w5c3j99dfx+/1MmTKF3/zmN3znO9/ZrW7mI0eOBODee+/l3nvvZdWqVWzatIlbb72VV155ha6uLqqqqjjvvPP44Q9/iM1m43e/+x33338/3/nOd7j//vvZvHkzRx11FNOnT+eEE04o1UcsB1g+nyeRSPQaT5zL5YjFYrS3t7N582acTqf1XjabtcYm93ycSqWsscvJZJJEIkEikbDGOUejUaLRqDUOOpFI7HYd/V7w+yHYY+vzF4J1mYddjj3O5eEvr5h8uH5fP63+I5eDD9ZB3jQ542SDMk/hs6itgp5t6KZpEotDR9eWwB2OFB4n09De3k57ezv//ve/t3udYDBIKBQiFAoRDAbx+/34/X7KysooKyvD4/Hgdrtxu924XK5eY8gdDgd2ux2Hw4HNZrO2xTHnXq/X2sdm0/yZIiIicmg6pAP21VdfzUcffcTcuXOpr6/ngQceYMqUKdxzzz184xvf4Dvf+Q433XQTra2tzJs3jylTpvDEE0/s8eRDzz77LOeddx6PPfYYbW1t/OAHP+AXv/gFc+fOJZFIcPnllzNs2DB++9vfEo1GmTVrFuvX7356ePnll2loaODzn/88U6ZMAeA73/kONTU1/PrXv8bn8/H8888zd+5cjjvuOM466ywANm/ezOOPP86tt96Kz+dj5syZTJs2jT/96U+aYKlEXnrpJW688ca+rka/Eo0XSuMO9+gfY6wnTpxIQ0MDixcvZtmyZQdk7PeH6+HD9fvvOl1dXXR1de3Rvy/91Zlnnsn3vvc9fD5fX1dFRERExHLINjOsWbOGl156iRtuuIH/7//7/zjssMOYOXMmF154IY8//jinnXYa3/72tzn88MMZP348t99+O//617947bXX9vhagUCA2bNnM3z4cD75yU/y+c9/nuXLlwPwxz/+kfb2dm6//XZGjRrF+PHjufXWW/foh/mamhqrBammpoZkMskFF1zAnDlzGDVqFHV1dVx++eVUV1ezatUq67hMJsOsWbM49thjOfLII7niiitYt24dLS0te3yPsn2PPvpoX1dB9lJDQwN1dXU0NDQcEhOrHWyef/55Vq5c2dfVEBEREenlkG3BXr16NQDHHnus9Zrb7ea6667j3HPPZe3atRx33HHbHPfBBx9w0kkn7dG16uvrcTqd1vNAIEAmkwHg7bffZtiwYb0mJhs1atQ+TZLm8Xi49NJLWbZsGf/+979Zu3Ytq1atorW1dZtJpIYPH96rXoBVN9l3P/7xj3nggQfYuHEjpmn2Wt6p+Ly4zefz2+05sL19i4Gv5zmLz7d3HSj8udpsNmtZquIyVaUOjzZb93jpMvCXgc9bHE+9ZXy107lvPSQORBfxxYsXWy3YPT/H/WlYHZxx8p59NqZpkkhCZxS6IoVtJArRWGEcd7qEf52L3cF7dhUvLlVmmiY2m227382e312g13fdNE2y2SwOh6PXa1sfs/V5Lrroou3+Gy0iIiLSlw7ZgL2zyX7y+TznnXce3/72t7d5b2eTm+2Iy+Xa4Xt2u323Z07eXfF4nEsvvZRkMsk555zDhRdeyDHHHMPkyZN3q25qrSudo446ijvuuKOvq0E8Huedd95h9OjR28w0XRyLXVwjOpPJWOtHF9eTjsfjJBIJa73pSCRCJBKxuhx3dnbS3t5OPB4nn++eoCsGzTuoj8dtEvBB0A8BHwT8hvXc5wWHfech84yTwWbs30nOli1bxtKlSw9IuC5Ocvbpkwycju3fez5vEokVxl+HOyHcZRYed+06RHu9Xqqrq6msrKSiosIagx0MBvF6vfh8PrxeLx6PB4/Hg8vl+v/Zu+84qepD//+v6bMzO9srsAhSFFBKUBHF2LjEEq+SkHhV9Cr+TBQbxqgQkwgmKoIQS6IEwRg1xuTywJIiJvjN1as3mmtJRDoLS12215mdfn5/nJ3DLnWBgV3g/Xw8PjmzM6d8zjBZ9z2fZo3BThWHw3FEho7s77MpIiIicqw5YQN2quV2xYoVjB07FjBn550wYQLbt28nMzOTk046ydq/vLycuXPn8r3vfS+tS3Cdeuqp/P73v6exsdFqxS4vL6elpeWQz/nBBx+wcuVKPvzwQwoKCgCsGZ4VnmV3drvdClSHKxwO09DQQF1dHbW1tdTW1loziFdVVVFVVUVrayvhCIQjUFOfOrLz59LnNTq1fPszbPjaZxH3tc8kfuHZNgzgIOZXOyihNjPQBvwGvowjOydBRoa5nFg4Ak3NBq0h8wuK5laD5lassq/v4mw2G8XFxfTp04fevXvTq1cvSkpKKCkpoaioSOOURURERI6SEzZg9+/fnwkTJjBr1ixmzpxJcXExCxcuJBKJ8Jvf/Ib//M//ZNasWUyePJnm5mZmzZpFOBymX79+aa3H17/+dZ555hm+//3v8/3vf59wOMzDDz8MHHg25X0pKSkB4K233uJrX/salZWVzJ8/32qZFDlSvF6vtUTUvrS2tlJVVUVlZSU7d+6kqqqq03rYkUiEUPua0PsK4ClOh7kmttttrontcpplj7WwHTYcqTWx29e/trc/Tq17nVoLO1XAhtsNkZhZOrLWvW7/n9Ra2J3WwE52Xgc7kYBYwiDevv51LAaRqFnaIhAOm/vvj8fjoU+fPvTp04e+fftapXfv3mn5gkREREREDs8JG7ABHn30UebMmcPdd99NNBplxIgRLF68mFNPPZVFixbx1FNPMXHiRHw+H2PHjuWBBx5I+x+xbrebRYsW8fDDD/Ptb3+b7Oxsbr31VlauXNlp3PbBGD58ODNmzODFF1/kySefpLi4mMsuu4zS0lJWrFiR1vqLHKzU0lAdx/+nGIZBc3MzVVVV1NTUWK3gdXV11hrbDQ0NtLS0mF3bExBvM9eN3r9jo+eGzWYjJyeHwsJCioqKKCkpoVevXpSWllJWVkZBQYGWwBIRERHpwWyG+gx3q23btlFRUcG4ceOs56qqqvjqV7/Kb37zG84444xurN3BSYX3008/vZtrIrs73sa5JpNJgsEgra2ttLS0EAwGCQaD1prdqbHjqbW8O44vT633nUgkrJKa9C21PnhqsrhUSek4aVdqm5roK7VNrQOdWhO641jm1DrTPp8Pn89HIBAgMzOTnJwcsrOzycvL2+/8EMej4+2zKccHfS6lJ9LnUnqiE+VzeTA558T6S64HikQifOc73+Hee+9lwoQJtLS08OSTT9KvXz9GjBjR3dUT6ZHsdjuBQIBAILDf7ugiIiIiIkeTAnY3GzBgAPPnz2fBggU8/fTTeL1exo4dy69+9StcLhf//u//ztat+1+P6OOPP9b4SxERERERkW6mgN0DXHLJJVxyySV7fW3BggUHXJf6UMdqi4iIiIiISPooYPdwvXr16u4qiIiIiIiISBdoOloRERERERGRNFDAFhEREREREUkDBWwRERERERGRNFDAFhEREREREUkDBWwRERERERGRNFDAFhEREREREUkDBWwRERERERGRNFDAFhEREREREUkDBWwRERERERGRNFDAFhEREREREUkDBWwRERERERGRNHB2dwVERE4EyWSScDhMW1sbkUiEcDhMNBolFosRj8dJJBIYhoHNZsNms+FyuXC5XHi9Xnw+H36/H5/Ph92u70VFREREeioF7CPgoosuYuLEidx5ZnvZ+QABAABJREFU550sXbqUGTNmsHbt2i4de7D7i8iRYRgGbW1ttLa2EgqFaGtrIxgMWiG5Y9n9udT+HX8Oh8OHXSe73U4gECAnJ4e8vDzy8/MpLCykoKCAoqIiq/j9/jS8AyIiIiJysBSwReSEEYlEqK2tpa6ujrq6Ourr62lsbLRKc3Mzzc3NtLS00NraSjKZPCL1cDnB4QCnExx2sNnBbgObzXw9mYSkAYkExOMQi5uPk8kkTU1NNDU1sXnz5n2e3+/3U1hYaJWCggLy8vLIzc0lJyeHrKwsMjMz8fv9OJ36z4CIiIhIuugvKxE5LiQSCRoaGqiqqqK6urpTqampoba2lubm5oM+r80GbpdZnE6w28HZHo5dTnA4weUApwuc9vatA1zt+zsd5n6p/e12sKWS9MHcX9IgGoVIBMLtpS0CoTZoa4NgCNrCEI1BMBgkGAxSUVFxwPO63W48Hg8ejweXy4XD4cDhcGC32/eop2EYHd4Xsyu7w+HA6XTu0aXd5/ORmZlJIBAgOzubnJwccnNzyc/PJxAIHNJ7ICIiItLTKWDvQzAYZP78+bzzzjsEg0GGDRvG9OnTOe200/jss8+YN28eK1asIC8vjwsvvJB7772XzMzMA573oosuYtKkSXz66af83//9H8XFxXznO9/hW9/6Vqf9li5dyrPPPktVVRWDBg3ioYceYsSIEQCEw2EWLFjAH/7wB6qrqzn55JOZOnUqX/va16xjn3vuOW677Taee+45KisrGTx4MA8++CCjR48GIBqN8tRTT/HWW2/R2trKoEGDuOuuuxg3blya30mRw5dIJGhqaqKuro7a2lpqa2upqamxSipEJxKJA57L6QCfD3xeyMgwt16vDa8HvF7wusHjMQO1x222NCcS8P7HBlu2m48Pn3HgXdLMBrjcZsiPRs1WcTB/F0SjUVpaWo5aXVwuF/n5+VbLus1mY9OmTfTu3dtqcc/OzlYIFxERkWOOAvY+TJs2jYqKCh577DH69u3LggULmDJlCj//+c+55ZZbuO2223jkkUeora1lzpw5TJkyhd/97ndd+oPw2Wef5dZbb+XBBx/k/fff58c//jF+v5/LLrvM2uf3v/898+fPx+v18uMf/5hp06bxt7/9DYDvfe97rFq1ipkzZ3LSSSfxxz/+kbvvvpuf//znjB8/HoDKykpee+015s6di9/vZ+bMmUyfPp2//OUv2Gw2ZsyYQXl5OU888QTFxcX87W9/49Zbb+XnP/85F1xwwRF5T+XElkgkiEajhMPhTmOWU62tra2tVhft5uZmmpqaaGhooKGhgcbGxi531/ZlQKYf/D6zZPrMQO3PMH92ubregmwA8QS8/5FBxdbDuPkewMAM1r2K4atn20gmDWIxM2jH27ugJwyze7qRBMMwj7HeKVunjfW60d6dPZkw36tUl/ZYnF0t7tH2Fvc2s4U9Fouxc+dOdu7cadXvvffe61TfVAjPy8sjLy+PnJwccnJyyM7Otrq4p7q5Z2RkkJGRYbXCi4iIiHQXBey92LhxI++//z6LFy+2WnRnzpxJVlYWr732Gueeey633norAP369WPevHmMHz+ef/zjH4wZM+aA5x83bhx33HEHACeffDL/+te/+PWvf90pYD/yyCMMGDAAgJtvvpk77riDuro6Ghsbeffdd1mwYIEVhO+8807WrFnDggULrIAdi8WYNWsWQ4YMAeCmm27i9ttvp6amhra2Nv74xz/yxhtvdHp9zZo1LF68WAFbDlkikeDhhx/m73//+xE5f4bXDMm+DDMwb9lhdo3uKNRmlv07+i3IB3LppZcyadIklixZwrJlyzp1x06niq1QsbX77r+oAM4/G0JhG8EQ7cWwHrcGzTC+txB+sHr16sWcOXMoKipK4x2IiIiI7JsC9l6sW7cOgJEjR1rPeTweZsyYweWXX87mzZsZNWrUHseVl5d3KWDvvs+oUaP47//+707P9evXz3qclZUFmF3DU7OLp7p6p5x55pnMnz+/03OpgA4QCAQA84/WVatWAXDttdd22j8Wi1nXEjkUzc3NfPTRR2k9Z2425OdCXo6NTL8Zrs0u3gb1jXsG7GPVpEmTKCsrY9KkSbz99tvdXZ0jxgYEMm1kBXb1IkgmzS9FUiG7pRVq6w1q6g/v33fHjh1s3LhRAVtERESOGgXsvdjfrLrJZJIrrrjCasHuKC8v75DOn0wm91jb1uFw7HHc/lq0DMPY47xut3uv+6XO85vf/GaP5Xy0xq4cjtzcXB599FH+8pe/7LNLt2EY1jrQoVCoUxfxvY2hbmgyy95anTO8UJBntmZn+s3gnZnqGu4/uO7g+3M0uogvWbLEasG22WxHrAW7X5nZRfxoSCaNzpOyhc0u4x9/bhAKGbSGdk3O1tXbTS1VluoinppQzel07vG+nX766ZxxxhlH6O5ERERE9qSAvReplt8VK1YwduxYAOLxOBMmTGD79u1kZmZy0kknWfuXl5czd+5cvve971ktxfuzYsWKTj9/9tlnDB06tEt1O+WUUwD49NNPufDCC63nP/nkEwYOHNilcwwaNAiAmpqaTtf92c9+ht1u5+677+7SeUT2ZvTo0Xv0sOiK1LrTqTHYqaWz6uvraWhosJbWSpVYLEZb2Axntfs4p8sJfp9hjsf2gz/DZnUx97VPcObxgN2+/8B5/tlgs6VzkrM9LVu2jLfffvuIhWu7HUoKoX8ZbNoCkShEo0bnMdjJXWOqYe+hN/V9hWGYJWmYxySSnZcVi8bMx13ldDqtdb0LCwvJz8+3Sscx2JmZmfoiUERERHosBey96N+/PxMmTGDWrFnMnDmT4uJiFi5cSCQS4Te/+Q3/+Z//yaxZs5g8eTLNzc3MmjWLcDjcqVv3/vzpT39ixIgRnHvuuSxfvpy//vWvLFiwoEvHDhgwgAsvvJBZs2Zhs9k46aST+NOf/sS7777Lk08+2aVzDBo0iAsvvJCHHnqIH//4xwwaNIhly5bxy1/+kscee6xL5xBJN5vNZrVGlpSU7Hff1HrQHZfhqqqqsmYUr6qqoqmpiVgcGpvNYtozMdps4PUY5iziHjNwe9zgdoPHbbOW6BrYz8bg/gZJw5yJPLU8l8MJ9jS0kofaDFqDkOk38GV0/XxJw6CtbdfY81AbBDs8bgtDLGZ2w95RZZajOQbdZrMRCASsNbhTobmgoICCggICgQANDQ2ceeaZXVqJQURERKQnU8Deh0cffZQ5c+Zw9913E41GGTFiBIsXL+bUU09l0aJFPPXUU0ycOBGfz8fYsWN54IEH9tole28mTpzIX//6V2bPnk2/fv148sknOf/887tct/nz5zN//nwefPBBmpubGTx4MM888wz/9m//1uVz/OxnP+NnP/sZP/7xj2lqaqJv37488sgjTJw4scvnEOkudrud3NxccnNzrV4du4tEIlb4TgXv1BJfdXV11NfX09TUZLact7eE76lrQdThMHC1r3OdWv869bjz1matie10mEuAORxgt4HNbsPvN1uFW4MdWoQTZkCOxiASMayu1m3hrk7oZnK73VbIDQQCBAIB/H4/Pp8Pr9eL2+3G5XLhdDqx2+2d1sHeV4t6ar1sh8OBy+XC7Xbj9Xqtmb1Ts3zvbchLSigUYvXq1WqVFhERkeOCzThSA/1kry666CImTpzInXfe2d1VSbtU1/fTTz+9m2siu0uFmCFDhuDz+bq7Oj1GIpGwuqI3NjZa3dNbWlpoaWmxxocHg0FCoRChUIi2tjZrmbGuLh12pLlcLgoKCigqKupUUmtK5+fnk5mZ2SPXldZnU3oifS6lJ9LnUnqiE+VzeTA5Ry3YInLCcjgcVpflg2UYhrWudygU6rS2d1tbmxXGU9tUSa0DHolEiEajRKNR4vE4iUQCwzCw2WzYbDarRdjj8eDz+fD7/QQCAbKzs8nOziYvL88as5ydna0WYBEREZEeQAFbROQQ2Gw2PB4PHo+H7Ozs7q6OiIiIiPQACthH2f/7f/+vu6sgIiIiIiIiR4D6FIqIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBo4u7sCIiLHing8TktLC6FQiHA4TCwWI5FIAGC323E4HLhcLjweDx6PB6/Xi9frxeFwdHPNRURERORoUMAWEemgpaWFTZs2UVFRwfbt29mxYwfV1dXU1tbS0tJySOd0u91kZGRYxefz7bH1+/3WNjMzk8zMTAKBAFlZWWRlZeH1etN8pyIiIiKSbgrYx6ClS5cyY8YM1q5d263nEDnWRSIR1q9fz6pVq1i7di3r1q2jqqrqgMe5nOB0gt0BNhvYAMOAZNIs8QQkEuZzANFolGg0SlNT0yHX1ePxkJ2dTU5ODrm5uZ1KXl4eeXl51s8ZGRnYbLZDvpaIiIiIHBoF7BPUZZddxnnnndfd1RA5qhobG1m5cqVV1q9fTzwe32O/TD/kZEN2NgQyITMTfBmQkQFuF9jtBw6vhmGQTEIsBvE4xOLm41i8/efYrp9Tj6NRiLY/jkQhGjG3yaT5ZUB1dTXV1dUHvLbH4yEnJ4ecnByys7PJysoiEAhYLeN+v99qTfd6vVZ3do/Hg9vttorTqf9EiIiIiBwM/fV0gkqNDRU5XkWjUSoqKli7di2rV69m9erVbN++fY/9vF4oLDBLQT7k54Lbvf8AnUgYtLUdXH1cTrMcLMMwW8QjUYhEzBJuL5Fwh5/D5jaRMMN4VVVVl1rj98fhcOwxnrxjN/eO3dkzMzOt7uypUJ+dnY3b7T6sOoiIiIgcSxSwe7BgMMj8+fN55513CAaDDBs2jOnTp1uvL126lGeffZaqqioGDRrEQw89xIgRIwDYsWMHc+fO5aOPPqK5uZn8/HyuuOIK7r33Xux2+x5dxE855RRuv/12Xn/9dWKxGK+88gr9+vXrjtsWOSjxeJyqqiq2bdvGli1bqKioYOPGjWzevHmvrdM52VBUuKtk+ulyd+p43ODDj2DrdjPI9nR2O+TmQN8+Zkt5NGqWji3niYT5OBE3g3wyuev4RCJBKBQiFAodch18Pl+n1vTU41Txer3U1dVRXFyMy+XC5XId/o2LiIiIdBMF7B5s2rRpVFRU8Nhjj9G3b18WLFjAlClTmDp1KgC///3vmT9/Pl6vlx//+MdMmzaNv/3tbwDcdtttFBYW8qtf/Qq/38+7777LY489xqhRoxg/fvxer/fqq6/y/PPPk0gkFK7lqDIMg3g8TiwWs8Yrh8NhK9wFg0FaW1tpamqioaGB+vp66urqrMnHkh1TYQcul9kiXdDeOl2QD7s3qMYTAEaX6vnB32HL1sO716MpmYS6evD7YdzYrh1jGJBsH0MeT+wK3qnHsTjE2wN6tEPX9kjE/DnVoh6JmOdL/Rvu2LGjS9f3+XxWS3hWVlanFvLMzEx8Pp81OVzHLu6pkgrpTqcTp9OpsegiIiJyVClg91AbN27k/fffZ/HixYwbNw6AmTNnkpWVhc/nA+CRRx5hwIABANx8883ccccd1NXV4ff7ufLKK7n00kspLS0F4MYbb+T5559n7dq1+wzYV155JaeffvpRuDs50f3v//4vM2fOTNv5HA7ICkB2FmRlQcUWaG42w9/OarP0VJdeeimTJk1iyZIlLFu2DMPoWtg/GFu2wqs9+IsBm23XhHCpQL5z5860nd/hcPD0008zaNCgtJ1TREREZG/s3V0B2bt169YBMHLkSOs5j8fDjBkzrImHOrYyZ2VlARAOh/F6vUyePJn/+7//46c//Sm33HILX/3qV/fb0gdw0kknpf9GRPZi48aNaTuX3wdlfcxu0H37wEll4DmGhv1OmjSJsrIyJk2adETC9bHA44E+vc3u+0eiwTmRSHS5BV1ERETkcKgFu4fqyuy9Dodjj+cMwyAUCjF58mTC4TCXXHIJEydOZPjw4Vx33XX7PZ8mPZOj5ZprrmHgwIHU1tZaz9lsNitgxmIxwuEwbW1thEIhWltbaWlpobm5mcbGRurr64nFYgAEQxDc3Pn8NpsZ1vJyIT/PLDk55pjkw3EkuogvWbLEasHu+B6kU9+yrncRPxDDaO8qHjO7hEdjEIvumoTN6iYeNp+zJmOL7vuc4TBs23P+OQBcLpc1A3pqrfB9dRF3u917/F602Wz07t3bmp9CRERE5EhSwO6hUl2/V6xYwdix5l/G8XicCRMmHDAof/DBB6xcuZIPP/yQgoICwFyeqK6u7oRtIZOexeFwcPbZZx/y8YZh0NLSYs2UvWPHjk6TnIVCIRqboLEJNlaYxzgd5hjs1ORmhQUHni18d+eNNfjQlt5JzpYtW8bbb799RMK1wwG9S2HEadDY2HkZsI7Lh8XjHcZct4+1TiQ7Px+P7yqHymazWbOLpyY58/v9RKNRBgwYQGFhYadlxbKysvB4PGl7P0RERESONAXsHqp///5MmDCBWbNmMXPmTIqLi1m4cCGR1MxB+1FSUgLAW2+9xde+9jUqKyuZP3++NYGUyLEuFdSysrL2GFdrGAZVVVVs2LCB9evXs2bNGtauXWuO691tPHZujmGF7cJ8CAT2P6O402nj/HGHtkzXvoTaDIJB8PsNfBkH3t8wzKAcjuy5RFdqm1rOKxKFLdvMkm52ux2/34/f77damDtOTpadnd0pSKd+3r2FORQKsXr1aoYMGWLNLyEiIiJyrFLA7sEeffRR5syZw9133000GmXEiBEsXryYVatW7fe44cOHM2PGDF588UWefPJJiouLueyyyygtLWXFihVHqfYi3cNms1FSUkJJSYk1QWAymWTz5s2sWrWKVatW8eWXX1JZWUlDIzQ0wtr15rFuF+TlGeTlmF3Ks7PMydM8ns7B2+GwkZl56HVMJg2r9djtNru0x2JQW99hVu7ortm5O659HQ7vmhCsqzIyMggEAgQCgU7drFPrWnu9XtxuN16vF5fL1WlG7o5dsFP7praaoVtERESkM5uhPsOSJqnwrpnIex61Eu6prq6OVatWsXLlStasWcP69eutcd27czjMydS8XjNsu13gdJpjum229lmwk5A0zKWxrK7VHbpgp9aejsdSS4MdnkAgQG5uLrm5ueTl5ZGXl2f9nJuba7UcZ2Vl4d59bbIeRJ9N6Yn0uZSeSJ9L6YlOlM/lweQctWCLyAkpPz+f8847j/POOw8w5zioqKigvLyc8vJyNm/ezPbt26mpqSGRMGhugeaW9NbB4XBYrck+n8/qcp1a8znV6hwIBDp1s87JyenRoVlERETkRKWALSKCOXP/wIEDGThwYKfno9EotbW11NbW0tDQQEtLC6FQiHA4TCwWI5FIYLPZsNlsOBwO3G631bW6Y0nNfN1x63K51M1aRERE5DiigC0ish9ut5tevXrRq1ev7q6KiIiIiPRwh7kqrIiIiIiIiIiAAraIiIiIiIhIWihgi4iIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBs7srICJyojIMg7q6Onbu3EldXR0tLS3EYjEMw8DtduPz+cjOzqawsJDCwkIyMjK6u8oiIiIish8K2CIiR0kwGOTLL79kxYoVrF27lg0bNhAMBrt8fF5eHr169aKsrMwqffr0oaSkBIfDcQRrLiIiIiJdoYAtInKEJBIJ1q1bxyeffMKnn37KmjVrSCaTnfax2cDvgwwfeNzgcAA2SCQgFoNwGEIh83F9fT319fV8+eWXnc7hcDgoLi6muLiYoqIiCgoKyMvLIzs7m+zsbDIzM/H5fHi9XrxeLx6PB7tdI4RERERE0k0Bez+WLl3KjBkzWLt27VG/9kUXXcTEiRO58847D3r/7qy3yInMMAy2bt3KF198weeff84///lPWlpaOu0TyISiIigohPw8yMpqD9UHEI1CSws0t0Bz867S0mIG+R07drBjx44u19XlcuF0Ojtt3W43LpcLj8eD1+slIyMDn8+H3+8nEAiQlZVFdnY2OTk55OXlkZeXR2ZmJjab7WDfKhEREZHjkgL2ceiyyy7jvPPO6+5qiBzXEokEO3fuZNOmTWzcuJH169ezZs0ampqaOu3nckFJCfQqhZJSyPQf2vXcbsjPN0tHhgFtbdDSCq2tEAqaP7eFzdbvaNQssZjZKp4Si8WIxWK0tbUdWoWsernJz88nPz+fwsJC63FBQYHVkp6fn4/b7T6s64iIiIgcCxSwj0OpbqAicugikQi1tbXU1dVRU1NDTU0N1dXVVFVVUVlZyc6dO4nH43scZ7dDYQEUF5vBOj/ffG5fEgkzEB8uv88s+2MY5vUSCUgkwUiaj5PJzq8lkxCPQzyxq47RCESiEAm3h/c2iMYgGo1SWVlJZWXlfq+dlZVFQUGBFb4LCwspKioiOzubpqamvb6XIiIiIscaBWzMiYfmz5/PO++8QzAYZNiwYUyfPt16fenSpTz77LNUVVUxaNAgHnroIUaMGAHAjh07mDt3Lh999BHNzc3k5+dzxRVXcO+992K321m6dCnPPfcct912G8899xyVlZUMHjyYBx98kNGjRwPQ0tLCT3/6U959912cTiff/e5396jjZ599xrx581ixYgV5eXlceOGF3HvvvWRmZu6x7+5dxFtaWpgzZw5//etficViDBs2jPvuu4/TTz8dgGeeeYaPP/6YwsJC3nvvPSZOnMiPfvSjtL/PIt3NMAxCoRBNTU00NDTQ0NBgjWuuq6ujrq7OCtW7d+3eG4fD7OKdmwN5eWaYzs3tWpfveBw++gi2be/cstzTOBzQpzecfTY4d/svRjxuhu22kDlOvK0NQm3tP7e1/xwyA3tzczPNzc1s3Lhxr9ex2+3k5+dTWlpKaWkpxcXFlJaWUlJSQklJCbm5uRo3LiIiIj2eAjYwbdo0KioqeOyxx+jbty8LFixgypQpTJ06FYDf//73zJ8/H6/Xy49//GOmTZvG3/72NwBuu+02CgsL+dWvfoXf7+fdd9/lscceY9SoUYwfPx6AyspKXnvtNebOnYvf72fmzJlMnz6dv/zlL9hsNqZNm8aOHTtYsGABfr+f2bNns337dqt+a9as4aabbuK2227jkUceoba2ljlz5jBlyhR+97vf7Xf8o2EY3HLLLXi9Xn75y1+SmZnJm2++yTXXXMPvf/97hg4dCsD//d//ccMNN/Dmm2+S6Ml/7ctxIR6PE4vFSCaTJBIJksmkVRKJBPF4nEQiQSwWs7apY1IlGo0SjUaJRCKEQiEikQixWIxwOEw4HKatrY22tjZCoRCtra0Eg0FaWloO6vNtt4MvA3x+yPCaW78PMjPBn2k+3v3/foZhBs8D+d+/w9atB/nGdYNEAjZvgaQB54zd8/UMr1ny8vZ+vGGYXdRDbWardyhkhvJQCILt3dlbWyGZTFo9Bb744os9zuN0Oq3W77y8PHJzc61J3Px+P36/35rIrbCwkNzc3DS/EyIiIiIHdsIH7I0bN/L++++zePFixo0bB8DMmTPJysrC5zP7Wz7yyCMMGDAAgJtvvpk77riDuro6/H4/V155JZdeeimlpaUA3HjjjTz//POsXbvWCtixWIxZs2YxZMgQAG666SZuv/12ampqaG1t5YMPPuDFF1/kjDPOAGDevHlceOGFVh0XL17Mueeey6233gpAv379mDdvHuPHj+cf//gHY8aM2ef9ffTRR/zzn//ko48+IicnB4Dvfe97fPbZZ7z00kvMnj3b2veuu+4iEAgc9nsqsj+rVq1i2rRp3V2NLkkmoTVolp7i0ksvZdKkSSxZsoRly5ZhGMZRue7WrfC7I/SFQGEBjBtnBu7W9rHkrUEItm9DIfNLmaqqKqqqqrp0zsWLF1NWVnZkKiwiIiKyDyd8wF63bh0AI0eOtJ7zeDzMmDGDpUuXAmagTcnKygIgHA6Tn5/P5MmTWbZsGV988QWbN29m7dq11NbW7rEUTyqgA1aIjcVi1vVT3bUBCgoKOv1huGrVKjZv3syoUaP2qH95efl+A/bKlSsxDKNTYAeslr+U/Px8hWs5KqLRaHdX4Zg2adIkysrKmDRpEm+//XZ3Vyc9bOZkcG53hxKFqBvcMYhEutYroCON6RYREZHucMIHbOfugwr3wrGXAZWpsZyTJ08mHA5zySWXMHHiRIYPH8511123x/57m0HXMAyre/fugbxjvZLJJFdccYXVgt1R3r76ZXY4NjMz0/qyYF910qRocrSMHDmSJUuW0NLS0qn1tWN38b11D9+9i3iqS3gkEqGtrY1IJGKVVBfxcDhMMBgkFArR0tJy0KHL6wWfDzIyzK7iGT5zFnCf31xu63Amxj7ULuJLliyxWrBtNttRa8EuK9t7F/GuSCbbZzZvn908NdN5sH3sdnMz/P6/DnyezMxM8vPzO3URz8rKIhAI4PP5yMjIICMjg5KSEnr16nVolRURERE5DCd8wE61LK9YsYKxY82/HuPxOBMmTNhrUO7ogw8+YOXKlXz44YcUFBQA0NjYSF1dXZf/6E11G//ss8+44IILAHMyoC1btlj7DBo0iA0bNnDSSSdZz5WXlzN37ly+973v7bflefDgwbS2thKLxRg4cKD1/A9/+ENOPfVUJk+e3KV6iqRTVlaW1RvkaDEMg3A4TEtLC42Njdb/V1OTnaUmN6utraW+vp5kMkm4famrffF6ITvbnOQsNw8K8iEQ2HNc9t6cMxY+sh38JGfLli3j7bffPmrhen+TnKXGV6cmM0ttUxOdpSY929972JHP56OkpKTT5GYlJSUUFxdTVFRkDdsRERER6alO+IDdv39/JkyYwKxZs5g5cybFxcUsXLiwU/fpfSkpKQHgrbfe4mtf+xqVlZXMnz/fmoCpK/r27csll1zCww8/jNvtpqCggPnz53c6fsqUKVx33XXMmjWLyZMn09zczKxZswiHw526r+/Neeedx5AhQ7jnnnt48MEHKS0t5dVXX2Xp0qUsXry4S3UUOR7YbDarhbOoqGi/+yYSCSuA19TUUFtbS21trTUGeOfOnTQ0NFgBvOOwYI8HCguhpH2ZrqysvQdup9Mcd3ywy3S1tRkEg+D3G2RkdP24jpLJXSWR2LVEV8fn4gmzW7bdZm5XfGku1RWOmPccbm+N7uqXAw6Hg7y8PGuJrtQ2JyeHYDDImDFjKCoq2u+kjSIiIiI93QkfsAEeffRR5syZw9133000GmXEiBEsXryYVatW7fe44cOHM2PGDF588UWefPJJiouLueyyyygtLWXFihVdvv7jjz/O448/zj333EMymeTqq6+mvr7een3kyJEsWrSIp556iokTJ+Lz+Rg7diwPPPDAXrued+RwOHjhhReYO3cu06ZNo62tjQEDBvDzn//carEXkc4cDgf5+fnk5+czePDgve4TDAbZtm0bFRUVlJeXs27dOjZs2EAkEmXbNti2zdzP54PSUrOUlIBnt//LOhzmrORdlZlpBviOYrFdE4Olul+3tYf/aMRcrzoWa1/bOm4G6nQKBAKd1rju+DgVqrOzs/e6zFYoFGL16tUEAgGFaxERETnm2YyjNYBPjnupLxU6TtgmPUMqxAwZMkTdbI+gWCzG+vXr+eKLL/j888/58ssvicVinfbJy4OiIjMk5+eZAbwruTKZNGfZbm6G5pb2bXvpahfsvbHb7bhcLpxOJ2632yper5eMjAx8Ph+ZmZlkZmaSlZVFTk4O2dnZ5OXlkZeXR35+/gG/6NsffTalJ9LnUnoifS6lJzpRPpcHk3PUgi0ikiYul4uhQ4cydOhQ/uM//oNwOMyKFSv45JNP+PTTT9myZQv19VBfD2vWpI4xW6V9PrN129H+WzmRgFjU7JIdap8MbH9fh2ZlZVFSUkJRUZE1EVhOTg6BQKDTJGAejwePx4PL5cLtdu91EkcREREROTQK2CIiR4jX6+XMM8/kzDPPBKC2tpZ//vOffPnll6xZs4aKigpisSQNDdDQcODzud1uevXqRZ8+fejbty9lZWWUlZXRq1cvMg+mn7mIiIiIHBEK2CIiR0lBQQHjx49n/PjxgLkm+I4dO9i5cye1tbUEg0FrgkW3243P5yM7O5uCggKrZXpv45hFREREpGdQwBYR6SZut5t+/fodcDUAERERETk2qClEREREREREJA0UsEVERERERETSQAFbREREREREJA0UsEVERERERETSQAFbREREREREJA0UsEVERERERETSQAFbREREREREJA0UsEVERERERETSQAFbREREREREJA0UsEVERERERETSQAFbREREREREJA0UsEVERERERETSwNndFRAR6cmSySShUIhgMEgoFCIUChGJRIhEIsRiMWKxGIlEgmQyiWEYANjtdux2Ow6HA6fTicvlwu124/F4rOL1evH5fGRkZOBwOLr5LkVEREQkHRSwe6jrr7+e3r17M3v27GPivCLHmlAoRG1tLTU1NdTW1lJfX09dXR319fU0NjbS2NhIc3Mzra2tJJPJI1oXj8eDz+fD5/Ph9/vx+XxkZmbi9/vx+/17PE79nHqckZGB3a4OSSIiIiLdTQFbRI47yWSShoYGqqurqaqqorq62npcU1NDdXU1ra2tB3VOmw1cLnA4wekAuwMcDrDbAJv5us1m7msYZsGAZBISSUgmzG0ibm7jsV3nTrWINzQ0HNL92mw2qzU8FdKzs7MJBAJWGE897/f7rf0yMjLIyMjA6/WSkZGBx+PBlroJERERETloCtgickxJJBI0NjZSV1dHbW0ttbW11NXVUVNTY4Xn2tpaYrHYAc/lcoHPBxk+yMgAb6p4zeJ0wsovYWelGZCjUSB65O/xYBmGQTAYJBgMHva5Ul3Y3W631a3d7Xbjcrn2W1L7ulyuTt3gU+E9FepTQT8jI0NhXkRERI47x3zADgaDzJ8/n3feeYdgMMiwYcOYPn06p512Gp9//jk/+9nPWLlyJU6nk4suuoj777+f3NxcAC666CImTpzInXfeaZ1v9+c++OAD5s2bx4YNGzjppJO46aab+MEPfsC7775Lnz592LFjB3PnzuWjjz6iubmZ/Px8rrjiCu69917sdjtLly7lueee4/zzz+f1119nzJgxPPvss12+t3vvvZfly5cTCAT49re/zR133GF1BS0vL2fu3Ll8/vnnxONxzj33XB544AF69+4NQDQa5YknnuAPf/gD0WiU//iP/+jU1fWqq65iyJAhPPbYY9Zz//M//8PUqVP5n//5H3Jycg7r30ZOTIZhEA6HD7hfJBKhra2NcDhsjW0OBoO0trZa2+bmZlpaWmhsbKSpqYmmpiaam5u7XJeMDPD5zRDt85tB2u/f9bzLtf/jP/5f2LGty5frkQIBKCyCWMws8Xj7NgaxuLnt2AM+1Zp+pNlsNqtl3eVyUVRURE5ODllZWQQCgT22qeL3+zVmXURERHqsYz5gT5s2jYqKCh577DH69u3LggULmDJlCs8//zzXX389V199NQ899BA1NTU8/PDD3HzzzfzXf/1Xl/5AW716Nd/97nf5z//8T+bNm8fq1auZNWtWp31uu+02CgsL+dWvfoXf7+fdd9/lscceY9SoUYwfPx6ALVu2UF1dzRtvvNGl4JHyl7/8heuvv56lS5eycuVKHnroIbKysrjxxhvZvn07V199Neeccw6//vWviUQizJ49m8mTJ/OHP/yBzMxMfvrTn/L//t//Y/bs2fTq1YsFCxbwySefUFZWBsA3vvENnnzySR566CG8Xi8Ab7zxBhdddJHC9TEumUyyZs0aQqEQNpuNcDjMli1bCIfDeL1eazKuFMMwSCaTJJNJEomEVeLxuLVNPU5N6hWLxYjH49ZEX7FYjGg0yqeffkpLS0s33XlnbW1mqevuigCXXnopkyZNYsmSJSxbtmyPf4MjpaXFLD2NYRi0trZaXfW3b9/e5WN9Pp8Vtju2iKe6u6fK7i3wTqfTKqnW86KiIvr27XtE7lFEREROPMd0wN64cSPvv/8+ixcvZty4cQDMnDmTrKwsFi1axCmnnMKPfvQjAAYMGMD8+fO58sor+eCDDzj//PMPeP4XX3yR0047jfvvvx+Ak08+mbq6Oh555BEAwuEwV155JZdeeimlpaUA3HjjjTz//POsXbvWCtgAU6dOtYJtVw0dOpQf/vCHVv3Ly8t54YUXuPHGG3n11Vfx+Xw88cQTuN1uAJ5++mkuvvhi3nzzTa688kqWLl3KQw89ZN3ro48+ykcffWSd/4orrmDOnDksX76cr3/967S2trJ8+XKefvrpg6qn9Dw///nP+eMf/9jd1ZAOJk2aRFlZGZMmTeLtt9/u7ur0KFlZcMpQiEUhGoFIxOyOH2l/HGw1W95TUj0e0uWJJ55g+PDhaTufiIiInLiO6YC9bt06AEaOHGk95/F4mDFjBpdddhnnnntup/1PPfVUAoEAa9eu7VLAXrVqFeecc06n584880zrsdfrZfLkySxbtowvvviCzZs3s3btWmpra/eYdbhfv34HeXcwevToTj8PHz6cBQsW0NzczLp16zjttNOscA1QWFhI//79WbduHZs2bSIWi3H66adbr3s8HoYOHWr9nJuby8UXX8wbb7zB17/+dd5++20CgYD1ZYUcu3r16tXdVTgkNhu43eBym1u3Gzwes7g94PGa3bs9HnPr9uyaWOxI+Ph/YdvW9JxryZIlVgu2zWY7ai3YfcpgzDkH3u9ISibNgByPQTTVPT1mhuhY1HytscH8uWPAjrZvjySbzUYgEDiyFxEREZETxjEdsJ3OfVd/X3+8GoaBaz8DL+MdmkkcDsd+l+cJhUJMnjyZcDjMJZdcwsSJExk+fDjXXXfdHvumumAfjN2X3Ukmk9hsNlwu1z7vL5lM4nK5rO6Pu++3+3v2zW9+k1tvvZW6ujreeustrrzySo1vPA5MmjSJSZMmAbsmwFq1ahWnnHKK1UU81SU81S18X93DU6Vj1/B9dRFPdRPv+DgSiRCNRgmHw9bPqbHXbW1tVjHruqvVsivsdnNSstREZamx1v72rc9vhvRDDeFjzgHbR+Y47ETi0M6RsmzZMt5+++2jFq4dDujVB84625ysrSPDaA+87aHXehw37zO1TSbMbSLRPhv6btvUzOjJxK4Qndo/sdu5DldGRgaZmZmdZkZPlY4zqHfsIt5xsrbUeuSprcPhwOFw4PF49vvfEhEREZGDcUz/VTFgwAAAVqxYwdixYwEzIE+YMIHKykoyMjI67b9mzRpaW1ut41wuV6elelpbW6mr2zVa89RTT+WLL77odI7PP//cevzBBx+wcuVKPvzwQwoKCgCs2Y3T8Qf0ypUrO/386aef0qdPHzIyMjjllFN46623iEajVit2bW0tmzdv5tprr6V///54PB4+++wzhgwZApjvzZo1axgzZox1znHjxlFYWMjvf/97PvnkE2bOnHnY9ZaexWazYbfbcTgc1gzPPU0ikaCtra3TBGctLS00NzfT3NxsTXLW0NBAQ0MD9fX1NDU1kUxCKGiWfXE620O3v/OEZ9bEZxlmGN3XseeMMwNiuO3w7rGtzSAYBL/fYLdfTQctkdg1aVksBvEoROO7WoZjMTCSEE/Ah+/vtm/7tjs4nc5OwTi1hncsFqNv377k5uZaE5vtPsnZ/r4YFREREekpjumA3b9/fyZMmMCsWbOYOXMmxcXFLFy4kEgkwmuvvca1117LT37yE6699lpqa2v5yU9+wtChQ60wPnLkSP785z/zta99jaysLJ5++ulOrbdTpkzhqquu4oknnuCb3/wmGzZssMYn22w2SkpKAHjrrbf42te+RmVlJfPnz7da7g7XZ599xty5c/nGN77BZ599xquvvmoF4GuuuYbf/va33Hfffdx2221Eo1Eef/xxcnNzufzyy/H7/UyePJmnn36awsJCBgwYwAsvvEBVVVWna9jtdq666ioWLFjA6aefbn35IHI0ORwOMjMzyczM7PIxsViMhoYGa6mu1BJdqeW6qqqqaGxsJB6H5iaz7Euq63lGh2W6PN727ulucHnA7TJnHXe62te/tu/7fHvj80NOrtmy27HFuOPM3rGY2WV698eprtSpx/vpWHNQ7HZ7p6W0Uktr7b5UV2oZrv0t05Vaois1sViqpCYfy8jI6DSkJSUUCrF69WqGDBmCz+dLz42JiIiIdJNjOmCDOXHXnDlzuPvuu4lGo4wYMYLFixdz6qmnsmjRIp588kmuuuoqMjMzGT9+PPfee6/VEvK9732PxsZGbrrpJgKBAFOmTOm0BNDgwYP5+c9/zvz583nxxRfp378/kydP5plnnsHlcjF8+HBmzJjBiy++yJNPPklxcTGXXXYZpaWlrFix4rDv7Vvf+hYVFRVMnDiRvLw87r33Xr7xjW8A0KdPH1555RXmzp3L1Vdfjdvt5txzz2Xu3LlkZWUBcO+99+LxeHj44YcJBoNceumlXHTRRXtc5xvf+AYLFiywzi1yLEgt7VRUVLTPfSKRCNXV1VRVVVmhe/cgHovFiIQhEjbHAXeV3b4raNtsHbqh2wDD7IadTHYu6WSz2ayu0gfapmbaTpWOM25rLWoRERGR9LEZR2umnWPQF198gdPp7DQx2B/+8Ad+8IMf8Pnnnx834/Y+/vhjvvvd7/I///M/hzXZT+pLhY4Tq0nPoFbCvTMMg+bmZmpqaqivr6eurs7qhp5ad7ulpYWWlhaCwSChUGi/8zJ0ldvttlqNvV5vpxDccbu/4JyRkbHHPA3HIn02pSfS51J6In0upSc6UT6XB5Nzjo+EeISsXr2auXPn8vjjjzNkyBA2b97MM888w+WXX35chOvy8nLWrVvHggULmDhxombSlROOzWYjOzub7OzsLu1vGAaRSMQqqcncUpPEpb6vdDgc2Gw2nE6nNfa945rMmkhQRERE5Ph07KfEI+jb3/42NTU1PProo1RVVZGfn8/ll1/OXXfddcjnfP7553n22Wf3u88PfvADvvWtbx3yNbpq8+bNzJgxgxEjRnDPPfcc8euJHOtsNps1ZllEREREZHcK2Pths9m44447uOOOO9J2zm9/+9tMmDBhv/vk5+en7Xr7c9FFF/HPf/7zqFxLRERERETkeKeAfZQdTHdUEREREREROXYc+zPkiIiIiIiIiPQACtgiIiIiIiIiaaCALSIiIiIiIpIGCtgiIiIiIiIiaaCALSIiIiIiIpIGCtgiIiIiIiIiaaCALSIiIiIiIpIGCtgiIiIiIiIiaeDs7gqIiMixxTAMIpEI0WiUeDyOYRjY7XZcLhderxenU/9pERERkROT/goSERFLKBRi27ZtVFZWUlVVRXV1NbW1tTQ0NNDU1ERLSwvBYJBkMrnPc3i9XnJzcykqKqJXr17069ePQYMGMXjwYNxu91G8GxEREZGjSwFbROQElEwmqaysZN26dZSXl7Nx40YqKiqora09+JPZAGPXj+FwmMrKSiorK/nXv/5lPe9yuRg6dChnnnkm5557Lr179z78GxERERHpQRSwRUROAE1NTaxZs4bVq1ezZs0a1q1bR2tr61739XghMwD+TMjwg88H3gzzebcHXC5wOsHhBLvdBpjdxo0kxOMQjUBbG4SC0NIMzQ1QXwfhthj/+te/+Ne//sWiRYsYOHAgX/3qVyktLT2ab4WIiIjIEaOALSJynIlGo5SXl7Nu3TorVO/YsWOP/ex2yM6F3HzIyYWsHMjKBrfHdtDXtNls2BzgdpghPDOr8+uGYdDaAlWVULkVqnfChg0b2LBhAw6Hg7Fjx3LVVVdx+umnY7Md/PVFREREegIF7GNEY2Mj06ZN49NPP+WUU05hyZIl3V0lEelmhmHQ0NDA5s2b2bRpExs3bmTDhg1s3ryZRCKxx/6BLMgraC+FkJ2zqwX6SLPZbASyzDoMPAUiYYNtm6FiAzTUJ/jggw/44IMP6NevH1dccQUXX3wxPp/vqNRNREREJF0UsI8Rb731Fp988gmvvvoqxcXF3V0dETkKEokEzc3NNDQ0UFdXR01NDVVVVezcuZMdO3awffv2fXfz9pgt01agLjC7dIfbdu3TFoJOg6fTzJsBDsfeA7zHa2PAKTDgFGioN9i4DrZshIqKCp555hkWLVrERRddxCWXXMLgwYPVqi0iIiLHBAXsY0RzczOFhYUMHz68u6siIocgFovR0NBAfX09jY2NNDc309zcTEtLCy0tLbS2tnYqqdcM48ABODNgdu/OzjW7eufmQ4YPK5TG4waf/C/s2AbJPRu2jxi7A3r1MTjjHHA69x2Qc/NsjD4bTv+KweZyKF8Hrc1t/OlPf+JPf/oTZWVlXHDBBYwbN45+/fopbIuIiEiPddwF7GAwyPz583nnnXcIBoMMGzaM6dOnc9ppp/H555/zs5/9jJUrV+J0Ornooou4//77yc3NBeCiiy5i4sSJ3Hnnndb5dn/ugw8+YN68eWzYsIGTTjqJm266iR/84Ae8++679OnThx07djB37lw++ugjmpubyc/P54orruDee+/FbrezdOlSnnvuOc4//3xef/11xowZw7PPPrvfe5o+fTqvv/46AKeccgqPPfYYV111Fc8//zxLly5l+/btuN1uvvKVr/DjH/+Yvn37HvC9APjss8+YN28eK1asIC8vjwsvvJB7772XzMzMtP+7iByvUq3MjY2N1NXVUVdXR21trVVqamqoq6ujqanpkK/hdoO3faIxnx/8fvBlQiAA/ixw2PdSrzikWqf/739h+5ZDvvwhSyZg22YwDDjznH1/UeBwml8GuN02Bg2Bgaca1FTBpvWwfSts3bqVl19+mZdffpmCggJGjhzJsGHDGDx4MH379sXj8RzFuxIRERHZt+MuYE+bNo2Kigoee+wx+vbty4IFC5gyZQrPP/88119/PVdffTUPPfQQNTU1PPzww9x8883813/9Fw6H44DnXr16Nd/97nf5z//8T+bNm8fq1auZNWtWp31uu+02CgsL+dWvfoXf7+fdd9/lscceY9SoUYwfPx6ALVu2UF1dzRtvvEE4HD7gdR988EFyc3P585//zJIlSwgEArz00kssXryYxx9/nMGDB7NlyxZ+9KMfMXv2bCuw7+u9+Otf/0plZSU33XQTt912G4888gi1tbXMmTOHKVOm8Lvf/U4tRHJMqa6uZtmyZcRisU7Pd/wcG4axx8+JRIJEIkEymez0uGNJPR+Px4lGo0QiEcLhMKFQiNbWVoLBYJdamQ9HNGqW5sYjepn9uvTSS5k0aRJLlixh2bJlB3XP27fsP+DnF8IFX9v172Oz2SgqgaISiEUNtm81j6+qhNraWpYvX87y5csBsNvtFBYWUlJSwtChQ7nxxhv1+0tERES6zXEVsDdu3Mj777/P4sWLGTduHAAzZ84kKyuLRYsWccopp/CjH/0IgAEDBjB//nyuvPJKPvjgA84///wDnv/FF1/ktNNO4/777wfg5JNPpq6ujkceeQQw13698sorufTSS61lZ2688Uaef/551q5dawVsgKlTp1JWVtal+woEAvh8PhwOB4WFhQD07duXxx9/nAsvvBCA3r17c8kll7Bs2bIDvhcNDQ0sXryYc889l1tvvRWAfv36MW/ePMaPH88//vEPxowZ06W6iXS3RCLBbbfdRktLS3dXBTC7ZucVmLNxZ/jMZa68GfDZx9BwCEtM9xSTJk2irKyMSZMm8fbbbx+167rcNvoNgH4DIBE3qKmGmp1QUQ6RsLmed1VVFVVVVfzrX/9i/PjxXf7dKiIiIpJux1XAXrduHQAjR460nvN4PMyYMYPLLruMc889t9P+p556KoFAgLVr13YpYK9atYpzzjmn03Nnnnmm9djr9TJ58mSWLVvGF198webNm1m7di21tbUkk8lOx/Xr1+8g766ziy66iH/961889dRTbNq0iU2bNrFhwwZrArT9vRepe9m8eTOjRo3a49zl5eUK2HLMcDgcjBs37qiGvv1pC7W3trraA3Z7KSqGPieB12tOQOZu37rccKQn8k5HF/ElS5ZYLdg2m+2gWrB794Uzz9n366ku4vvT2mxQuR127oC6anO97d25XC6ys7O7XC8RERGRdDuuArbTue/b2dcfg4Zh4HK59nlcvMNfcQ6HY4+g3FEoFGLy5MmEw2EuueQSJk6cyPDhw7nuuuv22Nfr9e7zPF2xcOFCfvGLXzBx4kTGjh3LjTfeyLvvvsuf/vQnYP/vBZitPldccYXVgt1RXl7eYdVN5Gi75557uOeee/a7T6pLeCwWs7p8d9x27BK+exfxeDxOPB4nFosRiURoa2sjFAoRDAZpaWmhsbGRxsZG6uvrqauro7W1lXgMWprMciBOF7hc5vrRLrc55trtNkO4N1UyzNZwn3/fM3Pvy5nnGthshzfJ2bJly3j77bcPKlybk5xxwEnO9qUtZLBlE2zZBE0NnV/z+XwMGDCAfv360adPH0pKShg4cCBZWVl7P5mIiIjIUXBcBewBAwYAsGLFCsaOHQuYAXnChAlUVlaSkZHRaf81a9bQ2tpqHedyuTotedPa2kpdXZ3186mnnsoXX3zR6Ryff/659fiDDz5g5cqVfPjhhxQUFABYEx+le4zmggULuP322/nOd75jPbd48WLrOvt7L+6//34GDRpkTdSWUl5ezty5c/ne975HIBBIa31FupvNZsPpdB7wy6d0aGtrsyY4q62ttSY/q6uro6GhgcbGRpqamggGgwDEY2Yxl806MG+GgT9gTnIWyDZLdo4ZvvfWEux02jj7q5BIGJ2W6Tq4ezIItYIv02C3X6X7qefBfxlgJA12VsLGdbBzuzlBGphjrYcPH85ZZ53FqFGj6NevX5fmzhARERE5mo6rgN2/f38mTJjArFmzmDlzJsXFxSxcuJBIJMJrr73Gtddey09+8hOuvfZaamtr+clPfsLQoUOtADpy5Ej+/Oc/87WvfY2srCyefvrpTn/ATZkyhauuuoonnniCb37zm2zYsIGnn34aMP+oLSkpAcw1q7/2ta9RWVnJ/PnzicViRKPRtN5raWkpH374IRdddBF2u50333yTv/zlL1aw3997cdZZZ1FSUsJ1113HrFmzmDx5Ms3NzcyaNYtwOHzY3ddFTnQZGRmUlZUdcCxwIpGgpaWFYDBIa2trp+W6mpubaWpqorGxsdM62OFwmHCbuZ51XXXn8zldkJNrkJO3aw3szMCu0O1w2PAf4iIB/kyg8NCO7YpIxKBigxmsgx2W9h42bBjjx4/nvPPOU+u0iIiI9HjHVcAGePTRR5kzZw5333030WiUESNGsHjxYk499VQWLVrEk08+yVVXXUVmZibjx4/n3nvvtbqIf+9736OxsZGbbrqJQCDAlClTaG5uts49ePBgfv7znzN//nxefPFF+vfvz+TJk3nmmWdwuVwMHz6cGTNm8OKLL/Lkk09SXFzMZZddRmlpKStWrEjrfc6ZM4eHH36Yb37zm/j9fkaMGGGF6R07dtCrV699vhd5eXnk5eWxaNEinnrqKSZOnIjP52Ps2LE88MADuN3utNZVRPbO4XCQk5NDTk5Ol/Y3DIOWlhYqKyvZsWMH27ZtY+vWrWzevJmtW7cSj8WprYbaDsHb5Ya8AoO8AsgvMEO329MzZtk2DIO6Gti4HrZVQGoETmZmJhMmTOCyyy6zlh0UERERORbYjCO9vsxx5IsvvsDpdDJ06FDruT/84Q/84Ac/4PPPPz8qXU97stSXCKeffno310R2FwqFWL16NUOGDMHn83V3deQIiMVibN26lfLyctavX8+6devYsGHDXnvPZGaZQTsv32zpzs4Bp+vohG7DMGhpMtfH3rIJWjtM/j5w4ECuuOIKLrzwwsOep0LkcOh3pvRE+lxKT3SifC4PJuec2InwIK1evZq5c+fy+OOPM2TIEDZv3swzzzzD5ZdffsKHaxHpXi6Xi5NPPpmTTz6Zf/u3fwPMeRc2btzImjVrWL16NWvWrGH79u20NkNrM2zZ2H6wDQIBg6wcyMqBQJbZJTwzYE68djjrShuGOXa7vg5qqsy1rIMdQrXX62XYsGFcffXVjBgxQmtYi4iIyDFNqfAgfPvb36ampoZHH32Uqqoq8vPzufzyy7nrrrsO+ZzPP/88zz777H73+cEPfsC3vvWtQ76GiJyYnE4ngwcPZvDgwfz7v/87AM3NzaxZs4Y1a9awfv161q9fT319PS3N0NK853JeDgdk+Aw8GeZs5m632e3c6TJfs9vBZjMnI0skzMnaYlEIh82x1K3Ney6p5XI5GTXqK1xwwQWMGjWKiooKBg8erHAtIiIixzwF7INgs9m44447uOOOO9J2zm9/+9tMmDBhv/vk5+en7XoicmLLysrirLPO4qyzzrKeq6+vZ+PGjVRUVLB161a2bt1KZWUldXV1JBJmN+6OXbkPlsvlol+/fgwbNoxRo0YxYsQIqxtZKNTFqdNFREREjgEK2N0sOzub7Ozs7q6GiJzAUhMfnnHGGZ2ej0aj1NbWUltbS319PU1NTbS0tBAKhQiFQkSjUeLxOMlkErvdjsvlIiMjg8zMTHJzcykqKqJ3796UlpZak0mKiIiIHM8UsEVEZK/cbje9evWiV69e3V0VERERkWOCvbsrICIiIiIiInI8UMAWERERERERSQMFbBEREREREZE0UMAWERERERERSQMFbBEREREREZE0UMAWERERERERSQMFbBEREREREZE0UMAWERERERERSQMFbBEREREREZE0UMAWERERERERSQNnd1dARKQnSiQStLa2EgwGaWtrIxaLkUwmAbDb7bhcLrxeL16vF5/Ph9frxWazdXOtRURERKQ7KWCLyAkrGAxSUVHBli1b2LZtG5WVlezcuZO6ujoaGxsxDKPL53I6nWRmZpKVlUVWVhY5OTlkZWWRnZ1NIBCwng8EAgQCAfx+v4K5iIiIyHFGAfsEdf3119O7d29mz57d3VUROSpaW1tZt24da9euZf369WzYsIGdO3ce8DinExxOsDsglYMNA5IJSCQgHjOfi8fjNDY20tjYeFD1stlsVku4x+PB4/HgcrlwuVw4HA6cTidOpxOHw4HdbsfhcGCz2bDb7dbPHV9zOBy4XC6cTiculwu3222V1HW8Xi8ZGRlkZGRYLfAZGRm43e6DfFdFREREpCMFbBE57sRiMTZt2sSaNWussm3btr3u6/VBVjZkZoM/AL5MyPCDNwPcHrDbd7UuJxIG4bbdTmBAIg6xGMSinUskArFUiUK0fZ94bFcwNwyDtrY22tp2P/HR53Q6rdDdMYCnth3Decdg7vP58Pv9ZGZmWq34Pp9PLfMiIiJywlHAFpFjWqqb96ZNm9iwYQMbNmxg06ZNxGKxPfb1ZUJuAeTkQ04eZOeB23PgEBiPG3z+v1C51Wy5PlZ5vOZ7kIhDPN6+jZkt8WC2wre0tNDS0nLY13I6nVZX+ZycHPLy8sjLyyM/P98qhYWFeL3ew76WiIiISE+hgH2MCAaDzJ8/n3feeYdgMMiwYcOYPn0669at47nnnuP888/n9ddfZ8yYMTz77LMsX76cX/7yl6xfv55EIsGgQYO45557OO+88zqd895772X58uUEAgG+/e1vc8cdd2C3a3J56Tmi0SiNjY3U1dVRU1PDzp072blzJ9u3b2fr1q3U1tbu9TiXuz1Idygez577xWMHHmf92YewY8vh3kn3i4Qhvwi+cm7n5w3DDNzxGCRi7Y/ju7rAx+OQ7BDGU/vG47v2T7XaR6NgJM2wXl9fT319/QHrlZmZSXFxMUVFReTn51thPDc3l5ycHLKzs8nKysLv96tVXERERHo0BexjxLRp06ioqOCxxx6jb9++LFiwgClTpjB16lS2bNlCdXU1b7zxBuFwmC+//JI777yTBx54gIsvvpjW1lbmzZvH/fffz3vvvWeNs/zLX/7C9ddfz9KlS1m5ciUPPfQQWVlZ3Hjjjd17s3JCWL16Na+++ipNTU3WczabDcMwiMfjtLa20tzcTCgUOuC5vD7IyoHs3F1hOsMPH7wD6788gjeRBpdeeimTJk1iyZIlLFu27KAmVjsUO7b0vC8LWltbaW1tpby8fL/72e12MjMzrQniOo4Z39v71jGMX3jhhXz961/H6dR/9kREROTI0V8ax4CNGzfy/vvvs3jxYsaNGwfAzJkzrXGOAFOnTqWsrAwwg8uPfvQjrr32WuscN9xwA7fccgt1dXWUlpYCMHToUH74wx8CMGDAAMrLy3nhhRcUsOWomDdvHlu2HHzSs9mhsBiKekNeIWRm7b2b95EOqukyadIkysrKmDRpEm+//XZ3V6dbZOXCKcOhuQEa66Gpjj3HugPJZJLm5maam5sP+hqrV6+mqKiIc845Jw01FhEREdk7BexjwLp16wAYOXKk9ZzH42HGjBksXboUgH79+lmvDRkyhOzsbBYuXMjGjRvZvHkza9asAcy1fVNGjx7d6TrDhw9nwYIFNDc3k5WVdYTuRsR0ySWXsHDhwoM+zkhCdaVZ3B4IZENWjkFWrjmmOisXnE4bNpuN8y4xSMQPv65Hsov4kiVLrBbsVAv+kdSr755dxI8kw4BYHKJtZmgOt0E4ZG7bQhBp//mT9819j5RRo0YxZMiQI3cBERERERSwjwld6dLYcaKgf/zjH9x8881ccMEFjB49miuuuIK2tjZuv/32TsfsPtY6mUxis9lwuVzpqbjIfkyaNIlJkyZ1es4wDMLhMMFg0Jpsq7GxkYaGBmpra6mpqaGqqorKykrq6+uJRqCu2iwWGwSyDXLzzQnNcgvM0N1xNvCD9ZVxBrYjNMnZsmXLePvtt494uLY7oLQMRp1jfgHRFYZhkEh0mAwtvtv46/bHsWjnWdSjkfYSNsd9J5NdrKPdTk5OjjUOOzVBWnZ2tjUOO9VF3O/3WzOdOxyOw3hnRERERNJHAfsYMGDAAABWrFjB2LFjAXMCoQkTJnDdddftsf8LL7zAmDFjeOaZZ6znXn75ZaBzt9mVK1d2Ou7TTz+lT58+ZGRkpP0eRLrCZrNZoamgoGC/+7a1tbFt2zY2b97M5s2b2bhxI+Xl5dTX19PSCC2NsKV9SK/dATl5hjWDeG6BuSRXVyfMcjptnPnVfSzTdZjCIYNQEHx+A6+vwwuG2VqfTELSMFt3DaP9+d0eW68n24vRflzS/EIgmQS73dxuXG3Oip7oEJQ7bXebvCxd/H6/NXlZQUEBBQUF5Ofnk5WVRXNzM6NHj6ZXr14KyyIiInJMU8A+BvTv358JEyYwa9YsZs6cSXFxMQsXLiQSiex1/9LSUpYvX84nn3xCSUkJH3/8MU899RRgzsic8tlnnzF37ly+8Y1v8Nlnn/Hqq68yc+bMo3FLIoctIyODQYMGMWjQoE7P19XVsW7dOtauXWuV1tZW6mugvmbXfk4XZOeaXcsD2WbxByDDB7Z9tHY7HDb8mQeuWyJhEI2YrbfRcIcW3eiuNbFTrb4dW4YTCXO27kR7UO5JPB5Pp3WwO5ZUi7Lf7ycQCBAIBMjKyiI7O9tqhfbsbQp3IBQKsXr1avLz8xWuRURE5JingH2MePTRR5kzZw5333030WiUESNGsHjxYlatWrXHvnfddRe1tbXceuutAAwcOJBHH32U++67jxUrVlgt4t/61reoqKhg4sSJ5OXlce+99/KNb3zjqN6XSLrl5+czduxYq7eHYRhs376dNWvWWIF748aNRKPRPbuXAzYbeDPM1mS3x1zuy+k0W8FTDd6pFmKri3RsV9foWCS9Lb+7czgc2O12q9hsNpxOp/Wz0+nE6XTicrlwuVy43W7cbjcej2evITn12Ofz7RGcU697PB6FXxEREZEusBnHylS70uOtWLECgNNPP72bayK7S7USDhkyxJp5/kSWSCTYsmUL5eXlbN68mYqKCrZv387OnTuJpykd2+12qxU3NX441bqbmZlJZmZmp1CbCr+pQOxyuXA6nTgcDitAH48hV59N6Yn0uZSeSJ9L6YlOlM/lweQctWCLyAnH4XDQv39/+vfv3+n5RCJBfX09dXV11NfX09TURDAYJBwOE4vFSCaTGIaBw+HA5XLh8Xis1t/MzMxOXaN9Pt8eEwmKiIiIyPFNAVtEpJ3D4aCwsJDCwsLuroqIiIiIHIPUvCIiIiIiIiKSBgrYIiIiIiIiImmggC0iIiIiIiKSBgrYIiIiIiIiImmggC0iIiIiIiKSBgrYIiIiIiIiImmggC0iIiIiIiKSBgrYIiIiIiIiImmggC0iIiIiIiKSBgrYIiIiIiIiImng7O4KiIgcbwzDoL6+nu3bt1NdXU19fT0tLS2EQiESiQQ2mw2Px0N2dja5ubmUlpbSt29fcnNzu7vqIiIiInIYFLBFRA5DIpFgy5YtrF27lvXr11NeXk5FRQWhUOigz5WTk8Mpp5zCsGHDGDFiBIMHD8bhcByBWouIiIjIkaCALSJyEJqbm1mzZg0rV65k1apVrFu3jra2tj32s9kgww8ZmeD1gdsDThfY7GAYkIhDLALhEARbINQCjY2NfPzxx3z88ccA+Hw+Ro0axVlnncVZZ51Ffn7+0b5dERERETkICtgiIvsQi8XYtGkT69atY82aNaxatYpt27btsZ/DCTkFkJ0P2XkQyIXMLLA7bF2+ViJu0NwADTVQXwV1OyEUCvHhhx/y4YcfAjBw4EDOPvtszjrrLAYPHozdrmk0RERERHoSBWwREaCtrY2KigrKy8vZsGEDGzZsYNOmTcRisT329WdBbiHkFpnbQDbY7F0P03vjcNrMcxbCyUPBSBo01UP1dqjeBo21WPV65ZVXyM7O5swzz+SMM85g1KhRGr8tIiIi0gMoYB/D3nvvPWbNmkVNTQ333XcfL774IhMnTuTOO+884LHXX389vXv3Zvbs2UehpiI9RzKZpLKykk2bNrFx40Y2bdrEpk2bqKysxDCMPfZ3uc2W6dxCs5U6txDc3sML011hs9vIKTCvOXgERNoMK2zX7ICmpiaWL1/O8uXLARgwYACjRo1i5MiRDBs2DL/ff8TrKCIiIiKdKWAfw5588kn69+/PSy+9RE5ODl//+tfxeDzdXS2RHqOpqYmKigorRG/atImKigrC4fBe9/dkQFae2c07tfUFwGbrHKgTCYPInsOuD5knAxwH6E7uybBRNhDKBkIyaVBfDTXbzdLcAOXl5ZSXl7NkyRLsdjsDBgzgtNNOY9iwYQwdOpSCgoL0VVhERERE9koB+xjW1NTEhRdeSJ8+fbq7KiLdIpFIUF9fT21tLdXV1ezcuZMdO3awbds2tmzZQlNT016PszvMbt1ZeRDIad/mgucALdOJuMG/PoSdWyGZSN992B1QUmYw4lyzq/gB97fbKCiBghIYMtps3a6thNqdUFcJodYk69evZ/369bz++usA5OfnM3jwYAYNGsSAAQPo378/xcXFe3x5ICIiIiKHTgE7jYLBIPPnz+edd94hGAwybNgwpk+fzrp163juuec4//zzef311xkzZgzPPvssy5cv55e//CXr168nkUgwaNAg7rnnHs477zyWL1/OHXfcwbvvvkvv3r2ta1x99dV85Stf4YUXXgDgF7/4Bb/4xS9Yu3YtF110kdVFvK2tjZ/+9Kf893//N83NzQwYMICpU6cyYcKETvWdMWMGf/3rXzEMg3/7t3/jxz/+MT6f76i/d3L8MwyDcDhMKBQiFArR1tZmbcPhMG1tbUQiEcLhMLFYjEgkYpVoNGrt09bWRktLi1UOJMNvhunMXDNMB3LMVum9zQ8Wj+3ZRbyjf34AO7cc2v3vTzIBOyogmYSR4/Zfh71xOKG4zCxgzkxeX21OmNZYCy0NUFdXx9///nf+/ve/W8d5vV769OlD7969KSkpoaioiPz8fHJzc8nOziYzMxOfz4fTeeD/VBiGQTKZJB6Pk0gkSCQS1nMpdrsdh8OBw+HA5XJpCTIRERE57ihgp9G0adOoqKjgscceo2/fvixYsIApU6YwdepUtmzZQnV1NW+88QbhcJgvv/ySO++8kwceeICLL76Y1tZW5s2bx/333897773HBRdcQF5eHm+++SZTp04FYNOmTfzzn//kkUceYcqUKUyaNInLLruMKVOm7FGXp556irVr17Jw4UKysrL4r//6L+655x7eeecdq8X7L3/5C7feeitLly5l/fr13HPPPZSWlnL33Xcf1fdNjj1/+9vfeOqppw5pred0s9nA42tfEstvzsAd7lCttqBZqnd0Xx1TLr30UiZNmsSSJUtYtmzZHmO+d26BZa8evfqEw2Fr4rRjyciRI7nzzjspKyvr7qqIiIiIdKKAnSYbN27k/fffZ/HixYwbNw6AmTNnkpWVZbUIT5061fqDcPXq1fzoRz/i2muvtc5xww03cMstt1BXV0dpaSlXXnllp4D9xhtvcPrppzNw4EAAHA4HPp+PwsLCPeqzZcsW/H4/ZWVlZGVlcffdd3PmmWeSnZ1t7TN8+HDuueceAPr27cu5557Ll19+eQTeHTmeRKNR5s6dSzweP+LXstvB5QG311xH2pNhrintywR/ADJzzJ9T3ZwNw+B/l3UO2D3JpEmTKCsrY9KkSbz99tvdWpfcQhg8ctekaa17703fI/3zn/9kyZIl1u8vERERkZ5CATtN1q1bB5gtKykej4cZM2awdOlSAPr162e9NmTIELKzs1m4cCEbN25k8+bNrFmzBjDHlQJ885vf5IUXXuBf//oXw4cP56233uKWW27pUn1uueUWbr31VsaOHcvw4cM599xzueKKKwgEAtY+HesDkJ2dzfbt2w/21uUE43a7uf3223nqqaeO+LWSSYi0sd8JxVxu8GQYZGSCz292k+4/xFxKy+cHWxqXij7cLuJLliyxWrBtNtseLdglfWHkuMOs5F4kkxBsgqZ6s7Q0mhOjffzX9F/raBg4cCBXXnlld1dDREREZA8K2GnSlTGKXq/XevyPf/yDm2++mQsuuIDRo0dzxRVX0NbWxu23327tM3DgQEaMGMFbb71FOBymtraWr3/9612qz6hRo3jvvff48MMP+fvf/84bb7zBc889x6JFixg7diyAxj/KIbv88su5/PLLu7x/MpkkEol0Gn8dDAatMdWpcdi7j7vuuE2NwQ6FQrS2ttLS0kIikSAWhVh07y2wdjtkZpsTmAVyICvXfNyx1ftgjDrv8CY5W7ZsGW+//fYe4dqc5IwuT3J2ILGoOct4fZU5DrupDhJ76XBgt9spKSnZ5xhsv9+P3+/H4/Hgcrmw72XgejKZJJFIEI/HrZIag51MJkkmk9Z7nRqD7XQ6rRKPx1m3bh1DhgzR/A8iIiJyzFPATpMBAwYAsGLFCivAxuNxJkyYwHXXXbfH/i+88AJjxozhmWeesZ57+eWXATr94f3Nb36TZ599lmQyyfjx48nKyupSfZ5++mlGjx7NxRdfzMUXX8yMGTO4/PLLeeedd6z6iRwtdrudjIwMMjIyyM/PT8s5DcOgtbWVhoYGampq9phFfNu2bUQiEZobzNbajlweyMo1COS2h+4cc3ugcOtw2vjK+Ye+TFc4ZNAWhAy/gbdDluzKMl37E48Z1O1sn0V8JzTX77mPz+dj8ODBDBw4kAEDBnDyySfTu3dv3G73IV8XzH9bu92Oy+U6pON7wjh+ERERkXRRwE6T/v37M2HCBGbNmsXMmTMpLi5m4cKFRCKRve5fWlrK8uXL+eSTTygpKeHjjz+2utxGo1Frv8svv5zHHnuMpUuXdgrjB7J161beeustfvKTn9C3b1/+9a9/sWPHDkaNGnV4NyrSQ9hsNgKBAIFAgL59++7xejKZpKqqqtM62BUVFWzdupVYJEldexjtyJ9ldF4HO3/vS3c5HDZ8mQdf50M5Zm8Mw6C5Hqrb18FuqIHdepvTu3dvTjvtNIYOHcrQoUMpKyvbawu0iIiIiKSPAnYaPfroo8yZM4e7776baDTKiBEjWLx4MatWrdpj37vuuova2lpuvfVWwOwO/uijj3LfffexYsUKq0U8MzOT8ePH849//INzzz23y3V56KGHePzxx7nvvvtobGykd+/efP/739e4RTlh2O12SktLKS0t7dRrIxqNsmXLFjZu3MjGjRvZtGkTGzdupKmpiWAzBJuhsmLXeTL8BtkFkFsAOYWQk5+ebtwHKx4zqNlhTkpWvX3PcemlpaWMHDmSkSNHMnz48LT1FBARERGRrrMZu8+yIz3O9ddfz1e+8pUeP2PuihUrADj99NO7uSayu1AoxOrVqzXOdT8aGhooLy9n48aN1tJV27Zt22M/m81s3c4tbC9F5vJghzKme38MwyDYvCtQ11WBsWtJabxeL6NGjeLMM89k9OjRlJaWpvX6R4s+m9IT6XMpPZE+l9ITnSify4PJOWrB7sGWL1/O6tWr+ec//8mcOXO6uzoix7Xc3FzOOOMMzjjjDOu5YDDIhg0bWLNmDWvXrmXVqlXU19fTVGdOHFZhTvyPJwNyCgyy89u7l+eC9yBDt5E0aG02u3vXV5nd19uCnffp1asXY8aMYcyYMZx22mmHPX5aRERERNJLAbsHW7RoEZs2beInP/nJMds6JXIs8/v9jBgxghEjRgBmq3JNTQ2rVq1i5cqVrF69mvLyciJtCaq2QtXWXcc6nOaYbl+mGcDdXnC6zJnNjaQ5q3c0Yq7ZHWqBlqY9ZyZ3uVycdtppnHXWWZx11lmUlZUdxbsXERERkYOlgN2Dvfbaa91dBRHpwGazUVRURFFRERdccAEAkUiEDRs2sG7dOtatW0d5eTnbtm0jHo/TXL/3Gb33xePxcMoppzB06FCGDx/Oaaed1ml5PxERERHp2RSwRUQOg8fjYdiwYQwbNsx6Lh6Ps2PHDnbs2EF1dTV1dXW0trYSCoVIJBLYbDa8Xi9ZWVnk5uZSWlpK3759KSkp0fr0IiIiIscwBWwRkTRzOp307dt3r8uHiYiIiMjxS4uiioiIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBAraIiIiIiIhIGihgi4iIiIiIiKSBAraIiIiIiIhIGji7uwIiIukQjUZpaWmhpaWF1tZWa9va2kowGCQUChEMBmlra6OtrY1wOEwsFiMajZJIJEgkEgDYbDacTidOpxOv10tGRgaZmZkEAgFycnLIy8sjPz+foqIiCgsLycjI6OY7FxEREZGeQgH7ODN9+nS2b9/Oyy+/zLZt27j44ot56aWXGDNmDNdffz29e/dm9uzZ3V1Nkf0yDIOWlhYaGxs7laamJpqbm2lqarIeNzc309LSQjgc7pa65uXlUVpaSu/evenduzdlZWX07duX0tJSXC5Xt9RJRERERLqHAvZxrLS0lA8++IDs7OzurooIiUSC5ubmToG5oaFhr6WxsdFqUT4oNnC5zeL0dHicKi5wuNq3TrA72osdbDbzFIZhlmQCEnGzxCJmibS1lyC0BSERg/r6eurr61m5cmWnqtjtdnr16kVZWRl9+vShT58+lJWV0atXL3Jzc7GlLigiIiIixw0F7OOYw+GgsLCwu6shx6l4PG61JDc1NdHY2Gi1Lqdam3d/zTCMg7qG0w0uj7l1e8zHHYvTvVuIdu0KykeaO8MM4aEWCDWbJdgEwWYINkIinmTbtm1s27Ztj2O9Xi+lpaWUlJRQXFxMUVERRUVF5OfnU1BQQG5uLm63++jciIiIiIikjQL2QQgGg8yfP5933nmHYDDIsGHDmD59OuvWreO5557j/PPP5/XXX2fMmDE8++yzlJeXM3fuXD7//HPi8TjnnnsuDzzwAL179wbMbrAvvfQSr776KpWVlZSVlXHbbbfx9a9/HYDKykrmzZvH3//+d4LBIKNHj+a+++7j1FNPtY5/7rnneO2112hububSSy8lEolY9d29i/juysvLmT17Np988gl+v58xY8Ywffp0hfITlGEYhEKhTi3Lqcd766rd0tJySNdxecxw6vGaW7cXPBntz2Xses7pglV/h+ot0HZolzqi7A4o6gunjYPsgs6p3jAMIqH2wN20K3iHmsyW73A4zKZNm9i0adM+zx8IBMjLyyMnJ8cq2dnZ5OTkkJWVRXZ2dqet06lf5yIiIiLdTX+RHYRp06ZRUVHBY489Rt++fVmwYAFTpkxh6tSpbNmyherqat544w3C4TDbt2/n6quv5pxzzuHXv/41kUiE2bNnM3nyZP7whz+QmZnJokWL+MUvfsGDDz7ImDFjeO+997j//vspKCjgtNNO45prrqGsrIznnnsOt9vNM888w+TJk3nzzTfp3bs3CxcuZNGiRTz88MMMHTqU3/3udyxdupSzzjrrgPdSVVXFtddeyxVXXMH06dNpa2vjmWee4eqrr+aPf/wjPp/vKLyjciQkEgnC4TBtbW3WxF719fWsXbuWiooKwuGwNXa5YwtzY2MjsVjsoK/n8piBuOM29bjj86nHti6uXbDif6B680FX56hJJmDnJkgm4fTz9myZd7ohu9AsHRkJM2SHWiHcCuEgtLWaXc/DQYiEAANrwrbNm7v2Jvh8PrKysggEAtY2NTlbZmYmmZmZ+P1+fD4fPp+PjIwMvF6vVdxuNw6HIw3vjIiIiMiJSwG7izZu3Mj777/P4sWLGTduHAAzZ84kKyvLCqNTp06lrKwMgLlz5+Lz+XjiiSesrp5PP/00F198MW+++SbXXnstv/71r7nhhhv41re+BcD1119POBwmHo/z1ltv0dDQwNKlS8nLywNg3rx5jB8/nt/85jfcd999vPzyy9xwww1Wi/eMGTP4+OOPu3Q/v/3tbykpKeGHP/yh9dyTTz7J2WefzbJly/jGN76RhndN0umvf/0rc+fOPeLXsTsAwwyOXZEan3ysuPTSS5k0aRJLlixh2bJlB91tfXfVm+HdbvoiwGYzx4sDhEIhQqEQO3fu7J7K9GBXXXUV3/3ud/UFgoiIiBxxWge7i9atWwfAyJEjrec8Hg8zZsywumb269ev0/6nnXZap3GUhYWF9O/fn3Xr1tHQ0EBNTQ0jRozodJ1bbrmFcePGsW7dOvr162eFazDHbQ4fPrzT8aeffnqn4zvWb39WrVrF+vXrGTVqlFXOOeccIpEI5eXlXTqHHF2///3v035OhwuyC6D3IDjlTBg9Acb+OwTy036pHmPSpEmUlZUxadKkww7X3S2QB2O+DsPPhwEjofRkyCowW89llzfeeIPt27d3dzVERETkBKAW7C7qyvhGr9drPd7XH+7JZBKXy3XA5Xv2d7zT6bRmIN59v66Ow0wmk5x99tk89NBDe7wWCAS6dA45uqZNm8bzzz9PdXV1p+dtNhuGYVjblHg8TltbW6dx+btLxKCp1iy7s9nbu3ZngMcDrvax0e72MdQuT/vEY+3P2dP82+RIdRFfsmSJ1YK9+3t2KIpOgtPPO/x6GQbEY+YM5ZE2iIYhmtq2l1hk12MjCc118PEfD+16TqeTjIwM3G73Xmc03/292f1ztq/P3f72N++z8zmTySTxeByn04ndbu/yufa13+7XcDqdTJ482epdJCIiInIkKWB30YABAwBYsWIFY8eOBcwAM2HCBK677ro99j/llFN46623iEajVit2bW0tmzdv5tprryUQCFBUVMSKFSu4+OKLrePuuusuSktLOeWUU3jjjTeoq6sjP99sToxEInz55ZdcddVV5ObmUlpayqeffsr48eOt47/88ssurb07aNAg/vznP1NaWmrVr7GxkQceeICbbrqJs88++xDfKTlShg0bxpNPPnnQx8ViMWpra/niiy8oLi4mGo3ucwx2qoRCIYykOR44EoKuzDHmcHYYa+3d9XiP0h7UHc79T/c9/KsGX35gTnKWPIQVu/Zl2bJlvP3224cdrjtOcnage0mJRgxrxvG2FnPsdWoMdjh48PfpcrkIBALWRGcdx2Cnxl+nxmD7/X4yMzOtMdg9ZY3uUCjE6tWrGTJkiOZ+EBERkWOeAnYX9e/fnwkTJjBr1ixmzpxJcXExCxcu3Gfr4DXXXMNvf/tb7rvvPm677Tai0SiPP/44ubm5XH755QB85zvfYf78+fTv359Ro0bx3//937z77rv86le/YsiQIfzyl79k2rRp3Hfffbjdbn7xi18QCoW4+uqrAbM7+eOPP87JJ5/MGWecwZtvvskXX3zB6NGjD3g/1157Lb/73e/4/ve/z9SpUwF4/PHHWbt2LYMHD07TuyY9gcvlIjs7m4KCAgYPHtylEBOJRPY7i3hqJvHUNpFIkIibQbGttWv1crgMayZxa/bw9sep5weNhlPPhkQ0fctvRUIGba2QkWngOYw8587Ye7BOJg3aWnabQby9dGWselZWFnl5eeTm5pKfn99pFvHdZxD3+XxaT1tERESkB1HAPgiPPvooc+bM4e677yYajTJixAgWL17MqlWr9ti3T58+vPLKK8ydO5err74at9vNueeey9y5c8nKygJg8uTJhMNhnnrqKWpqaujXrx8/+9nPrFnAX3nlFWbPns2NN94IwOjRo/ntb39rdXW87rrrSCaTPPfcc9TW1nLeeecxadKk/S79k1JWVsYrr7zCvHnzuOaaa3A4HHzlK1/hpZde6jTuW05MHo+HkpISSkpKDrivYRgEg8E91r1uamqiubl5r8E8FouRiEEoZq4jfSB2R+dW8FS3dJdnt8ep4jbHl+8tfGYEIKf4UN6VXRJxg3AIwq3tLdItu9bBDrWY3bf3JT8/n9LSUnr16rXXdbC1/rWIiIjIsctmHOuz/EiPsWLFCoA9Jl6T7teTuuGmAnnH9bb3VlKBfH9jyPfHZjMn+3K6zcDtdJtraztdZnd2h9McN253gN2+q4XcMMySTEAibo6LjkcgFm0fG90+Lnp/PB4PZWVlVunTpw9lZWX06tWLjIyMQ7qf41VP+myKpOhzKT2RPpfSE50on8uDyTlqwRaRo8pms1nrMvfp0+eA+7e1tXVq/U61ire0tFg/Nzc3W+tGt7S0EIvFMIxdS4i1HYH78Hg8FBYW0qtXL0pLS+nTpw+9e/emb9++FBQUYLdrkQYRERGRE40Ctoj0aBkZGWRkZFBaWtrlYyKRCK2trbS0tBAMBgkGg7S2tlprRYfDYcLhMLFYjGg0ao4hT5gzjNlsNpxOJ06nE6/Xi9frtSYLy8nJIS8vj/z8fLKysjT+WUREREQ6UcAWkeOOx+PB4/FYM/CLiIiIiBwN6sMoIiIiIiIikgYK2CIiIiIiIiJpoIAtIiIiIiIikgYK2CIiIiIiIiJpoIAtIiIiIiIikgYK2CIiIiIiIiJpoIAtIiIiIiIikgYK2CIiIiIiIiJpoIAtIiIiIiIikgYK2CIiIiIiIiJpoIAtIiIiIiIikgYK2CIiIiIiIiJp4OzuCoiIHC+SySSNjY3U1tZSV1dHU1MTLS0ttLW1EQ6HicfjGIaB3W7H7Xbj9XrJzMwkKyuL3NxcCgsLKSwsxO12d/etiIiIiMghUMAWETlIjY2NbNmyhc2bN7Nt2za2b9/Ojh07qKqqIhaLHfb58/LyKC0tpVevXvTp08cqvXv3VvgWERER6cEUsLtg+vTpbN++nZdffplt27Zx8cUX89JLLzFmzBiuv/56evfuzezZs9NyrY8//pgbbriBd999lz59+qTlnF2V7nsROdaFQiEqKirYtGkTFRUVVmlqatr3QTbwZIDbB24vOD3gdIPDATa7+ToGJBMQj0E8CrEwREMQDkEyDvX19dTX17Ny5crOp7bZKCoqolevXvTq1YuSkhKKi4spLCykoKCA3NxcBXARERGRbqSAfZBKS0v54IMPyM7O7u6qiEiaRKNRtm7dyubNmzsF6qqqqn0e480Efy74ssCXDRlZkBEAjx/sdtsh1cMwDOIRaGuFtmYINUNbE4SazMfxqEFVVRVVVVV8/vnnez2Hz+cjEAgQCATw+/14vV68Xi9utxu3243L5cLpdOJwOKyt3W7H4XBYz6WKy+WyjvN4PHg8HjIyMvD5fFax2zWVh4iIiEiKAvZBcjgcFBYWdnc1ROQQtLS0sG3bNrZu3crWrVvZsmULW7ZsobKykmQyuddj3D7IzDXDdGrrzwaHa+8hOhE3aAsah1VPlwdchZDV4VeNYWCG7xYIByHcCpEgREJmibYBhtnqHgqF9vvlQLrYbDYr0GdlZZGdnU1OTg45OTnk5uaSn59Pfn4+BQUFFBQUqHVdREREjnvdHrCDwSDz58/nnXfeIRgMMmzYMKZPn866det47rnnOP/883n99dcZM2YMzz77LOXl5cydO5fPP/+ceDzOueeeywMPPEDv3r0BswXopZde4tVXX6WyspKysjJuu+02vv71rwNQWVnJvHnz+Pvf/04wGGT06NHcd999nHrqqdbxzz33HK+99hrNzc1ceumlRCIRq767dxHfXXl5ObNnz+aTTz7B7/czZswYpk+fftCh/L333uO3v/0tFRUVnHTSSdx3331ccMEFVh0XLVrEa6+9Rm1tLf369ePmm2/m3//9363jly9fzi9/+UvWr19PIpFg0KBB3HPPPZx33nmA2WL3xBNP8Ic//IFoNMp//Md/7DNgiBwrotEotbW1VFVVUV1dTWVlpVW2b99OS0vLPo91usGf0zlIZ+aCy9u11uhE3GD1/0DtFrP7d09ns4E3ANnF5mMjaYZ4I2nW30hCMml2WU8mzJKIm93aE7HU/gbBYJBgMMjOnTsPeM3s7GwKCgooLCykqKiIwsJCsrKyCAaD5OXlaYy5iIiIHPO6PWBPmzaNiooKHnvsMfr27cuCBQuYMmUKU6dOZcuWLVRXV/PGG28QDofZvn07V199Neeccw6//vWviUQizJ49m8mTJ/OHP/yBzMxMFi1axC9+8QsefPBBxowZw3vvvcf9999PQUEBp512Gtdccw1lZWU899xzuN1unnnmGSZPnsybb75J7969WbhwIYsWLeLhhx9m6NCh/O53v2Pp0qWcddZZB7yXqqoqrr32Wq644gqmT59OW1sbzzzzDFdffTV//OMf8fl8XX5fXnrpJR5++GGKiop44oknmDZtGh9++CF+v5+f/exn/PGPf+THP/4xJ598Mv/3f//HzJkzaWlp4brrruPLL7/kzjvv5IEHHuDiiy+mtbWVefPmcf/99/Pee+/hdrv56U9/yv/7f/+P2bNn06tXLxYsWMAnn3xCWVnZ4fxziqRFMpkkEokQDocJh8OEQiGCwSCtra20tLTQ3NxMU1MTjY2NNDQ0UF9fT21t7f7HRrdz+8AXgIxss2u3L8sM026vGTR3l4h1rTV61ftQs/lg77T7GIbZDT0zF4Z+9eCPT8TNEouY48jjEYiGzZb0WMQcUx5tg0ib2dJuJKGpqYmmpibKy8v3ed7s7Gzy8/PJy8uzWsOzs7PJysoiEAiQmZmJ3+/H5/ORkZGB1+vF4/HgcDgO490QERERSY9uDdgbN27k/fffZ/HixYwbNw6AmTNnkpWVZYXRqVOnWqFv7ty5+Hw+nnjiCauV4+mnn+biiy/mzTff5Nprr+XXv/41N9xwA9/61rcAc+Ku1PI4b731Fg0NDSxdupS8vDwA5s2bx/jx4/nNb37Dfffdx8svv8wNN9xgtXjPmDGDjz/+uEv389vf/paSkhJ++MMfWs89+eSTnH322SxbtoxvfOMbXX5vfvCDH1gt5LfffjvLly+nvLycgQMH8uKLLzJ//nyrRbtv375s376dxYsXc9111+FwOPjRj37Etddea53vhhtu4JZbbqGuro5AIMDSpUt56KGHOP/88wF49NFH+eijj7pcP5HD1dTUxA9/+EPWrl2b1vPaHeD1gycTWuvNCcQ6iobM0njke1B3yaWXXsqkSZNYsmQJy5YtwzAOr3v5warZDO+9fFQvaXF5zS85ou3d3JOJXSF848aNabnGuHHjePDBBxXARURE5Kjo1oC9bt06AEaOHGk95/F4mDFjBkuXLgWgX79+nfY/7bTTOnUhLCwspH///qxbt46GhgZqamoYMWJEp+vccsstgBne+/XrZ4VrAK/Xy/Dhwzsdf/rpp3c6fuTIkfttcUlZtWoV69evZ9SoUZ2ej0QiXTq+o/79+1uPs7KyAAiHw2zYsIFIJMK9997baXKheDxONBolHA4zZMgQsrOzWbhwIRs3bmTz5s2sWbMGgEQiwaZNm4jFYp3u0+PxMHTo0IOqo8jh2Lx5c1rDtT/XHLMcyDMnIPNkwtoP9wzYPc2kSZMoKytj0qRJvP32291dnaMqIxMGntUesIPmFyLNteY2XT788EOam5vJzc1N30lFRERE9qFbA7bTeeDLe71e6/G+WnaSySQulwuXy7Xfc+3veKfTia29f+ju+3WlnqnznH322Tz00EN7vBYIBLp0jpS9zcxrGIZVtyeffJKTTz55j33cbjf/+Mc/uPnmm7ngggsYPXo0V1xxBW1tbdx+++0Ah32fIulw2mmn8YMf/IB//OMf1mfRtlsf7VRX8VAoRGtrK8FgkJaWFlpbW/f4/AYbzFK523WcnvYZvjPNrS+rfRsAx/5/ZRyUQ+0ivmTJEqsF22azHfUW7MKTDq2L+P4kk2Y38dTka9ZkbMHOE7M118Knf+jaOX0+H1lZWZ26iHu9Xux2u/W+pT4/yWQSm82G3W7nkksuUbgWERGRo6ZbE9WAAQMAWLFiBWPHjgXMltgJEyZw3XXX7bH/KaecwltvvUU0GrVasWtra9m8eTPXXnstgUCAoqIiVqxYwcUXX2wdd9ddd1FaWsopp5zCG2+8QV1dHfn5+YDZuvzll19y1VVXkZubS2lpKZ9++injx4+3jv/yyy8PGN4BBg0axJ///GdKS0ut+jU2NvLAAw9w0003cfbZZx/iO7XLySefjNPpZMeOHVx44YXW8y+99BIbNmzg4Ycf5oUXXmDMmDE888wz1usvv2z2ATUMg/79++PxePjss88YMmQIYL7va9as2evEbSJHgt1u54ILLrCGOhyMRCJBS0sLDQ0NNDY2UldXR11dHbW1tdTU1FhLWbW2thKPQEuNWXbnzTS7KKcmN0ttnfuYIXx/hp5/aJOcLVu2jLfffvuoh2u7A/LL4JSxHSY3S7ZPXpaa4Kx9srNE3JzsLDXuOtG+fnc81j4GO2JuY2FzHHZXew3YbDZycnLw+/306dOHkpISa/x1agx2bm4uWVlZ+gJQREREjgnd+hdL//79mTBhArNmzWLmzJkUFxezcOHCTrN2d3TNNdfw29/+lvvuu4/bbruNaDTK448/Tm5uLpdffjkA3/nOd5g/fz79+/dn1KhR/Pd//zfvvvsuv/rVrxgyZAi//OUvmTZtGvfddx9ut5tf/OIXhEIhrr76asDsTv74449z8sknc8YZZ/Dmm2/yxRdfMHr06APez7XXXsvvfvc7vv/97zN16lQAHn/8cdauXcvgwYPT8p4FAgH+4z/+g6eeeorMzEy+8pWv8PHHHzN37ly++93vAuZa3cuXL+eTTz6hpKSEjz/+mKeeegowZ1n2+/1MnjyZp59+msLCQgYMGMALL7xwVJb1EUkHh8NhTYC1P62trezcuZMdO3awfft2tm/fzrZt29i+fTtNTU2EW83lruq3dz7Om2nsWpIrFzLzzCC+v/WtHU4bp11oziYebev6vURCBuFW85qers+DaC3b1XGZrlhkV+CNR3cFYmsm8I4BOgE1FWY5Eux2+x5LdRUWFnYqBQUFxGIxVq9ezZAhQw5qIkgRERGRnqjbmwQeffRR5syZw9133000GmXEiBEsXryYVatW7bFvnz59eOWVV5g7dy5XX301brebc889l7lz51rjlCdPnkw4HOapp56ipqaGfv368bOf/cyaBfyVV15h9uzZ3HjjjQCMHj2a3/72t9ZEatdddx3JZJLnnnuO2tpazjvvPCZNmsSmTZsOeC9lZWW88sorzJs3j2uuuQaHw8FXvvIVXnrppU7jvg/XjBkzyM3N5amnnqK6uprS0lLuuusu/r//7/8DzBb72tpabr31VgAGDhzIo48+yn333ceKFSsYMGAA9957Lx6Ph4cffphgMMill17KRRddlLY6ivQEmZmZDBw4kIEDB+7xWlNTk7UO9ubNm61SX19vBe/arbv2t9nBl23sWsorB3w5ZnfzjsHb4bSRcRAjQjICQPHeXzMMg1gYQk3tpdnctrWYJRnv+nW6yul04nA4rGE3brcbt9uNx+PB6/Xi9XqtGbwDgQB+v7/TOtjZ2dlWq3NXJhaLxWLpvwkRERGRbmIzjvaAPzlurVixAmCPSeKk+4VCIbUSdlFzczMVFRVs2rSp0zYUCu11/9R60r4sc+vNNGcxd2eYxeUxx3rbHZ3HmBtJw1zmKtretbq9JTrcuitAtzWbLdH7YrPZyM/Pp6ioiLy8PPLz860lrTIzM/H5fPh8PjwejxWUXS4XDofDCtK7l6NNn03pifS5lJ5In0vpiU6Uz+XB5Jxub8EWEelJsrKyGD58OMOHD7eeMwyD6upqNm/ezKZNm6zW7q1btxIOh2lrNsPwgdjsBjZbezftLn61abPZKCoqok+fPvTp04fevXvTu3dvevXqRVFRUZfmhxARERGRo0MB+yg644wzSCT2PftRfn4+y5cvP4o1EpGusNlsFBcXU1xcbA03ATN419bWsn37dnbs2EFlZSXV1dXU1NRYE7AFg8Fd+ydh91ztcrnIzs4mJyeHgoICiouLKSoqorS01ArSHo/nKN2piIiIiBwOBeyjaOnSpfudJbg7umeKyKGz2WzWhF0jR47c6z6JRIJIJEI4HCYej1vHud1uMjIyrBUHREREROTYp4B9FPXt27e7qyAiR5nD4bDGQouIiIjI8c3e3RUQEREREREROR4oYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBooYIuIiIiIiIikgQK2iIiIiIiISBo4u7sCIiLSvQzDIBaLEQ6HicfjJJNJDMPAbrfjcrlwu914PB5sNlt3V1VERESkR1PAFhE5jiSTSYLBIC0tLTQ1NdHc3ExTUxONjY2dSktLC83NzbS2thIMBkkmk/s9r91ux+fzkZmZSXZ2Njk5OeTl5ZGfn09hYSGFhYWUlJRQVFSE2+0+SncrIiIi0rMoYIuIHEWGYdDS0kJDQwONjY2dQm5bWxttbW1Eo1FisRixWIx4PE4ikdijxONxYrEY0WiUSCRCOBymra2NUCh02HW02VN1BQzzcTKZpLW1ldbWVnbu3Lnf4/Pz8yktLaV379706tWL3r1706dPH3r37o3H4zns+omIiIj0VArYIiJpYhgGra2tVFdXU1VVRXV1NdXV1dTU1FBTU0NtbS319fXE4/EjXhe7E1wecHrB5QVXBrjbt06v+ZrLC043ONzgcJnH2Gx06gpuJA0ScUjGIR6FeARiYYi1QTRklkgQIq0QbjX3q6uro66uji+//LJTnWw2G8XFxfTt25e+ffvSr18/iouLiUajR/z9EBERETkaFLBFRLogFovR1NREfX29VWpra6mrq7MCdHV1NW1tbV06n9Nthl2H2wy2zvaA63CC3WEW7GZrst32/7N35/Fx1YX+/19n9sySfW2artA2QEGQCxYBoawF2TQuiBcRwYXtAgoXv5WlFC9LvSwWEdCilMq9Sn+toNhq2VSUolDg1gJdaAvdkmbP7Ov5/TGZ06RJ26SdNCl9Px+Pz+PMcuZzPjOMNe/5bN23jex962jbcW7utXZnd1i2D/y9mZlscCZuPdLveR4/2Ip3PQ/bNE1SsWzQjnVBtLvEOiHSCemESWNjI42NjfzjH//o9dqqqiomTJjA2LFjGTduHGPHjqWurk7DzUVEROSAooB9AAuHw9x///388Y9/JBwOc/jhh3PLLbewZs0avv/977N69Wrr3EWLFvV6bPr06TQ0NPDmm2/yz3/+k6qqKr75zW/yhS98YbjejsiQy2QyRKNRwuEw4XDYGvKcm7Ocux8MBq05yrl5zKFQaMDXcXrA7e8uvh1HlxdcPnAVZIdfr/0LtH0EmfQQvuk8stmhdIzJoSeD3dE3aBuGgbMg+8NBoKL3c6ZpkoxBtAMiudKeLckYNDU10dTUxGuvvbbjejYbNTU1jBkzhtGjRzN69GhGjRpFTU0NZWVl2O2D+BVBREREZD9QwD6AXX/99WzcuJG7776bMWPG8Oijj3L55Zdz1VVXDej1jzzyCN/+9reZOXMmf/nLX7jtttvw+Xycc845Q9xykf6ZpkkmkyGVSlklNxc5N9c4kUgQi8V6ldzc5dwc5FzJhedIJGLNcd5XuQDpKugOzN7uEO0Fpy97276Hf1nNDKz5C7Ru3Ofm7FeZNLRsyP44MOnk/nu5d8fuAH95tvSUTvYI3N3HcDukExm2bNnCli1b+tZlt1NeXk5FRQVlZWWUlpZSXFxMYWEhgUAAn8+H1+vF6/VSWFhISUnJ3r1pERERkUFQwD5ArV+/nr/85S/MmzePE088EYA77riDwsJCvF7vgOo48cQTueaaawCYMGEC77zzDk8++aQCtuwXpmly++23s3z58uFuyqAko9my70uJDZ8ZM2bQ0NDAwoULWbp0KaY5uLDcuhFe25i/9hRWwdRzoXhUj7nfppn9nDuyJdqZLbFgdr53Op22er0H4uabb+b000/PX6NFRERE+mEb7gbI3lmzZg0An/jEJ6zH3G433//+93E4Bva7yfHHH9/r/tFHH23VKzLU0uk077333nA346DU0NBAXV0dDQ0Ngw7X+4thGLi8BkU1UFrXXcZkj8W14BjkYuQDDeIiIiIi+0I92AeogYbonHS67yTPnevIZDLYbPrNRfYPh8PBz372M/7xj3+QyWQwDKPfsNffMPGdh4jHYjEikYg1RDwcDhOPx/u56uDZHN2rcPdYjdvZY3i4qyA7r9rpzi4+NlDDOUR84cKFVg/2rj733SkbB5NOzl97bN3/FMWCJuH2HXOzcz3XmT0suu52uykrK6OoqMgaIh4IBPB6vRQUFFBUVMTJJ+exwSIiIiK7oIB9gJo4cSIAK1euZNq0aUA2iJx55plcd911AIRCIfx+PwAbN27sU8fKlSt73V+xYgWHHXbYELZapLfi4mLOPPPMIak7nU73Ox9755J7fOcFzkKhUHZOeCo7JDm+hzXODHv3XOzuRc08/h4LnfmzYbznwmCTPmOy1hieRc6WLl3KkiVLBh2us4ucsctFzgbCNE0S4b5zriMd2bnY/XE4HNTU1Fh7aVdXV1NdXU1lZSUVFRV4vd5eW4uJiIiIDBcF7APU+PHjOfPMM5k1axZ33HEHVVVVPP7448TjcSZMmIBhGMydO5d///d/Z+XKlSxevLhPHc8//zxHHXUUn/70p3nhhRdYtmwZjz766DC8G5H8s9vtVk/m3kin04TDYWsV8Y6ODtrb263S2tpqbdPV3t6OmTaJdWW3p9oVh9u0er6dBdkwPvqo7uecYMtt1dW9RZfN3mNbrh5bc2GAzbbjucFKRExiIfD4s+0ZKFcB2AYYrFMJc8dWXZ29y+6C9JgxY6ytunK3a2pqtGK4iIiIHBAUsA9g//Vf/8V9993Hf/zHf5BIJDjqqKOYN28eU6ZMYdasWTz22GM8/fTTfPKTn+Tmm2/mP//zP3u9/qKLLmLZsmXcc889jBs3jgcffJDPfOYzw/RuREYWu91OYWEhhYWFezw3mUzS0tJCc3MzTU1N1nH79u1WicfjpOLZ/aYj7flrZ24v7Nz+13Zndo9thztbnAW9h7e7PFBQmN1Gy7DtZS90xiTRvdhbPAKJEMTDOxYgiwWzW2/tit1up7a2ljFjxlBbW4vdbmfatGlMnDhx0NNfREREREYS/SVzAAsEAsyePZvZs2f3ee5LX/oSX/rSl3o9duGFF/a6X1VVxV133TWUTRQ5KDidTmpqaqipqen3edM0CYVCtLS00NLSQnt7Ox0dHXR0dFhD0sPhsLXlWDwet+adp1Ip0uk0qVSKTCbTt+4MpDO77hXeHYfLxO7O9p7bu3vPbXYgl7vN7PD1TDpbfzqR/YEglRhY/UVFRdTW1lJbW8vo0aOpq6tjzJgxjBo1ygrSkUiE9957j7q6OoVrEREROeDprxkRkSFmGIY1XH38+PF7XU9un/Bc4E4kEiQSCZLJZK8F3sLhMMFgkK6uLjo7O60w39HRQWdnJ8FgEMgG5VQC9mY5OJvNRnFxMeXl5ZSVlVFZWUlVVRVVVVXWjw0+n2+v36uIiIjIgUgBW0TkAGEYBna7HbvdjsvlGvCe9ztLp9N0dXX16T3P9ZznesptNhtOpxOXy0VBQQE+n49AIEBRURF+v1/zokVERER2ooB9kHrppZeGuwkiMkzsdjslJSWUlJQMd1NEREREPla06bGIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBY7gbcCCZPHkyd999N5/73Ofyeu7eevnll6mrq+OQQw7h9ddf59JLL+XFF19k9OjRQ3ZNEdkhk8kQiUSIRCKEw2Gi0ah1P3c7FosRi8WIRqPE43FisRiJRMIqyWSSVCpFKpUik8lgmiaZTMa6hmEYGIaB3W7vVRwOh1WcTmevx3qeZ7PZsNlsveoyTdO6Ts+STqetYzqdts7rqef13W43Ho+HgoICfD4fgUCAQCBASUkJxcXFFBcXY7fb9+t/ExEREZHhpIB9gNqyZQvf/va3mT9/PocccghHH300r776KqWlpcPdNJEDkmmahEIh2traaGtro6Ojg46ODjo7O+nq6qKzs5NgMEgwGCQUChEKhYhEIn0CqOxgs9koKyujsrKSyspKampqqKmpYdSoUYwePZri4uLhbqKIiIhIXilgH6B2/qPe5XJRUVExTK0RGdlM06Srq4vm5maam5vZvn27dbulpYWWlhZaW1tJJBJ7Vb9hA7sL7E6wObNHuwtsDrDZAaP7dvd9mx0MR/Z1hg1sNjCM7G2M7mI1PlvMniXTu5CBTKb3c+Rumz3q6dXobDHIXhujdxuM7mKda2bfE4aRrTcNmbRJOgmZJKSTkIpBKg7JaPZ2JpOxPudVq1b1+dy8Xi+jRo3C7/dTX1/PhAkTGD16NLW1tXg8nr36byEiIiIynBSwd6GxsZFZs2axfPlyAoEAN910k/VcJpPhZz/7GYsWLWLLli24XC6OOeYYbrvtNsaMGdOnrrlz5/Lmm29y7LHH8vTTTxONRjnvvPP4zne+wx133MHy5cuprKxk5syZnHLKKQBs3bqVOXPmsHz5crq6uigrK+O8887ju9/9Llu3buW0004D4NJLL+Waa67huOOO6zVEfHevt9lsLFq0iJ/+9Kd85zvf4ac//Snbtm1j0qRJzJw5k09+8pP75TMWyYdUKkVHRwdtbW20trbS2tpqheZcuGtubiYejw+oPrsLnF5wFoDDs+PocBvdx+4w7QaHKxekjT71pFMmG/9s0rYhG0Y/Dgw7lIw1GfcZA7tj518CejMzJskoJELZEg9BvMskHoRYZ/axSCTCunXrAHj77bd7vb68vJza2lpGjRpFdXU11dXVVFZWUlFRQVlZmYaei4iIyIikgN2PVCrFFVdcgd/vZ8GCBSQSCWbNmmU9P3/+fObNm8e9997LpEmT+Oijj7j11lu55557eOSRR/qt84033qCsrIxf/epXrFixgv/3//4fL774IjfddBM333wzc+bM4ZZbbuG1117DMAy+853vUFFRwS9+8Qt8Ph8vvvgid999N0cffTSnnnoqzzzzDF/4wheYO3cun/70p/nXv/7V63q7e/3pp58OwLZt2/jf//1f5syZg8/n44477uCWW27hT3/6E4ax6z+cRfKhvb2daDRqzT9OJpMkk0kSiYQ1VzkWi/Wa4xwKhaxh2p2dndbw7YGye8DlA7cPnN3F5QNXQff9gv7D8u6YJqSTfYeJb3jFpH3joKoa8cw0tK3Phufxp+z5fLsLCkqzJWvHZ5tJmSSCEO2CeBDindngHeuEdBzrR5J33nmnT702m43i4mJKS0spLi6mqKiIwsJC/H4/fr8fr9dLQUEBHo8Ht9uN2+3G6XRSXV2Nz+fLx0chIiIi0i8F7H689tprrF27lmXLllk90nfffTcXXnghAGPGjOHee+/l1FNPBaC2tpazzz6bpUuX7rLOTCbDrFmz8Pv9jB8/njlz5vCpT33KqvPiiy/m5Zdfprm5mcLCQi644AJmzJhBTU0NAJdddhk/+9nPWL16Naeffro117qoqKjPH4yxWGyPrwdIJpPMmjWL+vp6AL7+9a9z9dVX09zcTGVlZR4+SZH+LVq0iEcffTR/FRrZcOz0gsvbHZa90LoW4j3ydzoG0RhEW3dX2YEzp3rGjBk0NDSwcOFCli5dut/mg7dvhPZf5u9a/iqYct6OBdhS8e7A3ZX97xcPZsN4PATJcPbf09xc+cEIBAIsWLCAgoKCvLVdREREpCcF7H6sWbOGoqKiXsO96+vrrTmB06dP55133uGhhx5iw4YNbNiwgXXr1lFVVbXLOsvKyvD7/dZ9r9fbq/5c3YlEAo/Hw1e/+lWWLl3K//3f//Hhhx+yevVqWlpaeq0uvCuDef3EiROt24FAAMgGb5GhlO/vmM2end9sd+yYA21z9JhD/DHV0NBAXV0dDQ0NLFmyZLibkxeGYWBzmNn/jt3/PW09joYdzNTe1Z1Kp7QonYiIiAwpBex+GIbRb5B1OLIf1+OPP85PfvITLrroIqZNm8Zll13Giy++yPPPP7/LOp1OZ5/Hclvn7CwSifDVr36VWCzG2WefzUUXXcSRRx7JJZdcMqD2D+b1Lperz2P6A1SG2pe+9CVOPvnkPkPEe25f1XOIeDgctkpuiHhuhe9kMkkm1d3TubvR4kb3cPDuYg0P79Hj7fCQt+kR+2OI+MKFC60e7Fzv7/5QMg7Gn7Jvn5OZMUlGINaR7Zn+6O8msQ6TaGe2l3pPvF5vnyHiPp8Pv9+Pz+frNUTc5XLhcrkYPXo0Xq93n9otIiIisjsK2P2or68nGAyydu1aDj30UAA2btxIKBQC4NFHH+Xqq6/mm9/8pvWaefPm5e2P21dffZVVq1bxt7/9jfLycgA6OjpobW21rrG7EDCQ14sMt9z0hX1hmiaRSIT29vY+i5zlVghvbm6mra2NTCZjLbi1K4YBDq+ZHW5e0GOBM8+OBc4c7h4LnLlzPeV9//c4/lQw/mzS/uHQLXK2dOlSlixZst/CdXaRM3oscrZrpmmSTkAi3L3IWTA71Dv3Q0isa/efi9/vp7a21traq+ciZxUVFRrmLSIiIiOSAnY/jj/+eI466ihuvvlmbr/9dux2O7Nnz7Z6nGtqavjb3/7G9OnTsdlsPPvss/zpT3+ywuy+qq6uBuC5557jrLPOYtu2bdx///1WDx9g9cKsWbOGww47bNCvF/k4MAwDn8+Hz+dj9OjRuzwvlUrR2traZ4uuniG8s7MT0zRJhvvrQd1NeDXA7jKtrbl6bdXlhPJJ2dOsLbq6hzlb23V1b9WFrcd2Wd31Yu64smkC3Vty5bbfSkSzvcC56/d8LrdlV26Lr/7anbuOYXRfn362C+uRo+3O7GfesjrbA51JZRcrSychnchu0ZWKQSqa3aors4eh3A6Hg+rqagoLC5kyZQrjx49n9OjRjB49msLCQi22KCIiIgccBex+2Gw2HnvsMe666y4uv/xyPB4P3/rWt9iyZQsA9913H3feeSef//zn8fl8HHXUUcyaNYs77riDrVu3MmrUqH26/pFHHsn3v/99fvnLX/Lggw9SVVXFOeecQ01NDStXrgSgpKSEz3/+89x33318+OGHnHHGGYN6vcjBxOFwUFVVtdt1ElKplNUT3tbWRkdHh1W6urro6uoiGAzS1dVFKBQiFAplp5KY2VWv0wPbBexjYHA95YFAgIqKCqqqqqiurmbUqFGMGjWK2tpaqqqqiMfjvPfee9TX12v4toiIiBzwDFNjhiVPcuF96tSpw9wS2VkkElGIyTPTNInFYoTDYWueeDQatY7RaJRIJGLNJY9Go9b2Yz3nmieTSWseeiaTsUqOYRjYbDbsdjs2mw2Hw4HdbsfhcFjF6XT2esxut1vn516bqyvX9lzJXS+dTve6nU6nrXNyrzEMw6rX6XRaW2B5vV5r/nNhYSHFxcWUlJRQVlZmLeC4K/puykik76WMRPpeykh0sHwvB5Nz1IMtIrIXDMOgoKBAc4FFRERExNL/MtYiIiIiIiIiMigK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgeO4W6AiHw8hEIhtm3bRltbG8FgkHg8jmma2O12PB4Pfr+foqIiysrKKC4uxm63D3eTRURERETySgFbRAbNNE02btzIm2++ycqVK1mzZg2tra0Dfr3dbqeiooKamhpqa2upq6tj7NixjB8/npKSkiFsuYiIiIjI0FHAFpEB27hxIy+++CJ//vOfaWxs7PO8owAcPnC4wXCAYYCZgUwS0glIRbMlnU7T2NhIY2Mjb731Vq86iouLOeSQQ5g0aRKTJ09mypQpCt0iIiIickBQwBaR3YrFYvz5z3/m+eef5/3337ceN+zgGwX+UQbeKvCUgt1l7LE+M2OSikAiBIlOiHeaxDsg1g6JLujo6OCNN97gjTfesF4zatQojjjiCI444gimTp3KqFGjMIw9X0tEREREZH9SwBaRfjU2NvK73/2OJUuWEAqFsg/aoHAMFB9iEBgDNsfgQ65hM3D6wekHXzXAjjoyKZNYG0SbIdpsEmmGeDts3bqVrVu38qc//QmAsrIypk6dypFHHskRRxzBmDFjsNm0ZqOIiIiIDC8F7EGaPHkyd999N5/73OcGde7cuXNZvHgxL7300pC2b/r06Vx00UVce+21/T6/aNEivv/977N69epha6OMXJlMhrfeeovnnnuO119/nUwmA4AzAGX1BsWTwOkdup5jm8PAWwneSsgF73TcJNwEkUaT8LZs+G5tbeWVV17hlVdeASAQCHDYYYcxZcoUJk+ezKRJkygsLByydoqIiIiI9EcB+yBzzjnncNJJJw13M2SEaWlpYdmyZfzxj39k69at1uP+Wig7wiBQl+157k8mZZKKDm37PCXgKTGoPCZ7P7IdwtsgvM0k0gTBYJDXX3+d119/3XpNeXk548aNY+zYsYwePZpRo0ZRXV1NRUUFDof+6RMRERGR/NNfmQcZj8eDx+MZ7mbICLBt2zZef/11Xn31VVauXIlpmgDYnFB8KJQdbuAp2XVvdSZlsvkVk64PwUzvnzYbdigcC6NPMfCPMgADM2MSbYFIE0S2m0Sbs3O5W1paaGlp6TWXG8AwDEpKSigrK6O0tJSSkhKKi4spKiqiqKiIwsJCCgsLCQQCBAIBfD6fthQTERERkQFRwN6NxsZGZs2axfLlywkEAtx00029nn/llVd45JFHWLt2LT6fj3PPPZcbbrhhQAF2zZo1/Pd//zcrVqwgGo1SVVXFJZdcwuWXXw7A3Llzef3116moqODPf/4zF110EbfeeuuA2t3c3MwVV1xhvf4b3/gGl1xyCdB3iLgcHBKJBFu2bGHz5s2sX7+ed955p1dPNYC3Ohusi8aCzZkN1pmkucs6N71i0rVhSJvdh5mGzvXZbcLqTtnxeLaHG0qndA8rT5jE2rsXTuuEeCckgpAMZRdZa2tro62tbcDX9Xq9+P1+vF4vXq+XgoICCgoKrNsulwuXy4XD4cDpdGK323E4HNjtdux2Ozabzbqdey53bu61brcbj8dj1alQLyIiInLgUcDehVQqxRVXXIHf72fBggUkEglmzZplPb9s2TKuu+46rr32Wu69917Wr1/PHXfcwaZNm3jkkUd2W3c0GuXyyy/n05/+NP/7v/+L3W7nmWee4d5772XatGnU19cD8M9//pNLL72UZ599lnR64F2Ev/nNb7j++uuZOXMmr776Kj/84Q+prKzkjDPO2LsPQ0asdDrNypUrCYfDxGIxIpEI4XCYrq4u2traaGlpoampie3bt1s91BYDvFVQOM6gaAI4fbD+OZOtfwXYdbDOlxkzZtDQ0MDChQtZunRp3/btRtcGWLVh6NuYE4lEiEQi++16AG632wr0Xq8Xn8+Hz+ejoKDAOhYUFODxeHC73VZIdzgcGIZBYWEh9fX1Wm1dREREZD9SwN6F1157jbVr17Js2TLGjBkDwN13382FF14IwOOPP84ZZ5zBVVddBcD48eMxTZOrr76adevWccghh+yy7mg0yqWXXsoll1yCz+cD4LrrruPnP/85q1evtgJ27vFAIDCotp9++ul8+9vfttr19ttv88QTTyhgfwzNnz+f//mf/xnw+b4aKKgEX7WBr6b3tlqDCbj50NDQQF1dHQ0NDSxZsmS/XjtfnH4oOgRIQyad7WE3M9mCueO2aQLdR+uxNGQS2f3B0/G+dcfjceLxOO3t7XvdvquvvpoLLrhgr18vIiIiIoOjgL0La9asoaioyArXAPX19dbw7zVr1nDuuef2es1xxx1nPbe7gF1aWspXvvIVfv/73/Puu+/y0UcfWfsL51ZthuxWRIMN1wCf/OQne90/6qij+POf/zzoemTkq6ysHNT50RbAAJvdxOY08FaZ2OzZkG0YBhPOBzM1sLr2dYj4woULrR5swzAGFfALx0PdKUPTM2tmTFLxbOi1SncQNhOQTkImV9IQa+kOy6kdwblPyDb7hu79MEiA8vLyob+IiIiIiFgUsHfBMIxeYTcnt/pwf2Egd/6eVihubm7mS1/6EqWlpUyfPp0TTzyRqVOn8pnPfKbXeXu7GNnO+wFnMhlcLtde1SUj27nnnsupp55KNBolFosRDocJh8N0dnbS3t5Oc3MzTU1NbNq0iU2bNpFOpglvhfBWYIWJzQmBMSZFE7IrhdscBoZzYNeuOxU2G3u/yNnSpUtZsmTJoMJ1z0XOBrsHdzphWvOwk2FIRUySEUhFsyUdg1Qs26u8v9lsNmsBQo/HYw3/9vl8vYaH527nns8Vt9ttDRN3Op04HA7rvoiIiIjsPwrYu1BfX08wGGTt2rUceuihAGzcuJFQKARk949esWIFl112mfWa3GrFEydO3G3dv//97+no6OCPf/wjTmc2zeQWHcvHMN1Vq1b1uv/mm29a70E+fnJzdHcnEonwr3/9C7/fz/r161m5ciUrVqygs7OTzg+g8wMTmwuKDzEpnWJQUL7n8GpzGIw53djrbbqSEZNkEJwBc8B7azsK2GOwTsezq4rHWiHWbhLvyC5ylo4Nrn2BQAC/328dey5yliu5+c9utxun02kVh8PRZ2Gz3P3cAmc9FznTtmEiIiIiHw/6q24Xjj/+eI466ihuvvlmbr/9dux2O7Nnz7Z6h6+44gr+4z/+g0ceeYQZM2awceNGZs+ezamnnrrHgF1dXU00GmXp0qV88pOfZP369dx9991AdrXnffX8888zZcoUTjnlFF544QWWLVvGk08+uc/1yoHNbrczbtw4DjvsMD772c+SyWRYvXo1f/3rX/nzn/9Mc3Mzbe9C27smBRUmZYcbFE3EGkK+KzaHgWvwMxlwBQyo2ss3083MmMTaslt0hZtMotuzW3TtSmFhIZWVlZSXl1NeXk5paSnFxcVWKSwspKioCL/fr1W8RURERGTQFLB3wWaz8dhjj3HXXXdx+eWX4/F4+Na3vsWWLVsAOOuss7j//vv56U9/yiOPPEJpaSmf/exnue666/ZY99lnn82qVau45557CIVC1NbW8oUvfIEXX3yRlStXcvHFF+9T27/xjW/w8ssvc//991NbW8t///d/c/zxx+9TnfLxY7PZqK+vp76+niuuuIJ33nmHJUuW8OqrrxJtTrH5FZPG16G03qS03sDpG/7VqHN7Xoe3QrjRJNzY/5Du6upqJk6cyPjx4xkzZgyjR4+mpqbGWlRQRERERGQoGOb+XjpYPrZWrlwJwNSpU4e5JbKzSCTCe++9R319/R6Hk7e3t7N06VJ+97vf0dLSkn3QgMJxUFpv4B8Fhm3/hO10wiTaDOFGiDSaRJqyi4n15PV6qa+v5/DDD2fKlClMmjSJwsLC/dI+2XeD+W6K7C/6XspIpO+ljEQHy/dyMDlHPdgi0ktJSQkXX3wxX/ziF/nb3/7Gb3/7W/71r3/RtQG6Npg4fVA0MbswWkEFedtnOZ3IDveOtkCsxSTSDPEO+qy2HQgEOOKIIzjyyCM58sgjmTBhgoZzi4iIiMiIoIB9gLjzzjtZvHjxbs/5yU9+wgknnLCfWiQfd3a7nZNPPpmTTz6ZDRs28Ic//IEXXniBcDhMy/9By/+ZOArAV2PirTTwlIGrCJze/nu4M2mTdAySkexK3okgJLpMEp0Q64BUuP92VFVVUV9fzxFHHMHUqVMZO3Zsn5XyRURERERGAgXsA8Q111zD1772td2eM9g9kUUGavz48Vx99dVceeWVLF++nL/85S+88cYbRCIROtdD5/re3cw2l4nNARhAJrt39ED2166oqGDChAkccsghHHrooUyZMoXS0tIheU8iIiIiIvmmgH2AKC0tVdCQYedyuaxe7WQyyXvvvcfKlStZu3YtGzdupKmpiXQ6TSbR/+JjNpuNkpISysvLqa6upqamhtraWkaPHs3YsWPx+/37/02JiIiIiOSJAraI7BWn02nNg85Jp9N0dXURCoWIx+NkMhmcTidut9vaS1rDu0VERETk40oBW0Tyxm63U1JSQklJyXA3RURERERkv1NXkoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IFjuBsgInIgMU2TVCpFPB7vUxKJBIlEgmQySTKZJJ1Ok06nMU0TAMMwsNvtOBwOXC4XHo8Hj8eD3+/H5/MRCASw2+3D/A5FREREZG8pYO9HkydP5u677+Zzn/tcXs8dyPlz585l8eLFvPTSS4Nqs8hIlEqlCIVChMNhwuEw0WjUKj2DbiKRIJVK9Qm8qVTKOmYyGVKplPVYMpns9ZpkMkkikbDqjcfjZDKZIXlfhmHg9/spLS2ltLSUsrIyKioqqKyspKqqyioul2tIri8iIiIi+0YB+yBx+eWXc8kllwx3M0T6lUwm6ejooL29nba2Ntrb2+no6OhVurq66OrqIhgMEovFhrvJOzjAZgdjp4INMMDoPgJggpkBuksmBWYKMkkwk9ne8WAwSDAY5MMPP+z3coZhUFZWRnV1NaNGjaKmpoaamhqqq6upqamhuLgYwzD6fa2IiIiIDC0F7IOEz+fD5/MNdzPkIGGaJtFolM7OTqv0DMvt7e29wnRXV9deXcdwZovZHVCHRSoblPeFYQffBCidBmbSIB2BdARSYUiFTFJBSIUgGQQzadLS0kJLSwv/+te/+tTldrupqKigqqqKiooKysvLKS8vp6SkhNLSUoqLiykqKsLtdiuIi4iIiOSZAvYQaWxsZNasWSxfvpxAIMBNN93U6/lXXnmFRx55hLVr1+Lz+Tj33HO54YYb8Hg8feqaO3cuf//73znxxBOZP38+6XSaM844g5kzZ+L3+63zNmzYwGWXXcabb75JcXExX/3qV/nWt75l1ZEbIr5582ZOO+00fvzjH/Pzn/+c9957j8rKSr71rW/xpS99aWg/GBlWueDbn55DoZPJZK+5xbFYjFgsRjweJxKJEI1GicVihMNhIpGINVQ7FAoRCoUIBoOk0+nBNc4AmwccPrB7wF7Q41gAhhvs7uxjNle2GDaD7S+ZhDfk4cMZRmYawusBEyqngzPQ89kdIdg0TTKxbNBOBSHVlb2d7MoG8HQY4vE4mzdvZvPmzbu9psPhIBAIUFBQgM/no6CgAI/Hg9vtxuVy4XK5cDqdVrHZbDgcDmsOee62zWazHuv5nNPptI49i8vlIhAI4Ha7Nd9cREREPnYUsIdAKpXiiiuuwO/3s2DBAhKJBLNmzbKeX7ZsGddddx3XXnst9957L+vXr+eOO+5g06ZNPPLII/3WuXLlSgCeeOIJQqEQM2fO5Prrr+fnP/+5dc6CBQu4/fbbmT17Nr/73e+4//77OfLII5k2bVq/dd59993ceuutTJo0iV/84hfccccdnHDCCdTV1eXx05D+RKNRlixZQktLS5/nTNMcdM9ibm5xz/nDuWMuNHd2dtLS0kI8Hs/X28gvEzJRSPSf/3f9omEwY8YMGhoaWLhwIUuXLrUWMdtX4Q2wYd7+eU+pVMoaSTBccou92Ww2vF4vHo/HCvc9g37PsJ8L8nvS3/+ODMPgzDPPZOzYsUP1lkREROQgp4A9BF577TXWrl3LsmXLGDNmDJANsxdeeCEAjz/+OGeccQZXXXUVAOPHj8c0Ta6++mrWrVvHIYcc0qdOwzB48MEHqaqqAuC2227jyiuvZP369UyYMAGAr3zlK9Y1rrrqKp544gn+9a9/7TJgX3bZZZx22mkA3HDDDfzqV7/inXfeUcDeDx544AFeeeWV4W6G7KWGhgbq6upoaGhgyZIlw92cA1ZucTmAUCi0X665aNEifv3rX1NYWLhfriciIiIHFwXsIbBmzRqKioqscA1QX19vDf9es2YN5557bq/XHHfccdZz/QXscePGWeEa4JhjjrHOzwXscePG9XpNYWHhbnsrJ06caN0OBLJjUpPJ4ZrIenA57rjjPh4B2w42Z/eQbXf2aHdnh3rbXdmh3TZP9jlryLcnO7Q7X4ZjiPjChQutHmzDMPLWg+0bD5XT8/fZmKZJJtE9nzuaHSGQjkImBukEZOKQSXSXVHYee27hNTNNdjG2j5njjz9e61GIiIjIkFHAHgKGYfS7jY/Dkf24+/tjPHd+7pydOZ3OXvdz81t7DpXsb9jk7v7w72+rn3wFBdm9008/ndNPP32vXmuaZp+tpXYeFp5Op3ttURUKhdiwYQNVVVXYbLZe86xzW1H13Mu55+3c/OtYLGbNvU4kEtnGpCGTzga2wbAXmNnA7c0WRwHYvYb1mMO7I5zvabh85XRofsUkvLE7FO4HS5cuZcmSJXkL14YdfOOg4hQDm3PgAduak909FzvVBamgmb0dyhZzHxdg25ndbu8153rn+z3nYOeGdOeGePcc8u12u6253e3t7dTV1REIBHoND3c6nb1u9yy56zgcDi3WJiIiIiOGAvYQqK+vJxgMsnbtWg499FAANm7caA2BnDx5MitWrOCyyy6zXvPGG28AvXuVe9qwYQPBYNDqaX7rrbcAOOyww4bqbcgIZRiGFWrcbveAXhOJRPD5fNTX1+P1eve5DalUikgksssFznLbaXV1dfVaQbyrqwvTNEl396TS1rPWfoKqAXaPme0Rz/WAu7t7y92GtdiZ/1CDwGSTTBpsjt5bZRn27q2ybGCQnyCWimRX9nYETBzefa/T7gWbo/96MsnstXILmyWDZnZxs67s/Uxiz/X7fD5KS0spKSmhpKSEwsJCCgsL8fv9+P1+vF4vBQUF1kJnPQNwzwXL7HZ73sNsJBLhvffey9t3U0RERGQ4KWAPgeOPP56jjjqKm2++mdtvvx273c7s2bOx2WwAXHHFFfzHf/wHjzzyCDNmzGDjxo3Mnj2bU089dZcBOxKJcPPNN3PDDTfQ0tLCnXfeyTnnnENtbe3+fGsiQHakRS6kDUY6nbYCd1tbG21tbXR0dNDa2mo9ljsGg0EwscJ4ss9aXHvRc2wzMWw9Ardtxz7VvR6z7wjmRo/Abji6A7wDDEd2O61E932bfadz7Tvq7m8f7Ey6ew/s3BDthEk61v3jQ26brtDAAnR5eTnV1dVWqaqqorKyksrKSsrKyvrdnUBERERE8k8BewjYbDYee+wx7rrrLi6//HI8Hg/f+ta32LJlCwBnnXUW999/Pz/96U955JFHKC0t5bOf/SzXXXfdLuusqamhvr6eSy65BLvdznnnncf3vve9/fWWRPLCbrdTWlpKaWmptXbArqRSqT6937mS6y3P9aBHIhFrCHtuWHsymew7VSOTDbj5mQix/6ZTeL1eKzjnQnRNTQ2jRo2iqqpqwCMZRERERGRoGaYm3Y54PfewHslyW4lNnTp1mFsiOztYh+H2nJves+Tmree2N8vdz5XcaxKJhDVHPRfce85N7/lYbj57IpEgkUhY26ZlMhkymQyGYVjD+3Pzkj0eDx6PB5/Ph8/no6ioiKKiIkpKSigrK6OsrIyKioqP9aJcB+t3U0Y2fS9lJNL3Ukaig+V7OZicox5sEfnYyi2CJSIiIiKyP9iGuwEiIiIiIiIiHwcK2AeAa6+9dsQPDxcRERERETnYKWCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IFjuBsgInKwiUajdHR00NHRQVdXF52dnYRCIUKhEJFIhGg0SiwWIxaLkUwmSSaTpNNpMplMr3psNht2ux2bzYbT6cThcOB0OnG5XL2K2+3udTt3jtPpxG63W3XY7XYATNMkk8mQTqdJpVKkUimrHYlEgmQyaT2eTqcxTdNqj9PpxOPx4PV68fv9FBUVUV5eTmlpqVW/iIiIyMeVAvZemjx5MnfffTef+9znhrspu/XTn/6UX/ziFySTSebPn09DQwPz58/n+OOPH+6miXzsRCIRWlpaaG1t7VPa2tqsEo/Hh7up+53dbqeyspLa2lrq6uoYN24cEydOpLKycribJiIiIpI3CtgfY8FgkIceeohvf/vbfOELXyCZTA53k0QOSJlMhs7OTlpaWnqV5uZmWltbrfvRaHTglTrAVgCGG2xOMFyAE2wuMJxgOLIFGxh2wADD6F2FCZDJ3jDT2dtmpvt2Ons002Cmus9L7Xgsdy7p7qPZXXLXMMCw9Tjau9th23HElm2rrbtj2jS760tCJgFmHDJRyEQgnU6zbds2tm3bxhtvvGG9h1zwPuKIIzj88MOZPHky48aNU2+3iIiIHJAUsD/Gurq6ME2TT33qU9TW1rJ58+bhbpLIiJNOp+no6KC5ublPeO4Zogf6A5XhApsvW+ze3G0DW+62N1sMoOtlk/gGSKeH9j0OKTu4x0PhqQaG0+j3FDNjZkN2Z7ak2kxSbZBqgXRsR/BetmwZAG63m4kTJzJp0iQOOeQQJk6cyJgxY3A6nfvznYmIiIgMmgL2ADQ2NjJr1iyWL19OIBDgpptusp6bO3cur7/+OhUVFfz5z3/moosu4tZbb+WZZ55h/vz5fPjhh9hsNg477DC+//3vM3XqVCA7B/Oee+5h6dKlJJNJZsyYQSwWw+l0cs899wDw1ltv8cADD7Bq1SocDgfTp0/n5ptvpqSkBIDp06dzySWX8Pbbb/Pqq6/icrk477zzuOWWW3jzzTe59NJLAfja177Gcccdx9133221+/333+eCCy5gwYIF/Nu//Zv1+I033kgqleLHP/7xkH+uIkMlmUwSDAYJBoN0dnZa8507OjqsYdo9h23n5hDviVHQIzznwrK/x20f2HYRMnfW9aJJfP2+vMsRIg3xddCVMSk8bden2dxgqwRnJeS6yU3TJBOCZBukmyHZDKntEI/Heffdd3n33Xet19vtdmpraxkzZgy1tbWMGjWKqqoqKioqKC8vp6CgYGjfp4iIiMgAKGDvQSqV4oorrsDv97NgwQISiQSzZs3qdc4///lPLr30Up599lnS6TTLli3jzjvv5K677uLYY4+lubmZ2bNn84Mf/IBnn30WgP/8z//k3Xff5YEHHqC8vJyHH36YP/3pT1x44YUA/N///R///u//zpe+9CVuv/12mpubufPOO/nGN77BM888Yw2ffOihh/je977HzTffzD/+8Q9mzpzJEUccwTnnnMMzzzzDF77wBebOnctxxx1HKBSy2jxlyhQOO+wwfvvb31oBOxgM8sILLzB37tz98MmK7N62bdt48skn2bRpU6/HTdPEMIw+oTgWixGJRAiHw0M2x9mMQjoK6RbYdX/2wML6/jJjxgwaGhpYuHAhS5cuHfCPCYMVXw/N6/eubmc1FF9kWP9d0x3ZoJ1sNkm1dPd0J9J89NFHfPTRR/3W4Xa7KS4uxu/3Y/QYSx8IBPjyl7/M0UcfvVdtExERERkMBew9eO2111i7di3Lli1jzJgxANx9991WEM657rrrCAQCADQ3N/PDH/6Q888/H4Da2loaGhq48847Adi0aRN//OMf+fnPf84JJ5wAwJw5c1ixYoVV3xNPPMHkyZO59dZbAZg4cSL3338/F1xwAa+++iqf+cxnADjxxBOtnuq6ujqeeuopVqxYwYUXXkhpaSkARUVFFBcX9wrYAJ///Od58MEHue2223C73SxZsoTCwkJOPPHEvH1+Invr0Ucf5bXXXstrnTYvOMrBXgaJDZDuyGv1I1JDQwN1dXU0NDSwZMmS4W7OHhmGgaMEHCXgmdy7pzvVComPTOIfQaar9+vi8ThNTU00NTX1qbOpqYlf/vKX+6H1IiIicrBTwN6DNWvWUFRUZIVrgPr6ejwej3W/rKzMCtcA//Zv/8YHH3zAT37yE9avX8+HH37I6tWrrS12csMee/aouN1ujjzyyF7X/fSnP92rLVOmTCEQCLB69WorYE+cOLHXOYFAYMBzRc877zzuvfdeXnzxRc455xwWL17MBRdcoMWFZEQ4++yz8x6wMxFIfATkOkHdvYd3233ZId82L9j93UO+XQMb8j1Y+2uI+MKFC60e7P56/vPFPQEKT9vLz8pBr15ngEzMJJUbNt5qkmrt/kEk028Nu3XmmWfuXbtEREREBkkBew8Mw+iz9yyAw7Hjo+sZtgF+97vfccstt3DeeedxzDHH8OUvf5k1a9ZYPdi5ANtfvTm7+iPYNM1eC/24XK4Bv3ZnRUVFnH766Tz33HNMnTqVt956i7vuumtArxUZatOmTeNPf/rTbs8xTZNkMkk0GiUSiVhDxIPBIKFQiM7OTmuf6Z5zsNvb20mlUhCHdBzSbbu+huEyd8y79ufmXBvZIN4dyg1P34C4J4WnQZctu8gZQ7jI2dKlS1myZMnQhesBLHK2J5mkmR0Ovh2STSbJ5r491Dlut7vPHOyysjJKSkooLi4mEAjg9/u1IJqIiIgMCwXsPaivrycYDLJ27VoOPfRQADZu3NhnuHVPjz/+OA0NDb3mar/44otANhBMnjwZwzB4++23OfnkkwFIJBKsWrWKadOmAdl9tt98881e9b7//vuEQqE+vdb74vOf/zzf+c53+O1vf8uRRx6Z17pFhpphGLhcLlwuF0VFRQN+XSaTIRgMWlts9dxqK7dqeHNzM6FQCDMB6QSk23vOu94pqNrB5jOzPeDWImiGdTu3onjPAGo4DYrONDBT2RW2h0o6bJIJgi1gYvflvzfe5gXDMbB6TdMkE4ZUW/ZHjWRLtpc63UG/U9dHjRrFoYceyoQJE5gwYQLjxo2joqICm82W1/cgIiIiki8K2Htw/PHHc9RRR3HzzTdz++23Y7fbmT179m7/wKupqWHFihWsWrWKQCDASy+9xIIFC4BskK6rq2PGjBnMnj2bO++8k4qKCh577DEaGxutXrCvf/3rfOUrX2H27Nl85StfoaWlhdmzZ3PYYYdZITwfTjjhBMrLy/n5z3/OLbfckrd6RUYym81GUVERRUVFTJgwYZfnRaPRXoG75+1cIO/s7IR0tse1d69r38RoOE1rmy5bQfc+2AVgcxsYnu49sHOlex9sw052D+rufad7VW927z2dyRZrj+vuva+ze2AbGE7IhLJbZPXaCzud3ULL2hO7Z1sNdux1bTN2tKPn0ZbbK7v7vebakAIzAZl49seDTBjSQUh3Za/fn7KyMqZMmcKkSZOYMmUKhx56KH6/f5f/bURERERGIgXsPbDZbDz22GPcddddXH755Xg8Hr71rW+xZcuWXb7m1ltv5bbbbuOrX/0qLpeLKVOmcN9993HDDTewcuVKjj32WGbPns1dd93Ftddei2manHfeeRx99NHWsMajjjqKn//85zz44INceOGF+P1+Tj/9dL773e/mdeijzWbj/PPP5xe/+AXnnntu3uoV+TgoKChgzJgxvdZg2FkikaC1tbVXb3jP+21tbbS0tBCPxzGTO/aC7m1krTzeV/7aZ7PZGDVqFOPGjWPixImMHj2aTCbD8ccfj9frzdt1RERERIaDYQ7VijeyS/F4nL/+9a986lOf6tVDc9ZZZ3H++edz9dVX79f23HLLLaRSKX70ox/tUz0rV64EsPb6lpEjEonw3nvvUV9frxAzTCKRiLXvdnt7uzUvPDdPPBgMEg6HCYfDxGIxotEoiURiwIsWAjidTqu4XC7cbrc1hL7n7VxxOBw4HA7sdjs2mw2bzWatO2GaJul0mmQySSqVIpVKkUwmrTblHs9kMtZ6Ena7HafTidvtxuv14vf7KS4upry8nIqKCqqrq6muru71I6G+mzIS6XspI5G+lzISHSzfy8HkHPVgDwOXy8WsWbM47rjjuOqqq7Db7SxcuJCtW7dy9tln77d2/O1vf2PdunU8//zz/OpXv9pv1xU5GHm9XrxeL6NHjx7U6zKZDKlUinQ6bQVfyM4/NwwDu92Ow+GwwrGIiIiIDB8F7GFgGAaPP/44c+bM4Utf+hLpdJrDDjuMJ554Yr8uMvb//X//H6+88grXXnttry3CRGTksNls/e4WICIiIiIjjwL2MKmvr+eJJ54Y1jbcf//9w3p9ERERERGRjxPtdSIiIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSB47hboCIHFxM0ySZTBKPx0kmk6RSKZLJJOl0mnQ6TSaTsc41DAPDMLDb7djtdpxOp1VcLhdOpxPDMIbx3YiIiIiI7HDAB+y5c+eyePFiXnrppbzU197ezgsvvMAXvvCFXZ5zyy23sGXLFp566qm8XHNfbd68mdNOO4358+dz/PHHE4lEWLx4MZdccslwN00+htLpNF1dXXR0dNDV1UVXVxfBYNAqoVCIcDhMOBwmEokQjUatEovFiMfjeWuLzWbD4/Hg8XgoKCigoKAAn8+H1+vF6/X2ez9X3G43bre7V1i32+3YbDYr2JumiWmaZDIZ0uk0qVTK+kGgv5JOp0kmk9b5Pdtpt9txOBy43W6rvV6vl0AgQGFhIXa7PW+fi4iIiIgMjwM+YOfbfffdx+bNm3cbsGfOnNnrj+fhVlNTw6uvvkpRUREATzzxBIsWLVLAlkGJx+O0trb2KW1tbbS3t9PW1maFatM083dhW49idJeezO6S6VG6ZTIZIpEIkUgkf+0ZJoFAgJKSEkpKSigrK6OiosIqVVVVVFVV4fP5hruZIiIiIrIbCtg7GUhwCAQC+6ElA2e326moqLDu5zX8yAEvk8nQ0dHB1q1bCYfDhEIhWlpaaG1tpaWlxSrBYHBwFXtyxdhx221guAE34DLABTgBVzYj888MbDah5+9TO4XmjxUDKADKuu+kyZakCUkgAXR36OdGAHz00Ue7rC4QCFBVVUV1dTWVlZVUVVVRWVlpBfHi4mINmRcREREZRgdEwA4Gg9x3330sW7aMZDLJ4Ycfzk033cTUqVP36ty//vWvPPzww7z//vsUFRVx0UUXcd111zFz5kwWL14MwOTJk1m9ejX//u//zrhx43j//ffZsGEDt912G3//+997DRH/8MMPueeee/jHP/6Bw+Hg05/+NDNnzqSsrGxA7++jjz5i9uzZvPHGG/j9fi6//HKefvppvvOd7/C5z32u3yHpPR/rOUT8H//4Bw8//LD1Hl588UUqKyt54IEH+OMf/8j27dvxer1MmzaN22+/ndLSUuv1N954I/Pnz8fj8fDss8/i9/v3+r+ZDI1kMkk0GrWGYOeGZAeDQWu4dkdHBx0dHVbPc0dHx8B/dLEBfsAL+ACv0X3byAbFgu6jBwzbIIPcC2n48CD78ccEIkCNgXF6/0PAzYyZDdkxIGJmzw+bEAZCJoSALiCxI4SvW7eu37ocDgelpaWUlpZSVFREcXExRUVFFBYW4vP58Pv91pD5goICa3i9y+XCZhueNS9jsZh+FBQREZGPjREfsE3T5Morr8Tj8fDYY4/h9/t59tlnufjii/nNb34zqHMPO+ww3nrrLb75zW/y9a9/nf/6r/9iy5Yt3HTTTTgcDmbOnEksFqOxsZG5c+da9T7zzDPMmTOHyZMnU1FRwd///nfrua6uLi655BImT57Mk08+ic1m47bbbuP6668f0BztaDTKZZddxvjx4/mf//kfQqEQs2bNYtOmTXv1eV1++eVEIhH+8Ic/sHDhQkpLS7n77rt5+eWXueeee6itrWX16tV8//vf56c//SkzZ860Xrt48WKefPJJotGownUepVIpnn76aRYsWDDcTdmzDNkw15V7wNzpuMNIiUQzZsygoaGBhQsXsnTp0pEZ1j4wMT9IDfllUqkU27dvZ/v27UN+rQNdIBDgu9/9LieccMJwN0VEREQ+RkZ8wF6+fDlvv/02y5cvp7i4GIAbb7yRFStWMH/+fGprawd87j333MNTTz3FUUcdxc033wzAxIkTufPOO2ltbSUQCODxeHA6nb2GXNfX13Peeef1274//OEPhMNh7r//fmsO9F133cXzzz9PIpHA5XLt9v394Q9/oK2tjUWLFlltnjNnDhdccMHefFxW71TPYeNTp07l7LPP5thjjwWgtraWE044gTVr1vR67Ve+8hUOOeSQvbqu7Nr777+/f8O1HygG2sn2gn7MNTQ0UFdXR0NDA0uWLBnu5sgBIhgMcu+997Jo0SItMCciIiJ5M+ID9qpVqzBNk1NPPbXX44lEgng83itg7+lcgDVr1vDpT3+61/NnnXXWbtswduzYXT63Zs0axo0bZ4VrgClTpjBlypTdv7Fu7777LuPHj7fCde71+ZznfcEFF/D3v/+dH/3oR2zcuJH169ezYcMGK3Dn7O59yt6bNGkSX/jCF3jmmWf2zwVD3aUnG9mh3rmh3z6j36PhGLr5u+YLafgg/73LCxcutHqwcyt/jzgTdz1EfKDMdPdw8WBu2LiZHUIeJHs/zMgZVnAAcDqd3HDDDQrXIiIiklcjPmBnMhn8fj+LFi3q85zL5WLhwoUDPheycxQHy+Px7PK5vamvJ7vd3mvf34FKpQY+3PS2227jj3/8IxdeeCHTp0/n6quvZt68eTQ1NfU6b3fvU/aey+Xiyiuv5Morr9ynetLpNLFYzNr+KrdgWc8tsjo7O+ns7KSjo4P29nba29sJhULZod+9gnf/Q79NN9nA7d8x99rIzcX2kZ2D7QWcDH4xrdPtmLY0rN9pkbN9tHTpUpYsWTIyw7UdmGBgTLdjOPv/vEzThBQQJTsHu3vutRkmG6aD3ccBjEYwDIPi4mJKS0utFclzc7ADgQCBQKDPHOzctmEul2tYwmYkEuG9996jvr4er9e7368vIiIikk8jPmBPmjSJUChEMpnsNXz5Bz/4QZ9e4j2d+9WvfpWJEyeycuXKXq978skn+f3vf88zzzwz6NBwyCGH8MwzzxAMBq1e51WrVnHFFVewePFiqqurd/v6KVOm8Jvf/IaOjg6rF/uDDz7otaKz0+nMhqQePvzww10G4p7vob29nV//+tc88MADnHPOOdbj69ev1x+zBxi73Y7P5xv0Vk2JRIKtW7eyYsUKCgsLCQaD1griPVcSj8fj2cW24kDbjgDeb2S1g+mhe8EzY8dq4m6yq4i7jO6VxOleRdzIhvIT7ZgndS/qZduLkJ5rlWlmfzRIgdllQpeB6TLBYcuuzp0iu1J3nN73rdtkQ36KHSt799wKjO77Ro+SWwPMzo5txew97udu93yNI1uPuSyNmas71V0S5o5VxAf4g4Pb7ba27MqtIN5zJfHS0tJ9/tFPRERERPbeiP9L7KSTTqK+vp4bbriBmTNnUlNTw9NPP82iRYuYN28eb7zxxoDPBbjiiiv4/Oc/z0MPPcQFF1zAhx9+yCOPPMKll14KgNfrZfv27WzatIm6uro9tu+8887jkUce4aabbuL6668nlUpxxx13MGnSpD2Ga4DPfvazzJ07l+9973t873vfIxaLceeddwI7wscnPvEJFi5cyHPPPcfRRx/Nc889x5o1azjyyCP7rdPr9dLZ2cmGDRsYPXo0gUCAF198kcMPP5xYLMaCBQtYtWoVRx111B7bJwc+l8tFZWUlY8eO3WUvoWmahMNhK2zn9r/OHXuuSB6NRrOBMNxdduoNH3AfsgFmz4CaK93P9aqs5x7YPQNx33cy0KsPTF6qG1glTqfTWgE8tw92eXl5ryCtbbhERERERrYRH7DtdjtPPPEEc+bM4frrrycajTJx4kQefvhhpk2b1itg7+lcyC5Y9pOf/IQf//jH/OxnP6OyspJLL72U73znOwBceOGFLFu2jM9+9rP86U9/2mP7CgoKmDdvHnfffTdf/vKX8Xg8nHLKKfznf/7ngN6fy+Xi5z//OXfeeSdf/OIXKSoq4tvf/jarVq3C6XQCcP755/Pee+9x1113kUqlmDFjBl/72td46623+q3zzDPP5De/+Q3nn38+CxYs4KGHHuKee+7hvPPOo6ioiOOPP54bb7yRxx57LBuW5KBnGAZ+vx+/38+4ceN2e24sFrOGoudKz2HquS3EcsPYI5EIsViMSCRCPB7fMYzbZEdv7j5wOBzWdlO5oc+5YdA+n4+CggK8Xq/1XM/tqdxuNy6XC6fTidPpxG63Y7fbMQzDGnKeyWQwTZNUKkUqlSKdTpNMJkkmkyQSCet27vlUKkUmk+k19cMwDBwOB3a73bpmbjSCz+ejqKgIj8ej8CwiIiJygDPMETdp8eCyefNmNm7cyIknnmg91tTUxMknn8yvfvWrPguRjWS5off97U8uw2ukzHM1TZNEItGr5AJrJpOxwmnu3FzQdTgc2Gw2Kwg7nU5r3nDuhyg5MI2U76ZIT/peykik76WMRAfL93IwOWfE92B/3MXjcb75zW/y3e9+lzPPPJNgMMiDDz7IuHHjNIRbPnYMw8DtduN2u4e7KSIiIiIieaeAPYTOP/98Nm3atNtzXn/9de6//34effRRfvzjH+PxeJg2bRq/+MUv1DMnIiIiIiJyAFHAHkKPPvooyWRyt+c4nU7OPvtszj777P3UKhERERERERkKCthDaNSoUcPdBBEREREREdlPbHs+RURERERERET2RAFbREREREREJA8UsEVERERERETyQAFbREREREREJA8UsEVERERERETyQAFbREREREREJA8UsEVERERERETyQAFbREREREREJA8UsEVERERERETyQAFbREREREREJA8cw90AEZGDUSqVIh6Pk0gkSCaTpNNpMpmM9bxhGBiGgd1ux2azYbPZet3OPd+z5J6z2fTbqYiIiMhwUMAWEdlHpmkSDodpbm6mtbWVtrY22traaG9vp7Ozk66uLrq6ugiFQoRCIaLRKMlkcsjaYxgGDocDl8uFx+PB6/USCAQoKiqitLSUyspKqqqqqK2tZfTo0fh8viFri4iIiMjBRAE7z+bOncvixYt56aWX8lbn5MmTufvuu/nc5z6Xtzp3Zpomv/3tbzn55JMpKysbsuuIHMja29v58MMP2bRpE1u2bGHbtm1s27aNpqYmotHo3ldsA2wGGGSL2V0ATDN7O7OrF/dlmibJZJJkMkk4HKa1tXW355eXlzNx4kQmTJjAoYceyqGHHkplZSWGYezV2xERERE5WClgCwD//Oc/ueWWW3jxxReHuykiw840TbZu3cqaNWtYu3YtH3zwAevXr6ezs3P3L3Qb4LeDz4bhtUGBHQps4DEwCmzgtoHLAJcNnAY4DLAz4CBr5sJ2r9KdxHOBPANkzOwxZWZLPANxEzOagXAaQmnMrjR0pCGSoaWlhZaWFl5//XXrWkVFRVbYPvTQQ5k4cSLV1dUK3SIiIiK7oYAtQPcf7iIHqc7OTlavXs3777/P+++/z+rVqwkGg/2fXGiHEgdGsR2KHBhFdgjYwW/HcO4In2bKhEi6/zpMExImJLrv5vn9WOyA3QC3Hch2juO1Yzh6tDOWgbYUZmsSWlKY25PQlqKzs5M33niDN954wzrX6/Uybtw4xo4dS11dHbW1tdTU1FBVVUVBQcFQvQsRERGRA4YC9l4IBoPcd999LFu2jGQyyeGHH85NN93E1KlTB33u3Llz+fvf/86JJ57I/PnzSafTnHHGGcycORO/32/Vs2HDBi677DLefPNNiouL+epXv8q3vvUtADKZDD/72c9YtGgRW7ZsweVyccwxx3DbbbcxZswYIDvM/Ic//CG///3vWbFiBYWFhXz5y1/mmmuu4fXXX+fSSy8F4LTTThvy4egiw8U0TZqbm9m4cSMffPAB69atY+3atTQ2NvY92QaUOzEqnVDhwChzQqmjV4ju9xpJE/OlTswNMdhFvh5WdjDGezCmF2E4DQyPDUa5MEa5rFPMlAmtScztKWhOYjZnQ3ckEuHdd9/l3Xff7VNtIBCgoqKCsrIySktLKS0tpaSkhJKSEoqLi60SCAS0CJuIiIh8bClgD5Jpmlx55ZV4PB4ee+wx/H4/zz77LBdffDG/+c1vBnXuYYcdBsDKlSsBeOKJJwiFQsycOZPrr7+en//851ZdCxYs4Pbbb2f27Nn87ne/4/777+fII49k2rRpzJ8/n3nz5nHvvfcyadIkPvroI2699VbuueceHnnkEauOe++9lx/84AfMnj2b559/ngceeIDjjz+eo48+mrlz53LttdfyzDPPMGnSpP3wSYrsmmmaxGKxAZ2bSqVIJpPE43FisRjhcJhQKERnZyft7e20tbXR1NREU1MTW7ZsIR6P919RkQ0qnVDpxKh0ZcO0vU/LMJO772/OvNAJ63dxjZEgDea6GGbGxHZ60a7PK3VglDpgiic7LTwNdKYw21LQnoLONHR1H5PZHxODwSDr16/f7eUNw6CwsJDCwkJKSkoIBAKk02nefvttysrKKCwsJBAI4Pf78fv9+Hw+vF4vbrdbw9NFRERkxFPAHqTly5fz9ttvs3z5coqLiwG48cYbWbFiBfPnz6e2tnbA595zzz1A9g/OBx98kKqqKgBuu+02rrzyStavX8+ECRMA+MpXvsKFF14IwFVXXcUTTzzBv/71L6ZNm8aYMWO49957OfXUUwGora3l7LPPZunSpb3afuGFF3LBBRcA8O1vf5t58+axYsUK/u3f/o2iouwf2qWlpXg8nvx/cPKxtWDBAubPnz/czdh3nRnojMPa+I71xYa1QTvMmDGDhoYGFi5cyNKlS/MzpWN9nMzj2/e9nkEyTZPOzk46OzvZtGmT9fjy5cvzUn9ZWRm33nqr9QOmiIiIyP6kgD1Iq1atwjRNK8zmJBIJ4vF4r4C9p3Nzxo0bZ4VrgGOOOQaANWvWWAF73LhxveooLCy06pg+fTrvvPMODz30EBs2bGDDhg2sW7euV50AEydO7HU/EAgM6VZB8vEXiURYsGDBcDfjY6+hoYG6ujoaGhpYsmTJcDcnf3IrpudRa2srS5cuVcAWERGRYaGAPUiZTAa/38+iRYv6POdyuVi4cOGAz81xOp29nkunsxM37fYd41N73s7J9WI9/vjj/OQnP+Giiy5i2rRpXHbZZbz44os8//zzu7zmznWI7A2v18udd97JE088QSQSwTAM6zuVu73zY5lMBpvNhmma1vM9z8+d299rd36sp9yw8nA4TCYzgD2tAjYoc2TnWVc4ocKJ4dn3IchDMUR84cKFVg/2rt7/oE1w736I+ACYKSCUhmAas3t1ciKZ7pKGaAYi5q5D9G7ehmEY1vDwnb8jNpvN+m+887Dxww8/nK9+9av79L5ERERE9pYC9iBNmjSJUChEMpnkkEMOsR7/wQ9+wJQpUwZ1bu6PwA0bNhAMBgkEAgC89dZbAAPugXn00Ue5+uqr+eY3v2k9Nm/evEH9Ea65jbK3jjvuOI477rjhboYlF7Q7Ojpob2+npaWFpqYmtm3bxubNm/noo49oa2uDYAaCCdiY2DEkvMiOUeWEKmf2WO7EsA/ufxu204vzvsjZ0qVLWbJkSX7C9U6LnA2EmTShLYnZmoLWFGZ79zzs0MA35y4oKKC4uJiSkhKKioqs4vP5CIVCTJ48mcrKSgKBAIFAAJ/Pp8XQRERE5ICjgD1IJ510EvX19dxwww3MnDmTmpoann76aRYtWsS8efN6bWmzp3NzIpEIN998MzfccAMtLS3ceeednHPOOb2Gm+9OTU0Nf/vb35g+fTo2m41nn32WP/3pT5SXlw/4fXm9XgDef/99SkpK8Pl8A36tyEhiGAYFBQUUFBRQU1PT7zldXV2sX7+edevWsWbNGtasWcPWrVuhM43ZmYY1sWzotgFlDoxyJ5Q7MMocUOrM7mm9q+s7DYyzine/TdcgmeE0RjANATs2X9/RLIOy0zZdfa6VzK0gnoTt3SuJd6R22dtcUFBAVVUVlZWVlJeXU15eTllZGcXFxdZK4sXFxf2OoIHsv3/vvfce9fX11r9DIiIiIgcqBexBstvtPPHEE8yZM4frr7+eaDTKxIkTefjhh5k2bVqvgL2nc3Nqamqor6/nkksuwW63c9555/G9731vwG267777uPPOO/n85z+Pz+fjqKOOYtasWdxxxx1s3bqVUaNG7bGOSZMm8ZnPfIbrr7+eG2+8kcsvv3xwH4zIAaSwsJBPfOITfOITn7Ae6+rq6rUP9po1a+js7ITmFGZzCuiRMT0GFHfvgV3ogEI7ht8Gfjv4svthGw4j+1weGIUO6P+3gr1mmma2F7+9e2XwliRmS3fPdD9huri4mAkTJjB+/HjGjBlj7YNdXFysETAiIiIi3QxTk3CH1dy5c1m8eDEvvfTScDdln+W2G+tvP3AZXuolHDzTNGlqamLt2rV88MEHrF+/no0bN/a/Z/bOXAZ4bdlSYMvuNe2xgdsGbgPDZQOnkf2J025kiw0wjB0Lf+X+ac503890z2W2xrPvfL/H6zJgps3sEPWkCYkMxE2IpjHDmexc6a70Loewl5SUMGnSJCZNmsShhx7KoYceSllZ2V59jnui76aMRPpeykik76WMRAfL93IwOUc92CIi/TAMg+rqaqqrqznppJOsx6PRKFu2bGHLli1s3bqVxsZGmpqa2L59O83NzdnV/RMmJNLQkU2wO/+KOVJ+1XQ4HNTW1jJmzBgmTJjAhAkTrDCtXmkRERGRwVPAFhEZhIKCAg455JBeCxfmmKZJJBKhtbWVtrY2Ojo6rD2fg8EgXV1dRCIRIpEI0WiUeDxOIpEgmUySTqd7rX5uGAY2mw2bzYbdbu91hB07C+TOA3qd73Q6cblceDwefD4ffr/fWmSsoqKC6upqKisr+92hQERERET2jgL2MLv22mu59tprh7sZIpIHua2lfD4fY8aMGe7miIiIiMh+pj1QRERERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPLAMdwNEBGRHdLpNIlEgmQySTKZJJ1OWyWTyfQ6ptNpUqkUqVSq1+1kMtnnds86MpmMdT2bzYZhGNjtdhwOB06nE5fLhcvlwuPxWMXn8+Hz+fD7/bjd7mH8hERERERGLgVsEZEhZJom7e3tbN++ne3bt9Pa2kprayttbW10dHTQ1dVFKBQiHA4TjUZJJBLD3eQ9crlcFBYWUlRURElJCaWlpZSVlVFRUUFVVRXV1dVUVVXhcrmGu6kiIiIi+5UCtojIPjBNk66uLpqammhsbLRKU1MT27ZtY/v27fsWmu1GdjKPYYAB2Po52rrPsRvd5/c+Grbc+d2vMXZ+E0DGhIyJmTYhbULKhGRmxzHRXUxIJBK0tLTQ0tKyy2bbbDYqKiqoq6ujrq6OsWPHMnbsWMaNG4fP59v7z0NERERkBFPAFhHpRyqVorOz0yrt7e20t7fT1tZGW1ubFTBbWlqIx+O7r8wAvA4IODD8DswCOzgM8Ngx3DZw28FpA6cBDlv2OZuBYds5CQ+9fq/otWM4bJhmd9iOZSCWhkgaM5qCcBrCKcxQCoJJ6EqSSWZoamqiqamJN954o1d1VVVVjB8/nvHjxzN69GhSqRSTJk3aL+9PREREZCgpYB8ggsEg9913H8uWLSOZTHL44Ydz0003MXXqVObOncubb77Jsccey9NPP000GuW8887jO9/5DnfccQfLly+nsrKSmTNncsoppwAwffp0LrroIq699lrrGv09JvJxkEwmCYVCdHV10dXVRWdnJ8FgkM7OTut+z+dyw7YHxWuHgBOj0AGFTih0YgSyR/wODLuBmcxgvtQE73Zle4nJdh7vyu6e26/sBsZ4H8b0KgyXHVz27Pui/0BumiZE09CRxOxIQFsCsz0BrQkIp6zgvXz5cus1P/nJTxgzZgxjx45lzJgx1NXVUVtby6hRozTnW0RERA4YCtgHANM0ufLKK/F4PDz22GP4/X6effZZLr74Yn7zm98A8MYbb1BWVsavfvUrVqxYwf/7f/+PF198kZtuuombb76ZOXPmcMstt/Daa69hGPu/V0xkoEzTtBbnSiaTxONxEokE8XjcKtFolFgsRjQaJRKJEAwGCYfDRCIRwuGwNac5FAoRDAaJxWJ73yC3DQrs2eK1Q4Eje/Q5MHx28Duyt+272ZQhY2JmTDIvNMH6QQb3kSBtYq4LYWbAdnrVwF7jtEGFG6MiG45z/+qYsTS0xTHbktAah7Y4tCVIJBKsW7eOdevW9amqtLSUyspKKisrKSsro7S0lJKSEgoLCwkEAvj9frxeL16vF4/Hg91uz9MbFxERERkcBewDwPLly3n77bdZvnw5xcXFANx4442sWLGC+fPnU1tbSyaTYdasWfj9fsaPH8+cOXP41Kc+xYUXXgjAxRdfzMsvv0xzczOVlZXD92bkoPPMM8/ws5/9bLibsffimWzpSPZ5ytzF7ZFkxowZNDQ0sHDhQpYuXZrtXd5b60NkHh+CHwiqPRjTKzHak5htCWhPZHu+O5KQyFjD8t9///29vsR3v/tdzjrrrDw2WkRERKQvBewDwKpVqzBNk1NPPbXX47levdraWsrKyvD7/dZzXq+XMWPGWPc9Ho/1GpH96cUXXxzuJhzUGhoaqKuro6GhgSVLlgx3c/pngFHswihxw3gTwmmMju6QvT2OuTkCwdQ+XeK1115TwBYREZEhp4B9AMhkMvj9fhYtWtTnOZfLxcKFC3E6nX2es9l2M2S1H6nUvv0BK9Kf2bNns3jxYoLBIIZhDKgHted5yWSy1xDxWCxmDQ+PxWKEw+Fe+zrvFWd2wTE8tu5jj1Jgx/DYskPDu4eJG47B/W8rZziGiC9cuNDqwR7o579LE/wDHyI+AGa0e7h4RwLz5e1k2rLztUnu/r+nzWajqKjIGiIeCATwer04HL3/Ly33fktLS7ngggvy1m4RERGRXVHAPgBMmjSJUChEMpnkkEMOsR7/wQ9+wJQpU/aqTqfT2WsRp1AoRGtr6z63VWRnFRUVfPOb3xyy+k3TJJFIEIlEes29zs2/zi1uFgwGrYXMciUYDHavjG1CMgXBXVxj5/tuG/gc2cXL/NljdoEzJwS652T3swK47fQqzJfA3BC2FjkbakuXLmXJkiX7Fq57LnLmHPyPC2Yqkx323ZZd6MxsjWfnX4fTO87pcb7NZqOmpobRo0czatQoa1/t3BzsoqKiQf+AKCIiIrI/KGAfAE466STq6+u54YYbmDlzJjU1NTz99NMsWrSIefPm9dkCZyA+8YlP8Ic//IGzzjqLwsJCfvzjH2thIDkgGYaB2+3G7XZTUlIyqNem02nC4XCv1cR3vt3Z2UlHRwcdHR20t7eTTCa752V3r47doz7rtg3wO6HQ0R26s8HbCDgxPlUOn6nASOyfgG2GUxjBJASc2Hx7+U/+AHrtzUQ6O4w7mMLsSkJncsc86q6+89dzqqqqKCsrY+rUqRx66KGMHTuWUaNG9TsqR0RERGSkU8A+ANjtdp544gnmzJnD9ddfTzQaZeLEiTz88MNMmzZtrwL2jTfeSEdHB1//+tcJBAJcfvnldHV1DUHrRUYuu91OYWEhhYWFAzrfNE1rtEdLSwutra1s377dKk1NTWzfvj073aIrGyxNojte37MuV4/Vyd227u2vuvfBdtrAbmSDus3oLoBhZJfjtu04GrYe59mNnY5gFGRXPO9TR08ZM9u4tJm9ne7u1U9nIJnBbDIxExmIp7t/XEhnh3fnSjiVPX83AoEA48aNY/z48dZx/PjxALz33nvU19fj9XoH9N9BREREZKQyzH2akCeyw8qVKwGYOnXqMLdEdhaJRBRi9pN0Ok1rayuNjY1WyQXv5uZmWlpaPraLDQYCASorK6murqampoZRo0ZZe1oXFxf3u0WgvpsyEul7KSORvpcyEh0s38vB5Bz1YIuI5JHdbrf2bD7yyCP7PG+aJsFg0Bp23tXVZc0Zj0aj1mJuiUSCZDJJOp22SiaTIZPJ9HosnU6TSqV6lWQy2eexVCq128XgbDYbDocDh8OBy+XC7XbjcrkoKCigoKAAr9eLz+fD7/cTCAQoLCykuLiYkpISSktLKSsro6CgYCg/WhEREZERTwFbRGQ/MgzDGpbecyu9/SUX0nu2x2az9du7LCIiIiKDo4AtInIQsdlsWoFbREREZIjorywRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDx3A3QERkKKXTaZqamti6dSuNjY00NzfT0tJCe3s7XV1dhMNhotEoiUSCdDqNaZrY7XacTicFBQV4vV4KCwspKiqitLSU8vJyKisrqa6upqamhkAgMNxvUURERERGCAVsEflYME2TxsZG1q9fz4YNG9i4cSMffvghW7duJZlM7lWdHR0dezwnEAgwatQoRo8ezejRo6mrq6Ouro7a2lpcLtdeXVdEREREDkwK2Hk2d+5cFi9ezEsvvTSk15k8eTJ33303n/vc54b0OiIjUTqd5qOPPmLdunWsW7eODz74gA8++IBwONz/C+wGFLowCl0QcGH4nOB1QIEDw20Hpy17js3Inm8C6QwkM5iJDMRSEE1hhlMQSmAGkxBMQCRFMBhk9erVrF69utclDcOgsrKS2tpaRo8eTU1NDaNGjaK6upqqqiq8Xu/QfkgiIiIist8pYB+gXn31VQ1NlYNCV1cXGzZsYMOGDaxfv97qoe63V9pmQIkbo8yDUVYApW6MEg8EnBiGsVfX392rzGQGOuOYnXHoSGC2xzA7E9Aew0xkaGpqoqmpiRUrVvR5bSAQoLy8nLKyMsrKyigtLaW4uJiSkhKKioooLCwkEAgQCATweDx73X4RERER2X8UsA9QFRUVw90EkbxJJBLWPOmtW7eyadMmNm3axEcffUR7e3v/L3LaoLwAo9yDUVGAUV6QDdf2/tduNFMZiKTy33iXHaPCCxVeK4ybpgmxNHQlMIMJzK4EhJIQ6j4mMgSDQYLBIBs2bNjjJRwOB36/H7/fj8/ns4652z0f9/v9BAKBXrcdDv1TLyIiIrI/HHR/dQWDQe677z6WLVtGMpnk8MMP56abbmLq1Kn9Du/e+bHJkydz22238eyzz/Lee+8xbtw4rr/+ek477bRe13n88cdZsGABHR0dHHXUUcyePZtx48YB2XmdDz30EC+99BLt7e0cdthh3HDDDRx//PHWNd98801OOOEEFixYQHt7O0cddRSzZs1i4sSJVjtyQ8RvueUWtmzZwlNPPWVdv+djmzdv5rTTTuP+++/nZz/7GR988AGHHnooc+bMYenSpfzqV78ilUpx7rnnctttt6mnTPImk8kGyc7OTtrb22lra6O1tZXW1lZaWlpobm6mqamJtra2bCjdlYATo8wDZQXZ3umKguyQ7wF8V81khszLmzA3dEF6N9cYTgZQ6IJSD8TT3UPS0xBPQQZSqRQdHR0DmhPeH6/Xa/WG9xfCewb23MJuBQUFeDwePB4PbrdbIV1ERERkAA6qv5hM0+TKK6/E4/Hw2GOP4ff7efbZZ7n44ov5zW9+M+B6fvSjH/G9732Pe+65h0WLFnHNNdfwq1/9imOOOQaALVu2sGLFCh5//HESiQQ333wzM2fO5Fe/+hXpdJrLL7+cZDLJnDlzKC0tZf78+XzjG9/g6aef5sgjjwTgjTfewO128/jjj5NMJrn55puZNWsW8+fP3+v3/8ADD/Bf//VfFBYWcs0113DxxRfzmc98hqeeeop//OMf3HHHHZx00klMnz59r68hBybTNMlkMqTTaZLJpHVMJBIkk0ni8TiJRIJYLEYsFiMajVolHA5bJRQKEQwG6erqso67Dc492Q0ockGhG4pcGMUujGIPFLsxXPa+56dMTPZcd+bFTZjrOwf5iexnJtCZwCgrwHbu+B0PmyYkM9nQnUhDPI2ZSEMi030/032/+7F4GhKp7DGehmT284lEIkQiEZqamva6iYZh4Ha7cTqdOJ1OHA4HDocDl8tlrbput9ux2+29nut5bs/X5m4DtLa2snnzZvx+P06n03rdziX3ulx9uevlis2mnSdFRERkeB1UAXv58uW8/fbbLF++nOLiYgBuvPFGVqxYwfz586mtrR1QPZ/73Oe45JJLAPje977HP/7xDxYsWGAFbKfTyY9+9CP8fj8AX/7yl3nggQeA7NzpVatW8bvf/Y5JkyYBMGvWLFauXMm8efN46KGHgGyP1X333UdRUZFVx5w5c/bp/V9++eUcd9xxAJxxxhk89dRT3HnnnRQUFDBx4kTmzp3L2rVrFbAPEu+88w433XTTcDdjh7QJbfFsIZs5h7u/ecaMGTQ0NLBw4UKWLl068B8L9pK5vpP0CP0xwDRN6weWA80VV1zBF7/4xeFuhoiIiBwEDqqAvWrVKkzT5NRTT+31eCKRIB6PDzhg54Zy5xx99NH87W9/s+6XlZVZ4RqgsLDQ+qN0zZo1BAIBK1xDtmfo2GOP5dVXX7UeKy8vt8I1ZBdE2tuthnLGjh1r3fZ6vZSXl1NQUGA95vF4SCQS+3QNOXBs2bJl6C9iMPwpeR80NDRQV1dHQ0MDS5YsGe7myF5as2bNcDdBREREDhIHVcDOZDL4/X4WLVrU5zmXy8XChQv7PJ5K9V0Uaee5iOl0utfQRLu9n+Gs3XbVA2aaZq9693X/3IG0W8MpD24zZsxg9OjRbN++vd/nc8PEc8PDcz9ERaNRYrEYkUiEaDRKJBKxhoeHQiHS6fSOSgYSrl02CDgh4IKAG6PIiVHkhmJ3dhutfVwTYF+GiC9cuNDqwTYMY8h7sI0JRdhOq9vtOWaqe3h497BwMzd8vLuYsYw1nLzn0HJiKWvI+FAzDMMaxt1zWPfOw8NdLhc2m41YLEZJSQler3eXQ8R3rmug/355vV5r5I6IiIjIUDuoAvakSZMIhUIkk0kOOeQQ6/Ef/OAHTJkyBafT2Wcf3Q8//LBPPStXruw1jPqtt97i8MMPH1AbJk+eTDAYZM2aNVYvtmmavPnmm73aNBhOp5NQKNSn3R6PZ6/qk4ODYRjWnP98MU2TaDRqzb/u7Oyks7PTWqCrra2NtrY2WlpaaGlpyf7vLZGB1ni2EOw9NNxtz64MXurJrhZeVgBlnv7nZO+C7bQ6Mjb2apGzpUuXsmTJkqEP1zYDqgqg1of5fy2YsVR2FfJYCjO2U1DOw0JtXq93l6uSe71evF4vHo+HgoIC3G63VVwuV7/ht+cc7MGEX8jOD3/vvfeor6/X3uAiIiJywDuoAvZJJ51EfX09N9xwAzNnzqSmpoann36aRYsWMW/ePAzDoKOjg3nz5nHWWWfx6quv8pe//MWar53z5JNPMmHCBI444gh+85vfsHr1an74wx8OqA0nnngi9fX1fPe73+XWW2+lrKyMBQsWsGbNGm6//fa9el+f+MQnWLhwIc899xxHH300zz33HGvWrMl7eBLZE8MwrIBWVVW1x/MjkQjbt2+nsbGRbdu2sW3bNjZv3syWLVtobGzM9s42RjAbI707wwtdGN1bdNG9RZfhc/bfJqcN+5lj92qbLjOcxAgmIODCtov6d/t604RoCjOYgK4kZigB4WR2q65wCqLd7cmYsC2CuS0y4BH1Pbfpyq0S7vP5eh17rhxeWFiobbtEREREhthB9VeW3W7niSeeYM6cOVx//fVEo1EmTpzIww8/zLRp0wC49tpreeKJJ/jxj3/MySefzHXXXddn5e4vf/nL/PKXv2TNmjVMmTKFefPmMWXKlEG14d577+Waa64hkUhwxBFH8Mtf/pJPfOITe/W+zj//fN577z3uuusuUqkUM2bM4Gtf+xpvvfXWXtUnsr94vV7GjRtnbWHXUzweZ/PmzXz44Yds2LCBjRs38sEHH9DS0pLdX7or0Xvod4EjG7jLu7fyKvX02hfbcNiyW2ENglHoghrfHs8zE2noiGN2F9rjmJ1x6IhDaveR2WazUVpaSmlpKSUlJRQVFVFUVERhYSGFhYVWQM4dc1tp7W4qioiIiIgMD8Mc6kmFHzM995+W3lauXAnA1KlTh7klsrOP0zDcrq4uPvjgA9atW8e6dev44IMP2Lx5M5lMpu/JBt1bfrmhyJ0NzH4nht8JBU4osFsBfFfMjJkdmh1NYYaT2R7oYDIb8Lvi0JHY0RPdD5vNRnV1NaNGjaKmpobq6mqqqqqorKykoqKC4uLigzosf5y+m/Lxoe+ljET6XspIdLB8LweTcw6qHmwROfAVFhZy9NFHc/TRR1uPRaNRq4d7/fr1Vo93OByGjgRmR4Lc/O4+HAY47dmjYWRDecbMznVOZrJlAIqLixk9ejR1dXWMHj3aul1dXa0h2SIiIiIHCf3VJyIHvIKCAurr66mvr7ceM02T1tZWNm3axKZNm6x53s3NzbS0tNDR0ZHt9U6Z0M+q+zsLBAKUlpZSVlZGVVUVVVVV1NTUUFtbS21tLT7fnoeSi4iIiMjHmwL2IK1evXq4myAiA2AYBuXl5ZSXl/fq7c7JZDKEQiHC4TCxWIx4PG5tMZZbFdvj8VgLiKkXWkRERET2RH8xishByWazWQuJiYiIiIjkw8A3KxURERERERGRXVLAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDx3A3QETkQGCaJqZpAmAYBoZhDHOLRERERGSkUcAWkYNCKpWitbXVKu3t7XR0dNDR0UEwGCQYDBIOh4lEIsRiMeLxOIlEglQqRSqV6rdOu92O3W7H4XBgt9txOp19isPh6HXf5XL1ea7nYy6Xq1dxu91W8Xg8fe47nU6FfREREZERQgFbRD4WYrEY27dvp7GxkcbGRpqamti+fbt1bG9vt3qg8yWdTpNOp0kkEnmtdzAMw+gVvncO4bmQ3vPx3O2CggI8Hg9erxePx4PP58Pr9eL1evH5fLhcLoV3ERERkUFQwBaRES+dTtPR0UFLSwvNzc1W6RmiOzo69lyRzQCfE7xODJ8LChxQ4MRw28HtAI8DnDYMpx3TABLp7GtsBhhALmyaJuSyesbMlrSZfTydgbSJmXssk9nxfO6Yzj6WPScDGazXkclAqvuxVCb7eKr7uZ73zVxTTGKxGLFYLN8fO06nE5/Ph9/vx+fzEQgE8Pv9+P1+AoFAr5J7LPe8x+NROBcREZGDjgL2CBYMBrnvvvtYtmwZyWSSww8/nJtuuonm5mauuuoq/v73v1NaWgrAhRdeSCqV4ve//z0AnZ2dTJs2jfnz53Psscfy8ssvM3fuXNatW0dVVRXnnnsuV111FS6XC4DJkydz9dVXs3jxYpLJJAsWLGDcuHHD9dblYywXCMPhMMFgkFAoRDAYpKuryyq5odttbW20tbXR0dFBJpPZc+UuOwRcGAE3FLoxAi7wd9/3ZwP1nkKfmUyTeXkj5ob2bKg9kNkMKCvAmFiCkQEz1R3OUxlIprPHRDr7eCINye5jIg1AMpm0/lsMlt1ut4J5z+POtx0OB21tbZimSVlZmfVcQUGBArqIiIgccBSwRyjTNLnyyivxeDw89thj+P1+nn32WS6++GKeeuop3G43y5cv55xzzqGtrY3Vq1eTyWRobW2lrKyMV199laKiIo455hj+8pe/cP311/P973+fE044gY8++ojZs2ezYcMGHnroIeuaTz/9ND/72c9Ip9MK1x9zkUiEZDJJJpPBNE0ymQyZTIZ0Om0dcyWZTFrHniWRSJBIJKy5yvF4nHg8bvWmRqNRotEokUjEmtecu73XQ7W9DvC5ssXvwvA7wd8dpAMuDPce/klLZdjTlTMvbsBc37537RtpMiY0RyDgxjhtPAONq6ZpZsN2PG0FbjOeyt6OpzBzj8dS3ed0H+PdRzM76qCzs5POzs69arrNZrOGrPc8FhQUUFBQgNfrtYa47zwsvue8dofDYc2RdzgceDwe64dJERERkXxTwB6hli9fzttvv83y5cspLi4G4MYbb2TFihX8+te/Ztq0abz66qucc845/P3vf+ewww6jubmZ119/nXPOOYdXXnmFU045BZvNxqOPPsoXv/hFvvzlLwMwZswYZs2axde+9jU2b97M6NGjAbjggguYOnXqcL1l2U8WLVrEo48+OtzN2DuRVLY0R4Ado7QPtH7mGTNm0NDQwMKFC1m6dGne54bvzFzfTnok/2jgsGV/PEl096Bnsj/65Bafy7err76aCy64IO/1ioiIiChgj1CrVq3CNE1OPfXUXo/negq/8IUv8MgjjwDwt7/9jWnTprFlyxaWL1/O2WefzV//+lfuuusuAN59913+7//+j4ULF1r15P6g/+CDD6yAPXbs2P3x1mSY7WpFbNl/GhoaqKuro6GhgSVLlgx3c4afQXY4u717vntmaH9wSKfTQ1q/iIiIHLwUsEeoTCaD3+9n0aJFfZ5zuVzY7XZuu+02PvjgA1577TV++MMfsmXLFubNm8c777xDNBrl05/+tFXXFVdcwUUXXdSnroqKCuu2x+MZujckI8YXv/hFzjzzTJLJpPVDS8+h4TsPEc9tU5VMJq1jMpm0hob3HB6eSCT6DBEPh8O9hovv9YrbBtkFyrqHh+NzWnOrs0cnhtO+z5/P/hgivnDhQqsH2zCMIe/BNiaUYDtt/KBeY6Z7DBGPpzETuSHg2WHg1jDxeCo7VDzRY4j4YOeuJzPQEe/zsNvtxu/39xoenjvmVj7vuXq6x+OxtjfruRVaz+LxeKisrBxc+0REREQGSAF7hJo0aRKhUIhkMskhhxxiPf6DH/yAKVOm8NWvfpUjjjiC//mf/6G1tZVPfvKTjBkzhltvvZVf//rXnHDCCRQUFABw6KGHsmHDhl491K+//jrz58/njjvuwOv17vf3J8MrN+1gOKTTacLhMOFwmFAoRCgUoqury1rorLOz01pYq729nba2Nrq6urLjwEPJbGkKA/0MES9wZOcbB1y9j/7uUO6273HhLNtp48nYjCFd5Gzp0qUsWbJk6MO1zYDyAqj2Yf5re3YOenKnhc6SGcxkjwXOkt3BOQ/v3ev19rvAWW5Fcq/Xi8vlor29ncmTJ1NaWtrrHIdD/xclIiIiBxb99TJCnXTSSdTX13PDDTcwc+ZMampqePrpp1m0aBHz5s0DYPr06fz0pz/lE5/4BB6Ph7q6OkaPHs2zzz7L7NmzrbquvPJKrr/+eh5++GHOPfdcGhsbmTlzJqNHj+7Vgy2yP9jtdgoLCyksLBzwa5LJJG1tbTQ3N9PS0sL27dtpbm62tuhqamoiHA5DNAXRFOb23gHc4rBlg7bXieF1ZlcVL3Bmt+fq3qrLcNqwHVODeWxNdk5wbviyrUcwz23TlTv23Kqrx7Zcu9qqy4ymIJLAdNqzw6LTO70+ty1Xbkuvnbfqyt3ek4wJ2yOY2yN7NU/dMAwrJPfcnmvnrboKCwv7PO/1erHb9zyiIBKJ8N5771FfX68f+0REROSAp4A9Qtntdp544gnmzJnD9ddfTzQaZeLEiTz88MNMmzYNyAbshx56iE996lPW60444QQWLlzYa+722WefzQMPPMBjjz3Go48+SnFxMdOnT+d73/vefn9fInvD6XRSVVVFVVXVLs8JhUI0NTXR2NhIY2Mj27dvp7Gx0QriXV1d2WDaEYOO2AG7QFp/ckOfXS5XryHTLpcLt9ttPd7zObfbba3C3XNl7p6rdnu9Xmw223C/PREREZEDhmEO9eQ/OWisXLkSQCuRj0DqJYRYLEZraystLS20tbXR2tpqbSOVW606HA5bW4rFYjFr3vnuGIZhze/NzfnNzf91uVy97uee7zlHuOe5PY+5YNwzIO8coHPHgfQUj1T6bspIpO+ljET6XspIdLB8LweTc9SDLSIHBY/HQ21tLbW1tYN6XW6P8EwmA2RX4DcMA5vNZhUREREREVDAFhHZLYVoERERERko/dUoIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgeO4W6AiEg+mKZJNBolEokQjUaJx+MkEglSqRSZTAbDMDAMA4fDgdPpxOPxUFBQgNfrpaCgAMMwhvstiIiIiMgBTgFbREY00zTp6Ohg+/btbN++nebmZlpaWmhtbaWtrY2Ojg46Ozvp6uoik8ns1TVsNhuBQIDCwkKKi4spKSmhpKSE0tJSSktLKSsrs0ogEFAYFxEREZF+KWAfAFauXMnNN9/Mpk2b+Pd//3f+8z//c7ibJJJXyWSSpqYmtm7dapVt27bR2NhIY2Mj8Xh84JUZgNMODhvYu0suD5tAxoR0BpLpbDEhk8nQ2dlJZ2cnmzZt2m31TqfTCt2lpaVWGC8uLqaoqMgqhYWF+P1+nE7n3n4sIiIiInKAUcA+ADz22GM4nU7+8Ic/EAgEhrs5InslHo+zbds2tm3bxpYtW3qF6e3bt++599nnAr8bw+8CnxsKHNnwXODE8DjA5QCXHey2Afcwm2Z32E6kIZHCjKcgloJoEjOaglgSogmIJCGahETa+jGgqalpQNdwuVz4fD68Xi+FhYUEAgF8Pp/1WO7Ys+z8vNPpVK+5iIiIyAFAAfsA0NnZSX19PWPGjBnupojsUjwep6WlxRrK3dTUZPVAb9u2jdbW1t1X4LBBkQej0AOFHoyi7mPAAwE3hj27JqOZTJN5ZR3mqsZsOCbbMT1SJRIJEokE7e3tbNmyZa/qcDgcvQL3zuG852M9Q/rOAd7h0D/5IiIiIkNJf22NcNOnT7f+KP/tb3/LCy+8wNKlS/nf//1fWlpaGDduHN/4xjc4//zzAXj99df5+te/zvXXX8+8efOora3loYce4vTTT+fGG29k/vz5eDweTjvtNF566SVeeOEF61rBYJBPf/rT/PjHP+aUU04ZjrcrI0wymSQYDNLV1UVHRwctLS10dHTQ0dFBW1sb7e3t1lzorq6uPVfotEF3gCbgwSjuDtCFHvDuppc2Y2Jm0tmbL63FXL+HsD7SlXphbAkkU5Do7kHPDVlPpLp71NOQyv6AkEqlrCHs+8LpdPYK4blF3vrrRS8oKMDn81FQUEBxcXGvEK+gLiIiItI//ZU0wi1cuJCrrrqK6upqZs6cyfz583n++ee57bbbmDBhAv/85z+54447CAaDXHLJJQCk02n+/Oc/8+tf/5poNGqFlsWLF/Pkk08SjUZxOp08+eSTvPHGGxx77LEA/OEPf6CwsJCTTjpp2N6vDJ5pmqxatcoKX6ZpWv/NTdMkk8kQCoX46KOP2LBhA5DtbY7H48RiMWKxmLX6djgctkooFCIWi+W3sckMtEayhWzP83D1Ps+YMYOGhgYWLlzI0qVLs8PF95e2SLbsZ8lkMi9B3eVy9QrgPYvH48Hj8eB2u63icrlwOp3W0eFwYLNlRyTE43E2b95MZ2cnHo+Ho446Cp/Pl4+3KyIiIrLfKWCPcKWlpdaWQj6fjyeffJL777/f6mEeM2YMW7ZsYd68eVbABrj88ssZN24cAJs3bwbgK1/5Cocccoh1zuGHH85zzz1nBezFixdz/vnnY7fb98+bk7z43//9X37xi18M/YUMA/ZnCB1iDQ0N1NXV0dDQwJIlS4a7OQeU3LD3fQ3q/amoqOCpp56yAriIiIjIgUQB+wCybt064vE43/3ud3v98ZlKpUgkEr16G3PhuqexY8f2uv/5z3+eBx98kB/84Ads27aNt956ix/+8IdD1n4ZGjU1NfvnQrlwXeAArws8zuzCYwXO7MJjXjeG35ldgMztGLJFufI1RHzhwoVWD7ZhGPu1B9uYUIZt+qFDVr+ZW7gtlRtynsFMpLuHpGeHopu5Yem5YzwNqR7D0xPp7Irr+9m4ceO0oJuIiIgcsBSwDyC5APDggw8yYcKEPs+7XC7rttvt7vO8x+Ppdf+8887j3nvv5eWXX2bNmjUceeSRTJw4Mc+tlqF2yimncMopp1jDwdPptFVSqRSpVIpgMMj7779PXV0dNpvN+kGm5xDxaDTaa4h4MBgkFArR1dVFV1cXkUj3kOZoKlt6MHc64rRl51gH3DsWKrMWMHNjOPZ+lIRt+qFkbAbmhjZrkbO9sXTpUpYsWbJ/w7XdhjG+FNsph2A4+34GZsbcEXq752L3Csbx1I5gHN8Rhs1EakdITqYgnd/34/F4+iyglpu/nTt6PB5rmLjL5eo1TNzlclnDw3PF4XBgt9tJJBKsXbuWww47DL/fn9d2i4iIiOxvCtgHkAkTJuBwONi6dSunnnqq9fj8+fNZt24dd95556DqKyws5IwzzmDZsmW8//77vYaYy4HHMAzsdnu/Q/y9Xi9tbW1MmDABr9e7V/Xn5u+2t7fT3t5OW1sbbW1ttLa20tLSQnNzM83Nzdlhw8kMtEUw23bMte7F58quEl5UsGO18KKCbAjvJ3j2ep9OO/YzJmOmMhBJ7NV7ATAjCYxgHAJubF7Xnl8wkDpNMxty49ktvUwrBGcDsGkCyTSZl9buCMaJHoubJff+B4P+9AzGPRcy6xmQ+1uRPDe/Ond/KKeN5L63GhIuIiIiHwcK2AeQQCDAl7/8ZR566CH8fj/HHHMMr7/+OnPmzOFb3/rWXtX5+c9/nu985zuYpsm5556b5xbLx4nT6aS8vJzy8vLdnhePx2lqamL79u3WNl2NjY1s3bqVbdu2EQ6HIZzADCdga1ff8F3g3NHbHfBgFLqzt/3u7D7YtuzwYcPRvSL5XjIKPVA9sHPNZHpHm8MJiCQwI9kjkSRmbp/seHKPq7YNpG85ty1Xf+F3d1t17RyktZ6CiIiIyP6lgH2A+f73v09JSQkPPfQQ27dvp6amhuuuu44rrrhir+qbNm0aJSUlHHPMMRQWFua5tXIwcrvdjBkzpt99203TpKuri61bt7Jlyxa2bdvGli1brPDd2dmZDarRJGZjMPuanhUYZOd/+1wYPhd4XRheZ3Y+uMeZnfvttoPTnt1X224Dm5FdoC3bgOy84nQmuwVWbgh2PJUNx7EUZjTZHaCTVoAmmR7UZ+Dz+QgEAhQWFuL3+wkEAlYo9vv9/fYm9wzIPad7iIiIiMiBQwH7APDUU09Ztx0OB9dccw3XXHNNv+cef/zxrF69utdjo0eP7vNYTiQSobOzk4aGhvw1WGQXDMOgqKiIoqIi6uvr+zwfCoWssJ0rjY2NNDU10dzcTDKZzPYghxN9530PMa/XS2lpKWVlZb2OJSUlFBcXU1xcTElJCYWFhdonWkREROQgpb8CD1KdnZ0sX76cJUuWUFtby7Rp04a7SSL4/X4mTZrEpEmT+jyXyWRob2+nubmZ1tZWWltbaWtro729na6uLjo7O60F2qLRKPF4nESi/znauUW4ctvf+f1+/H6/Ff5LS0spLi62QnRpaelez10XERERkYOHAvZBKp1OM3PmTEpLS3nwwQe1LY6MeDabjbKyMsrKygb8mp4rqxuGgc1mw2az6fsuIiIiIkNCAfsgVVpayhtvvDHczRAZUrtbWV1EREREJN+0L4qIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiMj/z96dx0dVH+of/5zZs4dsJJBA2AmCVBQRta1gb6/W2qrFBeqCW627uCOLArWAaBWx1g2rSF16+WG9WqGu1eq94kWsgiJh3wkhezL7zPn9MZljwprAhAR43q/X8cyc9TvDCPPMdxMRERFJAAVsERERERERkQRQwBYRERERERFJAAVsERERERERkQRQwBYRERERERFJAAVsERERERERkQRQwBYRERERERFJAAVsERERERERkQRQwBYRERERERFJAEd7F0BE5EgWjUYJhULWEo1GiUQiRCIRAEzTxDAMAOx2OzabDbvdjt1ux+l04nA4cDgc1jEiIiIicuRSwD5Iy5cv5+6772bz5s307duXvn37MmPGjDa515YtWzjzzDOZN28ew4YNa5N7iBzLTNPE6/VSWVlJVVUV1dXV1NTUUFNTQ11dHbW1tdTX19PQ0IDX68Xr9eLz+fD7/QQCgUO+v2EYOJ1OXC4XLpcLj8eD2+22Fo/HQ1JSEklJSc0eN12Sk5ObreOP7XZ7At4hEREREWkJBeyD9PTTT+N0Onn77be58cYb2/ReBQUFfPLJJ2RkZLTpfUSORsFgkIqKCioqKigvL6eiooJdu3ZZ68rKSioqKggGg4m7qc0AA6BxbRL7jwmYjesmTNMkGAwmtgyNHA4HSUlJVlhPSUkhOTnZCvEejweXy4Xb7bYCvtPp3GOJ17THl/i2puumPxK43W5sNvVCEhERkWOLAvZBqqmpoaSkhG7dupGZmdmm97Lb7eTm5rbpPUSONOFwmOrqaiorK60lHqTj4XnXrl3U1NS0/KIuOyS5IMmFkeQET2wx3E5Mhw1zTRnsrIOouf/rWPsPcNxhEA6Hqauro66u7rDfO14b37RGPSUlhZSUFFJTU0lLS8PtdlNfX099fT15eXlkZGSQmZlJUlKSms2LiIjIEUcB+yCMHDmSrVu3AvC3v/2Nrl270rVrV2v/e++9x9NPP83q1auJRCL06dOHcePG8cMf/hCAyy67jIEDB1JeXs77779PSkoKN954I3379mXq1Kls2LCBkpISZsyYQXFx8R5NxC+77DIGDx5MZWUl77zzDtFolBEjRjBlyhRSU1MBWLFiBdOnT2fFihXk5ORw6623cu+99/LnP/+ZYcOGEYlEeOmll3jllVfYtm0bXbp0YezYsYwePfrwv6FyTAsGg3i9Xqqrq60m2PHm2HV1ddTX1zdrql1dXU1tbW3rAqPNgBQXJLshxQ3JLoyU2GMj2Rnb5nFhOPfdnNr8YCXsqE3AK+4gclIxeudBOIoZjkA4CtFo49qEiAmRxm2RaOy5aTY+b1xHmzyPNB7X5DeFeK18bW3r3zen02mF7aZLRkYGGRkZpKenk5GRQVpaGmlpaaSmpuJ0OhP4BomIiIi0ngL2QViwYAE33HAD+fn5TJgwgVtvvdXat2LFCm6++WbuuecezjzzTOrr63nkkUe4++67+eijj3C5XAC89NJLjBs3jltvvZXnnnuO3/3ud/Ts2ZOJEyeSnJzMrbfeyiOPPMKcOXP2WoYXXniBq666igULFrB27VruuOMOevTowU033URZWRlXXHEFZ555JlOmTGHr1q088MAD1qBLADNmzOCNN95g0qRJDBo0iI8//pgHH3yQQCDA2LFj2/T9O1Jt3ryZv//975jm9wmi6WPDMJo9b2p/+/al6TkHqsk70LXD4TCVlZV8+umnVgjZ/Zym99j9dbXkHvHy7j7oVzAYJBAIEAwGrT7LPp/PWofD4f1eNyGiJtQFYkujjlLHfPbZZzNq1CgWLFjA4sWLW/05OWi76jF31R+eex2IywFpbghGwBeEcOwzFG+F0FLxJvDxZvBN+63Hm8jv/v9STk4O55xzDikpKYl+VSIiInIMUsA+CFlZWTidTjweD7m5uc0GEbLb7UyaNIkxY8ZY2y6//HKuvfZaKioqKCgoAKCkpISrr74agEsvvZRXX32Vyy67zBrE7Oyzz+a9997bZxl69+7N7bffDkBxcTGnnXYaX375JQCvvfYaaWlpPPjggzidTnr37s3EiRO54YYbAKivr+eVV17h3nvv5dxzz7WusWXLFp555hmuuOIKNc3cTUNDA7/97W8JhULtXRQ5yowaNYqioiJGjRrFokWL2rs47SMrBft5J3z/Y06oMWj7Qpj+2D5/164AAQAASURBVBpfELM+AFVezGovNOw5uFwgECAQCFBZWdmq2zc0NHDllVcm5KWIiIjIsU0BO8FKSkrIyMjgmWeeYd26dWzcuJHvvvsOoFkNcrdu3azHSUlJABQVFVnbPB7PfsNcz549mz1PS0uzmmF+++23DBw4sFlzyaFDh1qP161bRygU4sQTT2x2jZNPPpkXX3yRiooKcnJyWvyajwVJSUmcfvrpfPjhh+1dlGOTgdUfGo8LkpyQ5MRIckFyY5/p5MbHHmeb/EAU/WAl5rryhF93wYIFVg32wbR0OFhGz1xsI0sOy732xjRNCEUgEIJQBHNzJaY/FAvVviA0fdwYsAlFDnzhg1BS0n7vg4iIiBxdFLAT7PPPP+fqq6/mjDPO4MQTT+Tcc8/F5/PtMdL43voKtmbE3XhT872x2+1Eo9F97t/XF/j4OQ6HPha7s9lsjB8/nvHjx7d3UQ6K1+tl5cqVlJSUkJycnNBrR6NRwuGwtTRtHh5vIh5vHh5fxxefz4fP57Omvtq9/3VdXV3shyaTxpAVArzWvZt+kq3HNiPWpzrFhZHshlT39/2tU2LPSXFj2Fs3wrVtZAlRm4G5flesr3GCLF68mEWLFh2+cG23YfTIwXZGf6vPuWmajf2uG/tgR5os8e1RE3P3/tfxx5Gm/bAjmOHG64QjsVDcuJihCATCEAzH1gfxeu12u9X3Oj09nfT09Gb9sOPNw/fVRNztdlsjnquljoiIiCSaklSCPf/88wwbNqxZ3+mXXnoJOHAf1kTp378//+///T9CoZAV5OPNxwF69eqF0+nkiy++aFZzs3TpUnJzczUdmLSKzWazpmZqC36/n9raWmuAs5qaGqqrq6mqqrKW+AjiNTU1jf2t/VDn338/a4+zcZAz1/cDn1m14U1qyt0ODJsNw2nH/h/HxQYE8yZuOi3TG8Co80OaB1uy+8DHm+b34TUYhXA4VqbGx4SjEIw0DlzWGG6bhl3TxKyoJ/La59/vi0TarTO60+kkKSmJrKwsaxCzpuvMzEw6depkDW6WmpqqYCwiIiIdlgJ2ghUUFPDee++xdOlS8vPzWbJkCbNnzwZokzlu92bMmDH8+c9/ZtKkSVx77bWUlZUxbdo0IDYQVWpqKhdffDGPP/44mZmZDBo0iE8++YSXX36Z22+/XV9epUPxeDx4PB7y8vIOeGwoFKKqqqrZPNfx+a+bzoEdCoViTZD9IcyK78/fZ8Z0OcDduLgcsZpfpx0cdnDawB5bDLutcQ7s+ALWRNjWHNhmY21wk1rjSBS2VmNGmtT8xkf3DjUJx/HRvtvYvubAdjqd2O32Zuv44/j82U3n1I7/2cVrkpsOQBavdY5EIm3WukJERETkcFPATrBbbrmFXbt28dvf/haIDUb2+9//nrvuuovly5fTq1evNi9DdnY2zz33HL///e/55S9/SX5+PqNHj+ahhx6yarTHjx9Pp06dePjhh9m1axfFxcVMnjyZiy66qM3LJ9JWnE4neXl5+w3jpmlSV1dnjVAdr/2O14RXV1dbNeXWVGDBxmbNjU/3FcQPZyWwzWZr1gw6Ps/07s89Ho+1PR54my7xZtPxYOxwOFrVXeVQeb3eAx8kIiIicoQwzMM2J4wcLmvWrKGmpqbZIGbLli1j9OjR/POf/7RGMk+05cuXAzBo0KA2ub4cvLbsg300i0Qi1vzbDQ0N1NfXN+sv3rRvebzPeSQSIRwOY5qmtRiGgWEY2Gw2bDYbdrsdh8PRrBa4ac1v0/7CTcNwPCQnJycfNX2I9dmUjkifS+mI9LmUjuhY+Vy2JueoBvsotGPHDq677joefPBBhg4dys6dO5k+fTonn3xym4VrkaOR3W63+gGLiIiIiByIAvZR6PTTT2fChAk8/fTTTJo0ibS0NEaOHMmdd97Z3kUTERERERE5ailgH6XGjBnDmDFj2rsYIiIiIiIix4zDN5KNiIiIiIiIyFFMAVtEREREREQkARSwRURERERERBJAAVtEREREREQkARSwRURERERERBJAAVtEREREREQkARSwRURERERERBJAAVtEREREREQkARSwRURERERERBJAAVtEREREREQkARSwRURERERERBJAAVtEREREREQkARSwRURERERERBLA0d4FEBGR1olGo4TDYUKhEMFgkEAgQDAYxO/34/f78fl8zRav12s9jh8TPycUChGJRIhEIkSjUQDsdjtOpxOn04nH4yE5OZnU1FTS09PJzMwkKyuLnJwc8vLyyMrKwjCMdn5HRERERDqGDhWwly9fzt13383mzZvp27cvffv2ZcaMGW1yry1btnDmmWcyb948hg0b1ib3OBiXXXYZXbt2bbPXvS9Llizh8ssv5/3336ewsPCw3luko4tEIlRVVVFeXk5FRQWVlZVUVVVRU1NDXV0ddXV1NDQ04PP5CAQC+P1+wuEw4XDYCq+maVrXMwzDWmw2Gzabrdm2+GKapnVePAA3DcIdgcvloqCggC5dulBUVERRURHdu3enW7duJCcnt3fxRERERA6rDhWwn376aZxOJ2+//TY33nhjm96roKCATz75hIyMjDa9j4h0fNFolIqKCnbs2NFsKSsro6ysjF27dhGJRBJ2v92D8yGzGeCwgd0eWzvt4LB/v3bYMVz2xv12cNow7I3H222xzkKGEVtMM7Y4HRgmEApjhiIQCIE/hOkLQkMAs94P3lgt+MaNG9m4cSP/+7//26xYnTt3pri4mB49elhLYWEhDkeH+qdHREREJGE61LecmpoaSkpK6NatG5mZmW16L7vdTm5ubpveQ0TaXyQSoaamhsrKSiorK9m1axe7du2ivLycnTt3UlZWRnl5OaFQaP8XMgxIcWOkuCHZDR4H5o4aqPFC1Nz/uW0takIwAuw7rO9ewgOW2G7D6JGL/YzjsDnte79mJAoNfswaH2Z1A1R7MasaMKvqwRu0fqBYsmSJdY7D4aCwsJDu3bvTvXt3OnfuTDAYpGfPnqrxFhERkSNehwnYI0eOZOvWrQD87W9/o2vXrnTt2tXa/9577/H000+zevVqIpEIffr0Ydy4cfzwhz8EYk2rBw4cSHl5Oe+//z4pKSnceOON9O3bl6lTp7JhwwZKSkqYMWMGxcXFezQRv+yyyxg8eDCVlZW88847RKNRRowYwZQpU0hNTQVgxYoVTJ8+nRUrVpCTk8Ott97Kvffey5///GeGDRtGJBLhpZde4pVXXmHbtm106dKFsWPHMnr06Fa9Fw0NDYwfP553330X0zT5j//4DyZPnmx9+Vy7di0zZsxg6dKlpKSkMGzYMO69917rB4OamhpmzZrFRx99RGVlJenp6Zx55plMmDCBpKQkAJYuXcrMmTNZtWoVxcXF/OpXvzq0P0CRg2SaJn6/H4jVJMf7BceXYDDYbIk3wY6v432OGxoa8Hq9NDQ00NDQQG1tLbW1tdTX17e8MKkeSEuCNDdGWhJGWhKkeTBSPJDsxrB939c48sEKqGpI9NvRcUSimGvKiERN7CMH7vu4JDdGkhsjP7PZZtMfxKyqx6xsAGvdQDgUZsOGDWzYsKHZ8Y8//jjZ2dkUFBTQuXNnOnfuTE5ODtnZ2WRlZZGZmUlmZiYulyvxr1VEREQkQTpMwF6wYAE33HAD+fn5TJgwgVtvvdXat2LFCm6++WbuuecezjzzTOrr63nkkUe4++67+eijj6wvXC+99BLjxo3j1ltv5bnnnuN3v/sdPXv2ZOLEiSQnJ3PrrbfyyCOPMGfOnL2W4YUXXuCqq65iwYIFrF27ljvuuIMePXpw0003UVZWxhVXXMGZZ57JlClT2Lp1Kw888ECz5p0zZszgjTfeYNKkSQwaNIiPP/6YBx98kEAgwNixY1v8Xrzzzjv89re/ZeHChaxevZpx48ZRUFDArbfeSllZGWPGjOHcc8/l3nvvxefzMWfOHC6++GLeeustkpOTuffeeykrK+OJJ54gOzubZcuWcd9999G7d2/Gjh3L5s2bueqqqzjvvPOYMWMGa9asYfLkyQf3BydHnc2bN/P888+zfft2a9vu/YdbwjRN69im50ej0WYBura2tuP0Ka73x5btsRredq6X3quzzz6bUaNGsWDBAhYvXtzsvW0L5rqdhNd9cMjXMfIzsV11BkZDALMyFrjNqnqoasCs9mIGw1brguXLl+/zOm63m7S0NJKTk7Hb916zbhgGQ4YM4de//jUpKSmHXHYRERGRluowATsrK8sasTY3N7fZFye73c6kSZMYM2aMte3yyy/n2muvpaKigoKCAgBKSkq4+uqrAbj00kt59dVXueyyy6xBzM4++2zee++9fZahd+/e3H777QAUFxdz2mmn8eWXXwLw2muvkZaWxoMPPojT6aR3795MnDiRG264AYD6+npeeeUV7r33Xs4991zrGlu2bOGZZ57hiiuuaHEwOf744xk3bhwA3bp147TTTmPFihUAvPLKK+Tn5zNx4kTr+Mcee4xTTjmFxYsXc8EFF3DaaacxdOhQ+vXrB0BhYSHz58+ntLQUgL/+9a/k5ORw//33Y7fb6dWrF9u3b2f69OktKp8c3R555BG+/fbb9i6G7MOoUaMoKipi1KhRLFq0qL2L0yqGYXzfMqD79110TNOM9e+u8WLurMXcVoW5vQr8ezbbDwQCBAKBA95r3bp1FBQUWH8fi4iIiBwOHSZg709JSQkZGRk888wzrFu3jo0bN/Ldd98BzQcI6tatm/U43hS6qKjI2ubxePbbz7Jnz57NnqelpVFbWwvAt99+y8CBA3E6ndb+oUOHWo/XrVtHKBTixBNPbHaNk08+mRdffJGKigpycnJa9HqLi4ubPc/IyLCaz3/77besXr2aE044odkxgUCAtWvXAjBmzBg++OADXn/9dTZs2MCaNWvYsmWL9fpKS0sZMGBAsx8xhgwZ0qKyydHvggsuODoCtgF4nOBxQZILkl0YSa5YU+8UD6Q2rpNdBzXNVOSDFZjrdia+3AewYMECqwY7PtJ4WzJ65u2/iXhLOWzft2gIRaC6obG/dgNmdQNmjRdqfRBKzGByPXr00N9rIiIictgdEQH7888/5+qrr+aMM87gxBNP5Nxzz8Xn8+0x0njT8Btns9lafJ/99e2z2+37bca6ry+58XNaM2ruvpo9xq93yimncP/99++xLy0tjWg0ynXXXcfq1av5+c9/zs9+9jOOO+44Jk2aZB1nGMYer0Wj+krcj370I955552EXa/pnM2RSKRZ8/D49nhf66b7mva/DoVCzeZ63r3/tdfrbdb/OhQKxdp3+0KxpbGvdPz/0mb/t9oMSEvCSIv1vzbSY0v8MR7nXgO4feRAIrZvMNeXQ+TwNXFfvHgxixYtavtw3WSQM2Mfg5wdiBk1ocYbaxJeUY9ZWYdZWQ81vv2el52dTV5eHrm5uWRnZ9OpUyc6depEeno6GRkZpKamkpKSQnJyMh6PR/Nwi4iISIdxRKSq559/nmHDhjXrO/3SSy8B+w62ida/f3/+3//7f4RCISvIx5uPA/Tq1Qun08kXX3xBSUmJtX3p0qXk5uYmbDqwPn368Pbbb1NQUGD9IFBdXc0999zDlVdeSVpaGh9//DF//etfGTx4MAChUIhNmzZZtfn9+/dn4cKFBINB6xrxJugiiWaz2XC5XIdtcCrTNAkEAtYgZ9XV1VRXV+8xivjOnTuprKyM/dhU443VoLKXftcOG6QmYaS6IdVjjSJuJLuwHVcEPyiOjeLtsoPN1uZhz/QGMOt8sabWye62u1GyC8PRsmBtRqJQGxtJ3KqVroz1r97Xjw/p6el069aNLl264HQ6+cEPfkDPnj3p3LmzBjITERGRI9YREbALCgp47733WLp0Kfn5+SxZsoTZs2cDEAwGD0sZxowZw5///GcmTZrEtddeS1lZGdOmTQNiNcKpqalcfPHFPP7442RmZjJo0CA++eQTXn75ZW6//faEfekeM2YMr732GnfeeafV/zs+Gnjfvn0JhUI4HA4WLVpEVlYW1dXVPPXUU5SXl1vv1ejRo/nLX/7Cfffdx/XXX8+mTZv2OfCbyJHGMAw8Hg8ej4e8vLz9HhuJRCgvL7emk4rPf719+3bKysqoqKjADEdjzZmrm9eC7+Pmsbmn7bbGxQDDFmuu3vTvgPgPg2b8sdnk8V5uEj/fMGI17jYDw2b7/j4O2/fzXTsb57922mNzWTvt4HJY82Jb+x1Ny2lrvH6TMkXN2JzXoUhsLuxAuHEe7EBsHuyGANT5MWt9UO/b5xvjdrspLi5uNh92cXExmZmZGIaB1+tl5cqVlJSUaJouEREROeIdEQH7lltuYdeuXfz2t78FYoOR/f73v+euu+5i+fLl9OrVq83LkJ2dzXPPPcfvf/97fvnLX5Kfn8/o0aN56KGHrBrt8ePH06lTJx5++GF27dpFcXExkydP5qKLLkpYOYqKipg/fz6PPPIIo0ePxm63M2TIEObNm0dWVhYQG818zpw5/OUvfyE3N5czzjiDsWPH8sEHsZGAO3fuzIsvvsjvf/97zj//fAoKCrj++uuZMmVKwsopciSw2+3k5+eTn5+/1/3BYNCaL7u8vNyq/a6qqqKqqoqamhpqa2tpaGiI1YSbJgTDh6Xs+wr67TXyudvtpqioiKKiIrp37063bt3o0aMH+fn5++32IiIiInI0MczD1cb6CLdmzRpqamqaDWK2bNkyRo8ezT//+U9rJPNjWXxqnUGDBrVzSWR3qiVsW9Fo1OoPHu8jHu9HHo1GrcEYm05dZhgGtsYm5fF1fGk6doRpmkSjUUzTJBKJEIlErL7r4XDY6qcev2+8DH6/H6/Xa/VRb1q++LHh8IF/DHC5XCQlJZGWlmb1gc7KyiI3N5fc3Fzy8/Pp0qULWVlZB9VSR59N6Yj0uZSOSJ9L6YiOlc9la3LOEVGD3RHs2LGD6667jgcffJChQ4eyc+dOpk+fzsknn6xwLXKMs9lsJCcnH3H/sMQHnYsH9/jvrXa7HbvdjsvlUu2ziIiISCsoYLfQ6aefzoQJE3j66aeZNGkSaWlpjBw5kjvvvLNF5z/77LM8+eST+z3mvvvu48ILL0xEcUVEDigepEVEREQkMRSwW2HMmDGMGTPmoM696KKL+OlPf7rfY7Kzsw/q2iIiIiIiItL+FLAPk4yMjIRN1SUiIiIiIiIdj+3Ah4iIiIiIiIjIgShgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAo70LICIiRz7TNIlGowAYhmEtIiIiIscSBewjyObNm7nttttYtWoVZ555JklJSWzdupWXXnqpRedfdtlldO3alRkzZux1/5IlS7j88st5//33KSwsTGTRRY4Z4XCYQCBAMBgkGAwSCoUIhUKEw2EikQiRSMQKo6ZpNjs3HkptNhs2m816bLfbm63j++x2+16DrGmamKZJJBIhGo0SiUQIh8OEw2GrPPHy+f1+a92SJRgMNnt9TV/T7q/F4XDgdDpxu914PB6Sk5NJSUkhNTWV9PR0MjIySElJwev1Eo1GKSwsJDs7G5fL1eZ/TiIiIiJtQQH7CDJ//nx27NjBG2+8QWZmJi6Xi0gk0t7FEjlqhMNh6urqqK+vp66uzlrq6+upr6+noaHBWnu93mZLPICGw+H2fhkdgmmaVpj3er0HPP7VV1+1HmdlZZGXl0fnzp3Jz88nPz+fgoIC8vPzycvLw+HQP10iIiLSMelbyhGktraWHj160KtXr/YuikiHFA91DQ0NzcJwQ0NDs6DcNDg3DdItCYKtYmusWY6a+z/uWGEzMHIzoFcBRigMviCmLwheP2ZDABr8EIlSWVlJZWUl33333Z6XsNnIzc21gnc8hOfl5ZGXl0dOTo4CuIiIiLQbfQtpI5WVlUybNo1//etf2O12LrzwQr7++muGDh3KjTfeyLPPPsvChQvZunUrLpeLIUOGMHnyZLp16wZAv379uPHGG3n99dcJhUIYhsHOnTutffPmzeP1119v1kR87dq1zJgxg6VLl5KSksKwYcO49957yc3N3WsZly5dysyZM1m1ahXFxcX86le/OjxvjhxTotGo1Tw5HA4TDAapr69v1lw53oS6afPjUChEIBAgEAgQCoWsGuJAIGA99vl8+P1+vF4vPp8Pr9ebmFYdTju4nbHF5QS3A9xODKejcZsDw+WIHed0gNOB4bTHntvt4LCB3Ub0w+WY68sOvTxHi6iJWVaNkezGNvL477c7Yk3dTdMEfxDq/Zh1Psw6H9T5MGu9mHVeqPURjUQpKyujrKyMr776ao9bGIZBp06dyM7OJjs7m06dOtGpUycyMzPJyMggLS2N9PR0UlJSSEtLIykpCafTeRjfBBERETmaKWC3gWg0ynXXXUckEuG5557D6XQyffp0li5dytChQ5k3bx5z585l5syZ9O3bl02bNjFp0iRmzJjBk08+aV3n5Zdf5tlnnyUSiVBcXMwDDzzAjh07mDNnDhkZGbz++uvWsWVlZYwZM4Zzzz2Xe++9F5/Px5w5c7j44ot56623SE5OblbGzZs3c9VVV3HeeecxY8YM1qxZw+TJkw/beySHT01NDX/605/44IMP2rsoR45QJLbU+5ttNvfxuCM7++yzGTVqFAsWLGDx4sV79JVuD+b6MsJz37WeG/mdsP9yWKwveZIbktyxmu7dzzNN8AYwa31Q542F8FqvFcip92FGTasGfPXq1QdVvr59+zJ58mTy8vIO+jWKiIjIsUkBuw18/vnnfP311yxatIiePXsC8NhjjzFy5EgAunXrxsyZMxkxYgQAXbt25ayzzmLx4sXNrvPLX/6SQYMGWc89Hg9Op3OvNdKvvPIK+fn5TJw40dr22GOPccopp7B48WIuuOCCZsf/9a9/JScnh/vvvx+73U6vXr3Yvn0706dPT8ybIB3GRx99pHB9DBs1ahRFRUWMGjWKRYsWtXdxDolhGJDiwUjxQEGnPfabpglV9Zg7a2LLrhrMijqIRFt1n9LSUj7//HN+/vOfJ6roIiIicoxQwG4D3377LRkZGVa4BsjJyaFHjx4AjBw5kq+++orZs2ezfv161q9fz5o1a+jcuXOz63Tv3r1V91y9ejUnnHBCs+2BQIC1a9fucXxpaSkDBgzAbrdb24YMGdLi+8mR40c/+hHLly/no48+au+iHF4uR6xpt6uxmXfjcyP+2OPEsJqAOzE88ePsCZteKvLB1+3eRHzBggVWDbbVDLudGT06Y99LE/EDiTchN2tjzcW/b0buxazzQ4MPwq0L03vTq1cvTjrppEO+joiIiBx7FLDbgN1ut+aD3ZtnnnmGP/7xj5x//vkMHz6csWPH8v777/P3v/+92XEej6fF94xGo5xyyincf//9e+xLS0vbY5thGHuUUQMDHZ0yMzMZN24cZ511FiUlJXt0F2hLpmk2mx4qEok063fddIn3u45P/xTvj910GqlAIGD1u473wY73vY6vrc91MBxbaGUzbwOr/7UR74ftdsaCudsRC+cuZ6wPduNiOO3gaOyT7Ygtht2GfeRgIv9cjrmhrNW1qImyePFiFi1a1DHCtd2GUdwZ+xmDYu/ZbkzTjP2Z1fkw632NTcF9mHXe2ONaL4QP3Mc+IyODnJwcsrKyyMrKIjMz0+qDnZ6eTlpaGqmpqaSkpJCSkoLL5dKc3SIiIpIQSlRtoH///tTV1bF27VprxO+qqio2btwIwFNPPcWNN97Ib37zG+ucuXPnHtKX3z59+vD2229TUFBgzSFbXV3NPffcw5VXXskpp5yyRxkXLlxIMBi0jl+xYsVB319kbwzDwOl04nQ6SUpKavP7maaJ3++3Rg6PjyS++xIfQby2trbZSOKBQCCWuv0h8IcOrc+1YYDdFhvwzOWIBXebAYYt9hjj+3X8DubuaxOixNYmjaORN243dz++6b0b/2MzrF2mrbEsttgAbNhtsfI4vh+YzbDbwWmLPXfGfyhoss1hj4Vkhw1sdrDH7oHNFnu9zf8wIBqFiAmRCGYoEjs3EsVcvY1oIBgbRdwbiPWr9jaOIh7af4A2DIPs7Gxr6q74KOK5ubl07tyZnJwczaMtIiIi7UYBuw0MGzaMwYMHc/fddzNp0iQ8Hg+zZs3C5/NhGAYFBQV8+umnjBw5EpvNxhtvvME777xDTk7OQd9zzJgxvPbaa9x5553ccMMNANYI4X379t3j+NGjR/OXv/yF++67j+uvv55NmzYxZ86cg76/SEdgGAZJSUkkJSUd1P9PwWCQuro6K3g3DeO7z4Xt9XppaGiwatHjtepWDbppxmpbW1Dj2jZMaHbrCAQOeEaLtrW1jIwM8vLymk3DlZ+fT5cuXcjLy1OAFhERkQ5LAbuNzJkzh6lTpzJ27Fjcbjdjxoxh3bp1OJ1OHnroIaZOncqvfvUrUlJSGDx4MFOmTOGBBx5g27ZtdOnSpdX3KyoqYv78+TzyyCOMHj0au93OkCFDmDdvHllZWXsc37lzZ1588UV+//vfc/7551NQUMD111/PlClTEvHyRY5ILpfLmt7pYMTn4W46vVgwGLSayUciESKRCKZpWtOJmaZpNU82DMNabDZbs8Vut++xzWazAbG5oePXME3TCvnRaNS6Z9Om+k2b4u/eDL/pEv/hwOfzNWum3/S1RSKRfXaJsdlsOJ1OPB4Pbreb5ORkkpOTSUtLIy0tjczMTFJSUvD5fAwcOJCioiKys7Nb1T1GREREpCMxzHbvlHf0qays5KuvvuL000+35lcNBoMMGzaM+++/n/POO699C9hGli9fDtBs5HPpGLxeLytXrjzsfbDl2BD/0SAetHf/AWB/9NmUjkifS+mI9LmUjuhY+Vy2JueoBrsNOBwOxo0bxyWXXMLo0aMJhULMnTsXl8vFj370o/YunohIQjWdjUBERETkWHbg6gVptfT0dJ566in+/e9/c95553HxxReza9eufTbXFhERERERkSOfarDbyCmnnMKrr77a3sUQERERERGRw0Q12CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJ4GjvAkj7WbhwIePHj2fVqlXtXRSRY45pmoRCIfx+P6FQiEAgQCgUIhwOEw6HiUQiRKNRotEopmk2O9cwDAzDwGazYbPZsNvt1jq+OByOPRan04nNpt9VRURERNqKAraIyEEIBoM0NDRQX19PfX09dXV1zR433dfQ0IDX66WhoQGfz4fP58Pv9xONRg97ue12O06nE5fLZS1ut9taPB6PtSQnJ5OUlERycjLJycmkpKSQnJxMamoqKSkppKamkpaWhtvtPuyvQ0RERKQjUsAWkaNOJBIhGAw2W0KhULP17ksgELAWv9+P3+/H5/Ph9XqtUNzQ0GAtwWAwcQU2AJsN7LbY2maAYcTWGLH9TZmN/zEB04wtUbP542g0tt7LexOJRPD7/QkrvtPpJC0tjbS0NNLT05stGRkZ1jq+ZGZm4vF4MIzdX5iIiIjIkU0BOwEqKyuZNm0a//rXv7Db7Vx44YV8/fXXDB06lJtvvpkPP/yQOXPmsGbNGjp37sw555zDDTfcgMvlAqBfv37ceOONvP7664RCIebPn0+XLl2YPXs2//3f/019fT19+vThlltu4fTTTwdizbv/9Kc/cf311/OnP/2J7du307dvXyZMmMCJJ54IwMiRIzn//PO5+eabrbLubVvc4sWLufPOO5k4cSKXXHLJYXjnRGJM08Tn81k1vvFa36Y1v7vXAMdrgePreDgOBoOEw+H2fkmtYwKRaGxpLzYDIycTo28hmFEIRSAUhlAYMxhbEwxDMIQZCEEwBIEwNDZ1r6yspLKyssW3c7lcZGRkkJaWhsPhoEuXLmRnZ5OZmdksiMfDeUpKigK5iIiIdHgK2IcoGo1y3XXXEYlEeO6553A6nUyfPp2lS5cydOhQPv74Y2677TbGjx/PqaeeyqZNm5g2bRrr169n9uzZ1nVefvllnn32WSKRCMXFxdxxxx2sXbuWhx9+mM6dO/Phhx/y29/+lieeeIIzzjgDgO3bt/Pqq68ya9YsUlJSeOCBB7j33nt55513Wv1F9L333uOuu+7i/vvv58ILL0zkWyRHKdM0m9X8xmt9d6/53T0kx8Pz7us2ay5tEKsZttubrx2NtcV2Ozjssed2G4bTEdvmtIPDAS47htMOTic4HRguB9EvSjE3l7dNedtL1MTcWQUpHuwjf9CiU0zTjAXvQGPw9gch0BjA/UHwBzEDQfCFIBCIbfMFIRr77JSXl1NeHnsfS0tL93svu91u1ZDHa8vT0tJITU21mqzHm7DHm7UnJSWRlJRkNX13uVzY7fZDfadERERE9kkB+xB9/vnnfP311yxatIiePXsC8NhjjzFy5EgAnnrqKS666CKrRrhbt25MmTKFK664gi1btlBYWAjAL3/5SwYNGgTAxo0beeutt/jb3/5GSUkJAFdeeSXfffcdc+fOtQJ2KBRiypQpzY658cYbKS8vJy8vr8Wv4Z///Ce33347U6ZM4YILLjj0N0WOSF9++SVTpkzB6/W2XyFsNnDZY7WniarNNYFwNLa08PCWbGsrZ599NqNGjWLBggUsXrx4jwHO2pq5fjvhudsP6z1JT8bo3w0jEML0BWIh3B+IBXZfEMKxZu3V1dVUV1e3aVGuu+46fvWrX7XpPUREROTopYB9iL799lsyMjKscA2Qk5NDjx49rP1ff/01CxYssPbHvzCvXbvWCtjdu3dvdk2AMWPGNLtXKBQiPT292bZevXpZj9PS0qzjWuPWW28lGAxaZZFj07vvvnv4wrXLAWnJGGlJGGnJjY+TIdkNLgeRD/8NO6sPT1k6mFGjRlFUVMSoUaNYtGhRexfnsDCS3dhP6N2s5Y0ZjnxfC97gx6yuh5oGzOp6zJoGaEhcH/Km/va3vylgi4iIyEFTwD5Edrt9v01bo9Eo11xzDeeff/4e+3Jzc63HHo/HehwP4H/5y19ISUlpds7uU+zE+3E3tb8ar731Tf3d737Hu+++y4QJE/jv//5vkpKS9nm+HL0uu+wyQqEQa9euxTRNDMOw1vsS/6yFw2GreXggEDjwzYJhqKjFrKjdf+2wzQCXMxbIXY7GJtsOcNpjTbkdjc24HbEm3Ua86bfd3qQpeHy7/fuBxJosB9OvN/LBvzHXt00t74IFC6wa7PifweFk9ChocRPx1jBD4Vjz8cbaafxBTF8oVlMdCBFZ9Hnjtsb9ocgh3c9ut5OUlGQ1DY9PbbY/6enpXHHFFYd0XxERETm2KWAfov79+1NXV8fatWut2uSqqio2btwIQJ8+fVi/fn2zGuolS5Ywb948HnjgAZKTk/e4Zp8+fQAoLy9nwIAB1vZHH30Um83Grbfe2qKyOZ1O6uvrref19fVUVFTscdy5557LKaecws9+9jP+8Ic/MGHChBZdX44uBQUFCfmzj0ajzfphx5emI3A3ncKqaV/s+GLVpEdNqxZzdwlrym1rDOUOu7UYDjs4Y0EepyMW5l2O2Da3E6NbLvgCmDurY6N1J9DixYtZtGjR4Q/XdhtGcT72MwbHXu9emKYZa7rfOMiZGQjFHgdCsb7W/tD3/a79QUx/vC924IBN9Pf2Su12uzUKeXzZvR/23vpgp6Sk4HQ6NSiaiIiIHHYK2Ido2LBhDB48mLvvvptJkybh8XiYNWsWPp8PwzC49tprue2223jiiSc455xz2LFjBxMmTKCwsLBZDXZTffr0YcSIEdx///1MnjyZPn36sHjxYp5++mmmT5/e4rL94Ac/4O233+Y///M/SU9P5/HHH9/nAD+5ubnWIGdnnXWWNRK5SGvZbDZr3uTs7OyDukYkEmkWypuOIN7Q0NBs9HCfz9dsiq34SOLxAdiaTs8Vf94suEajEIzGatUb7R72WhxzDWKDobkbA7nLuWdAdzStfbdbNe6G3QZ2A9MfwvAFIC0ZW7KncYquvc7T1XxqrqZTdUVNzPhUXWYUIvF9UWu0cjPa2C89GoGwGZsNLGoS+ddyCMdHEI/Eap6bjCC+t6m/WsrpdDabrisjI4PU1FQCgQC9e/cmNzeXzMxMayRxjRwuIiIiRxoF7ASYM2cOU6dOZezYsbjdbsaMGcO6detwOp2cddZZPProozz99NM89dRTZGZmMnLkSO688879XvPRRx/l0UcfZfLkydTU1NCtWzcefPDBvTY135fbb7+d6upqrrzyStLS0rjqqquora3d5/EXXngh//3f/819993HG2+80azZusjhFB8xOj6uQCKZpkk4HG4WuOOhPN7Evelo6LuPiL6vWvhIJBLLvcHGKaya3nP3MiT8VSVGS8tls9msGuN4LXLTWuXd57+Or5OSkvYIzF6vl5UrV1JSUrLXFj0iIiIiRxLDPNwd/I4ylZWVfPXVV5x++uk4nU4AgsEgw4YN4/777+e8885r3wIeRsuXLwewRkOXjkMhpm2Zponf76eurq5Z6N59Tu94WPf7/Xi9XivMNw37oVCIaDRKOBw+4NRlhmFgs9mw2+3YbDYcDoe1ttvt1trpdOJwOHA6ndbicrlwuVy43W5rHZ/OyuPxWP2X460R4ktqaupeg/LB0mdTOiJ9LqUj0udSOqJj5XPZmpyjGuxD5HA4GDduHJdccgmjR48mFAoxd+5cXC4XP/rRj9q7eCJyGBiGYc253Jop8loiGo3u0Rc7PmCXmk+LiIiIdCy2Ax8i+5Oens5TTz3Fv//9b8477zwuvvhidu3axbx588jKymrv4onIES5eQ910sdkObvRzEREREWlbqsFOgFNOOYVXX321vYshIiIiIiIi7Ug12CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJ4GjvAoiIHCtM06S+vp76+nq8Xi9+v59QKEQ0GgXAMAwcDgdutxuPx0NycjIpKSl4PB4Mw2jn0ouIiIjIgShgdzBLlizh8ssv5/3336ewsLC9iyMirRCJRNixYwdbt25l+/btbN++nZ07d1JeXk5FRQVVVVVEIpFWX9fpdJKWlkZaWhqZmZmkpaWRkZFBeno6aWlppKamkpKSQlJSEklJSbhcLpxOJzabDcMwME2TSCRCOBwmGAwSCATw+Xz4fD68Xi8NDQ00NDRQX19vPY7/ABBfQqGQ9WOAaZrYbDbsdjsul6vZjwEZGRlkZmaSk5NDTk4O+fn5FBQUkJ2djc2mRlMiIiJydFPAFhFpJa/Xy+bNm9m0aRObNm1i8+bNbN68mW3btrUsQDvs4HLE1nY7GAYYQNSEaBQiUQiFIRgG0yQUClFZWUllZSUbN25s89fXGl6vt0XHuVwuCgsLKSoqonv37hQXF1NcXExGRkYbl1BERETk8FHAFhHZC7/fz44dO9i+fTvbtm1j69atbNmyhS1btrBr1659n2i3QUYqRnoKRnoypCVjpCZDigcj2QMeF4bDDoAZjoDXv89LmQDhCARCEAxiBkIQCMXW/mBsW7AxiAdDsWPDEYhEIGLGrmCasQCPAXYjFujtdnDYwNkY8l1ODJcj9tzpxHDGfwCI7Tccttg5KR4MR+M/G6YZ+0EgEom9jmAYAkFMfxC8fswGP9T7MOu8UOclGAyybt061q1b1+w1ulwucnNzKSkpoU+fPvTs2ZMePXqQnp5+SH9+IiIiIu3hqAnYlZWVTJs2jX/961/Y7XYuvPBCvv76a4YOHQrEml7n5uby0Ucfcf755zNp0iT+67/+i3nz5rFx40ZsNhsDBgxg/PjxDBo0CICRI0dyySWXsHTpUpYsWUJ2djb33XcfALNmzaKsrIwTTzyRhx56iOzsbADWrl3LrFmz+PLLLwmHw5x22mncc889dO3aFYDLLruM/v37U1FRwfvvv09GRgaXXnop1157bbM+lh999BGvvPIKGzZsoHv37tx1112cccYZQKwZ6ksvvcQrr7zCtm3b6NKlC2PHjmX06NHWa73yyiv505/+xKxZs9iwYQOFhYXceeed/OQnPwFifUGfe+45Xn31VXbt2kVxcTFXX301v/jFL9r+D0uknZimid/vp66ujurqamuprKykoqKCXbt2UV5ezs6dO6murt7/xZLcGJmpGJ3SoFMaRmYaRmYqpCYdsL+0GQoT+eeXmBu2x2qrOwBzH4+bsdswiguwn3EChvP7fz4O1DvcjESh3otZXY9ZVYdZVQeVtZhVdQSDQbZu3crWrVt57733rHOysrLo3r073bp1o6ioiK5du9KlSxfy8vKw2+0H+zJFRERE2tRREbCj0SjXXXcdkUiE5557DqfTyfTp01m6dKkVsP/v//6Pyy+/nDfeeINIJMK7777L1KlT+d3vfsdJJ51EeXk506ZNY+LEibzxxhvWtZ988kkeeOABJk6cyIwZM7j77rvp2bMns2bNwuv1csstt/Dss89y7733snXrVi6++GJOPfVUXnzxRQKBADNmzODSSy/lzTffJDU1FYBXXnmFX/3qVyxcuJCvv/6aBx54AIDf/OY31n3nzZvH1KlTycvL4+GHH+a2227j008/JSUlhRkzZvDGG28wadIkBg0axMcff8yDDz5IIBBg7NixQCyEz5o1iwkTJlBQUMAf/vAH7rnnHj7++GNSUlJ49NFHeeutt5g8eTI9e/bk//7v/3jggQeoq6vj17/+9eH5gxPZh2g0avX5DYVCBINBQqEQgUDA6kMcCATw+/3W2ufzUV9fb/Ut9vl8NDQ0WNsbGhqoq6sjHA63vCBOO6SnxGqh01MxMlNitdMZKRhu197PCUf2HVAbRT5Yhrl+W8vL0VFEophrtxKJmthHDmnducmxGnyjS461yYyaUOfFrG4M3JW1mBW1UOe1msR/+eWXzS5jt9vJycmhc+fOZGdnk52dTWZmJpmZmVaf9KaDw3k8HpxOpwaJExERkcPiqAjYn3/+OV9//TWLFi2iZ8+eADz22GOMHDmy2XG33HILaWlpAJSXl/Pggw9aNbZdu3Zl1KhRTJ06tdk5Z5xxBueddx4AF110Ee+//z7jxo3j+OOPB+DUU09l9erVALz88sskJyfz8MMP43LFvnw//vjjnHnmmbzxxhtWcO3RowcPPPAAhmHQq1cv1q5dy7x587j22mut+953330MGzYMgBtvvJH33nuPtWvX0rNnT1555RXuvfdezj33XACKi4vZsmULzzzzDFdccYV1jdtuu43hw4cDcMMNN/CPf/yD0tJS+vXrxwsvvMAf/vAHq1a8W7dubN26lblz5ypgS0KtWrWKiRMnUlNT095Fab1QBCpqoaKWxgbXHdrZZ5/NqFGjWLBgAYsXL8Y026bE5vpthOcm7gcCIz8L+y9/aIVgMxjCrKqHqlgtt1lTj1ldD7VeIpEIZWVllJWVtfo+w4YNY+rUqQrbIiIi0maOioD97bffkpGRYYVrgJycHHr06GE9z87OtsI1wNChQ1m7di1//OMfWbduHRs3bmTVqlXWdDlx3bt3tx4nJSUBsTAa5/F4qKioAKC0tJSBAwda4RogNzeXHj16UFpaam0bNmxYsy94J5xwAs8++yxVVVXWtqZlj/dF9Pv9rFu3jlAoxIknntisnCeffDIvvviiVRag2fsRrz0PhUKsWbOGQCDAHXfc0WxU3/gIw36/H4/Hg0gifPXVV0dmuD4CjRo1iqKiIkaNGsWiRYvauzgHzXA5MTp3gs6dYv27q+tjIbumHnNHJeb2itggcK20bNkyAoGA/n4TERGRNnNUBGy73b5HMN7d7l+o3nzzTasWeMiQIVxyySWUlpbuUYPtcOz5Fu2r9mNftUXRaBSn07nPa8bL3rRf4d6mszFNc7/32P3aTYP+3q7x2GOPNQvh+ztP5GCdd955pKamsnr1akzTxDAMDMPY4/9Zq/ay8Zj4umlz8b01EY83E/f5fK1r/r03HhekJsUG80ptHKAsLRkj3kzcnphpptqqifiCBQusGuz4e9gWjB5dWt9EfH8cdoiamNWxJuJmvLl4VR3UHXiUcpfLRUZGBhkZGaSkpJCammpNVxZ/H2w2G2eccYbCtYiIiLSpoyJg9+/fn7q6OtauXUuvXr0AqKqq2u90Ns888wyjRo1iypQp1rb3338f+P4Lfmv169eP//7v/yYYDFohddeuXWzcuJExY8ZYxy1fvrzZecuWLaOwsLBF09X06tULp9PJF198QUlJibV96dKl5ObmtugaPXv2xOFwsG3bNkaMGGFtnzdvHmvWrNnjRwaRQ+FyufjZz352WO4VDofx+/14vV5rife/rq+vp76+ntraWmpra6mpqaG6upqqqiqqqqpi4dwfjC27aqzm4FZENYiF7Iw0jE6pGJlp0DjImZHkblU57SOHEPmnkfBBzhYvXsyiRYvaLlzvY5Cz1jBNExp8mJV1jX2ua2L9rqvrYqOS70VaWhqFhYV06dKFgoIC8vLyyMvLIycnh+zsbJKTk9XsW0RERDqEoyJgDxs2jMGDB3P33XczadIkPB4Ps2bNwufz7fOLZkFBAcuWLeObb74hLS2NDz74gPnz5wMQDAZxu1v3hRlg9OjRvPLKK9x1111cf/31BINBZs6cSadOnTjnnHOs45YuXcrjjz/OL37xC5YuXcpf/vIXxo8f36J7pKamcvHFF/P444+TmZnJoEGD+OSTT3j55Ze5/fbbW/QlMy0tjUsuuYTZs2eTmprKkCFDWLJkCbNmzeK6665r9esW6SgcDgepqalWl4iWikaj1NbWUlFRwc6dO9m5cydlZWXs2LGDbdu2sW3bNvx+P9R6MWu9mJt36//rcX0fuDMbB0HLSI0F8r0EUcPpwPEfQw84Tdf+mBCbmqtxii4zFMas92HU+8DpiN236d99hoFhM2LTiMXn33Y6YtNzORzWvNz7/Rsk2WNNMbbfskWj4A1g1vtig5jV1mPWNMSaelfXxcq8FykpKfTo0YMePXpQXFxsjSKemZnZindGREREpP0cFQEbYM6cOUydOpWxY8fidrsZM2YM69atw+l0EgwG9zh+0qRJTJ48mUsvvRSXy0X//v156KGHGDduHMuXL+ekk05qdRkKCwuZP38+s2bN4uKLL8blcnHaaacxa9asZnO6nnnmmaxdu5Zf/OIX5OXlMX78eGuKrZYYP348nTp14uGHH7am2Jo8eTIXXXRRq68xe/Zsdu7cSUFBAbfccgvXXHNNq16zyNHAZrNZI1HHW8E0ZZomlZWV1jzYmzZtYvPmzWzevDk22JY/iLmjAnZU7DkQWmOzcyMlCZLdGB43uJ0YLmdslHK7DQxb/EYQjcZGIo/PLR0MxeaWDsRq1814Lbs/2DxAt8ABjzaMWNB2OcHlwHA2ljEeyO22xjm1m5Q1Eo0NBhcKYwaC4AvEyrYfNpuNoqIiiouLKSwsxG63c/rpp9O9e3fVRIuIiMgRzTDbqpPeYVRZWclXX33F6aefbvV1DgaDDBs2jPvvv98aBbwjuOyyy+jatSszZsxo76IkXLzpe3wecek4vF4vK1eupKSkhOTk5PYuzlHF5/OxdetWNm3aZAXwrVu3smPHDurq6tr8/m63m7S0NFJSUkhKSsLtduN2u3E4HNjtdqsVTyQSsQYyjPdfjzejb2hoOOA4Fq1lt9vJzs6mc+fOVtPuoqIiCgsLKSwstP6u1mdTOiJ9LqUj0udSOqJj5XPZmpxzVNRgOxwOxo0bxyWXXMLo0aMJhULMnTsXl8vFj370o/YunogcxZKSkujduze9e/feY199fT1lZWWUl5eza9cuqqurqampoa6uDp/Ph9/vJxQKEYlEgFjNrsPhwOVy4fF4SE5OJjU1lZSUFDIyMkhPTyc9Pb3Z40QMSmiaJn6/n4aGBqu/utfrtcoYH1wuHA4TjUatQcMcDgdOp5OkpCQ8Hg9paWlkZGSQmZlJRkZGs4EbRURERI4FR0XATk9P56mnnuKxxx7jtddew2azMWTIEObNm0dWVlZ7F09EjlHx/uB7a3bekRiGQVJSEklJSeTk5LR3cURERESOWEdFwAY45ZRTePXVV9u7GAf00ksvtXcRREREREREpA0kZlJXERERERERkWOcAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAAraIiIiIiIhIAihgi4iIiIiIiCSAo70LICIiR5ZgMEh1dTU1NTXU1NRQW1tLXV0dXq8Xv99POBzGMAycTicpKSlkZmZSUFBAt27dSEtLa+/ii4iIiLQZBWwRkWNYJBKhvr6e2tpaa4mH5qbr+FJdXY3X6z3o++Xn5zNw4EBOOukkhg4dit1uT+CrEREREWlfCtgiIh1cJBLB7/cTCAQIBoNEIpFmSzgcJhKJEAwGCYVCBAIB/H4/Pp8Pn89HQ0MDDQ0N1NfXU1dX12ypr6/HNM3WF8pmgMcNHjeGxwUeFzidGE472Bp7H4UjmMEQeP2YtQ1Q72XHjh3s2LGD9957D7vdzgknnECfPn3o3bt3Yt80ERERkXaggN0GFi5cyPjx41m1alXCrjly5EjOP/98br755oRdU0Q6Bq/Xy4YNG9i4cSNbt25l+/bt7Nq1i8rKSmpra/H5fG1fCJcD3C4MjzsWlq3g7MZIarItyQ1JbnA5MQyjVbcwA0HMnZWYW8uJbtpBpKqWpUuXsnTpUt58801++tOfcs4551BUVNRGL1JERESkbSlgHyEWLFiA2+1u72KIyCEKhUKsXbuWlStX8t1337F69Wq2bNnS8gvYbbEaYpstVotsGN8/ttvAbsdw2MFhB6cTnA4MlwNcTnA7MVyNtc1uVyxAuxsf29t+zEvD7cIoyoeifOynDMKsqiW6ejPR1Rupr69n4cKFLFy4kB/84Aecc845nHrqqTidzjYvl4iIiEiiKGAfIbKystq7CCLSSqZpsmvXLlatWsXKlStZuXIlpaWlBIPBPQ9O9mBkpWNkpEF6CkZqcmxbkgtcLnA6wG5rVmtshiPg8x9aISMR8Po4iEbiB5bkiYX9fTA6pWM/+ThsJw3A3LyD6LfrMDeX8e9//5t///vfZGRkMGLECEaOHEm/fv1aXWMuIiIicrgdVQG7srKSadOm8a9//Qu73c6FF17I119/zdChQwFYsmQJubm5fPTRR5x//vlMmjSJ//qv/2LevHls3LgRm83GgAEDGD9+PIMGDQJiTbN//etf8+9//5tPPvkEl8vFueeey7333ovDEXv73n33XR5//HE2bNjAoEGDOPXUU1tV7oULF/LYY49x00038fjjj9PQ0MCpp57K5MmT6dy5s1WOeBPxaDTKs88+y8KFC9m6dSsul4shQ4YwefJkunXrBkC/fv148MEHeeutt1i2bBnp6elccskl3HTTTdZ9//nPf/Lkk0+yevVqUlJSOOeccxg3bhwej+eQ/yxEjjU+n48tW7awefNmNmzYwLp161izZg2VlZV7Hux2YXTOwsjLwsjtFFuSWt5CxQyFiXz0BeaGbRCJJvBVJJjdhlHcBfuPT8Rw7vufG8NmYHQvwNa9ALOugeh3G4h+t4Gamhr+9re/8be//Y28vDyGDRvGkCFDGDRoEOnp6YfxhYiIiIi0zFETsKPRKNdddx2RSITnnnsOp9PJ9OnTWbp0qRWw/+///o/LL7+cN954g0gkwrvvvsvUqVP53e9+x0knnUR5eTnTpk1j4sSJvPHGG9a1Z8+ezZ133sndd9/N559/zoQJExg4cCDnnXcey5Yt4+abb+amm27inHPOYenSpUybNq3V5a+srOTFF1/ksccew+Vy8cADD3DNNdfw+uuvW0E+bt68ecydO5eZM2fSt29fNm3axKRJk5gxYwZPPvmkddzMmTOZOHEi06ZN4+9//zuPPvoow4YNY+jQobz77rvccsst3HzzzcycOZN169bxwAMPsHnz5mbXEDnWxAcNCwaDzQYLazpIWHV1NVVVVezatYtdu3ZRVlZGVVXVvi+alf59kM7LgozUPWpjzVC45WX8cCnm+q0H+xIPn0gUc+0WIlET+4iT9n2cw269H0ZaCvahx2E7sQRzy06ipRsxN25n586dvPnmm7z55psAdOnShR49elBYWEh+fj5dunRh8ODB2Gxt39RdREREZF+OmoD9+eef8/XXX7No0SJ69uwJwGOPPcbIkSObHXfLLbdY87CWl5fz4IMP8otf/AKArl27MmrUKKZOndrsnNNPP53LL78cgKKiIl566SWWLVvGeeedx/z58xkyZIhVM9yjRw9KS0uZN29eq8ofCoWYOXMmAwcOBGDWrFn87Gc/43//93/54Q9/2OzYbt26MXPmTEaMGGGV+6yzzmLx4sXNjjvvvPP45S9/CcBvf/tb5s6dy7Jlyxg6dCjPPPMM//Ef/8ENN9xglds0TW688UbWrFmjEX3lmDNv3jzmz59/aBcxDNjbiNyVtZiVtZirNh7a9Q+Ts88+m1GjRrFgwQIWL158cKOMN2Gu30p4Pz8IGPnZ2H/x42Y/Ohg2G0a3fGzd8jHDEcwtZZiby4huK4fqOrZt28a2bduaXef666/n/PPPP6SyioiIiByKoyZgf/vtt2RkZFjhGiAnJ4cePXpYz7Ozs61wDTB06FDWrl3LH//4R9atW8fGjRtZtWoV0WjzJpe9evVq9jwtLY1QKARAaWkpp512WrP9J5xwQqsDdkpKihWu4/fMyMigtLR0j4A9cuRIvvrqK2bPns369etZv349a9assZqTt7Tc55xzTrP9J598srVPAVuONevXrz+0C6QmQSgCgb30rz7CjBo1iqKiIkaNGsWiRYvauzixftwFORCNYgOi4QjU7zkXd319/eEvnIiIiEgTR03AttvtewTj3e3et/jNN9/k3nvv5dxzz2XIkCFccskllJaW7lGD7XK59rhWvEbHMIw97nswo97u7ZxIJILdvucAQc888wx//OMfOf/88xk+fDhjx47l/fff5+9//3uLy723Gqn469i9SbrIsWD8+PF88cUX+P3fDxoWn3/a5/Ph9XqtuaPjTcQrKiqoq6uLHVy/l6m07DbIzsTIzWxsHt4JUpIPebCutm4ivmDBAqsG2zCMQ67BNnp0bXET8abMQBBz3Vaia7dgbi+HaPNyJCcnU1RUZDUR//nPf35I5RQRERE5VEdNkurfvz91dXWsXbvWqrmtqqpi48Z9N8l85plnGDVqFFOmTLG2vf/++0AsgLbkS3D//v358ssvm21bsWJFq8tfXV3N5s2brflfV69eTX19PQMGDNjj2Keeeoobb7yR3/zmN9a2uXPntupLcL9+/Vi2bBljx461ti1duhTYs+Zb5FjgcrkYPnx4q8/z+XyUlZWxfft2a5Cz9evXs2HDBgKBAOysjM39HD8h2YPROTs2yFnnLIzszP0OALY39hEnEbEZbTbI2eLFi1m0aNGhh+sWDnLWlGmamNvKiX63IfYjQpPXV1RUxIknnsjAgQPp168feXl5GllcREREOpSjJmAPGzaMwYMHc/fddzNp0iQ8Hg+zZs3C5/Pt80tiQUEBy5Yt45tvviEtLY0PPvjA6oMZDAZbNO/0VVddxYUXXsjMmTO56KKLWL58+UH347zrrruYOHEi4XCYKVOmcMIJJ1gDtO1e7k8//ZSRI0dis9l44403eOedd8jJyWnxva655hpuvfVWnnzySc4++2w2bNjAtGnTGDFihAK2SCskJSVRXFxMcXFxs+2RSIStW7dSWlrKd999x8qVK1m3bh0Rrx9z/dbva6ANAzqlxYJ2p3SMzFSM9NRYk3OXc68B0nA6cPxkWGKm6doL0+vHrGvASEvBSD6EWQUOME1Xs3v6g0RLNxJduQ6qv2/qXVxczMiRI/nhD39I165dD74sIiIiIofBUROwAebMmcPUqVMZO3YsbrebMWPGsG7dOpxO517nnZ00aRKTJ0/m0ksvxeVy0b9/fx566CHGjRvH8uXLOemk/TRpbFRSUsKzzz7LrFmzmD9/Pn369OG3v/0tDz/8cKvLf+655/Kb3/yGYDDIyJEjmTBhwl6/XD/00ENMnTqVX/3qV6SkpDB48GCmTJnCAw88wLZt2+jSpcsB7/Wf//mf/OEPf+BPf/oTTz75JFlZWfz85z/nlltuaXW5RWRPdrudbt260a1bN37yk58A4Pf7KS0t5dtvv2XlypWsWrUqNo1XfBC0PS5iA48b3M5YDbDDDnY72Ayw2WLhvHFt2G2x4+2Nxzjt4HBguBzgcsbCuju2xh2bV3tftb9GWgp0zm7bN4gmtdWrNmKu22LVVicnJzNixAjOPvts+vTpo1pqEREROWIY5qF2rusgKisr+eqrrzj99NOt/szBYJBhw4Zx//33c95557VvAfdj4cKFjB8/nlWrVrV3UQ7J8uXLAaw5xKXj8Hq9rFy5kpKSEpKTk9u7ONLINE0qKipYvXo169evZ+PGjWzdupUdO3ZQW1vbtje3GbGg7XFhuN3gaXzscYHHba1j29yxx659h/KWMkNhzB0VmJu2E12/DRq+77ves2dPfv7znzNy5Eh9TqVd6e9M6Yj0uZSO6Fj5XLYm5xw1NdgOh4Nx48ZxySWXMHr0aEKhEHPnzsXlcvGjH/2ovYsnIrIHwzDIyckhJydnj/7fgUCAqqoqamtrqa+vx+v1EggECIVChMNhotGoNWd3fB0KhQiFQvj9fgKBAD6fr9kc3vF1KBSKDRjmC4AvgEmddd/9/uJqM2JBO8mNkRQL3bG1C9wuDJczVssen4s6EoVgMNbkvKYBKmswK2uaDVaWnJzMwIEDGTVqFIMHD1ZttYiIiBzRjpqAnZ6ezlNPPcVjjz3Ga6+9hs1mY8iQIcybN4+srKx2KVNZWRlnnXXWfo8ZNGhQh65dF5H24Xa7yc/PJz8/P6HXNU0Tv99vjYheW1tLXV0dNTU11NTUWI9ra2ubrf1+fywYe/3g9VtB/GCaQOXm5nLiiScyfPhwBgwYwJo1a+jbt6/CtYiIiBzxjpqADXDKKafw6quvtncxLDk5Ofztb3/b7zHxL9EXXHDB4SmUiBzTDMMgKSmJpKQk8vLyWnxeIBCgpqaG6upqa4mH8pqamj1q2SE2/WBKSgpZWVl07tyZbt260bdvXzp37myFaa93z/msRURERI5UR1XA7mjsdjvdu3dv72KIiBwyt9tNXl5eq0K5iIiIyLHG1t4FEBERERERETkaKGCLiIiIiIiIJIACtoiIiIiIiEgCKGCLiIiIiIiIJIACtoiIiIiIiEgCKGCLiIiIiIiIJIACtoiIiIiIiEgCKGCLiIiIiIiIJICjvQsgInKkCIfD7Nixg23btlFXV4fP58MwDJxOJ2lpaWRkZJCbm0tWVhZ2u729iysiIiIih5kCtojIPkQiEVatWsVnn33G8uXLKS0tJRQKHfA8h8NBfn4+Xbt2pbCwkMLCQoqKiigsLKRTp04YhnEYSi8iIiIih5sCtojIbjZu3Mg777zD+++/T2VlZfOdDjukp2IkucHpBEyIRCEQxPT6wesjHA6zZcsWtmzZwpIlS5qdnpKSQmFhId26daN79+50796dnj17kpOTo+AtIiIicoRTwBYRIdb8+5NPPuHNN99k+fLl3+9wOTG6FWArzMfIz46F6/0EYTMahQYfZk09Zm0dVNdhVtdh1tRBnZeGhgZWrVrFqlWrmp2XkZFBnz59KCkpYeDAgfTv35+kpKS2erkiIiIi0gYUsEXkmFZZWcnbb7/N3//+dyoqKmIbDSMWqvsVY3QrwGhFf2rDZoO0FIy0FKBzs31mOAK19bHAXVWDWVWLWVkD1XXU1NSwdOlSli5dCsSamZeUlDBkyBCGDh1K7969sdk0LqWIiIhIR6aA3QL9+vVj+vTpXHDBBR3+fvfeey9bt27lpZde2uv+LVu2cOaZZzJv3jyGDRvGZZddRteuXZkxYwZLlizh8ssv5/3336ewsPBQX4ZIhxWJRPjyyy9ZtGgR//u//0s4HI7tSPJgK+mJraQnRmpywu9rOOyQlYGRlQF8//+YGY5gVlZj7qzELKvA3F5OuMHH8uXLWb58OS+++CKZmZkMHTqUYcOGceKJJ5KSkpLw8omIiIjIoVHAPsYUFBTwySefkJGR0d5FETmsIpEI33zzDZ9++ikfffRRs77VRudsbMf1xuhZ2Kra6kQxHHaMvGzIy4aBfTBNE2obiG7dgbm5DHNrGdXV1bz77ru8++672O12SkpKOOmkkzjhhBPo27evRi0XERER6QAUsI8xdrud3Nzc9i6GSJurra1l3bp1lJaWsmLFCpYvX05DQ8P3B7hd2Pp0w9a/J0Z25gGvZ4Yj4PO3TWGTPLHa7UaGYUBGKvaM3jCgN2YkgrljF+am7UQ3bSdSXceKFStYsWIFL7zwAklJSfTv358BAwbQu3dvevbsSefOndWkXEREROQwU8BuofXr1zN27Fi++OILMjMzufTSS7nuuusAiEajPPvssyxcuJCtW7ficrkYMmQIkydPplu3blxwwQUMGTKEiRMnAvDee+9x4403Mnv2bM466ywAZsyYwXfffccLL7zQ7L7l5eVcdtllFBQU8Kc//Qmn08kf/vAH3nrrLSoqKigsLOSKK65g9OjR1jnhcJhp06bx+uuv43Q6Oeecc7jnnntwu917NBEX6ehM08Tv9+Pz+azF6/Xi8/loaGigvr6e2tpaampqqKiooLy8nB07dlBTU7PnxTyuWN/qHkUYRZ1bVFtthsJEPvo/zA3bIBJpg1cI2O0YxV2w/3gohnPPv5YNux2ja2fo2hn78B9g1tYT3dJYu729HJ/Px5dffsmXX35pneNyuejSpQudO3e25ubOyMggLS2NlJQUkpOT8Xg8uFwunE4nTqcTm81m1YQbhhGrSSdW+x+NRolEIkQiEcLhsPU4vi9+bOzl2LHb7TgcDlwuF263m6SkJNxut0K/iIiIHNUUsFto/vz53H///UybNo0333yTP/zhDxx//PEMHz6cefPmMXfuXGbOnEnfvn3ZtGkTkyZNYsaMGTz55JOMGDGCt99+27rW//zP/2AYBkuWLLEC9j//+U9+/etfN7tnZWUlY8eOpWvXrjz55JO43W5eeuklFi9ezKOPPkrnzp358MMPeeCBB+jTpw8nnXQSAMuWLaNz58689tprbNmyhYkTJ2Kz2ayAL0enaDRKXV0dEAulpmkSjUaJRqM0NDRQWVnJtm3bcLlc1vamS/z4pkGpKcMwmi3xoNR02+73jYexcDhMKBQiEAhYi9/vt4Ky1+vdY2loaLD276tMB5SSBDmZGLnZGAW5GNkZsUHIAKImZjR8wEtEPvwcc/2Wg7t/S0UimGs3E4ma2EecfODjkzzY+hRDn+LYe1NVQ3RnJWZ5JVTWQGUtwWCQDRs2sGHDhrYteysYhkFSUhIpKSmkpqaSkpJCUlIS4XCYLl26kJGRYW2L/wDg8Xhwu93WjwAulwubzUZOTg5Op7O9X5KIiIhIMwrYLTRmzBjOO+88AG644Qaef/55VqxYwfDhw+nWrRszZ85kxIgRAHTt2pWzzjqLxYsXAzBy5EieeOIJtm/fTkFBAZ9++ilnnnmmNT/upk2bWL9+PSNHjrTuV11dzdixY+nSpQt//OMfcblc1rHJyckUFhaSl5fHpZdeSs+ePenRo4d1bm5uLjNnzsTtdtOnTx9uvfVWpk6dyh133HE43ippB9FolJtvvpnVq1e3d1E6lgZfbMqsjds5yIjeYmeffTajRo1iwYIFLF68+KB+FDDXbyHc1mH+YBlGbLEZYLM1Lsb32w0DDMAETBOi0dj84JEIhGM1/6ZpWj+glJeXN7t809r3ligoKGDu3Lk4HPpnTERERDoOtdVroeLi4mbP09PTCQQCQCxAZ2VlMXv2bG677TZ++ctf8uc//5loNArAcccdR+fOnfn000/Ztm0bW7Zs4brrrmPt2rWUl5fzz3/+k5KSErp27Wpd/9FHH6W0tJTc3FwrXAP8+te/pr6+nh//+MdccMEFPPLII2RlZZGdnW0dM3DgQNxut/X8+OOPJxQKdaiaLEm8g67llYQYNWoURUVFjBo16sj8s9j31N7f7zd2P3C3cI3RZHfj9gNe+OAcke+xiIiIHPX0038L7W2E3vgXvGeeeYY//vGPnH/++QwfPpyxY8fy/vvv8/e//906dsSIEXz66acADBo0iOOPP57OnTuzZMkSPvroI84888xm1z711FP51a9+xc0338zPfvYzTj/9dCAW9N955x0+//xzPv30U/75z3/y7LPPMn36dM4///y9ljUe9JsGdTm62Gw2nnjiiWb9jps2+25oaGD16tX06NEDt9tt9ZvdW/Pw3ZuJN20CHr9XfB3fFl8DB2wiHgwG9+hTHe9PvXvT8IaGBnw+38G/ManJkJ2JkZcVayKe1aSJeAu1tIn4ggULrBrspv2XW8PoUdiyJuJNxJuImzsriZZXxZqIV9VAtJX3P9DhUbPxoGjrrrub5ORkkpOTSUlJIS0tDY/HYzURz8zMtPYnJSVZ/bbdbrfVV9zhcOBwOMjOzlbttYiIiHQ4+naSAE899RQ33ngjv/nNb6xtc+fObfYFe+TIkdxzzz3YbDaGDx8OwPDhw/nggw9YsmTJHs23//M//5Of/vSn/OxnP2PSpEm8+eabpKamMm/ePLKzsznnnHM47bTTuPvuu7nyyit5++23rYC9cuVKotGoFYS++OILPB4PRUVF7Ny5s63fDmknNpuNTp067XWf1+ulsrKSrl27kpyc+Pmd21I0GiUQCFihu+lAZ7sPclZZWUl5eTnbt2+ntrYW6r1Q78XcuC2WHz1ujG75rRrkzD7iZCI244CDnC1evJhFixYdXLg+wCBnu4sNclaGuWUH5rZyCAT3OMbpdNKlSxfy8/PJyclpNshZamoqSUlJewxyZrfbm/1wAt//YBL/USb+g0nTAc4ikYjV/z5+fjwIx8NxPCzv/gOg1+tl5cqVlJSUHHGfTREREZHdKWAnQLxf9ciRI7HZbLzxxhu888475OTkWMcMHz6cQCDAO++8w9y5c61t48ePJz8/nwEDBuz12hMmTOBnP/sZDz30EFOnTqWyspI//vGPeDwe+vfvz7p161i5ciWXX365dc727du57777uPrqq1m3bh1z5szhmmuuUQ22HJFsNptVm9kaNTU1rFu3jtWrVzebpsss3UikdCN4XNh6d8fWv8d+p+kynA4cPxl+wGm6TK8Ps86LkZaMkdy6su4+Tdce145EG6fp2kZ003aormu23+PxUFJSQv/+/enTp481TZfmxhYRERE5vBSwEyAefn/1q1+RkpLC4MGDmTJlCg888ADbtm2jS5cuuFwuTj31VD755BN+8IMfALGAHY1Gmw1utrucnBzuvvtuJkyYwNlnn81NN91EKBTid7/7HeXl5eTm5jJ69GhryjCAM888E7vdzkUXXURSUhKjR4/mhhtuaOu3QaRDycjI4IQTTuCEE07goosuIhwO88033/A///M/fPTRR1RWVhJdsZroitUY+TnYjuuN0aPrPmu1DYcd0lL2eT8jLQU6J678Zm095pYyopt3YG4tg9D3I57bbDYGDBjAiSeeyJAhQ+jTp4+aS4uIiIh0AIapkWIkQZYvXw7E+phLx6JmuM1FIhG+/PJL3n77bf73f/+XSLzpd7IHW0lPbCU9MVIO3/tkRiKYlbF+1OaOXZg7dsWatzeRkZHBySefzMknn8yJJ55IamrqYStfW9JnUzoifS6lI9LnUjqiY+Vz2ZqcoyoPETnm2O12TjrpJE466SQqKip4++23+fvf/x6r1f7iW6LLVmJ074KtbzFGt/wW9dVuCTMSgZp6zOo6zOpazKpazMoaqK7dY1Ayu91OSUkJQ4YMYejQofTp08caV0FEREREOiYFbBE5pmVnZ3PZZZdxySWX8Mknn/DWW2+xfPlyzA1biWzYCi4nRrcCbEX5GJ2zIT212SBguzNNMzb3dk09Zk0dVNdh1tRhVtdBXUNsjui9SEtLo1+/fvTv35+BAwdSUlLS6n7nIiIiItK+FLBFRIiNuj1ixAhGjBjBhg0bePfdd3n//feprKzEXLOJyJpNsQMdDkhPwUjyQHzE70gEAkFMXwAafBDd91RWycnJFBUVUVRURPfu3enevTs9e/YkNzd3v8FdRERERDo+BWwRkd0UFxdz7bXXctVVV/Hdd9/x2WefsXz5clavXk0oFILKGkxq9nm+3W4nPz+frl27UlhYSGFhIUVFRRQWFpKVlaUgLSIiInKUUsAWEdkHu93Occcdx3HHHQdAKBSirKyMbdu2UVtbi8/ns+Z8Tk9PJyMjg9zcXLKzszVFloiIiMgxSAFbRKSFnE6nVSMtIiIiIrI7DUkrIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgAK2CIiIiIiIiIJoIAtIiIiIiIikgCO9i6AiIh0HKZp4vf7qauro76+nvr6erxeLz6fD7/fj9/vJxgMEgqFiEQiRKNRTNMEwG6343A4cLlceDwekpOTSUtLIz09nU6dOpGVlYXT6WznVygiIiLSdhSwRUSOcqZpUldXR2VlpbVUVVVRVVVFZWUl1dXVVFdXU1NTQ21tLaFQqM3KkpWVRX5+Pl26dKGwsJDOnTsTCoXo169fm91TRERE5HA5pgJ2v379mD59OhdccMFhve+cOXN4/fXX+eCDD9rkeBE59kSjURoaGqitraWmpobq6mqqqqqorq62AnRlZSUVFRVUVla2PjTbbOB2gsuF4XKC0wFOJ4bDDvbGxWaA0biYZmyJRCESwQyFIRSCQBDTHwCvH6JRK+B/++23zW735JNP0qtXL/r27Uvfvn0pKSmhoKAAwzAS+K6JiIiItK1jKmCLiLSnUCiE1+u1mlzHl3jT692X+P74OQ0NDTQ0NFhNt6PRaOsK4HKCxw1JHgyPG5LcsbXHjeGOr53gdoHDnrhwm5QEdhv4A5j1Xqitx6ytw6yuxaysxayqwe/388033/DNN99Yp2VkZNC/f39KSkooKSmhf//+JCUlJaZMIiIiIm1AAVtEpIXi/ZPjAbeuro7a2lqrv/Lu6/r6eisQNzQ0tGnT6xYJhmJLbT1m4yZzvyckiN2Orbgr9h8Pw5abBblZzXab0SjU1BEtr8Qsr8TcWYG5q4qamhqWLFnCkiVLALDZbHTr1o1+/frRr18/evfuTXFxMR6P53C8ChEREZEDOuYC9vr16xk7dixffPEFmZmZXHrppVx33XXW/g8//JA5c+awZs0aOnfuzDnnnMMNN9yAy+UCoLS0lEceeYRly5bh8/no3Lkzv/71r7nqqqusa7z22ms899xzlJWVceqpp1JYWNisDP369WPy5Mm88cYbrFy5kuLiYm677TbOPPPMZsc988wzzJ8/n+rqagYPHsy0adMoLi4GoLq6mtmzZ/PBBx9QVVXFgAEDGDduHMOGDQNizcy/+OILTj31VObPn09VVRWDBw9mypQp9OrVC4C6ujoeeugh3n33XUKhEMcddxx33XUXgwYNSvj7LtKeTNMkGAxaNcE1NTVWLfLe1k1rjL1erzXQ10HVGu+N3QbOxmbXDkdsbbeD044Rf+6ILYbTHqt5djoxnLEm29GvVmJu3XHo5ThcIhGiazdhRk0cI07Zc7/DjtEpA3unDOjbAwAzEsHcVYVZtguzrILozl1E671s2LCBDRs28I9//AOIhe4uXbpQXFxMUVERXbt2pUuXLuTn59OpUyfsdvvhfKUiIiJyjDvmAvb8+fO5//77mTZtGm+++SZ/+MMfOP744xk+fDgff/wxt912G+PHj+fUU09l06ZNTJs2jfXr1zN79mx8Ph9XXXUVp512Gq+++ip2u53/+q//YubMmQwfPpySkhLeeustpk6dyn333cepp57Ku+++y6OPPkpBQUGzcjz88MPceeedzJgxg4ULF3LTTTfxl7/8hSFDhgCwdetWli1bxjPPPEMwGOTuu+9mwoQJ/OUvfyESiXDVVVcRCoWYNWsWWVlZzJs3j6uvvpqXX36Z448/HoClS5fidrt55plnCIVC3H333UyZMoV58+ZhmibXXnstHo+Hp59+mtTUVN544w1Gjx7NX//6VwYMGHDY/2zk2GWaJt988w2VlZV73RcOhwmFQtYSDAYJBoMEAgFr2b159e7NsBMSjBMlEoVIAPyBPXbtXqN8WGqYmzj77LMZNWoUCxYsYPHixdYI4Ylgrt9MaP3mPbYb+Tk4fvGTZk3SDbsdo3MOdM75/vwGH+bOCqLlsRpus7ySqD/Ali1b2LJlyx7Xtdvt1ujlmZmZpKenc9JJJzFy5MiEvSYRERGRpo65gD1mzBjOO+88AG644Qaef/55VqxYwfDhw3nqqae46KKLuOSSSwDo1q0bU6ZM4YorrmDLli0kJydz+eWX8+tf/5qUlBQAbrnlFp577jlWrVpFSUkJL730Ej/72c/49a9/DcBvfvMb/v3vf/Pdd981K8cFF1xgHXPnnXfy+eefM3/+fCtgO51OHn74YVJTUwG45JJLePTRRwH45JNP+Oabb3jzzTfp27cvAFOmTGH58uXMnTuX2bNnAxAOh3nooYfIyMiwrjFr1iwAPvvsM/7973/z2WefkZmZCcDtt9/OsmXLmDdvHjNmzEjsGy+yH2+88QZPPvlkexdDgFGjRlFUVMSoUaNYtGhRexenGSMlCaNHIbYesVZBpmmC149ZWY1ZVYNZ09ive3s5mCaRSIRdu3axa9cu6xoffvghp59+utUqSURERCSRjrmAHW9iHZeenk4gEKtF+vbbb/n6669ZsGCBtT9ee7N27Vp+/OMfM2bMGN566y2+/fZbNm3aZAXneO1YaWkp55xzTrN7nHDCCXsE7HhT7qbHfPrpp9bz7OxsK1zHy+n3+617pKWlWeEawDAMTjrpJD755BNrW05OjhWuAdLS0qw+oN988w2maTJixIhm5YjXCoocTru38DjsGkfIxuWwmm4brlhzbFxODJcrts/tijXTdrtig4G5XLHHh7kZcvjDzzD3UhOcCAsWLLBqsA3DSGgNttGjaN9NxFs5oJrVb7ui+vuAXV0HtfWx0cz3wePxYLPZWlt0ERERkRY55gL23vrjxb9ARqNRrrnmGs4///w9jsnNzaW8vJyLL76YrKwsRo4cyemnn86gQYP48Y9/3OzY3ZuiOp3OPa7ncDR/6yORSLMvffvrN7ivL7ymaTa77v5qaKLRKKmpqSxcuHCPfarZkcNt2LBhvPPOO5imSTQaJRKJEIlECIfDzZZ4E/FAIGA1E483CW/aTDw+MnfTvtVNR+SOr63/l0Lh2OL9vkxN/y87YMR0NIZvtws8rtjUVo2jcRuNITwW1Bv7XbucGI741FeNfa3tLQ99jhGnELEZRDdshUikxee1xOLFi1m0aFFiw3WTQc4MZ+v/2TFNE+obiJZVxAZAK6/A3FUN4fBej3c4HOTl5ZGbm0tOTg6dOnWymogfd9xxe/z9KyIiIpIo+pbRRJ8+fVi/fj3du3e3ti1ZsoR58+bxwAMP8NZbb1FdXc0//vEPKzSvWrUK+D70lpSUsGzZMsaOHWtdY/ny5Xvca/ny5c36AX755Zccd9xxLSpnv379qKuro7S01KrFNk2TL774gt69e7foGn379qW+vp5QKNTsnIkTJ9K/f38uvfTSFl1HJJEMw8Butx+WganiI4I3HdQsPrCZz+ezpsRqOi1W/HF8lPCGhobY//vhMITDmA3fJ/RWR1ObDRx2K3Rbg505nbFQ6nTGgnk8rBd3xd67O2A0Bns3huPQa2ZNrw+zrgEjLQUjOUFTYiUlxebPbmkZQuHG0cR3xUJ12S7w+fc4zu1207NnT3r06EH37t3p1q0bhYWF5OTkaHAzERERaRcK2E1ce+213HbbbTzxxBOcc8457NixgwkTJlBYWEhubi75+fn4fD4WL17MiSeeyLp165g+fToQa1oNsT7X119/Pc899xw/+clP+Ne//sU//vEP8vLymt3rxRdfpGfPngwcOJC//vWvrFq1igcffLBF5Tz99NMpKSnhjjvuYNKkSWRnZzN//nxKS0u5//77W3SNH/7wh5SUlDBu3DgmTJhAQUEBL7/8MgsXLmTu3LmteNdEjkyGYZCUlERSUhLZ2dkHdY1IJNIsdDddGhoarHV8aRrk4zXqkXgNdDQKwWhsGi1aWYMe53TE5rhOToLk2NpI9kByUrNteNz7bJJtpKVC59yDej8OhhkMYVbWYFZUYe5qnKarsmaPZt52u51evXpRUlJCv3796Nu3L127dlWQFhERkQ5FAbuJs846i0cffZSnn36ap556iszMTEaOHMmdd95p7f/mm2+YMWMG9fX1dO3alQsvvJD333+f5cuXM3r0aM444wweeeQR5syZw+zZs/nBD37AVVddxVtvvdXsXpdccgkvvPACpaWl9O/fn7lz59K/f/8WldNut/P8888zc+ZMbrrpJoLBIAMHDuSFF17gBz/4QauuMWvWLG677TZ8Ph+9evXiiSeeYPjw4a1630SOVXa7nfT0dNLT0w/6GqFQaI+m7buPht502X0O7traWmpqagiHG5u5h+oxa+uB/QRzmxGrVU7yxEJ3kgeS3Bgedyyguxv7lrvdsSnCXM6D6ydtmrEy+QOYXj94fZj1DZi19daAZNR793pudnY2JSUllJSUMGDAAHr37o3b7W7V/UVEREQON8NM5Ag20iL9+vVj+vTpXHDBBe1dlISKN4XXPNodj9frZeXKlZSUlJCcnNzexZEEM00Tr9dLVVUVlZWVVFdXU1FRYT2vqKigsrKSyspKampqDu4mhhFrwu5wxNZ2G4bNFtv+fUEwI9FYv/BQOFYb34J/YtLS0ujTpw/9+vWjT58+9O/fn5ycnAOeJ9JW9HemdET6XEpHdKx8LluTc1SDLSJyhDMMg5SUFFJSUigsLNzvsaFQiKqqqmZhvOkSrxWP9zP3er2xgRvjtdGh7wcWa+mvsy6Xi06dOpGdnW11t+nSpQtFRUXk5OSwdevWo/4fZhERETk2KGCLiBxDnE4neXl5e4wLsS9NB4OLj9YeCASskd0jTUYxt9vtOJ1OnE4nHo/HCv1JSfseLM3r9bJ169ZDfl0iIiIiHYECdjuIjzwuItLRNR0MTkRERET279DndBERERERERERBWwRERERERGRRFDAFhEREREREUkABWwRERERERGRBFDAFhEREREREUkABWwRERERERGRBFDAFhEREREREUkABWwRERERERGRBFDAFhEREREREUkABWwRERERERGRBFDAFhEREREREUkABWwRERERERGRBHC0dwFERI4koVCIXbt2sXPnTioqKqiurqampoa6ujoaGhrw+XwEAgFCoRDhcJhoNAqAYRg4HA6cTidut5ukpCRSUlJITU0lPT2dzMxMOnXqRHZ2NtnZ2aSlpWEYRju/WhERERFpDQVsEZG9CAaDbNiwgXXr1rFhwwY2bdrEli1b2LlzpxWa25Lb7SYnJ4e8vDxyc3PJzc0lJyeH3NxcsrOz6dSpExkZGdjt9jYvi4iIiIi0jAJ2E/369WP69OlccMEFHfq6c+bM4fXXX+eDDz5IyPVEjnWRSIQNGzawatUqVq1aRWlpKRs2bCASiez9BLsdUpMxkpMwkpMgyQNuF4bLCU4nOOwYdjvYbGAYgAkmEI1iRiIQjkAoBMEQZiAI/gCm3w9eP6bXB/4AgUCArVu3snXr1n2W2zAMUlNTSUtLIyUlheTkZDweD263G5fLhcPhwOFwYLfbrbXdbsfpdFo16R6Ph6SkJJKTk5vVpicnJ6sGXURERKSVFLBF5Jhimibbt2+ntLSU0tJSK1AHAoE9D3a7MLI7YWRlxpaMNIyMdEyXE8PvP6j7tySymuEI+GJh22zwgdcXe+yNPcbnh0AQ0zSpq6ujrq7uoMqyP06nk6ysLKvJerwWPS8vz1oyMzMVwkVERESaUMAWkaOSaZpUV1ezefNmNm3axMaNG1m3bh3r1q2joaFhzxNcToycLIy8bGx5ORg5WbFa6iYB0gyFiXz0GdENW2BftdtHAsOIvbbsThCNQij8fW16IAChMKFQiLKyMsrKyvZ5GafTaTVdz8nJscJ4p06d6NSpE5mZmWRkZJCenq6m7CIiInJMUMDezfr16xk7dixffPEFmZmZXHrppVx33XXW/g8//JA5c+awZs0aOnfuzDnnnMMNN9yAy+UCYMeOHUyZMoXPPvuMtLQ07rrrrj3u8eabb/Lkk0+yZcsW+vfvz7nnnsuDDz7IqlWrAKirq+Ohhx7i3XffJRQKcdxxx3HXXXcxaNCgZtd55plnmD9/PtXV1QwePJhp06ZRXFwMQHV1NbNnz+aDDz6gqqqKAQMGMG7cOIYNG9bicoh0RKZp4vf7qauro6amhurqaqqqqqioqGDnzp2Ul5ezc+dOysrK8Pl8e7+IYUB2ZixQ52Zhy82GjPQ9a2PDEcymTz/8H8z1m9vstR02pgl1DZCTheMnP9xzdzgMfj+m1x+rPW/wxmrSG7yY9V5oaACvn1AoxLZt29i2bdsBbxkf0C3enD0tLY3k5GTcbjeBQIANGzaQlZVFSkrKHktSUpJqykVEROSIoIC9m/nz53P//fczbdo03nzzTf7whz9w/PHHM3z4cD7++GNuu+02xo8fz6mnnsqmTZuYNm0a69evZ/bs2YTDYa655hpSU1OZP38+wWCQKVOmNLv+hx9+yD333MMdd9zByJEj+eyzz5g+fbq13zRNrr32WjweD08//TSpqam88cYbjB49mr/+9a8MGDAAgK1bt7Js2TKeeeYZgsEgd999NxMmTOAvf/kLkUiEq666ilAoxKxZs8jKymLevHlcffXVvPzyyxx//PEHLIdIom3fvp2///3vzUKvaZp7PTYUCuH3+63F6/Xi9XppaGigoaGBUCh0aIUxTdhVhbmrCvO7tbT9kGX7dvbZZzNq1CgWLFjA4sWL9/metAVz/WZC6187LPeK/9ntr0Z8X2w2G8nJydaSlJREUlISHo/HWmy272ed3D2M9+3blzPPPBOHQ//kiYiISNvSt43djBkzhvPOOw+AG264geeff54VK1YwfPhwnnrqKS666CIuueQSALp168aUKVO44oor2LJlC+vXr2f16tW8++67dOvWDYDp06db1wOYO3cuZ511FldffTUAPXr0YMOGDbzwwgsAfPbZZ/z73//ms88+IzMzE4Dbb7+dZcuWMW/ePGbMmAHEmmY+/PDDpKamAnDJJZfw6KOPAvDJJ5/wzTff8Oabb9K3b18ApkyZwvLly5k7dy6zZ88+YDlEEm38+PEtquk8KPEBxQ41eLeDUaNGUVRUxKhRo1i0aFF7F6d9uJzgdsdqxqN7/sAQjUapr6+nvr7+oG9hGAY//elPD6WUIiIiIgekgL2beBPruPT0dGvwo2+//Zavv/6aBQsWWPvjtU1r165lzZo1ZGRkWOEaoKSkBI/HYz3/5ptv9viSN3ToUCvYfvPNN5imyYgRI5odEwwGmw3ClJ2dbYXreDn9jYMulZaWkpaWZoVriH25POmkk/jkk09aVA6RRPvxj3/MK6+80jYXj0S+7xPtcUNqCkZqMqSnxQYmy0zDyMiIjfJ9CNqiifiCBQusGmzDMA5rDbbRowjHiFMTci3TNCEYAp8P0xfA9MVGQzd9gVi/bn8g1sc7GIJAEIKNjyG2DrbdjyOdOnWiT58+bXZ9ERERkTgF7N3sbSCe+BfeaDTKNddcw/nnn7/HMbm5uaxdu3av8+M2bZbocDj2O4duNBolNTWVhQsX7rEv3s97X+Xcvbx72x4vy4HKIZJoV155JVdeeeU+90ciEeuHpGAwuEcTcZ/PZ9Vi1tfXU1tbS01NDTU1NVYf7FAoBP7GMLerEqBZH2rSUjGyO2HL6YSRm4WRm42R5NlrefbGMeJUIrbEDnK2ePFiFi1adHjDtd2OrbgQ+49PwXC27J8BMxSG+gbMei9mfQNmfQPEHzd4ocEbm37soIpjJzU11Vr21g873he7aTPx+BRjbrfbmprM6XSqv7aIiIi0GwXsVujTpw/r16+ne/fu1rYlS5Ywb948HnjgAUpKSqirq2P16tVWbcmGDRuaNWvs378/X331VbPrfvnll9bjvn37Ul9fTygUonfv3tb2iRMn0r9/fy699NIDlrNfv37U1dVRWlpq1WKbpskXX3xhXfNA5RA53Ox2u9W39mDEp6yKD3C2fft2tm3bxubNm9m8eTOVlZVQV49ZV09kQ5Na6NQUbHnZGHk5GHnZsYHP9hE6DacDx09Ob5xGax8DqLW23F4fZl0DRlpKbE7tBDNNM9bnPNq4mFFwuWLTc9c3EA2HrRpkMxgEf7D5nNxeL2a9L1bj3ALJyclkZ2eTmZlpLenp6aSnp5OWlkZaWlqzwc7sdjtr166lpKSE5OTkhL9+ERERkcNJAbsVrr32Wm677TaeeOIJzjnnHHbs2MGECRMoLCwkNzeX7OxsBg8ezN13383999+P3W5n2rRpzQbfufbaa7nuuus4/vjjGTFiBF988QXz58+39v/whz+kpKSEcePGMWHCBAoKCnj55ZdZuHAhc+fObVE5Tz/9dEpKSrjjjjuYNGkS2dnZzJ8/n9LSUu6///4WlUPkSGMYhhXkmv44FVdbW8v69etZs2YNa9asobS0lC1btmDWNxCtb4B1m+IXwuiUEavhzsn6fh5s9/ctSAyHHdJS97jHQZU7LRU65+73GNM0Y/NiN9YUmw0+TJ8/Nh+21fQ6GKtlDoUhHIZIFKKRvfZpPljJycnk5eXRuXNna17s+JKTk0NWVlarfyDxer0JK5+IiIhIe1PAboWzzjqLRx99lKeffpqnnnqKzMxMRo4cyZ133gnERrp9+umn+d3vfsdVV12Fx+PhuuuuY+vWrdY1fvSjHzF16lSefvppHnnkEQYOHMjo0aOtcGu323n++eeZNWsWt912Gz6fj169evHEE08wfPjwFpUzfo2ZM2dy0003EQwGGThwIC+88AI/+MEPWlQOkaNNeno6gwcPZvDgwda2hoYGVq9ezXfffcd3333HqlWrqKiowKysxqyshlXrvr9AchJGZnqsT3daamwe6ZTkWK2zxx2bR7vJj2ktYfVb9geswNx8SqzG5tf13th81Qlis9lwOp24XC5rFO540+z09HQyMjLIzMwkOzubrKwscnJyyM3NJSUlJWFlEBERETkaGebhHFFH+Pzzz8nJyaFnz57WtqeeeooFCxbw3nvvHdHlWL58OcAe83VL+/N6vaxcuVLNcFtg165dlJaWsnr1atasWcP69evZuXNny052OcHpALsDw2GLjWyOAQaNzbSjmJForIY5FG7VwF6GYVhhNysri6ysLDIzM8nIyLCaWycnJ+PxeKz+yA6HA4fDgd1u32PdUeizKR2RPpfSEelzKR3RsfK5bE3OUQ32YfbJJ5/w5ptvMn36dLp168bKlSt58cUXGTNmzDFZDpGOJicnh5ycHE499fvRtRsaGti0aRNbtmxh27ZtlJWVUV5ezq5du6iurqahoSF2YJPRsFvzy6Xb7aZTp0506tTJCtHxWuO8vDyrC4rmcRYRERHp2PRt7TC76aab8Hq93H333VRWVlJQUMDYsWO55pprjslyiBwJUlJSKCkpoaSkZK/7Q6EQ9fX1NDQ04PV6CYVCBINBwuEwpmlimiY2mw2Hw4HT6cTtduPxeEhJSSE1NbXZDAEiIiIicuRSwD7MXC4XEydOZOLEiSqHyFHC6XRaNdAiIiIicuxq3Yg8IiIiIiIiIrJXB12DvXnzZoLBIL169aKuro7HHnuMrVu3ctZZZ3HeeeclsIgiIiIiIiIiHd9B1WB/9NFHnH322SxYsACAyZMn8+qrr1JWVsb48eP5r//6r4QWUkRERERERKSjO6iA/ac//YnTTz+dG2+8kdraWt59911+85vf8Prrr/Ob3/yGefPmJbqcIiIiIiIiIh3aQQXs7777jiuuuILU1FQ+/vhjIpEI//mf/wnAaaedxsaNGxNaSBEREREREZGO7qACttvtJhwOA7H5lLOzs+nfvz8Au3btIj09PXElFBERERERETkCHNQgZ0OGDOH555+ntraWf/zjH5x//vkArFixgieeeIIhQ4YktJAiIiIiIiIiHd1B1WDfd9997NixgzvuuIOuXbty/fXXA3DdddcRCAS48847E1pIERERERERkY7uoGqwi4qKePvtt6moqCAnJ8fa/sc//pEBAwbgcrkSVkARERERERGRI8FB1WADGIZBcnKy9fwf//gHX375Jdu3b09IwURERERERESOJAcVsNetW8d//Md/8MwzzwDw2GOPcdtttzFz5kx+8Ytf8MUXXyS0kCIiIiIiIiId3UE1EX/44YdxOByceeaZBINBXn75Zc4++2ymTp3Kvffey2OPPcZLL72U6LKKiLQJ0zSpqqqirKyMnTt3UlFRQVVVFdXV1dTV1dHQ0IDP58Pv9xMMBgmFQoTDYaLRKNFoFIi16jEMA7vdjsPhwOVy4fF4SE5OJiUlhYyMDDp16kRubi75+fl07dqV/Px87HZ7O796EREREUmUgwrYS5cu5fe//z2DBg3ik08+oa6ujosvvpjU1FQuueQSbr755kSXU0TkkJmmSXl5OWvXrmX9+vVs3LiRzZs3s2XLFvx+/2Evj9PppFu3bvTu3Zu+fftSUlJCjx49FLpFREREjlAHFbBDoZA11/XHH39MUlISJ554IgCRSASH46AuKyKSMKZpUlZWRmlpKatXr6a0tJQ1a9ZQV1e39xMMA1KSMVJTMJKTITkJw+MGjxtcLgynE5wOsNvBbgObDcMwYudhACaYJqZpQiQKkQiEwxAMYQYC4A9gen2Y9Q1QV49ZU0soFGLt2rWsXbuWf/zjHwAkJSUxYMAAjj/+eI4//nj69u2L0+k8bO+biIjI/2fvzuPjLOv9/7/u2fdJJlvTNl0odIO2FIFSQJCWA7SIQomKtGipioKALIpghQNFZAcBKcqibB6PUlkOantAPOAXfojKWqF0TbM1+zqZmcx6//6YZmhIl7SdNl3ez8fjfkwyc9/3XPcwDfOe67o+l4jsul1KwuPHj+ell15i7NixrFixghNPPBGbzUYymeQ3v/kN48ePz3c796oJEyZw6623Mm/evLyc44EHHuC5557jr3/9ax5buW2mafL8889z0kknUVRUtFeeU2QoZTIZmpqaWLduHevWrcsF6u7u7oE7GwZGYRAjVIgRKsAoKMAoCIDfh5GHnmNjkPuZppkN2u0dZFraMFtaMZtaicVivP3227laFk6nk0mTJjF16lQOP/xwJk6ciNvt3u12ioiIiEj+7VLAvvzyy/nud7/Lb37zGxwOB9/61rcAOP3002ltbeUXv/hFXhu5v1u0aBHz58/fa8/3z3/+k2uvvZZXXnllrz2nyN5gmiZtbW3U1tZSU1PDxo0b2bhxI1VVVUSj0YEHWCzZEF1chFFSlL0NFWBYrZipNMRin+wbjWHuvUvJ8niwBPxYxowCwMxkMDs6MRuayDQ0YTY0Ee+N89577/Hee+9tviQLY8aMYeLEiRx66KGMGzeO0aNH91vVQURERESGxi4F7BNOOIEXX3yRlStXMm3aNEaMGAHA17/+dY477jgmTJiQ10bu77xeL16vd689n2nu9ZggkjeJRIKWlhYaGxtpamqioaGBhoYGNm3aRH19PbEtQ/GWtgzTxaHsbVHhgF5pM5Ui9Ze/kamuzQ7jHkpWK5bRFVg/dzyGzYZhsWAUhaAohPWISZimidnRhdmYDduZxmYykSgbNmxgw4YN/U5VUlLCiBEjKC8vp6ysjJKSEoqKiigoKCAYDBIIBDTUXERERGQP2+XJ0hUVFVRUVPS77+tf/zoAPT09+Hy+3WvZEKuqqmLhwoW8/fbbFBQUsGDBAr797W/nHv+///s/HnjgAdatW0dZWRlnnnkml1xyCQ6HY8C5Pj1EvLW1lTvuuIPXXnuNVCrF0UcfzY9+9CNGjx4NwKuvvsrSpUtZu3YtXq+XM888kyuvvBKXywVkh5/fcMMNvPDCC6xatYoxY8ZwxRVXMHv2bN566y2+9rWvATB79uzcMPV33nmHu+++m5UrVxIKhTjllFO4+uqrc/+dZs2axemnn85rr71GW1sbDzzwAMcee+wefY3l4GCaJolEgp6eHnp6euju7qarq4vOzk46Ojpob2+npaWFtrY22tra6Ozs3PFJ/T4oCGSHd4eCGIUFGMEghuVTA7QzGczNVb77pF59A7OqJn8XuDvSaTIbNmKaGWyfO2Gruxh+L4b/EDjsEKyAGYlitrRlh5W3t0N7F/T20tLSQktLS66ne2tcLhc+ny9X2dzj8fTb3G43wWAQn8+Hz+fLfTnYt7/X61UBNhEREZHt2KWAnUgkeOKJJ/jHP/5BIpHI9Ziapkk0GmXdunW8//77eW3o3vb000/zn//5n9x88828+OKL3HPPPUydOpWZM2fyt7/9jSuuuILrrruO448/npqaGm6++Waqqqq47777tnveVCrFokWLsNlsLF26lIKCAm677Ta++c1vsmLFCv76179y+eWXc9lll3H77bezYcMGbrzxRmpra1m6dGnuPHfddRff//73ue2223j22We59NJL+c1vfsP06dN54IEHuOyyy3jmmWcYP348H3/8MRdeeCEXX3wxt9xySy7gL1q0iN/97nfZQk2br/mXv/wlfr9foxAOAIlEgueff56XXnqJTCZDIpHA4XDklpPalk+PgOjbd8v7P338p49Jp9MkEgl6e3vp7e0llUrt7uX0F+7Jzl+u3bT3h3UDc+bMobKykmXLlrFixYrdHjViVtWQ3Auhv++/x+5wOp243W5cLtdWe8S3997amkwmQzwex+l0YrFYtvs+A/r9/+bTjxuGgdvt5hvf+AZHHnnkTrVDREREJB92KWDfcccdPP3004wfP5729nacTiehUIg1a9aQTCa59NJL893Ove7888/n7LPPBuCSSy7hV7/6Ff/+97+ZOXMmv/jFL/jyl7/MeeedB8CoUaO46aab+PrXv05dXR0jR47c5nnffPNNVq9ezYoVKxg7diwAP/nJT3j88cfp6uri4Ycf5j/+4z+45JJLABg7diymafLd736XdevWceihhwIwb9683Lzu73//+/zjH//g6aef5p577iEYDAIQCoVwuVw89thjnHDCCXznO98BYMyYMdx9992ceuqp/OMf/2DGjBkAnHzyyRx//PF5fiVlqLz++us8+uijQ92M7bNawWKBZHKoW7JTKisrqaiooLKykuXLlw91c/aqeDxOPB4f6mZs149+9COee+45nE7nUDdFREREDjK7FLBfeuklLrzwQn74wx/yi1/8glWrVnHffffR1NTEggULyHxqSOb+aMyYMf1+DwQCuQ+VH330ER988AHLli3LPd7Xq7J+/frtBuw1a9YQDAZz4RqgrKyMH/7wh7nHzzzzzH7H9A3VXrNmTS5g94XiPtOnT+eNN97Y6nN+9NFHVFdXM3369AGPrV+/PneuviHqcmA48sgjmTFjBm+99dZQN2Xb0un+86BtNvB5s8tl+b0YXi9GwA9+L4bfj+HY/TnE+RgivmzZslwPtmEYu92DbYwdtc0h4oNlZkyIRjHDPdmlwCJRzFgvZqwXeuMQ37wlkkM/93wPW7BggcK1iIiIDIldCtjt7e2cdNJJQHbJrt///vdANihedNFF/PrXv97ve7G3Ns+w70N0JpPhm9/8Juecc86AfUpKSrZ73h2tEb61D+p9X1hseeynz5NOp7FYLFs9ZyaT4ayzzsr1YG8pFArlfu6b4y0HhlAoxM033wxANBpl1apVTJo0aY9UmzZNk3Q6TSqVIplMkkgkiMfj9Pb2EovFiEQiRCIRwuEw4XCYrq4uurq6aG9vp6Ojg7a2NiKRSHbd6M4u6OzChIHDv10ujILA5q0gt9wWHveghybbTjmRtPH/7VaRsxUrVrB8+fLdD9efKnI2WGasF7O1DbO1HbOtI1t5vLs7u/72TnA6nf3mWG8513rLOdhbztf2er25IeIulwun05mberAr9vR7U0RERGRv2qWA7ff7SSQSQLbXs6GhIVfYbMyYMTQ0NOS1kfuaww47jKqqqn49vm+99RZPPvkkN95443Y/JB566KF0dXVRXV2dO769vZ05c+bwy1/+kgkTJvDOO++wcOHC3DH/+te/ABg3blzuvpUrVzJr1qzc7++++y6HH344MHDe4mGHHca6dev6tXf9+vXceeedXHXVVfj9/l14FUQ+YRgGNpsNm822y1/UxGKxXKGupqYmmpqacpXE6+vr6erKFvMyG3sxG5v7H+x0YBSFsltxCEtxCIIBjK186WTYbNhOPWngMl07wYxGMcORbC/77oRCtxvDtv2iYaZpQmcXmYZmzMZmMk3N2TnoW2Gz2SgrK8tVEQ+FQhQWFhIMBgkGg/j9/n7BWQXLRERERPJrlwL20UcfzVNPPcWxxx7L6NGjcbvd/OUvf+Hss8/m3Xff3e8riO/It771La644gp+/vOfc+aZZ9LY2MjixYsZOXLkDnuwZ86cyRFHHMEPf/hDfvSjH+F2u7njjjsIhUIcfvjhfPOb3+R73/seS5cuZc6cOWzcuJGbb76ZU045pV/AfuKJJzjkkEM44ogj+P3vf8/q1au55ZZbAHIB/+OPP6awsDC3DvdNN93EggUL6O7u5qabbqK3t3fAUHiRoeJ2uxk1ahSjRo3a6uORSIT6+nrq6uqora2lurqa6upq6uvrycQTmJsaMTc1ApAGsNs2L9lVhFESwlJcDEF/7gsow2bNViPfBYbfB2W7dOgOmaaJ2d6J2dCYWwub3oFznkeOHMlhhx2WWwd71KhRlJaWKjSLiIiIDKFdCtiXXnop8+fP56KLLuKpp57i/PPP5/rrr+fJJ59k9erVfPWrX813O/cpZ5xxBvfeey+//OUv+cUvfkFBQQGzZs3i+9///g6PtVgsLF26lFtvvZULL7wQwzA47rjjePTRR7Hb7Zx++uncc889PPTQQyxdupRQKMTnP/95Lr/88n7nOe+883j88cdZs2YNEydO5LHHHmPixIlAdtj+ySefzBVXXMFVV13FokWLePTRR7nvvvs455xz8Hg8zJw5kx/+8IdbXVZMZF/k9XoZP34848eP73d/IpGgurqaDRs2sG7dOtauXcv69euJx+OYfQGVvtBtz66NXVSY7e0u3DzMfAj/HZjxOGZLW3bpraZmzKYWiCf67eN0Opk4cSJTpkxh8uTJTJgwQSNPRERERPZBhrmLEwhbWlpYs2YNJ5xwAqZp8stf/pJ33nmHqVOnctFFFym47UETJkzIrW+9L1m5ciUAU6ZMGeKWyKcdbPNc0+k0NTU1rF27NretW7cuN7VlALcLIxjI9kz7vBheD4bbDW4nhtMJDgfY7dle8Z2Ya2ym09miYvEEZm8vRGOYkQhmdw9mVzdmRydEogOOc7lcTJ48mWnTpjF16lTGjx+/1SWxDgQH23tT9g96X8q+SO9L2RcdLO/Lnck5u9SDDdliXn3DoQ3D2GoBLRGRoWC1Whk7dixjx47ltNNOAz4J3evWrWPDhg1s2LCBmpoa2traYHO17QFzu7fGYtm8vJiR/RkAg1xJtkwmu6XSMMjvL8vLyxk/fjyTJk3i8MMPZ9y4cTssiCgiIiIi+55Bf4L7+c9/PuiTGobBd7/73V1qkIjInrBl6N5S39zuTZs25YqrtbW10dnZSWdnJz09PUQikU+WH+wL0DvB4/EQCAQoLCyktLSUsrIyRowYwahRoxgzZgxerzdflykiIiIiQ0gBez+0evXqoW6CyAFjW3O7t2SaZm7ZsUQiQTKZzC1L1jfLxjAMDMPAarVis9lwOp04nU7cbrcKj4mIiIgcJAYdsD/++OPcz7FYDLfb3e/xjz76iMmTJ+evZSIi+wjDMHLrPouIiIiIbMvARWK3Y/Xq1Zx77rk8/vjj/e7v7u6msrKSL37xi1RVVeWzfSIiIiIiIiL7hUEH7Lq6Or72ta/R2to6YA6j3W7nmmuuobOzk/PPP5+mpqa8N1RERERERERkXzbogP3www9TUFDAc889xxlnnNHvMbfbzcKFC1m2bBlOp5Nf/vKXeW+oiIiIiIiIyL5s0AH7zTff5Jvf/CahUGib+5SUlLBo0SLeeOONvDROREREREREZH8x6IDd3NzMmDFjdrjf+PHjaWxs3J02iYiIiIiIiOx3Bh2wQ6EQzc3NO9yvo6ODYDC4W40SERERERER2d8MOmAfc8wxPPvsszvc7/nnn9dyXSIiIiIiInLQGXTAvuCCC3jrrbe47bbbiMfjAx5PJBLccccd/O1vf2P+/Pl5baSIiIiIiIjIvs422B2nTJnCddddx09/+lNeeOEFZs6cyciRI0mn02zatIm33nqLjo4Ovve97/HZz352T7ZZREREREREZJ8z6IANMH/+fCZOnMhjjz3GK6+8kuvJ9nq9nHjiiSxatIhp06btkYaKiIiIiIiI7Mt2KmADfOYzn+Ezn/kMAO3t7dhsNgKBQN4bJiKyv0ulUnR0dNDR0UFXVxc9PT1EIhFisRjxeJx0Oo1pmlgsFmw2Gy6XC7fbjc/nIxgMEggEKCwsxO/3Y7EMekaPiIiIiAyRnQ7YW9remtgiIgeDSCRCdXU1tbW11NfX09DQQGNjIy0tLXR0dGCa5m4/h9VqpaCggMLCQgoKCigoKMgFcJ/Ph8/nw+Px4Ha7c7culyu3Wa3WPFypiIiIiOzIbgVsGXoTJkzg1ltvZd68eVx77bXU19fz1FNPbXXfuro6Zs+ezZNPPsmMGTP2cktF9n+9vb2sXr2aVatWsWbNGtauXUtTU9P2DzIMcLsx3E5wOsHhwLDbwWoFiwUMwDQhnYFUCjORhEQCs7cXenshniCdTtPW1kZbW9sutdvpdObCt9frxefzEQgECAaDBINBCgsLKSwsJBQKUVRURCgUwmbT/x5EREREdpY+Qe3nXn/9dfx+/6D2LS8v5/XXX9c65SKDFI/H+fDDD3n33Xf54IMPWLNmDel0euCOHg9GYRAjGMAIBDD8PvB5MbxecLswDGOX22Cm0xDrxYzF+t/29kJvHDORgHgCkknMZBKSSUimIJXKBvfN1xGPx+ns7BzUcxqGQWFhIcXFxRQVFVFUVERxcTGhUIhQKJQL5AUFBQriIiIiIlvQJ6P9XElJyaD3tVqtO7W/yMEmnU6zZs0a3nvvPd59910+/PBDkslk/528HixlpRglxRglRRihEIbLuc1zmqlUNhTvJsPlBJcTo3BwX5CZJpBOZ4N2MoWZSm0O30nMeBISccxMBiOeyLYvGsOMxiAaxTRN2tvbaW9v3+Hz+P3+AT3gRUVFlJSUUFZWRllZGcFgcLe+ZBARERHZXyhg7+e2HCIO2aJKN998M8899xx2u50zzzyTH/7whzidzgFDxDdu3MjNN9/Me++9RyaT4aijjuKaa65hwoQJQ3xVIntHJBJhzZo1rFq1in//+9989NFHRKPR/jt5PViGl2OMKMdSXoYxyBEjZipF+tXXyVTXZoPuvshqxRhdgW32yRibe6JN04RYDDMShUgUMxrN/hyNYUY3327uRcc0CYfDhMNhampqtvk0breb4cOHM2LECEaMGMHIkSNzm+aHi4iIyIFEAfsA884771BWVsbvfvc76urq+PGPf4zFYuHHP/7xgH2vuuoqJk6cyB/+8AdSqRS33347l156KS+//PIQtFxkz4jFYrS3t9Pa2kpjYyP19fXU1NSwceNGNm3aNPAAhx2GlWEZPgzL8GEQCPTrfTU/3aO9DalXX8esqs7XZewZ6TSZDRsxTRPb50785H67HaMgCAVBttXvbJom9PV+x2KYvfFs73c0lg3mkSj0RCAWIxaLsX79etavXz/gPH1zwQ855BBGjBhBaWkpJSUlFBcX5yqoK4SLiIjI/kIB+wBTUlLC7bffjtPp5LDDDuN73/seS5Ys4eqrrx6wb01NDccffzwjRozAbrfz05/+lA0bNpDJZLQkkOzTent7efzxx3n22Wd3/2Q+b3bOcjye/T2RhJo6MjV1ZHb/7Ltszpw5VFZWsmzZMlasWJGXauTbYlZVk9xbXwa43RAMQHcYolG6u7vp7u6mtrZ2p09VXFzM1VdfnVs6UkRERGSoKUUdYI444giczk/mg06dOpVkMsnGjRsH7HvllVfy61//mhkzZvCd73yHl156iYkTJypcyz7vgw8+2L1w7fdhmXYE9i+djf2rldne2n1MZWUlFRUVVFZW7tFwvbcZAT/2s87AseDL2Bd8GevJJ2A5ZAw4HDt9rtbWVp588sn8N1JERERkF6kH+wDz6aGUmUy2D86xlQ+v8+fP54wzzuC1117jzTff5P777+ehhx7i+eefp7i4eK+0V2RXTJ06lXPPPZc//OEPu3aCcA+Z9/9N5v1/Z6t9lxRjOfYzGMNKMQoLMPLwJdPuDhFftmxZrgfbMIw9GrKNsaP7DxHPIzOVhp4ezK4wZrgbs7uH1B9XYHZ1Q3T3ir+Vlpby9a9/PU8tFREREdl9CtgHmFWrVvUb4v3222/jcrmoqKigubk5t19bWxsPPvggF110EfPmzWPevHk0NTVx0kkn8Y9//IO5c+cO1SWI7JDL5eLb3/423/72t3e4b29vLx0dHbS0tOTmYNfW1lJVVUV9fT30RDB7Ip+EYYcDo7wMy4jhWEaWwy5WwLad8lnShrHLRc5WrFjB8uXL92y4tlqxjK7A+rkTc0XOBsvMZCAex4z1flL4rK8QWiSafU17enYYogOBAAUFBYwdO5aKigpKSkooKSnJrcft9/s1qkZERET2GwrYB5iGhgZ+9KMf8Y1vfIMNGzbwwAMP8M1vfnNAD3YwGOTVV1+lpqaGq6++Gp/Px7PPPovdbueII44YotaL5J/L5aK8vJzy8nKmTp3a77FoNNqviviHH35INBrFrK4lXV1LGj6pIj58GJbyYeD3DSpwGzYbtlM/l10eaxeW6TKjUcxwBMPvxfB4dvr4QXG7BwRrM5OB3t5Pqoj3FSyLZiuKE9u8nFdvPLfO9o54PJ5tVhG3WCysWrWKSZMm4dlT1ykiIiKylyhgH2Bmz56N1Wrly1/+Mm63m69+9atccsklA/az2Ww88sgj3H777SxcuJBYLMakSZN4+OGHGTVq1BC0XGTv83g8HHnkkRx55JFAdh3stWvX8u677/Lee+/x73//m2QkSmbteli7Phu4PR6MshIspSUYxUUYRdtfB9uw2WCQS3v1O87vh7Jduy7YXOU7nd689nUqW/08kYBEEjMe39z7HM+G6S17n6OxQQdnwzByPdChUIiCggKKi4spLi6mpKSE0tJSysrKCHyqEvuWBiyLJiIiIrIfM8wDqXqODKmVK1cCMGXKlCFuiXxaNBpVL+EuiMfjfPjhh7z//vu8//77rF69mvTWhnu73dm528EARsCP4fdle7q9HnC5dmtOt5lOQ6z3k+Wwor3Qu3lZrN44ZiIB8QQkEtkQvTlQk0rt8nNaLBYKCwspLi6mqKiI4uJiQqEQRUVFFBYWEgqFKCwspKCgYLeX0NJ7U/ZFel/KvkjvS9kXHSzvy53JOerBFhHZBqfTyVFHHcVRRx0FZOdzr169mo8//pg1a9awdu1aGhsbs8E3FsPc1DDwJIaRDdluFzid4LBj2O1gs0Ff8O7rbU6lMJMpSMQ3B+jebHjeTS6XC4/Hg9vtxufz4fV68fv9BINBCgoKKCwszAXnvvWntfa0iIiIyM5TwBYRGSSXy8W0adOYNm1a7r5IJEJNTQ21tbXU19fT0NBAU1MTzc3NtLe3Z4dqbw7gfXZ22JDVas0F4YKCgtzm9/vx+/14vV68Xm8uRLvdblwuF263G6fTqSJhIiIiInuJAraIyG7wer1MmjSJSZMmDXgsnU7T0dFBR0cHXV1dhMNhIpEIsViMRCJBOp3OVf232+25UOzz+XJzmwsKCvD5fArJIiIiIvsBBWwRkT3EarXmin6JiIiIyIFPXSIiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHtqFugIiIHJgymQzRaJR4PE4ymQTAbrfjcrnweDwYhjHELRQRERHJLwVsERHZJbFYjE2bNlFfX09jYyMNDQ00NzfT2tpKe3s74XCYTCaz1WNtNhsFBQWUlJTg8XiYMmUKkyZNYvz48Xi93r18JSIiIiL5oYAtIiJblUqlaG9vp7m5maamJhobG2lsbMyF6vb29sGdyDDAsnlGUiYDpkkqlaK1tZXW1lYA3n777c27GowZM4apU6cyffp0pk2bpsAtIiIi+w0FbBGRA0AmkyEWixGNRonFYvT29hKPx3PDsxOJBMlkMrclEgni8Ti9vb309vYSjUbp6emhp6eH7u5uOjo66O7u3vETO50YwQBGIAB+P4bfh+H1gseD4XZlH7dac7ubpgnpNPTGMaNRzHAYOrvItLdjtrZihnuoqqqiqqqKF154AavVyuTJk5kxYwbHHnsso0eP1tByERER2Wcd0AF7woQJ3HrrrcybN2+H+9bV1TF79myefPJJZsyYwbXXXkt9fT1PPfXUXmjp4OzM9WxNR0cHf/nLX/jSl76U55aJyJ6STCZpaWmhqamJlpYW2traaG1tpaOjg46ODrq6uuju7qanp2ebw7F3i8UCXg+Gb3N4DvghkA3URjCA4XTu1OkMwwCbDXw2DJ8XSksA6IvgZjSK2dhEZlMDmfp60l3drFy5kpUrV/Loo49SVlbGcccdxzHHHMO0adNw7uTzi4iIiOxJB3TAfv311/H7/bt07OLFi0mn03lu0dC64447qKurU8AW2YeYpklXVxcNDQ1s2rSJhoaG3NbY2EhbW1u213ewDAPsdrBZwWrLBmSrFayWT362WLK9ylZbdj+bDcNuzx7nsGdDs8uJ4drcA72tHuNEAjOR2P0Xwe3GsGX/d2R4PBiHjMVyyFgAzO5uMrV1ZGpqMTc10NTUxAsvvMALL7yAw+Fg6tSpHHXUURx55JGMHTsW6xa95SIiIiJ72wEdsEtKSnb52F0N5vuynfqQLiJ5YZomPT09uV7o5ubm3FzmvhAdjUa3fxKrFXw+DJ/3k+HXXg+G2w1uFzhdGE4HOJ2Ypknmtf9HproG0rFtt2sHv+9VViuW0aOwfu6kXNDuYwQCWA+fjPXwyZjJJGb9JjI1tWRq60hEIvzrX//iX//6FwBer5fJkyczceJEDjvsMA499FCKioo0pFxERET2mgM6YG85pPraa68FoLCwkOeff55oNMpxxx3HkiVLKCsrG3DslkPE33rrLS688EIeeugh7rzzTjZu3MjIkSP5/ve/z6mnngpkP0Q/+uij/Pd//zetra2MGTOGb3zjG3zhC18YdHs3btzIzTffzHvvvUcmk+Goo47immuuYcKECQP2bWlp4YILLqC8vJyHHnoIl8vFM888w5NPPkl1dTUWi4XJkydz3XXXMWXKFK699lqee+653OuyevXqvLRZJJ9M0ySTyZBKpUin07ktk8nkHjNNs9+XRYZhYBgGFosld2uxWLBarbnbvm1329Y3d7lvznI0GiUSidDT00M4HKa7u5vOzs7c8O329nZaWlqIx+M7fgKPB/y+7NBrnw8Cm4dk+/zZ3uTBhETTJP3q3zCrNu7Wte516TSZDVUA2E6dtc3dDLsdY8xoLGNGZ98HHZ2YdXVk6jdhNjYRiUT45z//yT//+c/cMT6fj4qKCkaMGEFZWRmjRo3is5/9LDbbAf2/PxERERkiB9UnjD/+8Y+cddZZPP3007S1tXHVVVfxs5/9jFtvvXWHx6bTae68804WL15MeXk599xzDz/84Q/529/+htfr5d577+WPf/wjN9xwA4cccgj//Oc/ufHGGwmHw8yfP39Q7bvqqquYOHEif/jDH0ilUtx+++1ceumlvPzyy/32a29vZ+HChYwYMYKlS5fidDp5+eWXWbJkCT/5yU84+uijaWlp4eabb+bHP/4xL7zwAosXL6a3t5fGxkYeeOABgLy0WaTPihUruOeee4a6Gfsulys759jnw9hcDAy/j8y/3sVsa4NoFKJRzKbmoe1NHoQ5c+ZQWVnJsmXLWLFiRd5Gx2SqazBTqQG92FtjGAZGqBBChVinTsHMZDDb2jGbm7OvYVsbZmcXPT09rFq1ilWrVuWOTSQSnH766Xlps4iIiMiWDqqA7ff7WbJkCXa7nXHjxjF37lxee+21QR9/xRVXMHPmTAAuueQS/vd//5c1a9YwYcIEHn/8ce655x4+97nPATBq1Cjq6+t57LHHBh1Wa2pqOP744xkxYgR2u52f/vSnbNiwgUwmg2XzEjednZ0sXLiQ4cOH8+CDD+JwOAAoKCjglltuyfU+jxgxgsrKSpYsWZK7dpfLhd1up6SkhGg0mpc2i/R55plnhroJ+xa7HaO4GKO0GEtJCRQEMXw+jM3/ZmFzj/17K4ewkbumsrKSiooKKisrWb58+VA3BwDDYsEoKYaSYjh8MmY0htnSQmZjdXa4fG9vbt+urq4hbKmIiIgcyA6qgD1q1Cjsdnvud7/fTzKZHPTxhxxySO5nn88HZCv8rlu3jng8ztVXX50LwpBdQ7ZvOKnL5drh+a+88kp++tOf8l//9V8ce+yxfPazn+Xzn/98v3Pee++9JJNJjjjiiFy4BjjmmGNYv349Dz74IBs2bKC6uprVq1dvs6pwvtos0ufaa6/l17/+NS0tLRiGgWmauVtgwH2ffqzPp/fvuy+TyfR7P396mHjf0PC+c23vuT/9+Kdt7zHI/juJxWK5bauSScyGBsyGBvr9K3Q4Nvde+7M92ePGYpl6BIbfDz5vvyWtdkVqLwwRX7ZsWa4He0ev1c6wjB41qN7rTzMzmewSXw2NZJqaMZtbsiMCtvYcFku/v+UiIiIi+XRQBewtA2m+jt9yPujPfvazrX5wG+zzzp8/nzPOOIPXXnuNN998k/vvv5+HHnqI559/nuLiYgCOP/54zj33XC677DLmzp3LiSeeCMCLL77Itddey1lnncVRRx3Feeedx5o1a3I92Ftrdz7aLNLnsMMO46c//elQN2OvS6fTRCIRuru7B8zB7ltSq7W1lebmZsLhcLbydls7tLUPHApuGNmQHQhsHkbuz87L9vuy87I9nh3OxbadcjJpw9hc5GzPrISwYsUKli9fnr9wvUWRs8Eyu7qy1cXr6jEbGuFTX5YahsHw4cMZO3YsFRUVDB8+nGHDhjFy5EiKiop2v80iIiIiW3FQBew95ZBDDsFms7Fp0yZOOeWU3P1PPvkk69at22bI3VJbWxsPPvggF110EfPmzWPevHk0NTVx0kkn8Y9//IO5c+cCcPrpp3Paaacxd+5crr/+el588UV8Ph8PP/wwlZWV3HTTTblzvvLKKwC5nrstP5jno80iAlarlUAgQCAQ2OG+sViMpqYmmpqa+i3F1fdzPB6HcA9muGfr87ANI7smtdcLbg+GxwUuN4bLmV1Oy+EAhwPLkVOxHHUkJJLZZbgs2WW6jC1Gq+wOMxrFDPdkg7/Hs/sn3GKZrm0+Zzqd7aGuqSVTUwvd3f0e9/v9HHHEERx++OFMmjSJQw89FLfbvfttExEREdkJCth54Pf7Oe+887jvvvvw+XwcddRRvPXWW9x55518+9vfHtQ5gsEgr776KjU1NVx99dX4fD6effZZ7HY7RxxxxID9Fy9ezNy5c7njjjtYsmQJ5eXlvPPOO3z44Yf4/X7++te/8vTTTwPZgj5OpxOPx0NzczO1tbVUVFTsdptFZOe43W7GjBnDmDFjBjxmmibt7e00Njbm1sPuW86rubmZ1tbW7BD5nghmTyR7zM42wDA2r4m9ebNZs8F28xrYhiO71BdOJ4bble0x93iyxdm83lxAN/x+2MrqC/lm9kTI1NWRqanDrK/v10tts9k4/PDDOeaYYzjqqKM45JBD+k13ERERERkKCth5ct1111FYWMh9991Hc3Mz5eXlXH755Xzzm98c1PE2m41HHnmE22+/nYULFxKLxZg0aRIPP/wwo0aNGrB/cXEx11xzDYsXL2bOnDlcf/313HDDDSxYsACHw8HEiRO54447uPLKK1m5ciVHH300Z599Ni+//DKf//zneemll3a7zSKSP4ZhUFRURFFREYcffviAx9PpNG1tbblh533LgPUNTQ+Hw0QiEaLRaG5ueDweJ73lMHHThFQqu/XdtcVzbDew9/We+wMYAT9GMIARCEAwmP19i/oWu8I0TQj3kGluxmxsJFPfAJ8qRlZYWMixxx7LjBkzOOqoo/Dko/dcREREJI8MM1/VaeSgt3JlthrylClThrgl8mnRaJRVq1YxadIkhZKDTDqdJpFI5Nbw7rvt23p7e4nFYv3W9O7q6qKzs5P29vZcoN9hQUi3e/PccV+2t9vjzt7ncIDNlu0xB8ikIZnC7O3NLkvWHcbs6sJs74BPrRdusViYMGECRx99NDNmzODQQw9VL7XsFfqbKfsivS9lX3SwvC93JueoB1tE5ABmtVpxu927NR85k8nQ2dnZb/h6fX099fX1bNq0KVu8LRbDjMUwm5p2+XlsNhuHHHIIhx9+OFOmTOHII4/MrdggIiIisj9QwN4LHnnkEZYuXbrdfX70ox/xpS99aS+1SERk8CwWC6FQiFAoxOTJkwc83t3dnSvW1tTUlBvK3t3dTU9PD729vSSTSQzDwGaz4XK5CAaDFBYWUlRURCaT4bjjjmPChAlawUBERET2awrYe8GXv/xlTjvttO3uo2VjRGR/1VdFffz48Tt9bN/QsnHjxilci4iIyH5PAXsvCAaDBIPBoW6GiIiIiIiI7EGqFiMiIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInmggC0iIiIiIiKSBwrYIiIiIiIiInlgG+oGiIgcCEzTpLW1lbq6OhoaGmhubqatrY3Ozk56enqIxWL09vaSSqXIZDIAWK1W7HY7TqcTt9uN1+vF6/USDAYJBoMUFhYSCoUoLi6muLiYQCCAYRhDfKUiIiIisi0K2CIiO8k0TRoaGli1ahVr1qxh7dq1VFVVEYlE9ujzOp1OSkpKGDZsWG4rLy9n+PDhlJeX4/F49ujzi4iIiMj2HfABe8KECdx6663Mmzdvt87z7LPPct1117F69eo8tWzX/d///R8VFRUceuihQ90UkYOCaZrU1tby/vvv88EHH7By5Ura29sH7mgYEAhgBAIYPh+GxwMeD4bTCXY72GxgtWb3M83slk5DKgXJJGYiAYkEZm8vxGKYsRhEo5jRKMRixONx6urqqKur22o7g8Egw4cPZ/jw4bkAXlZWRllZGUVFRTgcjj38SomIiIgc3A74gP3666/j9/uHuhl5U19fz3e+8x2efPJJBWyRPcQ0TRobG3nvvfd47733eP/99wcGaosFo7gYo6QkuxUVYQSDGFbrnmlTOg2RCGY4jNnTg9ndDeFw9vfubujtpauri66uLlatWrXVc/QNOy8sLCQQCBAIBPD5fHg8HlwuF06nE7vdjt1ux2azYbVasVgsGIaBxWLJbX3322y23P4ulwuXy4Xb7cZiUXkPEREROTgd8AG7pKRkqJuQV6ZpDnUTRA446XSajRs3smrVKlauXMnKlStpbW3tv5PVilFWhqW8HKO8PBuqbdv+E2qmUhCL5behhpHtHQ8EYPjw/s+XTGKGw9DTkw3gPT2YkQhEoxCJQCaTC+AbN27Mb7s+xePx4Pf7CQQCFBQUEAqFCIVClJSUUFpaSmlpKWVlZbjd7j3aDhEREZG97YAP2FsOEX/++ef51a9+xcaNGykuLqayspJvf/vbWDf3OD3//PM88sgj1NTUUFBQwBlnnMEPfvCDfsMqn332WZYuXUpTUxOHHXYY//mf/8m0adMAmDVrFueccw6XXXZZbv9P3/fMM8/w5JNPUl1djcViYfLkyVx33XVMmTJlh9dSV1fH7NmzAfja177GpZdeyrHHHsuFF17IFVdcwWOPPcaIESNYtmwZLS0t3Hbbbfy///f/sFqtTJ8+nWuvvZYxY8bkzveHP/yBRx99lPr6ekaMGMF5553HBRdcoN4nOaB1d3dTV1fHxo0bqaqqYt26daxbt454PN5/R4slG6KHD8cyfDhGael2A3UfM5Ui/dprZKqrs8O/91WGAcFg9suCdBozmcwOVc9ksu3OZLJb31D2zV/umX339d2m058Mc9+8TzQaJRqN0tTUtN0mFBYWUlpaitvtZsKECYwaNYry8nKGDRtGKBTS3yIRERHZ7xzwAbvP448/zt133821117LCSecwPvvv8+SJUvo6Ohg8eLFfPzxx/z4xz/mrrvuYurUqaxfv56rr76awsJCLrnkktx5fv/733PPPffgcrm44YYbuOKKK/i///u/QbXh5ZdfZsmSJfzkJz/h6KOPpqWlhZtvvpkf//jHvPDCCzs8vry8nGeeeYYvfelLPPDAA5xwwgn8+9//Jp1O89prr/G73/0uV6n4ggsu4PDDD+fpp5/GYrHw61//mi9/+cu8+OKLlJWV8bvf/Y577rmHG264galTp/LRRx9x880309TUxDXXXLPLr7PI3pTJZIjH48TjcWKxGNFolEgkQjgcpru7m46ODtrb22ltbaW5uZmmpibC4fDWT2azQUkJRmkplrKygYHaNLMhdAdSr76KuYd7iPPCNKGzEwoKsH7uc3k43eawnUxm55HH49Dbm73dPI/cjESyvek9PZBM0tHRQUdHBwDvvfdev/PZ7XZKSkooKSmhuLiYoqIiCgsLKSgoIBAI4Pf7c8Pb3W43TqdTgVxERESG3EERsE3T5JFHHmHBggXMnz8fgDFjxtDZ2cmdd97J5ZdfTl1dHYZhMGLEiFyRoMceewyfz9fvXLfccgvjxo0D4Bvf+AaXXnopbW1tFBUV7bAdBQUF3HLLLXzhC18AYMSIEVRWVrJkyZJBXYfVaiUUCgHZuZRerzf32KJFi3K908888wzd3d3ceeed2DYHhFtuuYW33nqL3//+91x22WUsXbqUiy++mDPPPBOAiooKenp6uOmmm/je976H0+kcVJtE9pTnn3+epUuX7r0nTKWgoQGzoYF9od95zpw5VFZWsmzZMlasWLHHpoeYGzeSfPzxPXLubTHKyrCedhqEw9l55N3dubnkZnc3RCIkk0k2bdrEpk2bdurcJ598MosXL95DLRcRERHZvoMiYPf1YH3mM5/pd/+xxx5LMplkw4YNfPazn2X69OlUVlYycuRITjjhBGbPns0RRxzR75gth1gHAgEAent7B9WOY445hvXr1/Pggw+yYcMGqqurWb16dW5N3N2xZbs++ugjurq6OOaYY/rtE4/HWb9+Pe3t7TQ2NnLPPfdw33335R7v6w2sq6vLfYkgMlT+3//7f/k/qc+X7WXN99zoPaCyspKKigoqKytZvnz5UDcn7wynE8PlgpKS7JcHkUj/oN3YiNnYuNPn/de//kUmk1FvtoiIiAyJgyJgb6vnpy/Y2mw2nE4nTz75JB999BGvv/46r7/+Ot/5znc4++yzufXWW3PHWLdSIXh7PUupVCr384svvsi1117LWWedxVFHHcV5553HmjVrBt2DvT1b9jhnMhnGjh3LQw89NGA/j8eTu+7rrruO448/fsA+5eXlu90ekd11/fXX88c//pGurq5+95umiWEY/e7r+3IoEokQjUYJh8N0dXXR2dlJcsth3T09A5/I64WiIizFxdlh4cXFg5prvS35GiK+bNmyXA+2YRh7rAfbGDMGWx6GiG+PaZrZ4eKbh4ibkQjp/+//y4bpzb3Yg5mv7vf7CQaDuSHiXq8Xj8eD1WrFNE2sViunnHKKwrWIiIgMmYMiYBcXF1NcXMzbb7/Nqaeemrv/X//6F3a7nVGjRvHaa6+xcuVKLr30UiZPnsxFF13EQw89xC9+8Yt+AXt77HY7PVt8gO/p6aGtrS33+8MPP0xlZSU33XRT7r5XXnkF2Hpo2JrB7DN+/HheeOEF/H5/bkh5Mpnk6quv5owzzmDOnDmEQiFqa2sZPXp07rg///nPvPzyy9x+++07vliRPaygoIAFCxbs1jlM06Snp4fW1lZaWlpobGykvr6e2tpaqquraWlpyc4JjkTI1NRkD+orbjZsWLa4WVkZht0+6Oe0nXJKXoqcrVixguXLl++5cG21YowahfW447JrbqdS2WHyfQXO0ulPiplBdg56X7GzLQudbVHkzEyloG8t77452LFYdsTADq7BarVSVlaWK3I2bNgwSktLc3OwQ6GQ1vEWERGRfd5BEbAhO1/63nvvpaKighNOOIEPPviAn//853zlK1/B7/djt9t58MEH8fl8zJ49m66uLl599VWmT58+6Oc48sgj+fOf/8zpp59OIBDg/vvv79fjXV5ezjvvvMOHH36I3+/nr3/9K08//TQAiURiUPOePR4PAGvWrGHy5Mlb3ecLX/gCDz/8MJdffjk/+MEP8Pl8LF26lL/97W9873vfwzAMvvWtb3HvvfcyfPhwTjrpJFavXs2NN97I7Nmz9SFWDhiGYeD3+/H7/YwdO3bA4+FwmPXr17NmzRo+/vhjPvroI9rb2zGbmjCbmsi8//4ngXvEiOwSXTuoJm7YbNhmz97tZbrMaBQzHMbw+zE2/7sf9LGmmQ3NkQhmT88nRcZ6e6G3N9uuRAKzqopUVdUut3FnGIZBKBTKLdM1bNgwysvLKSwspKenh+OOOw6/379X2iIiIiKypxw0AXvRokU4HA6eeOIJfvrTnzJs2DC+9a1v8Y1vfAOA448/nltuuYVf/epX3HvvvbhcLk4++WSuvfbaQT/HVVddRWdnJxdeeCF+v59FixbR3d2de/z666/nhhtuYMGCBTgcDiZOnMgdd9zBlVdeycqVKzn66KN3+ByFhYWce+653HHHHVRXV/Mf//EfA/bx+/08/fTT3HHHHXzjG98gnU5z+OGH86tf/So3t3rRokU4nU6eeuopbrvtNoqLi/nyl7/M5ZdfPujrFdnf+f1+jjzySI488kggG0wbGxtZuXIl77//Pu+//z7Nzc2fBG7I9vz29XD3VRt3uQac27DZYDcCo+H3Q1nZNh83U6nsmtebC4Pltp0Yct3H6XTicrlwuVzY7XbsdjtWqzW3GYaBxWLpt/U9ZrfbcTgcueM9Hg9er7ffOtiFhYWEQqGtTrGJRqOsWrVqq4+JiIiI7G8Mc09N7NsHpFIpDj/8cO666y7OOuusoW7OAW/lypUAg1rTW/auvhAzadKk3CgI2bG+wP3uu+/y3nvv8cEHH9De3j5wR58Po6gIo7AQo6AAIxDA8PnA7cbYhfnAfb3fZiyW7X3ePG+Znh7Mnp5siI5Gt3sOi8VCaWkpZWVluaHWRUVFhEIhCgsLCQaDuXnMQxlu9d6UfZHel7Iv0vtS9kUHy/tyZ3LOAduD3fehGFS0S0R2jWEYlJeXU15ezty5czFNk/r6ej744AM+/PBDVq1aRV1d3SfBt7r60ycAlwucTgyHA6zW7NZXS2GLOczm5vWjiccH3fvsdrspLy9n+PDhuXb2/VxaWqpeYREREZG97IAN2L/+9a/5/e9/z+c///mdmkc9VJqamjjjjDO2u8+UKVN48skn91KLROTTDMNg5MiRjBw5krlz5wIQiURYt25dbum9uro6GhoaaGtry1bs31zka2eHCtnt9tzQ6r5CjSUlJZSVleW2YDA4qMKHIiIiIrJ3HLAB+7rrruO6664b6mYMWnFxMc8///x29xlMETQR2bu8Xi/Tpk1j2rRp/e5Pp9N0dnbS2dlJOBwmEomQSCRIpVKk02kMw+g3h7lv7rLX6yUQCODxeBSeRURERPYzB2zA3t9YrdZ+S2aJyP7NarVSVFREUVHRUDdFRERERPaSna++IyIiIiIiIiIDKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IECtoiIiIiIiEgeKGCLiIiIiIiI5IFtqBsgInKgMU2T3t5ewuEwkUiEaDRKJBKht7c3t8XjceLxOMlkMrel02nS6TSZTCZ3LsMwsFqtWK1W7HY7drsdp9OJ0+nE7Xbj8Xhym9frxefz4fP5cLvdGIYxhK+CiIiIyMFHAXsHJkyYwK233sq8efOGuikisg9Ip9M0NTXR0NBAU1MTzc3NtLa20tbWRkdHB52dnXR3d5NKpYa0nRaLJRe4vV4vXq83F8TdbjculwuXy4XD4cDpdObCu91ux2azYbfb+4V6u92e29fpdOLxeHC5XArxIiIiIltQwBYR2YpIJEJNTQ3V1dXU1NRQW1tLXV0djY2NpNPpwZ3EYgGHA8PhALsD7HYMuw1sdrDZwGrFsFrBas3u27cZRnYzzex5TBPSachkIJ3GTKUglYRkCjOZgGQSEgnMRALicchkyGQyhMNhwuHwHnuN+kK83+/H7/dTUFBAKBSiqKiI4uJiSktLKSsro6ysDIfDscfaISIiIrKvUMAWkYNWKpWiqamJTZs2UV9fT11dHbW1tdTU1NDW1rbtA61WDH8Aw+8Hnw/D58PweDA8HnB7wG6HTBqsNvZ2B69pAukUJJKYySQk4tngnUxBMomZSmYDeTqd/TmdgVQq295MBjOTyd5ngGGa2Z8zacx0OhvyU9nzADsV4ouKihg+fHhuGzFiBCNHjqSwsHAPvyIiIiIie48C9k5oaWnhggsuoLy8nIceegiXy8UzzzzDk08+SXV1NRaLhcmTJ3PdddcxZcoUAGbNmsX8+fN57733eP3113E4HJx11llce+212GzZl//111/n7rvvZt26dYwePZoLL7yQH/3oR7zyyiuMHDmSTZs2ceedd/L3v/+d7u5uioqKOOuss7j66quxWCw8++yzPPTQQ5x88sk899xzzJgxg6VLl7J+/XruvPNO3n33XVKpFCeccAI//OEPGTFiBJAd6vrUU0/x29/+lk2bNjF8+HAWLlzIV7/61SF7jUV2VyaTIRaL0d3dTTgcpru7m87OTjo7O2lvb6etrY2Wlpbc0O4t5zsP4PFgFBZiKSjEKCjAKCjECAbB693q0GgzlST16qtkqjdmw+j+zGrFGD0G2+c+h2Gz93vINM1PQnw8DvFezN5eiMUwo1HMaBR6ejB7ejB7wpBM0tbWRltbGytXrhzwVMFgkFGjRjFy5EiGDx9OeXk5w4YNo7S0lGAwqGHoIiIist9QwB6k9vZ2Fi5cyIgRI1i6dClOp5OXX36ZJUuW8JOf/ISjjz6alpYWbr75Zn784x/zwgsv5I697777+P73v88111zDP/7xDxYvXswRRxzB2WefzapVq/j2t7/N17/+de6++25WrVrFTTfd1O+5L774YkpKSvj1r3+N1+vllVde4dZbb2X69OmceuqpANTU1NDc3Mzzzz9Pb28v9fX1fOUrX+H444/niSeeIB6Pc9ttt7FgwQJefPFFfD4ft912Gy+88ALXX389U6ZM4W9/+xu33HIL8XichQsX7s2XVw4CpmmSyWRIp9OkUilSqRTpdDpX4CuRSJBMJnPFv+LxeL+iYFtu0WiUWCxGNBrtV0Csr6DYTrFYIBDECPgxAsFskA4WYBQEMRzOrR+TSmFu7e5X/0qmqmqnX5t9UjpNZsN6UmYG2+dmbX0fux3Dbs/24m/jNKZpZgN4OJzdurowu7sxu7uhqxOSSbq6uli5cuVWw7fT6aS4uJhQKEQoFKKwsJBAIEAgEMDv9+P1enG73bl55X3zxN1ut4ali4iIyF6ngD0InZ2dLFy4kOHDh/Pggw/mPrQVFBRwyy238IUvfAGAESNGUFlZyZIlS/odf+KJJ/K1r30NgIqKCp566ineeecdzj77bB5//HGOOOIIrrnmGgAOOeQQ2trauOWWWwDo7e3li1/8InPmzKG8vByAhQsX8sgjj7B69epcwAa45JJLqKioAODOO+/E4/Fw11135dp7//33M3v2bF544QW++MUv8tvf/pZrr72Ws846C4AxY8ZQV1fHww8/zNe//nX1GkleLFmyhNdff32om7FtmQx0dmB2dmw1NO9r5syZQ2VlJcuWLWPFihXZALsHZaqqSFQ9tkfObZQNw3baadDdjdnVjdm9OXyHuzG7wxCLEo/Hqa+vp76+fqfPf9NNNzFz5sw90HIRERGRrVPAHoR7772XZDLJEUcc0a9H5JhjjmH9+vU8+OCDbNiwgerqalavXj1gyOm4ceP6/e73+0lunsP40Ucfcfzxx/d7/Jhjjsn97HK5WLBgAStWrOCDDz7IPcfWhraOGTMm9/OaNWsGtLekpISxY8eyZs0aNmzYQDKZ5DOf+Uy/cxx77LE88cQTtLW1UVxcvBOvkshApmmyYcOGoW7GAaWyspKKigoqKytZvnz5UDdntxkuNzhdGG4PpseN6fFger3ZrasLc3tz4Xegubk5jy0VERER2TEF7EE4/vjjOffcc7nsssuYO3cuJ554IgAvvvhirgf4qKOO4rzzzmPNmjUDerC3Nkyxr9fJarVudw5oNBplwYIF9Pb2csYZZ3DOOecwdepU5s+fP2Bfl8s14PyflslksNvt230cyM0PF9kdhmHw4IMP8u6772KaJoZh5N57hmGQyWRIpVJbHSKeSCT6DQuPxWK5276fI5EIiURiVxsHPl92eHMgiBEIYASCWAoKsvdZLDt9yr0xRHzZsmW5HuwtX889xTJ27LaHiO8E0zQhGv2kl7q7C7Orm+Tvf4cZ7s6OJNheOywWQqEQBQUFBINB/H5/bgmyLZceczqd2Gw2fD4f06ZN2+12i4iIiOwMpahBOP300znttNOYO3cu119/fW4O88MPP0xlZWW/OdOvvPIKQC5M7MjEiRP54IMP+t337rvv5n5+/fXX+fDDD3njjTdyPcqdnZ20tbVt94P1hAkT+J//+R8SiUQu4Le2tlJdXc3555/PuHHjsNvtvP3220yaNCl33L/+9S9KSkoIBoODeGVEdszr9ea+lNoT0ul0bj52JBIhEokQDofp6emhu7ub7u5uurq66OjoyBU5a29vz36ZFA5DOIzZ0JAbHp6GbIGvYDBb1Kxw81ZQkA3i2/nyyXbKLFLGni1ytmLFCpYvX77nw7XVimUbRc4+LTvPOo4Zi2VDdDSCGYlkC5z1zb0Oh7f7mthstlyBsy2LnJWWllJcXExBQQGWXfjSQ0RERGRvUsDeCYsXL2bu3LnccccdLFmyhPLyct555x0+/PBD/H4/f/3rX3n66acBSCQSOJ3bKJC0hUWLFnH22Wdz1113ce6557Ju3Truv/9+INvDN2zYMAD+53/+h9NPP52GhgbuueeeXI/ftnz1q1/lt7/9LT/4wQ+4+OKLSSQS3H777RQWFnLmmWfi8/n4yle+wv33309BQQFTpkzh9ddf57/+67+46qqrNP9a9htWqxWfz4fP5xv0Mel0mra2NhobG2lsbMzN8a2rq6Ouro5EIoHZ3o7Z3j7wYJ8vG779gWyvt8+H4fVheL3gdmM/9T+y61THdrLY2iCZ0ShmOIzh92eXBdvR/ibZZbWSyWy7kolskbZUKrvk1ublt8y+dbY3r7WN1YqBSerNNz+5L5WC9OZjE8nsGtzxBCTin6zZvR1Wq5Vhw4YxfPhwRo4cyYgRIyguLiYajTJjxgz8fn8eXiERERGRoaOAvROKi4u55pprWLx4MXPmzOH666/nhhtuYMGCBTgcDiZOnMgdd9zBlVdeycqVKzn66KN3eM7x48fz85//nHvuuYfHH3+csWPHsmDBAh544AHsdjtTp07luuuu4/HHH+dnP/sZZWVlzJ07l/Ly8q1W3O0zcuRInn76ae68806+8pWv4HA4OOGEE7jzzjsJBAIAXHfddRQWFnLXXXfR2trKmDFjuOGGG/jyl7+ct9dMZF9ktVpzvaNTp07t91g6naa5uZnq6mpqampy62LX1NQQiUQ+WX6KbRTdstnA5cJwucDpxLA7wOHAcNjBZs+ukW2zZXvCbTawWrNh1mLJVjQ3LNnh633fcZmAmQ2+ZjqTXR4rY2K2tZFpbMyG50Qiu9Z17jaO2Rd8E4lBhd988Hq9uWrfJSUllJSUUFZWxrBhwygvL6e0tBSr1drvmGg0yqpVqwbcLyIiIrI/Msw9PYFPtuuDDz7AZrMxefLk3H0vvvgiP/rRj3j33Xf3q7nQfYG/bw1w2Xf0hZhJkybhGUSvpwxkmiadnZ1s2rSJ+vp6GhoaaGpqyq2n3dbWRjweH+pmbpPFYsnNV3a5XP3mLDscDux2e26z2WzYbDbsdjtWqxW73Z7bp+8Yt9uN1+vF6/Xi9/sJBALY7dsfSr41em/KvkjvS9kX6X0p+6KD5X25Mzln/0lvB6hVq1Zx5513cvvttzNp0iSqq6t54IEHOPPMM/ercC1yoDMMg8LCQgoLCzn88MMHPG6aJtFolK6uLrq6ugiHw4TD4dza3H1rd/cVbesr5JZIJHKF3lKpFJlMhkwmk6vjYBgGVqsVq9WKzWbD4XDgcDhyIbkv6Ho8Hrxeb67wV9+w+b7fnU6npn6IiIiI7GFKcEPsy1/+Mi0tLfz0pz+lqamJoqIizjzzTC6//PKhbpqI7ATDMHI9usOHDx/q5oiIiIjIEFDAHmKGYXDppZdy6aWXDnVTREREREREZDdozRMRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckDBWwRERERERGRPFDAFhEREREREckD21A3QETkQJRMJmlpaaG5uZm2tjY6Ojro6uoiEokQjUaJx+Mkk0kymQwAVqsVu92O3W7H7Xbj8Xjwer34/X4CgQDBYJCCggIKCgoIBAJYrdYhvkIRERER+TQFbBGR3dDR0UF1dTU1NTXU1NRQW1vLpk2baG5uxjTNPfKcFouFYDBIYWEhoVAot/X9XlhYSGFhIQUFBfh8PgzD2CPtEBEREZH+FLD3IRMmTODWW29l3rx5u3R8R0cHf/nLX/jSl760w33r6uqYPXs2Tz75JDNmzNil5xM5mCQSCaqrq6mqqmL9+vVUVVVRVVVFV1fXtg+yWjF8fgyvFzweDJcbw+kEuwNsNrBYMCzZmTpmJgOZDKRSkExiJhMQj2PG45jxXuiNYcayt5lMho6ODjo6OtiwYcN2222z2QgGgwSDQQKBAIFAAL/fj8/nw+/34/V6c5vH48ltfb3oNpv+NyEiIiIyWPrkdAC54447qKurG1TAFpGty2QyNDU1sXHjxlyIrqqqoq6uLjec+9OMQACjIIRRWIhRUIglGASvF0xgkL3Hg+5jzmQg3osZ68WMxTDjMYjFsj/HYpi9MYj3QqwXUklSqRRtbW20tbUN9hn6cTqd/YK3z+frN3Td7/fnhq739aQXFBRgsajEh4iIiBx8FLAPIHtqOKrIgSgWi9HQ0EB9fT11dXXU1tbmhnn39vZu/SCnC0tREUYou1lCRRiFIQy7PbeLmUqSfPWvZKqrIJ3eS1ezCwwDfD6MgsJsr3kiAYkEZjIJyUSu7fF4nHg8TkdHx6BPbbVaKS4upqSkhLKyMsrKyhg2bBjl5eWUl5dTXFysAC4iIiIHJAXsfVRLSwsXXHAB5eXlPPTQQ7hcLt555x3uvvtuVq5cSSgU4pRTTuHqq6/G5/Nx7bXX8txzzwHZoearV6/GNE2efPJJ/uu//ouGhgYqKiq4+OKL+fznP597nvfff5+77rqLVatWUVZWxiWXXMK55547VJctsl2maW47/G6WSqUIh8N0d3fT1dWVG0rd14vbV3iss7Nz2ycxDCgsxCgIYSkMYYRCWEIhcHu3Op/ZTCZzPydf/QuZqu0P294nmCaEwxjFJdhPPWPgw+n0J0PVN4dusy+EJ/qGr/di9vZCb2+25zwahd4Y6XSapqYmmpqa+Pe//z3g3DabjeHDh1NeXk5JSQkA4XCY0aNHU1paitfr3eOXLyIiIrInKGDvg9rb21m4cCEjRoxg6dKlOJ1OPv74Yy688EIuvvhibrnlFlpbW7njjjtYtGgRv/vd71i8eDG9vb00NjbywAMPAPDoo4/y4IMPsnjxYmbMmMFrr73GNddcQ3FxMSNHjgTgiSee4Oabb+bQQw/lV7/6FT/+8Y85+uijGT169FC+BHIACYfDJBIJIDv8um9Lp9OkUqncbSqVIpFIkEwmSSaTJBIJEokE8XicRCJBLBbjz3/+8y4Pdd4ppgnt7Zjt7QxlH/ScOXOorKxk2bJlrFixYo+MUslUbSBe9XDez7s9qVQqN1qgzx//+Mfczx6Ph+Li4lzBtr75433D0z0eDy6XC5fLhcPhwG63U1paisfj2avXISIiIvJpCtj7mM7OThYuXMjw4cN58MEHcTgcADz22GOccMIJfOc73wFgzJgx3H333Zx66qn84x//YMaMGbhcLux2OyUlJZimyRNPPMHXvva13JzsCy64gN7eXlKpVO75vvvd7zJr1iwArrzySn7729/y4YcfKmBLXixfvpx77713qJux36qsrKSiooLKykqWL18+1M3JG6O4BOsxx0G4G7O7CzMczt72hCEeJxqNDgjgO+Lz+XjqqafU+y0iIiJDSgF7H3PvvfeSTCY54ogjcuEa4KOPPqK6uprp06cPOGb9+vUDKoF3dHTQ0tLCtGnT+t3/rW99C8hWEQcYO3Zs7rFgMAhk51yK5MOQrtVsd4DbBS43hseD4fFieL0YPh+G14/h94PTlfclrPI5RHzZsmW5HmzDMPZID7Zl7CHYP3dq3s+7LWY6jRmLQbhrc+V0M1u4zTSzP+8iwzC0HJmIiIgMOQXsfczxxx/Pueeey2WXXcbcuXM58cQTgezQ2rPOOivXg72lUCg04D77FkWXtmdrhYZULE3y5bTTTuOzn/0siUQC0zT7DQ/v2/qGifcNDd/aEPG+rbe3N7fFYjFisRiRSIRoNEokEqGnp4dIJJJ98mQiu3V3Y5It6D2A3YERDGIEC7AUFGAUFGaLlgULMHbxywH7KaeSNPJT5GzFihUsX758z4RrqxXL6LHYPzcLwza4vxeDYabTmNEI9PRg9oSzvdM92R7qTHc3RHqyYXo7/H7/doeIu91u3G43TqcTp9OJ3W6nuLgYt9udt+sQERER2RUK2PuY008/ndNOO425c+dy/fXX8+KLL+Lz+TjssMNYt25dv6Hb69ev58477+Sqq67C7/f3673x+/2UlpaycuVKZs+enbv/8ssvp7y8nAsuuGCvXpccvPrC0N6STqdzRc46Ozvp6Oigvb2d1tZWWltbc8W32trasoW7WlswW1votwCXYcEoCGIUFm2uGl6MpagIvL4d9pIaNjuOU0/HTKUwY9HduhYzGsEMhzH8fgxPfoc+G24PxjbWuDZNM/vlQCKRK3JmJuKfVBrPrc0dzy0LZkaj2evdQRE6yC79VV5ezvDhw3NTWqZNm8bo0aMpKSlRUBYREZH9lgL2Pmrx4sXMnTuXO+64gyVLlrBo0SLmz5/PTTfdxIIFC+ju7uamm26it7eXMWPGANnCQM3NzdTW1lJRUcFFF13EPffcw9ixY5k+fTqvvvoqr7zyCr/+9a+H9uJE9iCr1Zpbl3nUqFHb3C+RSAxYpqu6upqamhqi0ShmRwdmRweZDes+Ocjh2Lw8VzFG0RbLdG0xnaOPYbNh+AO7dzH+AJSV79KhpmlCKpkdjt1X5bs3W/XbjPdCPLE5NMcx44nsbV/F8ERih73M29PXo1xaWrrVZbpCoVDui4poNMqqVauYNGmSipSJiIjIfk8Bex9VXFzMNddcw+LFi5kzZw4zZ87k0Ucf5b777uOcc87B4/Ewc+ZMfvjDH+bmap999tm8/PLLfP7zn+ell15iwYIF9Pb2ct9999HS0sKYMWO49957OfbYY3NzsEUOVg6Hg9GjRw8o6GeaJi0tLWzcuJGqqqrcVltbSyqRwGxsIN3Y0P9kPj+Wwk+Gl1uCBRiBIHi3vqzX7jDTaYhFMWOxbK9xNJL9PRr9pBe573aLgoa7yu124/F4ctW7vV4vPp8Pv9+P3+8nEAgQDAYpLCyksLCQoqIiAoGA5kOLiIjIQckwNeFW8mTlypUATJkyZYhbIp+mXsLdl0wmqampoaqqig0bNuQC+HaXDbNYMLy+bND2eDBc7mxhNbsdbDawWrNrbkO2xzidhlQKM5XcYjh2L2ZvHHpj2d7oxM4VIXQ6nbk5zH23fr8fn8+Xm9Ps8/n6hei+zeVybbVOQz7pvSn7Ir0vZV+k96Xsiw6W9+XO5Bz1YIuIDILdbmfcuHGMGzeu3/3d3d1UV1dTXV1NbW0ttbW1bNq0icbGRjKZDGa4O7scVR7bYrVacz3GoVCo39Z3f9+m+cwiIiIie48CtojIbggEAkyZMmXAN5rpdJqWlhZaWlpobW2ls7OTrq4uenp6iMViuTXpM5lseTWLxYLD4cBut/cblt03FLtvXnkwGMTv9+/xnmURERER2XkK2CIie4DVamXYsGEMGzZsqJsiIiIiInuJukBERERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8sA21A0QEdlfpVIpenp6iEaj9Pb2kkgkSKVSpNNpAAzDwGq14nA4cDqdeL1ePB4PLpcLwzCGuPUiIiIikm8K2CIi2xAOh6mtraWuro6GhgYaGxtpbW2lra2Njo4OIpHILp3XbrdTWFhIYWEhJSUllJSUUF5ezvDhwxkxYgTDhg3DarXm+WpEREREZE9TwBYRAVpaWli9ejVr165l3bp1VFVV0draOriDbXaw28Bqw7Baoa932gQyacx0GlIpSCbANEkmkzQ3N9Pc3Mzq1asHns5mY8SIEYwePZpRo0YxZswYRo8ezYgRI7DZ9GdbREREZF+lT2r7qAkTJnDrrbcyb968oW6KyAGnt7eXtWvXsmrVKlatWsXHH39MW1vb1nf2erEECzGCBRj+AIbPDx4vhseD4XKDw4lhGVw5C9M0IZnE7I1BbwwzEsGM9GD2dGN2d2N2d2F2dZJKpaiurqa6urrf8VarlZEjR1JRUUFFRQUjRoxg+PDhDBs2jFAohGWQ7RARERGRPUMBW0QOaOl0mpqaGtasWcPq1av5+OOP2bBhA5lMpv+OhoERKsJSXIpRXIqlqBgjVIThcOZ2MVMpzFj0k9+TyWxg3tlGGQa4PRhuD0ZxSf/HTBMiPWQ2h22zu5NMZyd0d5LeRvCGbPguLi6mqKiIgoICgsEggUAAv9+fm/vdN/+7b3M6nbjdblwuFw6HQ/PCRURERHaTAraIHBDS6TRNTU3U1dVRU1NDdXU1VVVVbNy4kUQiMfAAjxdL6TAsZcOwlA7DKC7FsNu3em4zlST56l/IVG+AzQXMhpRhwfD7weuDnjBmTzh3/U1NTbt0SovFgtvtxu124/V6c5vP58Pv9+duA4FAv60vwGvOuIiIiIgC9n4hk8nwyCOP8Oyzz1JfX4/D4eCoo47ihhtuYNSoUUB2SPmSJUt44YUXWLlyJSNHjuSWW25h7dq1PPTQQ3R3d3PSSSdx22234XK5ePbZZ/nZz37GpZdeyv33308kEuH444/nhhtuoKysbIivWA52pmnS29sLQDQapaenh3A4THd3N93d3XR2dtLV1UVbWxutra00NzfT0tKSHYK9NTYbFBVjKSnDUlyCpXQYeHwDemzNZHKrhydffZlM1bq8XuNuMTOY3V1Yikqwn/EFzEwGYpHskPNYBDO6eQh6ohcznoBEHBIJzHQKNve6k0pBKgmbe/IzmQyRSIRIJDL4uedb8Pl8eL3eXOD2+/14PB58Ph8ej6dfaC8oKMjtbxjGwNEEIiIiIvspBez9wJNPPsljjz3G7bffzvjx46mpqeH666/ntttuY+nSpbn97r33Xn76058yZswYrr32Wr7zne9wxBFH8PDDD1NVVcXVV1/NM888wwUXXABAe3s7TzzxBD/72c9wOBzceOONfPOb3+S5555TISXZoTVr1lBbW7vNYcWmaWKaJul0mmQySTKZJJFI5LZ4PE48Hqe3tze3xWIxotEomzZtIpVK5a+xqRQ0NZJpamQoo9ycOXOorKxk2bJlrFixYttfCAxSpmod8X0k+Pf09NDT07PLPeh9Ped9Q9ndbnfu9tPD2h0OBw6HA7vdnvtbZZpm7r04evRoxo0bl7drExERERkspaj9wKhRo7j99ts55ZRTABgxYgRnnHEGK1as6Lffueeey6xZswD44he/yJIlS7jhhhsYM2YM48eP59FHH2Xt2rW5/ZPJJLfffjtHHHEEAHfeeSdz587lzTff5LOf/exeujrZH73xxhvcdNNNQ92M/U5lZSUVFRVUVlayfPnyoW7OPiUWixGLxfJ2vrvvvpspU6bk7XwiIiIig6GAvR+YNWsW77//Pvfddx9VVVVUVVWxbt26AUO5R48enfvZ7XYD5IaQA7hcrn5zUb1eby5cA4wbN45gMMiaNWsUsGW7ysrKsNvtJLcxpHqPczjBs7lImNcHXh+WQBDD58cIFoDLndeCXfkaIr5s2bJcD7ZhGLvdg20Zeyj2z/3HbrdrZ5imCYk4ZrwX4nHM3l5I9GLG49nf+4alx+OYiXh2abJ4PDtMPZ+jErbD4/EQCoX2ynOJiIiIbEkBez/w8MMP8+CDD3LOOecwc+ZMFi5cyCuvvMKf/vSnfvttbVj39pbtsW+loFM6nVaxItmhQw89dMD7D7Lvn0wmQyqVym3JZJJUKkUikeg3TLxveHjfbSwW6zdMvG8+cDQaJRwOEw6H6enpyQU8EnHMzo5cBe9+Q78dDozCEJbCYoyiYizFJRhFxRi2rRcx2xH7Kf9B0jB2u8jZihUrWL58+e6Ha6sVy+hDsH/u1EFfk5nJZOdcJ5PZueap7Dzs3M/JJGYykb1NZOdtm4kExHs/CdObb9nNLwbsdntuPrbb7cY0TUpKSggEArmh4n0F17asfO50OnPbp4eJ22w2rFar/n6JiIjIkFLA3g/84he/4Lvf/S4XXXRR7r7HHntst3u/Ojs7qa2tpaKiAoC1a9fS09PD5MmTd+u8cvDqCzhb+/ImH9LpdK7IWUdHB21tbbS0tNDU1ERjYyMNDQ00NTVhJhKYTY2kmxo/ObhvGa6SMozN1cONgtCgeroNmx3HqXMGLNO1s8xoBDPcnV1P2+Pd5fMYbg+GzYaZSZPp7syuoR3pgUjP5kJn0U/W2t4clvPde+xyufpVEt9y66s43heit/zZ4/HgcDhy54lGo6xatYpJkybh8Xjy2kYRERGRvU0Bez9QXl7OG2+8waxZs7BYLLzwwgu89NJLFBcX7/a5f/CDH/DjH/+YVCrFTTfdxPTp0znmmGPy0GqR/LNarRQWFlJYWMjYsWO3uk8ikaC+vp6NGzdSVVXF+vXrWbduHR0dHZhtraTbWuHjD7M7OxzZJbpKh2EpLcuGb/e2Q55hs2H4A7t+Af4AlJXv9GFmIo7Z0U6mox2zoz3bc9/VgRnu3une5L7luPp6hLcsINZXYGzLqt994bgvSPfdbhmSRURERCRLAXs/cMcdd7BkyRLOPfdcvF4v06ZN46abbuLGG29k06ZNDB8+fJfPfdZZZ3HRRReRSCSYNWsWixcvzuvcVZG9zeFwMHbsWMaOHZsrDGiaJq2traxevZrVq1ezatUqVq9eTTweJ1NXA3U15AZ++/zZIeWhYiyhYozCEEYgiLGHhx6bppntce7qJNPZjtnRgdnZTqa9DSI9273eYcOGUVpaSklJCUVFRRQUFFBQUJDrUe7rOXa73djtdv0bFxEREdlDFLD3UatXr879fPjhh/O73/1uwD7nnXfeVvcHmDdvHvPmzet331NPPTXgHPPnz2f+/Pm721yRfZphGJSUlFBSUsKJJ54IZIebV1VVsWrVKj7++GM+/vhjamtroSdMpicMGzd8EroNI1tALRDMFVUz3B4MlxucTgyHA+x2sNqyQbwvwJpmdu5zOrV5vnPik8JgsWh2yHhPD2ZPGDPclV2fehuKiooYNWoUY8aMoaKigpEjRzJy5EiKiooUmEVERET2EQrYInJQslqtHHrooRx66KGcddZZAEQiEdatW8e6detyFftra2vp7e3FDHdnh2TvQX1fBFRUVFBRUcHo0aMZM2YMo0aNwu/379HnFhEREZHdp4AtIrJZ3xSMadOm5e4zTZO2tjYaGhpobGykpaWF9vZ22tvbc9XNI5EI8XiceDxOKpUivbnSuMViwWq14nA4cDqd/eY1980lLykpobS0lGHDhjFs2DDNbRYRERHZjylgH6S2NoRcRAYyDIPi4mKKi4uZMmXKUDdHRERERPZh214kWUREREREREQGTQFbREREREREJA8UsEVERERERETyQAFbREREREREJA8UsEVERERERETyQAFbREREREREJA8UsEVERERERETyQAFbREREREREJA8UsEVERERERETyQAFbREREREREJA8UsEVERERERETywDbUDRARkaFlmiaJRIJoNEosFiMWi5FIJIjH4yQSCRKJBMlkMrelUilSqRTpdBoAwzCwWq04HA7cbjd+v5/CwkJKSkoIBoMYhjHEVygiIiKydyhgi4gcgEzTJBwO09bWltva29tpb2+nra2Nzs5Ouru76e7upqenh1QqtUfa4fV6GT16NIceeiiTJk1i6tSplJSU7JHnEhERERlqCtgiIvuAZDKZC72RSIRoNJrrOd6yxzidTud+TyQS9Pb2EovFiEajhMNhurq66OrqorOzk2QyufMNsdvBZsew2cBmA4sNw2YFqw2sVrBYMawWMCxgsYBhgGlCJoOZTkEygdkbx4z2QCxKJBLho48+4qOPPuJ//ud/AKioqGDGjBnMnDmTMWPG5PeFFBERERlCCthDZMKECdx6663MmzcvL+czTZPnn3+ek046iaKiorycU0TyyzRNmpubWb9+PRs3bqSmpoZNmzbR1NRER0fHnnlSpwvD48Xw+rK3Hh+GxwNuD4bbg+F0ZfdxOMFuz+twbjOVwuzuJNPeSqaliUxjPWZrM7W1tdTW1rJs2TIKCgqYNGkSANOnT8diUWkQERER2X8pYB8g/vnPf3LttdfyyiuvDHVTRGSzcDjMqlWr+Pjjj/n4449Zs2YN3d3d2z7AsIBrc9h1OLK9yBbr5s3I9hibgJnZ3Ju8uXfZZsewO8DhxHA6s6HZ5QaXO/v4jpgZzHgM4jHMXbxWw+3NtnfL+2w2jFAxllAxHDox+1TxXtJ11WSqN5CuqaKzs5M333yTN998k5KSEk466SROOukkJk6cqLnbIiIist9RwD5AmOaufiwWkXxIJBJs3LiR1atX5wJ1bW3twB0NC0ZhCEtRSfY2UIgRCGB4/dlAvI1QaaaSJF99iXTNethcXGyfYrViHT0O++dOw7DZt7mb4XRhGzcBxk3ATKfJ1NeQXr+a9Mb1tLS08Ic//IE//OEPFBcXM3PmTGbMmMGUKVNwu9178WJEREREdo0C9j4gk8nwyCOP8Oyzz1JfX4/D4eCoo47ihhtuYNSoUUB2SPkNN9zACy+8wKpVqxgzZgxXXHEFs2fP5q233uJrX/saALNnz84NPX/33Xe59957+fDDD7HZbMyaNYtrrrmGwsJCAGbNmkVlZSVvv/02//znPykrK+Oiiy7iS1/60pC9FiL7ukgkQmNjI5s2baKuro7q6mo2btxIdXV1rqp2P/4gltJhWErKsBSXYYSKMKzb+NObSm2zBznx6v+SqVqbt+vIu3Sa9IY1mKaJ43OnD/owS/lILBVjsKfTZGo3ZsN2TRWtra28+OKLvPjii9hsNsaPH8/kyZM57LDDGDt2LMOHD8fhcOzBCxIRERHZeQrY+4Ann3ySxx57jNtvv53x48dTU1PD9ddfz2233cbSpUtz+9111118//vf57bbbuPZZ5/l0ksv5Te/+Q3Tp0/ngQce4LLLLuOZZ55h/PjxfPDBB1xwwQV85Stf4T//8z9paWlhyZIlfOMb3+CZZ57Bas0OG126dCnf+c53WLx4MX/729+44YYb8Hq9zJ07d6heDpG9LhKJ8Kc//Yn6+npM08QwDEzTxDRNIpEIXV1ddHR00N7eTjQa3faJ+gp+bSncRSbcRWb96j17Ebtozpw5VFZWsmzZMlasWLHbo2EyVWvp3ckvAixlw3F84ctYxx6KdeyhmKlUtme7egOZuo2kesK5Qmm5YywWioqKKCkpIRQK4fV6GTlyJOecc46Ct4iIiAwZBex9wKhRo7j99ts55ZRTABgxYgRnnHEGK1as6LffvHnzmD9/PgDf//73+cc//sHTTz/NPffcQzAYBCAUCuFyufjVr37FhAkTuP766wEYN24c99xzD1/84hd5/fXXOfnkkwE48cQTufTSSwE45JBDeP/993niiScUsOWg8pvf/IZly5bt9HFGSRnWUWOxFJVCUTHJv67AbNq0B1q451RWVlJRUUFlZSXLly8f6uYA2bnb1tGHYB19SPaLjnAXmcZ60lXryVSvB7Ijf1paWmhpael37MiRIznhhBOGotkiIiIiCtj7glmzZvH+++9z3333UVVVRVVVFevWraOsrKzffjNmzOj3+/Tp03njjTe2es41a9YM+JA5ceJE/H4/q1evzgXsrZ3z1Vdf3c0rEtm/TJ8+fZcCttnSRKqtBSNYiKWoBMuYcViOmpGdX23Pby/qnhoivmzZslwPdl/P/e6wjD1sp4aIA2CzbXXueaanm0xtNZlNtaQb6yHSs93TOJ3O3LQaERERkaGggL0PePjhh3nwwQc555xzmDlzJgsXLuSVV17hT3/6U7/9bJ+q0JtOp7e5pM22PiSbpond/kkBok+fM5PJaJkcOegcc8wxvPTSS7nfTdMkmUwSiUQIh8N0d3fT0dFBW1sbra2t/eZg9/b2Yna0ke5og3UfkwYwjGz17NJhWErLsZSVYwQLd6sqtuOU00kaBunq/BY5W7FiBcuXL9/9cD3IImfbY5pm9rXcsIb0xvWY7a39HrdYLFRUVDB27FgqKiooLy+nuLiYUChEMBjE5/Plpr+IiIiIDAUF7H3AL37xC7773e9y0UUX5e577LHHBnzYXblyJbNmzcr9/u6773L44YcDDPjgPmHCBN5+++1+93388cf09PQwbty4fufc0jvvvMPkyZN374JE9nOGYeBwOHA4HLmigFvTN0y5b9TJunXrWLNmDa2trZhtLaTbWkiv2vxvzOHMFjorKcNSXIoRKsYIFGAM8gstw2bHceqZ2bWlY5F8XCYAZjSCGe7G8AcwPN5dPs/WlukarExnR7a42frVmJ3tufstFgsTJ07kqKOOYtq0aYwfP17VxEVERGSfpoC9DygvL+eNN95g1qxZWCwWXnjhBV566SWKi4v77ffEE09wyCGHcMQRR/D73/+e1atXc8sttwDg8XiAbIguLCzkwgsv5Pzzz+fmm2/m/PPPp7W1lZtvvpnJkyczc+bM3Dn/9Kc/MW3aNE444QT+8pe/8PLLL/OLX/xi7128yH7MYrFQVlZGWVkZxx13XO7+trY2Vq1axUcffcSqVatYu3YtiUScTH0NmfqaLU+A4Q9iBIIYXh+Gx4vhcmfXs7Y7wGbbvN61NRvEP7UZVlt2H7tj0EF9AH8Qyobv5iux8zKd7aSr1pHesBazrTl3v81u55ijj+bEE09kxowZBAKBvd42ERERkV2lgL0PuOOOO1iyZAnnnnsuXq+XadOmcdNNN3HjjTeyadMmhg/Pfvg977zzePzxx1mzZg0TJ07kscceY+LEiQCMHz+ek08+mSuuuIKrrrqKRYsW8eijj/Kzn/2Ms88+G5/Px6mnnsrVV1/db4j4Oeecw8svv8xtt93GmDFj+NnPfpabny0iu6aoqIgTTzyRE088EYBUKsWGDRtYs2YNa9euZcOGDWzcuJF4PI7Z1YHZ1bH7T2qzg9OJ4XRhuD3ZzeMFjxfD48PwbnG7i0O4d4cZi5JpaiBdX0OmbiNmV2fuMYvFwpFHHsns2bM5/vjj8Xp3vSddREREZCgpYA+R1as/WbLn8MMP53e/+92Afc4777x+vx966KFcc801Wz2fw+Hg4Ycf7nffzJkz+/VWb01ZWRk/+clPBttsEdkFfes4jx8/Pndf3/DyTZs20djYSEtLC52dnXR1dRGJROjt7SUej5NIJEilUqTT6X5bIpEgmUySyWSyJ0wlIZXEjPRscy3tHLtjcwh3g9OF4XR90mvusGcDuM2eLT5mtYJ1c0+61YphsW7uVbdklyXrW5osk4F0CjOZhN4YZjSK2dNNpqsDs70VM9w94DU58sgjmTFjBoWFhRx99NG5kTgiIiIi+ysFbBGRIbDl8PJd1VeMLRaLEYlE6Onpobu7m87OTtrb23Nrd7e2ttLW1kZbWxvxeBySCcxkArO7M38XNAijRo1i6tSpHHXUUUyfPh2v10s0GmXVqlV7tR0iIiIie4oCtojIfmrLYmzBYHCH+5umSTQapaOjg46ODrq6ugiHw4TDYSKRCNFolFgs1q/3PJFIEI/HSSaTJJNJUqlUbstkMrlijDabDbvdjtvtxu/3EwqFKCkpYfjw4YwePZpx48bh9/v39EsiIiIiMqQUsPcTWw4pz5e//vWveT+niOy7DMPA6/Xi9XoZOXLkUDdHRERE5ICjBY9FRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPFLBFRERERERE8kABW0RERERERCQPbEPdABGRA10ikaClpYXm5mZaW1tpb2+nvb2dcDhMOBwmFosRj8dJJpO5Y2w2G06nE4/Hg9frJRgMUlBQQGFhIcXFxRQVFVFaWorX6x3CKxMRERGRLSlgi4jsJtM06erqoqGhgcbGRjZt2kRDQ0Nua2trwzTNPfLcHo+HkpISSkpKKCoqori4mFAoRGFhIYWFhfj9fnw+H16vF4fDgWEYe6QdIiIiIqKAvU+ZMGECt956K/PmzeOBBx7gueee469//etQN0vkoNcXoJubm2lqaqK5uZnm5mYaGxtzWywW2/5JrDYMXwDD58fweDHcXgy3G8PpArsDw2YHqxUwwMxgZjKQSkIygRmPY/bGMGOR7BbpwYz0QLyXaDRKdXU11dXVO7wOi8WCy+XCbrfnNqvVimEYWCwWrFZr7tZqtWKz2XI96S6XC7fbjcfjwe/34/f7CQQCFBYWEgqFCIVCuN3u/LzgIiIiIvspBWwROehtOYT701vf/YlEYofnMbw+jEABhj+IJVCQ+9nwejEz5k71Hg9mTzOZxIxFINKTDd7RCGY0itnbt/VCIg7JbNszmQzRaHTQbdhZHo+H4uJiSktLKSkpoaysjLKyMoYNG8awYcMoLCzEYlHpDxERETlwKWCLyAEvFovlAnNTU9OArb29fXAncnux+AObe6IDGP4AFn8QIxDE8AUxbP3/pJqpJIlXV5CuXg/p1B64sj3IYsFSPAzrhCMwMDFTKUjEMTdv9PZmQ3wsmg35ySTRaJSamhpqamq2ekq73d4vcJeXl1NYWEg0GmXEiBG43W4NYRcREZH9mgL2fmLNmjXcfffdvPPOO8RiMcrKypg/fz6LFi0C4IEHHuDtt9/m6KOP5r/+67+IxWKcddZZXHzxxdx44438/e9/p7S0lMWLF/O5z30OgE2bNnHnnXfy97//ne7uboqKijjrrLO4+uqr1csk+zzTNIlGo3R3d9PZ2UlnZ2eueFhraystLS20trbS2tpKT0/Pjk9osYI/gOH1Y/gCWLy+7HBur3/zsG4fhtW6nQZlMJP9e7kTry4nXbV2N690iGQyZJo3YXi9OD43Z4e7m4kkZiyM2RPBjHST6QljRsKY4S7MSBh6wiSTSerq6qirq9vqOVwuF6WlpZSWllJcXJwr5hYKhSgoKMhtLpdLQVxERET2SQrY+4FYLMaiRYs44YQT+O///m+sVivPPPMMt99+OzNnzmTSpEkA/Otf/6KoqIjf/OY3vPPOO/zoRz/ilVde4Qc/+AHXXHMNd955J9deey1vvvkmhmFw8cUXU1JSwq9//Wu8Xi+vvPIKt956K9OnT+fUU08d4quWg8FHH33Eo48+OvgeZLLDnGOxGD09PaTT6fw1JpOGrg7Mrg5MIJO/M++2OXPmUFlZybJly1ixYsUeK5i2NemqtcT29JcEFgtkMvT29m63B7yPzWbD5/Pl5nxvK2wPHz6cb3zjG4wbNy7vTRYRERHZGgXs/UAsFuNrX/sa8+fPzy3Jc/nll/Poo4+yevXqXMDOZDLcdNNN+Hw+xo4dy5133slxxx3H2WefDcBXv/pV/u///o+WlhYCgQBf/OIXmTNnDuXl5QAsXLiQRx55hNWrVytgy16xZMmSnQrXg2IYYLPn5h0fCCorK6moqKCyspLly5cPdXPyzlJSjmNuJUTCZLo6yDTVk2naRKalEVIDh9anUqncqIXt2bRpE4lEgrvuumsPtVxERESkPwXs/UAoFOL888/nj3/8Ix999BE1NTV8/PHHQDZU9ykqKsLn8+V+93g8jBo1Kve7y+UCsgWdXC4XCxYsYMWKFXzwwQdUV1ezevVqWltb+51TZE9asGAB999/f35Papr9w7XNDpuHelt8/k8qefuC2Vu3lz012jhfQ8SXLVuW68E2DGOv9mBbxx42qCHig2WmUpg9XZjhbjLhbsxIN2ZPmMSL/02mpxt6d1CNfSd94QtfyOv5RERERLZHAXs/0NLSwle+8hVCoRCzZs3ixBNPZMqUKZx88sn99rPb7QOO3dZc6mg0yoIFC+jt7eWMM87gnHPOYerUqcyfP3+PXIPI1nz+85/n85///KD2NU2TZDJJJBIhEonQ09NDOBymq6uLrq6ufnOw29raaGtrIxwOZ5e66mzH7GxnqwPKLdZs0PYHMLyB/kXM+uZg23btT6XjlLkkjN0vcrZixQqWL1++d8O11YZ19Dgcnzsju4TYIJnJRHbudU94c4juwuzpxgx3kenuglhkh+dwu925db37tr7518FgkEAggM/nw+fz4fF4sO3ifx8RERGRfNOnkv3AH//4Rzo7O/nf//3fXIhevXo1wC5/2H799df58MMPeeONNyguLgags7OTtra2vdo7JjJYhmHgcDhwOBwUFhYO6phYLJZbZqulpSW3hnVjYyNNTU20tbWRyaQxuzsxuzsBth7C3R4suZ7vvgriwWwY9wcxHM6tt9lmx3nqWdle20EEy20xoz1kwt3Z5/P4dnzAzpzbNMHMQMbM9v6bJmBiOJ2AJbv0VyqZrSKeTGQriPety52rIh7FjH6yNveOeDyeXCXx4uJiTNNkypQpVFRUUFZWhtfrVREzERER2S8pYO8Hhg0bRiwWY8WKFXzmM59hw4YN3HrrrQCDWpt3W+cE+J//+R9OP/10GhoauOeee0gmk7t8TpF9jdvtZtSoUf2mSmwplUrR2trab/muLcN4S0sL8XgcYlEysSi0NG79iZyuT5brChRk18D2F2R/39wDbviDu34h/iDWshHbfDjba9yT7TmO9GRDcSyCGYthxmO55bVIJjFTyWxvejqTLey2B3g8nn7rYG+5NNewYcPw+/25AB2NRlm1ahWTJk3C4/HskfaIiIiI7C0K2PuBM844gw8//JDbbruNnp4eRowYwZe+9CVeeeUVVq5cyVe/+tWdPufUqVO57rrrePzxx/nZz35GWVkZc+fOpby8nJUrV+6BqxDZ99hstlzo2xrTNAmHw/2C96fX0u7q6oJ4L5l4L7Q2DTyJxbLFkPMAhs+H4fFjeDwYLg+G0wV2R3YYutWaLdJmmpBOf9JrHO/F7I1BbzQbniM9ZCLh3FDswfQa7+rrY7PZcDqduFwu3G43Ho8Hv9+Pz+cjGAxSUFBAKBTKDeUuKSnJFWMUEREROdgYpsYDS570BfMpU6YMcUvk09RLuOdEo1GamppoaGgYsDU2NpLaShXsPcHtdufWjg6FQhQWFlJQUJCbr+z1enG73TidThwOB3a7HZvNhtVqxWKx5La+361W614Zpq33puyL9L6UfZHel7IvOljelzuTc9SDLSKyGzweD2PHjmXs2LEDHkun07S1teXmfDc3N9PW1kZraysdHR2Ew2HC4TDRaHSra3rbbDZcLleutzgYDBIKhSguLs71FpeUlFBaWqpeYxEREZF9gAK2iMgeYrVaKS0tpbS0dIf7ptPpXP0DwzCw2+1YrdY93UQRERERySMFbBGRfYDVasXtdg91M0RERERkN2x9kWQRERERERER2SkK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikgcK2CIiIiIiIiJ5oIAtIiIiIiIikge2oW6AiMiBJJPJkEqlSKfTmKaJYRgYhoHVasVms2EYxlA3UURERET2EAVsEZEdyGQytLa2Ul9fT0NDA01NTbS1tdHe3k5XVxc9PT1EIhFisRjJZHK757LZbDidTpxOJy6XC7fbjcfjwev14vP58Pv9+P1+gsEgBQUFFBYWEgqFCIVCuFyuvXTFIiIiIrIrFLD3ggkTJnDrrbcyb968PbL/p0WjUZ577jnmz5+/S8eLHMyi0Sjr169n3bp1bNiwgQ0bNlBTU0M8Hs/L+VOpFKlUikgkstPH+nw+SkpKKC0tzd0OGzaMsrIyhg0bRkFBgXrIRURERIaQAvYB6Fe/+hXPPvusArbIDiQSCaqqqli9ejUff/wxa9asoba2FtM0B+5ssWD4CzAChVj8AQyvH8Pjw3B5wOXGcDjBbsew2sFqAcMCfWHXNCGTgUwaM52GdAqSScxUEpIJzEQ8exvvxYzHMHtj0BvFjEUxoxHMWARSSXp6eujp6aGqqmqr1+N0Ohk2bFgudJeWlua24uJiQqEQNpv+7IuIiIjsKfqkdQDaajgQOcglEgk2btzIunXrWLt2LWvWrKGqqopUKjVgX8Prx1JchlFUhqWoFEthMUagEMPySV1IM5XCjPX0P9A0MVMJGHjK/iwWcDoxnM7s8+1gd9MEknHMWBQiPZjRMJlID2YknNuIRYjH41RXV1NdXb3V8xiGQSAQIBQKUVBQQDAYJBAI5Iane71e3G43LpcrN4zdbrdjt9txOBy5n202GzabDYfDgdVq3UHrRURERA4eCthD4NVXX2Xp0qWsXbsWr9fLmWeeyZVXXtlvfuWGDRs477zz+Pe//01FRQWXX345c+bMASAWi/GTn/yEV199le7ubsaNG8cll1zCaaedxgMPPMDPf/5zIDvU/JVXXmHkyJH84Q9/4NFHH6W+vp4RI0Zw3nnnccEFF2CxWKirq2P27NlcddVVPPnkk7hcLl544QV8Pt+QvD4iu8o0TTo7O2lsbKS+vp7a2lpqa2vZuHEjmzZtIpPJDDzI6cZSWo6lpBxrSfbW8Hi3/RypJIlX/0y6em22J3pfZLFkvxAIlUC0B7OnGzPSg2lm6OrqoqurK49PZckFcKfTicPhwOVy5eaXu91uvF4vHo8Hn8+XC/J+v59AIIDNZqOnp2erX3SIiIiI7G8UsPeyl19+mcsvv5zLLruM22+/nQ0bNnDjjTdSW1vL0qVLc/s98cQTLF68mFtvvZUXXniBK6+8koqKCo444gjuu+8+Vq9ezcMPP0wgEOCZZ57hyiuv5H//939ZtGgR0WiUP//5zyxbtoxQKMTvfvc77rnnHm644QamTp3KRx99xM0330xTUxPXXHNN7jmfe+45nnjiCWKxmMK1DLl0Ok08HicWixGLxYhGo0QiEcLhMOFwmLa2tlxYbG9vp62tjba2NhKJxLZP6nRhhEqxFJVhKS7FUjwMwxcYMG/ZTG77HIlX/0S6anW+LnPPyGQwO9uwFBbjmPNlYPPIlt4YZrQnO/S8N5odkt4bg0QvZiIBiXh22HoqkR3KnkpCKgWZNKTT2dtPfUmRyWSIx+PE43HC4fBuNdvr9RIIBHJbMBjMFX0LBAK5gO73+3Oh3ePx4HK5sFi06qSIiIgMPQXsvezhhx/mP/7jP7jkkksAGDt2LKZp8t3vfpd169Zx6KGHAnD++edz3nnnAXDFFVfw97//nccff5y77rqLmpoavF4vFRUVBAIBvve973HMMccQDAZzHzqtVislJSUALF26lIsvvpgzzzwTgIqKCnp6erjpppv43ve+l2vb+eefn3t+kZ2VSCR4/PHHWbZs2VA3ZdvivZgNNaQbakgPdVs2mzNnDpWVlSxbtowVK1bkdYpHumo1sX39y4AtRCIRIpEIDQ0Ne+T8gUCA73//+xx33HF75PwiIiIiCth72Zo1a3JBt8+xxx6be6wv4H7mM5/pt8+0adP4+9//DsC3vvUtvvOd7zBz5kymTp3KCSecwFlnnYXf7x/wfO3t7TQ2NnLPPfdw33335e7v63Wqq6vDuXke6OjRo/N3oXLQ+eijj/btcL2PqqyspKKigsrKSpYvXz7UzRkSltLh2E88DbOrA7OrnUxne+6WZH6qtwN0d3fzxBNPKGCLiIjIHqOAvZdtrXeqb17oltV9Pz3cMZ1O43A4AJg+fTqvvfYab7zxBm+++SbPP/88Dz30EI8++igzZ87c6rmvu+46jj/++AHPXV5eTnNzM4DW2JXdMnnyZL761a/y29/+dqibkq3qHSjACISwBEMYBSEsoWIM78Dh4Dsr30PEly1bluvBNgwjrz3Y1rETcHzuzB3vOEimaYKZgXQmO2TcTGOmU9mfU6nsz6nU5mHm2c1MJDZXSt9iGHq8FzMZh94YxHvJNG8i/uzjeWvnthQXF7No0aI9/jwiIiJy8FLA3ssmTJjAO++8w8KFC3P3/etf/wJg3Lhxufs+/PBDTj311Nzv77zzDhMnTgTg/vvv5zOf+QyzZ89m9uzZXHfddZx55pn87//+LzNnzuwXIIqKigiFQtTW1vbrof7zn//Myy+/zO23///s3Xl8XHWh///XObPPZLLve7eEIggoiAqyFL2IgGxVUZYLuKGCG4ogUqGIbAICisjiAqjfe6kgbu0PBFxQLygFLNC96ZY2eybJZDLbOef3x3SGpE33SZPS9/PxOI+ZnDnncz5nMpS857PdMlG3KgcYr9fLxRdfzMUXX5yX8hzHIZVKEY/Hc2Ows8tUDQ0NMTg4yMDAAP39/fT19dHT00NXVxexWCwz1jg+gtO1mTEjhr2+zKzgZVWYFdWZCc2KSncrdHtPPI2kYeZtkrNFixaxcOHC/IZrlxtX0yy8J3wIw+0BwLGtzJJfsWhm2a+RWOY9io/gJOOZ4JtMbFk+LJkZe22lcbY85sZhTxDTNMeMvx69Zcdhh8PhMROlZYfEeDyeCauXiIiIyO5QwN7HPvWpT/GlL32Je++9l1NOOYW1a9dyww03cOKJJ44J2D/72c9obGzksMMO4//9v//HihUruP322wHYsGEDv/3tb7nhhhtobGzk1VdfZdOmTRxxxBEABINBBgYGaGtro76+nk9/+tPceeed1NbWctxxx7F8+XKuu+46TjrppFyruMhUYxgGXq8Xr9dLYWHhLp8XjUbZvHkzmzZtys0ivm7dOtavX086mcDevAF784Y3T/D4MCszYTu7GaHwdkO34fbge/8Z4y/TtQecWBR7aAAzXIQR3PPJBZ1UKrNc1/AQdjIBsSjJ536PEx3Ejg7CyPBe13Vr2d/RzmYRDwaDuUA8eqKycDiMx+Nh8+bNHH744YRC25+9XURERGR/oIC9j5188snccccd/OhHP+Lee++ltLSU0047jS9+8Ytjjvv85z/PI488wrXXXsvMmTO5//77mTZtGgDf/va3ueWWW/j6179OJBKhrq6Or33ta5xxxhkA/Nd//Rf/+7//y4c//GEeffRRLrnkEnw+H4888gg333wz5eXlfPSjH93mmiJvBQUFBcyaNYtZs2aN2Z9Op1m/fj2rVq1i1apVrFixgtWrV5NIJLDb12G3j1o7OhDELK/OtHaXVma6lxeVYrje/CfTcLsxwsV7X+FwMa6q+h0ekpkBPIYzPIQdHcIZHsQZGsSJDuAMDWAPDUA8ttNLuVwuSkpKxqyDPbpVODsrd3YN7Gxg3noN7OzzfKyBHYvF6O/v3+uu+yIiIiJTgeHkc8CfHNCWLFkCwKGHHjrJNZGtxWIxli5dyuzZswkGg5NdnSnDsizWrl3LsmXLWLFiBcuXL2ft2rXjr5dtGJklvQqLMQqKMq3cwQKMQBDD58fw+sDjBbcHw3SBaYIBOMCWscuOtaWbtbVlnHIqmVkSLJXMdM9OxHNLZznxWKYb98gwTmw4M/Z5J8LhMJWVlVRXV1NVVUVVVRWVlZVUVFRQUVFBUVHRlFvOSp9NmYr0uZSpSJ9LmYoOlM/l7uQctWCLyAHL5XIxY8YMZsyYkZvdP5FI0NbWxsqVK2lra2PNmjWsW7eO4eFhnKFMi/FkKSkpoby8nIqKilx4rq6uzgVqrV8vIiIiMrkUsEVERvH5fBx00EG5SQUh00U7EomwceNGOjo66OzspLe3l76+PgYGBhgaGmJ4eJh4PE4ikcDazmRg2e7V2fHKgUAAv99PMBjMTdyVndSrqKiIoqKiXJfukpISTeYlIiIiMsUpYIuI7IRhGJSUlFBSUrJLXYNs28ZxHCzLwjAMTNPENE2NMxYRERF5i1PAFhHJs+w453xMAiYiIiIi+4+pNduNiIiIiIiIyH5KAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPJAAVtEREREREQkDxSwRURERERERPLAPdkVEBHZ36TTaXp6eujv72dwcJDh4WESiQSpVArbtgEwTROXy4XH48HtduPxeMZsLpcLt9uNy+XC5XJhmmbunOxr2fN8Ph8ul2uS71pEREREdkYBW0RkOxzHoauri2XLlrFq1SrWrFnDhg0b6OrqygXpfcXj8RAMBgmFQhQWFlJcXExpaSnl5eVUV1dTU1NDXV0dRUVFGIaxT+smIiIiIhkK2FNYa2srN910E2efffYuHb9p0yZefvllTj311Amumchb1+bNm3nllVd45ZVXWLJkCT09PeMfaLowggUY/gB4/RhuN7jckA23jgO2BbaFY9lgp8GywLJwtuzHtsG2cRwn89yxR5235fkWqVSKgYEBBgYG2LRp03brX1hYSGNjI9OnT2fGjBnMnDmTpqYmvF5vPt8mERERERmHAvZbyDe+8Q3q6uoUsEV2w/DwMK+88govvfQSixcv3ja8miZmaSVmZW3msaQCo6gkE64nuKXYcRyw0pBO4aRSkErgJOI48RjOSAxneAhneBB7aABnsB8nOsjg4CCvvfYar732Wq4ct9vNtGnTaGlpyW2NjY14PJ4Jrb+IiIjIgUYBW0QOKCMjI7zxxhv85z//4ZVXXmH58uVju3sbBmZVHa7aZly1TZiVdRjjBFEnncYeie7DmgMeL4bHi1FQOO7LTiqNPdSPExuGSC9Wbyd2TwfpxAgrV65k5cqV/OEPf8gU5fHQ1NTE9OnTaW5uprGxkfr6eqqqqjTeW0RERGQPKWDvR/785z9z7733snLlSkKhEKeeeipf+cpX8Pv9XHDBBbz44osAvPjiizz77LPMmTOHs846i8svvzxXxuh9lmVxxx138Pvf/57e3l7q6+v57//+bz7+8Y9P1i2K5FUymWTdunWsXr2alStXsmzZMlavXr3N+GmjqBRX/bTMVtuM4fVtt0wnlSLxl99jrV2RaV2eilxuXM0t+E/+CLjdONEB7K7N2N2bsXoyj6lkglWrVrFq1aoxp5qmSXl5OWVlZRQXF1NYWEggEMDn8+HxeDBNE8dxsG2bVCpFMpkkkUjktng8TiKRIJlMkkqlsCwr935nJ33z+/0EAgGCwSDBYJBkMklbWxvV1dWUlZVRXl5OaWmpgr6IiIjsdxSw9xNPP/00X/ziF7n88su55ZZbWLNmDddddx0bNmzg3nvv5Z577uHSSy+lurqaefPm7VKZv/zlL1m0aBF33nknVVVVPPfcc1x33XXMmjWLI488coLvSGTPOY5DIpEgGo0yNDREJBKhr6+P3t5eOjs72bx5M5s2baKjo2PcyciMgkLM6kbM6vpMK/VWLcJOKrndayee+x1W27K831NeWWms1W+QsG18J56O4Q/iapyBq3EGHjLvnxMdwO7twu7rxo70YA/0wUA/tm3R1dVFV1fXPq3yM888M+Zn0zQpKSnJhf2ysjJKS0spKSmhpKSEwsJCCgsLKSgoIBQKaYy5iIiITAkK2PuJ+++/nw984AN8/vOfB2DatGk4jsMXvvAFVq1axcyZM3MtQ6WRVlCjAAEAAElEQVSlpbtU5vr16wkGg9TX11NZWcn555/P9OnTmTZt2kTeisgue/7555k/f/7eFeILYJZVYpZX46qszXT5Ligk/uTDpFa9Rio/Vd1jp5xyCnPnzmXBggUsWrQoM+46T6y2ZcSm4JcBRnEZ7sPejZFM4CRGMuPJR4ZxYtHcZts2vb299Pb27lbZHo+Hm266ibe//e0TVHsRERGR7VPA3k+sWLFim8nL3vWud+Vemzlz5m6Xed555/GnP/2J448/ntmzZ3PMMcdw6qmnUlZWlpc6i+ytp556ao/PNSvrcE1rwVXbnJmYbNQ4asdxYIqsZDV37lwaGhqYO3cuCxcunOzq7BOGP4Cn9bAxk8Q5jgPJRCZcRwexezqwu9qxuzbhxHZ9rHsqleKFF15QwBYREZFJoYC9nxivVSvb9dXt3vVfYzr95pjR5uZmnnrqKV588UX+/ve/8+c//5kHHniAm266ibPOOmvvKy2ylz7zmc/g9Xppb28HMv8dZEOZ4zhYlsXQ0BADAwNYljXm3Ew4a8+0UBsGRkk5rorazARm1Q34Tr8AYw/GUOe7i/iCBQtyLdiGYeS1Bds17SB8J56+0+Mcx8m0IA/0Y0cjONEhnNgQTnwEJxHPzF6e3rK0mGMDRmY5MpcLw+UClwfD7QG3G9yezJJlbndmKTPDlfkywwEcB2fLcmWJZ34DyXjmGvFMCzbpXf99BAIBCgsLCQaDGIaRe++ampr48Ic/vKdvmYiIiMheUcDeT7S2trJ48WIuuuii3L5///vfAMyYMWPcczweD9Homy0/0Wh0THfLhx9+mLKyMk499VSOOeYYrrzySi6++GL++Mc/KmDLlFBfX8+3vvWtnR7nOA6Dg4P09PTQ1dVFR0cHGzduZP369axdu5aBgQGcvm7Sfd2w/NXMSYEQrtqmzNYwHTNcvEt18p34YRKmmbdJzhYtWsTChQvzG663THLmO/60bWZAd9Ip7L6uTAtxT2fmeX8PJBN7dClnq8e9FQqFcuOuKyoqxh2DXVxcrDHXIiIiMiUpYO8nPvWpT/GlL32Je++9l1NOOYW1a9dyww03cOKJJ+YCdigUor29nY6ODqqrqzn88MP54x//yMknn0xhYSF33333mFl5+/r6+OEPf4jf7+eggw5izZo1LF26lAsvvHCyblNkjxiGQVFREUVFRdt84eQ4Dr29vaxYsYJly5bxxhtvsGzZMpIjw1ir38Ba/UamjKJSXHXTcDVMw1XThOHzj38tjwf/+8/CSadx8rBMlxOLYg8NYIaLMIIFe10egBEowHC7cdJprK5N2FtmDre7N2P3dcM4Qd40Taqrq6murqaqqio3i3g4HCYUCuHz+XC73ZimCYBlWaRSKVKpVG7m8NEziSeTSdLpNOl0Gtu2MU0T0zTxeDx4vV5CoRDBYBCfz0dfXx+HH344NTU1BAKBvLwHIiIiIpNBAXs/cfLJJ3PHHXfwox/9iHvvvZfS0lJOO+00vvjFL+aOOffcc/nGN77Bhz/8Yf75z3/y1a9+lUgkwsUXX0w4HOaSSy5hcHAwd/xll11GKpXiO9/5Dt3d3VRUVPDxj3+cz372s5NxiyITwjAMysvLKS8v573vfS+QWb5r2bJlvPLKK7z88sssXboUe6CP9EAf6TdeyqyFXVGTmWG8ugFXVR2GPzi2XLcbYxdbvXcoXIyrqn6vinCsNM5gBHugF7u/NzMzeF8XTqQHxplFvaioiFmzZjFz5kymTZtGc3MzdXV1k9IqHIvFWLp0KdXV1QrXIiIist8znHwO+JMD2pIlSwA49NBDJ7kmsrVsiJk9ezbBYHDnJxxghoeHeeWVV1i8eDGLFy/OjfkezQgXYZZVYZaUYxSVYhYUYYTCGP4AeP0YW1p2x+PYdqY7uWXh2BZYW8Yz2zbYNo5jZ1qV7exj5rXcsekUTjqVmQQsO245tmXW7eFBnOGh7V67qKiImTNn0tLSwqxZs2hpaaGiomLMBGOTSZ9NmYr0uZSpSJ9LmYoOlM/l7uQctWCLyAEvFApxzDHHcMwxxwDQ1dXFq6++yn/+8x9ef/11Nm7ciDM0gDU0kBl7PR7TBS5XZvIveDMw29a4XbLzLRAIUFdXR0NDA83NzTQ3NzNjxowpFaZFRERE3uoUsEVEtlJZWckHPvABPvCBDwAwNDTEqlWrWLt2LevXr2fz5s10dXXR19dHLBbLnGRvaZXeCcMw8Hg8uN1uXC4XpmmOeRz9PDte2ev14vf7CQaDFBQUUFhYSHFxMaWlpVRUVFBVVUVRUZGCtIiIiMgkU8AWEdmJcDjMEUccwRFHHLHNa+l0muHhYRKJRG5CLyAXkt1uNx6PJ7e5XC4FYREREZG3KAVsEZG94Ha7KSoqmuxqiIiIiMgUsP1ZeURERERERERklylgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBe7IrICKyP7Ftm3Q6TTqdxrIsbNvOvWYYBi6XC7fbjcfjwTT1HaaIiIjIgUQBez/y+OOPc/XVV7N8+fI9On7OnDmcddZZXH755RNZTZFJlU6nSSQSuS0ej+cet34+MjIy5nG8faPLSqVSpFKpXa6Lx+PB7/fj9/sJhUIUFBRQWFhIUVERxcXFFBcXU1ZWRllZGRUVFZSVleFyuSbw3RERERGRiaSAfQBZsGABPp9vsqshMoZlWQwPD4/ZYrFY7jG7jYyM5B6zWzYUjw7C6XR6sm8pJxvIh4aG6O7u3unxpmlSVlZGVVUV1dXVVFdXU1NTQ21tLTU1NZSUlGAYxj6ouYiIiIjsCQXsA0hpaelkV0HeQhzHIR6P58Lw6EC8dTgeHZqzWzQaZXh4mEQiMXGVdLkzm9uD4faA2w0uD4bbveVnz6hHN7h9GJ7M8ZnNi+Fyg9udeXS5MVwuMF1gmmCYYBiZLfOmgG2DbYFt46RTGB5P5nkyAYkRnMQITjyGE4tijwzjxIZwhodwhgexbZvu7m66u7t57bXXtrkdv99PbW1tbquurs49VlZW4nbrn3QRERGRyaS/xnZBa2sr8+fP58knn2TJkiXU19dz4403snLlSn70ox8xODjIcccdx80334zf7wfgscce4+GHH2bdunWYpsnBBx/M1VdfzaGHHgpkumufd955vPLKKzz//PN4vV5OP/10rrrqqtwfyU8//TR33303a9eu5dBDD+W9733vmHrF43Huu+8+fve739HV1cX06dP5/Oc/z8knnzzufYzuIn7PPffw0ksv8d73vpdHH32U/v5+DjvsMK6//npmzJgxge+mTCXJZJJoNEo0GmVoaCj3ODQ0xPDwcG5fNgxnH7NhefT4473m9mB4feD1Y3h9GB4feH2ZfS431ua1OJE+cHbjmlY6syXjOKN2O9s9YQK43LibW/Edf0YmbG+H4zg4sShOdAB7KIIz1I892I8zGMEe7MOJDhCPx1mzZg1r1qzZ5nzTNCktLaW6upqKigoqKiooLy+nrKyM0tJSSkpKKC4uJhAIqBVcREREZIIoYO+iO++8k+9+97s0Nzdz1VVXcemll3LIIYdw//3309bWxhVXXMFjjz3GBRdcwNNPP838+fP5zne+w5FHHkl3dzc33HAD3/rWt3jyySdzZd5111187Wtf48orr+TFF1/kmmuu4ZBDDuHMM89k8eLFXH755Vx22WWceuqp/Pvf/+aGG24YU6evfvWrvPHGG1x33XU0NTXx+9//ni996Uv84Ac/4P3vf/9O7+nf//43Pp+P+++/n1QqxZVXXsn111/Pww8/nPf3T/ae4zhYlkUymSSVSuXGBI/uJp0dO5zdsmE4EonQ2dmJYRiMjIzkgnTeWo9Hh2GPD8PjxfD6wevB8Pi3BOfMPsM96vnoIL2Dscfx536D09+Tn7rua1aa9OrXcWwb/4ln7vBQw+vDKK3ELK3c5jXHSmfCdzZwD/Vnng9FYCiCbVv09PTQ07Pj98ntdlNUVERBQQGhUIhQKEQwGCQQCBAIBPD5fPh8PjweDz6fD7fbnZu0zeVy5TbTNDFNM/fcMIzcvuxzwzDw+/25/aNfc7lcGIZBIpHIfWEzuozRx4uIiIjsLxSwd9E555zDnDlzADjjjDOYP38+8+bNo7m5mZaWFh588EFWrlwJQHFxMTfeeCMf/vCHAairq2Pu3LnMnz9/TJnHHnssF154IQANDQ088sgjLF68mDPPPJNHH32Ud7zjHVx22WUATJs2jRUrVuTC7+rVq3nmmWe47777OOGEEwC4/PLLWbZsGffdd98uBex0Os2tt95KUVERAOeeey633XbbXr5Tki///Oc/+fa3v71vLubzY/gCW0KxH7u3AxIju35+KgGpBM5w5sd92kI8QU455RTmzp3LggULWLRoEY6zd3dltS1luG1pnmq359LpNL29vfT29k52VfaJj370o3zqU5+a7GqIiIjIAUIBexc1NTXlngcCAQAaGxtz+/x+P8lkEoCjjjqK1atX88Mf/pA1a9awbt06li9fvk132q27YofD4dwMxStWrOCYY44Z8/oRRxyRC9jZmcHf+c53jjnmqKOO4o477tileyovL8+F662vL5NvyZIlE1e4L4AZLsYsLMUIF2H4gxhbQrbj9ZP6v6ewdydgvwXNnTuXhoYG5s6dy8KFCye7OrKHnnvuOQVsERER2WcUsHfReJMHbW+N29/97ndcddVVnH766bzjHe/g3HPPZcWKFdu0YHu93m3OzbaSGYaxTSD37GD85ujzd3Wio/GuL1PHeeedR2lpKT09PTiOg2EYYx7T6TTJZHLMslOju4hnJxgbd5x0YgQ7MYLds3nXKuPxZVq5s13As927vV7wjH6e6fJteL2Zbt+eUV3A92JN6Phzv8Hax62/CxYsyLVgZ9/zveGaNnunXcR3leM4OCPDOIP92NFIZpx2NII9NIAzPAjDg5kJ1/aA2+3G5/Ph9XrxeDx4vd5tuohn1/se3UV8vO7h2dez52zd/ds0TSzLoq+vj9LSUjweT+betvq8A9t8/rPvw9b7Rx/v9Xo57bTT8vKei4iIiOwKBewJcP/99zN37lyuv/763L5nnnkGYMwfgDty0EEH8fLLL4/ZN3pW4dbWVgBeeuklTjzxxNz+f//738ycOXOv6i9TQygUYu7cuXtVRnam756eHpYsWUJVVRWpVCo3cdnoSc3G+znbKyPXBTxb7p5UJjeJ2ZsBPTeh2Tg/Z8d0Gx4f3nd/gCRgrV+ZmbRsH1i0aBELFy7c+3C9i5Ocbc2xrMzM4oN9OAN92IPZSc8yz0nvuLeJaZqUlJRsM8lZUVERhYWFFBYW5tbmDgaDBINB/H7/Pl+HOxaLsXTpUmbPnk0wGNyn1xYRERHJNwXsCVBTU8PixYt5/fXXCYfDPPvsszz66KNAZtbmXVmL+pJLLuEjH/kIt9xyCx/96EdZsmRJrgzIdC8/8cQTuf766zEMg6amJv7whz/wzDPP8P3vf3+ibk32M4ZhEAgEcmsr726IGT3L+OhZxLe3ZvXox+wka7mQnk7hpFMQi+7dGO0ty2fh2bK0lsu75dGdW4rLcHvAdGeW3HJ5cq/j9rz5s9ubW5LLcG0pb1Qrux0bwhkawAgXYQbDe1xdI1CQud4ojmXhxIdxYtllugaxo4OZx6EITnQAJzqww1Zo0zSpqKigpqaGmpoaqqqqcltlZSVlZWX7PCyLiIiIHOgUsCfAtddey7x58zj//PPxer0cdNBB3HrrrXzlK19hyZIlHHnkkTstY/bs2TzwwAPcdtttPProo8yaNYtLL72U733ve7lj7rjjDu644w6uueYaBgcHaWlp4Z577uEDH/jARN6eHEC8Xi+lpaV7tYZ6KpXaZk3sXQ3r2ecjIyNvtiKnU5ktzt61qI/H5QKPF8PtxfB4M+Hb431zLe0ta2JjujJhfLx1sB0bLAvHtiCdxkklM63/yQROMo4Tj0Fy12Zv93q9VFdXU1NTk1v7uqamhrq6OiorK3dp2IiIiIiI7DuGs7cDC0W2yE7KlV3rW6aO/b0bbrar++glyGKx2Jjx59nn2cdkMjnu/tHnZMvK63reu8g0TYqLiyktLaWsrCy3dnW2Fbq6upqSkpLtzvXwVrG/fzblrUmfS5mK9LmUqehA+VzuTs5RC7aITHnZru7ZGfzzyXGcMeuJj4yMjHkcHdZTqRTJZJJ0Ok06ncayLGzbzrWuZyfu8ng8uS1b7+x45+z453A4/JYPzyIiIiIHGgVsETmgZWeb9nq9FBYWTnZ1RERERGQ/puYTERERERERkTxQwBYRERERERHJAwVsERERERERkTxQwBYRERERERHJAwVsERERERERkTxQwBYRERERERHJAwVsERERERERkTxQwBYRERERERHJAwVsERERERERkTxQwBYRERERERHJAwVsERERERERkTxQwBYRERERERHJA/dkV0BEZKoaGhqivb2drq4uurq6GBgYYHBwkFgsRjKZJJ1OY5omLpeLYDBIKBSiqKiIsrIyKioqqKmpoaqqCrdb/9SKiIiIHAj0V5+IHPAsy2L9+vWsXLmS1atXs2bNGtauXcvAwMBel+1yuaitraWpqYnp06czY8YMZs6cSXl5OYZh5KH2IiIiIjJVKGCLyAGnt7eXN954g6VLl7Js2TJWrlxJIpEY91gjGMYsLMEIFWIEwxj+IIbXDy43hmmC4+DYFiSTOIkRnPgwdmwIZyiCPdSPlU6xYcMGNmzYwPPPP58rt7i4mJaWFlpaWjjooINoaWmhuLh4H70DIiIiIjIRFLDf4n79619z5513Mjg4yO23385ll13GTTfdxNlnnz3ZVRPZJxKJBKtWrcqF6aVLl9Ld3b3tgR4frvIazPIaXKXVmGVVmEXlGF7fHl/bcRyc4UHs/m7s/k6s3g7sns3Y/d1EIhFefPFFXnzxxdzxVVVVtLa20tLSwqxZs5g5cybhcHiPry8iIiIi+5YC9lvcLbfcwkknncRll11GaWnpZFdHZELF43HWrl3LqlWrWLlyJStWrKCtrQ3btsceaBiYpVW4qhpwVdZjVtZjFpdjGPmd99EwDIyCIsyCImiYmdvvpFPYvR1Y3e1YXRuxu9uxIz10dnbS2dnJX//619yx1dXVTJ8+nenTp9Pc3ExzczO1tbUa1y0iIiIyBekvtLe4gYEBjjzySOrq6ia7KiJ5k0wm2bRpE+vXr2f9+vWsXbuWtrY22tvbtw3TgBEowFWVCdKuqkZcFbUYnt1rmXbSKZyRaL5uASNYgLupFXdTK0agACwrE7h72rG72rF6NuMM9dPR0UFHRwf/+Mc/cue6XC5qamqoq6ujtraW6upqqqqqqKiooLy8nKKiIkxTi0SIiIiI7GsK2PtQa2sr8+fP58knn2TJkiXU19dz4403snLlSn70ox8xODjIcccdx80334zf7wfgscce4+GHH2bdunWYpsnBBx/M1VdfzaGHHsrPf/5zvv/97/OPf/yDQCAAgG3bnHDCCXz2s59l/vz5AHzzm9/khz/8Ic8++2yuLn19fRx33HF85zvf4cwzz8ztv/322/nHP/7Br3/96333xohsJZVK0dfXR09PT24G746ODjZv3symTZvo6uoaN0gDGIEQZlkNropazPJaXJX1mfHTezihmJNKEv/LE6TXLgMrvTe3tX0uN+7mg/Affxbu+hlvXjsey3Qr7+3A7uvE6u/C7uvCSifZuHEjGzduHL84l4vi4mJKSkoIh8MUFhYSDocJhUIEg0H8fj9+vx+fz4fX68Xr9eJ2u3G73bhcLlwuF6ZpYppm7n0zDGPc93D069nH7HnZMrLlZcv3eDy43W59CSAiIiJvOQrY+9idd97Jd7/7XZqbm7nqqqu49NJLOeSQQ7j//vtpa2vjiiuu4LHHHuOCCy7g6aefZv78+XznO9/hyCOPpLu7mxtuuIFvfetbPPnkk5x++uncdtttPPXUU5xxxhkA/OMf/6C/v58PfehD/Nd//RfHHnss3/zmNzn99NPH1KO0tJQTTjiB3/zmN7mAbds2v/3tb/nMZz6zr98WGYfjONi2vc1mWdYOn2/9aNs2IyMjtLW1YVkWXq8Xx3HGvWY2RGW3bFDaOjSNPmbrOmfrbVkWlmWRSqVIp9Mkk0kSiQSJRIKRkRFisRjDw8MMDw8zODjI4OAgAwMD9Pf3MzQ0tPM3yOPDLKnALK7AVVqFUVKBWVSGGRxnzHI6xfh3vHPx535Nuu2NPTx7F1lp0qtfI27b+E885839LjeuynpclfW5XY7j4MQGsSO92EP92IN9ONEB7GgEZ3gQRoaxLIve3l56e3sntt57yTRNvF4vpmkSCARygd/n843Zsl8GbP2z1+vF7/fnviTw+Xx4PB68Xm8uxI/esl8euFyu3HVFRERE8kkBex8755xzmDNnDgBnnHEG8+fPZ968eTQ3N9PS0sKDDz7IypUrgcwswzfeeCMf/vCHAairq2Pu3Lm5lunS0lLmzJnDb3/721zAfuKJJ5gzZw4lJSW5a4bD4XHHX59zzjl8/vOfp7Ozk6qqKv75z3/S19fHaaedNqHvgWwrGo3y+c9/no6OjsmuytRhujBCYcyC4sw45nBJZjbvcClmcRlGoCAX8B3HIfbkg9id6/dJ1U455RTmzp3LggULWLRo0Xa/sNhd6bY3iE50mB/N68MorsSwLbDTYNuZGdFtBxwbcvflkPmGwsn9ONabOxzHyZyX27aUY1vbXN62beLxOACxWCzfd7dD4XCY+++/n7Kysn16XREREXlrU8Dex5qamnLPs926Gxsbc/v8fj/JZBKAo446itWrV/PDH/6QNWvWsG7dOpYvXz6ma+w555zD5z73Obq6uggGg/zpT3/i7rvv3qW6HHfccZSVlfHkk0/ymc98hieeeIKTTjqJoqKifNyq7IZYLEZXV9dkV2Pq8PozrdKhQsyCIoyCYsxwMUZhCWa4BMPt2eaUfbmk9Ny5c2loaGDu3LksXLhw3104zwyPL9OF3rbAtraEa/vNUJzdcgE7w9kmaI9+cdQ5o4K6Y9tgpXDSqUyPglQSkgnGSev7xNDQEMPDwwrYIiIiklcK2PvYeDP/bq+b4u9+9zuuuuoqTj/9dN7xjndw7rnnsmLFilwLNsCxxx5LeXk5v//97ykuLqawsJBjjz12l+ricrk488wz+d3vfsf555/Pn/70J+666649uzHZK5WVlTz66KO53gvjMQxjTEvp9rqGb/3ctm0SiQQdHR1UVFTgdrtz5Ywub3R3b5fLBbBNt/Ctu4dv3U18627t6XQ6t2W7iMfjceLxeK6LeDQaZWhoiMHBQVKpVKagZByrY9323olMi3ZxGWZxRaabeEkV/pPPw3Dl/5+08bqIL1iwINeCvfXvZW+4px08tov4DjipBPZgP/ZQf2bN7WgEZ3gIOzaIMzwE8eFRLdDbKWN4kPRr/8xH1fPO4/HkuoJnu4GP9/PWXcOz3cOz48pHdxUfraGhgfr6+u1cXURERGTPKGBPYffffz9z587l+uuvz+175plngEyQMQwjF5KffvppCgsLOeOMM3LhaFecc845PPDAAzzyyCOEw+FdDueSf+Xl5ZSXl09I2bFYjKVLlzJ79myCweCEXGNvOY7DyMgI/f399PX10dvbS09PD93d3bnlqzZv3kwsFsOJRrCiEayNq8eUYRQUYZZV48pOclZRhxkq3Kt6+U88h7hpjpnkbNGiRSxcuDB/4XrUJGeGxzvmJSeVzExw1tuB3d+V2SI9mfHWuyAYDBIOh7c7yVk2nGZDaHZSsuzEZDB2grOtx91vb5IzIFfG6EnOTNPE4/HkrmlZFuvXr2f27NkUFRXlQvLu/DsmIiIiMlUoYE9hNTU1LF68mNdff51wOMyzzz7Lo48+CmSWKfL5MssMnX322Tz44IO4XC6uvPLK3brGtGnTeMc73sG9997LBRdcoD9qZdIYhkEwGCQYDG53WTnHcYhEImzatIkNGzawfv161q1bx9q1a+nu7saJDmBFB7DWLX+z3GA4t9Z1ZsKwut1aosvweAm8/2NjlumyY0M4QxGMcPH4k6rtJiNQgOH24CTjpDe1YXe3Y/VswurehDPQx/a6URcVFVFTU0NNTQ2VlZVUVlZSXl5OWVkZxcXFFBcX4/V6xz13qojFYsRiMcrLy6fslz8iIiIiu0oBewq79tprmTdvHueffz5er5eDDjqIW2+9la985SssWbKEI488EoDm5mYOO+wwbNtmxowZOyl1W2effTaLFy/mrLPOyvctiOSVYRiUlJRQUlLC2972tjGvRaNR1qxZw+rVq1m1ahUrV65k/fr12LEh0muXwtql2UIwS6twVTbk1sY2i8sxjB3PKG24PRjhzOSBZrgEqhp3ePzOOFYau7cDq6sdq7sdu2sjdqSH8cJ0aWkp06ZNY9q0aTQ1NdHY2Eh9fT3h8N6HexERERHJHwXsfWj58uVjfj777LM5++yzx+x75JFHcs8bGhr46U9/uk05H/rQh8b87DgOXV1dXHrppTu95tY/A3R0dPCOd7xjj8K5yFRRUFDA29/+dt7+9rfn9o2MjLBq1SqWL1/OsmXLWLp0Kd3d3Zl1pXs7SC39V+ZArw9XeR1mRS2u8lrMsirMojIMMz89OpxEHLu/K9PNu2czVs8m7L7OcWfWrqiooLW1lVmzZjFz5kxmzpw5ZlUAEREREZm6FLD3Y6lUimeffZb/+7//IxaLceqpp+7W+S+99BJtbW08/PDDYyZOE3mrCAQCHHrooRx66KG5fT09PSxdujQXuFeuXEkikcDatAZr0xpS2QNdbszC0kzQLizBDBVhBAsw/EEMrx9cbjBdmVmybRsnmYBkHHskihMbyqxNPdiXGS8dG39d78LCQlpaWmhtbc1tCtMiIiIi+y8F7P2Yx+PhO9/5DgC33Xbbbo9ffO6553j00Uc555xzOOWUUyaiiiJTTnl5Oe973/t43/veB4BlWaxdu5YVK1awcuVKVq1axdq1a4nH47lJxfJ13enTpzN9+nRmzpxJS0sLVVVV20waJiIiIiL7LwXs/dzf/va3PT73a1/7Gl/72tfyWBuR/Y/L5WLGjBnMmDEj90WTbdt0dnayceNGNm7cSHd3N11dXUQiEQYHBxkeHiaVSpFOp3MzbgeDQUKhEEVFRZSVlVFeXk5NTQ11dXU0NjYSCoUm+U5FREREZKIpYIuIbMU0zdzs3EcdddRkV0dERERE9hM7njZXRERERERERHaJAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHrgnuwIiIrL/SCaTDA8PE4vFGBkZYWRkhEQiQSKRwLIsLMsCwOVy4fF48Pv9hEIhwuEwpaWl+Hy+Sb4DERERkYmjgH2AeuGFF7jwwgt55plnqK+vn+zqiLwlDA8P09XVRXd3N729vfT39zMwMMDQ0BDDw8PE43ESiQTpdBrbtnPnZcOo1+vF5/MRCARyWzAYJBgMEggECIVCBAIB/H4/fr8fn8+Hx+PB4/HgcrlwuVwYhgGA4zg4joNlWaTTadLpNKlUimQySTKZzAXjkZER4vE48XicWCyW24aHh8ds0WiU4eFhUqnUXr1H4XCYqqoqampqqK+vp7q6Gtu2mTVr1l6VKyIiIjIVKGCLiOwix3GIRCJs3LiR9vZ22tvb2bRpE5s3b6ajo4NoNDrZVdx33F5wezA8XnC5MVwe8HgwTDfggG3j2BakkjjJEZx4DKw0Q0NDDA0NsWrVqjHF/fCHP2T69Om0tLTQ0tJCa2srjY2NuFyuybk/ERERkT2ggC0iMkoymaS7u5uuri46OjpyAXrTpk1s2rSJWCy2w/MNfxAjVIQZKsQIFGD4CzD8AXB5SK96BatnE9jWPrqbCZROQjqJEx8GwAFwuXE3H0zg+LmZ4D2K4ziQjGMPD2AP9WMP9GBHurH7O7H6OkgnE6xYsYIVK1bkzgkEArnA3dLSwqxZs6ipqcm10ouIiIhMNQrYu6G1tZX58+fz5JNPsmTJEurr67nxxhtZuXIlP/rRjxgcHOS4447j5ptvxu/3A7B48WJuv/12lixZQmlpKSeeeCJXXHEFBQUFAMyZM4fzzjuPV155heeffx6v18vpp5/OVVddhdud+fW8/PLL3Hnnnbz++uu43W7mzJnDlVdeSUlJSa6Mk08+mb/85S/09vZyzz330Nraym233cZf/vIX+vr6KCws5KSTTuKaa64hEAjk7ukvf/kLv/rVr1i7di1NTU18/etf54QTTti3b6zIbnIch3g8vtPj0ul0bpzw1t2dBwcHGRoaIhKJEIlE6Ovro6+vj4GBgZ1XoKAYs7AMs7A0s4VLMz8XFGF4xh9jPPLc/2J1bdjdW92/WGnSq//DiG0TOPGj275uujLvVbgUamfkdjsuFwxFsHrasbo3YnVtwOpuZ2RkhFdffZVXX301d2wwGGT69Ok0NzfT2NhIfX09dXV1VFZWqrVbREREJp0C9m668847+e53v0tzczNXXXUVl156KYcccgj3338/bW1tXHHFFTz22GNccMEFLFu2jIsvvpjPfe5z3HjjjfT09HDrrbdyySWX8D//8z+5Vpi77rqLr33ta1x55ZW8+OKLXHPNNRxyyCGceeaZ/Oc//+GCCy7gYx/7GN/+9rfp7u5m/vz5fPKTn+Sxxx7L/UH56KOP8uMf/5hwOExraytf+tKX6Ozs5Ac/+AFlZWUsXryYb37zm8ycOZOLLroodz8PP/ww8+fPp7Kyku9973t8+ctf5u9//zuhUGgy3l55C3Ach56enkyLJWDbNo7jYNt2bhIs27Zz44K3HiOc3ZLJ5Jgxw9ktkUjw/PPP71oQnijRCHY0gr1p9eTVYTeccsopzJ07lwULFrBo0aLc72aipNteY6jttV0+3lXdRPDDl+IpKsMz4+0AOLaN3d+F1b0hE7q727F7NxOLxXjttdd47bWx5ZumSVlZGeXl5ZSWllJSUkJhYSEFBQWEQiGqq6s5/PDD1fotIiIiE0oBezedc845zJkzB4AzzjiD+fPnM2/ePJqbm2lpaeHBBx9k5cqVADz00EMcc8wxXHrppQA0Nzdz++238/73v58XX3yRo48+GoBjjz2WCy+8EICGhgYeeeQRFi9ezJlnnslPfvITWltbufbaawGYMWMGd9xxB2eccQbPP/88xx9/PADHH388733ve3P1POaYYzjqqKNobW0FoL6+nkcffXRM90uAb37zm7l6fOELX+BPf/oTq1ev5u1vf/uEvH/y1ve9732Pp59+erKrIaPMnTuXhoYG5s6dy8KFCye7OrvEME1cZdW4yqrhoKMAcCwLO9KF3deB1deR6WIe6cEe6Ma2bbq7u+nu7t5umd/5znd417veta9uQURERA5ACti7qampKfc829W6sbExt8/v95NMJgF44403WLduHUccccQ25axevToXbGfMmDHmtXA4nJupd8WKFRxzzDFjXj/ooIMIh8MsX748F7BH1wvgE5/4BM8++yxPPPEEa9euZdWqVWzcuJHp06ePOW7atGm554WFhQC71PVWZHs8Hs9kV2F8bi/4/BheP4Y3kBkr7Q9i+AswAwUYwQKMQBizoBAjEMYw89vdeOS5/yW9G626+bRgwYJcC7ZhGBPegu2edsj4XcS3e4Jn11qWbQusNE46BenMo2OlYBfvR63XIiIiMtEUsHdTdlz0aKZpjnusbducfvrpuRbs0UpLS3PPvV7vNq9n/wDe3h/CjuOMCTLZMd/Z6372s59l5cqVnHbaaXzoQx/ibW97W64VfGd1n+g/vuWt7ctf/jKf/vSnsSwr1zU8u2W7h2e7hWe7jGe7h49eSmp0V/FEIpHbl30++jG7ZZebGr38VG45rOykXMOD7PQTbpgYocKx46uLynKPhte/sxK2ETjxo4yYJum1b4CV3u3z98aiRYtYuHDhxIfrHUxytrscK43duxmra+OWbuLt2JGu7YZpn89HRUUF5eXllJSU5LqIh8PhXBfx2bNn71WdRERERHZGAXsCzZo1i1WrVo1pXV69ejW33XYbX/3qVwmHwzsto7W1lZdeemnMvmXLlhGNRrdp+c5aunQpf/3rX/nf//1fDjvsMABSqRTr16+noaFhL+5IZNdMlTH8juOQSCRyaztHo1Gi0WhuqaiBgQEikQj9/f309fXR09NDb29v5suBaAQrGsFizTblGoECzKLyTOguKs9NeGYUlGRaxcdpKTU8XoLv/0Sm1XVkKI/3CDg22Fu23NcHBhgGmCZ2fBgnGsEMl2AGd/7vzp4yAmEM9+73YHBsCzvSnZnkrGsjVvdG7O3Mtl5cXJyb5KypqSk3yVlJSYlaqEVERGTSKWBPoEsuuYTzzjuP66+/nvPPP5/BwUGuv/564vE4zc3Nu1TGxRdfzCc+8QluuOEGPvGJT9DT08MNN9zAwQcfzHve855xzykvL8ftdrNw4UJKS0uJRCLcd999dHd357qvixwIDMPA7/fj9/vH9BrZEcuy6O/vp7OzM7e+9ebNm3NrXkciEZyRKNZIFKtj7bYFuD2YoSKMUKaruRkIYfiC4PVjeLyZAOpyZ8IvRiYh21ZmzWgrjZPa0tKeSuAkE5BKbHkez7yWSmw5Zkv3aCu9a12kDRNcrsx61W43xuh1rN1eDI8vs3l94PFt6Uq/ZfMFMvXf8tzw+jNrX+9GoHVsG2ckihMbxB7swx7oxR7oxurrxO7vHLdVv7CwkJaWFg466CBmzZpFS0sLpaWlCtIiIiIyZSlgT6DDDz+cBx98kLvuuouzzjqLYDDIe97zHr7xjW+M2y18PIcddhgPPvgg3//+9znzzDMpKCjg/e9/P1dcccV2x7pWVVVx8803c8899/CLX/yCiooKTjjhBC666CKeffbZfN6iyFuOy+WivLyc8vJy3va2t23z+vDwMO3t7bktuz52R0cHfX19kE5hD/TAQM8k1H4HHBvSdmb8coKdd5PfGdPMBHGPNxPWXW4wXRhGZtiJ49hbxksnIRHHSYywo6v6/X5mzpxJS0sLra2ttLa2as1rERER2e8YjgbcSp4sWbIEgEMPPXSSayJbi8ViLF26lNmzZxMMBie7Om9ZyWSS7u5uenp66Onpob+/P7fedrabejKZzI0/h0wru8vlwuPx4PV68fl8+P1+AoEAwWAw95h9HgqFcq3y2XM8Hg9utxvTNMfMq7D1kmijlzvLjlWPx+PEYrHcYywWG3fd8OxjLBbb43HcpmlSXFxMdXU1NTU11NfXU11dTTqd5phjjqGgoCAvvweRvaV/M2Uq0udSpqID5XO5OzlHLdgiInni9Xqpq6ujrq5usqsyYWzbZmRkJBfER0ZGxkxC5zgOjuPgdrtxu925LwgKCwspKirC5Ro7O3v2f8zbmyxSREREZH+igC0iIrvMNE1CodCUmchOREREZCpRk4GIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHrgnuwL7s/7+fv70pz/xkY98ZLKrIiJ54DgO8XicaDRKNBolFosxPDzM8PAwsViMkZGR3GM8Hicej5NIJIjH4ySTSZLJJKlUilQqRTqdxrIsLMvCtm0cx8FxHAAMw8AwDEzTxOVy4XK58Hg8uN1uPB4PXq83t/l8Pvx+f+5x9BYIBMb9ORAIEAgE8Hg8GIYxye+qiIiIyIFDAXsv3HrrrWzcuFEBW2QKSqfTDAwMMDg4SCQSYXBwMPfz0NAQg4ODuedDQ0O5UG1Z1mRXPW8Mw8Dn822z+f1+wuEwwWBwTDAfHeK39zz7s8/nw+VyTfYtioiIiEwpCth7IdsaJSITz3EcotEo/f39RCKRHW4DAwMMDQ3t+cVME8MbwPD6cTw+GB7ESQzDfvbffLZFPh6PT0j5Ho9nm+A+OpBnH7duWQ8GgwQCAUKhEKZp0t3dTU1NDR6PB4/HMyF1FREREdkXDpiA3drayvz583nyySdZsmQJ9fX13HjjjaxcuZIf/ehHDA4Octxxx3HzzTfj9/sBWLx4MbfffjtLliyhtLSUE088kSuuuIKCggKuuuoqnnjiiVzZy5cv54ILLqC5uZlly5bR1tbGvHnz+PCHP8xvfvMbfvKTn7B27VrKy8uZO3cun/3sZ3G5XGzcuJGTTjqJu+++mwcffJClS5dSWVnJZz/7WT72sY/l6r8rZdxxxx088MADrF69mlmzZnHbbbexaNEifvGLX5BOpzn11FOZN29ersvoc889xz333MOqVauoqqri1FNP5fOf/zxer3ff/4LkgGJZFrFYjGg0mmtNHt2qnG1tzm7Z0LxHrcu+IIY/hOELZR79AUxf5tHwhTC8fgxfEMMXyGzeALjf7Fode+5XpHs35fkdmDrM4kpc9a2QTuKkkzjpFKS2PFqZRyeVhHQK0kmwUrlzs93ho9Fo3urj8/koKCigoKCAcDi8zWNhYeE2rxcUFBAKhfRvl4iIiEy6AyZgA9x5551897vfpbm5mauuuopLL72UQw45hPvvv5+2tjauuOIKHnvsMS644AKWLVvGxRdfzOc+9zluvPFGenp6uPXWW7nkkkv4n//5H6655hri8TgdHR3cc889uWs89thj3HbbbbS2tlJRUcHPfvYzbr/9dq666iqOOeYYXn31VebPn09/fz/XXHNN7rybbrqJa6+9lpaWFn76059y3XXX8d73vpeGhoZdLiN7f4WFhVx22WV8/OMf5/jjj+eRRx7hxRdf5LrrruN973sfc+bM4a9//Stf/vKXufrqq3nve9/L+vXrueGGG2hra+Ouu+7ap78XmfpSqRT/+te/xgQpy7JIp9O5kJUdg5xMJnOtptktO3Y5O6Z5ZGRk31U+EcNJxHDo3nfX3A2nnHIKc+fOZcGCBSxatGif94yxI13Yka59es1tGEaud0AikSCRSNDb27vbxXg8HkKhEMFgMNdKnu0Gn92y49qzY92zreYul4twOMxRRx2F231A/a9RRERE8uiA+ivinHPOYc6cOQCcccYZzJ8/n3nz5tHc3ExLSwsPPvggK1euBOChhx7imGOO4dJLLwWgubmZ22+/nfe///28+OKLHH300fj9fjweDxUVFblrzJ49m9NPPx3IdM984IEHOP/88znvvPNy5UQiEW677Ta++MUv5s676KKLOOmkkwD4yle+wi9+8QteffVV6uvrd7mMSy65hHe9610AfOADH+CRRx5h/vz5BAIBZsyYwT333MPKlSuZM2cO9913Hx/96Ec599xzAWhsbOT666/nv//7v9m4cSP19fX5/wXIfuuRRx7h//2//zdh5Ru+IGZROUaoGNO/pcXZH8LwF2AEQpiBAvCFGHnmUazOtRNWj8kwd+5cGhoamDt3LgsXLpzs6kwKV1UTwdM+D6kEJEdwEiOZL0Wyj8nMox3f8vPIEPZgL05scEw5qVQqN0xgT11++eW5f8NFREREdtcBFbCbmppyzwOBAJAJlll+v59kMgnAG2+8wbp16zjiiCO2KWf16tUcffTRO71GX18fPT09vPOd7xxzzLve9S5SqRRr1qyhrKwMgBkzZuReD4fDQOaPxd0pY/S1g8Eg5eXlufsc7/7+85//sGDBgtzr2Zaz1atXK2DLGA0NDRNavpOIYXWtB/fmTHdtfyZUvxmyCzD9IbxvPx7De/KWnwvA453wWbJjz/2KdNuSCSt/wYIFuRZswzD2eQu2e9qhBE/8+D69pmM7kErgpOI4yTiObWG1r3gzVI8J2dmg/WboJp2csLpVV1dPWNkiIiLy1ndABezxuv2Z5vhLgdu2zemnn55rwR6ttLR0u9fIjt+G7U+CZtv2NvUZb+zg6GV9dqWMre9ve/eWPf9Tn/oUZ5111javjW6RF4FMj4g5c+aQTqdzy0+NXo4quzxVIpHIdRHPLl81MjKS27LLXWVn7B4eHs7N4m3bNqRTOOkBnOEB7F2pmMuNEQhnwnig4M0wHghhBMKZgL4lnBv+ELh3P5AHT/wEI+b/kFr7GljpPXr/dmTRokUsXLhw34drlxtP8yEEjv8Yhmfsvz+O42z5XSTHH5s9et9Wj5nx2tl9CZxU5thMoE7kXt9bhmHkxl5v/Ti6e3h2YrXRE69ll0Ab3U3c7XbnXhcRERHZUwdUwN4ds2bNYtWqVWNahVevXs1tt93GV7/6VcLh8E7/UC8vL6e8vJyXXnqJ97///bn9//73v/F4PDQ2NjIwMDDhZWzv/tra2sbc3wsvvMDDDz/MddddRzAY3O0y5a0tu17zRAQQx3GIxWJjltLaepKz7ERnkUiE/v5+EokEWGmcaD9WtH8Xb8K9ZcKzbDf0IKYvOGqSs2Bm9nBfALz+3EzigRPOxe84EM/fZF5ZdmwQe6gfM1yCGSzc5fMcxwHbejP4WqPDbXaSsjf3kUpljsmGZsfBHoky/PsfjQrBydzr+4LH4yEQCOB2uykpKRkzgdl4E52N3oLB4A6/RBQRERGZDArY23HJJZdw3nnncf3113P++eczODjI9ddfTzwep7m5Gch0w+7q6mLDhg3b7UL7yU9+kjvvvJOGhgaOOeYY/vOf//CDH/yAj33sY4TD4V0Kx/koY2uf/vSn+fKXv8wPfvADTj31VDo6Orjmmmuor69XC7bsc4ZhEAqFCIVC1NTU7NI5IyMj212ia+vHgYEBUqlUJpAPZ1rId5vpwvD4wOPD8Pgyrb5uL4bbi+H2ZGYed3nA5QaXC8N0gekC0wTD3OYLOce2MxN72RY4NlbPRrCsTB2tVKYFOfs4ujV5VBjG2aV2/r2SnRRsvOW3vF7vmHWxx1szO7tlW5JHtyx7vV5isRhLly5l9uzZ+mJPRERE9nsK2Ntx+OGH8+CDD3LXXXdx1llnEQwGec973sM3vvGNXHfuM888k6effprTTjuNp556atxyLrnkErxeLz//+c/57ne/S3V1NZ/+9Kf55Cc/uct1yUcZW/vgBz/InXfeyY9//GPuu+8+iouLmTNnDl/72tf2uEyRfSkb1nYlkDuOw8jIyJhlwEYvDZZdLmx01/XsYywWyxRiWziJWGZW8gm+t93l8XjGBNnRj1s/H+/nrbfRYdnlck327YmIiIjsNwxnX8+oI29ZS5ZkJoI69NBDJ7kmsjW1Eu4527bHLDOWHU+eHV+eHWueHYOeXbps9Hh127Zz46sdx8l1bXa5XJimidvtxu1258YCZ5eRyrYMjw6844Xl/TkE67MpU5E+lzIV6XMpU9GB8rncnZyjFmwRkR0wTTPXfV1EREREZEc0Q4yIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHihgi4iIiIiIiOSBAraIiIiIiIhIHrgnuwIiIlNdNBplw4YNdHd3Mzg4SCqVwjAMfD4f4XCYkpISqqqqKC0txTT1vaWIiIjIgUoBW0RkK/39/bz44ou88sorvPbaa3R2du7SeV6vl7q6OhobG2lsbKSpqYnGxkbq6urweDwTXGsRERERmWwK2CIiwODgIH/961959tlnef3113EcZ8zrRqgIs6AEw1+A4fYC4KSTOPEoTmwQOxohmUzS1tZGW1vbmHNN06S2tpa6ujrq6+upq6vLbeXl5Wr1FhEREXmLUMAWkQOWbdu8/PLLLFq0iL//4x+kU6nca67yetwNB+OunYWrogHTF9xhWY5tYQ/1YUe6sCKd2P2bsfo7sPo7sFMJNm7cyMaNG3nhhRfGnOfz+WhoaKChoYHm5mamT5/OjBkzKCsrwzCMCblvEREREZkYCtgicsDp7u7mqaee4v/7//4/Ojo6cvvN0lq8LUfhnX4EZrh0t8o0TBeuogpcRRV4mt6W2+84Dk5sAKu/E3uwOxPAB7qxB7qwh3pJJBKsWrWKVatWjSmvuLiYWbNm0draykEHHURLSwvFxcV7dd8iIiIiMrEUsKeAxx9/nKuvvprly5dPdlV47rnnaGhoYObMmZNdFZG8Gh4e5p///Cd/+tOfePnll9/sAu4N4J35Tryz34O7vCHv1zUMAyNUjBkqBlrHvOZYFvZQL3akM9Pa3bcJq3cTdqSTSCTCv/71L/71r3/ljq+urqa1tZWWlhZmzZrFjBkzCIfDea+ziIiIiOwZBewp4EMf+hDve9/7JrsatLe3c+mll/Lwww8rYMtbQmdnJ//617944YUXeGnx4rFdwGtm4jvo3XimHY7h8W63DCedwh4ZnLhKuly46w/C03zoqGsmsXrbsbrXk+5aj9W9DjvSRUdHBx0dHfzlL3/JHVtVVUVzczPNzc00NjbmupuHQqGJq7OIiIiIjEsBewrw+/34/f7JrsY2kzqJ7C8cx2FwcJB169axevVqli9fzuuvv77N7N9mcRXeGe/A03IUrsLyHZeZShL7yy9JrV0CVmqHx+41lwdP86EEj/8EhseL4fbirpqGu2oavi2H2IkYVvcGrK51WD0bSHdvwIn20dnZSWdn5zZju4uLi6mtrc1t1dXV1NTUUF1dTUlJiSZWExEREZkACtgToLW1lfnz5/Pkk0+yZMkS6uvrufHGG1m5ciU/+tGPGBwc5LjjjuPmm2/G7/dv00W8tbWVG2+8kd///vcsXryYwsJCzj33XC677DIgMzHTAw88wOOPP057ezter5d3vOMdzJs3j8bGxlwZX/jCF3jiiSdIpVI8+uij1NbWctddd/Hb3/6WaDTKrFmz+OIXv8ixxx7Lxo0bOemkkwC48MILueyyy7j88ssn5w0UASzLYmRkhOHhYaLRKENDQ/T19TE4OEgkEiESidDb20tPTw8dHR0MDw9vW4hhYFY04qmfjafpYMzi6tzEYU4qscPrx557lFTbqxNxa9uyUqRWLyZmWwRPPH/cQwzThbuqGXdVc26fnRjB7tuM1b85M7FapBNroBtGhnLv0RtvvLFNWW63m/Ly8txWWlpKSUkJ5eXlFBcXEw6HKSgoIBQKEQgE8Hg8mnBNREREZBcoYE+QO++8k+9+97s0Nzdz1VVXcemll3LIIYdw//3309bWxhVXXMFjjz3GBRdcMO75t9xyC9/61re44YYb+MMf/sCdd97J0UcfzVFHHcXDDz/MQw89xC233EJLSwvr16/n2muv5eabb+bee+/NlfHLX/6SBx54AMuyaG5u5oorrmD16tV873vfo6qqiueee45LL72UH/zgB7zvfe/jscce4yMf+Qj33HMPxxxzzL56q2QSbdiwgccff5xkMglkxgtv3ZPBcZydhqsdHZMtz7ZtbNvGsizS6TSWZZFKpXJbIpEgHo8Tj8cZGRkhkdhxAN4ljoPdtY5E1zoSixftfXnbccoppzB37lwWLFjAokWL9rg3SKrtVQb2QahPp9O57ua7wjAMPB4PHo8Hl8uFy+Ua8/t2HAfHcXK/Y9u2cz9nX8syTRPDMHC5XLjdbkzTxHEcQqEQPp8Pr9eLz+fD4/Hg9/vxer24XK5dqufRRx/Nscceq9Z5ERERmTQK2BPknHPOYc6cOQCcccYZzJ8/n3nz5tHc3ExLSwsPPvggK1eu3O75Z555JmeccQYAl156KQ899BCLFy/mqKOOorGxkVtuuYUTTzwRgLq6Oj74wQ+yaNHYAHHGGWdw6KGZcZ3r1q3j97//Pb/5zW+YPXs2ABdffDHLli3joYce4oQTTqC0NDNrclFRkcZvHgAsy+Lyyy8nFotNdlX2e3PnzqWhoYG5c+eycOHCya5O3jmOQzKZzH0RMxEikchel/H0009z00038c53vnPvKyQiIiKyBxSwJ0hTU1PueSAQAMh134bMuOsd/bE6Y8aMMT+Hw2FSWyZomjNnDq+++ip33XUXbW1ttLW1sWrVKqqqqrZbh2w30U984hNjjkmlUhQWFu7OrclbhMvl4uSTT+aJJ56Y7KrsOZcHo6AEs6AUs6gMV1ElrpIaXGV1O5y4bFfsThfxBQsW5Fqwx+sFsKs80w7bbhfxPeVYKexoP/ZgH3a0D3uoHzvaiz0cwY4OwERO4LaPtba2Mm3atMmuhoiIiBzAFLAniNu97Vu7O90Wvd5tw0H2j/b777+fH/7wh5x11lm85z3v4aKLLuKZZ57hD3/4w5jjR0+clj33F7/4xTat0+pOeeD63Oc+x+c+97k9Pj/b5dtxHCzLwrbt3P5s1+DRXYUty8odl0qlSKfTpFIpkskkiUSCRCLByMhIrpv48PAwsViMaDRKNBplcHAwNwY7FouBlcIZ6MIa6MJqh9xUZIaBWVKDu3YmnroW3HWtGB7fdu9jPMETLyBmunZpkrNFixaxcOHCPQ/XW01ytrscx86E6P7OLWOxu7AHurEGu3GiEWDHdTJNk+LiYkpKSigsLKSwsJBQKEQwGCQYDOa6brvd7ly37vG6iGd/16M/C9l92eNHdxHPdg/v7OykubmZgoKCXBfx7GP2udfrxePx6N8rERERmdIUsPdD9913H1/4whf4zGc+k9v30EMP7fAP+1mzZgHQ3d3NwQcfnNt/5513YpomX/rSlzSJkew20zQnLfDE43F6e3vp6sosX7Vx48bcLOK9vb3YfZtI9m0i+dpfwXThrmvFM/1wPNPejukL7rR8w+Ml9P6LdmmZLjs2iD3UhxkuxQzufo8QM1CI4fbs0rGZJbw2YfVsyCzl1duO1bcZ0tvvEeP3+6mtraWqqorq6mqqqqqorKyksrKS8vJyioqKdnmcc77FYjGWLl3K7NmzCQZ3/nsRERERmcoUsPdDNTU1/P3vf2fOnDmYpsmTTz7JU089RXn59pcdmjVrFieeeCLf/va3mTdvHrNmzWLRokX8+Mc/5qabbgLI/XG7YsUKDj74YMLh8D65H5E94ff7qauro66ubpvXenp6eOONN3jllVd46aWX2Lx5M+kNb5De8AYjf/sfPE2H4G19N+6GgzDMHQdLw+3BFS7b4TGucBlU5b9rsmPb2JEO0l3rsLash231bYItrcOjud1u6urqcutgZ9+b2tpaiouL9QWaiIiIyD6ggL0fuvXWW5k/fz7nnHMOoVCIww47jOuvv57rrruOTZs2UVtbO+55d955J3feeSfz5s1jYGCAxsZGbrzxRs466ywASkpKOOecc7j11ltZt24d3/rWt/blbYnkTXl5OccddxzHHXccjuOwYcMG/va3v/GXv/yFtWvXkmp7lVTbqxihIrwtR+M96D24CnccoieaY6WwI12ZFumejaS7N2D1boRxlhMrLi5m5syZzJo1i2nTpjF9+nTq6uomrRVaRERERDIMZ09n4xHZypIlSwByM5fL1KFuuBmO47BmzRqeeuopnnnmGQYH3+z67a5rwdt6NJ7mt+/2eO3dub4TG8yNj7YjmfHjdqQTe6AHnG1bpv1+Py0tLRx00EG5x4qKirdMi7Q+mzIV6XMpU5E+lzIVHSify93JOWrBFpEDhmEYzJgxg8997nN88pOf5J///Cd//OMfefnll0m3ryDdvgLcXjxNh+CZ9nbc9Qft0njtrTmWhT3Yg9XfgR3pwOrvzDwOdI/bIp1VUFDA9OnTmT59OrNmzWLWrFk0NDSoZVpERERkP6GALSIHJK/Xy/HHH8/xxx9PR0cHTz31FM8++yybNm0itXoxqdWLAQNXeR2u8kZcpTWZJcECBeDyAA6kU9jxaKZVeqgvE6ojndgD3WBb417XNE0qKyupq6ujvr6e+vp6GhoaaGpqorS09C3TMi0iIiJyIFLAFpEDXnV1NRdeeCEXXHABy5Yt4+9//zv//Oc/2bBhA1bPRqyejbtdpt/vp7GxkcbGRpqamnJBurq6etxl+ERERERk/6eALSKyhWEYzJ49m9mzZ/OpT32K3t5eXn/9dVavXs369evp6elhaGiIRCKBYRh4vV4KCwspKSmhqqqKmpqa3CzeFRUVWrNZRERE5ACjgC0ish1lZWW52chFRERERHZGzSsiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIvsZ27axLAvHcSa7KiIiIiIyinuyKyAicqAbHh6mq6uL7u5uent76enpob+/n/7+fiKRCIODgwwPDxOLxUgmk9i2nTvX4/EQDAYJh8OUlJRQXl5OdXU1dXV1NDY20tTURCAQmMS7ExERETlwKGCLiEwwy7Lo6Oigvb2d9vZ2Ojo62Lx5M52dnXR2dhKLxfa47FQqxcDAAAMDA2zcuHGb1w3DoK6ujpaWFlpbWznooIOYMWMGXq93b25JRERERMahgC0ikieO49Dd3c3q1atZs2YNbW1trFu3jvb2dtLp9A7PNXwhzIISzFAJZqgII1iEGSjEDIQx/AUYviCGx4/h9oDpBgNwbJx0Gic1ghMfxo4NYEf7sQd7sAY6sPo244wMsnHjRjZu3Mizzz4LZFq9Z82axcEHH8xBBx3EQQcdREVFBYZh7IN3SUREROStSwF7P+M4Dr/5zW847rjjKCsr4/HHH+fqq69m+fLlALS2tnLTTTdx9tlnT3JNRd76BgcHWbZsGcuWLWP58uWsWLGCgYGB8Q92eXAVVWIWVeIqLMcsrMAMl+EKl2EWlGJ4fBNSRzs2SLpnPVb3OtJdbaQ720jFo7zxxhu88cYbueNKS0uZNWsWM2bMYPr06TQ1NVFbW4vH45mQeomIiIi8FSlg72f+9a9/cdVVV/HMM88A8KEPfYj3ve99k1wrkbe+dDrN2rVrWbp0aW5rb2/f9kDDxFVSg6usHldZHa6SWlwlNZjhUgzjzXklnXQKO5YJ4/bIEIwMTVjdXcXVuIqr8c46GgcHUgmsng2kO9eQ7mrD6m2nr6+PF154gRdeeCF3nmmaVFRUUFlZSUVFBSUlJRQVFVFQUEAoFMLv9+PxePB4PLjdbkzTxDRNDMPIPXe73bhcLrxeLz6fL3eOWstFRETkrUgBez+z9azBfr8fv98/SbUReWtKJpOsX7+eNWvWsGrVKlasWMHq1atJJBLbHGsWVeGumoa7shl3RTOusjoM9/bHNzupJMN//jnJta+ClZrI29g+lwdv82GETvhvDI8XJ5Ug3bsRq3sdVu9G0n3tWP0d2Kl4bpx4Pnk8HkKhEIWFhYTDYUzTpKmpierq6lygr6qqorS0FNPUYhciIiKy/1DAzqPW1lZuvPFGfv/737N48WIKCws599xzueyyy4DM0joPPPAAjz/+OO3t7Xi9Xt7xjncwb948Ghsbc2Vs3cU7u6+uro4LL7wQgJNOOombbroJYEwX8dHuuecennjiidy4y/H2/eUvf+Guu+5i9erVBINBjj/+eK6++mqKioom5k0SmQKSySQDAwP09fXR29tLV1cXmzdvZtOmTWzcuJHNmzePmak7x+PHVdGUCdOV03BXNGH6Q2OPcRyc1LZBPCv67M9ItS3O8x3tJitFcvW/cWybgjkXAeAuq8ddVp87xHEcnJEo1mAXdiyCHY3gjAxhJ6I4iRhOKoGTToCVxrEtsGxwspuT+TLQscC2wbYyXyY4mfc0lUoRiUSIRCK56y1ZsmSbarrd7jGBu7KykvLycsrLyykrK6O4uJiioiLcbv2vTERERKYG/VWSZ7fccgvf+ta3uOGGG/jDH/7AnXfeydFHH81RRx3Fww8/zEMPPcQtt9xCS0sL69ev59prr+Xmm2/m3nvv3WnZRxxxBPfccw+XX345jz32GC0tLfzxj3/c47r29fVx2WWXcdVVV3HCCSfQ0dHBlVdeya233sqNN964x+XKgaWtrY0f//jHuRmsR3f9zfa42F534K17ZBiGMe6+HdnRWtCjy3McB8uyGB4eHrcleptzfUFcpfW4yhtwVzTiqmhi+M8PY21ajrVpOTsvYWKdcsopzJ07lwULFrBo0aI9WhM71baY/ocmOewDZrgcz/QjcIYHsIf7sIf6sIcjpNNpNm/ezObNm3d4fkFBwTZLkRmGQU1NDZ/61KdobW2dyOqLiIiI5Chg59mZZ57JGWecAcCll17KQw89xOLFiznqqKNobGzklltu4cQTTwSgrq6OD37wgyxatGiXyvZ6vbmW5dLS0r3uGt7Z2UkymaS2tpa6ujrq6uq47777sCxrr8qVA8sdd9wxbg+K/Y0ZKsHTcDCeprfjrmzGCBZt82XBVBo3PHfuXBoaGpg7dy4LFy6c7OrsFTNURPDd54x9v20LeziC1b+ZdMcq0ptXke5YnWsFHy0ajRKNRrfZ39XVxc9+9rNcbx8RERGRiaaAnWczZswY83M4HCaVyoyznDNnDq+++ip33XUXbW1ttLW1sWrVKqqqqiajqsyePZvTTjuNSy+9lIqKCo455hhOOOEEPvCBD0xKfWT/9LGPfYz58+dPdjX2mj3cT2LZ30ks+ztGsBhXaS3usjpc5Y24KxoxiyoJn/F1SCf36jr56iK+YMGCXAv2eC3/u8Iz7R25LuL7muM4kE5gx6PYiRFSaxZjD0ewo31Y0S2t2EO9OPG9m/zt5JNPzlONRURERHZOATvPvN5tJzfK/uF7//3388Mf/pCzzjqL97znPVx00UU888wz/OEPf9hueTtbO3d3bV3e7bffzhe+8AX++te/8o9//IOvf/3rvPOd7+TnP/95Xq8rb13HHnssTz311GRXY4csyyIejzMyMkI0GmVoaGibMdidnZ1s2rSJvr4+nFiEdCxCeuOby1gZXj+uii1jr6un466chhkI73ZdCuZczPCfzb2e5GzRokUsXLhwz8L1VpOc7YhjpbCjEezhfuzYIE48ipOM4STjmTHY6TSOnc6Ms3bsLWOvM+OwcTLjrx3LyozVTidx0onMuYkY2Lv271sgEKCysnKbMdglJSUUFxfnJksLhUK4XK7dey9ERERE8kgBex+67777+MIXvsBnPvOZ3L6HHnpozB/HHo9nTFfHdevWjSljd7qoejwehoeHx+wbXd6rr77KH/7wB775zW8yffp0LrroIn7729/y9a9/nd7eXsrKynb5WiJTmcvlIhQKEQqFKC8v3+Gx0WiU9evX09bWlptFfPXq1SSTcdLty0i3L8sdaxZW4q7aErorp+Eqr8dw7XjdaMPjpeADnx6zTNeesGMD2EO9mOEyzODuTUpoBosw3GPr6aSTWL3tpHs3YPW1Y/Vvxh7owo5GgN1vHd9VXq+XUCiUm8Rs9KRmVVVVVFRUEA6Hp1T3fBEREZHtUcDeh2pqavj73//OnDlzME2TJ598kqeeemrMH/yHH344jz32GEcddRSO43DTTTeNaRUPBoMALFu2jJKSkh1e7/DDDycSifDQQw9x8skn8/zzz/PXv/6V4uJiIDMx0C9/+Us8Hg8f/ehHSSQS/PGPf6S5uXmnZYu8VRUUFHDwwQdz8MEH5/ZZlsXatWtZtmwZy5YtY+nSpaxfvx57sIvkYBfJlS9mDjRNXKVbupWX1Weel9ZhBgq2uY7h9uAq3HHY3xFXYTlUz9j5geNwHDsztrlzzZa1sNdi9W0ad3wzgM/no7y8PLcOdjgcJhgM4vP58Pl8uN3uMetgj14Le7x1sLNfdhQWFmLbNsuWLWP27Nm5f99ERERE9lcK2PvQrbfeyvz58znnnHMIhUIcdthhXH/99Vx33XVs2rSJ2tparrvuOq677jo++tGPUllZyZe+9CU6OjpyZbS0tHD88cfz5S9/ma9+9au5sDyed7/73Vx++eX85Cc/4e677+a4447ji1/8Ig8//DCQGS9+zz338IMf/IBf/vKXmKbJu9/9bh544AGtPSsyisvlYsaMGcyYMYNTTz0VgKGhoVzgXr58OcuXL2dgYACrZwNWzwZGj9Q2/GFcxVW4iqswiyoxw+W4Cssxw+UY/tCEt87a8WgmRHetJd3ZRrpzDU4yts1xJSUlzJgxg2nTptHU1ER9fT21tbUUFRVNWB1jsW3rISIiIrK/Mpw9mRlHZBzZdWwPPfTQSa6JbC0Wi7F06VK1Ek4gx3Ho6upi5cqVrFq1KjeR4egvyMbl8eEqKMUsKMEMlWIWFGOESjCDhZiBQoxAYWatbbd3hyHXSScz3caj/diD3ViRTqz+TVi97djRvm2O9/l8tLS0MHv2bA466CBaW1spLy/f512x9dmUqUifS5mK9LmUqehA+VzuTs5RC7aISB4YhpEbN3zsscfm9o+MjLBhwwba29vZuHEjmzZtoqOjg82bN9PX1wepBFb/Zqz+Ha/1jGliePyZoG1u+afbsXHSKZxUfKcTptXX1+cC9ezZs5k+fTput/4XICIiIpJP+utKRGQCBQIBWlpaaGlp2ea1ZDKZm8G8u7ubnp4eenp66O3tpbe3l0gkwsDAQGapP9vOzLydiG13yjGv10t5eTnV1dXU1dXR1NTEtGnTmD59OqFQaGJvVEREREQUsEVEJovX66W+vp76+vrtHuM4DvF4nGg0ysjICIlEIrfcnmEYuYnDCgsLCQaDmm1bREREZBIpYIuITGGGYRAIBAgEApNdFRERERHZCU0VLSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIHCtgiIiIiIiIieaCALSIiIiIiIpIH7smugIjIW0EymSQWizEyMkI8Hicej5NKpUilUliWhWVZuWNdLhculwuPx4PH48Hv9xMIBAgGg4RCIVwu1yTeiYiIiIjsKQXsKaC/v58//elPfOQjH5nsqogI4DgOQ0ND9PX10d/fT19fH5FIJLcNDg7mtmg0SjQaJZVK5e36oVCIoqIiCgsLKSkpobi4mLKyMkpLSykvL6e8vJyKigoKCwsxDCNv1xURERGRvaOAPQXceuutbNy4UQFbZB8YGRmht7eXnp4eent7t3ne29tLX1/fHgdmw+3FcPswPV4MlwfDdIPpwjDfHJHjODbYNo6VxrFS2KkETiqOY2WuOTw8zPDwMJs2bdrhtbxeby5sZ7dsAC8rK6O8vJyioiK1iIuIiIjsIwrYU4DjOJNdBZH9muM4DA8P09/fn2txHr2NDtGxWGyXyzV9QVzBYkx/AaY3iMsfwvSHcPlCmL4gpi+E6Q1gev2YngCGx4dh7PnUFo6dxknGsRIj2Mlh7HgUKzGMFRvEGhnCGhnEig1gxQaxE1GSySSbNm3aYRA3TZPi4mJKS0spLi7ObdkW8nA4TDgcpqCggIKCAkKhEMFgENPUFB0iIiIiu0sBO08ikQh33XUXzz77LP39/Rx88MF85Stf4eijjwbgb3/7Gz/4wQ9YtmwZRUVFnHXWWXzxi1/kmmuu4YknngCgtbWV5cuXY1kWjzzyCL/61a/YtGkTtbW1XHTRRXz84x8H4IUXXuDCCy/knnvu4dZbb6Wnp4fDDz+ca6+9lhkzZgBwwQUXUFdXx80335yr49b7HnroIX71q1/R0dFBZWUl55xzDp///OfV5VQmnW3bRKPRXDfsgYGB3GMkEmFgYCD3vL+/n0gkslstzobHhztUgitUjDtUknvuChbhDhXjChbjDhXh2Dbdf/4psbZXcq3LU4nhcuOrnknBrPdgjwySHu4nHe3DGo6QHu7HGhnEtu3cFw27w+/3EwwGCQQC+P1+/H4/Pp8Pn8+H3+/H6/Xi8/nwer1jNo/HM+ZxvC1bjs/nw7btCXp3RERERPY9Bew8sCyLSy65hFQqxW233UZpaSkPP/wwn/zkJ/nlL3+JZVl85jOf4eKLL+a73/0u7e3tfP3rX8ftdnPNNdcQj8fp6OjgnnvuAeDmm2/mySef5Nprr+XQQw/lr3/9KzfeeCOJRIKLLrood92bb76Zb3/721RXV3Pbbbdx4YUXsmjRIsLh8E7r/Oyzz/LjH/+YO++8k2nTpvHKK69w5ZVXUl9fzxlnnDFRb5UcABzHIZlM5ib7GhkZYWRkhOHhYWKxWK77c3bscjQaZWhoKPeYfb5Hwcvjxx0oxBUI4woWZQJ0oBBXqAhXYMvPwSJMb2Dn92HbdD37ELE1L+3Bu7BvOFaaePsyTF+Iyjmf3PZ128q0eo8MYsWGsOPZlvAhrPgwVjyKnYxhJ4axEyPYyRjYmcnYshO17QumaRIIBHa4ZcP+6Oej92W37JcB6hYvIiIik0EBOw+ef/55Xn/9dX73u9/R0tICwPXXX8+SJUt46KGHcLlcHHbYYVx55ZUAzJgxg/nz59Pb20s4HMbv9+PxeKioqCAajfKrX/2Kq666itNPPx2A5uZmNm7cyP33389///d/5677jW98g+OPPx6A733ve5xwwgn84Q9/4Nxzz91pndevX4/X66Wuro7a2lpqa2uprKyktrY232+P7Mdef/11brvttp2OBZ4yUnHSqTjpwa7JrskuOeWUU5g7dy4LFixg0aJFezxcJLbmJdZO4S8Cdsa27dwXL/va9OnT+frXv57r/SMiIiKyNxSw82DFihWEw+FcuAYwDIMjjzyS559/HpfLxTHHHDPmnJNPPnncstasWUMqleKd73znmP3vete7+PnPf05vb29uX7b7OUBxcTHTpk1jxYoVu1TnD3/4w/z617/m5JNPZubMmbz3ve/l5JNPVsCWMX79619PeLg2vQHcRZV4CivxFFZknhdV0ffP/yXR1Tah155sc+fOpaGhgblz57Jw4cLJrs6k8ZTUUnTEKdjxocx489gAVmyAdGwAa7gfO7Hr4+Z315o1a1i0aBFf+MIXJuwaIiIicuBQwM6D7bU6OY6D2+3era6K2ysr213W7X7zVzb6OWS6qu9oYqJ0Op17XlpaypNPPsnLL7/M3//+d55//nkefvhhLr/8ci677LJdrq+8tZ177rl0dHSwatWqCbuGnRwh2b2OZPe6cV83fAW4AiFcvgJMf0Gm+7cvhCtQiCtQgOkP4woW4vKHMf2hvZpkbGsT3UV8wYIFuRZswzD2uAU7OP2d43YR312ObWEnR7BTcexUHCcZx04lt8xwnsRJJ7HTmUcnncKxMpttpXDS6S0/pzOv2W++nnstncKxkrlu6Fmp/k30PPvQXtd/Txx88MGcdtppk3JtEREReetRwM6D1tZWhoaGWLFiRa4V23EcXnrpJWbOnIlpmixZsmTMOT//+c/5/e9/z2OPPTZmUrEZM2bg8Xh46aWXmD17dm7/v//9byoqKigqKsrtW7JkCe95z3sA6OvrY926dVx88cUAeDweotFo7ljbttmwYQNNTU0A/Pa3v2VoaIjzzjuPd77znXzxi1/kW9/6Fn/84x8VsCWnpaWFe++9d7fPGz0Oe2RkhFgslhuHPXoM9vDw8Jjx19mJzYaGhhgZGcmUlYiSTkRJ07nzCxtmJmwHinAFC0dNWDbqMVSMK1A4Ztms7amc80m6TXPCJjlbtGgRCxcu3ONwbbg8BKcdTsUJF2N6fNu8bqcSmQnPYpEtM5Fnt6HMDOXxKHZiGCs+jJ2I4aQT+bit3eLxeHC73QSDQYLBYG5yta0fxxt7vfUY7OxEbFt/+SgiIiKyr+ivkDw49thjmT17NldccQXXXnstZWVlPProo6xYsYJvf/vb+Hw+zjnnHO666y7OOOMM1q1bx7333suFF14IQDAYpKuriw0bNtDQ0MDHPvYx7r77boqLizn00EN5/vnn+eUvf8lXv/rVMWH8+uuv54YbbiAcDnPLLbdQUVHBBz/4QQAOP/xwfvrTn/LXv/6VpqYmfvaznzE4OJg7N5FIcMsttxAKhTjyyCPp6OjgX//6F0ceeeS+ffPkLckwjNws0cXFxXtURjKZZGhoiMHBQSKRSG4W8dFbdgbx/v5+hoaGwLGxhiNYw5GdVNB8c8bwUEkueOdmFg8W4woVYXqDVH3gUux0Cis2sEf3sSPpWIT0UC/ucBnuYPEun+c4Dk5qBGwLa2SI6Mr/Ix3tIx3txxruJx3tJx2L4CRH9qheXq93TOAdPXmY1+vdZhZxn883Ztbw0TOJZ18b/Ti6jEQiwdKlS5k9ezbBYHCP6isiIiIyVShg54HL5eInP/kJt9xyC5dddhnJZJJDDjmEn/3sZxx++OEA/PCHP+Tuu+/mgQceoLKykgsvvJDPfe5zAJx55pk8/fTTnHbaaTz11FNcffXVlJSU8L3vfY+enh6am5uZN28eH/3oR8dc92Mf+xhXXnklkUiEd7/73Tz88MMEApnZkS+55BLWr1/Pl770JbxeL3PnzuXUU0/NtZJ95CMfIRKJcO+997J582aKioo4+eST+drXvrbv3jiRHfB6vZSVlVFWVrZLx6dSqVzYzq6F3dvbm3vMbv39/di2jTWcCaOw/XHehsudmY08UDhqC2MGCt7ssr7Veti7sxa2p7AcqmcCmVnL7VR8y4zemRm+31z7enDL0luRTIAe7sdJJ3fpGoFAgNLSUkpKSigpKcmtgV1cXEw4HM6thZ1dBzsYDKoFWERERGQPGc6eDvqTSZNdB/uZZ56hvr5+squTk+0Gf+ihh05yTWRrsVhMrYRbWJZFf38/PT09udDd09NDX19fbl9fX1+mRXwPGW5vZnN5MptpwujQ7dg4to1jp7eMZ07ucmAerbCwkPLycioqKnJbeXl5bisrK5vyv299NmUq0udSpiJ9LmUqOlA+l7uTc9RMISIHFJfLlQugO5JMJunr68u1iGdbx7Pd07NjxUev552djHBPAzOAz+ejoKCAoqKiXEtzSUkJpaWllJaW5gJ1eXk5Pt+2465FREREZPIoYIuIjMPr9VJdXU11dfUuHZ+d2C0WixGPx0kkEiSTSVKpFJZlYdt2boiGy+XC5XLlxir7fL7chF1er3cib0tEREREJpAC9n7o6KOPZvny5ZNdDREZZfTEbiIiIiJyYMrfgrEiIiIiIiIiBzAFbBEREREREZE8UMAWERERERERyQMFbBEREREREZE8UMAWERERERERyQMFbBEREREREZE8UMAWERERERERyQMFbBEREREREZE8UMAWERERERERyQMFbBEREREREZE8UMAWERERERERyQMFbBEREREREZE8cE92BUREDmSWZdHb20t3dzf9/f1EIhEGBwcZHh5mZGSEeDxOKpUilUph2zYAhmFgGAYulwu3253bvF4vPp8Pr9eL3+/H5/Ph9/sJBAIEg0ECgQChUIhwOEw4HMbr9U7y3YuIiIi8tShgi4hMMNu26ezsZP369WzYsIH29nba29vZvHkz3d3dueC8r/l8PoqLiykuLqa0tJSysjIqKiqorKykurqampoaSkpKMAxjUuonIiIisr9RwN5P3HPPPTzxxBM8++yzE3aNOXPmcNZZZ3H55ZdP2DVE3sps26ajo4N169axdu1a1q1blwvViURiu+cZpgtPqARPsAh3oBC3vwCXL4jL48d0+zDcHgzThWGYYBjgODiODY6NY1vYVhrHSmNbKRwrhZ1OYqcSmcd0AisZx07FsZJxrGQMKxkDxyGRSNDZ2UlnZ+d26xYMBqmrq6OhoYHGxkYaGxuZNm0a1dXVuFyuiXgbRURERPZbCtiSs2DBAnw+32RXQ2TKcxyH7u5u1q5dO2bbUZA2XG58RdX4S2rwF1fjK6zEV1SFr7ACd7AwE573Wf3tTNiOR0nHh0jFBjLbcD/JoV6S0T6Sg90ko33EYjFWrlzJypUrx5Th9XppbGykubk5tzU1NVFZWakWbxERETlgKWBLTmlp6WRXQWTKGR4eZu3atbS1tbFmzRra2tpYu3Ytw8PD4x5vuNz4i2vwl9YRKKnDX1qLv6QWX2ElhrltiLbTKZJDfRN9G+MzTNyBItyBIgJl4AkWYbo9b9bNSpEY6CIR6SAe2Uy8fzMjfe3EI5tJJpOsWrWKVatWjSkyEAjQ2NiYa/FuaGigoaGBmpoaPB7P1jUQEREReUtRwJ5CIpEId911F88++yz9/f0cfPDBfOUrX+Hoo4/e5tif/exn3H777dx9992ceOKJbNq0idtuu43/+7//Y3BwkLKyMk4//XSuuOIKTNPk8ccf5/vf/z6XXXYZd999N8PDw7z3ve9l3rx5VFVVAeoiLge2eDzOxo0bWb9+PevWraOtrY22trbtd582XfiLqgmU1eMvrd0Spuu2G6S3ZqcSrPvzT4i0vYxjpfJ8N3vGcHkonnYETSdcgunxYbo8BErrCJTWjTnOsW0Sg13E+9oZ6W9npHcj8b5NxAc6GBkZYfny5SxfvnzMOaZpUl1dTW1tLbW1tdTU1FBTU0NxcfEOu8+LiIiI7E8UsKcIy7K45JJLSKVS3HbbbZSWlvLwww/zyU9+kl/+8pdjjv3FL37BHXfcwQ9+8AOOP/54AD73uc9RUVHBT3/6U0KhEM888ww33XQTRxxxBO9///sB6Ovr4+c//znf//738Xq9XHfddXzqU5/iiSeewO3WR0HemhzHIR6PMzQ0RCQSIRKJ0NvbS09PD11dXXR0dNDe3k5PT892y/CEigmUNuAvq8dfXE2gtA5vUTWma9v/bmwrBdbO67Xu2QeJrPn33txa3jlWiv5VL+LYNk1zPrXDYz2hEjyhEsINh4w6P50J3v2ZFu/EQAfxSAeJSCe2lWTTpk1s2rRp3PIKCgqorKykoqKCsrIyysrKKCkpobi4mKKiotzM58FgEL/fr27oIiIiMiUpVU0Rzz//PK+//jq/+93vaGlpAeD6669nyZIlPPTQQ8ycOROA//3f/+XWW2/l3nvv5dhjjwUyLW9nnHEGp5xyCjU1NQBcdNFFPPDAAyxfvjwXsFOpFLfccguHHJL5g/i2227jQx/6EP/85z953/vet69vWWRC3XrrrfzpT3/arXNcvhD+kloCpbX4S+sJlNYTKKvH7S/AcRxW/Oa7dL2ycIJqvHtOOeUU5s6dy4IFC1i0aBGO4+St7Miaf09Y+PcVVlI0/Z2ZMd5DPSQGu7ESw0SjUaLRKGvWrNntMuvq6pg/fz4NDQ0TUGMRERGRXaeAPUWsWLGCcDicC9eQWev2yCOP5Pnnn2fmzJl0dXVx3XXX4fF4qKt7s8um3+/n/PPPZ9GiRfznP/9h3bp1LF++nJ6enjHL/4RCoVy4BpgxYwZFRUWsWLFCAVveUizL4i9/+csuHx+um01h49spqJ6Fr6QGty+4nSOnTqvp3LlzaWhoYO7cuSxcODVC/65wB4uoe/dHAEiPDJIY7Cbet5Ho5hVEN68iOdS922W2t7fzyiuvKGCLiIjIpFPAniK21/rkOE6u+7ZhGDzwwAN8//vf55vf/Ca/+MUvME2TWCzG+eefTzwe54Mf/CBnnXUWb3/72znvvPPGlDXeBEOWZWmpHXnLcblcfOUrX+GPf/wjyWQSgGQyyeDgIJFIZJt1p4falzLUvjT3sydUnJmkrLSeQFkDgbIG/CU1tJx5NXY6mZc67m0X8QULFuRasA3DyGsLdvH0I3faRXxXOI6DFRsgPtBJYrCTRKSTxFAvS//nWhJD3Ti7+F4Gg0HC4TAFBQW4XK5tuocfeuihzJkzZ6/rKyIiIrK3FLCniNbWVoaGhlixYkWuFdtxHF566aVc9/CKigqOOeYYysvLOeecc3j44Ye56KKLct3L//73v1NeXg6QG2c6+o/uSCTChg0bcq08K1euJBqNcvDBB+/juxWZeO9///tzwyNGs22bgYEBuru7c2OwN23aRHt7Oxs2bKCnp4fUcITUcIShDa+/eeKoSc0CZZnu4/7Serzhsj0aD9w851OsM809nuRs0aJFLFy4MK/heutJznaV49gkh/qI97dnZhnv30S8fzPxyGbs5Mh2zzNNk7KyMgoKCmhqaqKmpmabMdhFRUV4vd583J6IiIjIhFPAniKOPfZYZs+ezRVXXMG1115LWVkZjz76KCtWrODb3/42f/vb33LHtra28slPfpLvf//7zJkzh+rqagB++9vfcvLJJ7N582buuOMOUqlUrvUu6+tf/zrf+ta3SKfTXH/99RxxxBEcddRR+/ReRSaTaZqUlJRQUlIyZkhG1vDwMOvWrdtmaa5oNEq8v514fzv9q154szyPf8u47botS3PV4i+twxMq2WHwNj0+pn3gc9jpFKnYwG7fRyoWITnUizdchidYvNvnj2frZbq25jgO6dgAI/3txHvbGenbmAvUdio+7jmjZw+vr6+nrq4uN5N4ZWUlqVSKpUuXMnv2bILB7XXNFxEREdk/KGBPES6Xi5/85CfccsstXHbZZSSTSQ455BB+9rOfcfjhh48J2ACf//znWbRoEd/85jd55JFHuPrqq/nZz37G97//faqqqvjQhz5ETU0NS5YsGXPe6aefzmc+8xmSySRz5szhmmuu0Wy8IqOEQiEOPvjgMT07HMehu7t7TOheu3YtGzZsIJ2KE+taQ6xr7ORcLm8Af0lmDWx/ad2W5zV4C0oxjDeX8TLdHnyF5btdT19hOVTP3PMb3QErFSc52E1isJtEpDOzBnakg3j/JqzE+Ot/ezwe6uvraWpqorGxMbfV1tbusAU6lZoaS5SJiIiI5IPh5HPgnkxZjz/+OFdfffU2a9PmUzbMH3rooRN2DdkzsVhMrYQTIJ1O59bOXrt2LWvXrmXdunW0t7dvM847y3B78RdV4SuuxldYga+wAk9BGd6CUjzBIly+UF6/9HJsGzsVx0rFsZIjmS0Rw0oMk44PkR4ZIjUySCo2QGq4n2S0Dyse3W55pmlSU1NDc3Nzbps2bRq1tbV7tNyfPpsyFelzKVORPpcyFR0on8vdyTlqwRYR2UNutzsXMo877rjc/mQySXt7O+vWrcttGzZsoL29nXQ6yUjvBkZ6N4xfqOnC7Qvh8gZxef2Ybh+G241hurcE70z4dhwbHBvHtnCsNLaVxrFS2OkUtpXETiWw0wkcK71H9xYOh6mpqaGuro66ujoaGhpobGykvr4en2/Xx2eLiIiIHEgUsEVE8szr9TJt2jSmTZs2Zn86naazszMXtjdv3kxHRwfd3d309PQwNDQEtkV6ZJD0yGBe6+RyuQgGg4RCIQoKCigoKKCoqIjCwkJKSkooLS2lvLyc8vJyqqqqCIVCeb2+iIiIyIFAAfsAcfbZZ3P22WdPdjVEDmhutzvXIjyeZDLJwMAAg4ODDA8PMzIyQjweJ5lMkk6ncRwH27YxDAPTNHG5XLjdbtxuNx6PB4/Hg8/ny21+vx+/308gEMDj8Wi+BREREZEJpoAtIjJFeL1eKioqqKiomOyqiIiIiMgeMHd+iIiIiIiIiIjsjAK2iIiIiIiISB4oYIuIiIiIiIjkgQK2iIiIiIiISB4oYIuIiIiIiIjkgQK2iIiIiIiISB4oYIuIiIiIiIjkgQK2iIiIiIiISB4oYIuIiIiIiIjkgQK2iIiIiIiISB64J7sCIiL7k3Q6TX9/P5FIhGg0SiKRIJ1OYxgGbrcbn89HKBSisLCQkpISvF7vZFdZRERERPYRBWwRkXFYlkVbWxsrV65kzZo1rFu3jvb2dnp7e7Fte5fLKSwspLKykurqampra6mvr6exsZGmpiZCodAE3oGIiIiI7GsK2CIiQDKZZOnSpbz66qssWbKEZcuWkUgkxj3WMF14AmHc3iAujw/DdAFgW2nsdJJ0IkYqHsWx0wwODjI4OMiqVau2Kae8vJxp06Yxffp0ZsyYwYwZM6itrcXlck3ovYqIiIjIxFDAPoC0trZy0003cfbZZ092VUQmneM4rFmzhsWLF/PSSy/x2muvkUwmxxzj8gYIV0yjoLyRYGk9weIa/IXleAKFGMaOp7BwHId0YpjkcD/xoV7ig12MDHQSi2wm1r+J5HA/PT099PT08K9//St3ns/nY9q0acyYMYPp06czffp0pk2bRjAYnJD3QURERETyRwFbRA4YXV1dvPzyy7mtv79/zOveYBFFtbMpqj2IoppZBEtqdxqkt8cwDDz+Ajz+AkJlDdu8nk4MM9zXznDvBoZ7NxDtWc9w3wYSiQTLli1j2bJlY46vqqqiubmZpqYmGhoaqK+vp7a2luLiYgzD2KM6ioiIiEh+KWCLyFuSbdusX7+epUuX8vrrr/Of//yHjo6OMceYbi/FtbMprn8bJfVvI1hat0th1U4nScYG9rqOvlAJvlAJpY1vBzKt3vHBbob72xnp38Rw/yZGIptIjQzR2dlJZ2cnL7zwwpgyvF4vpaWllJaWUlJSQmFhIQUFBYRCIfx+P2VlZYRCIdxuN6ZpYpomtm1j2zaWZZFOp0mlUqRSKRKJBMlkkmQymXuefS2dTpNOp7Esa8wYdNM0cblceDwePB4Pfr8fv99PIBAgFApRUFBAOBymsLCQoqIiwuEwpqkFLEREROStSQE7z1pbW5k3bx5PPvkkS5cupbm5mS9/+cucdNJJQOaP/gceeIDHH3+c9vZ2vF4v73jHO5g3bx6NjY0A9PX1ccMNN/C3v/0Nl8vFRz7yEf7zn/9w1FFHcfnllwPw5z//mXvvvZeVK1cSCoU49dRT+cpXvoLf7wego6OD66+/nv/7v/8jHA7z9a9/fUw9d6UeIvsDx3EYGhpiw4YNrF+/nra2NlavXs3q1auJxWJjDzZMwpXTKK47mJL6t1FYPRPT5dnla1mpBCv+/BC9bYuxrVSe72TPJJNJOjo6tvnyYKoyTZPi4mJKSkooKSmhqKgIy7JYs2YNNTU1uS8LSktLNQO7iIiI7HcUsCfA9773Pb72ta9x88038/jjj/P/s3ff8XXVhf/HX3fve5ObnTRt2tLFbssGGQWUAgqUfJUlVn7IkCFK4QsiCPSLtLIFK1NBiwNr2baooCiIIBSh0tLdpkmzk5vcvX9/pDk0dLdpEuj7+Xic7x3nnM/5nMu137zvZ1155ZU8/fTTTJo0iV/+8pc88cQTzJ49m7Fjx1JXV8fNN9/MrFmzmDNnDrlcjksvvZRsNsvjjz+OzWbjzjvv5N133+XQQw8F4M9//jNXX301V111FbNnz2b16tXceuutrF+/njlz5pDJZLj44ovxer3MnTuXVCrFbbfd1qeO26uHyGDI5/Nks1mSySSJRIJ4PE4sFiMajRIOh+nu7iYUCtHR0UF7ezstLS00NTURjUa3WJ7Z6sBXOhJ/+Rj8ZfvgLanBand9cr1cjmxuyxOZbcmy1x6lbfW7u32fg8Fic2JzByCfB8BkNmMyWzCZrZjNVswWG2aLFbPVhtliw2S1Y7baMZssmCxWzBZrz/EmS08rv8kE+Tz5fI58LkculyGfTZPNpsmlk2TTcbKpBJlUjHQiSjoRIZeOk8vl6OjooKOjo0/9/va3v21WZ4/HQ2FhIQUFBQQCAQKBAH6/H5/PZ7TSezwe3G630XLudDqx2+3Y7XasVqu6z4uIiMiAUsDeA6ZNm8b5558PwIwZM3jnnXeYO3cukyZNYvjw4cyePZsTTjgBgKqqKk455RQWLlwIwDvvvMOHH37IggULGDVqFAD3338/U6ZMMcp/9NFHOfnkk/n2t78NwMiRI8nn81xxxRWsXLmSxsZGVqxYwZ///GejNfrOO+/kzDPPNMrYXj1EBsrs2bN59dVXd7scuyeIu7ACT1E1nmA1vpIRPWOozRby+TwfPPd/dDdtPpP3QJk6dSq1tbXMmzePhQsXkt8YdAdKNp0g25UY0GvuKLs7gK90H9LxLpKxEKlYF/lsmmg0SjQapb6+vt+udfHFF/PVr36138oTERER2ZQC9h5w+OGH93k9ceJE3nzzTQCmTJnCBx98wAMPPMCaNWtYs2YNK1eupKysDIAlS5YQCASMcA2fLOXTa/ny5Zx22ml9rnHYYYcZ+xobGwkEAn26ek+YMMHoPr4j9RAZCLlcjnfeeWe3ynB4gxQM2w9v0XBcBRV4ioZhd29p4q/Bbcmsra2lurqa2tpaFixYMKh1GWrsnkKqDj6FdKyL1MaAHe9sJNK+jkR3a79e69///rcCtoiIiOwxCth7gNXa92PNZrPGpD6PPvooP/3pTznrrLM48sgjmT59Oq+++iovv/wyABaLpc8EQluypZav3nN6u0RuqYxN67W9eogMBLPZzL333strr71GNpvtsy+bzW61i/imY6uTkQ6aP/4HzZuca3V68RaPwFc6Cn/ZaPzlYzjozJvIZfouw7WzdqeL+Lx584wWbJPJNOAt2N7iGsrGH73xVU8Xb/Onu4hbbZg2Pva+NputPe+ZN3YRN5v7zKze00U8Sy6bIZ/NkM2myKaTPS3mqRjZVJx0sqeLeDoRIRPvJhULk050kYp2kU3HibSu5cPn7tih+7Barfh8Pnw+n9E93O1243K5jO7hJpNpsx9Y8vk8Xq+XU045pb8+UhEREZHNKGDvAYsXL+7Tpfv9999nv/32A+Dhhx/miiuu4JJLLjH2P/HEE8Yf2+PHjyccDrNq1SpGjx4NQGdnJ+vWrTOOHzduHIsWLWL69OnGe+++2/NH/+jRo/H5fITDYVasWMGYMWMAWLt2LZFIxDh+e/UQGSgjRozgm9/85k6dk0gk+ozBbmxspL6+nnXr1tHQ0EAmESFU/xGh+o+Mc9yFlQQqJ1BQNYGCyvHYXL6druu4KZdgMlt2aZKzhQsXsmDBgkEJ1wCRtrVE3lg74NfdEVarlWAwSHFxMcFgkKKiImMStE3HYBcUFOB0OjWuWkRERIYsBew94KmnnmLUqFHsv//+PPPMMyxbtow77uhpnamoqODNN99kypQpmM1mnn/+ef70pz9RXFwM9HQvP+igg7j++uu5+eabcTqd3HXXXcTjceOPyosvvpjvfOc7zJkzh6lTp7J27VpmzpzJCSecwOjRoxk5cqRRxg9/+EMsFgszZ87sszTO9uohMpQ5nU6qqqqoqqrabF8ymWTdunUsX76cZcuWsWTJEtavX0+scwOxzg00fvQqYMJbPJzC6v0pGLY/gYoxOzSbuMXmYMLJ396lZbpSsRCJcBtOXzF2d8F2j08nosRCPXWOhxqJhRqJd7WQ306wN5lMeL1eY+Kv3uW6bDZbn38Depfp6l2GK51Ob7ZEV++2M3qX6nK73cYkZF6v15ikLBAIGEuKBYNBXC4XdXV17Lvvvrjd7p26loiIiMhQo4C9B5xzzjk8+eSTLF++nPHjx/PEE08wfvx4AH784x9z++23c/bZZ+PxeDjooIO47bbbuPXWW9mwYQOVlZU8+OCD3H777UyfPh2Hw8F5553H6tWrsdl6AsCXvvQl7r33Xn72s58xZ84cgsEgp59+OldffTXQ0+32kUce4f/+7/+46KKLcDqdXHrppTQ0NBh13JF6iHwWORwOxo4dy9ixYzn99NMB6OrqYvHixXzwwQf85z//Yd26dUTaerb177+M2WonUDGOgmH7UlA1AW/RCEzbWKvZbLXj9JfsVL2c/hL85WM2ez+fz5HoaiHSvp5I2zqi7XVE2upIRTu3WI7NZqOyspJhw4ZRUVFBeXk5ZWVlFBcXU1RUhN/v79d1pvP5vLEGdu862Pl8nnw+b3TF3nQdbIvFslPlx2IxtUiLiIjI54Yprz7B/WrcuHHceeedTJs2bZfO7+jo4IMPPuCYY44xAnUqleLwww/nhz/8YZ+ZwIeaxYsXA3DAAQcMck3k02KxGEuXLmXChAlqJQTa29t5//33WbRoEYsWLdpsySiL3YW/bB/8ZaPxlY7CWzICmyuwW0Ewn8uRjLQTCzUR62wg1rmBaHs90Y56cpktLxVWWVnJqFGjGDlyJCNHjqSmpoaKioqdDrFDmb6bMhTpeylDkb6XMhTtLd/Lnck5asEeYqxWK9/97nc555xzOPfcc0mn0zzxxBPY7XaOPfbYwa6eyOdCUVERJ510EieddBL5fJ61a9fy/vvv8/7777N48WJisRid6xfTuX6xcY7V4cFdWIHTV4LDG8Tm8mO1uzHbHJjNPYE3l82QzSTJJmOkExFS8S6SkQ6S4XYS4TbyucwW62O326mpqWH06NHGNnLkyM/1/6MSERER+TxSwB5i/H4/Dz/8MPfffz+/+93vMJvNTJo0iV/+8pcEg8HBrp7I547JZDJaiKdNm0Y2m2X16tV89NFHfPzxx6xYsYL6+noyySjdTSt3ay1tm81GRUUFw4cPZ/jw4dTU1DBq1Ciqqqo+V63SIiIiInsrBex+tmzZst0u44gjjuC3v/1tP9RGRHaWxWJhzJgxxgz80DNreUNDA/X19TQ3N9Pe3k4oFCIajZJMJkmn05jNZiwWCw6HA4/Hg9/vp7CwkOLiYkpLSykvL6ekpERBWkRERORzTAFbRGQ7nE6n0XVbRERERGRr+m+qWREREREREZG9mAK2iIiIiIiISD9QwBYRERERERHpBwrYIiIiIiIiIv1AAVtERERERESkHyhgi4iIiIiIiPQDBWwRERERERGRfqCALSIiIiIiItIPFLBFRERERERE+oECtoiIiIiIiEg/UMAWERERERER6QcK2CIiIiIiIiL9QAFbREREREREpB9YB7sCMnAefPBBnn32WV577bXBrorI50I0GqW1tZW2tjY6OjoIhUJ0d3cTDoeJxWIkEgkSiQTpdJpMJkM2myWfzwNgMpkwm81YLBZjs1qtWK3WzZ5bLBbMZrNxnslkMuqQz+f7bLlcrs9j7/V69Z5rNpuN7dN12NLrTetjs9mMx9737XY7drsdh8OBw+HA6XTicrlwuVxG3UVEREQ+7xSwRUS2Ip/P09XVRX19PevXr2fDhg00NDTQ1NREU1MTkUhksKs45JlMJtxuN16vF7/fTyAQoLCwkGAwSFFREX6/n0gkQlVVFS6Xq8+PByIiIiKfNQrYIrLXS6VSNDU1UV9fb4Tp3i0cDm/zXJvDg9MTxO4O4HD7sTt9WB0ebHY3FpsDi9WB2dLzT20mFcdk6mnNzZMnn8uRz2XJs/Fx4+tcLkM+lyOXy0I+Rz6fg3yePPmNjz2MKGoyG8HUhBlMpo07TZsFVqNFO99b1ibXzvdcs+d6OXLZbE998tk+9TOZTUb98rkMuWyWXDZNNpMyHrPpBPl8Tyt6NBolGo3S3Ny8zc/S5XJRXl5ORUUFlZWVVFZWUlVVRWVlJcXFxVgslh38LyoiIiIyOBSwB8G4ceO45ZZbeP7551m6dCk1NTVcc801nHjiiQDkcjkee+wx5s+fT0NDA3a7nUmTJnHLLbcwfPhwo4w77riDl156iUWLFuH3+znnnHO48sorjev87ne/4/HHH6e5uZmjjjqKYcOG9anH8uXLueeee1i0aBHxeJyysjLOP/98LrroooH7MEQGQCaToaOjg9bWVlpbW2lubqapqYkNGzbQ2NhIS0sLuVxuK2ebcPmK8BSU4w6U4wmU4faX4vKX4PIVY7U5t3ntbDrJ4r89TvOaReSy6f6/uUFgttgoGzmJA46/GIvNscVj8vk8uWyaTCpOOhkjnYyQTkRIxrtJxbtJxkIkIp0koh0kIu0kY13E43HWrFnDmjVrNivPZrNRVlZGVVUV5eXllJeXU1ZWRllZGSUlJQQCAbV+i4iIyKBTwB4kd999NzNmzGDWrFnMnz+fK6+8kqeffppJkybxy1/+kieeeILZs2czduxY6urquPnmm5k1axZz5swxypg9ezY/+MEPmDlzJi+//DL33Xcfhx9+OIceeigvvfQSt99+O9///vc56qij+POf/8x9991HRUUFAPF4nIsuuoijjz6a3/72t1gsFn7/+98ze/ZsjjzySCZMmDBYH43s5bLZrLHlcjkymQyZTIZ0Om1syWSSZDJJIpEgHo8Tj8eJxWKEw2EikQjd3d10d3cTCoXo6Oigu7t7s7HIn2a2OnrCc6AMT6AcT2E5noIK3P4yLFb7Vs/LpJPbLPfD1x6lefW/d+mzGKpy2TSNK98ml8tx4JRLtnmsxebEYnPi9Aa3fozVTi6bJh5uJ9bdQry7hWhXM7HuZmJdLcS6W0in00YPgy2x2WxGt/NAIEBBQQF+vx+fz4fX68Xj8RhjwsvKyigtLd2tz0BERERkSxSwB8m0adM4//zzAZgxYwbvvPMOc+fOZdKkSQwfPpzZs2dzwgknAFBVVcUpp5zCwoUL+5Rx5plncsYZZwBw2WWX8cQTT7Bo0SIOPfRQfvWrX3Hqqaca17jkkkv4z3/+w8cffwz0BOwLL7yQ888/H4/HA8DVV1/N448/zrJlyxSwZVC8++67fP/7398jZZvMFpyeQpzeIlzeIpy+IppWvkOsu6fbci6TJNxeR7i9bo9cf6BMnTqV2tpa5s2bx8KFC7f7w8LuaF79b/7cDz8eFJaP4fAzf4C3sAJvYcVm+/O5HPFIT/iOdbcQ62ohHm4lHm4jHm4nFe8inU7T3Ny83W7ovebMmcM+++yz23UXERER2ZQC9iA5/PDD+7yeOHEib775JgBTpkzhgw8+4IEHHjC6S65cuZKysrI+54wePbrPa5/PRzrd0wV1+fLlnHbaaZtdozdgB4NBzjvvPF566SWWLFlCXV2dsW/rXWVF9qy2trY9Uq7JbMVfVI3TW4TTG8TlK8bpLaK17oM9cr3BVFtbS3V1NbW1tSxYsGCwq9MvTGYzbn8JNocbm92Fze7G5vRgc3ixO33EuluIhhp3qsxoNLqHaisiIiJ7MwXsQWK19v3os9mssZTNo48+yk9/+lPOOussjjzySKZPn86rr77Kyy+/3Occu33zbqubtlZ9OijbbDbjeWtrK1/72tcIBoNMmTKFY445hgMOOIDjjjtut+9NZFedcsop7LPPPnR2dvb5LmezWaOreCqV2qyLeCKRIBqNEolEjC7iXV1dxizf+VyGrtY1dLVuPrYXwO7y4/aX4S7Y2D08UI6nsAKntwizefcm1hroLuLz5s0zWrBNJtMebcEuG3XodruI7wiL1W7UNRUPf9I1vKuZaFfTxlbrZtLJ7Ydim81GQUEBgUBgq13EKyoqOOCAA3a73iIiIiKfpoA9SBYvXsyUKVOM1++//z777bcfAA8//DBXXHEFl1zyyR+uTzzxxE79oTxhwgQWLVrE9OnT+1yz10svvUQoFOKVV14xgveyZcsA9ugf5CLb05/ddtPptDEOu62tjba2NlpaWoxJzhobGwmHw6Q2TrwVal7R53yT2YonUIanoGc8tqegvCeIB0pxuAt2aFKtg6ZcwmKzecAmOVu4cCELFizYo+F6RyY5+7RsNk06ESEVD5OMd5GMhkhGO4lHeiY56+nu3Uo2k9pmOYWFhVRUVFBRUUFpaakxyVlxcTFFRUX4fD5NdiYiIiKDRgF7kDz11FOMGjWK/fffn2eeeYZly5Zxxx13AFBRUcGbb77JlClTMJvNPP/88/zpT3+iuLh4h8u/5JJLuPzyy3n88cc56aST+Mc//sErr7xiTOxTXl5OPB5n4cKFTJ48mdWrV3PnnXcCPUsWiXwe2Gw2SkpKKCkpYdy4cVs8JhwO09DQQENDQ59luurr60mlUkQ6G4h0Nmx2ntliM8ZyOz2FONwF2F1+7C4fNocHq92F1ebCYrUx7oivMfaIr5KKRz4Jf3m2vERW79JXuRzke/fljSWv4NOh2bRxRS4TJpOZVDJKOt6F3V2Aw+Vjk8W8DD3LfW0st7f8jctz5XuvmcuRz/fUI99br411NFusmIDl78wjl82Qy2V6HrNpspkk2XSKbCZJJp0gk4qTScbIZrY9GZxxNyYTJSUlxlJdVVVVVFRUGI8ul2uHyhEREREZDArYg+Scc87hySefZPny5YwfP54nnniC8ePHA/DjH/+Y22+/nbPPPhuPx8NBBx3Ebbfdxq233sqGDRuorKzcbvnHH38899xzDw8++CAPPPAABx98MBdddBEvvfQS0NMV96OPPmLWrFlEIhGqqqr4n//5H1599VUWL17Mueeeu0fvX2So8Pl8jB8/3vjfX69cLkdzc3Of0L1hwwY2bNjQs6xXNk20q4loV9Mg1fyzx2w24/f7KSwspLCwkOLiYgKBAJlMhgMPPJARI0ZQWlq6xeEvIiIiIp8Fprz6Aw+4cePGceeddzJt2rTBrkq/6u2CrrGNQ08sFmPp0qVMmDABt9s92NX5zMtkMkZX896u5x0dHYRCIbq7uwmHw8RiMeLxOMlk0lhebEvMZjNWqxWr1YrFYsFms2GxWIzXFosFs9mMxWIxju9tBc/n88ZcC73Pe1/ncjmji3jvY+95JpMJs9ncZ+u95qbPe+uwrec2m83Y7HY7drsdp9OJ0+nE5XLhdrvxer34fD48Ho8x10QvfTdlKNL3UoYifS9lKNpbvpc7k3PUgi0ispOsViuVlZU71JtkU5sG4k2DsoiIiIh8Pihgi4gMEJPJZLREi4iIiMjnjwL2IOidrVtEREREREQ+P8zbP0REREREREREtkcBW0RERERERKQfKGCLiIiIiIiI9AMFbBEREREREZF+oIAtIiIiIiIi0g8UsEVERERERET6gQK2iIiIiIiISD9QwBYRERERERHpBwrYIiIiIiIiIv1AAVtERERERESkHyhgi4iIiIiIiPQDBWwRERERERGRfqCALSIiIiIiItIPrINdARER2XWZTIZoNEokEiEcDhOJRIhEIkSjUaLRKPF4nEQiQTKZJJ1Ok81mjXMtFgs2mw2Hw4HL5cLj8eDz+fD5fBQUFFBQUEAwGMThcAziHYqIiIh8dihgDwEPPvggzz77LK+99tpgV0VEtiKfzxOLxQiFQoRCIbq6uowwG4vFSCQSJBIJUqkUmUzGCLO5XI58Pk8+n+9Tnslkwmw293nsfb/32FwuRyaTIZvNkk6nSaVSxnXi8TjRaJRkMrnH793r9VJUVGRsxcXFm22BQACzWZ2iREREZO+mgD0EXHTRRZx//vmDXQ2RvVo+n6e7u5sNGzawYcMGGhsbaW5uprm5mba2Ntra2kgkEoNdza2yWO1Y7W7sdhdWmwur3YXN7sRidWKx2jBb7JgtVsymT0JwPp8jm81gMpnIZdOkU3FSyQipRIRkvJtkvJtcNm38kLBu3bqtX99iIRgMUlxcbITwTQN5SUkJRUVFOJ3Ogfg4RERERAaFAvYQ4PF48Hg8g10Nkb1CIpFgw4YN1NfXs379ehoaGqivr6ehoYFwOLzd8602Jw6XH7vTi83hwW53Y7W7sdocWKwOLFY7ZrOlJ8yaLeRyOeqWv0FXex35XHa75e+qbCZFNpMiGQvt9Llmi43KmklMOv5bWG2fdAfP5/OkUzES0RCJWIh4tIN4tJPExsee550kYl1ks1laW1tpbW3d5rV8Ph8lJSXGVlhYSCqVIp/PM3z4cIqKirBYLDt9DyIiIiJDgQL2ABg3bhy33HILzz//PEuXLqWmpoZrrrmGE088Edi8i3hdXR0zZ87k3Xffxev1ctFFF/HrX/+ayy+/nGnTpgHwhz/8gccff5yGhgaqqqo455xz+PrXv2500WxsbOSee+7hrbfeIhqNMnnyZK677jrGjx8PwA033ABAYWEhzz33HLFYjCOOOILbb7+dsrKygf6IRPpNOp2mo6OD1tZWWlpaaG5uprGx0WiZbmtr2+b5TnchHl8Jbn8Jbl8xbl8RLncQp7cQpyvQJ4DuiHdfe5RQ65rduaU9LpdNU7/qbXK5HIdMuaTPPrPZgttXhNtXBIzeyvlZEokuktEQ8WiIRKyTRDREPBYiGe0kHg8Rj3SSy6YIh8OEw2FWr17dp4zf/e53G69n7hPAe7felvBgMEhhYSE2m22PfBYiIiIiu0MBe4DcfffdzJgxg1mzZjF//nyuvPJKnn76aSZNmtTnuHg8zvTp0xk5ciS/+c1viEQi3Hbbbaxfv9445ne/+x333nsvt9xyCwceeCBLlixh5syZNDc3c/311xOJRDj33HOprq7mZz/7GXa7nQcffJALLriA559/nqqqKgBeeuklvvzlLzN37lza29v53ve+x/3338+dd945oJ+NyKflcjnWrl1LPB43xh4nk0lj7HHv+OPeib26uroIhUJ0dnbS1dW13fJtDg8efxmxcCupRN9W60Ssk0Ssk/bm5Xvq9gbE1KlTqa2tZd68eSxcuHCzMeBbsmHNv3nhiX8PQO36stpc2BweErFOcrms0TV/W3w+H4FAgEAggN/vx+fz4fV68Xg8uFwu3G43TqcTu92Ow+HAbrcTCASoqakZmJsSERGRvZIC9gCZNm2aMc56xowZvPPOO8ydO3ezgP3HP/6Rjo4O5s+fT0FBAQB33XUXZ5xxhnHMnDlzuPzyyznttNMAqK6uNoL4d77zHV544QU6OzuZP38+wWAQgHvuuYeTTjqJp59+muuvvx7o+QP19ttvx2azMXr0aE499VRef/31Pf1RiGzXY489xh/+8IfdKsPjL8XlLcLtLcLjL8XjL8UbKMMTKMPh9JHP5/n78/9He9P2u4V/FtXW1lJdXU1tbS0LFiwY7OpsU6CommPP+AHk8yRiIWKRduKR9o2PHZ90TY+FiEfaAYyW8Pr6+p261nXXXcfJJ5+8J25DRERERAF7oBx++OF9Xk+cOJE333xzs+OWLFnCyJEjjXANMH78eHw+HwAdHR00NTVx77338sADDxjH5HI5kskk9fX1LF++nJqaGiNcAzidTg488ECWL/+kVW748OF9uln6fD7S6fRu36vI7rLb7btdRjoVw5pykUl7yKTjpFM9WyYVx273YDKbOfaMH5DN7NlZuN997VE2rBn4VuF58+YZLdibzky+LZUjD92si/hAsFgdmEwmMpkk6XTc+O+VSSd6tlTve7Hdvpa6louIiMiepIA9QKzWvh91Npvd4pI2FkvPpEhb07vvxhtv5Kijjtpsf0VFxVb/kM7lcn3q0R8hRmRPmD59OqeccgqJRIJMJrNZF/FYLNani3h3dzehUIiOjg46OjpIJpOkEj2zYXe1bT7ztdlsxRMowxsox1dQgbegHF+gAk9BGQ6n31gyqz8cMuVSFv3NzIa1i8hlB+4HrIULF7JgwYIdCtdbm+SsP+WymU8mSot0bNJK3bHxsY1UIrJDZTkcDmOd7kAgYKzd3dtFvLd7uMvlwuFwGF3EfT6f5pgQERGRPUoBe4AsXryYKVOmGK/ff/999ttvv82OGz9+PM888wyhUMhoxV61apUxu3FRURHBYJD169czYsQI47w//vGP/PnPf2b27NmMGzeO5557jvb2doqKigBIJpP897//5cwzz9xzNynST0wmExUVFbt0bj6fJxKJGJOcNTU10djYaEx01tjYSDqdJtzZQLizgcZPnW+1OfEEynq6lfs2TnTmLcLpCeLyFPQE8J1Y79lqc3DYyVeSzaRIxLY/Pry/JGIhYuE23L5inO6CbR7rdAewWHftB7dPZhr/ZFZxY4bxWO/zDpKxbmD7rehut5uysrI+E5xtusxXUVERbre7X38EEREREekvCtgD5KmnnmLUqFHsv//+PPPMMyxbtow77rhjs+NOP/10HnzwQWbMmMGMGTNIJBLcfvvtQE/oMJlMfOtb3+K+++6jsrKSY489lmXLlnHrrbdy4oknYrfb+fKXv8wjjzzCNddcw3XXXYfdbuenP/0psViMr33tawN96yIDymQyGS2ao0aN2mx/73JS9fX1xvJc69evp76+ntbWVjLpBF1t67bY8r3xCtidXhxOHzaHB5vDjc3uwrpxvWmL1Y7ZYsNstmIymzGZera+8j2tyvk8eeP5p3uumIzzzWYrZosFi8XesxSYzYHN5ty41nXPBGE2m6tP8Pf4SygqH7Nbn2U2myYZ6+ppeY6FesJz5NNLdXWQzaR2qDyr1UpRUZERnEtLSwkEAiQSCSZNmsTw4cPxer27VWcRERGRwaSAPUDOOeccnnzySZYvX8748eN54oknjCWzNmW323n88ce5/fbb+epXv0ogEOCyyy7jo48+MsYOXnTRRTgcDn71q18xa9YsiouL+epXv8rVV18N9Iylnjt3LrNmzWL69OkATJ48md/85jdUV1cP2D2LDEUWi4Xy8nLKy8s55JBD+uxLpVJGK3dTUxNNTU00NzfT1tZGW1sboVCIXC5HKhHebPbxwWfaGLbdPYHbvjH421wb1+i2bwz9FqPbeD6fJZfNkEknyaYTpFNxUsmervXJePdOjXn2+XxGC3NxcfFmz4uLiykoKNhsaEwsFjOWL3S73f39oYiIiIgMKFN+R2a+kd0ybtw47rzzTmMN622pr69n7dq1HHPMMcZ7zc3NHHvssTz99NObBYKhZPHixQAccMABg1wT+bTeEDNhwgSFmN2QzWbp7u6ms7OT7u5uIpEIkUiEeDxOIpEgkUiQSqVIpVJkMhlyuRzZbNaYOyGfzxs9UXq33sBpNpv7dHvO5/PG+b3j0Lc0Fj0SiZBK7VgL8q6wWq0Eg8E+gXnT0Nz73Ol07lL5+m7KUKTvpQxF+l7KULS3fC93JueoBXuISSaTXHLJJVx77bV88YtfJBwOc//991NTU8NBBx002NUT2atZLBYKCwspLCwc7Kr0kUqliEajhMNhI/RHo1Gi0agR/lOpFOl02gj8ZrMZs9lsrBPtdDrxeDz4fD78fj+BQIDCwkJ8Pp/GO4uIiIjsIAXsIWb06NHce++9PPzww/zkJz/B6XRy5JFH8otf/ELLy4jIFtntdux2+5AL/iIiIiJ7GwXsAbBs2bKdOv6UU07hlFNO2UO1ERERERERkT1hx9eaEREREREREZGtUsAWERERERER6QcK2CIiIiIiIiL9QAFbREREREREpB8oYIuIiIiIiIj0AwVsERERERERkX6ggC0iIiIiIiLSDxSwRURERERERPqBAraIiIiIiIhIP1DAFhEREREREekHCtgiIiIiIiIi/UABW0RERERERKQfWAe7AiIie7NYLEZ7ezuhUIhwOEw8HieZTJLJZAAwm83Y7XYcDgcejwePx0MgECAQCOB2uzGZTIN8ByIiIiLSSwFbRGQPy2azNDQ0sGbNGtatW8f69etpaGigqamJSCSyy+Xa7XaCwSDFxcUUFRVRXFzcZysqKiIYDGK32/vxbkRERERkaxSwP2MefPBBnn32WV577bXBroqIbEEikWDNmjWsXLmSlStXsmrVKtauXUsqldrqOTa7C4fTj8PpxWZzYbHZMZstAORzebLZNNlMknQqTjIZIZWIkMkkSaVSNDU10dTUtM06+Xw+gsEgBQUFFBQU4Pf78fl8eL1ePB4Pbrcbl8uF0+nEbrdjt9ux2WxYrVYsFgtmsxmTyWRsvTZ93nuM2WzGYrFgs9mM90RERET2FgrYnzEXXXQR559//mBXQ2Svl81maWpqoq6ujrVr17J69WrWrFlDfX09uVxus+OtVgeB4DAKgtX4CyrxFZTj9ZfhdPrJZJI7f/1MkmQiQiLeRTzWRSLWRTzeScJ43vOYz2cJh8OEw2HWrVvXH7e+w3q7tzudTtxuNx6PB6/Xa3RxDwaDeL1eotEofr+f6upqnE7ngNZRREREpD8pYH/G9I7BFJE9J5/PE41GCYVCdHR00N7eTmtrKy0tLTQ3Nxvdu3vHSX+a0+WnsLiGwuIagsU1FBaPwOsvxWT6ZF7JTDrJv/72KA1r3yObTQ/UrQ2oXC5HIpEgkUgQCoW2eezPf/5zAAoKCigvL6eiooKKigoqKyuprKykoqKCYDCoFnEREREZ0hSwh5hx48Zxyy238Pzzz7N06VJqamq45pprOPHEE4G+XcRvuOEGnn322c3KqKqq4rXXXmPcuHFbvMZVV13FlVdeyYYNG7jrrrv417/+RXd3N0VFRXz5y1/m2muvxWzWBPMyuPL5PIlEYpvH5HI5UqmUsaXTaZLJJMlkss/zZLKnO3UymSSRSBiP8XicRCJBLBYjFosRiUSMLZvNbreOZosNf6Acf2EVgcJhFASrKAgOx+Up2OzYbKZvF/G3XnuY9Wv+vVOfyVBRPfJQjpxymfE6n88DefK5PHny5HJZctlMT9f2bIpMJkU2FSeVipFKRUkmoiTj3STi3cRjIeLRDmLRDjLpniAeCoX4+OOPN7uuw+GgvLzc2EpLSyktLdV4cxERERkyFLCHoLvvvpsZM2Ywa9Ys5s+fz5VXXsnTTz/NpEmT+hx30003ce211xqv33vvPb73ve9x1VVXAfDGG2/0Of5HP/oR7777Lv/zP/8DwOWXX05JSQm/+MUv8Hg8vPrqq9x5551MnDiRk046aQ/fpXxWLV26lDVr1mAymTYGq75jcXvf630/n8+Tz+fJZrNkMpk+WzqdJpVKGc97t2QyyX//+1+i0eiA39/OyGXThDrWE+pYP2DXnDp1KrW1tcybN4+FCxf2+bwHyvo1/2b9E/3340BJ+VhO/epsMuk4kXArke4WIl3NRMIthLuaiXS3EIu0kUwmWbdu3Ta7uns8HgoKCggEAvh8PqPXj9vtxul0Ul5ezvHHH4/FYum3+ouIiIj0UsAegqZNm2aMs54xYwbvvPMOc+fO3Sxg+3w+fD4fAHV1dfzwhz/koosu4qyzzgKgpKTEOPbJJ5/kr3/9K08//TRlZWUkEgnOOOMMpk6dSkVFBQDTp0/nscceY9myZQrYskVvvvkmt91222BXY69WW1tLdXU1tbW1LFiwYLCr029MJhN2h4egw0OwuGaz/dlshlikrSd8h1uJhluJhtsItdfR1dlgHBeNRolGozQ0NGxWRq9AIMAhhxyyJ25DRERE9nIK2EPQ4Ycf3uf1xIkTefPNN7d6fFdXF5dccgmHHnponxbtXq+99hp33XUX9913H/vttx8ATqeTCy64gIULF/Lhhx+ybt06li1bRltb2xYnaBIBqKiowO12E4vFBrsqu8RisWOxOrDaHFit9o2PLmx2Jza7G5vDhd3uwe5w43D6cTp9ONwFuFwBbHZnv47/3dUu4vPmzTNasDftRTCQPt1FfHdZrI6tfrbpdKInVHc3b3xsIdLdSjTSSizcvksTxAWDwd2tsoiIiMgWKWAPQVZr3/8s2Wx2q2Oi0+k0V155JS6Xix//+Meb/ZG6dOlSrr32Wq6++mq++MUvGu/HYjEuuOACEokEp5xyCmeddRYHHnigZiiXbRo1ahTPPffcNo/J5XJks1lyuRyZTIZsNrvV7uGf7hreu/WOp/702OpN39t0nPWm47A3HW+dTCb7jKXOZlNksylSyfBO37vV5sTjLcLjK8HrL8UXKMNfUIm/oBK3t2inw/eRUy7H9DfLTk9ytnDhQhYsWDAo4dpisVFVM5kjjr8Eq83RL2VmMymjC3g03EYk3EYk3EK0u4VwdwuJWGi7Zfj9foqLi/ssRRYIBPB6vfh8Ptxut7EUWVFREX6/v1/qLiIiIvJpCthD0OLFi5kyZYrx+v333zdanj/tlltuYc2aNcybNw+3291nX3NzM5deeilf/OIXufTSS/vse+ONN/joo4948803KS4uBiAUCtHe3j4oLWLy+WE2m40fhByO/glhuyObzW42udmmWzQa7TPJWe+SVl1dXXR2dtLZ2Uk0GiWTTtDV2dCnO3Ivq81JQbCagqLhFBYNp7C4hoJg9TZDqNXm4JiTryKbSRGPde3w/cRjIaLhVjy+Elzugl35SPrI5XNk0wkymSTZTIpsNkMumyaXz5LLZcnncuRzOSCHze7GbLHS1PDfnpM3/lvR+3/z+XzP8flPJjnLZFJkMkkyvZOcJaMkE+GNk5x1kUxEtltHn89nzCReUVFBeXk5ZWVllJWVUVxcPCS+ZyIiIiKggD0kPfXUU4waNYr999+fZ555hmXLlnHHHXdsdtwjjzzCH//4Rx555BFsNhutra3GPo/Hw2WXXUZlZSXXXnstbW1tRnC22WyUl5cD8MILL/ClL32JxsZG7r33XqOFUOTzwmKxGC2YuyqRSNDW1kZzczNNTU00NjZSX1/P+vXr2bBhA5l0grbmFbQ1rzDOMZlM+AsqNy7XNYLCohEEgtW43IG+9bPa8fpLPn3JrfL6SygpH7PV/fl8nlQyQizaSTzaSTzWszZ2PBYiEe/uCbeJMKlEhFQqRia97ZnaB4LNZjNmBO+dIXzTQN0714SIiIjIUKeAPQSdc845PPnkkyxfvpzx48fzxBNPMH78+M2O+93vfkcikeAb3/jGZvvuvPNOlixZAsAXvvCFPvsOO+wwfvWrX3HjjTfy5JNPcv/991NWVsapp55KRUUFixcv3jM3JvIZ5XQ6GTZsGMOGDdtsXzqdpr6+nrVr17J69WpWrVrFypUrCYVCRov32hWfzKHgcPo2di2vwOsvxe0txu0pxOnyY3f6sNmcWKz2Pl3Oc9kMmUyK9CYtwIl498bg3GmE6Vi0g3i0Y5fW1bZYLDidThwOBzabDZvNhsViMTaTydRn69X7vPd9i8WC2Ww2yrDb7TidTtxuNx6PB6/XSyAQIBAIEAwGcblcrF+/nn333Xe3fgQRERERGQoUsIegffbZh+uvv36L+6666ipjGa7XXnttm+VMmzZtm/unT5/O9OnTd6mOItLDZrMxcuRIRo4cyQknnAD0tCK3t7ezcuVKVq5cyerVq1m9ejWNjY0kE2Fam5bR2rRsm+WazBZMsHHSwZ0ftrHpuOSioiIKCgoIBoMEAgH8fj8+nw+v12ssYTVY60fHYrF+nTxOREREZDApYIuI9DOTyURxcTHFxcUcccQRxvuJRIK6ujrq6+tpaGigsbGR1tZW2tvb6erqIhz+ZPK1fC67Way22Wx4PB4CgYAxmVdvgC4pKenzOFiBWURERGRvpoAtIjJAnE4nY8eOZezYsVvcn8vljInYemdit1gs2Gw2nE6nQrOIiIjIEKeAPcQsW7btbqMi8vllNptxuVy4XK7BroqIiIiI7IItL64sIiIiIiIiIjtFAVtERERERESkHyhgi4iIiIiIiPQDBWwRERERERGRfqCALSIiIiIiItIPFLBFRERERERE+oECtoiIiIiIiEg/UMAWERERERER6QcK2CIiIiIiIiL9QAFbREREREREpB8oYIuIiIiIiIj0AwVsERERERERkX6ggC0iIiIiIiLSD6yDXQERkc+qZDJJV1cXXV1dhMNhIpEIkUiEaDRKPB4nHo+TTCZJJpOkUimy2SzZbJZcLmeUYTabsVgs2Gw27HY7NpsNp9OJ2+3G7Xbj8XjweDz4/X58Ph+BQAC/34/Vqn++RURERIYa/YW2hzz44IM8++yzvPbaazt0fD6f57nnnuPYY4+lqKhoD9dORLYml8vR1dVFR0cH7e3txtbR0UFnZyednZ10dHQQCoVIJBKDVk+fz0dhYSGFhYUEg0HjMRgMUlRUZLzn8/kwmUyDVk8RERGRvYkC9hDx73//mxtuuIFXX311sKsi8rmUSqUIhUJGQO597A3SvY+dnZ1ks9kdLtdkMmN3eLDbPTjsbmwOFzabC6vVidVmx2KxY7FasZhtmC1WTCZzzwbkgXwuSy6fI5/Nks2nyabTZLIpsukk6UyCdDpOKhUnlYz2bKkYAOFwmHA4TF1d3TbrZ7VajbBdUFBAQUGB0Qru8/nw+XxGK7nH48HpdOJ0OnE4HGolFxEREdlJ+utpiMjn84NdBZHPjEwmYwTMcDhMd3e38djV1UV3dzehUMjovh0KhYhGoztxBRMulx+XpxC3uwCXu2DjYyEuVwC73c1Hi/9IY8NHZLNpkokwyUSY8B67412XyWRoaWmhpaVlp881m83YbDasVitWqxWLxYLZbMZsNmMymfpsm55jMpmM4ywWi9EF3mq14nA4sNvtOBwOXC4XVquVSCTCqlWrCAaDeL1efD5fnx8ALBZLf34kIiIiInuMAvYuGjduHLfccgvPP/88S5cupaamhmuuuYYTTzxxi8cvX76ce+65h0WLFhGPxykrK+P888/noosu4u233+bCCy8E4MQTT2TmzJncd999nH/++Vx55ZVGGb/97W956KGH+Nvf/sY3v/lNxo8fT3t7O6+++iqBQIALLriAb33rW5hMJqPMV199lWHDhgFs9t7atWuZOXMm//nPf8jlckyaNInrr7+ecePG7fkPUPZa+XyedDpNPB4nFosRi8WIRqPG1juGedPxzL3jm7u7u4lEIsTj8V26tslkxukK9IRnVwCXuwCnK4DbHegJz+4A7o3vmc1bD3X/+OvD1Nf9Zxc/gcFRUjqG0WOOJh7vJpkMk0xESCYjpFNxksko6XSCdCpOJvNJt/dcLmeMIR8sJpMJr9dLIBAwWt57n2/aEv/pFnm73T5odRYREZG9lwL2brj77ruZMWMGs2bNYv78+Vx55ZU8/fTTTJo0qc9x8Xiciy66iKOPPprf/va3WCwWfv/73zN79myOPPJIJk6cyIMPPshVV13F73//e8aOHcuqVat44YUX+gTs5557jq985StGt83f/OY3nH322cyfP58PP/yQW2+9FYBLLrlkh+r/ve99j/Hjx/OHP/yBTCbD7NmzufLKK/nzn//cPx+QfK6k02kWLFjARx99tM3j8vk8qVSKVCpFIpEgmUySSCSMCb/i8TiZTGaAav3puuWIxzqJxzoH5fpbMnXqVGpra5k3bx4LFy7cY71ZWltW0NqyYo+UvbucrgBl5eNIp+MkExFSqejGxxj5fN7oqVBfX7/DZdrtdjweD263G5fLhcvlMrq+22y2zY4/6KCDmDp1qsari4iIyG5RwN4N06ZN4/zzzwdgxowZvPPOO8ydO3eLAfvCCy/k/PPPx+PxAHD11Vfz+OOPs2zZMiZMmEAgEAAgGAzidDo5++yzefLJJ3n//feZOHEia9as4f333+f//u//jHJHjhzJrbfeislkYvTo0axatYpf/vKXfOtb39qh+tfV1XHUUUdRVVWFzWbjRz/6EatXryaXy2E2awU36eutt97ioYce2uPXcXuCeL3FeH0leH0luD2FOBwebDY3773zWzo7tj3m+LOmtraW6upqamtrWbBgwWBXZ1D4A2WccPJ3Ngu3uVx2Y0t7mEQ8TCIRJpHoJhJupSvUSFeoga5Q4xbL7P2Rp7Nzx35M+etf/8rIkSOZMGHCbt+PiIiI7L0UsHfD4Ycf3uf1xIkTefPNNzc7LhgMct555/HSSy+xZMkS6urq+PjjjwH6LNezqbFjx3LAAQfw3HPPMXHiRJ577jkOPPBA9tlnnz7X3/QP0okTJ/LYY4/t8B+U3/3ud/nRj37Er3/9aw477DC+8IUvcPrppytcyxaNGTOGiooKGhu3HGj6SyzaQSzaQUvzcgDMZit2h7snZNs9VA47AIfDi93hxm734nB6cDi8OBweHE4fTqcXh8OHxWrfY62R//jrw6xb806/lDVv3jyjBdtkMu2xFuwRIw/jCydctkfK3hW5bJZMpmcit1w2S0vzClKpKKlkjGQyYnRhTyZ6g3WYRLybZCJMNpvu9/pUV1dTVVXV7+WKiIjI3kUBezd8eobdbDa7xXDa2trK1772NYLBIFOmTOGYY47hgAMO4Ljjjttm+WeffTb33XcfN910Ey+++CIXX3zxNq/fG9a3NiHQp2dGPv/88znllFN4/fXXeeutt/jJT37Cz372M5577jmKi4u3WTfZ+1RUVPDUU09tcV8ulyOTyZBOp401n1OplNE9fNNt07HX8XjcGHu96Vjs3rHXuVyOXC5DIt5NIt69U/W1WGw4XX6cTh9OVwCnMe46gMvVO3FZzzhsu92zU2H82BMu5w2zmbq17+122Fu4cCELFizYY+HaYrExvGYyxxx3KVabg0w6SSIRNsJrKhXrGYOdivdsmSSZTIJMJkU2kyaXS5PNZj6Z7TyXI0+up675PHk21nlj3fMb38vncuTzOfL5rPHfMZtN92yZFLncjs/UviU2m80Yj+33+/H7/cYEaR6PB6/Xa6wj/uku4k6nE7vdjt1u1w+KIiIi0q8UsHfD4sWLmTJlivH6/fffZ7/99tvsuJdeeolQKMQrr7xijP1btmwZ8Mns4Vv64/70009n1qxZ/OIXv6CtrY3TTz99s+tvatGiRQwbNoxAIGBcJxKJGPvXrl1rPG9vb+enP/0pl1xyCdOmTWPatGk0Nzdz7LHH8s4773DqqafuzEchezmz2WwElt5hELsrn88bobt3krPesbibTnjW3d292Szi6XRPkItG2olG2rd7LYvFtjFwF+L29MwW7t44g7jbXdjz2l2A3dETxK02B8efdDWZTIp4vGu37jMWCxEJt/Z0h3cX7FIZ+Y1dqePxLhLx7p7HRJhEvIt0KkEk3Mazv7+eRLybTGbwJizbEqvVit1uNyYo6w3JPp+PQCCAz+ejoKCgT5guKCjA6XRqvLSIiIgMOQrYu+Gpp55i1KhR7L///jzzzDMsW7aMO+64Y7PjysvLicfjLFy4kMmTJ7N69WruvPNOoGecIIDb7Qbg448/prCwEI/Hg8/n4+STT2bOnDmceOKJ+P3+PuW+++67/OQnP+ErX/kK7777Lk8//TQ33ngj0NPF3O128+ijj3LNNdewbt06fvGLXxjnBgIB/va3v1FXV8e1116L1+tl/vz52Gw29t9//z3yeYnsDJPJZKzNXFpausPn5fN54vG4sURXV1cXnZ2ddHV10dHRQSgU6vMYDvd0OY6EW4mEW7dZttls3dgCHjBmI3c4/T3d0p1eHA4vNrsbu92Fze7CZnVitTmwWuyYzJYtBkKfr4SysjHk83lyuZ5u05lMkkw6QSoVM9bA7u023dtVOhHvIr5xS8TDwI63flut1j6zbnu9XqOl1+1243A4jOW0bDYbNpvNWG5rS8t09f732nTb0jJdNpvNKLN3ve1MJsPSpUuZMGGC8e+giIiIyGeVAvZuOOecc3jyySdZvnw548eP54knnmD8+PGbHXfKKafw0UcfMWvWLCKRCFVVVfzP//wPr776KosXL+bcc89l7NixHHfccVxzzTV873vf46KLLgJ6JlJ78cUXmTZt2mblnnjiiaxatYqvfOUrlJaWcuONN3LuuecC4PV6ueuuu7j77rs59dRTGT9+PP/7v//LFVdcAfT8gf3YY48xe/Zspk+fTjweZ8KECTz66KMMHz58D35qInuWyWTC7XbjdrupqKjY7vGpVIqOjg7a29vp6Oigra3NeN37Xm8Qz+UyO9wqvoWaYbFYMZnMmExmMAH5npnNc7nsxi7Tu95F3Gw2U1hYSDAY7LP1vldYWEhBQQEFBQW43e4h0/o7WDPKi4iIiOwJCti7YZ999uH666/f4r6rrrqKq666Cuj5g3/GjBnMmDGjzzHf/OY3jed2u51HH310s3KampqorKzk6KOP3myf3+9n1qxZW63fSSedxEknndTnvd6u6QCjR4/e4jVF9iZ2u53y8nLKy8u3eVwqlSIUCtHe3k4oFDK2rq4uo4t6OBw2xpDH43Hi8fgm46rzOzxe22KxGOOGe1uXe1uce9d/7g3MvQHa7/dvdf4FERERERkYCthD1EcffcTq1av5yU9+wgUXXKCJeEQGmd1up7S0dKe7q/dO/JZOp8lkMmSzPZN+5fN5oyu1xWLBarUaazTbbLYh08IsIiIiIjtOAXuI+s9//sOPf/xjjj/+eL7xjW8MdnVEZBeYTCZj8jcRERER+fxTwN5Fm3a13hPOP/98zj///K3u/9WvfrVHry8iIiIiIiI7R/2ORURERERERPqBAraIiIiIiIhIP1DAFhEREREREekHCtgiIiIiIiIi/UABW0RERERERKQfKGCLiIiIiIiI9AMFbBEREREREZF+oIAtIiIiIiIi0g8UsEVERERERET6gQK2iIiIiIiISD9QwBYRERERERHpBwrYIiIiIiIiIv3AOtgVEBEZqlKpFE1NTTQ3N9PW1kZ7eztdXV2Ew2Hi8TjJZJJsNksul8NkMmG1WrHb7bhcLjweD16vl0AgQEFBAcFgkKKiIkpKSnC5XIN9ayIiIiKyByhgi8heL5vNUldXx6pVq1izZg1r166lrq6OlpYW8vl8v1/P6/VSWlpKSUkJZWVlfbbS0lIKCgowmUz9fl0RERER2bMUsPciN9xwAw0NDfzqV7/a4v63336bCy+8kFdffZVhw4YNcO1EBkY2m2X9+vUsX77c2FavXk0qldri8TabE5+vBK+nCLe7AJfLj8PhxW53YbU6MJutmEyQz0MulyGTSZFOJ0ilYiSTURKJbmLxLmKxELFoJ6l0nEgkQiQSYfXq1Vu8pt1up6SkxNiKi4spKioiGAxSWFhIIBAgEAjg8XgwmzXSR0RERGSoUMDei9x0001ks9nBrobIgMlmszQ0NLBixQpWrFjB8uXLWblyJYlEYrNjbTYXRUXDKQoOJxisJlg4jECgApfLb7QmZzIpYvGu3apTOhUnFg8RjYaIRTuIRDuIRjuIxjqIRDpIJLpJpVI0NDTQ0NCwzbJMJhNutxuXy4XL5cLhcGC327Hb7VitViwWC2azGbPZjMlkMlrjc7kcuVyOfD5PLpfDYrEYn1dvl/fefZteq7csq9VqdIe32+04HA6jDi6XC6/Xi8fjwefz4fP5CAQC+Hw+7Hb7bn12IiIiIkOdAvZexOfzDXYVRPaIXC5HW1sb69evp66ujrVr17JmzRrWrFlDMpnc7Hir1UFJyUhKikdRWjKK4uKRBAJlmExbbg1OZ5L87W+PsHbde2Sz6T19Ozssn88TjUaJRqODXZUd4na7KSgooLCwkMLCQoLBID6fj3g8TiwWo7KykmAwSCAQUMu8iIiIfCYpYPeDcePGccstt/D888+zdOlSampquOaaazjxxBPp6Ojg2GOP5f/+7/8488wzjXPuuece/vnPf/KHP/yBKVOm8KUvfYnXX3+d9vZ2HnzwQcaNG8ddd93F66+/TkdHB36/nxNPPJGbbroJl8vF22+/zTe/+U0eeOAB7r77bhobGzn44IOZPXs2TzzxBM899xw2m40LL7yQyy+/HNi8i/i7777L7NmzWbZsGTU1NZx99tmD8fGJbFMmkyEcDhMKhQiFQrS3t9Pe3k5rayvNzc00NTXR1NS0xSANYLHYKSoaTnHRcIqLR1JcNJJAoHyzAJfJbLmLOMBrf3uYNWve6df7GopKikey774nYTaZwWTe2HJvAvJAnnwuRy6fI5fLkstlyGbTZDJpMpkUmUyCdDpJOp0gmYqSTsc3dpGPkkxGgDyxWIxYLMaGDRs2u/b8+fON5xaLxQjgvWG8sLCQgoICCgoKCAQC+P1+fD4fXq8Xt9utMesiIiIyJChg95O7776bGTNmMGvWLObPn8+VV17J008/zaRJkzj++ON57rnnjICdy+V44YUXuOSSS4zz586dyyOPPILP52PcuHF85zvfobm5mYceeoiioiIWLVrE97//ffbZZx+mT58O9HTn/NnPfsbdd99NJpPh0ksv5YwzzuDss8/m97//PS+88AL3338/U6ZMYdy4cX3qu379ei666CLOPPNMZs2axcqVK7nlllsG6uOSvVBnZyc///nPeffdd433tjeBWDweJx6P71D5ZpMFf6CMgkAlrW2riUY7AMhmU7S0rKSlZeWuV76fTZ06ldraWubNm8fChQv3yERqu6K1bQ2v//2xAb+u3e7G6y0mHg8Rj4fJZrO0tbXR1ta2Q+ebzWbcbvcOdUE/7rjj+MY3voHb7d7daouIiIhsRgG7n0ybNo3zzz8fgBkzZvDOO+8wd+5cJk2axNlnn823v/1tmpubKSsr46233qKjo4PTTz/dOP+4447jqKOOMl4fffTRHHrooUYwHjZsGHPnzmX58uV9rvud73yHAw44AIAjjjiCDz74gOuvvx6TycSll17KnDlzWLFixWYB+5lnnqG4uJgf/vCHWCwWRo8eTWNjI3feeece+XxEnnvuOV555ZV+K8/vL6OifByVlftSXjYWr68Yi9lKPp/n+RduMwL2UFRbW0t1dTW1tbUsWLBgsKsz6IKFwzjjKz/EZDKRzWWIx7uJhNtoa19He/ta2tvraO+o22r3/FwuRyQS2aFrPfvss4wZM4aTTjqpP29BREREBFDA7jeHH354n9cTJ07kzTffBODYY4+lqKiI559/nksuuYRnn32WE088kUAgYBw/YsSIPuefd955vPbaazz77LOsXbuWlStXUl9fz6hRo/oct+l5brebYcOGGV0lnU4nwBZnR16+fDn77ruvMbkRwKRJk3bl1kV2yPHHH8+//vUv1qxZ0y/ldXc3093dzLLlf8dqdRAIlFMQqKCwsIr99z+FY46ejs9X2i9jefu7i/i8efOMFuxNJx8bbCNHHsaU4y/bY+Xn83nS6YQxs3o83kUs1kUiEeavrz9CLNZpzLaeSO5YYN5ZBx54IBMnTtwjZYuIiIgoYPcTq7XvR5nNZo0/7C0WC2eeeSYvvvgiF1xwAX/5y1944IEH+hzfG4ahpzXm0ksvZcWKFZx++umceuqp7Lffftx8883bve6OhgmTydRnhuAtlSXSn0aOHMkjjzyyQ8em02ljvG44HKa7u9sYg93R0WGMwW5qaqK9vZ1MJkl7+zra29f1KcdqdVAUrO4Ze11cQ0nJKIKFwzCbLVu58pZNOeFy/mYy99skZwsXLmTBggVDJlybzVYqKydw8IGnEw63YTKbMJnMmPhkXHOePPl8rmccdi5LduMY7Gw2TSadJJ1Jkk7HSaU2LlGWipJKRkkkIyQSYRLxMPFE9059fpuOxe6dHK13/HUgEMDr9eLz+fB4PMZYbJfLpX/LREREZNDor5B+snjxYqZMmWK8fv/999lvv/2M12effTaPPfYYv/rVr/D5fBxzzDFbLWvp0qX8/e9/55lnnuGggw4CegJHXV0d1dXV/VLf8ePHM3/+fFKplDFu8b///W+/lC2yu2w2m7HWc0VFxTaPTaVSNDc3U19f32cW8XXr1pFMJmluWUnzJuOvLRabEbZLS0ZTUjKSgkDFVmcQB7BZHZx80tX9skwXQCwWIhxuxecrwe0u2PyAfJ5UOk4s2kks1kU80bXxsZtEPEwiGSGZjJBKxUmlYuTzu7f8Xi6Xob5+MfX1i3ernB3ldDqNCcz8fj8Ao0aNoqKigmAwaKz57fP5NJu4iIiIfKYoYPeTp556ilGjRrH//vvzzDPPsGzZMu644w5j/8iRI5k0aRJz5szh61//ep+u2Z9WXFyM1WplwYIFBINBQqEQDz/8MK2trVvs7r0rzj33XJ5++mm+//3vc/nll1NXV8eDDz7YL2WLDCS73U51dTXV1dUceeSRxvu9a2CvWrXKWAd7xYoVxGIxmptX0Ny8wjjWZnNSVDSC4qIRFBWNIBisprCgEru970RYVqsdv69kt+vs8xbh8xUTCbfR0rKScLiNcKSVSLiNcKSNSKSddHrHJnfblMPhMNbCttlsWK3WPutgA8b61ptuvWtf9z72Pu893mQy9VkH22Kx9FkH2+l0Gmthu91uYw3s3hbmTVudCwoKcLlcRp1jsRhLly5lwoQJmnhMREREPvMUsPvJOeecw5NPPsny5csZP348TzzxBOPHj+9zzLRp01i0aBFnnXXWNssqKytj1qxZPPjggzz99NOUlJRw/PHHM336dF577bV+qW9ZWRlPPfUUP/rRjzjrrLOoqKjg8ssv57bbbuuX8kUGm8ViYfjw4QwfPpwTTjgB6Bl+sWHDBpYtW8by5ctZtmwZq1atIplM0NS0jKamZX3KcLsL8PvL8PtK8HqLcbsCOF0BnA4PNrsLq9WOxWzFZDKT37h8VSaTIp3e2E06GSWe6N441jhENNZJNNJBJNpBLpfZ7j34fD5KSkooLi42WnU/vVSV1+vF4/HgdDq3+cOdiIiIiOx5pvxQGAD4GTdu3DjuvPNOpk2bts3jHnzwQf75z3/ym9/8ZoBqNrAWL+7pXto7q7kMHWol3LpsNsv69etZuXIlq1atYs2aNaxdu5aOjj07C7nZbCYYDFJWVkZpaSnl5eXG87KyMkpKSvrMzfB5pe+mDEX6XspQpO+lDEV7y/dyZ3KOWrAHwHvvvceaNWv45S9/ye233z7Y1RGRTVgsFmpqaqipqemzdFMkEqG+vp7GxkZaWlpoaWmhs7OTUChEOBwmHo+TTCaNbtUmk8noNu1yuYxu0r1jyXvHFhcXF1NaWkpRUZEm4xIRERH5nNFfdwPgr3/9K3PnzuXss89m6tSpg10dEdkBXq+X8ePHbzbUQ0RERERkaxSw+8GyZcu2uX/GjBnMmDFjgGojIiIiIiIig0Hrn4iIiIiIiIj0AwVsERERERERkX6ggC0iIiIiIiLSDxSwRURERERERPqBAraIiIiIiIhIP1DAFhEREREREekHCtgiIiIiIiIi/UABW0RERERERKQfKGCLiIiIiIiI9AMFbBEREREREZF+oIAtIiIiIiIi0g8UsEVERERERET6gXWwKyAisivy+TyxWIxwOEw0GiUej5NIJEgmk2QyGdLpNJlMps/W+146nSaZTJJKpUgmkySTSRKJhLH1vpdKpUin06TTaXK5HABmsxmLxYLNZsPpdOJ2u/F6vQQCAQoKCggGg5SWllJSUkJ5eTmlpaVYLJZB/rREREREZCAoYH9Gvf3221x44YW8+uqrDBs2bLCrI7JHdHd3s27dOtavX8+GDRtoamqipaWFtrY2QqEQmUxmUOvX1dW13WMsFgvl5eVUVVVRXV3dZysoKNjzlRQRERGRAaOALSJDQltbG8uXL2f58uWsXLmSVatW0d7evt3zLBYbDrsHu82J1erAarVhMdswW6xYzFbMZitmswWLZeOj2YrFYsNqtfc8WuzYbA6sVjs2a08ZNmvPa6vFbpxnMpkxmUzk83lyuSzZbJp0JkkqFSeZihJPhInFQ0SjnURiHXSHWwlH2shm0zQ0NNDQ0MA777zTp+5+v5/hw4dTXV1tPFZXV6vVW0REROQzSgFbRAZcNBplxYoVLFu2jI8//phly5bR1ta2xWN93mIKC6oo8JcT8Jfi8xbjcRficRfgcvqxWu1kMili8e23Ju+ufD4PgNlswWy2YLM5cbsCWz3e5fSRTEUJdTXR2dVIqKuRjtAGOkMNhCNtdHd389///pf//ve/fc6z2WxUVlZSWVlJVVUVlZWVlJeXG13O7Xb7Hr1PEREREdk1Ctj9YNy4cVxxxRU8++yzpNNp5s6dS2VlJQ888AAvvPACkUiEMWPGcPXVV3PMMccQjUY55phjuO666zjvvPOMch566CHmzZvHa6+9Rj6f51e/+hW/+c1v2LBhA5WVlUyfPp1zzz13s+vPnz+fH/7wh7z55pv4/X7j/ZNOOonTTjuN7373uzQ3NzNr1iz+8Y9/YLFYmDhxIjfccAM1NTUA3HDDDcRiMSKRCP/5z3+4/PLL+da3vrXHPzv5fMvn83R0dLBmzRrWrFnDqlWrWLFiBfX19UZY7WUymQgWDKO0ZBSlxSMpDo6gOFiN3e7eavnpTJKFr/2E1eveI5tN7+nb2WkWi41RIyZz4rGXMqxyvz770pkkoVAjHaEGOkMNPcG7awOhribS6TTr1q1j3bp1Wyy3sLCQkpISioqKKCoqIhgMUlhYSGFhIYFAgEAggN/vx+PxqCVcREREZAApYPeTX//61zz22GNks1lqamq49tprWbVqFXfffTdlZWX89a9/5bLLLuOhhx7i+OOP55RTTuGll17qE7BffPFFzjjjDMxmM3fccQfPP/88N998MwcccAB///vfueOOO0gmk0yfPr3PtU855RRmzpzJK6+8wv/8z/8AsGjRItavX8+0adOIxWJ8/etfZ7/99mPu3LmYzWZ+8Ytf8NWvfpUXX3yRsrIyAF555RWuu+46br75ZpxO54B9dvLZlUql6O7uprOzk87OTtra2mhubqapqYkNGzZQX19PNBrd4rleTxGlxTWUFo+itHgUJUU12GyOzY5LpxNbvf6fX3+YVWvf2er+wZbNplmx+l/kcjlOPu6yzfYXBMopCJTDiMnGe7lcjnCsna6uJrq6m+kKtxAOt9IdaaU73EY2mzI+7x3ROwmb2+3G4/Hgdrtxu924XC5cLhdOpxOfz2e853Q6cTqdOBwOHA4Hdrsdm81mbBaLBavVitlsxmz+ZCGKfD6/sft8ztiy2ayx9b7ufew9PpFI0NzcbNSxdxI5q9WK1Wo1rtt7TREREZGhTAG7n5xxxhkccMABAKxbt46XXnqJ5557jgkTJgDwzW9+k48//pgnnniC448/nrPOOosLL7yQhoYGqqqq+PDDD1m7di3Tpk0jEonwm9/8hhtuuIEvf/nLANTU1FBfX8+jjz7KN77xjT7XdrvdnHLKKbz44otGwH7xxReZNGkSI0aM4Pe//z3d3d3cddddWK09/8nvuOMO3n77bZ555hmuuuoqAAKBABdffPGAfF4y9HV2dvLAAw/wz3/+c7fKMZlMBPzlFAerKQ6OoKR4JCVFNSz4y/2sXvceq9e910813nOmTp1KbW0t8+bNY+HChZu1vm/PqrXvDNoPAbFYjFgsNijXHiquueYaTj311MGuhoiIiOwFFLD7yYgRI4znS5YsAejTOg2QTqeNLtyHHnoow4YN46WXXuLSSy/lhRdeMALxhx9+SDqdZvLkyX3OP+yww3jqqae2OPHTtGnTuPDCC2lubiYYDLJgwQKuvfZaoz5dXV0ceuihfc5JJpOsWrVqi/cg8q9//WuXw7XZZKG6an9GDp/EyBGT8HqK+uzP5/Ng6o9aDoza2lqqq6upra1lwYIFg10d2UkPP/wwX/rSl9RdXkRERPY4Bex+smmX6t7WraeffhqPx9PnuN4ujiaTiTPPPJMXX3yRiy++mAULFnDNNdf0Of/Tetfh7W2F3tQhhxxCVVUVL730EqNGjSKRSDB16lTjvJEjR/Kzn/1ss/Pc7k/Gt6pbuGzq6KOPZsmSJbzyyis7fW4un2Vd/Qesq/+Av/3zF7icfoqDwykuGkFp8UhKikcy7bSbd3vc9EB1EZ83b57Rgt07k/jOGF1z2Ba7iO+sbDZDONpOJNpBNNZBJNpJPB4iGusilugiEe8mngiTSsd3+1qfF36/nyuvvFLhWkRERAaEAvYeMGbMGABaW1vZd999jffvu+8+zGYz3/nOdwA466yzeOihh/jtb39LNBo1AvHo0aOx2Wy89957RhdzgHfffZeSkhICgc1nLTaZTJx11ln86U9/orq6mpNOOgmv1wvA2LFjef755/H5fASDQaCnNf3aa6/llFNOUddJ2SK/38+1115r9ITYmng8TigUMsZgt7S00NjYaIzBbm5uJp7oZv2G/7J+wyezZdvtbsqKR1FWug9lJaMpKxmNx12wU3U8+fjLMf/dvMcnOVu4cCELFizY6XC96SRnNuvm48u3JJVOENo443ioe+M47O4WusOtRGOdwI5f3+Px4PV68fl8xvjrT4/D/vTYa5fLhcPhMMZh22w2Yxy21WrdqaCay+XIZDJbHH+dy+WMMdgrVqxg7NixuN1uLBaLsfVez2T6DHV3EBERkb2aAvYeMGbMGE444QR++MMfcssttzBmzBgWLlzII488wp133mkcV1VVxeGHH84999zTJxB7vV6+9rWv8ZOf/ISCggIOOOAA3njjDX7961/zve99b6t/bJ511ln89Kc/Zfny5fz0pz813v/KV77Co48+ytVXX811112H1+tlzpw5/P3vfzfCvsiu6p0sq6KiYov74/E4dXV1rF692phFfNWqVaRSsc1Ct9cTpLR4NKXFNZQU11BUOByvJ7jV77zN6uCUKVfv8WW6orEQ4UgrPm/JTv0I4HYFsFo3X1Irn88Ti4eMJbt6ZhLfQGeokWisY5tlOhwOSkpKKC0tpbi4uM8s4gUFBRQUFOD3+/H5fIPeams2m7e7pFgsFsPv91NYWNinR42IiIjIZ5EC9h5y3333cd9993HLLbfQ1dXF8OHDueOOOzjrrLP6HDdt2jT+9a9/MW3atD7v33jjjRQWFnL33XfT1tZGTU0Nt9xyC1/96le3es3KykoOO+ww1q5dyxFHHGG87/P5mDt3Lj/+8Y/5f//v/5HNZtlvv/34+c9/zujRo/v3xkU+xeVyMW7cOMaNG2e8l8lkWLt2bZ91sNetW0ck2kEk2sHqdf82jrXbXD3rYAfKCfh61sH2eoK4XAHcLj9Ohxer1Y7fV7LH7sHvK6GibMxOn5dOJ2jrqCPU1USou4nQxqW4OkIbSKW2PvFYIBCgqqqKYcOGUVlZSUVFBRUVFZSXlxMIBNSiKyIiIjJEmfI7O5hQZCsWL14MYMymLkNHLBZj6dKlTJgwYci2EsZiMVauXMny5ctZsWIFq1evZv369cbcA9tisdiw2ZzYrA4sFtvGzYrFbMVstmIxWzD3PrdYsFhsWC32nkerHZvVsfHRidXqwGZzYLXYsVrtWCxWzGYLJpMZE2by+Ry5fJZMNk0mkySVipNMRoknwsTiIaKxEJFoO+FI2zZb1c1mM+Xl5QwfPtzYqqurGTZsGD6frz8/2iHts/DdlL2PvpcyFOl7KUPR3vK93JmcoxZsERkS3G43Bx54IAceeKDxXiqVoqGhgfXr17NhwwYaGxtpbW2lvb2djo4OwuHwxnG9abLZNAnCg3gHW+bz+aisrDRapHuDdFVV1Xa7T4uIiIjIZ4sCtogMWXa7nZEjRzJy5Mgt7s/lcsY6z9FolGQySSqVIp1Ok06nyWQym229+1KpFMlk0tgSiYSx9b6XSqVIpVLGBF35fB6z2YzZbMbhcGC323G73Xi9XgKBAIWFhQSDQWOMdHl5+V7VGi0iIiKyt1PAFpHPLLPZjNfrNSYIFBEREREZTObBroCIiIiIiIjI54ECtoiIiIiIiEg/UMAWERERERER6QcK2CIiIiIiIiL9QAFbREREREREpB8oYIuIiIiIiIj0AwVsERERERERkX6ggC0iIiIiIiLSDxSwRURERERERPqBdbArICLyWZDJZNiwYQMNDQ20t7cTi8VIpVLYbDY8Hg+FhYVUVFRQVVWFw+EY7OqKiIiIyCBQwBYR2YJMJsNHH33EokWL+PDDD1mxYgWpVGq755nNZoYPH86ECRM44IADOPjggykuLh6AGouIiIjIYFPAFhHZKJ1Os2jRIl5//XX+9a9/EYlE+uy3WR0UBirwuoM4HV4sZgvZXJZkKkok1kmou5lkKsratWtZu3YtCxYsAGDkyJEcdthhHHnkkYwfPx6zWaNzRERERD6PFLBFZK+Wz+dZsmQJr776Kq+//jrhcNjY53L6GFF1IMMr9qOqbBwF/jJMpq2H43w+TzQeorltNQ3Ny1jfuITmtjWsWdOz/e53v6OwsJCjjjqKo48+moMPPhirVf8Mi4iIiHxe6C87Edkr1dXV8dprr/Haa6/R1NRkvO92BRg78gjG1hxOZenYnWptNplMeN2FeIdPZvTwyQDEE2HWNnzI6vXvs2b9+3R2dvLyyy/z8ssv4/V6OeKIIzj66KOZPHkyTqez3+9TRERERAaOAvZnxJQpUzjrrLO46qqrtrh//vz53HjjjSxbtmyAayby2ZDP56mrq+PNN9/k73//O6tXrzb22awOxtQcxoTRx1BdsV+/duF2OX1MGH00E0YfTTabYX3jR6xc9y4r1/2bSKSbv/zlL/zlL3/B4XAwadIkjjjiCA477DCKior6rQ4iIiIiMjAUsD8nTj31VL7whS8MdjVEhpRoNMqHH37IokWLeOedd2hsbDT2mU0WaoYdyPhRRzN6+CRstj3femyxWKkZdhA1ww5iypHfZEPLMiNsd0faeOutt3jrrbeAnnHbEydO5IADDmDfffelsLBwj9dPRERERHaPAvbnhNPpVPdS2aulUinq6upYtWoVy5cvZ+nSpaxevZpcLmccYzFbGV51AGNGHMroEYfgcni3W24mkyIa79ojdfZ5ipm47ykcPemrdHY3snr9IlbVLeozbnv+/PkAlJaWMnr0aIYPH05lZSWlpaUEg0H8fj9utxuHw6HJ00REREQGmQL2EDRu3DiuuOIKnn32WdLpNHPnzgWgtbWVK6+8kjfeeAOHw8GZZ57J9ddfj8Vi2ayL+Lhx47jjjjt46aWXWLRoEX6/n3POOYcrr7zSuM7f/vY35syZw4oVK/B4PJx22ml897vfVVCXISmVStHZ2UlHRwetra20tLTQ3NxsrE3d1NTUJ0z3KvCXMbxyf2qqDmR45QHYd7ClOp1J8qd/PMLKuvfIZtP9fTt9WCw29hk+mS9+4VKOOHga8UQ3dRs+Yn3jEhqal9EeqqelpYWWlhajhXtLzGYzFosFk8mEyWTqs89kMmGxWLBardjtdlwuFy6XC4/Hg8/nw+fzUVBQQCAQoKCgwNgCgQA+nw+LxbJHPwMRERGRzwMF7CHq17/+NY899hjZbJaamhoA5s2bx//+7//yv//7v7z99tvcdNNNjBkzhtra2i2WMXv2bH7wgx8wc+ZMXn75Ze677z4OP/xwDj30UP785z9z9dVXc9VVVzF79mxWr17Nrbfeyvr165kzZ84A3qnsTfL5PKlUing8TjweJxKJEI1GiUQiRCIRwuEw3d3ddHd309XVRSgUIhQK0dXVRTQa3W75dpub4sLhlBaPoLx4FOUl++Bz9+1anU4ndqiuC//+MCvWvbNL97mzstk0y9b8i1wuxynHXobVYmdU9URGVU8EIJmO09q+jvZQPR1dTXSFW4jGOojGu0imPvlccrncFn9k2F0mkwmv14vf78fr9eLz+fB4PEZId7lcRi8ah8Oxxc1ut2/2aLPZ+r2uIiIiIoNJAXuIOuOMMzjggAP6vPfFL36Rb3zjGwBUV1fzy1/+kv/+979bDdhnnnkmZ5xxBgCXXXYZTzzxBIsWLeLQQw/l0Ucf5eSTT+bb3/420DPeM5/Pc8UVV7By5Ur22WefPXh38nmUSCSYNWsW//znPwetDql0jA0tH7Oh5eMBu+bUqVOpra1l3rx5LFy4kHw+v8tlrVj3Dit+NTChHiAYqOTQA79CMhUlnowQT3QTi3cTT4SJxbuIJbpJpqLk83nC4XCfJcwGw5e+9CWuueYataaLiIjIkKWAPUSNGDFis/d6W7J7BQIBksnkVssYPXp0n9c+n490uqer6/LlyznttNP67D/ssMOMfQrYsrPq6uoGNVwPltraWqqrq6mtrWXBggWDXZ2d4nR42XefL/TpTp7P50gko8Q2hu1ovJOO0AY6uxoJhZsJdTf3aTUfSK+88goXXHABZWVlg3J9ERERke1RwB6itjQOekutNttqLbPb7Vs9fkvn9XYttVr1tZCdN2bMGK677jr++Mc/ks/njdC2te9oPB4nFosRjUaJRqM73fJrNlvxe4rwe0sI+EsJ+isIFgyjOFiN0+7e7fvZ0S7i8+bNM1qwTSbTbrVgjxlxGKcce9l2j0tn0kRi7cTj3STSMZKpONlMkmwuQz7ft4t4T3Xy5PN5crkc2VyGTC5FOpMkm0nxwqv39WnBjifCm5Wxqz7dPbz3ee9kbCaTiWw2Szwex+VyYTab+3yGmz63WCzU1tYqXIuIiMiQpiS1lxo3bhyLFi1i+vTpxnvvvvsusHnLt8iOMJlMnHzyyZx88sk7fW4ulzPGYm86Brt36+zsNCY4a29vJxQKkctlelpUw83Q2Le8gK+U8pJ9qCwdQ3XFvhQVDNts0q/tOeW4yzH/w7zdSc4WLlzIggULditcbzrJmc3qMN7P5/OEuptobFlBc/sa2jrX0xHaQDQe2qXr7Ayv12tMdOb3+43JzrxeL16vF4/Hg9vt3uIYbKfTic1m26HPPBaLsXTpUiZMmIDbvfs/jIiIiIgMJgXsvdTFF1/Md77zHebMmcPUqVNZu3YtM2fO5IQTTlDAlgFnNpuNmawrKiq2e3w6naatrY3m5mYaGxupr6+nrq6OtWvX0tzcTFe4ha5wC8tW93RZd7sC1FQdyKjqidQMOwi7zbXda9isDk474ertLtMVjYXojrTi95bgcRfs8D1vyuMKYLX29DgJRztY1/Ah6xo+ZH3TUmJbubbT6SQYDOLz+XC73Uao7W0F/jSz2YzVajVmEXc6nX1mEe8N0b2BWhOQiYiIiOw8Bey91Je+9CXuvfdefvaznzFnzhyCwSCnn346V1999WBXTWS7bDYbFRUVVFRUcPDBB/fZFw6HjXWwFy9ezJIlS4jFu1iy8h8sWfkPLGYrI6oOYOzIIxg9fDKO7XQnt1rtBHwlW90f8JVQWTZml+8ln8/T0r6WVXXvsaruPVo71m12r2PHjmXs2LF91sH2+Xw73SovIiIiInuWKb87AwZFNrF48WKAzWY/l8G3N3fDTaVSLFmyhHfeeYe33nqLhoYGY5/FYmN09SQm7HMMNVUHYbEMzG+OuVyOxpblrFj3b1au+zfdkTZjn8lkYty4cRxyyCFMnDiRcePGbXE+hc+Lvfm7KUOXvpcyFOl7KUPR3vK93JmcoxZsEflcs9vtHHzwwRx88MF861vfYt26dfz973/nb3/7G/X19Sxf+zbL176N0+Fl3MgjGD/6aCpLx/Z763Amm2Z94xJWrvs3q+re69P12+FwcMghh3DkkUdy2GGHUVBQ0K/XFhEREZGBoYAtInsNk8lETU0NNTU1fP3rX2flypW89tpr/PWvf6Wjo4MPPv4LH3z8F3yeIsbUHMbo4YdQVTYWs3nX1l0OR9pZt2Exa+r/w7qGxaTScWOfx+PhiCOO4JhjjmHy5MlbXDlARERERD5bFLBFZK9kMpkYM2YMY8aM4eKLL+b999/nr3/9K2+++SbhaDuLPlrAoo8WYLe5qK7Yl4rSMZQW1RAMVOBxF2Ixf/LPZy6XJZboprOribbOOprb1rChZRmh7uY+1wwGgxx55JEcffTRHHTQQZpITERERORzRgFbRPZ6FouFQw45hEMOOYSrr76ad999lzfffJN33nmH7u5uYwKyT5iw25xYLFZyuSzJVBzYfDoLs9nMmDFjOPTQQznssMMYO3assQa0iIiIiHz+KGCLiGzC4XBw9NFHc/TRR5PNZlm1ahUffvghH3/8MWvXrmXDhg1kMpme7t6bLI9tNpspKytj+PDhjB49mn333Zd9990Xr9c7eDcjIiIiIgNKAVtEZCssFouxRFavXC5HV1cXsViMdDqN1WrF4/Hg9/uxWHZtrLaIiIiIfD4oYIuI7ASz2UxhYSGFhYWDXRURERERGWI0GFBERERERESkHyhgi4iIiIiIiPQDBWwRERERERGRfqCALSIiIiIiItIPFLBFRERERERE+oECtoiIiIiIiEg/UMAWERERERER6QdaB1tERHZKNpsllUqRy+WAnrXB7XY7FotlkGsmIiIiMrgUsEVEhGQySUtLC83NzbS2ttLa2kpHRwednZ10dXXR3d1NOBwmFouRTqe3WIbD4cDn81FQUEBJSQmVlZUMHz6c0aNHU1NTg91uH+C7EhERERlYCtgiIp9z6XSa7u5uOjs7aW9vNwJ0U1MTzc3NNDU10dHRsdvXSSaTJJNJ2traWLlyZZ99NpuNMWPGcNBBBzFx4kT2228/bDbbbl9TREREZChRwP6cWrFiBQ0NDRx//PGDXRUR2YpwOMyGDRtobGykpaWF1tZW2tvbCYVChMNhotEoiUSCVCpFNpsln88DYLFYsFgs2Gw2bDYbFosFq9VqdNHO5XJkMhlSqRTxeJxkMrlD9bFZHQS8Jfg8QfyeIryuQjyuAG5XALfDi9PhwW5zYbM6sVpsmE1mMJnI5bJks2mS6TjxZIRoPER3pI2O7mbaQvW0dKwlnoywZMkSlixZwm9+8xtcLheTJ09m8uTJ+Hy+PfYZi4iIiAwkBezPqUsvvZSzzjpLAVtkkOVyOVpaWqirq6Ouro5169axfv16Ghoa6Orq2uUy0+k0iURih88xmUy4HX487gJ87iB+bxEBb4mxFXhLcDq8mEymna+QxQY2Jy6njwJf6Wa78/k8oXAz65uXUdf4EWs2LCYW7+aNN97gjTfewGw2s99++3Hsscdy5JFHUlq6eRkiIiIinwUK2CIi/SCTybBhwwbq6upYv369Eajr6uq22YLsdRUQ8JUS8Jb0tBq7C3A7A7gcXhx2N3arE6vVRi6XI54MkwfyuZ7W7Ew2TS6fI5dLk8vlyOV7Jh0zYcJstmCx2LBbHdhtThx2F6ZtLByRSidIpXc8sG+JxxXAat18nLXJZKLQX06hv5wDxxxHPp+jqX0NK9e/z4q692jtrGPx4sUsXryYn/70p+yzzz4cfvjhHHrooYwbN06Tp4mIiMhnhgL2HjZu3DiuuOIKnn32WdLpNHPnzqW8vJyHH36YF198kZaWFkaNGsW3v/1tvvSlLxnnvf/++9x333189NFHWK1WpkyZwvXXX09hYSEAH374IbNmzWLp0qVYrVaOOOIIbrzxRiorK5kyZQoNDQ089NBDvPPOO/zqV78iHA7z4x//mD//+c+k02n2228/rrvuOg444AAAHnzwQd5++21KSkp4/fXXOeuss7j55psH5TMTGapSqRQtLS00NjbS2NhIQ0MDGzZsoL6+nqamJrLZ7BbPM5stBP0VFBVUURyoIhiopChQQaG/HLvNuc1rpjNJ/vjGo6xc/x6Z7JYnFxsqrBYb+1RP5tRjLsFmdWz1OJPJTEXxaCqKR/OFibV0djezou5dlte9S0PLClauXMnKlSt5+umn8Xg87L///uy///6MHz+effbZB4/HM4B3JSIiIrLjFLAHwK9//Wsee+wxstksNTU1fPvb32bJkiXceuutjBgxgpdeeonvfOc7PPTQQ5x00kl8+OGHfP3rX+drX/saP/zhD2ltbeX222/n//2//8fvf/97oKcL+Fe/+lVmz55Nd3c3t9xyC9///vd58sknmTdvHmeddRannnoql156Kfl8nm9961s4nU4eeeQRvF4vzz//POeeey7PPPMM++67LwD//ve/ufDCC3n++ee3GhREPi96l5pKJBLEYjGi0SjRaJRwOEx3dzehUIiOjg7a29uNicE6Ozu3WabVYicYqKDIX0EwUEkw0PNY4C3FbN5y6/H2Wo1ffuNhlq/79y7f50DKZNN8vPZf5PJZTjvmsh0+r8BXymH7n8Zh+59GNN7Fqvr/sLrhA9ZuWEw0GuXtt9/m7bffNo4vLS1l+PDhVFZWUlpaSnFxMYWFhQQCAbxeLx6PB6fTqZZvERERGXAK2APgjDPOMFqKV61axauvvsrDDz9sjI++6qqr+Pjjj3n44Yc56aST+PnPf864ceOMFuTRo0dz7733csYZZ/DGG29w8MEH09nZSWlpKVVVVVRXV3P//ffT3t4OQDAYxGKx4Ha7KSgo4K233uI///kP//rXvygoKADge9/7HosWLeKXv/wls2bNMup69dVXa8Ih+dz6yU9+wksvvbRbZfROBFbgK6XAV8rKukWEIi0AZLIpWjrW0dKxrj+qO+CmTp1KbW0t8+bNY+HChcakajtr+bp/79SPAlWlYzl/6i2YTCY8rgAHjjmOA8ccRy6Xo7ljLeubP6ahZTlNbavpjrbT0tJCS0vLNst0OBzMmTOH6urqXboHERERkV2hgD0ARowYYTxftmwZAJMnT+5zzKGHHsq9994LwPLlyzn66KP77B8/fjw+n49ly5Zx3HHHcfHFFzNz5kx+8pOfcMQRR3DccccxderULV7/o48+Ip/Pc8IJJ/R5P5VK9RkbWlRUpHAtn2vvvffeLp9rszqoKh1DedEoAr4SCn1lFHhLaWxbbQTsz7ra2lqqq6upra1lwYIFg10dzGYzFcWjKC6ooqJoJI1tq1nXtITV9f/Z7rnJZJINGzYoYIuIiMiAUsAeAE7ntsdYQs8su1ar1Xi+tWN6142dMWMG5513Hq+//jpvvfUWM2fO5PHHH+e5557Dbu87yVAul8Pr9TJ//vzNytz02B2pp8hn2axZs3j11VdJpz8Zy5zL5UgkEn26iHd1ddHV1UV3d7dxXDqTZO2G/7J2w3/7lGk2WSkKVBqTeAX9FRu7hldgt+7+/6YGsov4vHnzjBZsk8m0yy3YY0cculNdxG1WR5/Zy3O5LBtaV7K64UPqmj6isW01udzmw1bMZjPBYHCzLuI2m42qqioOOeSQXaq/iIiIyK5SwB5g48aNA3pa0jZtUX733XfZZ599jGM+3dL28ccfE4lEGD16NKtXr+app57i+9//Pueeey7nnnsu7733Hueddx4ff/wxBx54YJ9zx44dSyQSIZ1OG9cA+MEPfsD48eO54IIL9tTtigwpFRUVO/V9T6fTdHZ20tbWRmtrKy0tLTQ1NdHY2EhTUxNNTU1kMhnauzbQ3rVhs/N9niKKApUUF1QZE5wVFVThcnh3uA6nf+Fy/miyDMgkZwsXLmTBggW7HK53dJKzLUmm46yu/4AVde+yuuEDkqlYn/3BYJDx48czZswYRo4cyfDhwykrKzN+dBQREREZChSwB9jo0aM54YQTuO222zCZTIwYMYKXX36ZV199lfvvvx+Ab37zm5x33nnMnDmT8847j7a2NmbOnMm+++7LkUceSSQS4eWXXyaRSHDJJZdgNpt59tlnCQQCjBo1CgCPx8PatWtpa2vjC1/4AhMmTOC73/0uN910ExUVFfz6179m/vz5PPHEE4P4aYgMbTabjdLS0q2uy5zNZmlpaaG+vp76+nrWr19vLNHV2dlJONpOONrO2g2L+5zndvp7Wrn9FT1dzf1l+D3F+D1B3M5AnwnRbFYHZxx/FZlMimh819bN3lGRWIiuaCsBTwled8FOn7+1Zbq2Jhrv2rhU179Zu+EjsrlPfkDw+XxMnjyZSZMmcdBBB1FeXr5ra3SLiIiIDCAF7EFw7733cu+993LTTTfR3d3N2LFjefDBBzn55JMBOOigg3j88ce5//77OfPMM/F6vZx00klce+212Gw2CgsLeeyxx7jnnnv46le/Sjab5eCDD+YXv/gFXm9Py9jXv/51Zs+ezYoVK3jhhRf4+c9/zl133cU111xDPB5n9OjRPPTQQxx55JGD+VGIfKZZLBYqKiqoqKjg0EMP7bMvHA5TV1fHunXr+qyJ3dLSQizRTSzRTX3zss3KNJnMuB0+nE4vTrsbm9WJ1WLDbLZgwkSePPl8nmwuQy6XIZvNkt24DnZ+4zrYmMBssmCz2rFZnTjsblwOHx6XH4+rAJ8niN9TRMBT3CcQB3wlVDFmj31ePZOWrWFNw2JW1f+HDa0rgU9ayquqqjjqqKM48sgjmTBhgmYBFxERkc8cU35XB9mJfMrixT2tdL0zpsvQEYvFWLp0KRMmTMDtdg92dfZq8Xic9evXG63evWtqNzc309nZSS6XG9D6eFwFG2dFLyHgLdnYkl6EzxPE5w7isLt3qeU4l8vRHW2jLVRPU/saGltX0dCygmS6b9fv0aNHM2rUKL785S8zbtw4tVLLkKB/M2Uo0vdShqK95Xu5MzlHLdgiIgPI5XIxduxYxo4du9m+bDZLKBQiFArR3d1NNBolHo+TTqfJZrPGuGiz2YzVasVqtWK327FYLFitVsxmMyaTiVwuRyaTIZlMkkgkiEQidHd309nZSXt7O21tbbS0tBCPx4nGQ0TjITa0rthifS1mKy6nr6dV3eHBbnNhszqwWuwbu7KbyOWzZLNpkqk48WSEaDxEONaxxYnJ3G43Bx10EIceeiiHH344Ho+HpUuXMnz4cIVrERER+cxTwBYRGSIsFgtFRUUUFRXt8Wvl83m6u7tpbm42Jmxrbm6mpaWF1tZWWltbCYfDZHMZIrFOIrHOnb6GzWZj2LBhjB49mjFjxrDffvsxevToPl2/Y7HYNkoQERER+WxRwBYR2QuZTCYCgQCBQGCLrekAqVSKzs5OQqEQ4XCYcDhMLBYjkUj0aVW3WCzY7XZcLhd+v5/CwkJKSkooKirSOGoRERHZqyhgi4jIFtntdsrKyigrKxvsqoiIiIh8Jpi3f4iIiIiIiIiIbI8CtoiIiIiIiEg/UMAWERERERER6QcK2CIiIiIiIiL9QAFbREREREREpB8oYIuIiIiIiIj0AwVsERERERERkX6ggC0iIiIiIiLSDxSwRURERERERPqBAraIiIiIiIhIP1DAFhEREREREekHCtgiIiIiIiIi/UABW0RERERERKQfKGAPMfX19YwbN4633357sKsiIiIiIiIiO8E62BUQEekP+XyedDrdZ8tkMsZjJpMhm82SzWb7vO59TKfTffb1bqlUqk85vWVv+v62rtW75XI58vk8+Xx+s7qbzWZMJhNmsxmLxYLFYsFqtRrPN3296ftWq9U4x2w299k2LRfAZDIZz3vf772myWTqcy2bzYbNZsNut2Oz2XA6nTidTlwuF263G4/Hg9frxeVyGWWKiIiIiAK2iAyibDZLJBIhEonQ3d1NNBolEokQjUaNLRaLEYvFiMfjxGIxEomEsSWTSVKplPEoA8tsNuPz+fD5fAQCAQKBAAUFBRQUFFBYWGhswWCQwsJCBXIRERH53NsrA/brr7/OAw88wKpVq3C73Rx33HHceOONBAIB/vKXv/DII4+wYsUKstksY8aM4bvf/S5f+MIXWL9+PWeccQZnnXUWN998MwC/+93vuP322/n1r3/NQQcdRGNjI/fccw9vvfUW0WiUyZMnc9111zF+/HgAbrjhBlKpFAUFBTz33HM4HA7OOOMMvve972G32406fvDBB9x9990sXbqUsrIyvv3tb3P22Wcb+5977jl+/vOfs3btWoqLi6mtreXSSy/FYrFQX1/PiSeeyE9+8hMef/xxli5dSmlpKZdeeilf+9rXjDL+8Ic/8Pjjj9PQ0EBVVRXnnHMOX//6143WL5EdkcvliMViRlAOh8NEo1HC4TDhcNh4b0tbLBbbY/Uymy1YzFbMJguZbIpsLrPHrvVZZjKZKfSVMqJsX0ymnh89svkM2WyaTDZDJpsinUmSyiRJpeOk0gkS6Ri5XE+rfFdXF11dXdTX12/3Wg6HwwjbwWCQgoICvF4viUSCrq4uSktLjaDu9Xr1b5GIiIh85ux1Abujo4Mrr7ySG264geOPP56mpiauv/56fvzjH3Puuedy1VVX8b//+7+ceOKJRCIR7rnnHq6//npef/11qqur+f73v8/NN9/MqaeeSlFREbNmzeLqq6/moIMOIhKJcO6551JdXc3PfvYz7HY7Dz74IBdccAHPP/88VVVVAPzpT3/i+OOP57e//S3r16/npptuIh6Pc9tttxn1fOqpp5g5cyb77LMPP//5z/nBD37AIYccwogRI3jyySe55557uOGGGzj66KP54IMPuP322+ns7OSmm24yyrjzzju5+eabGTt2LL/4xS+49dZbOeqoo6iuruZ3v/sd9957L7fccgsHHnggS5YsYebMmTQ3N3P99dcP+H8X2X35fJ5kMkk+nyeXy/XpmhyJRGhvb6e+vh6bzbbF7s69WzKZJJlMGi3EiUTCaD2Ox+PG894W5ng8vsVuzzvDZnXgtHtw2d3Y7W6cVhcOuxu7zYXD7sJhdWGzOrDbnNhtTmxWOzaLA6vFjs3qwGqxYrXYsVhsWC1WLCYLJlNPOHvhzYf5uO7f/fERfy7l8zk6upsoLajmK0dftoPn5Mnk0iRSURLJKPFkhHgqQiwRJpboJpoME4t3EU2Gica7iMa7SGd7vleNjY00NjZu9xpmsxmv14vP5zMePR4Pbrcbt9ttdFd3Op04HA7jsbdb+6Zbb3f63u71m3alt9vtCvIiIiLSb/a6gN3c3EwqlaKyspKqqiqqqqp4+OGHyWaz5PN5br75Zs477zzj+AsvvJBvfetbtLe3U1FRQW1tLX/961/54Q9/iNvt5sADD+Rb3/oWAC+88AKdnZ3Mnz+fYDAIwD333MNJJ53E008/bQRXv9/PXXfdhcvlYuzYsbS0tHDHHXdw3XXXGde94oormDJlCgDf/e53+c1vfsNHH33E8OHDeeyxx7jgggs4//zzAaipqSEUCnHXXXdx9dVXG2VMnz6dE0880Sjj6aef5oMPPqC6upo5c+Zw+eWXc9pppwFQXV1NJBLhtttu4zvf+Q4Oh2NP/SeQPWTmzJm88cYbg3Z9i9mGy+HBYXfjtLlp724kkYru0LnpTJJ0Jkk41rGHazm0TJ06ldraWubNm8fChQt3+4eK3fFx3b8H5IeIkoJqvnDgWUQTPcG79zGWDBNNdBNLdJNMx8nlcnR3d9Pd3b1H6xMIBHjssccoKCjYo9cRERGRvcNeF7AnTJjA6aefzmWXXUZJSQlHH300xx9/PCeffDJWq5VAIMCjjz7K6tWrWbduHR9//DHQ022y18yZM5k6dSrJZJJXXnnFaP1Yvnw5NTU1RrgGcDqdHHjggSxfvtx478ADD8TlchmvJ06cSDqdZs2aNRQWFgIwcuRIY38gEAAgmUzS0dFBW1sbkydP7nNfhx12GOl0mtWrV1NUVATA6NGjjf0+nw+AdDpNR0cHTU1N3HvvvTzwwAPGMblcjmQySX19fZ9z5bNhR1oF95SApxiPK4DT5sbp8OCwueiOte9wwN5b1dbWUl1dTW1tLQsWLBjs6gwIu9VBaWE10YSfqDPQE7CdXUQT3XgS3cSSYcKxDkKR1gGpT1dXF/F4XAFbRERE+sVeF7Chp1X5iiuu4O9//zv//Oc/ue6665g8eTJXXHEF/+///T+OP/54Jk+ezJe//GXi8ThXXHFFn/Pr6uoIh8MALFq0iKlTpwJstfUpl8thtX7yUdtsts32A1gsFuO9LXVZ3NoMxJuWsel1Nh3TvWkZvcfeeOONHHXUUZsdU1FRscVryNB23333sXTp0j7v9f73jkajrFu3joqKCiwWy2ZdxJPJpNFVvLdbeCqVMrqHx+NxEolEn27im+qKttEVbdup+ppNFlwOL067G8fG7uEOuxuHzd3zns2N3ebEYXPhsDmxWZ1GF3G79ZPu4WbTtrv3DuUu4vPmzTNasE0m06C2YI8ffugOdxHfVD6fI5GKEU9GiCbCxFM93cJjiW6iiTDRRIjo/2fvzuOsrgv9j7/Ovs+ZfZ9hGHYVU8eV8SaF3tI0ywhzK9I0t8r8OQhYpmmJIppghaHXcMGbl5tIV6DbzRtmdjVREVl1WGaBmWH2Ofv6+2M8J4Z9OcOgvJ+Px/dxtu/38/18D8fxvM9nC/XiD/bgC/bQ3P4R81+uO3DBu7DZbLjdblwuFy6Xa0D3cIfDke4ibrVasdls6RnQU93Cd+8e3l/vJAaDgfLycgoKCg75ukVERET25rgL2KtXr+aVV15h5syZVFdXM3XqVJYuXUpdXR1Wq5WzzjqLefPmpfd/9tlngX+G50AgwLRp07jkkksoLS3lnnvuoaamhsLCQsaMGcOSJUvo6OhItyKHw2E++OADvvKVr6TLXLt2LfF4PB2o3333XRwOB8OHD6ejo2O/9c/Pzyc/P59Vq1Zx/vnnp59/++23sVgsVFZW0tPTs98y8vLyyM3NpbGxkWHDhqWfX7ZsGX/605948MEHD+KdlGON3W7n1FNP3etrgUAAt9vNuHHjcDqdR3yueDyeHoudmvU7NcnZrpOdpWYH3/W2r6+vf2x4Mt7fehna/+f1QIxGExaTFbPJ0j8G22jBZDJjMvZvBqMRl91LINRLkqELsHuzYsUKli9fPqTh2mg0UZQzjMqicbxf/xrxRJx4IkY8ESMWjxKLRYjGU5OchYhEQ4SjgXSoDkcDh1x3h8ORnuzM4/GQTCYZPnw4+fn56UnOsrKyyMrKwuPx7PXHQhEREZFj0XEXsN1uN4sWLcJisTBlyhTC4TDLli2jqqqK0tJSXn31Vd5++22Ki4t58803012oU0sAzZo1i0AgwMyZM3E4HPz3f/83M2fO5Mknn+SSSy7hiSee4LbbbksH9l/+8pcEAoEBs3c3Nzdz77338q1vfYv6+nrmzp3L1VdfPaDb+P5cd911PProo1RUVFBbW8v777/P448/zuWXX47H4zlgwDYYDFx//fU8+uijlJaW8tnPfpaNGzdyzz33MGnSJH2ZlQMymUy43W7cbjeFhYWHdGwymSQYDO4RwHfdUsE9NZlaaqmu1PJcu06slkjECSeChKPBA5z52JO6hqFsuU4k4uzo2MyOjs1HVI7T6SQ7O3vAUl27zhi+67Jdu/6tCwQCrF+/PmM//oiIiIgMpeMuYI8YMYJ58+bx+OOPs2jRIoxGI2effTYLFizA4/HQ2dnJjTf2d5McOXIkP//5z6mrq2PNmjU0Njbyu9/9jl/+8pfpcdE///nP+cY3vsHzzz/PVVddxXPPPcesWbOYOnUqADU1NbzwwgtUVFSk63DKKadgNBqZPHkyHo+Hb37zm9x0000HfQ3XXnstVquVhQsX8vOf/5zi4mKuv/56rrvuukMqw2az8eyzzzJr1izy8/OZMmXKgEnSRAaDwWBIzwRdVFR0WGUkk0mi0Wh6pvNUF/dwODyg63s0GiUej+9xG4/HicVixGKx9P1dn9t127Ws3R/vvqXOEYvFMhKajUZjumvz7repzWw2D5gV22g0YjAY0l2hU49T733q/q77GQyGPc5hNpvTs3KnZuhOdc1OdddO/ciSlZW1x9AXERERkeORITmUTSfHoenTp9Pc3Jzuev5psmbNGgDGjx8/xDWR3amV8OhLBfnUUmmpiRJTcyDAPwNvKuimtlR4ToXhTzN9NuVYpM+lHIv0uZRj0fHyuTyUnHPctWCLiBwNqZAsIiIiIseP/U+/KyIiIiIiIiIHRS3YR9msWbOGugoiIiIiIiIyCNSCLSIiIiIiIpIBCtgiIiIiIiIiGaCALSIiIiIiIpIBCtgiIiIiIiIiGaCALSIiIiIiIpIBCtgiIiIiIiIiGaCALSIiIiIiIpIBCtgiIiIiIiIiGaCALSIiIiIiIpIBCtgiIiIiIiIiGaCALSIiIiIiIpIBCtgiIiIiIiIiGaCALSIiIiIiIpIB5qGugIjIp0kwGKSjo4Pu7m66u7vp6+vD7/cTDAYJh8NEIhFisRjxeJxkMpk+zmAwYDKZMJlMmM1mzGYzFoslvVmt1gGb3W7HZrNht9ux2+04HA4cDgd2ux2TyTSE74CIiIjI8UsBexBNnz6d5uZmnn322aGuiohkUE9PD42NjTQ2NtLc3ExzczMtLS20tbXR19c31NXDZrPhcDhwOp3p29SWCuOpYG6z2bDZbOngvmu4TwX+3YO/2WxO72+z2bBYLBgMhqG+bBEREZEhp4AtIrIXyWSSrq4uGhoa2LZtW3praGigp6dnv8dazTZcNi92qxO7xYHN4sRisWE2WjCbrBiNRoxGEwb+GUoTyQTJZJxEIkkiESOejJNIxIknYsTjMWKJKLF4lFgiRjweJRqPEouHicUiRBIRotEISRIAhMNhwuEw3d3dg/kWpRmNRpxOJy6XC4/Hg9frxev1kpubS25uLvn5+RQUFFBUVERubi5Go0YniYiIyKeTAraIHLcSiQTd3d20trbS0tLC9u3b0y3SjY2N+Hy+vR5nwIDXlU9+Vgl5WcXkuovIcReS7S7AaXWz4p3n2NC0ii5/21G+osyymu24bFkkSRBPxEkkBwb+VBf3RCKBz+fD5/PR2tq63zItFgtFRUWUlpZSWlpKfn4+sVgMr9dLVVUVZrP+tyQiIiKfXPomcxBWrlzJY489Rn19PU6nk/POO48ZM2bg9XrZtm0bs2bN4q233sJsNlNbW8tdd91FXl4eANFolAcffJCXXnqJUCjEhAkT+OlPf0p+fj4AO3bsYM6cOfz973/H7/dTU1NDXV0dY8eOTZ9/yZIl/Nu//Rtbt24lPz+fyZMn893vfheTyURTUxOTJk1i7ty5PPnkk6xfv57CwkK++93vcvnll6fL+M///E+efPJJmpubKSsr4xvf+AbXXHMNRqMxXcbtt9/OM888g91u5+WXX8btdh/dN1rkICWTSUKh0IDnEokEoVCIQCBAMBjE7/fj9/vTwa+3t5eenp702OiOjg46OzuJxWL7PVeOu5B8Twn53lIKskrJ95aRl1WC1Wzd6/4vvTGfdY3/yNi1DqVILMTIkvF8dcKNe309nogTiYWJxcKEoyFCkQChqJ9A2Ic/1Ic/3E1foJveYBe9/g56g51Eo1GamppoamoaUNZvf/tbjEYjRUVFlJSUUFJSQlFREUVFRRQWFlJQUEBOTg4Wi+VoXLqIiIjIYVHAPoDOzk5uvfVWpk+fzsSJE2lpaWHatGk89NBD3HnnnVx11VWMGTOGhQsXYjQaufvuu7ntttvS467fffddRowYwaJFi9i5cyc//OEPeeihh3jooYfw+XxcccUVVFRU8Otf/xqr1cq8efO4+uqrefnllykrK+O3v/0tc+bMYfr06dTW1rJ69Wp++tOf0tXVxV133ZWu5wMPPMCPf/xjRo8ezdNPP80999zDhAkTqKio4He/+x2PPPIId999NyeffDLr1q3jvvvuo7W1lWnTpqXLeOmll1i4cCHBYFDh+hMqmUyyfft24vH4gOeDwSBtbW243W5sNhvJZJJEInFQW2rfZDKZvg+kb1Pn3ddtaksdkyojHo+nb2OxWHrir2g0uscWiUSIRCKEQiHC4TCbN2/eI2APli5fG12+Nj7csfqonO9ALrzwQiZPnszixYtZsWLFgInSBsO6xn+w7neZ/cGg0FvOGaMvoNvXRqevlY7eFjp9rcTiUXbs2MGOHTv2eazX6yU7O5vs7Gy8Xi8ejwe3250eY54aX54aG56VlcWIESM0RlxERESOCgXsA2htbSUSiVBaWkpZWRllZWXMnz+feDzOsmXL8Pv9PPLII3i9XgDuv/9+XnnlFSKRCAAFBQXcd999GI1Gqqurueiii3jjjTcAWLp0KV1dXfz+978nNzcXgDlz5nD++efz/PPPU1dXx4IFC7j66qu56qqrAKiqqqK7u5vZs2fz/e9/P13PqVOnMmnSJAB++MMf8vzzz7N69WoqKir41a9+xU033cSXvvQlACoqKvD5fNx777384Ac/SJdx5ZVXMnLkyEF+R2Uw3X///fz1r38d6mrIIJo8eTIVFRVMnjyZ5cuXD3V1Dovd6uSMUZMGhN5EMoEv2E1nX+vHP2rspNu/k25/O72BDrp8O4H+CeZ6enrYtm3bQZ/v+9//PhdffHHGr0NERERkdwrYBzBu3DguvvhibrzxRgoKCqitrWXixIlccMEFvPjii1RVVaXDNcDYsWMHdO+urKwcMKGP1+tNt7xt2rSJqqqqdLgGsNvtnHzyyWzatInOzk7a29upqakZUKczzzyTaDTK5s2b013RR4wYkX7d4/EA/d3TOzs7aWlp4ZFHHuGxxx5L75NIJAiHwzQ1NWGz2QAYNmzYEb9fMrRcLtdQV+GYYTXbsVuc2G1OHFY3Tqsbh82Dy+7BZcvC48zB48ghy5mH0+bKWAvnYHcRX7x4cboF22AwDHoL9gkVZ+yzi/jhsphse7zfsXiEQNhHMOIjEPYRCPf9cwsd2czsVuveu/OLiIiIZJoC9kGYM2cOt9xyC6+99hpvvPEGdXV11NTUMGbMmAMeu7/1aPf1xTiRSGA2m/f7OjBgMqC9fYHctTvvjBkzmDBhwh77lJSU0NbWPxGT3W7fZ13lk+H222/nlltuGdClO5lMEggE2LBhA6NGjUp3EU+tw3woXcR3L3f3z+juXcN3v586PtU9PNVFfNdu4rFYbEDX8Gg0SjgcTt+mtlSX8dQWDAYJBoPpz3wkFiISC9Eb7Dzg+2Yx2chxF5DjLiTXU0Sep5j8rBLyvWW47d5DCt9fnXATxv8zsaFpFbF49KCPO1grVqxg+fLlgx6uzSYLY8truPTsG7CabUdcXjKZJBjx0eXbSZevjc6+Vjp9rXR+3D28L9h9wDKcTmd6ZvLUTOUejweXy4XL5Up3Ed916TGPx0NRUdER119ERETkYChgH8Dq1at55ZVXmDlzJtXV1UydOpWlS5dSV1dHbW0tW7dupa+vL91qvHbtWr7zne/w0ksvHbDsMWPGsGTJEjo6OtIt0eFwmA8++ICvfOUr5Ofnk5+fz6pVqzj//PPTx7399ttYLBYqKysPuFxQXl4eubm5NDY2DmihXrZsGX/605948MEHD+dtkWNYqkfCroxGIy6XC6/Xi9PpHIJaHR3JZJJIJILf7ycQCAyY4Cw1yVlXVxddXV20t7fT3t5OV1cX0XiYtp4m2nqa9ijTbnVSkFVGgbeMwuxyCr3l5HtLyXLk7jV4W802vn7u94jGI/iC+//v83D0Bbvp9u8k21WAx5Gd8fJT3A4vFtOeP9wlkokBy4ZFY5H+HzOiQYIRP6GIH3/Yhz/Ugy/UQ9/HE5z1BDqJxPY/bt7j8VBaWkpJSQnFxcUUFxdTWFiYnuTM4XAM1uWKiIiIZIQC9gG43W4WLVqExWJhypQphMNhli1bRlVVFddccw2LFi2irq6O2267jVgsxj333MPo0aMpLi4+YNmXXHIJTzzxBLfddht1dXVYrVZ++ctfEggE0jOAX3fddTz66KNUVFRQW1vL+++/z+OPP87ll1+Ox+M5YMA2GAxcf/31PProo5SWlvLZz36WjRs3cs899zBp0iR1nZRPFYPBkG693HXoxf5EIhF27tyZnlyrubk5Pct1S0sLoUiAxvYPaWz/cMBxNrOdvKxS8rKKyfMUk+MuINtVQJYzD48zG4vJSo67IOPXmOMuoLJg1IDnEokEkXiISLS/1T4c7Q+84ViIcDQ44HFqn0gsTDQeJhqLEI2F04E5tQxXIvnxJHTJGInEP+8faat5bm5uepbw0tJS8vLyCIfDTJgwgcLCwiMqW0RERGSoKWAfwIgRI5g3bx6PP/44ixYtwmg0cvbZZ7NgwQIcDgdPPfUUDzzwAN/4xjew2+1MnDiRO++886DK9ng8PPfcc8yaNYupU6cCUFNTwwsvvEBFRQUA1157LVarlYULF/Lzn/+c4uJirr/+eq677rqDvoZrr70Wm83Gs88+y6xZs8jPz2fKlCkDJkkTOV5Zrdb0BIa7i0QiNDU1sW3btvTW0NBAc3Mz4ViI7Z2b2d65ea/l2i1OXPYsHFYXdqsLq8WO1WzDZLRgNpkxGkzpFvD0DO3JBIlEjHgyTjwe6w+7iRixeDQdgGPxSH8oTt1+HI6HgsFgwGq1prtmu1wu3G53eobvnJwc8vLyOpM2PgABAABJREFUKCgoSG+797AIBAKsX79eKxeIiIjIp4IhOdgz5MhxY82aNQCMHz9+iGsiu0uFmHHjxn2qu4gfLdFo/3JSDQ0NbN++nebmZlpaWmhtbaW9vT29isDRZjQacTgcOByOdOhNLV+VerzrlmrtT41XtlqtWCwWzGYzZrMZk8mEyWTa477ZbMZisWCxWI54cjh9NuVYpM+lHIv0uZRj0fHyuTyUnKMWbBGRQ5SaA6GysnKP15LJJH19fXR3d9Pd3U1fXx9+v59gMEgoFEpP4Jaa5A36W4KNRiNGozEdZlNBNxVkUwHYarUOCMZ2ux273Y7D4chI4BURERGRw6eALSKSQQaDgaysLLKysvYawEVERETk08t44F1ERERERERE5EAUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAPMQ12B49X06dNpbm7m2WefHeqqiHwqxGIxAoEAfr+fYDCY3kKhEOFwmEgkkr6NRCLEYjFisRjxeDy9JZNJkskkAAaDAQCTyYTRaMRkMmEymTCbzVgsFqxWK1arFYvFgt1ux2azYbfbcTgc6dvUZrVah/KtEREREZGjRAF7iNx1113E4/GhrobIMSORSOD3+/H5fPT19eHz+fa4v+vW29tLX18fgUCAYDBINBod6kvYJ7PZvEfo3nVzOp3k5uaSlZWFy+XC6XTicrnSr6X2s9vt6eAvIiIiIsceBewh4vF4hroKIhmRTCaJRqPpoJvaAoFAevP7/enbVIhO3abu+/3+dOvxp00sFktf65EwGAwDWslTreZWqzV9u/tmsVgGbKkW+NStyWQa8Dh1f/fHqVb71DEiIiIisicF7CO0cuVKHnvsMerr63E6nZx33nnMmDEDr9fLtm3bmDVrFm+99RZms5na2lruuusu8vLy9ugi/tRTT/HCCy/Q0tJCYWEhX/va17j55psxGAwEg0Huv/9+/vKXv9Db28uIESO4+eab+dd//VcA4vE4zz77LC+88ALbt2+ntLSUqVOncsUVVwDw5ptv8u1vf5vbbruNp556irKyMhYvXszSpUtZsGABDQ0NZGdn88UvfpG6ujp1Z/0USSaT6XDX29vLjh07MBqNhEIhfD4f4XB4QBfq3btTh0Kh9PO730+9HgwGMxqMzUYrdqsTp9WJ3erCbnFitzhxfPx4Y/N7tPQ0ZOx8xxqXLYtsVx7haJBwNEQ4GiQSDwP9/56pHzCGktFo3CPE22w2bDbbgC7zqW3Xx7v+MGC32wFob2/H7XaTnZ09YF+11ouIiMgnjQL2Eejs7OTWW29l+vTpTJw4kZaWFqZNm8ZDDz3EnXfeyVVXXcWYMWNYuHAhRqORu+++m9tuu22PcdevvvoqTzzxBI8++ijDhw/nvffeY9q0aZSXl3PppZfy2GOPsXHjRn7zm9+QlZXFf/zHf/DDH/6QP/7xj5SXlzNr1ixefvllfvzjHzN+/Hhee+01fvaznxEOh5k6dSrQH8JXrlzJ7373O4LBIJs2beJHP/oRDz/8MCeffDL19fX8v//3/8jJyeHmm28egnfz06ejo4M33nhjr6/tGkhTISI1/jc1Ljg1Rji1RaPRAVtqLHE0Gh0wtnj38caJROKoXG+mxBIRfKEIvlD3UFcFgAsvvJDJkyezePFiVqxYMeit7P5wL/5w76Ce40glEon0Dy2DadcW+lToToX61P1dW9Z3b6FPbanx88CA0L77v+XeAn1VVRUnnXSSwr6IiIgcFAXsI9Da2kokEqG0tJSysjLKysqYP38+8XicZcuW4ff7eeSRR/B6vQDcf//9vPLKK0QikQHlNDQ0YLVaKSsro7S0lNLSUgoLCyktLU2/7nK5qKioICsrix/84AecccYZeL1efD4fL7zwAtOnT+eSSy4B+r8QNjU18Zvf/IZvfetb6fNce+21VFVVAfA///M/GAyGAed86qmncLvdR+Gd+/SLRCJ85zvfwe/3D3VV5AhNnjyZiooKJk+ezPLly4e6OseVcDhMOBwe6mrwox/9iM9+9rNDXQ0RERH5BFDAPgLjxo3j4osv5sYbb6SgoIDa2lomTpzIBRdcwIsvvkhVVVU6XAOMHTuWsWPH7lHOl7/8Zf7zP/+TL3zhC4wcOZIJEybwhS98IR2wr7/+em688UbOOeccTj75ZGpra7nkkkvweDy8//77RKNRampqBpR55plnsnDhQjo6OtLPpcI1wL/8y79w6qmnMnnyZMrLy6mtrWXSpEmcdNJJGX6Xjk8Wi4UTTjiBf/zjH0NdlUNiMpixmK1YTNaPb23/vDVZsJpsWMw2LOb++1azHYu5/9Zm7n/NZrZjNTuwW+z9z1scmE2Z+1Oz+P+eYG3T0XtfFy9enG7BNhgMg96CfWL5GUw++7uDVn4imSSeiJFIxIknYsQSMeKJOImPb+OJGPFkjFg8ln49EY8RS0SJf3wbS90mosTiEaLxCNFYjFg88s/H8QiReJhYLEI0HiUSCxOJhYklIgeu5DHE4XBQVlY21NUQERGRTwgF7CM0Z84cbrnlFl577TXeeOMN6urqqKmpYcyYMQddRm5uLi+//DLvvvsuf/vb33j99dd55pln+N73vsett97KqaeeysqVK/nb3/7G3//+d5YsWcKvf/1rnnzySZxO517LTHULNpv/+U9ss9kG3H/mmWdYt24dr7/+Oq+//jo33ngjX/nKV3jggQcO892QFIPBwM9+9rN9vp5MJkkkEunloVL3d106KlNdxMPhMIFAgJ6eHoxGI9FoND2eevcWwngyRjwaIxQNZPT9MBnNH4+ldmC3OtPjqu1WJw6LC7vVhSN934nD6hqwmYz//BxPPvtGjG+ZWN+8ilh88GcOX7FiBcuXLx/0cG02WRhbehoXn3Y1wYifcDREKBrsH4sdCxKJhT4OqSHC0RDReJhILEI0Fk4H2mg64EaJxaPEEzGi8Uh/UP44MCeSx87qBanJ2YxGI263G6fTudfx2rt2D9/99lC6iO9632g0pjd1/xYREZFMUcA+AqtXr+aVV15h5syZVFdXM3XqVJYuXUpdXR21tbVs3bqVvr6+9Izha9eu5Tvf+Q4vvfTSgHKWLl1KX18fV111FTU1NXz/+9/nRz/6EcuWLePWW29l7ty51NTUMGnSJCZNmsSMGTP40pe+xB//+EfuuOMOLBYLq1atYty4ceky3377bQoKCga0oO9q5cqVrFmzhltvvZUTTjiBG264gV//+tfMnz9fAfsoMBgMA8aFDrZAIMD69esZN27cHj/KJBKJAWF79wnNdn1u1/upCc5St7tvfr8/Hd7jidgRjS22mm0fT3TWH7jtFicnlJ2ByWjCarZjtziwWuwft57b+lvaLXYsJitWsxWL0YrZbMFkOPQ/eX3Bbrr87eS48vE4sge8liTZ3wIcj37civvPVttIvL/FNhwLEYmGPn7cfz+8623s44nMYmE+aHyTDxrfPKz36HCl1vje1yzju9/fdVKz3e/vOl5698nMdr2femw0Gvf72RQRERH5pFHAPgJut5tFixZhsViYMmUK4XCYZcuWUVVVxTXXXMOiRYuoq6vjtttuIxaLcc899zB69GiKi4sHlBMOh3nwwQdxuVycfvrptLS08I9//IPTTz8dgMbGRpYuXcp9991HZWUlq1evZvv27Zx66qm43W4uv/xy5s6dS3Z2NuPHj+f1119n0aJF3H777ftsmbFYLPzyl7/E7XYzadIkenp6+Mtf/sKpp5466O+bHFuMRuOAGZ0zKR6Pp5fvSi3F5ff70+tX77pM197Wvk6NYU91L+4Ndh1RfYwGI2aTBbPRgsloxmQ0YTSaMBqMGA0mMBgwsMskWCRJJhMkkgkSiTiJRPzjLtUfd5+OR0mS+VZts9mM0+lMb3a7fcCtw+HY6+zcu4bdvbXu7h6Wj+aPPCIiIiLHAwXsIzBixAjmzZvH448/zqJFizAajZx99tksWLAAh8PBU089xQMPPMA3vvEN7HY7EydO5M4779yjnK9//et0d3fzq1/9ih07duD1evnCF77AHXfcAcBPfvITHnzwQerq6uju7qasrIw77riDSy+9FIAZM2aQk5PDww8/THt7O1VVVdx9991MmTJln3WfMGECP/vZz/i3f/s3Hn30Uex2O+eddx7Tp08fnDdLjksmkwmPx3PY677H4/F0+N513ezd18/edZ3tXdfjTrW0p4ZMJJKJ/rBO5ifOMplM2Gy2dBB2OBzpLRWUXS7XgPsOhwOXy5XeUs9rqTwRERGRTyZDcrBn7JHjxpo1awAYP378ENdEdnc8d8NNJpN7jFOPRCIDxrunxrxDf5d5g8GQ7v2RGq+76zjeVAvwruOBd53vQA7e8fzZlGOXPpdyLNLnUo5Fx8vn8lByjr4RisinmsFgSHeZFhEREREZTMahroCIiIiIiIjIp4ECtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIB5qCsgIvJpk0wm6enpob29nY6ODrq7u+np6cHv9xMIBIhEIiQSCQwGAxaLBZvNhtvtxuv1kpubS2FhIcXFxbhcrqG+FBERERE5BArYIiKHIR6Ps3PnTpqamti+fTvNzc3s2LGDHTt20NLSQjgcPuJzeL1eKioqGDZsGMOGDaO6uprhw4fj8XgycAUiIiIikmkK2CIi+xEMBmlsbKShoYHGxkYaGxtpamqiubmZaDS632PdtiyyHDl47Nm4bB4cVic2swOLyYLBYCSZTBJPxAjHQoSiAXzhXnqD3XQHOvCHe+np6aGnp4cPPvhgQLmFhYWMGDGC6urq9FZSUoLRqFE/IiIiIkNJAftTYt68ebz00ku8+uqrQ10VkU8kn89HQ0MD27ZtY9u2bTQ0NNDQ0EBbW9s+jzEZzeS5C8l3F5PvLibPXUieu4gcVwHZzlwsJuth1ycUDdLua2Fn7w5ae5vY0dNIS08TXf6dtLW10dbWxt///vf0/jabjaqqKqqqqqisrKSyspLy8nKKi4sxmUyHXQ8REREROXgK2J8S1157LVddddVQV0PkmJZMJuns7Ey3RKdCdENDAx0dHfs8zm3LojCrlAJPCQWeUgqzSslx5mMymvfZatwX6jni+jqtboblj2JY/qj0c6FIgLa+Hezs3U5rbzOtvc20+/q7pG/cuJGNGzcOKMNsNlNcXExpaSklJSUUFRVRVFREQUEBBQUFZGdnK4CLiIiIZIgC9qeEy+XShEgiQCQSob29ndbWVlpaWtLjopubm9m+fTuBQGCfx3oduRRmlVKUVU5RVtnH98tw2tz/LD8W5j/+sYC121cRi++/i/jRZDaaKcsZzojCE9It3zv7dhCLRWlqaqKpqWmvxxmNRrKyssjOzsbr9eLxeHC5XDidTux2O3a7HavVisViwWQyYTQaMZlMGAwGDAbDgLJSzxkMhvS+FosFs9mMzWbDarXicDhwOp3p8kVEREQ+TRSwD9PKlSt57LHHqK+vx+l0ct555zFjxgy8Xi/btm1j1qxZvPXWW5jNZmpra7nrrrvIy8sDYMmSJfzbv/0bW7duJT8/n8mTJ/Pd734Xk8lEU1MTkyZN4vbbb+eZZ57Bbrfz8ssvU1NTw913383LL7/M+vXrqaqq4rbbbmPSpEnAnl3Ed+zYwZw5c/j73/+O3++npqaGuro6xo4dC8D06dMByMnJYcmSJQQCAc4++2x++tOfUlRUNATvqMg/JZNJQqEQ0D+ZmN/vx+/34/P58Pl89Pb20tvbP0a5q6uL7u5uOjs76ejooKfnwC3Hua4C8t3FFHhKKPSUUugtJd9dgsPq2Ov+kVgoff93bz3BmqZ/ZOZCMyiWiLGt40OyHNlcfuZ3AUgkk/QEOunwt9Lpa6Mr0E6Xv4PuYAe9gS76Qt0kEgm6u7vp7u4+6nU2GAy43W6sVisFBQXk5OQMCPvZ2dnp+16vl6ysLIVyEREROaYpYB+Gzs5Obr31VqZPn87EiRNpaWlh2rRpPPTQQ9x5551cddVVjBkzhoULF2I0Grn77ru57bbbePbZZ/ntb3/LnDlzmD59OrW1taxevZqf/vSndHV1cdddd6XP8dJLL7Fw4UKCwSBud3/r2cMPP8wdd9zBrFmz+P3vf8+tt97K888/z2mnnTagfj6fjyuuuIKKigp+/etfY7VamTdvHldffTUvv/wyZWVlAPzXf/0Xl1xyCc899xwdHR3cfvvt/OIXv+CBBx44em+mfGK1t7fz4osv0tnZmX4umUzu0aq5LwaDgWQySSKRIBKJEA6HCYfDBINBtm/ffsAJxI5Ep38nnf6dbGpdM2jnOFgXXnghkydPZvHixaxYsYJkMnlE5a1p+scx+QPA3iSTSfr6+gD220V/VxaLBY/Hg9vtTre0OxyOAV31U++hyWTioosu4pRTTsl43UVERET2RgH7MLS2thKJRCgtLaWsrIyysjLmz59PPB5n2bJl+P1+HnnkEbxeLwD3338/r7zyCpFIhAULFnD11Venx0tXVVXR3d3N7Nmz+f73v58+x5VXXsnIkSMHnPeyyy5LH3fHHXfw1ltv8dxzz+0RsJcuXUpXVxe///3vyc3NBWDOnDmcf/75PP/880ybNg0Aj8fDT3/6UywWCyNGjOCiiy5i5cqVg/OmyafOfffdx/r164e6Gp94kydPpqKigsmTJ7N8+fKhrs6QKM4q54ITL8Mf6aPD19Y/trynia5A+x77RqNROjs7B/ywsz9//etfWbx4sYbQiIiIyFGhgH0Yxo0bx8UXX8yNN95IQUEBtbW1TJw4kQsuuIAXX3yRqqqqdLgGGDt2LGPHjqWjo4P29nZqamoGlHfmmWcSjUbZvHlzuhv5sGHD9jjvWWedNeDxqaeeyt/+9rc99tu0aRNVVVXpcA1gt9s5+eST2bRpU/q5yspKLBZL+rHH4xnUVkP5dPnCF75wzARso8FElj0bjyMbryMHrzOXbEce2a4C8pwF5LjysZgtBy7oIGS6i/jixYvTLdipVv0jMb78jHQX8cORSCaJxEKEokEisQixRIRYPEosESWeiJNMJkgkkyTpr+fu9U2SJJlMfLxfgngiRiweIxaPEk1EiMbChGJBwtEQoUiAQCxAKOJnybvPEIj0EU/Ej+j6d3fuuefidDozWqaIiIjIvihgH6Y5c+Zwyy238Nprr/HGG29QV1dHTU0NY8aM2ecx+/rinEgkgP7ZflP2Ns5w19ehf2zq3mYw3t95di3Daj38JYRELrroIi666KLDOjaZTBKNRolGo+nu4ZFIhFAolN6CwSCBQCC9+Xw++vr60ltPTw/d3d34/X4SyTjdwf6xxY37OKfXkUu+p/jjmcBLKPSUUJhVhteZi9Fw8OtHX37mjRgNpoxNcrZixQqWL19+xOHabLJwYmkNXz/jeqxm2x6vJxIJekNddPl30hXooCfQQU+wfxx2X6gHX7iXQNhHMOJPh+eh4nA40uOuU+OwPR5P+nb3LuKpCdNsNpvWAhcREZEhpYB9GFavXs0rr7zCzJkzqa6uZurUqSxdupS6ujpqa2vZunUrfX19eDweANauXct3vvMdXnrpJfLz81m1ahXnn39+ury3334bi8VCZWXlfidoWrNmDZ///OfTj999911OPPHEPfYbM2YMS5YsoaOjI90iHg6H+eCDD/jKV76SoXdB5PAZDAasVitWq/WIu+5GIpH0BGcdHR3s3LmTnTt3DphFPBAI0BPspCfYSX3bugHHW0y29GzhRVmlFGaVUZRVRq6rcK9hzWq2cdU5txKNRzKyFFdvsJuuQDs5znyyHNmHXY7H7sVisuIP99HctYW23h209W2nva+Fdl8Lnf6dxBOxgy7PaDTidDrTs3+bzWYsFgtGoxGj0Zgea7/rbOK73qZmEU8dZ7VasdlsOByO9ObxeLBarXR2dnLSSSdRWFhIdna2fvwTERGRTywF7MPgdrtZtGgRFouFKVOmEA6HWbZsGVVVVVxzzTUsWrSIuro6brvtNmKxGPfccw+jR4+muLiY6667jkcffZSKigpqa2t5//33efzxx7n88svxeDz7DdgLFy6kurqak046iRdffJGNGzfys5/9bI/9LrnkEp544gluu+026urqsFqt/PKXvyQQCHD55ZcP5lsjctRZrVaKi4spLi7e6+vJZJLe3l6am5tpamqiubk5vQ52c3Mz0ViY5q4tNHdtGXCc2WShwFPSv1yXpz94F2aVkOcuwmKyYjFZyXUVHHH9c10FVDHqwDvuJhaP0trbzI7uBnb0NLCju5GW3iZ8+wn9JpOJgoKC9DrY+fn55OXlkZOTQ3Z2NllZWenWYavVetAT1h2JQCDA+vXrqa6uVlduERER+cRTwD4MI0aMYN68eTz++OMsWrQIo9HI2WefzYIFC3A4HDz11FM88MADfOMb38ButzNx4kTuvPNOAK699lqsVisLFy7k5z//OcXFxVx//fVcd911BzzvN77xDX7729+yadMmxo4dy1NPPZVedmtXHo+H5557jlmzZjF16lQAampqeOGFF6ioqMjoeyFyrDMYDOnuxieccMKA1+LxOM3NzTQ0NNDQ0MC2bdtoaGigsbGRSCTSH167G/YoL8dZQMHH3c3zPcXku4vJ9xST7cjLeBflZDJJX6iblp6mdJje3r2Ntt4dJJJ7H69cVFREZWUl5eXlVFRUUFpaSmlpKQUFBZhMpozWT0RERET+yZA80hl15KgYM2YMDzzwAJdddtlQV2Wf1qzpX/Jo/PjxQ1wT2V2qlXDcuHFqJTwI8Xic1tZWtm3bRmNjYzqANzY24vf793mcyWgi25lPrquAHGc+XmceXkcOHrsXly0Lh9WFzWzDYvpn63AsHiMSDxOM+PGFe+kNdtEd6KDT18ZOXws7e7cTjAb2ej6Px0N1dTXV1dVUVVUxfPhwhg0bhsOx9/W8j0X6bMqxSJ9LORbpcynHouPlc3koOUct2CIiuzGZTOlW33POOSf9fDKZpKuri6ampnQX81TX85aWFqLRKB2+Vjp8rRmtj9FopLS0lOHDh6cD9YgRIygoKDgq3bhFRERE5OAoYIuIHCSDwUBubi65ubmcfPLJA16Lx+N0dHSwY8eO9ARr7e3tdHR00NXVRU9PD36/n1AolF45IMVms+FyucjOziYnJ4fCwkKKioooKytLd/PWxF8iIiIixz4F7E+IjRs3DnUVRGQ/TCYThYWFFBYW7ne/ZDJJLBZLL8llNpu1tJSIiIjIp4QCtojIUWQwGLBYLENdDREREREZBGo2EREREREREckABWwRERERERGRDFDAFhEREREREckABWwRERERERGRDFDAFhEREREREckABWwRERERERGRDFDAFhEREREREckABWwRERERERGRDFDAFhEREREREckA81BXQETkkyyRSODz+fD5fASDQSKRCIlEAgCTyYTFYsFut+NwOHC5XNhstiGusYiIiIgMFgVsEZEDSCaTdHR08OGHH7J161YaGxvZvn07bW1tdHZ2pgP1wbDZbHi9XnJycsjPz6egoICioiJKS0spLy+npKQEs1l/mkVEREQ+ifQtTkRkN4lEgi1btrB69Wo++OAD1q1bR2dn536PsZps2Mx2zCYLJkP/6Jt4MkEsHiUajxCOhUiSJBwO09bWRltbGxs3btyjHLPZTHl5OcOHD2fEiBGMGjWK0aNH43K5BuVaRURERCRzFLBF5LiXTCbZvn077777Lu+88w6rV6+mr69vwD5Gg5EiTyml3kqKPKUUuIvJcebjdeTgtmVhNu7/z2kymSQUC+KP+PCFe+kLddMT7KIr2EGHfyftvlZ2+lqIxMJs3bqVrVu38r//+7/p4ysqKhg7dizjxo1j3LhxVFVVYTKZBuX9EBEREZHDo4A9xK655hrKysqYNWvWUFdF5LjS1tbG+++/z+rVq3nvvfdobW0d8LrNbKc6bzTV+WMZnjeaiuwqrObDHz9tMBhwWJw4LE7yXYV73SeRTNAd7GRHTxPbexpo7tlKY9cWOgPtNDY20tjYyJ/+9CcAHA4HY8aMYezYsYwZM4YxY8aQl5eHwWA47DqKiIiIyJFRwBaRT71QKMTmzZvZtGkT69evZ926dXsEapPBRFXeSEYXnsToghOpyBmOaR+t0tF4hL5Qz6DVtySrjJKsMmoqzgHAH/HR3L2Nnb5WGru30NBVTzAY5L333uO9995LH5ednc2IESMYPnw4FRUVVFRUUFJSQk5ODkajFo0QERERGWwK2CLyqRCPx+no6KClpYUdO3bQ3NxMY2Mj27Zto7m5mWQyOWB/o8FIeXYVI/LHMqrgRKrzR2Mz2/d7jkgszL+/s4APtr9DNBEdzMvZK4vRwkmlp3HPhXPpDLSzrfMjtnXW09i9mZbeZrq7u1m1ahWrVq0acJzZbCYvL4+cnBy8Xi8ulwuHw4HNZsNisWAymTAajSSTSRKJBMlkkng8vse2+2RuRqMxPVO61WrFZrOlZ0x3Op243W48Hg8ejyd9XrWwi4iIyKfZcR+wV65cyWOPPUZ9fT1Op5PzzjuPGTNm4PV6qa+vZ9asWbz99tu4XC7OOusspk+fTkFBAQA9PT3Mnj2blStX0tnZSVZWFpMmTeKuu+7C4XAcdB38fj8zZszgT3/6E8lkkgsuuIC7774bp9MJQH19PbNnz+bdd98lFotRW1vLnXfeSVlZGdDfzbyqqooNGzawZcsW7r77bmpra7n33nt58803CQaDnHDCCdx+++2ceeaZAEQiER577DGWLl2Kz+dj1KhRfP/73+fcc8/N8Dsscnii0Sh+vx+fz0dfXx8+n4/e3l56e3vp7u6mp6eHzs5OOjo66OzspLOzc48QvSu3NYvy7GFU5FRTmTOcypwR2CwDA3U4FtpvnRa9/Rve3/6PjFzf4Ygmorzb9CbxRIIrT7+BPFcBp33cyh2NRWjpa2J7TyOtfdtp87XQ7mulO9hBLBajtbV1j1b7o81kMuH1evF6vWRnZ5OdnY3L5SISidDQ0EBBQQFZWVl4vV48Hg9utxur1TqkdRYRERE5FMd1wO7s7OTWW29l+vTpTJw4kZaWFqZNm8ZDDz3E97//fa688kouueQSpk+fTjAYZN68eVx++eX813/9F06nk+nTp9Pa2srjjz9OXl4e77zzDjNnzmTkyJFMnTr1oOvx3//939x44438/ve/58MPP+SHP/whJSUl/OAHP6C5uZnLL7+cCRMmsHDhQsLhMLNmzeLqq6/mD3/4A263G4D/+I//YPbs2YwZM4aCggLuvvtuIpEIzz33HFarlfnz53PzzTfz2muv4XQ6mTFjBvX19Tz88MMUFRXxv//7v9x44408/vjjTJw4cXDecDkurVixgmeeeYZo9OBafBOJBKFQ6KD3P1i+SC8b2tawoW1NRss9EhdeeCGTJ09m8eLFrFixYr8/EOzq/e3/4P2lQxf0D4XJaMZkMBGJh4nH4+kfQw6W1WrFbu//IeRgWr+zsrK44YYbOOussw67ziIiIiKH67gO2K2trUQiEUpLSykrK6OsrIz58+cTj8d54YUXKC4u5kc/+lF6/1/84hecffbZrFixgssuu4za2lrOOOMMxowZA0B5eTnPPfccmzZtOqR6nHzyyfzwhz8EoLKyktraWj744AMAFi1ahNPp5OGHH0635MydO5dJkybx8ssvc9VVVwEwbtw4LrnkknSZDQ0NjB49moqKCux2O3fddReXXHIJJpOJbdu28V//9V8sWbKEcePGAfDtb3+bDRs28NRTTylgS8Z0dHTwyCOPDErZxZ5y+sI9+CN9B975GDV58mQqKiqYPHkyy5cvH+rqDIrKnGq+99kfEUtE8Yd99IS6aOltpqW3iZbeJnb0NtET6trn8ZFIhEgkctDn6+np4f7772fJkiWaZV1ERESOuuM6YI8bN46LL76YG2+8kYKCAmpra5k4cSIXXHAB69at48MPP+TUU08dcEw4HKa+vh6AK6+8kldffZWXXnqJrVu38tFHH9HU1ER1dfUh1aOqqmrAY6/XS3NzMwCbNm3ipJNOGtBNsqCggOHDhw8I8sOGDRtQxq233kpdXR1//OMfqamp4dxzz+Xiiy/GZrOxbt26dP13FY1GycrKOqS6i+xPbm4uX/va1/jP//zPjJfd0tc04LHd7MDryCXXkUeuq4B8VyH5nmKK3KV47NlkYuhvpruIL168ON2CbTAYDroF++TSM7jy9BsO+jzJJIRjQXzhPgJRH8FIgHA8TCwWIZ6IEU/GgdS5DRgNRoyG/nHZRoPp48dGDAYjBgxg6N89kUyQSMaJJ2LEElEi8QiReJhINEQwFiQYDRCOBvnFX+7BH/HhD/cRigUP+X06VFOnTlW4FhERkSFxXAdsgDlz5nDLLbfw2muv8cYbb1BXV0dNTQ0Wi4Wzzz6bn/zkJ3sc4/F4SCQSfPe73+XDDz/k4osv5qKLLuLEE0/kxz/+8SHXYX9fBPf1hTuRSGCxWNKPU10oUy644AL++te/8te//pU33niDp59+mscff5wXX3wxXebzzz+Py+UacJxmGpZMMhgMfPe73+W73/3uAfdNJpOEw2GCwSDBYBC/358eg50ah93X10dvby89PT10d3fT1dVFR0cH4XCYUCxIqK+Z1r7mPcp2Wd2UeodRkVPFsJwRDMsdideRc8jXc9Xp38X0jjFjk5ytWLGC5cuXH3S4Tk1y9o3Trt/rkmGhaJDtvY209DbR2reddl8rHf42ugIdROLhI65vphiNRrKzs/F6vekf9SoqKsjLy0uPv87KysLtduNyuXC73TidTszm4/5/WSIiInKMO66/raxevZpXXnmFmTNnUl1dzdSpU1m6dCl1dXVcdtllvPHGG5SUlKRbj7u7u7nzzjv59re/jcfj4bXXXuPFF1/kM5/5DNDfAtzQ0EBFRUXG6jhmzBiWLl1KJBJJ16O9vZ1t27bt0QKdEolEmDNnDpdeeikXXXQRF110EaFQiNraWv7yl7+ku4Dv3LmTE044IX3co48+itFo5Ac/+EHG6i9ysAwGA3a7HbvdTk7OwYffZDJJIBCgvb09PZHXrrOIb9++HX/Ex4c71/LhzrXp43KdBYzMH8uIgnGMKjiBHGfeAc9lNdv45pm3ZmyZrt5QN52BdnKd+WTZsw+4v8fuxWLq/zsQjUdo7N5KQ2c9DV2baezaQrt//5OYORyOdHDdfRbx1Pjm1AziiUSCeDxOLBZL30/NIp5MJjEYDOlZxM1mc3oWcYfDgcPhwOVy4XK50rOIpyYv83q9uN3u9I95gUCA9evXM27cuPTEjiIiIiKfVMd1wHa73SxatAiLxcKUKVMIh8MsW7aMqqoqbrrpJv74xz9yxx13cPPNNwPw4IMPsnHjRkaPHk00GsVsNrN8+XJyc3Pp7u5m/vz57Ny585DGCx7IFVdcwQsvvEBdXR033XQTkUiEBx98kJycHL70pS/t9Rir1cqaNWt4++23+fGPf0x+fj6vvfYagUCAU089lVGjRvG5z32On/zkJ9x9992MGjWKFStW8MQTT/DAAw9krO4iR4PBYEiHud2HSkD/sI5t27ZRX1/Pxo0b2bBhA1u3bqUzsJO3GnbyVsNfAShwFzO68ERGF5zEyIJxOK2uPcpKsZis5LoKjrjuua4CqvJGHXC/ZDJJV6CdNdtXsa2znq2dH9Lcve3jrt0D5efnU1VVRWVlJeXl5ZSUlFBUVER+fv4ePV1EREREJLOO64A9YsQI5s2bx+OPP86iRYswGo2cffbZLFiwgMrKSp577jnmzJnDFVdcgclk4rTTTuOZZ54hNzcXgFmzZjFv3jyef/55CgoKmDhxIlOnTuXVV1/NWB1TE6fNnj2byy+/HKvVSm1tLbNnz97veOlHH32UBx54gJtuuom+vj6qq6t5+OGHOf3009OvP/roo9x999309PRQWVnJz372M7761a9mrO4ixwKbzcbo0aMZPXo0F154IdC/NN66det4//33ee+99/jwww/Z6Wthp6+Fv23+MwYMlGVXMapgHNX5YxieOwqXzXNU6ptIJugOdNDc00Bz9zYau7fQ0LUZX7h3j32zs7MZN24cY8aMYfTo0YwcOZLs7OyjUk8RERER2ZMhebCz6ogcwJo1/csfjR8/fohrIrtTN9z98/v9rF69mnfeeYd3332XxsbGPfbJdxVRkVNFqbeSIk8ZBe5icpx52MyH1iqcTCYJx0L0hXvoCXbRFeigI9BGu6+Nnb4dtPZt3+t63GazmerqasaNG8cJJ5zA2LFjKS4uPqilq45l+mzKsUifSzkW6XMpx6Lj5XN5KDnnuG7BFhEBcLlcTJgwgQkTJgD9y4u9++67rFmzhg8++IDGxkba/a20+1t5t+nNAcfaLU48tiwcFic2sx2z0YLR0D++OJFMEEvEiMTDhGNBgpEAgaifaHz/w0jMZjOVlZWMGDGCUaNGpVund11NQERERESOPQrYg2TBggX86le/2u8+M2fO5Otf//pRqpGIHKy8vDzOP/98zj//fAB6e3v58MMP+fDDD9myZQtNTU00NzcTCAQIRfu3Q2W328nPz6egoICioiJKS0spKyujsrKSsrIyzZgtIiIi8gmkb3CDZMqUKfzrv/7rfvfJyzvwrMUiMvSysrKoqamhpqZmwPM+n4/Ozk66u7vx+/0Eg0EikUh6tm2TyYTFYsFqtQ6YVTs7OxuHwzEUlyIiIiIig0gBe5CklqMRkU8vt9uN2+2msrJyqKsiIiIiIscA41BXQEREREREROTTQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQywDzUFRARkaETiUTYuXMnra2t7Ny5k507d9LZ2UlnZye9vb309fURCAQIh8PEYjGSySRGoxGbzYbT6cTtdpOTk0N+fj7FxcWUl5dTWVlJSUkJRqN+wxUREZHjiwK2iEiGxONx2tvbaWtro6Ojg66uLnp7e/H5fOmQGo1GSSQSABgMBsxmMzabDbvdjsPhwOVy4Xa7cbvdeDwePB5P+r7L5cJisRxUXZLJJMFgkJ6eHrq7u+no6KCjo4OdO3fS1tZGW1sbLS0tdHZ2Hta1+v3+/R5rt9sZMWIEo0ePZty4cZxwwgkUFhYe1rlEREREPikUsEVEDlFvby9bt26loaGBxsZGGhsbaW5uprW1NR2eB4vFYsHpdGKz2bBYLJhMJoxGI8lkklgsRiQSIRQKEQgEiMfjB1Wm1WQlx5FPrjOPbHsuXnsOWXYvbqsHl9WN3ezAarJhNprBAIlEgmgiQigWwh/uozfcQ1ewk/ZAK22+Flr7thMKhVi7di1r167lpZdeAqCoqIiTTjqJk08+mZNPPpnS0tLBfKtEREREjjoFbBGRfYhGozQ2NrJ582a2bNmS3jo6OvZ5jNlo7g+pjhyybP0h1WFx4bA4sJismI1mTAYTAIlkgnAsTF+kh1g8SigWIhwPEYoGCUYDBGNBQtEAgWiASDycrlNPT89BX4PZYMZpdeOxZZFl85Jlz8ZrzybbkUu2PYdsey5OqwuDwXDQZWY7c7CYrPt8PZ6I0+ZroaF7C9u6N7Ol8yOae7fR2tpKa2srf/7znwHIy8tj3Lhx5ObmYrfbGTt2LCaT6aDrISIiInKsUcAeJCtXruSxxx6jvr4ep9PJeeedx4wZM9iwYQPf/va3+fWvf83s2bPZunUr5eXl3HHHHZx//vlAfzfTZ599lhdeeIHt27dTWlrK1KlTueKKK9Ll19fXM3v2bN59911isRi1tbXceeedlJWVAXDNNdcwduxYOjo6+POf/4zX6+Xqq6/m+uuvx2Aw8JWvfIVx48bxwAMPpMv861//ys0338xf//pXsrOzj+r7JTKUQqEQ27dvp6mpiYaGBrZt28bWrVtpamraZytwriOfkqwyitylFLlLKHQXU+AqIsuejdFw4LHHkViY595bwJod7xBNRDN9SWmxZIzecDe94W6aM1SmxWhhfMlpXH3K9VjNtj1eNxlNlGSVUZJVxlmV5wIQjoXY3Pkh9R0b+bBjA9u66uno6OD1118HYOnSpTgcDsaMGcOYMWMYMWIE1dXVlJWVKXSLiIjIJ4YC9iDo7Ozk1ltvZfr06UycOJGWlhamTZvGQw89xJe//GXi8TizZ8/mrrvuoqSkhEceeYQ777yT1157DZfLxaxZs3j55Zf58Y9/zPjx43nttdf42c9+RjgcZurUqTQ3N3P55ZczYcIEFi5cSDgcZtasWVx99dX84Q9/wO12A/DCCy/wta99jd///ve8//773HPPPQDccMMNXHbZZfziF7/gJz/5CXa7HYAlS5bw+c9/XuFaPjXi8Th+v5/e3l56enro6uqis7MzPZlXW1sbO3bs2G+LtMPspMRTRrGnjNKsckqyyil2l2G32Pe6fzQeOai6PfvOb3hvxz8O67qGWjQR5Z3mN0kkElxz2g0HfVx17ijGFpyEwWAgEo+wtaue+o4NfNSxkW1d9QSDQd577z3ee++99DEWi4WysjLKy8spLi6mqKiIgoIC8vLyyM7OJisrC7vdfkgt8CIiIiKDRQF7ELS2thKJRCgtLaWsrIyysjLmz59PPB5Pd+287bbbOOeccwC4+eab+eMf/8imTZsYNWoUL7zwAtOnT+eSSy4BoKqqiqamJn7zm9/wrW99i0WLFuF0Onn44YexWvu7ac6dO5dJkybx8ssvc9VVVwEwfPhw7rnnHgwGAyNGjKC+vp5nnnmG66+/nksuuYSHHnqI//mf/+Hiiy/G5/PxP//zP8ydO3cI3jGRw/c///M/PPTQQ0dcjsPiTLdGl2SVUeIppzSrHK8th1/87X7eaPjLkVd2iFx44YVMnjyZxYsXs2LFCpLJZEbKfW/HP3jvlUP7kaA6dzQ/PPdHWE1WRuePY3T+OKC/u/yOvma2ddWzrXsLTd1b2dHXRCQaYevWrWzduvWgz5Gdnc2PfvQjTj755EOqm4iIiMiRUsAeBOPGjePiiy/mxhtvpKCggNraWiZOnMgFF1zAqlWrAKiurk7vn2pxjkajbN68mWg0Sk1NzYAyzzzzTBYuXEhHRwebNm3ipJNOSodrgIKCAoYPH86mTZvSz5111lkDWnVOPfVUFixYQFdXF7m5uUyaNIklS5Zw8cUXs3z5cjweD+eee+6gvCcig2XRokWHfWx17mhG55/AuMKTqMyuxmLac4bu/jD6yW4dnTx5MhUVFUyePJnly5cPdXX2ymgwUpZVQVlWBROGTQQgGA2wtnU177esYl3rakKx0EGV1d3dzYoVKxSwRURE5KhTwB4kc+bM4ZZbbuG1117jjTfeoK6ujpqaGm6++WaAAeE4JZlM7rNlKTUzsdls3u8+uy7hYzab93gdSI9n/NrXvsaNN95IR0cHS5cu5dJLL9VYR/nEuf766/nVr35Fa2vrIR+7uXMTmzs3sWLTEgwYyHMVUOQupcRTSvHHLdjFnjJ+eO6P0pOMZcrR7CK+ePHidAu2wWDIWAv2KSVnHFIXcQCrybbX7tzBaJCG7s1s7aqnoXsLTT1b6Qi0H1a9Ro4cyVe+8pXDOlZERETkSChgD4LVq1fzyiuvMHPmTKqrq5k6dSpLly6lrq6Oyy+/fL/HjhgxAovFwqpVqxg3blz6+bfffpuCggK8Xi9jxoxh6dKlRCKRdFBvb29n27ZtXHnllelj1qxZM6Dsd955h/LycrxeLwDnnnsuBQUFvPjii7z99tvpMdoinyTnnHNOerjF3iQSCQKBAN3d3XR3dw8Yg93a2kpLSwvbt28nGAzS7m+j3d/G2tb30scbMFDoLqY0q5yyrEpKsyoozaog15l/UJOZ7cs3T/suxveMgz7JGcCKFStYvnx5xsL1gSY5Oxi9oW4+6tjIRx0bqO/YxPbeRpLsWbfc3FwqKyv3Ogbb6/Wm55AQERERORYoYA8Ct9vNokWLsFgsTJkyhXA4zLJly6iqqiInJ+eAx15++eXMnTuX7Oxsxo8fz+uvv86iRYu4/fbbMRgMXHHFFbzwwgvU1dVx0003EYlEePDBB8nJyeFLX/pSuqy3336buXPn8uUvf5m3336b559/nhkzZqRfNxqNfOUrX2H+/PmMHz+eESNGDNp7IjJUjEYjbrcbt9tNeXn5XvdJJpN0dnam17Tetm0b27ZtY8uWLfT29tLq20Grbwfvbv9ni7PVZKPYU0qxpyw9i3i+s5A8ZwEOi/OAk25ZzTauPf1WovEIveH9L7sVi8cIxYKEokHC8RCRWJhIIkoiESeejJNIJjAYDJgMJsxGM1aTFZvZjt3ixGVxEYgG6Ap2kOvMx2vPPuT3cHdZNu9+l+nam65gR3+gbt/ARx0baPXt2GOfoqIixo4dy5gxYxg5ciTV1dVkZWUdcX1FREREjhYF7EEwYsQI5s2bx+OPP86iRYswGo2cffbZLFiwgB079vxSubsZM2aQk5PDww8/THt7O1VVVdx9991MmTIFgPLycp577jlmz57N5ZdfjtVqpba2ltmzZw/4Mjpp0iTq6+v58pe/TGFhITNmzBiw1BfAZZddxvz587nssssy+yaIfIIYDAby8vLIy8vjlFNOST+fTCbp6uraYx3shoYGItEwDd1baOjeskd5drMdrz0Hj82Lx9a/Drbd7MBqsmE2mjEajBgMBuKJOPFkjGg8SiQeJhQLfbzutZ9ANEAg4iMQ9RM5yJnJ98VispJl8/ave+3II9eRR44zjzxnPrmOAnKdedjMmWsJDkT9NPU00Ni9hW1dm9nS9RFdwYEztRsMBoYPH864cePwer2cf/75+/wBREREROSTQgF7kHzuc5/jc5/73B7PV1ZWsnHjxgHPlZeXD3jObDZz6623cuutt+6z/BNOOIGnn356v3XIyspi1qxZ+92npaUFh8MxoOVbRPoZDAZyc3PJzc3l9NNPTz8fj8dpbm5m27ZtNDY20tTURHNzM9u3b6enp6c/KH/c6p3JujidTpxOJw6HA5vNhtVqxWQypbt+x+NxwuEwoVCIQCCAz+cjEokQjUfoCOykI7Bzn+W7rG5yHHlkO3LJTv84kIXT4sJhcWAx2TAbTRgwkkjGicajhGJB/BEfveEeuoIdtPvbaPPtoDvUtUf5RqORkSNHMn78eE4++WROOukkPB4PgUCA9evXk5ubm7H3SkRERGSoKGAfp+rr69m0aRPz58/nq1/9Kh6PZ6irJPKJYTKZqKyspLKyco/XQqEQO3fupKOjg66uLnp7e+nr6yMYDBIOh4lGo8TjcaA/dJrNZmw2G3a7HYfDgdPpTHdpz8rKwu124/F4cLlcGI2HPuY7GAzS3d1NR0cH7e3ttLe309bWRmtrK62trbS1teHz+fBH+remnm1H/P5Af3fvESNGMGbMGMaOHcvYsWNxOBwZKVtERETkWKWAfZzatm0bM2bM4DOf+Qw//OEPh7o6Ip8adrudiooKKioqhroqADgcDhwOByUlJfvcx+fz0dbWlp78bfcfBwKBAOFwmFgsRiKRwGg0YrPZcLlcuN1ucnJyyM/Pp7i4mLKyMiorK9PLD4qIiIgcTxSwP6WeffbZ/b7++c9/nvfee+/oVEZEjmmpFvPq6uqhroqIiIjIJ9rhrzEjIiIiIiIiImkK2CIiIiIiIiIZoIAtIiIiIiIikgEK2CIiIiIiIiIZoIAtIiIiIiIikgEK2CIiIiIiIiIZoIAtIiIiIiIikgEK2CIiIiIiIiIZoIAtIiIiIiIikgEK2CIiIiIiIiIZoIAtIiIiIiIikgHmoa6AiIh88iWTSTo7O2loaGD79u20tbXR1dWFz+cjFAqRTCYxm83Y7Xays7PJz8+ntLSU4uJiEonEUFdfREREJCMUsEVE5JD19PSwbt06NmzYwKZNm/joo4/o6ek5rLKsVitjxozhlFNO4bTTTmPs2LGYTKYM11hERERk8Clgi4jIfiWTSZqbm1m7di0ffPABa9eupampaY/9DBgocBZS6Comz5GH156N0+LGZrJhNBiJJWKE4kH6wn10Bjto87fQ3NdEJBJhzZo1rFmzhmeffRa3201NTQ0TJkzgzDPPxOVyDcFVi4iIiBw6BexPqN///vfMmDGDjRs3ZqyMz3/+83z1q1/le9/7XqaqKSKfQD09PXz44Yds2rSJ9evXs2HDhr22The7SqjOGUlV9giGeaso9ZRjNVkP6VyJZIIdfc181PUhGzvWsaF9LT6fj5UrV7Jy5UosFgunnXYa//Iv/8I555yDx+PJ1GWKiIiIZJwCtojIcSiRSNDZ2cmOHTtobm6msbGRhoYG6uvraW9v32N/s9HCMG8Vo3LHMCJnFCNyRuGyuo+4HkaDkbKsCsqyKjhv2OdJJBNs6arn/bZ3ebflbVr9Lbz55pu8+eabmEwmTjnlFGpraznnnHPIy8s74vOLiIiIZJICtojIIEgmk4TDYfr6+vD5fPj9fvx+P4FAgFAoRCgUIhqNEo1GicfjxOPx9LEGgwGj0YjJZMJsNmM29/+pjkQimEymAZvRaBxwzkQiQSwWIxKJEIlECIVCBINBfD4fPp+Pnp4euru76erqGnDO3eXZ8ynLKqfcU0mlt4oSdxlm0z//lxGMBQnGgkf0HnltXiy7tXgbDUZG5I5iRO4ovjLm6+zwNfNOy9u8s+MfNPc1smrVKlatWsXcuXMZNWoUZ5xxBjU1NYwdOxaLxXJE9RERERE5UsdNwF65ciWPPfYY9fX1OJ1OzjvvPGbMmIHX66W+vp7Zs2fz7rvvEovFqK2t5c4776SsrAzo/9L6zDPPsGjRInbs2EFFRQU33XQTF198MQDt7e089NBDrFy5klgsxumnn87MmTMZNmwYAP/7v//LvHnz+OijjygqKuJLX/oSN998M1Zr/xfLMWPGcMstt/DSSy8RjUZ57rnnqKqqOqjrevHFF5k3bx69vb2cc845/PjHP07Xe/v27cyePZv/+7//o7e3l7y8PC655BL+3//7fwO+lIvIP8XjcSKRCNFolEgkQjgcTgfVUChEIBAgGAymA7PP56Ovr4++vj56e3vT9/v6+ohGo0N9OYetI9ROR6id99veG7RzWIwWPlN0Gt/6zHewmmx7vG4wGCj1lFPqKefiUV+h1beDd1tX8V7LKrZ2b+bDDz/kww8/ZNGiRdhsNk444QROOOEERo8ezahRo8jLy8NgMAxa/UVERER2d1wE7M7OTm699VamT5/OxIkTaWlpYdq0aTz00EPcfPPNXH755UyYMIGFCxcSDoeZNWsWV199NX/4wx9wu908+eST/PKXv+Suu+7irLPOYuXKlUybNo38/HxOP/10rr32WsxmM7/61a/Izs5m1qxZfOc732HFihX87W9/47bbbmPGjBlMmDCBhoYG7rvvPrZs2cJjjz2WruOiRYtYsGAB8Xj8oMM1wLPPPstjjz2G1WrlvvvuSwd1g8HATTfdREFBAU8//TQul4s///nPPPDAA5x66qmcf/75g/BOiwyOVItsOBxOB93U/WAwmH4uGAwOeJzaL7VvKiyntlgslm5FjkajxGIxkslkRutuwIjT4sRpdmKz2LGbHNjMVixGKxajBbPRgslowmgwkoqCiWSSJEniiTgbO9bRGerIaJ2OFdFElLd3vAnA9afdcsD9i9wlfNF9MV8ccTG94R7WtK1m3c41bOhYhy/cx7vvvsu7776b3t/j8VBeXk5ZWRnFxcUUFBRwyimnUFJSMmjXJCIiIse34yJgt7a2EolEKC0tpaysjLKyMubPn088HmfRokU4nU4efvjhdIvy3LlzmTRpEi+//DJXXnklCxcu5Jvf/CZf//rXAbjmmmsIhULEYjH+/ve/s3HjRlasWMHw4cMBuP/++/ntb39LT08P8+fPZ8qUKXzjG98AoLKyknvvvZdvfetbNDU1UV5eDsCll17K+PHjD/naZs+ezdixYwF48MEH+cIXvsDf//53TjvtNC699FIuvPDC9JfJqVOnsmDBAjZu3KiALceEeDzOQw89xP/+7/8OdVUGTZIE/qgPf9QHR9aj+ph24YUXMnnyZBYvXsyKFSsO6YeKVTve4lux72A179mKvS9ZNi+1FZ+ltuKz/ROl+bbzUecmtnTXs617My3+HfT19bF+/XrWr1+fPi4nJ4d///d/V8u2iIiIDIrjImCPGzeOiy++mBtvvJGCggJqa2uZOHEiF1xwAZs2beKkk05Kh2uAgoIChg8fzqZNm+jq6mLnzp185jOfGVDm9ddfD8BTTz2F1+tNh2uAoqIi7rzzTgDWrVvH+++/z+LFi9Ovp7541tfXpwN2qjv5oXC5XOlwDVBVVYXX62XTpk1MmDCBq6++mhUrVvD++++zbds2Nm7cSHt7O4lE4pDPJTIYOjs7P9Xh+ngyefJkKioqmDx5MsuXLz+q5zYajJR5yinzlPMvlRNp8e1ga/dm3mn5B2t26+Le1dV1VOsmIiIix5fjImADzJkzh1tuuYXXXnuNN954g7q6OmpqavY5KU4ikcBisRxw0pzU5EP7kkgk+M53vsNXv/rVPV4rKChI37fb7QdxFQOZTKa9ns9qtRIIBLj66qsJhUJ88Ytf5Ktf/Sonn3wyV1111SGfR2SwFBQUcPfdd/OHP/yBeDxOMpncb8tiauKwXbt/BwKBIRvrbDPZcVqcOMwOnBY3TosTl8WN0/rxrcWFy+LCaXFiNztwWBzYzQ6sRhsWo+WgWlF/u/o3vNPyj6NwNUdm8eLF6RZsg8FwSC3YNSVnHlLr9a6i8Qj1XR+xsWMdH3V+yLaezYTj4X3uf9ZZZ6n1WkRERAbNcRGwV69ezSuvvMLMmTOprq5m6tSpLF26lLq6Oi677DJef/11IpFIuhW7vb2dbdu2ceWVV+LxeCgsLGTNmjVMmjQpXeb3v/99SkpK+OxnP0tPTw/btm1Lt0J3dnZy4YUX8sQTTzBq1Ci2bNkyoIX6zTff5JlnnuGee+7B6XQe9nX19vbS0NBAZWUlABs3bqSvr4/Ro0fz+uuvs3btWv72t7+Rn58PQHd3Nx0dHRkfYypyJM4991zOPffcIyojHo8PGHe9t3HYu05YlprELLXtbTz2rmO1U+O4U2O8Y7EYAOF4iHA8xOG0iRowYDZaMBvNGA3G/jHYHwe/ZDJJIpkgkUwQS0QxYCDJsf3f7YoVK1i+fPkhhetdJzk7FB2Bdt5ve5c1bavZ1LGeaGLgDyx2u53q6mqGDx9ORUUFZWVlFBUVUVBQgMvlOqRziYiIiByK4yJgu91uFi1ahMViYcqUKYTDYZYtW0ZVVRU333wzf/zjH6mrq+Omm24iEonw4IMPkpOTw5e+9CUAbrjhBh555BGGDx/Oqaeeyl/+8hf+/Oc/8/TTT3P66adz0kknceeddzJz5kwcDgcPPfQQubm5nHjiiVx//fXcdtttPP7443zpS1+ipaWFu+66i/Ly8gEt2IfDaDRy2223cffddwPwk5/8hDPPPJPTTz+d999/H4ClS5fyhS98gR07dvDII4+kg4PIp4nJZMLlch218BSJRAbMIr63mcRTt6nXUvuHw/2tq0mSRBMRoonD/+8xtZxXKtQmEonD/gHNZXFT6CyiyF1CibuUUk8Zxa4SjMY9e8rsTU+om45gO3mOfLz27IM6Zm/LdO3Ljr7+5brebXmbxt5tA17Lzc3llFNO4eSTT2bcuHFUVlbutYePiIiIyGA7LgL2iBEjmDdvHo8//jiLFi3CaDRy9tlns2DBAioqKnjuueeYPXs2l19+OVarldraWmbPnk1WVhZAuqv1Y489xs6dO6mqquLRRx/lzDPPBOBXv/oVDzzwAN/+9rcxGAycffbZPPnkk1gsFr74xS/y6KOP8sQTTzB//nyys7P5/Oc/zx133HHE15Wbm8ull17KzTffTDAY5HOf+xw/+tGPADj55JOZMWMGv/3tb/nFL35BUVERF110ESUlJaxZs+aIzy1yPLNarVitVnJycg752Hg8nm4RD4fDxONxYrFYek3qZDKJ0WhMr4NtMpmwWCx7vd1bV+dkMpleaizV6u73++nr60uvgd3Z2UlbWxttbW3s2LGDzs5O/FEfW3p8bOmpT5dlNlqozBrG8JwRjMgZxYicUWTb937N+c4CRjDqkN+PfUkmkzT3NabXwN7ha06/ZjQaOeGEEzj77LM588wzGTZsmLp9i4iIyDHBkFR/YcmQVHA/nNnQZXAFAgHWr1/PuHHjjmhYgnw6BQIBmpqa2Lp1K1u2bGHz5v41pn0+3x775jsLGflx2B6RM4oSTxlGgzEj9YjGI3zYuYk1be/xfuu7tAd3pl8zm82ceuqpnHvuuZxzzjlkZ2dn5Jwie6O/mXIs0udSjkXHy+fyUHLOcdGCLSIi++Z0Ohk9ejSjR49OP5dMJtm+fTvr169n3bp1rF+/ni1bttAeaKM90Mb/Nf8NALvZzjBvNZXeYZR7Kin1lFHoKsJuduz3nIlkgs5gB819jWzt3kx914fUd31EbJfx1FarlZqamnSodrvdg/MGiIiIiGSIAvYxprW1lS9+8Yv73Wf8+PE888wzR6lGInI8MhgMlJWVUVZWxvnnnw+A3+9n/fr1rF27lrVr17JhwwZCoRAbO9axsWPdgOPdVg9eWzYuiwuryYbBYCCejBOKBumN9NId6hoQplPy8vI444wzOPPMM6mpqcHh2H9QFxERETmWKGAfY/Lz81myZMl+97HZDm85GxGRI+FyuTj99NM5/fTTgf7x5A0NDWzYsIH6+no2b95MQ0MDvb29+CJ9+CJ9+y3PbDZTXl5Obm4uZ511FjU1NVRUVGg8tYiIiHxiKWAfY0wm04AlvUREjlUmk4nhw4czfPjwAc/7/X5aW1v7J0/z+wmFQiSTSUwmEw6Hg+zsbPLy8igsLCQcDh8XY7dERETk+KCALSIiGeVyuaiurqa6unqoqyIiIiJyVGVm6lcRERERERGR45wCtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGCLiIiIiIiIZIACtoiIiIiIiEgGKGAfA1atWsXbb7+dsfKampoYM2YMb775ZsbKFBERERERkf0zD3UFBK688koeeOABTj/99KGuiojsRzweJxQKEQgECAaDhEIhIpEIoVCIaDRKNBolEokQi8XSWzweJ5FIkEwmSSQSe5RpNBoxGo0YDAaMRiMmkyl9azab07dGoxGz2Zx+LvV86nHqmNT9VHkABoMhfb5kMpmuSyKRIB6Pp7doNEosFktfR+o2tYXD4QGPd90ndeyu17z7dabqbLFYsNls2O12LBYLfr+fLVu2kJubS1ZWFllZWWRnZ5OdnY3Vah3cf1QRERGRDFLAFpHjRjwex+/34/P58Pl89PX10dfXl36865baz+/3EwgE8Pv9hMPhob6E447H4yE3N5e8vDwKCgrIz88nPz+fgoKC9OZyuQb8iCAiIiIyVBSwj5KVK1fy2GOPUV9fj9Pp5LzzzmPGjBmceeaZAMyYMYO33nqLWbNm8fbbbzN37lw++OADIpEIFRUV3HjjjVx66aUATJ8+nUgkQnZ2NkuWLMFms3HppZdy++2377O15z//8z958sknaW5upqysjG984xtcc801GI1GmpqamDRpErfffjvPPPMMdrudl19+GbfbfdTeH5HdJZNJ4vF4utV019biXbdgMDhg8/v9A0JxavP5fAQCgYzUzWQwYTPZsJlsWIwW+qJ9hGIhkiQzUv6nnclgotRVyvj8zxBLxgjGggSiAfxRH76oj75oH75IH/FkPP0jyLZt2/ZZnsPhGBC68/PzycvLS2+5ubnk5ORgMpmO4lWKiIjI8UgB+yjo7Ozk1ltvZfr06UycOJGWlhamTZvGQw89xOuvv865557LzJkzueyyy2htbeW6667j6quv5r777iMajbJgwQLuuusuamtryc/PB+C///u/mThxIv/+7/9OY2Mjd911F8FgkHvvvXeP8//ud7/jkUce4e677+bkk09m3bp13HfffbS2tjJt2rT0fi+99BILFy4kGAwqXB9nUl2Gd+0uvHs35127D+9rS3UV3lsX4309v2vX49Q+qcfJ5OAEVqvRitPswmlx9m9mZ/9jswOnxYXD3P+8w+TAYXZgN9s/vu2/bzFY0mU9+cFvWNX2j0Gp56dVPBmn0ddIobOY75x0A1aTdY8W6GQyiT/mpyfcTXe4m65QF13hLrpDnXSGOukMd9IZ6sAf9RMMBmlsbKSxsXG/5011Pc/KysLr9eLxePB4PLhcLtxuN06nE4fDkQ7slZWVg/k2iIiIyKeQAvZR0NraSiQSobS0lLKyMsrKypg/fz7xeJyCggKA9Be9rq4uvve973Hdddelv3DecMMNLFmyhK1bt6YDdlZWFrNnz8bhcDB69Gja2tr42c9+Rl1d3R7n/9WvfsVNN93El770JQAqKirw+Xzce++9/OAHP0jvd+WVVzJy5MjBfjtkiESjUerq6vjwww+HuipDLpLoD/bdka6hrkrGXXjhhUyePJnFixezYsWKQfuRIhNWtf2DVa/+g5HZo5hxxo8GhGyDwYDb4sZtcVPmLt9nGeF4mK5U6A510hXupCvURXe4P5D3hHvojfSQSCbo7e2lt7f3oOv3k5/8hNra2iO6RhERETm+KGAfBePGjePiiy/mxhtvpKCggNraWiZOnMgFF1ywx76VlZVcdtllPPPMM2zatImGhgY2bNgA9I8fTTn55JNxOBzpx6eeeirRaJQtW7aQk5OTfr6zs5OWlhYeeeQRHnvssfTziUSCcDhMU1MTNpsNgGHDhmX82uXY4ff7+eijj4a6GjLIJk+eTEVFBZMnT2b58uVDXZ1BZzPZKHaVUOwq6W/1jvr6W7o/bvXuiXTTHeqi2d9Ms68Jf9R/0GXv3LlzEGsuIiIin0YK2EfJnDlzuOWWW3jttdd44403qKuro6amhoULFw7Y76OPPuLKK6/kxBNPZMKECfzrv/4rOTk5fP3rXx+wn8ViGfA4NWPv7mMMU8/PmDGDCRMm7FGvkpIS2traALDb7Ud2kXJMy87O5qGHHmLNmjUkk0kMBsOA210ZDIb0LNOpbuK7dhHfW1fxXbt4794VPBqNHvWWVCNGHGYHTrMTu6X/1mF24jI7+5+3fNxF3OzCZXbgsLhwmV3pfc2Gg/vzeKx1EV+8eHG6BXtv/7bHkprCM/bZRXx3qS7j3aGuj1urO9It1qnHXaEuIonIIdXBbrfjdrtxuVy4XK50F/G8vDw+97nPHcnliYiIyHFIAfsoWL16Na+88gozZ86kurqaqVOnsnTpUurq6ujo6Biw77//+7+Tl5fH008/nX7u1VdfBRjwRXnt2rXE4/F0oH733XdxOBwMHz58QJmpCX4aGxsHtFAvW7aMP/3pTzz44IODcs1ybBo1ahSf+cxnjvp5k8lkOpSHw+G9hvLU87suBZW6Hw6HB0x2tusWCATSk52lls9KJpMkSOCP+fHH/BA69DrbTDYcqTD+8fhrh9mBzWTHbranJzkb7h1Oe2gnTX2NxJPxAxc8yFasWMHy5cuP6XBtMVo4Of8zTBn9DbrDXQTj/ZOcBaJ++qI+fNE+eiO99IZ76An30P1xi/TBhmev1ztggrPUlpOTg9frxev1kpWVhcfj2ePHShEREZEjoYB9FLjdbhYtWoTFYmHKlCmEw2GWLVtGVVUVOTk5OJ1O6uvr6erqori4mJaWFlauXMnIkSNZu3Yt999/PwCRyD+/XDY3N3PvvffyrW99i/r6eubOncvVV189oNs49LdEXn/99Tz66KOUlpby2c9+lo0bN3LPPfcwadIkrTErR4XBYMBisWCxWHA6nYN6rkQikQ7bu84gvuvyXPtbois103g4HiYcD9Md/mSN006F6qEI10aMmAwmDAYDBoMRIwYwAMn+ic2SySSxZIxoIsqqtrdZ1fb2IZ8jFZ53XaZr1y0/P19/10RERGTIKGAfBSNGjGDevHk8/vjjLFq0CKPRyNlnn82CBQswGo1ce+21PPnkk+mgvHnzZqZNm0YkEqGqqorbb7+duXPnsmbNGj772c8CcMopp2A0Gpk8eTIej4dvfvOb3HTTTXs9/7XXXovNZuPZZ59l1qxZ5OfnM2XKFL7//e8fzbdB5KgwGo3p7r6pSQQPRWqt7F2DeWrZr1QLeTAYHNCKvvss6NFoND0TezweT3e3h4EBuD+IGjCZ+kOp0WjEaDRiMpkwmUyYzeYB981mM0ajMf38rq+nnk+VkSovdY6UZDKZXgItdbvrrPG7DgHYdab33XsUpF7fVYIEiWSCQ1mtzOFwYLFY0rN7ezwevF4v2dnZ5OTkkJOTQ25ubnrprdScESIiIiLHIkPyWO1DKPs0ffp0mpubefbZZ4e6KgOsWbMGgPHjxw9xTWR3gUCA9evXM27cuEFvQZbjRzKZHPCjwq7LuiUSiQGt6KkfAaxWK2azGZvNhs1mIxgM6rMpxxz9zZRjkT6Xciw6Xj6Xh5Jz1IItIiKHxWAwYLVa1SVbRERE5GPGoa6AiIiIiIiIyKeBWrA/gWbNmjXUVRAREREREZHdqAVbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQyQAFbREREREREJAMUsEVEREREREQywDzUFRARkU+GeDxOd3d3euvr68Pn8xEOh4lEIgAYDAZsNhsOhwOv10teXh7FxcVkZWUNce1FREREBp8CtojIcS6ZTOLz+ejq6qKjo4OOjg46Oztpb29n586dtLe3097eTldXF4lE4rDO4fF4GDZsGNXV1YwZM4Zx48ZRVlaW4SsRERERGVoK2ENg1apVJJNJTj/99CMq595772XJkiUYjUbuu+8+fvjDH/LnP/+Z8vLy/R7X1NTEpEmTeOaZZzjrrLOOqA4ikhnJZDK9Hei1eDxOIpEgHo8Ti8WIxWJEo1EikQiRSIRwOEwoFCIUChEMBgkEAgQCAfx+P36/P93y3NvbS09PDz09PcRisYOqpwEDWVYPHosHt9WD0+zAZrJhNpgxGAwkkkmiiQjBWJDeSB9d4S56Ij309fXxwQcf8MEHH6TLysnJ4YQTTqCgoIDs7Gyqq6sxGAyZeUNFREREhoAC9hC48soreeCBB44oYG/YsIFFixZx7733cu6551JYWMjrr79Obm5uBmsqIgcjEonQ2dlJR0cHXV1ddHV10d3dTW9vL319felgGwwGCYVChMNhwuEw0WiUeDyeDsxDzWl24LVmk23zkmPLIceWQ6499+PbHLJt2XitXoyGQ5u+IxwP0xpopdHXRENfA/U9m9nat4Wuri7+9re/AbBkyRKKi4s57bTTOO200zjllFPUrVxEREQ+cRSwP6F6e3sBqK2tTbdYFxQUDGWVRD61/H4/LS0ttLa2Dtja2trYuXMn3d3dQ1o/I0bMRjMWo+XjzYzVZMNqtGI32bCardiNdmxmOw6THYfFgdPswmV24LK4cVtcuMxuLCbLfs8TS8TpCHUesD5eqxfrLmXZTDYqPZVUeiqpLZkAQDQRZXPPFjZ0bWBd5zo+7PmIlpYWli1bxrJlyzAYDIwYMYJTTjmF8ePHc+KJJypwi4iIyDFPAXuQrFy5kscee4z6+nqcTifnnXceM2bM4MwzzwRgxowZvPXWW8yaNYu3336buXPn8sEHHxCJRKioqODGG2/k0ksvBWD69OkEAgF8Ph/vvfceN910Ew8//DAA559/Pl/96lf56le/yje/+c10F/H333+fWbNmsX79esxmM2effTYzZsygtLQ0XcfVq1fz8MMPs379eoqKirj55pv52te+dvTfLJEhFIlE9hhz3NbWlt5aW1vp6+s7YDkWoznd+ptl9eKxevBY3LgsLlxmFw6zA7vJjt3cH3yTySQvbV7C2q51xBIH1z17XxIkiCQiRBKRIyonUyxGC6cVnMp1J1yLzWTb5z5jckYzJmc0l1Z/mVAsxIbujaztWMsHnWvZ7t/ORx99xEcffcTixYsBKCsrY8yYMYwcOZLq6moqKyvJy8tTt3IRERE5ZihgD4LOzk5uvfVWpk+fzsSJE2lpaWHatGk89NBDvP7665x77rnMnDmTyy67jNbWVq677jquvvpq7rvvPqLRKAsWLOCuu+6itraW/Px8AP74xz9SV1fHj3/8Y+x2O8OGDeN73/se//Ef/8Hw4cNZt25d+vzxeJzvfve7TJkyhQcffJDe3l7uvvtuZs6cyW9/+9v0fgsXLuS+++5j5MiR/Nu//Rs/+tGPOP300xk2bNjRfstkkCWTyfSY3Wg0mh7Pm0gkSCQS6fu7Ppd6vOtrexsfvDujsb/7sMFgGLDt/nyKwWAYUO6u4433Vqfdxx+nbqPRKIFAYJ9jkVPjkH0+H319fenxx8Fg8KDeQ5fZRb4jjzz7Lpstjxx7Drm2HFwW1yEFvd+sfZLVHe8f9P6fJNFElDdb3yKeTHDDid/Z535WozX9ntnNdk7J/wyn5H8GgK5wFxu6NrC+cwObujexI9BCc3Mzzc3NvPrqq+ky7HY7xcXFFBUVkZeXR25uLtnZ2Xg8HtxuN6NHj8br9Q7uBYuIiIh8TAF7ELS2thKJRCgtLaWsrIyysjLmz59PPB5Pd+P2eDx4PB66urr43ve+x3XXXZf+onnDDTewZMkStm7dmg7YXq+X73znn19UGxoaAMjNzcXj8Qw4f2o24MLCQsrKyqioqOAXv/gFHR0dA/a75ZZb+PznPw/AD3/4Q1544QXWrl2rgP0p8F//9V/MnTt3qKvxqeKP+fH3+dnW1zDUVcmICy+8kMmTJ7N48WJWrFhxUD+eHKq3297m7ba39/n6KO8o7jp9xl5/mMix5XBO8TmcU3wOAL6Ij829W9jSu4UGXyNNvibagm2EQiG2bt3K1q1b93qO/Px8nnvuufQPPCIiIiKDSQF7EIwbN46LL76YG2+8kYKCAmpra5k4cSIXXHDBHvtWVlZy2WWX8cwzz7Bp0yYaGhrYsGED0N8SnXIooTcVxu+77z7mzp3L2WefzXnnnceFF144YL/hw4cPOAYgHA4f0rXKsam9vX2oqyDHuMmTJ1NRUcHkyZNZvnz5UFfngFwWFyWuEsLxENFElEQyTjwZZ2dw536PC4VCR6mGIiIiIgrYg2bOnDnccsstvPbaa7zxxhvU1dVRU1PDwoULB+z30UcfceWVV3LiiScyYcIE/vVf/5WcnBy+/vWvD9jPbrcf0vnvuOMOrrzySlauXMnf//537rvvPp588kmWLFmS3mdvLTqD0YolR9+3vvUt/uVf/gW/3w/0/3Cybds2hg0bhs2255jYVDft1G08Ht+ja/j+lpFKlQH77iKeen33x7va/TypmbX31j08kUjs0UU8GAwSjUaJRqPpmbrD4TDBYBC/35/uIu7z+QgEAgf9fuZYs8lz9HcJz0t1E7flkufII8eWg9VkPeiyUn6z9sn9tu4OtsWLF6dbsHfvpp8ppxeeftBdxHeXSCZo6GtgQ9dGNnZv4qOej+iN9O51X4vFQkFBwV67iH/mM59R67WIiIgcNQrYg2D16tW88sorzJw5k+rqaqZOncrSpUupq6vbo5v2v//7v5OXl8fTTz+dfi41vvBwv/Bu3ryZhQsXMnPmTK644gquuOIKVq1axZVXXsmGDRu0lNdxIDUDc0ogEMBoNDJu3DicTucQ1uzYEYvF6OnpoaurK73EVkdHR3pm8NQkZ+FwmK5IN12Rbj6ifq9leSxucmz9y1hl27LxWD1kWbJwW9y4rW5cZicOsxO7yYbdZMdisvCdE67FZDDyzs53iSaiR/nqYcWKFSxfvnxQwvXBTHK2N62BNtZ2rmVtx1rWd23AH/MPeN1sNjN8+HBGjhxJVVUVw4YNo7y8nPz8fIVoEREROSYoYA8Ct9vNokWLsFgsTJkyhXA4zLJly6iqqiInJwen00l9fT1dXV0UFxfT0tLCypUrGTlyJGvXruX+++8H+mc3Phw5OTm88sorhEIhbrjhBoxGIy+99BJer5fq6uohX1JI5FhgNpvJy8sjLy9vn/skk0m6u7tpbW2lpaVlwFJdqQAeCoXoi/roi/po8DUeUh1MBhNGjNiMNoxGI0YMwD9b+kk/SjGAAYwYMGLEaDBhMpowG0yYjGbMBjMWoxmLyYLVaMVqsmEz2bAZrdjMduwmG06zA4fZSTwRIxQPU+YqpcBZeGhv3gHsvkzXvvRGetnQtZF1nev4oHPtHt29nU4n48ePTy/TNWrUKKzWQ+8tICIiInK0KGAPghEjRjBv3jwef/xxFi1ahNFo5Oyzz2bBggUYjUauvfZannzySerr65k7dy6bN29m2rRpRCIRqqqquP3225k7dy5r1qzhs5/97CGfPycnhwULFjBnzhymTJlCPB7nlFNO4emnn8btditgixwkg8FATk4OOTk5jB07do/Xk8kkfX19dHR0sHPnznRLeE9PD93d3fT29tLX14ff78fv9xMMBgf8cBZPxokThySQOIoXthur0YrX5iXLmkW21Uu2LZscWw45tmxy7Lnk2nLIseVgNx/aUJVdReIRmv3NbOtroL6nno966tnu3z5gH5PJxLhx46ipqeG0005j9OjRmEymI708ERERkaPGkNSgW8mQNWvWADB+/PghronsLhAIsH79enURPwbE43HC4TCRSIRoNJoeR77r0mh7s+v4992XKkuNO08tUZZammz3JcpSQb+vry+9VFksdvBrcDtMDrJtXrxWLx5rfxd4p8WBzWjDYrJgwEAimSASjxCKh+iJ9NAd7mZncCcdoU6S7HltlZWVlJeX87nPfY4zzjhDn085JuhvphyL9LmUY9Hx8rk8lJyjFmwRkaPIZDLhdDqPif8JJZNJgsEg3d3ddHV17TEevb29nZ07d9LR0UEgECAYDxIMBNkRaDms86WGqYwePZpx48Zx4oknYrFYjov/MYuIiMjxQQFbROQ4ZTAY0mG/tLR0v/v6/f50+O7q6qK7uzs9I3soFCIa/edEbXa7HYfDgdfrJTc3l5KSEkpLS8nOzt5j1vBDmc1dRERE5FingC0iIgfkcrlwuVxUVFQMdVVEREREjlla10REREREREQkAxSwRURERERERDJAAVtEREREREQkAxSwRURERERERDJAAVtEREREREQkAxSwRURERERERDJAAVtEREREREQkAxSwRURERERERDJAAVtEREREREQkAxSwRURERERERDJAAVtEREREREQkA8xDXQERkaEUiUTYsWMHbW1tdHR00Nvbi9/vJxKJkEgkALBardhsNtxuN16vl+zsbPLy8sjPz8fpdA7xFYiIiIjIsUIBW0SOG52dnWzcuJEPP/yQ+vp6tm7dSktLC8lk8rDLdLlcFBYWUlhYSHFxMYWFhRQVFVFQUEB+fj65ubmYTKYMXoWIiIiIHKsUsEXkUykej7NlyxbWrl3LunXrWLduHa2trXvd126yU+DIJ8fmxWP14DDbsZmsGDGSIEksESMUDxOIBvBF/fREeukOdxOIBfH7/WzZsoUtW7bstWyj0Uh2dja5ubnk5OSkt+zs7AGPc3Nz8Xg8GAyGwXxbRERERGQQHVcBe9WqVSSTSU4//fShroqIZJjf72f9+vWsX7+etWvXsmHDBgKBwIB9DBgoc5cwPGsYwzyVVLjLKHOX4LEcXrANxUJ0hDppD3XSEezovw110h7qoDPURXe4m3giQWdnJ52dnQcsz2KxkJ+fT35+PkVFRRQWFlJSUkJJSQmlpaXk5eUpgIuIiIgcw46rgH3llVfywAMPKGCLfMIFAgE2b97MRx99xKZNm9i0aRMNDQ177Gc32RmZXc3o7JGM8lZT7R2Ow2zfY79IPEpPpOew6mI1WSl1FVPqKt7jtUQyiS/qozfSR2+4j76oj75oH76Ij76on76ID1+0j76on0AsQDQaZceOHezYsYM1a9bsUZ7NZqOsrIzy8vL0VlFRQXl5OS6X67DqLyIiIiKZc1wFbBH5ZPH7/TQ1NdHY2EhjYyNbt25l69at7NixY6/7FzjyGemtZlR2NaOyR1LhLsNo2PdiCeF4hCfXLuSdnauJJqKDdRkHZDFaOKPwNC4bcQm+aICOVEt4sIOdoXbaAm20hzoJh8Ns3ryZzZs371GG1+ulrKyMsrIySkpKKC4uTreC5+XlYTbrz72IiIjIYPvUfeNauXIljz32GPX19TidTs477zxmzJjBmWeeCcCMGTN46623mDVrFq2trcyaNYu//vWvmEwmTj31VKZPn05VVVW6vN/+9rc888wztLe3U1NTQ01NDb///e959dVXAdixYwdz5szh73//O36/n5qaGurq6hg7diwAHR0d3Hvvvbz55psEg0FOOOEEbr/99nR9tm/fzuzZs/m///s/ent7ycvL45JLLuH//b//h9Fo5Pe//z0zZsxg48aN6Trt/tznP/95vvCFL7By5Uo6OjqYN28e8+bNo6ysjFmzZqWPu+aaawY899RTT/HCCy/Q0tJCYWEhX/va17j55pvVBVWOing8Tnd3Nx0dHezYsYP29nba29tpa2ujtbWVlpYWent793l8ttVLhaecYZ4KqjyVDPcOI8vqGbDPgULzbz74Lf9oeycj13Mkoolouh43nDSVqqyKPfaJJeJ0BDtoCbTRGmyj1d9Gy8e3PdFeenp66OnpYd26dXs9h9frJScnh6ysLLxeL263G5fLhd1uT29msxmz2YzJZMJgMGA0Gvf698BgMKRft9vtWCwWTCYTFosFm82W3hwOBzabTX9TRERE5LjxqQrYnZ2d3HrrrUyfPp2JEyfS0tLCtGnTeOihh3j99dc599xzmTlzJpdddhmBQIBrrrmGE088keeeew6j0cjTTz/NlClT+MMf/kBRURHPP/88jz76KD/+8Y+pqalhxYoVzJ07l5KSEgB8Ph9XXHEFFRUV/PrXv8ZqtTJv3jyuvvpqXn75ZcrKyrjnnnuIRCI899xzWK1W5s+fz80338xrr72G0+nkpptuoqCggKeffhqXy8Wf//xnHnjgAU499VTOP//8g7725557jieeeAKPx8OYMWMOuP+rr77KE088waOPPsrw4cN57733mDZtGuXl5Vx66aWH/W8gn07RaJTGxsZ0UEokEsTjcWKxGLFYjEgkQjQaJRqNEgqFCIfDBINBgsEggUAAv99PX18ffX199Pb2h8He3t4jmr27O9JDd0cPazrWZuoyD9qFF17I5MmTWbx4MStWrDii69jVP9re4R+vDk7gTwXwo81oNOJ0OnE4HDidTlwu14Bbi8WCz+djw4YNeDwe7HY7NpsNq9WK1WrF8v/Zu+/4qutD/+Ovs/fIXgRCAmi0uFAraiugXvcs1jqvcjvctfrDbVtvby+opa3Fqm21w2u9rXKtG9qqdVdEUUtFViAEQhKyzt7j90fMKZGwE4Lwfj4e356c7/l+P9/P93Aa8z6fZbEMCP52u52amprdfh8iIiIi22OvCtgdHR2kUimqq6sLXSUfeughstksZWVlAHg8HjweD08++SShUIh777230HXyhz/8IQsXLuSJJ57g2muv5ZFHHuHSSy9l+vTpAFx55ZWFGYkBnn32WXp7e3nqqacoLi4GYM6cOZxwwgn8/ve/56abbqKlpYUJEyZQW1uL3W7n9ttv54wzzsBkMpFIJDjrrLM45ZRTCqH9sssu41e/+hXLly/foYB93HHHcfTRR2/38S0tLVitVmpqaqiurqa6upry8nKqq6u3uwzZN+Tzea6++mqam5uHpXyTwUQ2nx2WsofL9OnTqa2tZfr06cyfP3+kqzOirEYrJfZisvkM6VyGRDZBPJMovJ7L5YhEIkQikSG75owZM/ja1742ZOWJiIiIDJW9KmA3NjZy+umnc8UVV1BWVsYxxxzDlClTOPHEEzc7dunSpQSDQY444ogB+5PJJE1NTfT29tLa2sohhxwy4PXDDz+8ELBXrFhBXV1dIVwD2O12DjroIFasWAHANddcw8yZM/nzn//MpEmTOPbYYzn99NOx2WwAXHzxxSxYsIB//OMfrF27luXLl9PV1UUul9uhex8zZswOHX/mmWfyf//3f5x00kmMGzeOo48+mpNOOkkBWwbl9XqHrexcPoff6qPI7qfI5qfEXkKpo5gyeynljlJKHCWYjcOzjvTOdhGfN29eoQXbYDAMWQv2EeWH8c0vXDYkZUHflyPRTIzeRIBAMkgoHSacChNJR4mlY8SycZKZFMlsknQuTTqXIZPPkM/lyZHb7L7y5AuP+Xzfls3nCKZCZPNZ0rk0ufyO/e7aGW63e9ivISIiIrIz9qqADX0tyFdffTWvv/46b7/9NjNnzmTSpEn87ne/G3BcLpdj7NixPPjgg5uV4XQ6C63aW/vDeUuv5XK5wvknnngib7zxBm+88QZvv/02v/nNb7j//vt54oknqKmp4eKLLyaRSHDyySdzzjnncNBBB3HRRRdt9R6z2c1b++z2zWdG/qxMJlP4ubi4mGeeeYYPPviAt956izfffJNHH32Ua6+9lmuuuWabZcm+w2AwcO+99xKPx8nlcgO6h2ezWdLpdKGbeCqVIplMkkgkSCQSxGKxQhfx/lbM/q7Kvb29BINB8vl8X3fvVJA1rN3s+iaDkTJHGdWuSmrc1dS4qhntqaHSWbnLwfubX7gc48fGHZ7kbMGCBcyfP3/IwrXFaOGwsoP5+oH/js1k3aFzM7ksXfEuOmKfjsmObaQz3kVnvJuueDepXGqX67cz+sdn93cN79827SLucDiwWCwEAgHq6urw+XyF8duf7SLeP87barVqxnQRERHZY+1VAfujjz7ihRde4LbbbqO+vp7LLruMZ599lpkzZ9Ld3T3g2AkTJvDMM8/g8XgKLdDpdJobb7yRk08+mVNPPZWamho+/PDDAV21P/zww8LP++23H08//TTd3d2UlJQAfS3g//znPzn77LNJpVLMmTOHs846i1NPPZVTTz2VRCLBMcccw6uvvsqYMWP4+OOPeeuttygtLQUoTPrU/0e7xWIB+sZ797fabE9X3f5xjf1yuRzr1q0rtHQ/++yzhMNhLrroIiZNmsR1113HHXfcwYsvvqiALZsxGAw4nc4hL3fTic42btxIZ2cn7e3ttLe3F5arSiaTtMc6aI91sLjzo8K5FqOZUe4a6jxjGOsdQ4NvLDXuqq3OGv5ZNpOVqw/6xg4v0xVIBumKd1PqKMFv8+3QPQ/GZ/VhNVm2+Ho+nyeYCvWF6FgHbdEO2mIdtEfb2RjvJLuNVmOfz0dJSQlFRUX4/X68Xi8ejweXy4XL5SqEWovFUgiym05wtukkZZvuMxqNGI3Gwhhpi8WC1WotBOTtmdwsFovxySef0NjYOCyfMREREZHdaa8K2G63m8cffxyLxcJXv/pVkskkL774InV1dRQVFeF0Ogvdv88880x++ctfct111zFz5kzcbjcPPPAAr7/+Ot/+9rcB+MY3vsHdd99NfX09kyZN4qWXXuLPf/5zYbz0GWecwS9+8Quuv/56Zs6cidVq5ec//zmxWIzzzz8fq9XKkiVLeO+997jzzjspLS3l9ddfJxaLceihh2K19rVUPfvss5x00km0tbXx4x//mHQ6TSrV1+p0yCGHYDAYmDt3LpdccglLlizhT3/60zbfi0MOOYTf/OY3vP7664wZM4bf/va3A2ZkTiaT3H333bhcLg4//HDa29tZtGiR1giX3cpkMlFSUkJJSQkTJkzY7PVcLkd3dzfr1q2jpaWFtWvX0tzczJo1a4jFYqwJrWVNaC1/a+073m6yUe+rY5yvgQn+cYzz1eO0OLZZD6vJQpmjdLvrXeYoZby/YbuP35Z0Lk1XvJveZIDeZICeRC9dib4W6M54NxvjnSSzyS2e378+dv98Cv3LdFVWVlJWVlb4XSMiIiIiw2uvCtgNDQ3MnTuX+++/n8cffxyj0chRRx3Fr371K4xGIzNmzODhhx+mqamJhx56iMcee4x77rmH//iP/yCbzXLggQfy61//moaGvj+cL7jgAoLBID/96U/p7e3lyCOP5JxzzuH9998H+iZMe+yxx5g9ezaXXXYZAJMmTeJ///d/qa3tW2bnJz/5CbNmzeLKK68kHA5TX1/Pj370o0KQvfXWW/ntb3/LT3/6UyoqKjj11FOpqqpiyZIlANTW1nLXXXfxi1/8gscff5xJkyZx0003cfPNN2/1vZgxYwYtLS18+9vfxmq1Mn36dE477bRCy/h5551HIBDggQceoK2tDZ/Px0knncT/+3//b8j/XUR2ltFopKysjLKyMg477LDC/lwuR3t7O6tWrWLFihUsX76cFStWEI/HWdqznKU9fUvYGTAwyl3DeH8D4/31jPM1UO4o3S3LRuXzecLpCL3JAIFEgEAqSDAZIpjq28KpMMFUmGAySDQT22Z5RqOR8vJyRo0atdlWWlqK0bj9LfciIiIiMjwM+aGanWcv9PrrrzNu3LgBE3/deeedtLS0bDamWyh8KTBx4sQRrol81r7QDTebzdLS0lKY6f/jjz+mra1ts+M8FjdjvWMY46ml1jOKalcVFc7yHR77nMqm6U320p3ooSveTVeih+5EN13xHroTPfQme0nnMtsu6FNms7nQml9WVkZ5eTkVFRVUVlYWWqT7h4zsTfaFz6Z8/uhzKXsifS5lT7SvfC53JOfsVS3YQ+2ZZ56hqamJ73//+5SVlbFo0SKeffZZvve974101UTkM0wmE2PHjmXs2LGcfvrpAHR3dxfC9ieffMKqVasIpyP8o/tj/vGZ9bM9Fg9Fdj8eixun2YHVZP10PHeedC5DMpMklokRTkcJpkJE09Htqpff76ekpITi4mKKi4sL46D7H/v3eTye3dKyLiIiIiLDRwF7K+68805mz57N1VdfTSgUYsyYMdx2222ce+65I101EdkOJSUlfOlLX+JLX/oSAKlUitWrV7Nq1SpWrlzJ2rVrWbduHeFwmHC6b9sRNpuNsrIyKioqCi3O5eXlha2kpGSvbHUWERERkcEpYG+F3+9n9uzZI10NERkiVquV/fffn/3333/A/lAoRGdnJ93d3YRCIaLRKMlkklwuh8FgKMyM7XK58Pl8hVZpt9utVmcRERERKVDAFpF9ntfrxev1FiY4FBERERHZGZp2VkRERERERGQIKGCLiIiIiIiIDAEFbBEREREREZEhoIAtIiIiIiIiMgQUsEVERERERESGgAK2iIiIiIiIyBBQwBYREREREREZAgrYIiIiIiIiIkNAAVtERERERERkCChgi4iIiIiIiAwBBWwRERERERGRIWAe6QqIiMjeKZvNks1myeVyGI1GzGYzRqO+1xUREZG9lwK2iIhst0QiwcaNGwtbV1cXXV1d9Pb2EggECIfDRCIR4vE46XR6s/NtNhsOhwOfz4ff78fn82EwGGhpaaGuro7Ro0dTXFyMwWAYgbsTERER2TUK2Dvh/fffJ5/Pc/jhh490VQqmTZvGOeecw7XXXjvSVRGRz7F4PM7GjRvp6OgoPLa3txceA4HALpWfTCZJJpMEAgHWrl1b2P/aa68Vfna73dTV1VFfX09DQwPjxo2jrq4Oi8WyS9cWERERGW4K2DvhwgsvZNasWXtUwJ43bx42m22kqyGy18lms6TTaTKZTKHLczabJZ/Pk8/nBxxrMBgwGo2FR5PJRCaTIRQKYTKZMJlMGAyG3dI6m8/nSaVSJJNJEokEiUSCWCxGNBottDKHw2GCwSCBQIBgMEhPTw/xeHybZdtMVoptRfjtXnxWLz6bF4/Fjcfqxmlx4DQ7sJmsWI0WjIa+e87nc2TzOWxmK5lshkg6SjAVpjcRoCvRQ2esm/bYRjbGuohEIvzzn//kn//8Z+GaFouFsWPHMn78eCZMmMD48eMZM2aMQreIiIjsURSw9xLFxcUjXQWRPUo+nycWixEKhQiFQoTD4QFbNBolEokQi8UGbP1htD+cZrPZkb6VPU4ym6It1kFbrGOHz7UYLRxWPpGvf+FibCbrZq+nc2naIh2si2ygJdzK2tB6mkMtxNJxVqxYwYoVK3jhhRcAMJvN1NXV0dDQQH19PWPHjmXMmDH4/X51MRcREZERoYC9Ba+99hr33XcfTU1NOJ1OjjvuOG699VaOPPJIAG699VbeffddZs+eTVtbG3PmzOHvf/870WiUSZMmMXPmTPbff38AbrnlFlKpFH6/n6effhqbzcZZZ53FDTfcgNW6+R+Yg+nu7uauu+5i4cKFxONxDjjgAG644YZCfT7bRfy5557jgQceYP369ey///6cccYZ/PCHP2T58uUA7Lfffvzwhz/k+eefZ/HixXi9Xr72ta9xzTXXDPVbKbLd8vk8iURiwL7+ltf+1tf+YNy/9bfI9rfKbhqmc7ncsNTTiBEDfS3R/TEu/+n/5vI5cuS3fPI+Lp1Ls7B9Mblcjm9OvAQAq8laCMQWo4XR3lGM9o7imE/PyefzdMa7aQ61sCbYwprQur7QnYmzatUqVq1aNeAaHo+H2tpaqqurqaqqorKykoqKCkpKSigpKcFut+/OWxYREZF9iAL2IHp6erjmmmu45ZZbmDJlCu3t7dx0003cc889vPnmmxx77LHcdtttnHvuuUQiES644AJqa2t58MEHsVqtzJ07l4svvphnnnmGmpoaAP7yl78wZcoU/vCHP7Bu3Tpuv/124vE4d91113bV6fvf/z6pVIrHHnsMq9XKQw89xFVXXcXrr7+O0+kccOzf/vY3br75Zm688UamTZvGO++8w6xZszYr8+677+aOO+7gBz/4AS+88AI/+clP+OIXv8gRRxyx62+ifC6FQiFeffXVIWu17e9O3d/Fuv8xlUqRTqdJJpMDujGvXr16s4C9J8rxaXDfi3P0KaecwvTp05k3bx4LFizYrDv8rlq08UMWvfwhAOP99dxx5He22OpsMBgod5ZS7izlyMrDgL7Q3RXvpjm0jpZwKy3hVlojbXTGuwmHwyxdupSlS5cOWp7D4cDv9+P1evF4PBQVFfG1r32N2traIb1HERER2fcoYA+io6ODVCpFdXU1NTU11NTU8NBDD5HNZikrKwP6Wkg8Hg+PP/44vb29PPXUU4Vu2nPmzOGEE07g97//PTfddBMAXq+Xe++9F4fDwYQJE9i4cSM//OEPmTlzJm63e5t1amlpYcKECdTW1mK327n99ts544wzMJlMmx37yCOPcPLJJ/Mf//EfAIwdO5bm5mZ++9vfDjju7LPP5qyzzgLgiiuu4JFHHmHx4sUK2PuoXC7HN7/5TXp6eka6KrIHmD59OrW1tUyfPp358+ePdHU2YzAYKHOWUuYs5YjKQwv7U9kUbdGNdMQ20h7rpDPWxZpQCy3h1sIx8XiceDxOW1tbYZ/dbtckkSIiIrLLFLAH0djYyOmnn84VV1xBWVkZxxxzDFOmTOHEE0/c7NgVK1ZQV1c3YAy03W7noIMOYsWKFYV9Bx10EA6Ho/D80EMPJZ1Os2bNGiZOnLjNOl1zzTXMnDmTP//5z0yaNIljjz2W008/fdCJzT7++GP+7d/+bcC+I444YrOA3dDQMOC5x+MZdFkd2TcYjUYmTZrEX//615GuynazGMy4LC5cFgcuixOXxYnb4sJpceG2OHFbXbjNzk+fO3BaXLgsdiyG4Z8Y65dL/odFGz8c9usMl3nz5hVasPsmKRvaFuwjyg8ZtIv4zkpmkrRG22mNtLEh2kH7pyG7M95NMpva5vler3eXri8iIiICCthbNGfOHK6++mpef/113n77bWbOnMmkSZP43e9+N+C4Lf3RmcvlMJv/9fZ+dqbb/rGhg7VAD+bEE0/kjTfe4I033uDtt9/mN7/5Dffffz9PPPEE48ePH3Cs2WzerrGng43/Huo/ouXzZebMmcycOXOHz8vn8+RyuQGzbGez2cLM2+l0ekA38XQ6TSqVKnQPT6VSJBKJATNex+PxAZOP9Y+/7t/y+TzpfIZAKkggFdyh+lpNVlzmvtmuHZ/Oem032bCb7dhNNmwmKxaTBavRgsVowWw0YzaaMBlMmIymvhHYBmPf+Ov+YJjPkwfyn47BPrj8C/QkAzSH1pHNf/4mSluwYAHz588f8nC9rUnOtkcoFaY5uI7m8DrWhtbTEl7PxlgX+a302S8uLqa0tJSSkhL8fv9mXcQPPfTQLZ4rIiIisr0UsAfx0Ucf8cILL3DbbbdRX1/PZZddxrPPPsvMmTPp7u4ecOx+++3H008/TXd3NyUlJUDfOq///Oc/OfvsswvHffzxx2Sz2UKg/uCDD3A4HIwdO3ab9UmlUsyZM4ezzjqLU089lVNPPZVEIsExxxzDq6++ulnA3n///fnoo48G7Pvggw925q0Q2S4Gg6GwDNXukMvlCpOdhcPhAROb9f8cCoUIBoMDZg6PRCJ9y1dlU6SyKXqTOxbM9yZGjH0t/BYXXqsbr9WDz+rBZ/NSZPNjNppI57JUucvx23xDdl2f1YvVtP09CAphOvSvyc26E72DHltUVMTo0aMZPXo0tbW11NTUUFVVRXl5+XZPKCkiIiKyKxSwB+F2u3n88cexWCx89atfJZlM8uKLL1JXV0dRURFOp5OmpiZ6e3s544wz+MUvfsH111/PzJkzsVqt/PznPycWi3H++ecXymxtbeWuu+7i3//932lqauJnP/sZF1988YBu41titVpZsmQJ7733HnfeeSelpaW8/vrrxGKxQVtdvvGNb/Ctb32Lgw46iKlTp/L+++/z2GOPDel7JDKSjEZjYR6Eqqqq7T7vs8G8vzW8v5U8Ho8XWtATiUShpb2/1b2/ZT6XyxV6ieTz+UL35v41rvvXwjaZTBiNRsxm82aPW3qtf+tfM7v/+ab61+D+bM+B/nr2TyDX3yNg014A4XCYdDpNjhyhVJhQKsyG6JbfM7fFRZmjhFJHyaePxZQ5SihxFFNiL8JhHpoZueOZOG3RjbRFO1gfaWN9uG+Zrt5kYNDjR40axfjx42loaGDcuHGMHTuWoqKiIamLiIiIyM5SwB5EQ0MDc+fO5f777+fxxx/HaDRy1FFH8atf/Qqj0ciMGTN4+OGHaWpq4qGHHuKxxx5j9uzZXHbZZQBMmjSJ//3f/x0wI+0hhxyC0Whk+vTpeDweLr30Uq688srtrtNPfvITZs2axZVXXkk4HKa+vp4f/ehHHH744Zsd++Uvf5n//M//5Be/+AVz5szhC1/4AhdccIFCtuzzdjaY720SiQShUIhAIEBvby89PT309PTQ3d1NZ2cnnZ2dbNy4sW8ptHSUSDrKmlDLoGU5zHaKbH58Ni8+q6cwFt5usmM1WTAbTRgwkMvnyeazJLNJYpkEkVSUUCpEbzJIV7yHSHrLKb8/TI8fP54JEybQ0NCAy+UarrdHREREZKcZ8hp0O+xuueUWWltb+Z//+Z/dcr13332X0tJS6uvrC/seeugh5s2bx0svvTRs112yZAnAdk3aJrtXLBbjk08+obGxcbNl3US2JBqN0tHRQXt7e+Gx/+fOzk7C4fCQXs/v9xe6eNfV1dHQ0MDYsWP1mZXdTr8zZU+kz6XsifaVz+WO5By1YO+F3nzzTZ577jlmzZrF6NGj+eSTT/jd737HhRdeONJVE5HPEZfLRX19/YAv6zYVi8Xo6uqiu7ub3t5eent7C2Pd4/E4yWSy0KW+vxu83W7H6XTi9Xrx+Xx4PB7C4TCTJ08uzGMhIiIi8nmlgD3CXnzxRW6//fatHnP55Zdz3XXXbXeZ11xzDbFYjJtuuomenh6qqqq47LLL+PrXv76r1RURKXA6nYUW553V/8339sxHISIiIrKnU8DeDWbPnr3F14477jiefvrprZ6/o+uzWq1W7rjjDu64444dOk9ERERERER2ngL2CHO5XJqsR0REREREZC9g3PYhIiIiIiIiIrItCtgiIiIiIiIiQ0ABW0RERERERGQIKGCLiIiIiIiIDAEFbBEREREREZEhoIAtIiIiIiIiMgQUsEVERERERESGgAK2iIiIiIiIyBBQwBYREREREREZAgrYIiIiIiIiIkNAAVtERERERERkCJhHugIiIvuKWCxGW1sbHR0ddHZ20t3dTTAYJBQKEY1GicfjpNNpstksuVwOo9GIyWTCYrFgs9mw2Ww4nc7C5nK5cLlcuN1u3G534Xn/5nQ6MZlMI33bIiIiIvsMBWwRkSHW29tLc3Mzzc3NtLS0sHbtWlpbW+nt7d3tdXE4HANCd38Q93q9eDwePB4PPp8Pn8+H3++nqKgIn8+nYC4iIiKyExSwt+L9998nn89z+OGH75brzZ07lz/96U+88soru+V6IrJrkskka9eupbm5mdWrV7NmzRrWrFlDIBDY4jkei4tSRzEljiL8Nh9eqxuP1YXT7MBmtmExmjEZTBgNBnL5PLl8jnQuTTqXIZFJksgmSWQSxDIJYuk4sUycWDpOPJMgmo4R//S1dC4NQDweJx6P09XVtd33ZTQa8fv9FBcXU1JSQmlpaeFx05/dbjcGg2FX30YRERGRvYYC9lZceOGFzJo1a7cFbBHZM8XjcdavX09LS0uhRXrt2rW0tbWRy+U2O96AgXJnCaPcVVS7K6lxV1DpKqfSWYbT4hhwbCqbJpgMDXmds/ks8UxfGI9nkiSyCeLpBPFs3/N4Ok40EyeWjpHMpoikY4RSYcKpKLlcjp6eHnp6eli1atUWr2G1WikuLi5sRUVFA1rBN908Ho9axUVERGSvp4AtIvu8bDZLd3c3nZ2ddHR00N7eTltbG21tbbS2ttLd3b3Fcz0WF6M81dR6qqj1VDPKXcUodyU2s22r10xmUzy85H9ZvPGfhdbmkWIxWjis/At8b+J3MBtMhNNRAokgvckQgWSQ3kSQ3mSQ3kSAnk9/jqZjpFIp2tvbaW9v3+Y1DAYDXq8Xr9db6I7u9/txuVzE43ECgQCVlZWFsG6zbf39ExEREdkT7fMB+7XXXuO+++6jqakJp9PJcccdx6233sqRRx4JwK233sq7777LNddcw/HHH88NN9zAo48+it1u55lnnmHDhg3MmTOHxYsXE4/Hqaio4KKLLmLGjBm88sorXHXVVbz99tsUFxcDcPbZZ5PJZHj++ecBCAaDTJ48mUcffbRQp5///Oc8+uijpNNppk2bxh133IHf7wcgHA5zzz338Ne//pV0Os2BBx7IzJkzmThxItDXzXzhwoWUlZXx2muvcc4553DggQfy4IMPctxxx/GnP/2JL37xi2zYsIHGxkZmzZpVuO4bb7zBVVddxRtvvFG4nsjnST6fJ51OE41GCQQCxGIxYrEY4XCYaDRKKBQiHA4TDAYJBAIEAgF6enoIBALk8/mtlu22uKh0lVHtLKfKXUGVq4JRniq8Fteg3aSTmeRWy/vlkt+zqOMfu3S/QyWdS7Ow/QNy+SzfnHgRDpMNh6ucKlf5Fs9J5TIEkkGCyTDBZIhgKtLXAp6MEE5HCacihFN9j/Fsgnw+TzAYJBgMsm7dus3Ke/bZZwc8dzqdhS7q/a3jm7aS+/3+Quu4wriIiIjsKfbpgN3T08M111zDLbfcwpQpU2hvb+emm27innvu4c033+TYY4/ltttu49xzzyUYDALwpz/9id/97nfE43FMJhMzZszgmGOO4Q9/+AMmk4knn3ySu+++m8mTJ3P00Udjs9l45513OPXUU+np6WH58uXkcjm6u7spKSnhzTffxOfzcdhhh/H3v/+d1tZW3nnnHX7zm98QiUS48847ufXWW3nwwQfJ5/N84xvfwG6384tf/AK3280zzzzDBRdcwBNPPMEBBxwAwKJFi7j00kt55plnyGazLF68mJaWFjZu3MjTTz9NIpHg73//Oz/96U/53ve+h91uB+Dpp59m2rRpCtcyrFatWsWTTz5JMjkwgObz+QFB1WAwkM/nNwu+6XSaVCpFMpksPCYSicI2WJftoRBJR1kViLIq0Dws5e+oU045henTpzNv3jwWLFiwzS8Itseijn+MSOh3WZxUOssIpyIEkiFSuXThy5H169dv83yr1brZTOoWi2XA58nhcHD22Wez3377DeetiIiIyD5unw7YHR0dpFIpqqurqampoaamhoceeohsNktZWRlAYZbd/oB94YUXMm7cOKAvoF966aVcdNFFuFwuAK677joefvhhli9fTmNjI5MnT+bNN9/k1FNP5e233+aAAw6gs7OThQsXcuqpp/Lqq68yZcoUjMa+JcltNhs/+clPKC0tBeC73/0uM2bMYO3atWzYsIEPP/yQd955pxCCb7jhBhYvXsyjjz7K7NmzC/d23XXX4fF4AFi8eDEAV111FbW1tQCUlpZyzz338NJLL3H66acTiUR46aWX+NnPfjacb7ns47LZLDfeeCPxeHykq/K5N336dGpra5k+fTrz588f6erskmpXBXd88brClyrxTIJAMkQgGSKYDNER62RtqJWW8AY645t310+lUoUx41uzcuVKHn744eG6DREREZF9O2A3NjZy+umnc8UVV1BWVsYxxxzDlClTOPHEE7d4zpgxYwo/FxcXc+GFF/L888+zdOlSWlpaWLZsGUChFW3atGk88MADALz11ltMnjy50Ep98skn88Ybb/Bf//VfA8rvD9cABx98MND3h2FzczP5fJ6pU6cOqFN/K16/kpKSQrjeVF1dXeHnoqIijj/+eJ5++mlOP/105s+fj8fj4dhjj93m+yays0wmE6eddhrz5s0b6apgwIDP6sFrc+O3+Siy+Si2+yh2FFFqL6bMWbLF7t9DYVe7iM+bN6/Qgt0fTHfVERUH8c2JF+1yOdsjk8sQ/nRitXg6wZut7xJMhTcJ1uFCwE5kt97dfnt96UtfGpJyRERERLZknw7YAHPmzOHqq6/m9ddf5+2332bmzJlMmjSJ3/3ud4Me39+dGqCzs5Pzzz+f4uJipk2bxrHHHsvEiRM57rjjCsdMmTKF7373uzQ1NfH3v/+dH/7wh7S2tvLII4/w0UcfEY/HOeaYYwrHf3aW3Ww2C4DFYiGXy+F2u3nqqac2q5fVah20jluqO8BXvvIVrrjiCrq7u3n22Wc566yzNMuvDLtvfvObfPOb39zu4/vHVfd3Df9sF/H+ruHJZJJ4PE4ikSAejxe6GEcikcIWCoUIBoNEo1Hy5AmkQgRSIVrCGwa9ts1kpcJZ2jcDuKucalc51a4KqtwV2EzWQc/Z7vfhoIsx7sIkZwsWLGD+/PlDEq77Jzn7+sQLdvq+MrkMoVSEYDJMKBUmlIp8Og7707HYhXHZfVssk9ih8m02W2EM9mdnKfd6vQO6iDudThwOB3a7fbOu4iIiIiLDaZ8O2B999BEvvPACt912G/X19Vx22WU8++yzzJw5c6uzBvd7/vnnCQQC/PnPf8ZisQCwfPlygMIfvOXl5XzhC1/gf//3f+nu7mbSpEmMHj2aO++8kz/+8Y8cffTROBz/WranubmZSCSC2+0G+tbiNhgMjBs3jnw+TyQSIZ1OF7qpA9xxxx3sv//+XHzxxTt0/8ceeyxlZWU88cQTvPfee3z/+9/fofNFdgeDwYDVasVqtRaGYuyqdDpNMBgsdCvu6uqis7OTzs5ONm7cSHt7O11dXSSzKVrCGzYL4AYMlDqKGeWpYpS7qjCDeKWzDJNx+76kspmsXH3Iv+/0Ml2BZIiueA+ljmL8Nu8On78pn82L1WQZ9LVsLkswFd5kJvG+2cT7Zxjvb3GOpmM7fF2j0YjP58Nut1NZWVmY0GzTraSkhKKiIpxO5y7do4iIiMjusE8HbLfbzeOPP47FYuGrX/0qyWSSF198kbq6usIfdE1NTfT29g56fmVlJfF4nAULFjBp0iRWr15dmJU7lUoVjps2bRoPPvgghxxyCHa7ndraWkaNGsUzzzzDD37wgwFlJpNJrr/+em644QZ6e3v5wQ9+wNlnn01NTQ2VlZU0Njbyne98h9tvv52qqioef/xxnnrqKR555JEdvn+j0cjZZ5/NQw89xMSJE2loaNjhMkQ+jywWC6WlpQOGY3xWKpWio6OD1tZW1q9fz/r161m3bh0tLS0Eg0E64910xrv5YOM//1Wu0Uy1u7JvqS5P33JdNe4qSuz+LbaiWk0WypwlO3wPZc4SxheN3eHz8vk8yWyKaDpGNB0jko7SFFxLOBUlmAoT+nRW8MAmW57tayE3mUwD1sH2er0DZvv+7D6Px0MikeCTTz6hsbFRIVpEREQ+9/bpgN3Q0MDcuXO5//77efzxxzEajRx11FH86le/wmg0MmPGDB5++GGampq44447Njv/5JNP5uOPP2b27NlEIhFqamo477zzePnll1myZAkXXHAB0Bew77vvPo466qjCuUcffTTz5s3bbDz1F77wBRobG7n00ksxGAyceuqp3HLLLUDfH6+//vWvuffee7n++uuJx+M0NDRw//33M3ny5J16D84991weeughzj333J06X2RvZbVaqa2tLUwMuKlAIEBzc3NhW7NmDc3NzcTjcdaG1rM2NHDma5vJ2tfN3FlGubOUUkcxJXY/RXYfPqsHl8W53S3f6VyGeCZBPB0nlkkQz8SJpuPEMnFinz7GMwli6U8fM4lPH+OfnhMnm9+xmdaNRiPFxcWFLyVKSkoGbP2tzR6PR92xRUREZJ9myA/FzDjyubVw4UK+9a1v8cYbbww6MdqOWLJkCUBhTW7Zc8RiMbUSDrNcLkdHRwerV68uBO7m5mZaW1sLcylsjd1kw2a2YTGaMRmMGA1Gcvk8uXyOTC5DMpsimU2RzW+7rO1hMpnwer14vV48Hk+h1XnTNaf7A7Tf7x+2+Rn02ZQ9kT6XsifS51L2RPvK53JHcs4+3YK9L2tqamLFihU89NBDnHPOObscrkX2dUajkaqqKqqqqgZMXJjJZNiwYUOhq3lbWxsdHR10dnbS09NDKNQ3/jqRTe7QbNl2ux2Xy1WY2Mvj8eB0Ogfs63/ev6//ucfjwW63q7VZREREZIgpYO+j1q5dy6233srBBx/Md77znZGujshey2w2M3r0aEaPHj3o69lslnA4TCwWIx6Pk0qlyGaz5HI5jEYjJpMJi8WCzWbDZrPhcDhwOp2a8V9ERERkD6SAvY+aNm0aH3744UhXQ2Sf1z8xmN/vH+mqiIiIiMguMo50BURERERERET2BgrYIiIiIiIiIkNAAVtERERERERkCChgi4iIiIiIiAwBBWwRERERERGRIaCALSIiIiIiIjIEFLBFREREREREhoACtoiIiIiIiMgQUMAWERERERERGQIK2CIiIiIiIiJDQAFbREREREREZAgoYIuIiIiIiIgMAfNIV0BE5PMqmUyyYcMG2tvbaW9vp6uri56eHgKBAKFQiGg0SiKRIJVKkc1myeVymEwmrFYrNpsNt9uN1+vF7/dTUlJCeXk5VVVVVFdXU1VVhdmsX9EiIiIinyf6601EZBuy2SwtLS00NTWxZs0a1qxZQ0tLCxs3btyp8mKxGAAdHR1bPMZsNlNdXU1dXR11dXXU19dTX19PRUUFBoNhp64rIiIiIsNLAXuE/N///R8/+clPCIVCzJkzh2uuuYZZs2Zx7rnnjnTVRPZpuVyO9evXs2LFCpYvX86KFStYvXo1yWRy0OOdZgcVrhJK7UUUO/wU2bz4bG5cFidOswO72YrVaMFkNAEGcvks6VyWZCZJLJMgnIoSTIXpTQTpiveyMdZNe6yLVCZNS0sLLS0tvP766/+6ntNZCN1jxoxh9OjR1NbWUlpaitE4vKN+stks8XicWCxGLBYjHo+TTCZJpVJkMhmy2Sz5fB4Ao9GI1WrFarXidDpxuVx4PB48Ho++IBAREZG9lgL2CLn77rs5/vjjueaaayguLh7p6ojsk/L5PG1tbaxatYoVK1YUtv4W5k3ZTTZGe6sZ7ami1lNJjbuSanc5bouzEBhT2TTBZHir1zQZTJhMJuwmKz6bhypX2WbH5PI5gskwHbEuNkQ7aY92siHSQUe0m1gsxtKlS1m6dOmAc8xmMyUlJRQXF+P3+/F6vbjdbhwOB3a7HbPZPKDLeTabJZvNkk6nSaVSJBIJkslkIUBvGqQTiUTh511lNpspKiqirKyMsrIySktLyefzZLNZGhoaKC4uVgAXERGRzy0F7BESDAY5/PDDqampGemqiOz1crkc3d3drF+/nnXr1tHc3ExzczOrV68eNDRajRbqfDWM9dVS76tlrG8UFc4SjIbBW4iT2RS/WvIEizs+Jp3LDPftDCqTydDR0bHVbudDxWI0YzNZsZttWI0WLCYLFqMJo8GEAQOQJ5vPkc1lSWZTJLJJYukEiWySTCZDZ2cnnZ2dA8p86qmngL4W+tra2gHbqFGjqK6uxmq1Dvu9iYiIiOwKBewteO2117jvvvtoamrC6XRy3HHHceutt7Js2TIuvfRSXn75ZUaNGgXAwoULB+y75JJLOPjgg+np6eEvf/kLuVyOqVOnctdddxEIBDj++OMBuO222/j5z3/OK6+8stn1X331VR544AFWrlyJy+XitNNO4zvf+Q52u51zzz2Xww47jDvuuAOAl156iauvvpr77ruPk08+GYDZs2ezbNkyfvvb3xIOh7nnnnv461//Sjqd5sADD2TmzJlMnDgRgLlz57Jw4ULKysp47bXXOOecc7jzzjt3x9ssst3y+TyJRKLwPJVKEY/HicfjRCIRotEowWCQUChEIBCgp6eH7u5uNm7cSGdnJ+l0etByTRgZ5amkzlvDaF8NY72jqHGVYzSaBhyXym45OP/yH39gUceSobnRPdghZY18a+LXMJt27j8dmWyGUDpCIBmmNx6gJxmgM9ZLZ7yHjbFuOuO9xGIxli9fzvLlywecazAYKC0tpbq6msrKSioqKigrK6OkpISSkpJCq73JZNrC1UVERESGnwL2IHp6erjmmmu45ZZbmDJlCu3t7dx0003cc889nHnmmdtVxm9/+1tmzJjBvHnzaGpq4sYbb2Ts2LFceeWVvPnmmxx77LHcdtttnHHGGZud+9e//pXrrruOa6+9lrvvvpvVq1fz/e9/n3Xr1vHAAw8wdepUXnzxxcLxb7/9NgaDgYULFxYC9quvvspFF11EPp/nG9/4Bna7nV/84he43W6eeeYZLrjgAp544gkOOOAAABYtWsSll17KM888QzabHYJ3UfYl77zzDg8++CDhcLgwBndr+rsA9x/72S7Bg5URj8fJ5XJDUNuBsuRYG97A2vAGaF005OVvyymnnML06dOZN28eCxYs2K73b6R82PkJV77yvSEvd0JRHT867hYyuSwdsS7aohtpi3ayIdL32BbtJJ5JFFq+P/roo0HLMRgM2O12DAYDBoOBfD5f+GydcMIJfOMb31AruIiIiAwrBexBdHR0kEqlqK6upqamhpqaGh566CGy2SzBYHC7yhg3bhw33HADAHV1dRxzzDF88MEHmEwmysr6xlx6PJ5Bx1//8pe/5MQTT+Sqq64CYOzYseTzea6++mpWrVrFtGnTuP/++2lra6Oqqoq33nqL448/noULFwLQ0tLCmjVrmDZtGu+88w4ffvgh77zzDn6/H4AbbriBxYsX8+ijjzJ79uzCda+77jo8Hs9Ov2+yb0omk9x11136YmYnTZ8+ndraWqZPn878+fNHujojymIyM8pTyShP5YD9+XyeUCpKU2At/+xeySfdTayPtG92fj6fJx6PD1r2M888wxe/+EUOP/zwYam7iIiICChgD6qxsZHTTz+dK664grKyMo455himTJnCiSeeyPvvv79dZdTX1w947vF4CIVC23XuihUrOO200wbsO/LIIwuvnXrqqVRUVPDWW29x9NFHs379eu69917OO+88Ojs7efXVV2lsbKSmpob58+eTz+eZOnXqgPJSqdSAWZFLSkoUrmWn2Gw2vvnNb/Lggw+OdFW2yIiRUkcRFa5SKp2lVLvLqXFXUO2uwGba9RbNXekiPm/evEILdn+r657qiIqJfPOgrw15uTaTZcBEcR2xbjZEOmiLbmRDpJP2WCft0S7imcQ2Stqyww8/nMbGxqGqsoiIiMigFLC3YM6cOVx99dW8/vrrvP3228ycOZNJkyYVWpU3NVjL3a50QxzsD+z+rrH9swBPnTqVt956C4CJEydy0EEHUVFRwcKFC3nttdcK47xzuRxut7swgdCW6mi323e6viLnnHMO55xzzrCVn8/nyWQyhS+GEokE8XicRCJBNBolGo0SDocJhUIEg0F6e3vp6emhs7OTrq4ustksG+PdbIx3s4R/je01YKDSVUqdt4axvlGM9dVS563BbrbtUP2+dfDXMC4x7tQkZwsWLGD+/Pl7dLi2GM0cVn4A3zjo/F3+QiKfzxPLxOmOB+iKB+iM99AR66Ij2kV7tJPOeC95tvw+lJaWDhiDXVpaOmDmdJ/Ph9vt1lhsERERGREK2IP46KOPeOGFF7jtttuor6/nsssu49lnn2XmzJlcc801AEQikcLxzc3NQ3r9/fbbj8WLF3PZZZcV9r333nsANDQ0ADBt2jRuvvlmjEYjkydPBmDy5Mm88sorLFy4kBtvvBGACRMmEIlESKfTjBs3rlDeHXfcwf7778/FF188pHUXGQ4GgwGLxYLFYsHlcu3Qudlslq6uLjZs2EBraystLS2sXbuWNWvWEAgECmN8/972Yd+1MFDtLqfBN5qxvlHU+2updVdh2crEXjaTlWsOuXi7lun6rEAyRFe8l1JHEX6bd5vHp3Jp2j8No+3RLjbGu+mK9dKTCJDJD083/XQuw7vtS1jStQKH2Y7DbMdutmE3WbGarFhNFsxGEyaDqfBFQS6fI5PLkMymSWSTRNNxIqkooVRkm19CuFyuzWYRHzVqFFVVVdhsO/blh4iIiMjupIA9CLfbzeOPP47FYuGrX/0qyWSSF198kbq6Ovbff3+cTie//OUvuf7661m7di2/+c1vhvT6X//61/n2t7/NAw88wCmnnEJzczM/+MEPmDp1aiFgT548mWQyyV/+8hceeeSRwr5bb72VysrKwuRlX/rSl2hsbOQ73/kOt99+O1VVVTz++OM89dRThfNE9mYmk4mKigoqKio49NBDB7zW09NDU1MTK1asYOXKlaxYsYKuri5aIx20Rjp4/dNJz0wGE6PcFYzx1TDaU8UoTxWj3BV4re4BE7RZTRbKnDu2rn2Zs5jxRXWb7c/lc3TGemiNdNASbmPdp1t7tGuLLbxGo5Hi4uLCrNoejweXy4XdbsdisWA2mwv1zWazA3oF9PcIiMVihV4B/bOzp9Np8uSJZRLEdqGb9qa8Xi/l5eWUlpZitVr5whe+QH19PaNGjaKoqEhrYYuIiMjnkgL2IBoaGpg7dy73338/jz/+OEajkaOOOopf/epXeDwe7r33Xn70ox9x6qmnsv/++3PzzTdz9dVXD9n1TzrpJH784x/z4IMP8sADD1BcXMzpp5/OddddVzjGarVy9NFH8+abb3LIIYcAfQE7l8sxbdq0wnEmk4lf//rX3HvvvVx//fXE43EaGhq4//77Cy3fIvuq4uJiiouLOeKIIwr7uru7WbFiBcuXLy88hsPhf800vgmXxUGFs5QKZwmljmKK7T6K7F58Vg9uqxOn2YHNbMVqtAyYOT3z6frQsUyccCpKMBmhJxGgOxGgI9ZNx6et6ltq6fX5fNTV1TFmzBhGjx5NTU0N1dXVlJeXD0vX6FQqVQjb0WiUeDxONBolkUiQTCZJpVKk02my2Sy5XA6j0YjRaMRisWC1WnE6nbhcLrxeL36/n+Li4kJLdCwW45NPPqGxsRGn0znkdRcRERHZnQz5PXXQn3zuLFnSN8lT//rasudQiNl5+Xyejo4OVq1aRVNTE2vWrGHNmjW0t7fv0JhpA31LR+Xy27/UmMVioba2lvr6eurq6qivr2fs2LEUFxfvNS28+mzKnkifS9kT6XMpe6J95XO5IzlHLdgiIlthMBiorKyksrKSY489trA/mUzS2tpKa2srbW1tdHR00NXVRU9PD4FAgHA4TCwWKxyfJ79ZILfZbHg8HoqKiigtLaW8vJzKykqqq6sZPXo0lZWVmqxLRERE5HNEAVtEZCfYbDbq6+s3W5JvU9lsllQqRSKRIJfLkc/nMRqNWK1WbDYbFotlN9ZYRERERIabAraIyDAxmUw4HA4cDsdIV0VEREREdgPjSFdAREREREREZG+ggC0iIiIiIiIyBBSwRURERERERIaAAraIiIiIiIjIEFDAFhERERERERkCCtgiIiIiIiIiQ0ABW0RERERERGQIKGCLiIiIiIiIDAEFbBEREREREZEhYB7pCoiIyK7LZrOkUikMBgNWqxWjUd+fioiIiOxuCtgiIp8T2WyW5uZmli9fzurVq1m3bh0dHR309vYSj8cHHOt0OikqKqK8vJzq6mpGjx5NXV0dDQ0NeL3eEboDERERkb2bAraIyB4qn8+zdu1a3nvvPT744AM+/vhjYrHYdp0bi8WIxWK0trbywQcfDHitoqKC8ePHM2HCBCZMmMC4ceMUukVERESGgAK2iMgeJBaL8cEHH7Bo0SIWLVpEZ2fngNcdZhv1vlGM8VZT46mgzFFEkd2Ly+LAYuz7lZ7Mpoml4wSSYbrivbRHu2iNbGRduJ2NsR46Ojro6OjgzTffLJRbXl7O2LFjqauro7a2lpqaGqqrq/H7/RgMht36HoiIiIh8Xilg7wU2bNjABx98wGmnnca0adM455xzuPbaa7d53o4cKyLDI5VKsXLlSj788EMWL17M0qVLyWazhdctRjP7F49lYul4GksaGO2txGjY+vhqu9mGz+amyl222WvRdJy1oQ2sDqxnTbCV5lArG2M9bNy4kY0bN7Jw4cIBx1utVsrKyigtLaW4uJiioiKKi4vx+/0UFRUVNr/fj8lkGpo3RURERORzSgF7L3DzzTdTU1PDaaedxrx587DZbCNdJREZRDgcZv369axdu5ampiZWrlzJypUrSafTA44rdxZzcNl+HFK+H/sX12M1WYasDi6LgwNKGjigpKGwL5qOsy7czrpQG62RjbRFu+iIdtOTCJJKpWhtbaW1tXWr5RqNRvx+PyUlJZSWllJeXk5ZWRkVFRVUVlZSVVWFx+NRa7iIiIjs1RSw9zLFxcUjXQWRfUo2myUUChEIBAbdenp66OzsZOPGjUQikUHL8Fhd7F88lgNKGphYOo4KV+mA11PZNMHk4OcOlRK7nxK7n0PKG/91b7kMvckwgWSYYDJCJpsmnI4RTEUIJSMEk5HCz7lcjp6eHnp6eli5cuWg13C5XNTU1BS22tpaysrKSKVSw3pvIiIiIruLAvbn3CWXXMK7774LUHjctNv3G2+8wf3338+yZcvw+Xycc845XHfddZt15YxGo3z9618nGo3y29/+VkFdhL5JxsLhcGHMcnt7e6ErdVdXF11dXQQCAXK53HaXWWTzUu0uo9ZTSZ2vhgZ/LRXOkkFbdpPZFL/6x/+xuGMp6VxmKG9tp1iMZg6rOIBvHPQVbCZrYX8unyOUihJIhOhJhOhNhOhOBOiK99IVD9AZ6yGQDBONRlmxYgUrVqzYrOzy8nLGjBnD6NGjqa2tZfTo0dTU1GgMuIiIiHyuKGB/zs2dO5crrriCyspKvvvd7zJ9+vTCax988AHf/OY3ufzyy/nv//5vWltbmTlzJmazecC463g8zhVXXEEikeDRRx/F7/ePwJ2I7F7ZbJZIJEIwGKS3t5eenh66uroKAbo/VEej0e0qz21x4rG68FiduC0uvFYXXpsbv92D3+qm2OGn1F6EzWzd7NxkNj1IifDLfzzJovZ/7tJ9DqV0LsPCtn+Qy+f45kHnDXjNbrJR6Sqj0rX5uG+AVDZFVzxAR7SbjlhfF/T2WBdtkS6imXjhfV+0aNGA81wuF9XV1VRXV1NZWVkYD15SUkJRURE+n0/DYkRERGSPoYD9Oef3+7FYLNjt9s1anf/nf/6Hgw8+mJtuugmAhoYG/vM//5Pu7u7CMclkkiuvvLLQcu3z+XZr/UWGWyKR4Ec/+hGvv/76Tpfhs7opdRZR6iiixO5jUfs/6Yz3Djgmko4RScdo2748PmxOOeUUpk+fzrx581iwYAH5fH7Ir7Go/Z9DGvzrfaP42v6n0BbtZENkIxsinbRFO+mOB4lGo4Wx6tvrsMMO45ZbbtGXhSIiIrLbKWDvxVasWMExxxwzYN9JJ5004Pnvfvc70uk0Rx11lMK17JVWrFixw+HaZXGwX/FYDiip54DiBqrcpZg/XQIrn8+zKtCyWcDeU0yfPp3a2lqmT5/O/PnzR7o628VsNLF/8VgaS+oL+3L5HG2RTj7qXMGSrhV83NVEnu37smDx4sX84x//4Mtf/vJwVVlERERkUArYezGzedv/vBMmTODmm2/m8ssv549//CPnn3/+bqiZyO7T2NjIOeecw3PPPbfZWOl8Pj9oC280HWdxx1IWdywFwICBYruXUkcRpQ4/+xXVcXjlFyi2efB9unksLsymof2VujNdxOfNm1dowTYYDMPSgn1E5Rc26yK+s9LZNN2JIO+0/YMNkY19s5hHOumIdW/XuHOj8V9LlvXf7wknnMCkSZOGpH4iIiIiO0IBey/W0NDAkiVLBuz73e9+x/PPP8+TTz4JwJQpUzjyyCO5/PLLueeee/jyl79MVVXVSFRXZFhYLBauvPJKrrzyys1ey+fzxONxent76e7uHnQMdkdHB8lkku5EkO5EkOVbabh2mu14Ph177bG68Fvd+Oweiu0+Suw+ypzFlDqKMBu3b73obx18HkaDcYcmOVuwYAHz588flnC9pUnOtiWby9IVD7Ax1k1HrJv2aBdt0S7aIp10xQNbbJm2WCyF8ddVVVVUVFQUlv8qKSnB5/Nt1xeJIiIiIruL/jLZC7hcLlpbW2lvbx+w/+tf/zpf+cpXuO+++zjrrLNYu3YtDzzwAJdeeulmZVxzzTX8+c9/5o477uCRRx7ZXVUXGVEGgwGn04nT6aSmpmbQY/L5PL29vYPOIt7d3U1PTw+9vb1ks1limQSxTIKOWPegZQGYDEYqnCXUeiup8/bNIl7vHzVoYLWZrFxz6AU7tExXIBGmK95LqaMIv92zfW/EdvLZ3JutyZ3NZQmlogSTYXr7ZxFPBumOB+j6dOtJBMnltzzTusPhYMyYMYwdO7Ywg3htbS3l5eWbrXggIiIisidTwN4LfO1rX+Pmm2/mzDPPxOFwFPY3Njby85//nJ/97Gf86le/ory8nEsvvXTQljy73c5//ud/ctlll/Hkk09y3nlD0/1T5PPOYDBQXFxMcXExjY2Ngx7Tv5xXIBAgGAwW1sDedHby/oCeTCbZEO1kQ7SThW19PUxMBiNjfaP61sEuG884/+gBrdxWk4UyZ9F21bfMWcR4Ru/yfefyOXoSIbrjvXTHg/QmQwQ3WRM7mIwQSkWIpGLbNTbaarVSVVVFdXU1NTU1jBo1ilGjRlFaWsqGDRs44IADcDqdu1xvERERkZGkgL0XmDJlCgsXLhz0talTpzJ16tRBX3vllVcGPJ88eTLLly8f8vqJ7O0MBgNerxev17vV43K5HF1dXaxdu5ampiZWrlzJJ598QldXF6sCLawKtPBs099wmG0cWDKOg8v346CyCRTbh28Cwlw+R1u0i5ZQG+vC7bSGO2iLdrEx1kM2n92uMoxGI36/n5KSEkpLSwtbeXk5lZWVVFZWUlRUNGC8dL9YLEZbW9tQ35aIiIjIiFDAFhHZTYxGI+Xl5ZSXl3PEEUcAfa3f7e3tfPTRR3zwwQcsXryYYDDIex0f817HxwCMclcwsWw8B5Q0ML5oDC6LY2uX2aL+MN0cbGVNcD1rgq00hzaQ2sI63GazmbKyssKY55KSEoqLi/H7/YXHoqIivF6vunKLiIiIoIAtIjKiDAYDVVVVVFVVcfLJJ5PL5Vi5ciXvvvsu7777LitWrGB9pIP1kQ7mr3kTgGpXGWN81dS4Kyh3FuG3eXFaHFg/XUoslUsTScUJJvvGY7dHu2n9tIzBwrTdbqe+vp6xY8cyZswYRo8eTU1NDaWlpQrOIiIiIjtAAVtEZA9iNBrZb7/92G+//bjkkksIBoN88MEHfPDBB3z00Uds2LChMIZ7Z9hsNhoaGpgwYUJhq6mpUZAWERERGQIK2CIiezCfz8eUKVOYMmUKAL29vaxcuZKmpibWrVtHR0cHvb29RKNRUqkU0Bei3W43RUVFlJWVUV1dzejRoxk7dizV1dUK0yIiIiLDRAFbRORzpKioiCOPPJIjjzxypKsiIiIiIp+x+ZSuIiIiIiIiIrLDFLBFREREREREhoACtoiIiIiIiMgQUMAWERERERERGQIK2CIiIiIiIiJDQAFbREREREREZAgoYIuIiIiIiIgMAQVsERERERERkSGggC0iIiIiIiIyBMwjXQERkX1NNpslGo2SSCTI5XIYjUbsdjsulwuTyTTS1RMRERGRnaSALSIyDLLZLOvWrWPNmjU0NzfT2tpKW1sbGzduJBQKkc/nBz3P5/NRXl5OdXU1tbW11NXV0dDQQFVVFUajOh2JiIiI7MkUsEVEdlEul6O1tZXly5ezfPlyVqxYQVNTE6lUaqvnmQwmTAYjOXJkclkAgsEgwWCQlStXDjjW6XQybtw4xo8fz7hx4xg3bhyjRo1Si7eIiIjIHkQBe5hs2LCBDz74gNNOO23Q1y+55BJqamqYPXs2Tz31FLfeeivLly/frrK35/hp06ZxzjnncO2115LP53n66af58pe/TElJyU7dj4j0yefzdHd3F4J0/2MkEtnsWLvJyihPBaM8FVS7y6hwFVFi9+O3e3BZHJiN/wrHmVyWaDpOIBmmKxagI9ZDa3gj68IdrA93EIvF+Mc//sE//vGPwjkWi4VRo0YxatQoqqurKS8vp7S0FL/fj8fjweVyYbfbsVqtCuIiIiIiu4EC9jC5+eabqamp2WLAnjt37rD+wTtv3jxsNhsAixYt4pZbbuHll18etuuJ7I2y2SwbNmxgzZo1NDU1sWrVKlatWkVvb+9mx1qMZup81TT4RzHWV81YXw0VrmKMhu3r1m02mvDZ3PhsbsZ4qwbWI5dlQ6STNcENNAc30BxqY12onUQ6xZo1a1izZs02yzcajZjNZkwmE0ajEZPJNGCzWCxYrVYsFgt2ux273Y7D4cDpdOJ0OnG5XLjdbtxuNx6PB4/Hg9frxev14nK51H1dREREBAXsEeP3+4e1/OLi4sLPWxrrKSJ9otEora2ttLa2sn79etatW0dLSwvr1q0jnU5vdrzRYKTGXUa9fxT1vhrq/TWM8lQMaJHul8qmCSY3b93eUXazjcaSsTSWjAUgl8/RmwjREe1hY6yXnkSQ3mSIYDJKNBUjmkmSyv6ri3oul9tml/WdZTQa8fl8+P1+/H4/RUVFFBcXU1xcTElJCWVlZZSVlVFSUoLZrP/siIiIyN5Lf+kMg0suuYR3330XoPB40kkn8dprr9Hd3c3cuXOZO3duoYv4ZyUSCR566CGee+45Nm7cSH19PVdddRUnnXTSgOOeeOIJ5s6dSygUYvLkydx5553U1NQA/+oifuSRR3LppZcCcPzxxzNr1izOPfdcFi9ezJw5c1iyZAnFxcVMnTqVG2+8EbfbPZxvjchul06n6enpobu7m66uLrq6uujs7KSjo4OOjg7a29sJh8NbPN9qslDrqaDWU8kYbyV1vmpqvRXYTNatXjeZTfGrj/7E4o5lpHOZob6tIWE2mti/eCxnNnwZg8FAOpchnUuTzKZJZtIkskkSmSSxdJJYJkEsnSCajhe2SCpGIpsil8vR29s7aMv+pgwGAyUlJZSXl1NRUUF5eTlFRUUkEgncbjejR4/G4XDsprsXERERGXoK2MNg7ty5XHHFFVRWVvLd736X6dOn89hjj/GLX/wCj8fDfvvtt9Xzb7jhBpYuXcr3v/99xowZw/PPP8+3v/1t7r//fk444YTCcf/zP//Dfffdh9Vq5Qc/+AFXX301f/rTnzAYDIVjDj30UObOncu1117Lk08+yYQJE1i2bBmXX345V155JT/84Q/p6urinnvuYcaMGfzxj38ccL7ISOtveU0mkyQSCRKJBLFYjFgsRiQSIRgMEo1GiUQihEKhwhYMBgkEAoOOjR6Mx+KkwlVMhbOESncJVa4yqj1llNp9GD7TzTufh0Rm663Bv/zo/1jUvnSn73t3yOSy/LNrFQ6zlW8e/JWdKyObIZyJEUnGCKWihJJRQqkIwWSEQDJCIBkikAjTkwiRzecKX3IsXTrwvfntb38LgMfjKbR2l5SUUFxcTFFREX6/H6/Xi8fjwe1243K5cDgcahEXERGRPYr+MhkGfr+/MI6xv6v2cccdx9FHH73Nc5uamnj55Zd56KGHmDJlCgDXXnsty5Yt46GHHhoQsO+99172339/AO6++25OOukk/v73vw+4jtVqxefzAX3dxu12O4888gjHHHMMV1xxBQB1dXXMmTOHE044gXfffZcvfvGLQ/I+iPRra2vjv//7v7d7Ir+REE7HCAdirAqsH5Hrn3LKKUyfPp158+axYMGC3Tq0Y1H70hH9MsBqsmDEQCKbIhwOEw6HWb169S6VabFY+MEPfsBhhx02RLUUERER2TbNSrObjBkzZruO6w8gkyZNGrD/iCOOYMWKFYXnLperEK6hLyT7fL4Bx2zJ0qVLef311zn00EML25lnngn0BXyRofbhhx/u0eF6TzB9+nRqa2uZPn36PjdvQpWrlCsPOY+v7ncih5bvh9vi3OUy0+k0r7/++hDUTkRERGT7qQV7N7Hb7bt0fj6fH9AVcrAZyHO5HFbr1seF9h93xhlnFFqwN7Xp5GgiQ+X4448nlUrxzjvvkM/nyefzGAyGzYLkYPs23Z9OpwtdxKPRKNFolExmx8c3e60uih0+Suw+Sh1+ypxFlDmLqHCWUGz3bNYlfGfsaBfxefPmFVqwt/Q+DJcjKg/Y6S7iW5PNZQmmIoUu4r2JIF3xIN2JID3xAF2xIPFskrWhNn7y/u+3WpbJZBrQRdxmsw14n/qHtvTvq6ur4/zzzx/yexIRERHZGgXsPUz/+Oz333+fqVOnFva/9957jBs3rvA8FArR0tLC6NGjgb6W73A4zIQJEzYr87NjqsePH8+qVasGtKo3NTVx7733csMNN+DxeIb0nkSsVitnnXUWZ5111pCXnUqliEQihMPhzcZf9/b20tPTQ29vb2GSs3Q63TdWOBWlObhhs/IsRjOVrhKq3WXUeMoZ5S5ntLeSMmfRdi+5BfCtQ76C8SPjdk9ytmDBAubPn79bw7XFaOawiv35xsHnbHPSNoBMLkM0nSCSihH5dJKzSDpGOBUlnIoRTEYIJaMEPx2DHUpGybPte3E4HFRVVRUmPisrK6O0tJSSkpLCjOQul0vzQ4iIiMgeTwF7mLhcLlpbW2lvb9+h8xoaGpg6dSp33XUXBoOBMWPG8MILL/Dyyy/z05/+tHCc0Wjk+uuv57vf/S4A3/ve9zjyyCM5/PDDNyvT6ezrbrls2TKKioqYMWMGF110EXfddRcXX3wxoVCIu+66i0QiQV1d3U7fs8hIsFqthSWhtiWfzxMMBtm4cWNha2tro729nQ0bNtDW1kY6k2FduIN14Q5o+9e5NpOV0d5KxnirPl3nuppqdxmmQZbm6j/+msPO3+5lugKJMF3xAKUOP377zn3JlcymNlmmK0EikyKVS5PJZsjkcuTIks3nyOVyfb1ijGYMBvjjsr+SzWVJ5TKks2mS2dSns4iniGcSxDNJ4ukkqdzmS5Zti8lkorS0lNLSUsrKyqioqCg8lpeX4/V6aW5uprGxsfC7SkREROTzSgF7mHzta1/j5ptv5swzz9zhZWd+/OMf8+Mf/5jbb7+dUCjEhAkTmDt3LieeeGLhmOLiYs466yyuuuoq4vE4U6dO5Y477hi0vAkTJnDcccdx/fXXc8MNNzBjxgwefvhh7rvvPs455xycTieTJ0/m5ptv3q4u5iKfVwaDobBW82C9PbLZLB0dHYV1sNeuXcvq1atZu3YtyXSKlb0trOxtKRxvNVmo81bT4B9Fg7+GBn8tJQ7fgJZWq8lCmbNom3UrcxYxntHbPC6fz9MZD9ASamN9uIPWSCftkW42xnqIZRLb+U7sPIPBgNvtxuPx4PF48Hq9hTWw+x+LiooKM4D7fD6Mxi23/MdisWGvs4iIiMjuYsjva7PpyLBZsmQJABMnThzhmshnxWIxPvnkE7US7qRsNsv69etZtWoVq1atYuXKlaxatWrQcOixuqj31TDWV80YXxWjvVWUOnw71L28Xy6foyPaQ0uojTXBDTQHN9AcaiOajm/xHIfDgd/vx+Px4HK5sNvt2Gw2zGYzFosFo9GIyWTCZDJhNBoxm80YjUYsFgtWq7WwAoLD4cBut+N0OnG5XDidTjweD06nc6uBeUfpsyl7In0uZU+kz6XsifaVz+WO5By1YIuIbIPJZGLMmDGMGTOG448/HuibLHD9+vUsW7aMZcuWsWLFCpqamginonzUuYKPOv81o7/dZKXSVUqFq5gShw+fzYPb4sBmtmLEQJ48yWyaSCpOIBmmK95LR7SHtkjXoN2yzWYzY8aMYezYsdTV1TFq1CiqqqooLy/H5XLttvdFRERERAZSwBYR2QlGo5HRo0czevRo/u3f/g3om3CtqamJFStWFFq5161bRyKdojm0gebQ5pOqbYvNZqOuro7x48czbtw4xo8fT11dHRaLZahvSURERER2kQK2iMgQsVqtNDY20tjYWNiXyWTYsGEDra2ttLa20tnZSSAQIBwOk0wmyeVyGAwG7HY7breboqIiKioqqKqqYvTo0VRWVg66LJ+IiIiI7HkUsEVEhpHZbC60dIuIiIjI3m3oZqoRERERERER2YcpYIuIiIiIiIgMAQVsERERERERkSGggC0iIiIiIiIyBBSwRURERERERIaAAraIiIiIiIjIEFDAFhERERERERkCCtgiIiIiIiIiQ0ABW0RERERERGQIKGCLiIiIiIiIDAEFbBEREREREZEhoIAtIiIiIiIiMgTMI10BERHZe+TzeXK5HNlslnw+j8FgwGQyYTKZRrpqIiIiIsNOAXsPMW3aNM455xyuvfbaIS33kksuoaamhtmzZ7Nw4UIuvfRSXn75ZUaNGjWk1xGRHZfNZslkMmQyGbLZLLlcjnw+P+AYg8GA0WjEZDIVHocysGazWVKpFMlkkmQySSKRIJFIEIvFiMfjxGIxYrEY0Wi08Ni/9b/Wf2wymSSVSpHL5Ta7jtFoxGaz4XQ6cbvd+P1+iouL8fl8ZLNZ4vE49fX1VFRUKIyLiIjI55YCtojILojH4wQCAXp7ewkEAgSDQYLBIKFQiHA4TDgcLgTSeDxOPB4nkUiQTCbJZrM7fd1NW4b7w/emW/8x/YG9v2W5v3W5P9gPFoaHQy6XK9x/d3c3a9euHfD6c889B4DFYqG2tpaxY8dSX19PQ0MD48aNw+v17pZ6ioiIiOwKBWwRkUHE43F6enro7u6mq6uL7u7uwtbT00NPTw+9vb3EYrERqV8+ny+E5KFiNhixmixYjRZsZitWkwWH2YrdZMVutmI327CbbTjMtsJ+m9mKzfTp8UYLZqMJs9GEyWAEA/gsboxGI5lchmQ2TTyTJJyKEU7FCCTD9MRDdMYDdER72BjrIZ1Os3r1alavXs3LL79cqFtFRUUhbI8bN46GhgZKS0sxGAxDdv8iIiIiu0oBeyfst99+zJo1i3PPPXfQfXPnzuX999/n8MMP5/HHHycej3PGGWdw5ZVX8v3vf5933nmH8vJybr/9dqZMmVIoo7Ozk69//essXLiQsrIy/uM//oOLLroIgKeeeooHH3yQ4447jj/96U988Ytf5IEHHqCpqYnZs2fz3nvv4XK5+OIXv8gtt9xCWVnZNu8jGAxy77338tprr9HT04PX6+X444/n9ttvx+FwDPn7JjLScrkckUiE3t7ewtYflvuDc3+I3pHgbDGa8dlceG1uvFYnHqsLt8WB2+rAZXHgtNg/DaW2T0OpBfLwh2Uv8Y/OVaRzQxeSd0UmnyOTSRIjCamhKdNiNHNYxX584+Cz8Ns9Wz02l8/RGQuwPryRdeGNtIQ6WBtqY2Osl46ODjo6Onj77bcLx3s8Hurr6xkzZgyjR4+mtraWUaNGUVJSUmjFFxEREdmdFLCHyXvvvUdJSQm///3vWbx4Mbfddhsvv/wyM2fO5KabbuLee+/llltu4e9//3uhBeaJJ57g+uuv5/bbb+fNN9/khz/8IeXl5Zx44okAtLS0sHHjRp5++mkSiQQdHR1ceOGFnHHGGdxyyy3E43Hmzp3L+eefz/PPP4/T6dxqHW+55RY6Ojq4//77KSkpKdRz3LhxXHbZZcP9FsnnWH93Y2DAuOF8Pk8+nyeZTG52zmdbGvufb7q///z+cj/bpbn/MZVKFcYNp1IpEolEoftx/zjhSCRCNBolHA4XumsHg8Ed6hJtNZrx270U2d34rB78djd+mwufzYPP5sJv8+CzurCbrbCDLam//Ohp3u9YtkPnfB6lcxkWtn1MLp/jmwefPegxNpOlb6y5wUiFq5gKVzGTKvcvvB5LJ1gbamdtqJ3mYBvNwTbaol2Ew2E++ugjPvroowHlWSwWKioqKCsro7S0lOLiYvx+Pz6fj9LSUg466CAFcBERERkWCtjDJJfLcdddd+F2uxk7diz33nsvRx11FGeffTYAF1xwAX/729/o7OykvLwcgBNOOIErrrgCgLFjx/Lhhx/y61//uhCwAa666ipqa2sB+OlPf0plZSV33HFH4fWf/vSnHHXUUSxYsGBAC/tgjjnmGI444gj2228/AEaNGsVjjz3GihUrhux9kD3D//7v//LHP/5xpKvxuZPKZdgY6+u6vDc55ZRTmD59OvPmzWPBggWbTaw2HBa1f8Ki9k8GfW1CUS13TL58i929nRY7jSV1NJbUFfalsmk2RLpYF+6gNdxJa6SL9mg3nbFe0uk069evZ/369YOW961vfYuvfOUru3xPIiIiIp+lgD1MSkpKcLvdhedOp5PRo0cXntvtdgBSqX/1w5w0adKAMg4++GBee+21Afvq6uoKPy9dupSVK1dy6KGHDjgmmUzS1NS0zTpeeOGFvPLKK/zpT3+iubmZVatWsX79eurr67d9g/K5smjRopGuguxBpk+fTm1tLdOnT2f+/PkjXZ2dYjVZqPNVMdpbwcZYL63hTtqj3WyIdLG8p4WOrXwpEggEdl9FRUREZJ+igD0EBptkyGKxbLZvW10SP/t6LpfDarUO2NcfzPtfP+qoo/je9763WVkezzbGOuZyfOtb32LlypWcfvrpnHrqqRx44IHceeedWz1PPp9+8IMf8Ic//AGfzzfoZ3Nn9a9z/Nl9/f+fGOz1ndW/jFU6nSadThe6ifcvK5VMJgcsKRWNRnf4GmaDiSK7B5/N3df92+6iyObBb+vvHu7Bb3NjM1u3Xdg2/PKjp7fYojvc5s2bV2jB3nSm8eF0RGXjNruIb0s8nfy0q3gbzaF21oU62BDpJJ3b+mzsXq+XoqIivF4vpaWlnHLKKTtzCyIiIiLbpIC9EywWC5FIpPD8s8vN7KyPP/54wPP333+f8ePHb/H48ePH8+KLL1JVVVUI4oFAgJtvvpnLL7+co446aovnfvLJJ7z++us88cQTHHzwwQCk02laWloKXdBl7+FyuTj66KNpbGzc5tj8vUU2myUWixEKhQiFQoWls/qX0+rp6Sk89vT0EA6HyeSzdMYDdMYDWy3bZrIUQrfP5sZn/XSCM5sLr9WFx+r8dJIzJy6LHbNx83Wdv3XIORg/MrK4Y/lun+RswYIFzJ8/f7eE600nObOZtu/LnXw+TzAZpSXcztrgv8Zeb6lV2mazUVtbS21tLTU1NVRVVVFZWUlZWRklJSVD+qWSiIiIyNYoYO+EQw45hCeffJIjjjiCfD7PrFmzNmtp3hkvvPAC+++/P1OmTOGll17ir3/9K7/73e+2ePyFF17IH//4R/7f//t/XHXVVQDcfffdLF++nAkTJmz1WqWlpZjNZubPn09xcTGBQICHHnqIzs7OAd3WRT6vTCYTHo8Hj8dDTU3NNo9PpVIDZhHv6uqip6dnwBJdPT09xGIxktk0HbGerXZD3pTVZMFZWOLKitXUt7SVxWjmkPLxZHM5TEYjxkIrbv9j36RvOfpCZzaXJZfPkSVPLp/r23I5svk8+XyOXD5Pjjx58sDA4GzAgBEjRoOxr4x8trDkltlowmI0YTFZsBrN2MwWrMa+pblsJkvfEl0mGw5L36PdYsVmtG5Xq7PP5sZq2vw/Nfl8nngmSXciRFcswMZYD22Rvi7e6yMbCacGn8W9vLychoYGGhoaqK+vp76+nsrKSk1aJiIiInsEBeyd8P3vf5/vf//7fPWrX6W8vJxvf/vbtLe373K5//Ef/8Hf/vY3fvzjH1NTU8OcOXP44he/uMXja2treeyxx5gzZw4XXHABJpOJww47jEcffZTi4uKtXquiooLZs2czd+5cfv/731NWVsaUKVO47LLLeOWVV3b5XkQ+b6xWK5WVlVRWVm71uE3Xx+5f5qt/ya9gMEggECi0mvf3dEll06SyaUhGtlr254kBAw6ztW/pMbOtsB62xWjGYjRjMhoxYCBPnlw+TzqbIZlNEc8kiabjhJJRUltpuTcajVRXVxfWvB4/fjwNDQ34fL7deJciIiIiO8aQ3x2D72SfsGTJEgAmTpw4wjWRz4rFYnzyySf7VBfxPUE2my2MB49Go8RiMeLxOMlkkkQiURhLns1mC2PMN13yzGg09i1fZTRiNBoxmUyFzWw2F/Zt+rjpOf36lz/rX/asf8mzdDpNJpMpLHfWX694PE4ikSjUt7/u/feRzW59zPOO8Hg8uN1u6urqGD16NKNHj2bMmDGMGTMGm802ZNcR2RH6nSl7In0uZU+0r3wudyTnqAVbRGSYmEwmvF4vXq93pKsyZPL5fCF8R6PRwtrj/ZPN9X9p0L9+eX/ot1qtWK1WXC4XHo8Hv9+P3+8nn8/vE/9hFhERkX2DAraIiGw3g8GAw+HA4XBQUlKyy+XFYoOPtRYRERH5PNKsMCIiIiIiIiJDQAFbREREREREZAgoYIuIiIiIiIgMAQVsERERERERkSGggC0iIiIiIiIyBBSwRURERERERIaAAraIiIiIiIjIEFDAFhERERERERkCCtgiIiIiIiIiQ0ABW0RERERERGQIKGCLiIiIiIiIDAEFbBEREREREZEhoIAtIiIiIiIiMgQUsEVERERERESGgHmkKyAisrfK5/PEYjECgQCBQIBgMEgoFCIajRKLxUgmk6RSKXK5HPl8HrPZjMViwW6343K58Hg8+P1+ioqKKC0txev1YjAYRvq2RERERGQLFLD3Evl8nqeffpovf/nLlJSUbPP4Sy65hJqaGmbPnr0baiey58vn8+RyObLZLNlsllwuRyaTIZvNkslkSKfTpNNpUqkUyWSSeDxOPB4nEokQiUQIh8MEg8FCkO7t7aW3t5dUKjVkdbTZbJSVlVFZWVnYqqqqCpvL5Rqya4mIiIjIjlPA3kssWrSIW265hZdffnmkqyKy22Wz2QGhNhgMFlqLw+EwkUiEWCxGNBolHo+TSCQKrcepVIpMJkMmkxm2+tlNVrw2J26rE7fFgctix2G2YjNbsRhNGA19o3Wy+RzpbIZkNk0skySSihNKRgkkI4RTfS3e69evZ/369YNex+PxUFFRQXl5OeXl5ZSVlVFaWkpJSQnFxcUUFRXhdDrVCi4iIiIyTBSw9xL5fH6kqyAyLBKJBN3d3XR2dtLV1VV47Orqoru7m+7ubnp7e8nlcsNWB7PBiNFgwmIyYTKYsJrM2EwWbCYrDosVh9mO02zDZbXjtjhwWx14rE48Fgcemwuradd/1aazWYLJCD2JML2JEN3x/i1ITyJMJB0nHA4TDodZtWrVFsuxWCz4fD68Xi8ejwe3243b7cbpdOJyuXA4HDgcDux2O3a7HZvNhs1mw2q1YrVasVgsha7sJpMJo9GIyWTCYDBgNBo3e+z/WURERGRfoIA9gs4991wOO+ww7rjjDgBeeuklrr76au677z5OPvlkAGbPns2yZcu47bbbmDNnDosXLyYej1NRUcFFF13EjBkzWLhwIZdeeikAxx9/PLNmzeLcc8/lH//4Bz/+8Y/56KOPcDgcnHjiidxyyy04HA4AotEot956K3/961/J5/OceOKJfPe738XpdI7MGyL7lFQqVWhx7u3tpbu7m56eHrq7uwsBuquri3A4vF3lGQC31Ynf5h7QWuyxOnBa+gKww2zDbrZiM1mwmixYTWbMRjO5fI4/fPIKSzqbSOeym5WdyecgnyOVSw/xuzD0TAYTtd4y9i8eTTAZpScRJpiMEEhGSGRSpNPpwnu7u/SHcJPJhMViwWq1YrPZcDgc2Gw2stkslZWVFBUV4fV68Xq9+P3+AZvH41FQFxERkT2eAvYImjp1Ki+++GLh+dtvv43BYGDhwoWFgP3qq69ywQUXMGPGDI455hj+8Ic/YDKZePLJJ7n77ruZPHkyhx56KHPnzuXaa6/lySefZMKECaxbt45///d/58QTT+SPf/wj4XCYm2++mbvuuqsw7vovf/kLV1xxBU899RQrV67kO9/5DlVVVXz7298ekfdD9gz9Y5H7J97qH4+8tTHJ/eOSE4kEiUSCeDxOLBYrdMvuH58ciUQKXbcTicR218lqNFNk91LscFNk8+K3uylyuCmyevDb3fjsbrwWJ0bjzi2M8MsPn2Nxx4qdOndPk81naQ62U+bw881DzhjwWiqbJpyOE0nGiKQTRFNxYtkEsXSSeDpFIpMgkUmTyKZIZtOksmlS2QypbIZ0Lk0mlyWdzZDJZcnmc+TYvp4z/Z+fdDq9xX/35cuXb7UMk8lUCNs+n2+LrfB2u70Q3O12O9XV1Tv9uRARERHZUQrYI2jatGncf//9tLW1UVVVxVtvvcXxxx/PwoULAWhpaWHNmjWccMIJJJNJLrroosIkRtdddx0PP/wwy5cvp7GxEZ/PB0BxcTF2u50nnngCv9/Pf//3f2M29/0z/9d//RcffPBB4foHHXQQ3/nOdwAYPXo0xxxzDP/85z9351sge5BoNMoVV1xBR0fHSFdlM6lcho5YDx2xnpGuypA75ZRTmD59OvPmzWPBggVDNtxjUfsyFi1YNiRlDbcKZxFTRh9KNJ0gmo4TTsUIpWKEklFCySixTJJsNlsYErAjpk2bxi233DJMNRcREREZSAF7BB144IFUVFTw1ltvcfTRR7N+/XruvfdezjvvPDo7O3n11VdpbGykpqaGCy+8kOeff56lS5fS0tLCsmV9fzhvadzpihUrOPDAAwvhGuCoo47iqKOOKjyvq6sbcI7P56O1tXXob1Q+F1KpFMFgcKSrsc+ZPn06tbW1TJ8+nfnz5490dUaExWSmwuknmkkSSdk/7cpvw2G24jBb6YqHCKdiO1V2KBQa4tqKiIiIbJkC9gibOnUqb731FgATJ07koIMOoqKigoULF/Laa69x/PHH09nZyfnnn09xcTHTpk3j2GOPZeLEiRx33HFbLHfTYL0lJpNpyO5DPv+Kiop4/PHHaWlpGdCK2j/u1WAwDFjGqr97eDqdLszI3d89vH/rX+85FAoRCoUKS1rtCJfZjt/uodjhodjmxu/wUmRz9+2zu/HZPDjNVtiF8bm//PA5FrWPTGvvvHnzCi3YBoNhyFqwj6jcf7Mu4gDk88QyKSLpOLF0nGg6STydJJ7t6x4ezyRJZFKkMimS2WxfN/F8mkw2SzqXIZPLkMnlyeb7hg5k831DCXKbdBnP5fN9+/h0/6evZ/ODfyG4PtzJzxY/tV335XA48Pv9eL1efD4fbrcbj8czYJK2/snZ7HY7EydO3On3UERERGRHKWCPsGnTpnHzzTdjNBqZPHkyAJMnT+aVV15h4cKF3HjjjTz//PMEAgH+/Oc/Y7FYgH+NV+z/Y/yzk/+MGzeO5557jmw2WwjSf/3rX5k1a9Y+20om2+Z2uznggAOG9RrZbJZQKEQgEChsPT09ha1/dvDOzk6SySTRTIJoJEFrpHOLZVqNZnx2Nz6bC5/VhdfmwmN14rY6/rUsluXTSc5MVmzmTyc5M5oxG01869AzMX5kZHH7CtK54VuuazALFixg/vz5QxauzUYT4/w1NJaM4YWmv9OTCBNIhAkmowSTUcKp2BaD7u5kMBgKY6XNZjPFxcWFcdX9k5z5fD6Kiorw+/2FR5vNNtJVFxEREdkiBewRNnnyZJLJJH/5y1945JFHCvtuvfVWKisrOeCAA1i7di3xeJwFCxYwadIkVq9ezaxZs4C+br1AYebvZcuWUVRUxIUXXsijjz7K9773PS6//HJ6enq45557OOqoo/QHqowok8lEUVERRUVFWz0un88TjUbp7Oyks7Nzs6W6+sfjhsNhUrkMnbEAnbHATtXJbDRhMhgxG/uW4DIaDBgxYjQYMRkMmIymTY4x/2uZLrMVu8mK02LDabHjsthxfTpzed/s5Q6M22hZDyQidMWDlDp8+O3urR6bzeUIJaN0J0L0bLZUV4hwKk4ml2VZTwvLelq2WpbNZsPj8eD1enE6nYVJwpxO52bLdPXP+m2xWArLdPVv/TOEb7o0FzBg6a7+1/vP71/uy2AwEIvF+OSTT2hsbNQKBiIiIvK5p4A9wqxWK0cffTRvvvkmhxxyCNAXsHO5HNOmTQPg5JNP5uOPP2b27NlEIhFqamo477zzePnll1myZAkXXHABEyZM4LjjjuP666/nhhtuYMaMGfz617/m3nvv5eyzz8bn83Hqqadyww03jODdimw/g8FQmB167NixWzwumUwWWr/7l/wKBoOF2cpDoRDRaJRIJFLoup5IJAbMX5DJZcmw+fJcu8poMOD5dOkwj9VZaFV3WezYzTZsJjMWoxmjwUh7tIfWSBeZXObTrtoJIqk4oVSMQCJCTyJEIBkht41WbqfTSUVFBeXl5ZSVlVFcXExpaSnFxcWFVmCv16sv2kRERESGgSE/VAP+ZJ+3ZMkSAI153AOplXCgfD4/YAx5Op0uLD/WP8Z802XJ+sec9483TyaTA8aZh8PhwlJkwWCQQCAwbJNrmc1mysvLqaiooLKykurqaqqqqqisrKSqqgq32/25Wi9an03ZE+lzKXsifS5lT7SvfC53JOeoBVtE9jkGgwGr1YrVah22a2QyGQKBQKFVvT90h8NhotEo0WiUZDJZCPfQ163aYrHgcDhwOp14PJ7C+OPS0tJCi7TWdRYRERHZMylgi4gMA7PZTGlpKaWlpSNdFRERERHZTdQMIiIiIiIiIjIEFLBFREREREREhoACtoiIiIiIiMgQUMAWERERERERGQIK2CIiIiIiIiJDQAFbREREREREZAgoYIuIiIiIiIgMAQVsERERERERkSGggC0iIiIiIiIyBBSwRURERERERIaAAraIiIiIiIjIEFDAFhERERERERkC5pGugIjI3iYSibB+/Xo6OjrYuHEjvb29BINBotEoyWSSTCaDwWDAZDJhs9lwu934fD5KSkooLy+nurqa6upq7Hb7SN+KiIiIiOwABWwRkZ2UzWZZt24dK1euZNWqVaxZs4bm5mYCgcAul20wGKiqqqK+vp5x48YxYcIE9ttvPzwez65XXERERESGhQK2iMh26u3tZenSpSxbtoxPPvmEFStWkEgkBj3Wb3NT7vRR4vRSZHPjtjpxWWxYTRbMxr7ROdlcjkQ2TSydIJSM0ZMI0x0P0R7tJZpOsGHDBjZs2MCbb75ZKLe2tpYDDjiAAw88kAMPPJBRo0ZhMBh2y/2LiIiIyNYpYA+TfD7P008/zZe//GVKSkqG7ToLFy7k0ksv5eWXX2bUqFFccskl1NTUMHv2bJ566iluvfVWli9fDsC0adM455xzuPbaa4etPiJ7i1QqRVNTE8uWLWPZsmUsXbqUjo6OzY6zmSzU+Sqo81Uw2ltOrbeMKncxDrNtl64fTEZZF+qkJbSRNcF2Vgfa6Yj2sm7dOtatW8ef//xnAHw+H42NjYVtwoQJOJ3OXbq2iIiIiOwcBexhsmjRIm655RZefvnl3XrduXPnYjKZdus1RT7votEozc3NrF69mlWrVrFy5Uqam5vJZDIDjjMANZ5SxhfVMMZXTrnTT4WrCKNh4HyRkVSCSGrwlu0dUeEqosJVxBFV+/XVMxVnTbCDtkgPTYENrA60EwwGeeedd3jnnXf66mgwUFNTw/jx46mvr6euro7Ro0dTXl6u3w0iIiIiw0wBe5jk8/kRua7f7x+R64rsyXK5HMFgkM7OTjo7O2lvb6etrY3169ezbt06Ojs7Bz3PY3XQ4K+moaiK8UU11PurMBmM/OqjF/n9x38jncsMet5wsxjNTKocx/3/djVtkW5W9mxgZW8rTYE2uuMh1q9fz/r16/nb3/5WOMdsNlNRUUF5eTllZWUUFxfj9Xrxer04nU4cDgc2mw2TyYTJZCp0O8/n82SzWbLZLJlMhkwmQzqdLvzc/1oulytcy2g0YjKZsFgsWK1WbDYbDocDl8uFy+XC4/FgtVp3+/smIiIiMtwUsDdx7rnncthhh3HHHXcA8NJLL3H11Vdz3333cfLJJwMwe/Zsli1bxm233cacOXNYvHgx8XiciooKLrroImbMmFHotg1w/PHHM2vWLM4991wWL17MnDlzWLJkCcXFxUydOpUbb7wRt9sN9HXhPumkk3jttdfo7u5m7ty5HHnkkTt0D5t2Ed+SdDrNl7/8ZS666CKuueaawv4//OEP3H///bz66quYzfpoyMjLZrMkEgmCwSCpVIpEIkEikSCZTA74ORaLEY/HicfjRKNRotEo4XCYcDhMMBgkGAwOCICD8dtcjPKUUustZ4y3nDp/JSV2z2bjmx/68HkWta0YztvepnQuwzsblpHN5/jWIacxylPG1DEHAxBKxlgb7GBduJN1oU42RHpoj/aQyWRobW2ltbV1ROvez2634/P58Hq9GI1GRo0aRVlZGUVFRQM2v9+P2+3GaNSqkiIiIrLnU4raxNSpU3nxxRcLz99++20MBgMLFy4sBOxXX32VCy64gBkzZnDMMcfwhz/8AZPJxJNPPsndd9/N5MmTOfTQQ5k7dy7XXnstTz75JBMmTGDZsmVcfvnlXHnllfzwhz+kq6uLe+65hxkzZvDHP/6x8Ef8Y489xi9+8Qs8Hg/77bffsNynxWLhzDPP5Nlnnx0QsJ9++mnOPPNMhWvZplQqxdq1a8nn8+Tz+UJLZn+rZiqVIp1OF7ZUKkUqlSKZTBbC8aYhebAtHo+TTqd32z0FklECySj/7Fq7264JcMoppzB9+nTmzZvHggULdqj3y6K2FSMe9rfGYbZS5SomlcuQyKSIZ1LE0kny5Av/zv3j2vvnihiM0WgshHGPx4PH48HtduNyuXA6nTidTux2OzabrdBibrFYCltVVRXFxcW767ZFRERkH6YktYlp06Zx//3309bWRlVVFW+99RbHH388CxcuBKClpYU1a9ZwwgknkEwmueiii3C5XABcd911PPzwwyxfvpzGxkZ8Ph8AxcXF2O12HnnkEY455hiuuOIKAOrq6pgzZw4nnHAC7777Ll/84hcBOO644zj66KOH/V6/8pWv8Nvf/pYPPviAQw89lDVr1vDBBx/wX//1X8N+bfn8+/a3v01TU9NIV2OvMH36dGpra5k+fTrz588f6eoMqVpPGXcec9GAXgC5fJ54Okk4HSecjBFKxQglYwST0cIWSsYIJKNsjPWSy+fJ5XL09vbS29u7U/UwGo08/vjjCtkiIiIy7BSwN3HggQdSUVHBW2+9xdFHH8369eu59957Oe+88+js7OTVV1+lsbGRmpoaLrzwQp5//nmWLl1KS0sLy5YtA9hiN9SlS5eydu1aDj300M1ea2pqKgTsMWPGDN8NbmLChAlMnDiRp59+mkMPPZSnn36agw46iHHjxu2W68vnW/8XSCPBAFhNFmwmC3azFavJgt3c97PdZMVptuKw2HBZHLitNjwWJ16bC7/dhd/mwmTctYm+fvHhC0Paajxv3rxCC7bBYNihFuwjqibwrUNOG7K69Nu0DruyBJjNZBkwljuZTRNNJ4imE0RSccKp+IBw3ResI4V9uSGay8LpdKpnjoiIiOwW+ovjM6ZOncpbb70FwMSJEznooIOoqKhg4cKFvPbaaxx//PF0dnZy/vnnU1xczLRp0zj22GOZOHEixx133BbLzeVynHHGGYUW7E1t2qpit9uH/qa24Ctf+Qo/+clPuP3223nuuef4+te/vtuuLZ9vs2bNIhwOk8vlyOVym3UR31L38P7HRCIxYEz1Z7uGD7Y/m80CkAeS2TTJbJpQKrZD9TYAPpubMqeXMqefSlcRVe5iajylVLmKsZi2/SvxikNOx2R4kffbVw3JJGcLFixg/vz5OxSu+yc5+8bBp2IzW7Z6bD6fJ5SK0R7pZWMsQHc8RG8iTCAZJZyKE03FiWdSJLNpUtk0mVyOPAPrYTQYMBmMmIwmzAYTZqMJs7HvuclgxGgwYDQYMdD375PP58nms6RzWdLZLMlsikQmvVm528Nms+H3+7fYRbx/8jS73Y7dbt+si7jZbMbn82Gz7dqyaSIiIiLbQwH7M6ZNm8bNN9+M0Whk8uTJAEyePJlXXnmFhQsXcuONN/L8888TCAT485//jMXS98dt//jB/j+QP9vqM378eFatWjWghbqpqYl7772XG264AY/Hsztub4DTTz+d2bNn85vf/Iauri5OP/303V4H+XwyGAx4vd7des1MJjPo2O1NJziLxWJEo1EikQjhcJhQKEQwGKS3t5eenh7S6TSBZIRAMsLK3g0DyjcZjFS5ixnj7VvTeqy/kjpfBXbzwNmubWYL10w6i1Q2QzAZ3eX7CiQidMWDlDp8+O3u7TrHZ3NhHeTLgEwuy7pQJ2uC7awNbqQltJHWSBexdHKX6pjL58l9Gph3lclkwu12FwKz2+0mn89TV1dHRUUFfr+f4uJi/H4/RUVFOByOXb6miIiIyO6igP0ZkydPJplM8pe//IVHHnmksO/WW2+lsrKSAw44gLVr1xKPx1mwYAGTJk1i9erVzJo1C+ib/An6uiQCLFu2jKKiImbMmMFFF13EXXfdxcUXX0woFOKuu+4ikUhQV1c3Ivfq8Xg48cQTeeCBBzj++ON3e2AS2RFmsxm3212YdX9H5fN5gsEgGzdupL29nQ0bNtDa2sq6detoaWkhEomwPtzF+nAXb7V+DIABA7XeUhr81Ywr6tuq3CUYDQasJjNlzl3vKl/m9DGemp06tzcRZmVPKyt6W1nVu4G1wY5BQ7DBYKC8vJyqqioqKioKs3X7fD48Hk+hBdhms2E2mwcs07VpL4XPLtPV32vhs8t0mUwmjEYjVqsVi8WC3W7H4XAUJiPb9AvIWCzGJ598QmNjY+H3poiIiMjnlQL2Z1itVo4++mjefPNNDjnkEKAvYOdyOaZNmwbAySefzMcff8zs2bOJRCLU1NRw3nnn8fLLL7NkyRIuuOACJkyYwHHHHcf111/PDTfcwIwZM3j44Ye57777OOecc3A6nUyePJmbb755RNeDPffcc3nuuec499xzR6wOIruDwWDA7/fj9/uZMGHCgNfy+TxdXV2sXr2aVatWsWLFClauXElXVxctoU5aQp38reUjAJwWWyFwN/iraPBX4bENfzDM5nKsC3eysreVlT19W2c8uNlxHo+H8ePHM378eMaOHUtdXR2jRo3SutMiIiIiu4EhvyMz6she56mnnmLu3Lm8/PLLu7zO7JIlS4C+seuyZ1Er4c7p7u7mk08+YdmyZSxdupSVK1eSTG7e3brU4aXOV8lobxm13jKq3SWUO/3bNaZ7MIlMig2RbtaHu2gOdtAcaKc52EHqM2O+jUYjY8eO5YADDqCxsZHGxkaqq6t3aWKy3U2fTdkT6XMpeyJ9LmVPtK98Lnck56gFex/18ccfs3r1an72s59x8cUX73K4FtkblZSUcOyxx3LssccCfePAV69ezbJlywrb+vXr6YqH6IqHeK/9X7OLGzBQ7PBQ4vDit7nw2pw4zXZsJjNmk4l8HrL5HMlM38za4VSMnkSYrliIQDIyaH2cTmchSB944IHsv//+haUCRURERGTkKWDvwQ4//PDCzMmDKSkp4aWXXtqpsj/88EPuuecepkyZwr//+7/vbBVF9ilms5kJEyYwYcIEzjzzTACi0SirVq1i1apVrF69mubmZtavX088Hqc7HqI7Htqpa/l8Purq6qivr2fcuHHst99+jBo1Sl+GiYiIiOzBFLD3YE899dRWl+0xmXZ+Pd+LLrqIiy66aKfPF5E+LpeLgw8+mIMPPriwL5/P09PTQ0dHB52dnfT09BAMBolGoySTSTKZvq7eZrMZu92Oy+XC5/NRUlJCeXk51dXVI7KygIiIiIjsGgXsPdjo0aNHugoishMMBgMlJSWUlJSMdFVEREREZDdSX0MRERERERGRIaCALSIiIiIiIjIEFLBFREREREREhoACtoiIiIiIiMgQUMAWERERERERGQIK2CIiIiIiIiJDQAFbREREREREZAgoYIuIiIiIiIgMAQVsERERERERkSFgHukKiIjI50sikaCzs5Pu7m56e3sJh8PEYjHS6TQAFosFp9OJ3++nvLycUaNG4Xa7R7jWIiIiIsNPAVtERDaTzWZpa2tj7dq1rFu3jvXr19Pa2kpbWxs9PT07XF5FRQX7778/Bx98MJMmTaKqqmoYai0iIiIyshSwRUT2Yfl8ns7OTlavXs2aNWtobm4uhOr+FunB2E0Wih0evDYnHqsDu9mKxdj3n5RMLkssnSSYjNIZCxJIRuno6KCjo4PXXnsNgDFjxvClL32Jo446arfcp4iIiMjuoIAtIrKPiEajNDc309zczJo1awqhOhqNDnq81WSmyl1MjbuEKncxVe4iyl1+yp0+XBY7BoNh+66bStAc3MiKnlY+7lrLip5W1q5dy9q1a3nssceoqanhtNNO49/+7d/wer1DecsiIiIiu5UC9jbst99+zJo1i3PPPXfYrjF37lz+9Kc/8corr2zz2Keeeopbb72V5cuX7/T1hqIMEdkzpVIpOjs7aWtrY8OGDbS2ttLS0kJLSwudnZ2DnmMyGKlyF1PrLeX/t3ff4VFVif/H31OTTHojCSG0EAiEIghiUHclWMEu7tcVXHtlbeCKICKoCCuKsqIiLuqyrOuuiO5awMaighhFkCKhSEIP6X0yk8nM/f0RMz8iAYIMhPJ5Pc99ZubWc4cj8plz7jkpEfG0C4+jXXgscY5IzC0M0QcTag8mI749GfHtubJbJjV1LlYXbOWbPZtYV7iN3bt3M2fOHF5/7XUGnTWICy+8kL59+2KxWI742iIiIiLHkgL2KWjo0KGcc845rV0MkZOa2+2mpKSEkpISysvLqaiooLq6GqfTicvloq6uDq/Xi8/nA8BsNmM2m7FarU0Wi8WCxWLBZDJhGAY+n4/6+nrq6uqora2lpqaGyspKysrKKCkpoaqq6qDlirA7SAqLpm1YbMNreCwJoVFYzfuH2ZLayiP6DiKDQrFb9v/fTKg9mLNTMjg7JYMKdw0rdm/kyx3r2VFZxBdffMEXX3xBbGwsgwcPZvDgwXTp0qXFreUiIiIirUkB+xQUHBxMcHBwaxdD5ITm9XopLCz0txTv3buX/Px8/7PGFRUVrV3EZlXWOaksdbKpdPdRv5bNbOX0xFRuO+0igqy2ZveJDArlos6nc1Hn09lWUcAXO9azYlcOJSUlLFiwgAULFpCUlMSZZ57JwIED6dmzJ3a7/aiXXUREROTXOCUD9lVXXUW/fv2YMGECAJ999hmjRo1i5syZXHTRRQBMmzaNjRs3ApCXl8eNN97I999/T1RUFCNHjuSOO+7wn+9///sfL7zwAj/99BMJCQkMGzaMu+++2/+PwKqqKp5++mk+/fRTPB4PGRkZ/OlPf6JXr17Nlq+mpoYZM2bw8ccfU1NTQ0ZGBg8//DA9e/b077Nw4UJeeuklCgoKSEtL47HHHqNPnz4A7Nmzh+nTp/PNN99QWVlJbGwsl156KWPGjMFsNu/XRbxbt26MGjWKd999F4/Hw/z58+nYsWNgv3SRE4hhGDidTkpLSykuLqaoqIiioqImIbqoqMjf+nwgNrOFqKAwIoJCCLc7cNiCCLbaCbLasJstWMwWzJgwMDAAr8+Hz/BR7/NS7/PiNRo++wzwGQYmwGIyYTabsVusBFlsrC7IZUdl812/W5vHV883ezbhNXzc0ffiA+4XZLFhMpnoGJlAx14JXNfjt/xQmMeK3Tms3ptLfn4+7777Lu+++y42m4309HS6d+9Oly5d6NSpE23btsVmaz7Ai4iIiBxLp2TAHjx4MB999JH/89dff43JZCI7O9sfsJcuXcqIESNYsWIF8+fP57HHHuOJJ57g/fffZ8aMGfTu3ZvMzEy+/PJL7r//fsaNG8egQYPYsWMHTzzxBHl5ecycORPDMLjtttsIDg7mlVdeISwsjP/85z/8/ve/59///jc9evTYr3z3338/27ZtY+rUqbRv357Zs2dz88038+mnn/r3+fe//82MGTMIDg5m4sSJ3H///fzvf/8D4K677iI+Pp7XX3+d0NBQPv/8c6ZOnUrfvn0577zzmv1O3nzzTV599VW8Xq/CtZwUdu/ezYoVK5qsMwzD/+pyuaitrcXpdFJTU0N1dTVVVVVUVFRQXl5OXV3dEZfB4/NSVFtBUe3x2Zp9KBdffDHDhw9nwYIFLF682P/9Ha7v8rfwXf6WA27vGpPMo2dd6+8GbrNYGZCUxoCkNFz1dawt3Mbqgq2sL9pOmauadevWsW7dOv/xZrOZuLg44uPjiYmJITIyktjYWIYOHUp0dPSvKrOIiIjIr3FKBuysrCxmzZpFfn4+SUlJLF++nCFDhpCdnQ3Ajh07yMvLIysriyeffJLrrruOK664AoC7776b1157jfXr15OZmcns2bP53e9+x7XXXgtA+/btmTx5MjfccAO7du1i586d/PDDD3zzzTdERUUBMHr0aFatWsW8efOYNm1ak7Ll5uby5ZdfMnfuXM4++2wAJk2aREREBGVlZf79pkyZQmpqKgC33HILf/zjHykpKSE0NJTLL7+ciy++2D/P7I033sirr77Kpk2bDhiwL7/88gO2qIucaCorK7ntttuor68PyPnahcfRMbINOSU7Kak9+DPOJ5Phw4eTkpLC8OHDWbRoUauUIdhq54y2XTmjbVcMw2BvTRmbS3fzU1k+3+3ZTLXHhc/no7CwkMLCwibH1tbWcuutt7ZKuUVEROTUdEoG7IyMDBISEli+fDmDBg1i165dTJ8+nWuuuYaioiKWLl1K9+7dSU5OBtivRTciIgK32w3Ahg0bWLt2LQsWLPBvb2zl2bp1K1u2bMEwDAYPHtzkHHV1df5z7Gvz5s0AnHbaaf51QUFBjBs3DoBVq1btV6bGaW1cLhexsbGMHDmSxYsXs3btWrZv386mTZsoLi4+aHfWDh06HHCbyInG4XCQnp7O+vXrA3K+XVXF5FeXEhMcRnpsO+JCIol3RBDviCTeEUkbRyQOWzCtMQ7XK6sXHbR1+EgsWLDA34LdOMjarzEgKa1FXcQPps5bz+bS3eQU72RT6S62lRfg8h54nm6AxMTEX1VeERERkV/rlAzY0NBNfPny5QD06tWL3r17k5CQQHZ2Nl988QVDhgzx79vcVDGN/9D0+XzceuutXHnllfvtEx8fz6ZNmwgLC2PhwoX7bW9uoB6rtWV/JAcqk9PpZOTIkbhcLi666CKuvPJKevfuzYgRIw56Pg16JicTq9XKjBkzmqwzDMM/+rbL5fIvB+oiXlZW5n8Gu6ysDK/PR1FtJUW1lcCu/a7psAYRH9oQtmNDIogLiSAmJIyo4DAig0IJt4cQYrUHfDTsO/sOxWJazPd7t+LxBabFvtHixYtZtGjRrw7XLRnk7GBqPC6+z/+JlXu38GPRdtzepvcXFBRESkoKKSkpJCUl7ddFPCEh4bCvKSIiInIkTtmAnZWVxdixYzGbzWRmZgKQmZnJkiVLyM7OZsyYMS06T1paGnl5eU1agLOzs5k3bx6TJk2ia9euVFdX4/F46NKli3+fCRMmkJ6ezsiRI5ucr7Hb97p16/zlqq+v54ILLuChhx46ZHmWLVvGjz/+yPLly4mLiwOgvLyckpKSX936JHIyMJlM2Gw2bDYboaGhh3Ws1+ulpKSEgoIC9u7d618aRxAvLS3FWe9me0Uh2ysKD3ges8nUMMiZxYbNbMVqNvvnmfYZBj7DwGt4qff58Pp+fjV8+IzGYdAazmE1WbBZLARZ7ITaggi1B9MvsTNBFjtRwaHEBIcRExJObEgEDlvQr/7Oyl3VFDsriXNEEBUcdtjHH2iaroOp93lZXZDLsp0/sqYwj3qf178tJiaGfv360atXL7p3705KSormyhYREZHjyikbsDMzM3G73XzyySfMnTvXv27cuHEkJiY2O/hYc2677Tbuv/9+Zs2axbBhw9i7dy+PPPII7dq1Iz4+nnPOOYfu3bvzwAMP8Mgjj5CUlMSbb77JwoUL/dfdV6dOnbjggguYPHkykyZNIiEhgTlz5uB2uznjjDNYunTpQcvT2CXyv//9LxdeeCH5+fnMmDEDj8cTkEGbRE5FFouFNm3a0KZNm2bHKnC5XPtN09U4+nhpaSllZWW43W58hoHT48bp2f/xkMNRRz3UAzgPuW+EPYTEsBiSw2NpFx7XsETEEhl06B8Z4h2RpMUkH1FZW2pnZRFLd6xj+a4cqutq/es7dOjAOeecw1lnnUXnzp01H7aIiIgc107ZgG232xk0aBDLli3zP++cmZmJz+cjKyurxee56KKLeO6553jllVeYPXs2UVFRZGVl8eCDDwIN/zB/7bXXmD59Ovfffz+1tbWkpqYya9Ysfwv1Lz311FM8/fTT3HfffdTV1dGnTx/mzp1LTEzMIcvTu3dvxo0bxxtvvMHzzz9PQkICQ4cOJSkpqcmouyISOMHBwXTs2PGgI/C7XC5qamqoqanB5XLh8Xjwer14vQ0ttCaTCavVisViwWq1YrVasdlsWCwWzGazP1g2HuN2u3G5XP6u7eXl5ZSWllJUVERhYSF79+6lrKyMyrpaKkt3s/kX815HBjlICY8nJSKO9pFtSImIo21Y7GG3OB+JCncN3+zexFc7f2RbRYF/fUxMDEOGDGHIkCF07tz5mJVHRERE5EiZDPUblgBpDPAajfz443Q6ycnJoXv37jgcjtYujhwjTqfTP5vBjh072LZtG9u3byc/P7/ZR0bMJhOJodG0i2ho6U4OjyU5LJaE0ChsAQrexc4KfijIY2X+FjaU7MD3czmsVitnnnkmF154If3791fXb2lV+jtTjkeql3I8OlXq5eHknFO2BVtE5GTncDjo2rUrXbt2bbK+traWbdu2sW3bNnJzc8nLyyMvL4+qqir2VJeyp7qUb9ns399sMhHviCQxNJqE0GjahEYSFxJB9M8DuIXZg5uMBG4YBm6vhwq3kyJnBburSthWUcDm0t0U1JQ3KUtaWhrp6elcc801GvVbRERETngK2CIip5iQkBC6d+9O9+7d/esMw6C0tJS8vDx/S/e2bdvYuXMnTqeTgpryn8NxXrPnNJtM2MwNrc4en9ffMr3ffmYz3bt3JzMzk7PPPpuoqChycnL80w2KiIiInMgUsEVEBJPJRGxsLLGxsfTv39+/vjF479y5k927d5Ofn09+fj6FhYWUlJRQXl5OfX09PsPYbxotu91OmzZtaNeuHZ07d6ZHjx5kZGQ0GcXd6Tz0QG0iIiIiJwoFbBEROaB9g3fjgJD7MgzDP59440wFNpsNh8NBSEiIRv0WERGRU4oCtoiI/Gomk4mQkBBCQkJauygiIiIirc7c2gUQERERERERORkoYIuIiIiIiIgEgAK2iIiIiIiISAAoYIuIiIiIiIgEgAK2iIiIiIiISAAoYIuIiIiIiIgEgAK2iIiIiIiISAAoYIuIiIiIiIgEgAK2iIiIiIiISABYW7sAIiKnorq6OkpLSykvL6eyspKqqipqa2txu934fD4Mw8BisWC323E4HISHhxMVFUVcXBxRUVGYzfp9VEREROR4o4AtIhJgdXV1lJSUUFxcTFFREUVFRRQWFvrfFxcXU1FR8avPb7PZSEpKIjk5mfbt29OxY0dSU1NJSUnBYrEE8E5ERERE5HAoYIuIHITX66WmpsbfylxVVbXf+4qKCsrLyykvL6e0tJSqqqoWndtqthAZ5CDMHkyoLZgQqw27xYbF1NA67TN81Hnrqa2vo9rjotLtpNzlxOPxsGPHDnbs2MGKFSv85wsKCiI1NZW0tDS6detGeno6ycnJmEymo/LdiIiIiEhTCtjHSLdu3Zg6dSpXXXUVDz/8MLt37+bvf/97s/vu2rWLIUOGMG/ePAYOHHhMyrdnzx5Wr17NsGHDjsn1RFqb1+ulpKTE37pcXFxMSUkJpaWllJWVUV5eTllZGVVVVRiGcdjnt5ktRAeHERMSRmxIuH+JCQknNjiM6JAwwmzBhx1+631eSmurKagpJ7+6jN1VJeyoLGZHZTFut5sNGzawYcMG//7h4eH+sJ2enk7Xrl2Jioo67PsRERERkUNTwD5Gli1bRnh4eGsX44DGjh1LcnKyAracNOrq6iguLqagoIDCwkIKCgrYu3ev/31RURE+n6/F5wuy2Ai1BRFiC8JhtRNqC8JhCybUHkSoLZgwWxBh9hAi7CFEBjkIsQVxsOzsqq/DVV93WPcUGRSK3WKlTWgkbUIj6dWmg3+bzzDYW1NGXnkhueV7yS0rYFtFIVVVVaxcuZKVK1f6901ISCAtLc2/pKamEh0dfVhlEREREZH9KWAfI/Hx8a1dBJETntfrpbq6moqKCqqqqpq0NJeWllJaWkpxcTHFxcWUlZUd8nwWk9nfwhwdHEZ0cBhRwaFEBTkIsdr5NG8NOSW78Pi8uL0e3F4PuKqPwZ02z2a2cHpiKreddj5BVluTbWaTibZhMbQNi+GsdulAQ2v3jspitpbtZWvZXnLL97KnuoyCggIKCgpYtmyZ//ioqCg6depEhw4daN++PcnJySQnJxMXF6cB1URERERaSAH7CFx11VX069ePCRMmAPDZZ58xatQoZs6cyUUXXQTAtGnT2LhxIytWrPB3Ef+lzZs38+STT7J27Vri4+O5/fbbD7ssxcXFPP3003zxxRfU19fTv39/xo8fT4cOHfD5fLz66qssXLiQ3bt3Y7fb6devHxMnTqR9+/Zcf/31fPvttwB8++23LFmy5Ai+FZHmeb1eamtrcTqdTZaamhpqamqoqKigtrbW/9npdFJdXe1/bXx/OKwmM7GOCOJCwogNiSA2JJy4kHBiHQ3vo4IcmEzNh8dXVn/M2qLtgbj1gPH4vHyzZzNew8cdfS9s0TGNofuclB4A1HrcbKsoYntlIdvLi9hRVUxBTcPz46tXr2b16tVNjrfZbLRp04Y2bdoQFxfnH8U8KiqKiIgIwsPDCQ0NJSQkhODgYIKCgjTQmoiIiJyyFLCPwODBg/noo4/8n7/++mtMJhPZ2dn+gL106VJGjBjRZCCifVVVVXHjjTfSt29f3n77bQoLC3n00UcPqxz19fXcfPPNWK1WXnrpJaKiopg2bRq33norixcv5u9//ztz587lz3/+M127dmXHjh08+uijTJs2jZdeeokXXniBO++8k8TERCZOnPjrvxA56Xi9Xj7//HO+/PLL/Z4Vbnwued/1hmHg8Xhwu924XC5qa2v9i9vtPqZlB6g3fBTUlFNQU37Mr91SF198McOHD2fBggUsXry4Rc97f5f/E9/l/xSwMnSJTmJkxm/YXV3K7qoS9lSXkV9dRrGzEo/Hw+7du9m9e3eLz2exWLDZbNhsNsxmMxaLpcmryWTyv0JDd/6QkBCsVisWi6XJ/haLBavVislk2q/O7ftdNbf9ly655JJjNq6FiIiInJoUsI9AVlYWs2bNIj8/n6SkJJYvX86QIUPIzs4GYMeOHeTl5ZGVlcWTTz7Z7Dk+/PBDamtrmTZtGuHh4aSlpTF+/HhGjRrV4nKsWLGCTZs2sXjxYjp16gTAk08+yRtvvEFFRQXt27fnz3/+M4MHDwYgOTmZiy66iMWLFwMNXUNtNhvBwcHExMQcyVciJ5l169bxzDPPtHYxTmrDhw8nJSWF4cOHs2jRolYpg9lkIjU6kS4xSU3We30+SmqrKK6tpNhZyfbKInLLCthZWYzL6zng+bxeL16vF5fLdbSLfliys7OZO3cuKSkprV0UEREROUkpYB+BjIwMEhISWL58OYMGDWLXrl1Mnz6da665hqKiIpYuXUr37t1JTk4+4Dk2b95Mx44dmwyA1rdv38Mqx+bNm4mMjPSHa2gYxGjs2LFAww8Ba9asYebMmeTl5ZGXl8dPP/1EQkLCYd6xnGo6d+5Mr169WLduXatc32oy47AF4bAFNQwqZg8mzNowsFi4PeTnQcWCiQwKJSI4hCh7KFZLYP5ae2X1xwFtJT6QBQsW+Fuw922FPZgBSV1a3EW8JYIsDS3E9T4vBTXl7K4qZW9NGQU1FRTWVFBcW0lpbTVeo+WDwh2PzjrrLP29JyIiIkeVAvYRGjx4MMuXLwegV69e9O7dm4SEBLKzs/niiy8YMmTIQY83mUz7jWRstR7eH8uh9p8zZw4vvvgiV155JZmZmdx44418/vnnfPjhh4d1HTn1RERE8Oyzzx5yP5/PR11dHW6329893O12N+kivu/z143PWjc+g73vs9iN+0BDF+/Kuloq62pbXOZwewjRwaFNpsaKc0QQHxJBnCOCyCBHi6bGurPvhVhMZr7fuxWPz9vi6x+uxYsXs2jRohaF64MNcna4qty1bKsoZFtFIdsri9hVWUJ+ddlBQ7TZbCYqKoro6GgiIyOJiIggLCyM0NBQHA6H/xlsu92O3W73d+9u7PK9b/fwxsXtdrN9+3ZSU1MJCQlptnv4L1+tVqsGXhMREZHjkgL2EcrKymLs2LGYzWYyMzMByMzMZMmSJWRnZzNmzJiDHp+ens6CBQsoLS31d89ev379YZWhS5cuVFRUsH37djp0aJi2p7S0lIsvvphXXnmF2bNnM2rUqCaDp82dO/dXze0r0hyz2UxwcDDBwcEBOZ/P56O2tpaqqipqamqorq6mqqrKv1RWVlJRUUFFRYV/JPHS0lI8Hg9VdbVU1dWyo7K42XPbzBZiQyKIc4QT9/NrTHAYMf6RxEMJsdoJstr4Y/+h1HnrqXDXBOS+mlPuqqHYWUmcI4Ko4NCD7ts4TdfhctXXkVde2DCaePle8soLKK6tanZfh8NBSkoK7dq1Izk5maSkJBITE4mPjyc2NjbgA5g5nU68Xi+dO3fG4XAE9NwiIiIix5oC9hHKzMzE7XbzySefMHfuXP+6cePGkZiYSI8ePQ56/LBhw3j55ZcZM2YMY8eOpbKykilTphx2GXr27MnYsWMZP348ISEhPP3008TExJCRkeF/PjwrKwuz2cx//vMfPvnkE+Li4vznCA0NZffu3ezdu5fExMTD/yJEAshsNhMaGkpo6MED574Mw6CqqoqSkhKKioooKiqisLDQP+91QUEBJSUleHxe9taUsbfmwNN42cwWIoIcDYs9hDB7cMNiCyb0F6/hP28Psdpb1DL+S/GOSNJi2h72cQfi9fnYXVXC1vIC//Rcu6pKMNj/B7W2bduSlpZG586d6dy5M506dSI+Pv5X3YeIiIiIKGAfMbvdzqBBg1i2bBmnnXYa0BB4fT4fWVlZhzze4XDwt7/9jSeeeILf//73REZGcu+99zJu3LgWl8FsNvPSSy8xdepUbrrpJkwmE2eeeSZ//etfsdlsPP300zz++ONcffXVhIaG0qdPHyZPnsykSZPYs2cPbdu25dprr2Xs2LFcdtllrFixQtPsyAnHZDIRERFBREREk/EI9lVfX09RUZE/cDe+Ly4upqioiNLSUqqrq/H4vJTUVlFygFbe5jSG8sggB9HBoUQFhxHz89zacY6GruoxwWHYAvSMODS0TO+uKmVnZTHbK4vYVt7Q3bvOW7/fvnFxcaSnp5Oenk7Xrl1JS0s7rB8wREREROTQTIb6CUuANA6E1atXr1YuifyS0+kkJyeH7t27qxvuIbjdbkpLSykvb5gburE7emPX9OrqaiorK/2fKysrqaura/H5I+wOYkLC/N3RI4MchNtDcNiC/F3TzSYTJkx4DR8ebz3O+jpq6lxUuJ2Uuqoodlaxt6acMld1s9dwOBykpaWRnp5Ot27d6N69O7GxsYH6igJKdVOOR6qXcjxSvZTj0alSLw8n56gFW0RkH0FBQSQlJZGUlHTonX/mcrn8gby0tJTS0lKKi4v9LeONi9vtprLOSWWdk20VhQEpb3R0NB07diQ1NZXU1FTS0tJo166dBgETERERaQUK2Me5yy67jJ07dx50n+zsbOx2+zEqkYj8UnBwMImJiQcdv6DxGfHGZ8NLSkooLS2lrKzM3zJeW1uL2+3G6/Xi8/mw2WzYbDZCQ0MJCwsjKiqKuLg42rRpQ9u2bUlOTiYiIuIY3qmIiIiIHIwC9nFu9uzZeDyeg+5jsx3ZdD0icvTt+4x4ampqaxdHRERERI4CBezjXNu2gRtdWERERERERI4ePaQnIiIiIiIiEgAK2CIiIiIiIiIBoIAtIiIiIiIiEgAK2CIiIiIiIiIBoIAtIiIiIiIiEgAK2CIiIiIiIiIBoIAtIiIiIiIiEgAK2CIiIiIiIiIBoIAtIiIiIiIiEgDW1tGa60EAAD7XSURBVC6AiMjxwOl0UlZWRlVVFS6Xi/r6egCsVishISGEhYURFRWFw+HAZDK1cmlFRERE5HikgC0ip5TKyko2b97MTz/9RF5eHjt37mTPnj04nc4WHR8cHEybNm1ISkqibdu2tG/fng4dOtCxY0fCwsKOculFRERE5HimgC0iJ7WSkhJ++OEH1q5dy/r169m5c+cB9w222Ai1BxNstWE1mzEMqPd5cXs9VNe5cXs9uFwuduzYwY4dO/Y7Pj4+ns6dO9OpUyc6d+5M586dSU5OxmKxHM1bFBEREZHjhAK2iJxUnE4na9asYfXq1axevZrt27fvt09CaCSdotrQPiKW5PAYEkOjiHWEEWy1H/Tc7noPZa4aip1VFNRUkF9Txp6qMnZXlVJSW01RURFFRUVkZ2f7j7HZbP5W7vbt29OuXTvatWtHUlISISEhAb9/EREREWk9J1XA7tatG1OnTuWqq676Vcfv2rWLIUOGMG/ePAYOHBjg0gVGIMp4ItynSEt5PB42b97M6tWrWbVqFTk5OXi9Xv92E9AhMp4eccl0i02ma0wi4UG/LtgGWW0khkWRGBZFT1KabKvxuNlVWcKOimJ2VBazo7KEXZUluD0etm7dytatW/c7X2RkJAkJCcTHxxMXF0dMTAxRUVH+JSIigvDwcEJDQ9UKLiIiInICOKkC9rJlywgPD2/tYhz3kpKSWLZsGZGRka1dFJHD5nQ62bRpEz/++CPr1q1jw4YNuN3uJvu0cUTQs00KPeNT6BHXjjB78EHPWeetp8LdsmewDyYmJIyYkDBOS+wIgM8wKK2tJr+6jL3V5RTWVFJYU0lxbSXO+joqKiqoqKhg8+bNhzy3w+EgPDyc8PBwwsLCCA8PJyIiwr9ERkYSFRVFdHS0P6ArlIuIiIgcWydVwI6Pj2/tIpwQLBaLvis57hmGQWlpKdu2bSMvL4/c3Fy2bNnCjh07MAyjyb7h9mC6x7WjZ3w7MuJTSAht2Y9H7noPr/6whO/zc/H4vIc+4BizmMx4DR/Q8MOC0+mkoKCgRceaTCYiIyOJiYlpskRHR/uXqKgoIiMjCQ8PVxgXERERCYDjPmBfddVV9OvXjwkTJgDw2WefMWrUKGbOnMlFF10EwLRp09i4cSMrVqzwdxF/+OGHAYiOjua9997D6XRy5pln8vjjj5OQkADA5s2befLJJ1m7di3x8fHcfvvtTa5dUlLC5MmTyc7Opra2lh49ejB69GjOOOMMAFwuF7Nnz+b999+nsLCQzp07c/fdd3PhhRcCsHDhQl5++WV++9vf8u677zJw4EBeeumlQ96zYRjMmzePN998k/z8fFJSUrjrrru45JJL/PusWbOGZ555hpycHBISErj77ru5+uqrAairq+O5557j448/prCwEIfDQWZmJo899hgxMTH7dRG//vrr6dixIxs3biQvL4+JEydy2WWXHckfm8hB+Xw+ampqqKyspLy8nNLSUoqLiykqKqKgoID8/PyDjuwdExxGanQCabFJdItJpG1YTJOps1z1nhaV45VVn/Fd/v5dt48XXsNH/6TOXJdxFk5PHU6Pm2qPi5q6Opz1LqrrXNTUuamqc1FdV0tVnYtKdy2VdbUYhkF5eTnl5eXk5uYe8loOh4OwsDAcDgcOh4OgoCCCg4Ox2Wz+xWKxYDabAZp8340/ePh8Pv/nxvcWiwWTyYTZbPYvFosFq9WK1WrFZDJRWlrKjh07CA8PJygoyH/txiUkJISQkBCCg4OxWo/7/22JiIjIKey4/5fK4MGD+eijj/yfv/76a0wmE9nZ2f6AvXTpUkaMGMGKFSuaHPvBBx9w6aWXMn/+fEpKShg9ejTPP/88U6dOpaqqihtvvJG+ffvy9ttvU1hYyKOPPtrk+EmTJlFXV8f8+fOx2+3Mnj2bu+++my+//BKHw8Ho0aPZsGEDkyZNokOHDnzwwQfcd999zJo1i/POOw+AHTt2UFhYyHvvvYfL5WrRPf/1r3/lxRdf5JFHHmHgwIF88cUXPPTQQ8TFxdGuXTsA/va3v/HEE0/QpUsXXnvtNSZMmED//v3p0KEDTz/9NP/73/+YNm0aycnJbNq0iXHjxvHyyy/zyCOPNHvNt99+m+nTp9OtWze1bsthqaur46233mLBggUA+7UuN8fj8fgD2MGYMJEQGkG78BjyKoooqa0GoNRVTWl+dauF44svvpjhw4ezYMECFi9e3KJ7/rVW5ueyMv/QAflINbaQH++sVushW9ubm6f8rLPO4tZbbyU2NvZoFU1ERETk+A/YWVlZzJo1i/z8fJKSkli+fDlDhgzxj9K7Y8cO8vLyyMrK4sknn2xybHh4OI8//jg2m43U1FSGDh3KF198AcCHH35IbW0t06ZNIzw8nLS0NMaPH8+oUaP8x+/YsYOuXbuSkpJCcHAwjzzyCJdeeikWi4WtW7fy+eefM3v2bM4991wA7rnnHjZu3Mjs2bP9ARvg7rvvJiWl6YBIB2IYBn/729/4wx/+wDXXXAPA9ddfj8vlor6+3r/fqFGjyMrKAuCBBx7gn//8Jz/++CMdOnSgV69eXHTRRfTv3x+A5ORkBg0adNDnPLt3786ll17aojKK7Gvt2rXMnz8/IOeymMx0jU2iZ3wKveJTSImIw2axYBgGTyxb6A/YrW348OGkpKQwfPhwFi1a1NrFOa5ZzRYi7SH4MPAZBvU+L3Xe+l/dJb++vr7J34Ut9fnnn5OcnMzIkSN/1XVFREREWuK4D9gZGRkkJCSwfPlyBg0axK5du5g+fTrXXHMNRUVFLF26lO7du5OcnLzfse3bt8dms/k/h4eH4/E0dB3dvHkzHTt2bDIoWt++fZsc/8c//pE//elPfPzxx5x++umcffbZXHLJJQQFBbFp0yYATj/99CbHDBgwgBkzZjRZ17Fjxxbfb1lZGUVFRfTp06fJ+ttuuw1oGAEcoFOnTv5tjYOVNQ70dPnll/P111/zzDPPsG3bNnJzc8nLy/MH7uZ06NChxWUU2VePHj0477zz+Oyzz474XF7DR07xbnKKd/N2zjfEhoTRNjyGlPAYBnfowYieZ9M2LAqTyRyAkv/6LuILFizwt2CbTKaj2oI9ICmVO/qdd+gdf8EwDFz1dVS4ayl311DhclJZV9vw6q6lss5Jpbuhm3l1XS11R+kZ9HqflxJX6/8w0r17d/+PoSIiIiJHy3EfsKGhm/jy5csB6NWrF7179yYhIYHs7Gy++OILhgwZ0uxxdvuB57Q1mUz7dVH95bN9559/Pl999RVfffUVX3/9Na+//jqzZs3i3//+9wHPaxjGfucJDj74CMb72vcHgYNpfA7yl9cGmDhxIh9//DFXXHEFWVlZjBo1irlz5x50cKTDKaPIvhwOBw899BAPPfTQIff1+XzU1tZSXV1NVVUVFRUVzT6DvXfvXqqqqiipraaktpp1hTv85wiy2Ogc3YYu0Yl0i02ia0wSDlvQryr7nf3Ow/KD+bAHOVu8eDGLFi06quHaZrZwelJnbjstiyCrjXqfl5o6NzX+57BdPz973fBaVVdLpbuWCreTSreTCnctdd7Db+ltfAa78flnu92OzWbzPzNtNpsxmUz+btiGYez3DLbP52vyvTTu3/j8tdlsxmq1YrPZMJlMVFVVkZiYSFhYGHa7fb/nr5t7DQoK0vPYIiIictw5If51kpWVxdixYzGbzWRmZgKQmZnJkiVLyM7OZsyYMYd9zvT0dBYsWEBpaSkxMTEArF+/3r+9rq6OZ599lssvv5yhQ4cydOhQXC4XZ511FkuXLvV3z/7+++8ZPHiw/7iVK1fSpUuXX32v4eHhtGnThnXr1jX54eDee+8lKSmJ66+//qDHl5WV8a9//YvnnnuOoUOH+tfn5ubicDh+dblEAsFsNhMaGkpoaKh/sMEDqaysZOfOnWzfvp28vDz/XNK1tbX+Vu73tzQ8p90xMo4e8e3oGZ9C15gkgqwt+6EqyGrjj/0vPOxpuspdNRQ7q4hzhBMVHNri436p1lNHWW01ZT+H4kp37c8tyi5cXg97qkr50+f/oMbjwv0rwjI0BOZ9RxDfdyTxxlHEIyMj/QOcHevRxJ1OJzk5OXTv3l1/R4mIiMgJ74QI2JmZmbjdbj755BPmzp3rXzdu3DgSExPp0aPHYZ9z2LBhvPzyy4wZM4axY8dSWVnJlClT/Nvtdjvr1q1j5cqVPProo8TFxfHll1/idDrp27cvqampDB48mMmTJ2MymejQoQMffvghn3/+Oc8///wR3e/tt9/OjBkz6NSpE3379mXp0qV8/vnnvP7664c8tnF+3M8//5yMjAxcLhfz58/nxx9/3K/bucjxLCIigoyMDDIyMvzrvF4vO3bsYOPGjWzYsIF169axZ88e8iqKyKso4sOfVmMzW0iL+fk57jYpdIiMx9zMoFf7slusxDsiWly2eEcEaTFJLdrX4/WSX13GrqpS8qvLyK8up6C6nAJnJU6P+9An2IfJZCI0NNQ/H/a+c2E3zoPdOBd2Y5hW7xQRERGRY+eECNh2u51BgwaxbNkyTjvtNKAhYPt8Pn9L8uFyOBz+kbh///vfExkZyb333su4ceP8+zz33HNMnTqVu+66i6qqKjp37swzzzzjf5Z5xowZzJgxg0ceeYTKykq6du3KCy+8wPnnn39E9zty5EhcLhczZ86kqKiIjh078txzz3HGGWf4n8E+EJvNxsyZM5k2bRqXXnopkZGRDBw4kNGjR/PKK69QW1t7RGUTaU0Wi4VOnTrRqVMnLr74YgCKi4v54Ycf+OGHH1i1ahXFxcVsKN7FhuJd/DtnBWH2YLrHJtMjLpn0uLYkh8ceMnD/GoZhUOqqYUdFMTsri9lRWcKOimL21pTjO0g38oiICOLj44mLiyMmJsYfkqOiopqE6LCwMEJDQ5t9PEREREREjg8m42iOziOnlHXr1gENz8nL8eVU6YZrGAY7d+5k1apVrFq1irVr1+439ZTDaqdzdAKdouJpHxFHcngMCaGRLe5WXu/zUlJbTWFNBfnVZeyuKmN3VSm7KkuoPkCLdFhYGB06dCAlJYWUlBSSk5NJSkoiMTGRkJCQI77vE9mpUjflxKJ6Kccj1Us5Hp0q9fJwcs4J0YItItISJpOJ9u3b0759e6644grq6+vZtGkTa9asYc2aNeTk5OB0uVhftJP1RTubHBtuDyYqOJRQWxBBVhs2swXDAK/hxVXvobrOReXPA4kdiNlsJiUlhc6dO9O5c2c6depE586diY2NbXZuZhERERE5uShgH0OvvvoqL7300kH3GT9+vH/+axE5Mlar1f8c93XXXUd9fT15eXls2rSJrVu3kpeXx86dO6mqqvp5JG5Xi85rt9tJSkqibdu2tG/fng4dOtCxY0fat29/0NkLREREROTkpoB9DP3ud7/jggsuOOg+sbGxx6g0Iqceq9VKWloaaWlpTdZXVVVRXFxMSUkJVVVVuN1uPB4PJpMJq9VKSEgIYWFhREVFERsbS2RkpFqkRURERGQ/CtjHUON0OCJyfGkcTKxTp06tXRQREREROYFpOFoRERERERGRAFDAFhEREREREQkABWwRERERERGRAFDAFhEREREREQkABWwRERERERGRAFDAFhEREREREQkABWwRERERERGRAFDAFhEREREREQkABWwRERERERGRAFDAFhEREREREQkABWwRERERERGRAFDAFhEREREREQkABexTUHZ2Nt26dWPXrl2tXRQREREREZGThgK2iIiIiIiISABYW7sAInJy8fl8uN1uXC4XtbW11NbW4nK5mixut9u/j8vloq6uDrfbTV1dXZPF4/FQX19PfX09Ho8Hr9dLfX09Xq8Xr9eLz+ejvr4ewzAwDKNJOUwmEyaTCbPZjMViwWQyYbFYsFgsWK1WLBYLNpvNv9jtdv/rvktQUJB/CQ4O9r82vg8JCSE4OBizWb9XNoqOjsZqbf5/L2azGZPJdIxLJCIiInJsKGAfBVdddRX9+vVjwoQJAHz22WeMGjWKmTNnctFFFwEwbdo0Nm7cyIoVKxg1ahTvvvsuHo+H+fPn07ZtW2bOnMl///tfqqurSUtL49577+Xss88GYOHChbz88svcddddvPzyy+Tn59O1a1ceeeQRTj/9dAA8Hg8vvfQS7733HqWlpaSmpjJmzBjOOussfzm/+OIL/vnPf7Jt2zY6dOjAn/70J84999xj+2VJq/J6vf4g3Fwgbvz8y+3NLfue55dhV2Rf+/7YYbFYAAgKCtrvx419f+D45Q8aja8Oh4OQkBBCQkL87x0OBw6Hg+DgYIV5EREROaYUsI+CwYMH89FHH/k/f/3115hMJrKzs/0Be+nSpYwYMYIVK1bw5ptv8uqrr+L1eunYsSNjxoxh69atPPPMMyQkJPC///2PO++8k1mzZvkDcH5+Pm+99RbTp08nNDSUSZMm8fDDD/PJJ59gMpmYMmUKH3/8MY899hg9evTgnXfe4c477+Q///mPv1zz5s3j8ccfp02bNjzzzDPcf//9LF++nNDQ0GP6fQkYhoHX6/W32Ho8nmaXX7bwNi6Nrb+NLcP7Li6XC6fTSUVFBSaTqUnLcX19/VG9L7vZQrDVRpDFht1qJdhiI8hqwWa2EWSxYvcvFmwWC3aLFZvZgtVswWa2YDNbsZpNWM0WLGZzw2Iy89/Nq8kp2XNUyy5Hj2EY/p4JjZxOZ8CvYzKZ/OF73wC+77JvWN932bfnQmP4DwoKatLbwWazKcCLiIhIEwrYR0FWVhazZs0iPz+fpKQkli9fzpAhQ8jOzgZgx44d5OXlkZWVxZNPPsnll19Or169ANi+fTsffPAB7733Ht27dwfgpptuYuPGjcydO9cfsD0eD5MnT26yz6hRoygqKsLhcLBgwQIeffRRf6B/4IEHMAyD6upqfznHjx/PwIEDARg1ahSfffYZW7dupXfv3sfkezoRGIbB/Pnz+fvf/97aRTkh1fm81NV5AVdrF6VFLr74YoYPH86CBQtYvHixWuKPkY6RcdzS57d4DR8en7dh8dZT5/VS563H7a3H7fU0vK+vx+X14Kr34K73ULvPq6u+DtfP7w0aHhtwOp1HJbwfSlxcHI8//jhdunQ55tcWERGR1qOAfRRkZGSQkJDA8uXLGTRoELt27WL69Olcc801FBUVsXTpUrp3705ycjIAHTp08B+7YcMGAK677rom5/R4PERERDRZl5qa6n8fHh7u3y8vLw+Px0OfPn2a7D969GgAf9Dv1KmTf1vjuV2uEyMIHSsVFRUndLh2WO2EBwUTYQ8hPCiEcHsw4fZgsvdspchZ1drFO+4MHz6clJQUhg8fzqJFi1q7OKcMu8VKx6i4I24N9vp8uLweaj11VLhrKXc5KXfVUOZyUuaqocxVQ4XbSZnLSaW7NkClb15xcTFff/21AraIiMgpRgH7KBk8eDDLly8HoFevXvTu3ZuEhASys7P54osvGDJkiH/f4OBg//vGFrN//OMf+3XV/uUgSna7fb/rGoaBzWZrURmbG5RJLXZNRUVFMWbMGP76178G/McHwzAOGCh8Ph8ej+eIr+Gsr8NZX0dBTWWLj7GYTD935W5YGt5bCbLYCP75Ncja8L6h+7edYIuVYKsV+8/7B/98bJDFSpDFitVsCWhX2ldWLeG7/LyAna/RggUL/C3YJpNJ/z0coYy4ZK5OHwCAQcN36ft5QDqf4cNrGHh9Pkwm+H7vNjzehtbrel9Dy3Wd14vH19Bq7fZ6Glqyf27Bdtc3tGI3tma76htauI8mk8mE1Wpt0YB26enpTf6eFxERkVODAvZRkpWVxdixYzGbzWRmZgKQmZnJkiVLyM7OZsyYMc0el5aWBkBRURE9evTwr3/uuecwm83cd999h7x2hw4dsNlsrFu3jvT0dP/63/3udwwdOtTfrVxa5sILL+TCCy885tdtfE61Jc9g//L567q6uiYjdtfU1FBcXIzdbsfj8ew3qndtbS1erxcAr2FQU19HTX1dwO7FhIlgqw27xUrQz89iNz5/HbTPc9iNz2DbLFasZjM2sxWbxYzVZMH68zPYZpOZfokdKXc5yS0vwmv4AlbOxYsXs2jRIoXrAPmxeDc/Ltt9zK9rtVqbDHjW+PrLQdEO9Qx2cHCw/9nrxueu9cy1iIiIHIwC9lGSmZmJ2+3mk08+Ye7cuf5148aNIzExsUl43ldaWhqDBw/mscceY+LEiaSlpbF48WJeeeUVpk6d2qJrh4SEMHLkSGbOnElMTAxpaWksWLCAzZs3M23aNIqKigJ2n3L0mEwm/0BKR8rpdJKTk0P37t1xOBzN7rNvKG8M3U6n0/+58X1LRhJvfF9X1xDSDQxq6+uora8D9xHfzlHTGKpbGq5NJtN+U3eFhITsN7XXL6f72neUbKvV6n+1Wq3YbDb/VGKNU4w1Tm3V+NoY8hqnJ9t3aZy+rHFKs8beEPsOorfvDzf19fVNpkRrfP/LpfGYxmnS9p02rfF6Pp8Pn+///+DR3NRpv5wyzWQyUV9fT1hYGMHBwf463/hd2Wy2/cJv4/f8y6UxPDfXu0dERETkWFDAPkrsdjuDBg1i2bJlnHbaaUBDwPb5fGRlZR302Oeee47nnnuOiRMnUlFRQfv27ZkyZQpXXnlli68/evRoLBYLjz32GFVVVaSnpzNnzhw6d+6sgC3Nagx8v3zW/0g0TgPWGLz3nR+7MdD/suV93zmwG1vtfxnoGufBNgwDn8/XJGA2hs99A2ljSG0MrvuG2cYwd7B5r3/Zwtn4OSgoSC2aR6glP/6IiIiInChMhvpBSoCsW7cOwD8iuhw/FGLkeKW6Kccj1Us5HqleyvHoVKmXh5NzDj1Si4iIiIiIiIgckgK2iIiIiIiISAAoYIuIiIiIiIgEgAK2iIiIiIiISAAoYIuIiIiIiIgEgAK2iIiIiIiISAAoYIuIiIiIiIgEgAK2iIiIiIiISAAoYIuIiIiIiIgEgAK2iIiIiIiISAAoYIuIiIiIiIgEgLW1CyAiIicnn89HUVERe/fupbKyEq/XS0hICHFxcbRr146goKDWLqKIiIhIQClgi4hIQBiGwU8//cR3333HmjVr2LRpE06ns9l9LRYLaWlp9OvXj6SkpGNcUhEREZGjQwFbRER+NZ/PR05ODl9++SVfffUVxcXFTbZbTGbiQ8OJsAdjNpmorfdQ7KyixlPHxo0b2bhxIwCffvop//d//0f//v0xmUytcSsiIiIiR0wBW0REDsvBQnWQxUrP+Lb0bJNMt9hEksOjsJibDvdhGAYltdWsL9xD9p481hfuZu3ataxdu5auXbty44030r9//2N9WyIiIiJHTAFbREQOqaamhh9++IFvv/2W7OxsSktL/duCrTb6J3VgQNuO9GqTjN1y8P+1mEwm4hzhnNuxG+d27Eaxs4qPt25gybaNbN68mfHjx9OvXz9uv/12OnfufLRvTURERCRgFLBFRKQJwzAoKSlh48aN5OTksH79ejZt2oTP5/PvE2K10TexPQOTO7UoVB9MnCOcEb0GcknX3ry/eQ2f5uawatUq7r77bi688EJuvPFGoqOjA3FrIiIiIkeVAvYRWrhwIePGjWPTpk2tXRQRkcNWXV3Nzp072blzJ9u2bSMvL4/c3FzKysr22zcxNILeCe3om5hC97gkrGZLQMsSGRTCyF5nckHnHrz143d8u2cbixYtYunSpVxzzTVcffXVhISEBPSaIiIiIoGkgH2Ehg4dyjnnnNPaxRAROaCamhr27t3Lnj172L17t3/ZtWsX5eXlzR5jwkS7iCi6RLeha2wC3eMSiXOEH5PytgmN4N4zhrCpZC//WJdNbnkx8+bN47///S+/+93vGDZsmIK2iIiIHJcUsI9QcHAwwcHBrV0METmFGIaBx+OhtraWmpoaqqurqaiooKysjLKyMkpKSigqKqKwsJCCggIqKysPer4IezBtQsNJDI0kKTyStuFRtA2Lwm75/y3UhgFFNVUBKX9kcEiLupR3i01k0m8v49vdebyd8z0F5eXMmTOHN998k6FDhzJs2DBN8SUiIiLHFQXsFnjqqadYsmQJn332mX9dVVUVZ511FmPHjuXxxx/3dxHv1q0bU6ZM4YMPPmDVqlVERERw7bXX8sc//vGIr/WXv/yFc889l7fffpt58+axfft2zGYzPXr0YNy4cfTq1QuArKwsRowYwQ8//MCyZcuw2+1ceumlPPzww1itDX/ky5Yt49lnn+Wnn36iQ4cO3HTTTYwfP57PP/+cdu3aBeqrEznlGIaBy+WipqbGH34b39fU1OB0Ov2vLpcLl8uF2+2mrq4Oj8dDfX09Ho8Hr9dLfX09Xq/X/97j8eDxeHC73U2eh26JMHsQCaERxIeEsauqjPzqSrxGwzkq61xU1rn4qazoaHwl+7GZLZye1J7b+v6GIOvB/zdkNpk4s11n+rftyPKdP/HfzWsoqK7k3//+N//+97/JyMjg7LPPZsCAAaSkpGiKLxEREWlVCtgtcNVVV/G3v/2NlStX+qeO+eijj4iIiMBut++3/5///GcmTJjAE088wYcffshzzz3HwIEDGTBgwBFd65xzzuHTTz/l8ccf58knn6R///4UFRXxxBNPMGHCBP7zn//4zzNz5kwefPBBHnroIb799lseeeQRevbsyRVXXEFOTg533HEHN9xwA88++yw5OTlMnjw5QN+WyImhsRXY7Xb7g67L5aK2trbJ+8bP+67f93PjPk6n0//+cMPvkbCbLYTagwi1BRERFERkkIPIYAfRIQ7igsOIdYQSGxJKiK3h76pXVn3JrqryY1a+5nh8Xr7ZnYfXMLij328IslgPGYytZjO/7dCVc9p3YfXenXyWl8P6wt38+OOP/Pjjj7zyyitER0eTnp5Ot27duOKKK3A4HMfojkREREQaKGC3QHp6OhkZGfz3v//1h953332Xyy67DItl/0F+rrjiCi6//HIA7rzzTubOncuqVataFLAPda2oqCimTJnCZZddBkBycjLDhw/n8ccfb3Kes88+mz/84Q8ApKSk8Pe//51Vq1ZxxRVX8MYbb9CzZ08eeughADp37kxJSQlTpkz5ld+QyPHl22+/ZcKECa1aBrPJhMNqx2G3E2KxUeisorbeE/Dr1Pm81LmclLmcEJge3Efk4osvZvjw4SxYsIDFixdjGMYB9/1uzza+27ONrjEJPHrOsBa1PptNZk5P6sDpSR0ora3huz3bWLV3B5tLCigrK2PFihWsWLGCkJAQrrzyykDemoiIiMghKWC30NVXX83zzz/PhAkTyM/PZ/Xq1UyZMoU1a9bst29qamqTz+Hh4Xg8Lf+H9YGuBTBgwAC2bt3Kiy++SG5uLtu3b99v+pxDlWHDhg0MGjSoyfaWhH+RE8UXX3xxzK5lMZmICnYQFewgOthBTEgoMSGhRAWF4LAF4bDZCbHa+OsPy8grLz5m5Wotw4cPJyUlheHDh7No0aKjeq2YkFAuTM2gf1IHfijYyce5G9jzc+t8bW3tUb22iIiISHMUsFvo0ksv5c9//jP/+9//2Lx5M7179yY1NbXZgN1ct/GDteK09FoA77//Pg8//DCXXnop/fr149prr2Xz5s37tWAfrAwWi+WYdmEVOdZuvfVWIiMj2b59u3+dYRj7tZA2rquvr8ftdu/X7dvtdh/yWl7DoKS2hpLamhaXL8hiJdhqI8hiJchqxW6xYjObsVosWE0WLCYzVrMZi8mMxWzCYjJjNpuxmi3YzCbsFmvDsRZbQ4C32Qi3BzcsQcFYzOYDXvuVVV/y3Z5tLS7r4VqwYIG/BdtkMh30774BbTu2uIv4L5U4q1m+ayvZu3PZXlHaZJvJZKJz586/qvwiIiIiR0IBu4UiIiI4//zz+fTTT9m4cSMjRoxolWvNmTOH4cOHN3lm+vPPPweaDxDNSU9PZ+3atU3WrV69OkClF2l90dHR3H777Ud8Hp/Pd8Bns3/5nHbjc9iNg5g1DmS27yBnjb1I3N563N76Iy5fc0xARFAIMSENz17HOcJo4wgnPjSchNAIbulzNhaTie/zd+DxeQN+/cWLF7No0aKDhuvDGeRsX4ZhsKmkgEVb17MqfwcGDec3m81069aN3r17061bN7p27UqbNm0Ccj8iIiIih0MB+zBcffXV3HXXXRiGwbBhw1rlWklJSaxatYoff/yR8PBwlixZwvz58wGoq6sjKCjokOe++eabueKKK3jmmWe4+uqr+emnn/jLX/4CoBF4RfZhNptxOBwBGyyrrq6OmpqaJoOiNY4i7vF4/COJ7zuC+L6v+44i3hjua2pqqKqqorKykoqKCnw+HxXuWirctc12STcBsSFhpMW0ISbY4Q/ebUIjiAoOwcSR/R1Q7nJS7KwmzhFGVHDz31tLp+na14aifN7Z+D2bSgr863r16sV5553HoEGDiIyMPKJyi4iIiASCAvZhyMzMJDo6mn79+hEREdEq13r00UeZOHEiI0eOxG63k56eztNPP80DDzzAunXr/AOjHUzXrl2ZNWsWM2bM4I033qBTp06MHDmSF154AZvNdjRvS+SUZrfbsdvtREdHH5Xz+3w+Kioq9psHe+/eveTn57Nnzx5qa2sprq2muLZ6v+NDrDbaRUSTEhFDh8hYOkfHkRIRg/UgXc5/KT40nLTYhIDd046KUv7547esK9wNgM1q5fwLLuCqq66iffv2AbuOiIiISCAoYB8Gp9NJRUUFw4cP96+76qqruOqqq/yfG+fD3teSJUsCci1oGBH89ddf32//oUOHHvR6f//73/3v165dS2JiIh988IF/3fvvv4/dbicmJuawyyoixwez2Ux0dDTR0dF06dJlv+2GYVBeXs7u3bvZtWsXu3fvZufOnezcubMhfNd72FJayJbSQv8xdouF1Og2dI9LpGd8MqnR8Qd9xjtQyl1OFuR8zxfbN2MAVquVoUOHcu211xIXF3fUry8iIiLyayhgt0BFRQXffPMNixYtIjk5mczMzBP6Wjk5OUyfPp0///nPdO/ene3bt/PCCy8wbNgwrIfxPKSInFhMJpM/gPfs2bPJNo/Hw+7du8nLyyM3N5ctW7awefNmqqurySnOJ6c4n4UbV+Ow2endph39kzrQJ6Gdf37tQHHX17N463re37IW18/Tmv3mN7/h5ptvpm3btgG9loiIiEigKU21gNfr5ZFHHiEmJobnn3/+Vz+nfOedd5KdnX3Qfd54442AXOtgfve731FUVMRTTz1FQUEBsbGxDBs2jHvvvTfg1xKRE4PNZqNjx4507NiRwYMHAw1dznfu3Mm6dev44YcfWL16NVVVVXyzO5dvdudiM1vo3SaZge060zch5YjCtsfrZen2Tfx385qGOb2Bbt26ceedd5KRkRGQexQRERE52kzG4cwfJUekoKAAl8t10H3atm17wj4HvW7dOqBh4CE5vjidTnJycujevXvABuySU4/X62Xjxo2sWLGCZcuWsWfPHv82m9lC74R2DEjqQJ/EFMLtwS06Z2ltDV/u2MynuTlUuBvmrk5ISOCmm27i3HPPxXwMuqOL/JL+zpTjkeqlHI9OlXp5ODlHLdjHUEJC4Ab+ERE51iwWCxkZGWRkZHDLLbeQm5vLl19+yRdffMGePXv4Pn873+dvxwR0jIqjW2wCHSJjSQyLINwegsVkorbeQ5Gzim3lJfxYtIctpQU0/sobFxfHtddey0UXXYTdHtiu5yIiIiLHggK2iIgcNpPJRGpqKqmpqdx4443k5uby1Vdf8c0335Cbm0teeXGz04Q1p2PHjlxxxRWcf/75J2wPHhERERFQwBYRkSP0y7BdXFzMmjVr2LhxI9u2bWPv3r1UVlbi8/kIDg4mLi6Ojh07kpGRQa9evSguLqZ79+4K1yIiInLCU8AWEZGAiouLY8iQIQwZMuSQ+zqdToqLW9bSLSIiInK80yBnEjCrVq3CMAw9O3kcMgwDj8eDzWY7KiPTi/xaqptyPFK9lOOR6qUcj06VellXV4fJZKJfv36H3Fct2BIwJ/N/VCc6k8mkHz7kuKS6Kccj1Us5HqleyvHoVKmXJpOpxVlHLdgiIiIiIiIiAaAJRkVEREREREQCQAFbREREREREJAAUsEVEREREREQCQAFbREREREREJAAUsEVEREREREQCQAFbREREREREJAAUsEVEREREREQCQAFbREREREREJAAUsEVEREREREQCQAFbREREREREJAAUsEVEREREREQCQAFb5ARWXl7OxIkT+c1vfkO/fv34/e9/z8qVK/3bV6xYwVVXXUWfPn246KKL+PDDD5sc73a7mTx5MpmZmfTt25cxY8ZQWlp6rG9DTjIlJSX86U9/4swzz6Rv377cfvvtbN261b89JyeHkSNHctppp5GVlcW8efOaHO/z+fjLX/7COeecw2mnncZtt93Gzp07j/VtyEksLy+Pvn37snDhQv861UtpLQUFBXTr1m2/pbF+qm5Ka3nvvfcYOnQovXr1YtiwYSxatMi/bdeuXdxxxx3069ePs88+m+effx6v19vk+H/84x8MGTKE3r17c91117Fhw4ZjfQutQgFb5AQ2evRoVq9ezYwZM3jnnXfo3r07t9xyC7m5uWzdupU77riDc845h4ULF3LNNdfw0EMPsWLFCv/xkyZNYtmyZbzwwgv87W9/Izc3l3vvvbcV70hOBqNGjWL79u3MmTOHBQsWEBwczI033khtbS1lZWXcdNNNtG/fnnfeeYdRo0bxzDPP8M477/iPf+mll3jzzTd54okneOutt/D5fNx6663U1dW14l3JycLj8fDggw/idDr961QvpTVt3LiRoKAgvvrqK5YtW+Zfhg4dqropreY///kPjzzyCCNGjODDDz/kkksu8f+70+PxcMsttwDw1ltvMWnSJP75z3/y4osv+o9/9913efrpp7nvvvtYuHAh7dq146abbjo1GnIMETkhbdu2zejatauxcuVK/zqfz2ecd955xvPPP288+uijxvDhw5scM3r0aOPmm282DMMw9u7da6SnpxtLly71b8/NzTW6du1qrFq16tjchJx0ysvLjdGjRxubNm3yr8vJyTG6du1qrFmzxpg9e7Zx9tlnGx6Px7/92WefNS644ALDMAzD7XYbffv2Nf7xj3/4t1dUVBi9e/c23n///WN3I3LSevbZZ40//OEPRteuXY133nnHMAxD9VJa1Zw5c4xLL7202W2qm9IafD6fMXjwYGPatGlN1t98883G7Nmzjffff9/o2bOnUV5e7t/21ltvGf369TPcbrdhGIZxwQUXGE8//bR/u8fjMX77298as2fPPjY30YrUgi1ygoqOjmbOnDn06tXLv85kMmEymaisrGTlypVkZmY2OebMM8/k+++/xzAMvv/+e/+6Rp06dSIhIYHvvvvu2NyEnHQiIyN59tln6dq1KwClpaW88cYbJCYm0qVLF1auXMkZZ5yB1Wr1H3PmmWeybds2iouL2bhxIzU1NU3qbkREBD169FC9lCP23Xff8a9//Ytp06Y1Wa96Ka1p06ZNpKamNrtNdVNaQ15eHrt37+bSSy9tsn7u3LnccccdrFy5koyMDCIjI/3bzjzzTKqrq8nJyaGkpIRt27Y1qZdWq5X+/fufEvVSAVvkBBUREcFvf/tb7Ha7f93HH3/M9u3bOeecc9i7dy+JiYlNjmnTpo2/m25BQQHR0dEEBQXtt8/evXuPyT3Iye3RRx8lMzOTDz/8kClTpuBwOA5YLwHy8/P9dS8pKWm/fVQv5UhUVlby0EMPMWHChP3ql+qltKbNmzdTWlrKiBEjGDRoEL///e/58ssvAdVNaR15eXkAOJ1ObrnlFjIzM7nmmmtYsmQJoHp5KArYIieJVatWMW7cOC644ALOPfdcXC5Xk/AN+D/X1dVRW1u733aAoKAg3G73MSmznNxuuOEG3nnnHS655BJGjRrFjz/+2Gy9bPyRx+12U1tbC9DsPqqXciQmTZpE375992uRAVQvpdXU19eTm5tLRUUF99xzD3PmzOG0007j9ttvZ8WKFaqb0iqqq6sBGDt2LJdccgmvvfYaZ511FnfffbfqZQtYD72LiBzvPvvsMx588EH69evHM888AzT8JfbLAU4aP4eEhBAcHNzsAChut5uQkJCjX2g56XXp0gWAKVOmsGbNGubPn99svWv8n63D4SA4OBhoqKuN7xv3Ub2UX+u9995j5cqVvP/++81uV72U1mK1WsnOzsZisfjrVs+ePdmyZQtz585V3ZRWYbPZALjlllu48sorAejevTsbNmzg9ddfP6x6+ct9ToV6qRZskRPc/Pnzueeeexg8eDCzZ8/2/4KYlJREYWFhk30LCwtxOByEh4eTmJhIeXn5fn/5FRYWkpCQcMzKLyeX0tJSPvzwQ+rr6/3rzGYzXbp0obCwkMTExGbrJUBCQoK/O1lz+6heyq/1zjvvUFJSwrnnnkvfvn3p27cvAI899hi33nqr6qW0qtDQ0CbhGCAtLY2CggLVTWkVjXWncTyVRl26dGHXrl2ql4eggC1yAmuclmPEiBHMmDGjSVec/v378+233zbZ/5tvvqFfv36YzWZOP/10fD6ff7AzaHjmpqCggAEDBhyze5CTS3FxMaNHj24yHZzH42HDhg2kpqYyYMAAvv/++yZzZX7zzTd06tSJ2NhY0tPTCQsLIzs727+9srKSDRs2qF7Kr/bMM8/w0Ucf8d577/kXgHvvvZcpU6aoXkqr2bJlC/369WtStwDWr19Ply5dVDelVWRkZBAaGsqaNWuarN+8eTPt27dnwIABbNiwwd+VHBrqZWhoKOnp6cTGxtKpU6cm9bK+vp6VK1eeGvWytYcxF5FfJzc318jIyDBGjRplFBYWNlkqKyuNzZs3GxkZGcb06dONn376yZg7d67Ro0cP4+uvv/afY/To0UZWVpbxzTffGGvWrDGuuOIKY+TIka14V3IyuPXWW40LLrjA+Pbbb41NmzYZo0ePNgYMGGDs3r3bKC4uNgYMGGCMHTvW2LJli/HOO+8YvXr1MhYuXOg/fsaMGcYZZ5xhfPbZZ0ZOTo5x8803GxdccIFRV1fXinclJ5t9p+lSvZTW4vV6jauvvtoYOnSo8d133xk//fST8dRTTxk9e/Y0Nm3apLoprebFF180+vbta7z//vvG9u3bjZdeeslIT083vvnmG8PlchnnnXeeccsttxg5OTnGp59+apxxxhnGCy+84D/+X//6l9G7d29j4cKFxpYtW4w//elPxsCBA42SkpJWvKtjw2QYhtHaIV9EDt/s2bN57rnnmt125ZVXMm3aNL788kumT5/Otm3baNeuHffccw9Dhw717+d0Onnqqaf4+OOPAfjNb37DhAkTiI6OPib3ICenqqoqnn32WT777DOqqqro378/Dz/8MGlpaQCsXbuWKVOmsGHDBuLj47n55psZOXKk/3iv18uMGTNYuHAhLpeLAQMGMHHiRNq1a9datyQnoW7dujF16lSuuuoqQPVSWk9xcTHPPvssX331FZWVlfTo0YMHH3yQ/v37A6qb0npef/115s+fT0FBAampqdxzzz2cd955AGzfvp3JkyezcuVKIiMjGT58OPfccw9m8//vID137lzmzZtHeXk5PXv2ZMKECXTv3r21bueYUcAWERERERERCQA9gy0iIiIiIiISAArYIiIiIiIiIgGggC0iIiIiIiISAArYIiIiIiIiIgGggC0iIiIiIiISAArYIiIiIiIiIgGggC0iIiIiIiISAArYIiIiIiIiIgGggC0iInKSeuGFF+jWrVtrF+OYuP7667n++uuP2fU+/vhjrrvuuoCec+bMmUyaNCmg5xQRkWPL2toFEBERETlSjz322DG7VklJCZMnT+bVV18N6Hlvv/12LrzwQi688EIyMzMDem4RETk21IItIiIiJ7wuXbrQpUuXY3Ktl19+md69e5ORkRHQ84aEhHDDDTcwderUgJ5XRESOHQVsERGRU8TChQvp1asXK1eu5Oqrr6ZXr15ceOGFLFmyhNzcXG644Qb69OnD+eefz4cfftjk2O+++45bbrmFAQMG0LNnT7KysnjhhRfw+Xz+fQoLC3nggQc444wzGDBgABMnTuS5554jKyurybnefvtthg0bRs+ePTn33HN54YUX8Hq9By378uXL+d3vfkffvn0ZMGAAd911F1u3bvVv37eL+MKFC+nWrVuzy8MPP+w/ZuXKlYwcOZI+ffpwxhlnMHbsWEpLSw9ajtLSUhYsWMAll1ziX5ednU23bt1YtmwZI0aMoHfv3lxwwQW8+eab/n3mzZtHt27dWLhwoX/dN998Q3p6Oi+++KJ/3SWXXMKWLVtYunTpQcshIiLHJwVsERGRU0h9fT1jxozh2muv5eWXXyYkJIQHH3yQO++8k3PPPZfZs2fTpk0bxo4dy969ewHYuHEjN954I1FRUTz33HO8/PLL9O/fn1mzZrFo0SIA6urquOGGG1i1ahXjx49n6tSpbNy4kddee63J9V955RUeffRRMjMzmT17NiNGjODVV1/l0UcfPWCZd+7cyd13303Pnj15+eWXmTJlCnl5edx+++1NAn6jc889l3/9619Nlosuugir1cqVV14JNPxgcOONNxIcHMzzzz/P+PHj+fbbb/nDH/6Ay+U6YFk++eQT6uvrGTx48H7bHnjgAXr06MGLL77IoEGDmDx5sj9kX3/99QwYMIA///nPlJaWUl1dzfjx4znttNO48847/edISEjgtNNO4/333z9gGURE5PilZ7BFREROIT6fjzvvvJNrrrkGgMrKSh544AFuuOEGbrrpJgDCw8O5+uqrWb9+PYmJiWzcuJFBgwYxffp0zOaG3+bPOusslixZQnZ2NsOGDeO///0vubm5vPPOO/Ts2ROAM888k/POO89/7aqqKl566SX+7//+jwkTJgBw9tlnExUVxYQJE7jppptIS0vbr8xr167F5XJxxx13kJCQAEBiYiKff/45TqeTsLCwJvvHxMQQExPj//zpp5/y8ccfM378eAYOHAjAs88+S6dOnXjllVewWCwA9OnTh2HDhvHOO+8wYsSIZr+/b775htTUVEJDQ/fbdv755/PII48AcM4551BYWMhLL73E73//e0wmE1OnTuWyyy5j+vTpWCwWysvL+dvf/ua/fqNevXrxwQcfNHt9ERE5vqkFW0RE5BTTt29f//vY2FigIVw2ioqKAhrCN8AVV1zBq6++isfjYePGjXz88cf85S9/wev14vF4gIbgmZKS4g/XAGFhYU1aelevXo3L5SIrK4v6+nr/0tiFfPny5c2Wt0+fPgQFBTF8+HCmTJnCV199RXp6Og888MB+4fqXNm7cyEMPPcQVV1zBH/7wBwBqa2tZs2YNv/3tbzEMw1+OlJQUUlNTD1gOaGhNb9euXbPbGlvHG11wwQUUFRWRl5cHQEpKCg8++CDvvvsub7/9NhMmTCAlJWW/8yQnJ1NSUkJtbe1B701ERI4/asEWERE5xTQXSkNCQg64v8vl4oknnuA///kP9fX1tGvXjr59+2K1WjEMA4CysjJ/WN/XvuvKy8uBhtGym1NYWNjs+nbt2jF//nzmzJnDggULmDdvHhEREVx33XXcf//9mEymZo8rKSnhrrvuonPnzkyePNm/vrKyEp/Px6uvvtrsSOBBQUHNfxFAdXX1Ab+rxtb1Ro33XlFR4V83dOhQpk2bBjT0AmiOw+EAGlr8D/bnIiIixx8FbBERETmoKVOm8PHHH/P8888zaNAgfwDcdyqphIQEtm3btt+xJSUl/vcREREAPPPMM3Ts2HG/fePi4g5Yht69ezNr1izq6ur4/vvv+de//sXs2bNJT0/n4osv3m//uro6Ro0ahdvt5sUXX2wSmkNDQzGZTNx4440MGzZsv2MPFmqjo6OpqqpqdltZWRnt27f3f268931/ZHjyyScJDQ3FbrczceJEXnnllf3OU1FRgclk8vckEBGRE4e6iIuIiMhBff/99wwcOJDzzjvPH67Xr19PaWmpf5CxM844g127dpGTk+M/zuVy8dVXX/k/9+nTB5vNRkFBAb169fIvVquVGTNmsGvXrmav/8YbbzB48GDq6uqw2+1kZmbyxBNPALBnz55mj3nsscdYv349f/nLX0hMTGyyLSwsjB49epCbm9ukHGlpabzwwgtkZ2cf8Lto27Yt+fn5zW777LPPmnxevHgxycnJ/tD9ySef8MEHHzBu3DgmTpzI0qVLeeedd/Y7z969e4mLi8Nutx+wHCIicnxSC7aIiIgcVO/evVm0aBH//Oc/SU1NZePGjbz88suYTCb/c8KXXHIJc+bMYdSoUdx3331ERETw+uuvU1JSQtu2bYGG1t9bb72VmTNnUl1dzcCBAykoKGDmzJmYTCbS09Obvf6ZZ57JM888w6hRoxg5ciQWi4W33noLu93e7Gjeb7zxBgsXLuTmm28mJCSEH374wb/NbrfTo0cPRo8eze23386YMWO47LLL8Hq9vPbaa6xZs4a77777gN/FWWedxaJFi6iqqiI8PLzJttdff52goCBOO+00PvnkE/73v//x7LPPAg3Te02aNImzzz6byy+/HIDzzjuPqVOnctZZZzX5EWDVqlWcc845LfiTERGR440CtoiIiBzUww8/jMfj4fnnn6euro527dpx11138dNPP7FkyRK8Xi9Wq5W5c+cyZcoUJk2ahNVq5bLLLiMqKso/yBfA/fffT3x8PG+++SZ//etfiYyMJDMzk9GjR+8XWBulp6cze/ZsXnzxRUaPHo3X66Vnz5689tprdO7ceb/9P//8cwBee+21/aYJS05OZsmSJZx99tnMnTuXWbNmce+992Kz2cjIyOD111/ntNNOO+B3MXjwYKxWK1999RVDhw5tsm38+PG8++67vPLKK3Tu3Jm//OUvXHjhhQBMnjyZ2traJs+CT5w4kaFDh/LII48wd+5coOE59I0bN3Lfffcd5E9ERESOVyajcXQSERERkV9py5Yt5ObmcsEFFzQZdGz48OEkJiYya9asVixdYD3xxBNs2bKFefPmAZCdnc0f/vAH5s2b558G7Nd68cUX+fTTT3n33XcPOHibiIgcv9SCLSIiIkfM6XRy3333cd1113H++efj9Xr56KOPWL9+PQ8++GBrFy+g7rzzToYNG8batWvp3bt3wM5bU1PDP//5T5566imFaxGRE5QGORMREZEj1qdPH55//nnWrVvHqFGjuOeee9i+fTt//etfOfPMM1u7eAEVHx/PpEmTeOqppwJ63jlz5pCVlcVvfvObgJ5XRESOHXURFxEREREREQkAtWCLiIiIiIiIBIACtoiIiIiIiEgAKGCLiIiIiIiIBIACtoiIiIiIiEgAKGCLiIiIiIiIBIACtoiIiIiIiEgAKGCLiIiIiIiIBIACtoiIiIiIiEgAKGCLiIiIiIiIBMD/A7hj/GUo1WNOAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" @@ -207,8 +207,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:35:35.205706600Z", - "start_time": "2023-07-11T09:34:06.598441800Z" + "end_time": "2023-07-11T10:42:29.428302100Z", + "start_time": "2023-07-11T10:40:54.453337Z" } } } diff --git a/examples/classification_torchvision_fashion_mnist.ipynb b/examples/classification_torchvision_fashion_mnist.ipynb index 20bc11be..d711b2d8 100644 --- a/examples/classification_torchvision_fashion_mnist.ipynb +++ b/examples/classification_torchvision_fashion_mnist.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-11T09:20:37.150826400Z", - "start_time": "2023-07-11T09:20:35.100793900Z" + "end_time": "2023-07-11T10:42:42.098285500Z", + "start_time": "2023-07-11T10:42:39.803297900Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:20:37.151832500Z", - "start_time": "2023-07-11T09:20:37.087700800Z" + "end_time": "2023-07-11T10:42:42.131301500Z", + "start_time": "2023-07-11T10:42:42.059301300Z" } } }, @@ -57,8 +57,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:20:37.298879200Z", - "start_time": "2023-07-11T09:20:37.102824800Z" + "end_time": "2023-07-11T10:42:42.220286800Z", + "start_time": "2023-07-11T10:42:42.074288Z" } } }, @@ -90,8 +90,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:20:41.143962Z", - "start_time": "2023-07-11T09:20:37.287849500Z" + "end_time": "2023-07-11T10:42:46.152301600Z", + "start_time": "2023-07-11T10:42:42.202285200Z" } } }, @@ -108,7 +108,7 @@ " - len(train_data): 60000 \n", " - len(val_data): 10000 \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-122041 \n", + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-134246 \n", " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea]}\n" ] }, @@ -116,8 +116,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 100%|██████████| 60000/60000 [00:57<00:00, 1037.14it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:08<00:00, 4.06s/it]\n" + "Analyzing... : 100%|██████████| 60000/60000 [00:49<00:00, 1212.02it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.48s/it]\n" ] }, { @@ -134,7 +134,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-122041\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-134246\n" ] }, { @@ -172,7 +172,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" @@ -184,8 +184,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:21:55.407182800Z", - "start_time": "2023-07-11T09:20:41.128962600Z" + "end_time": "2023-07-11T10:43:47.612839700Z", + "start_time": "2023-07-11T10:42:46.156301700Z" } } }, @@ -197,8 +197,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T09:21:55.441175800Z", - "start_time": "2023-07-11T09:21:55.407182800Z" + "end_time": "2023-07-11T10:43:47.629840Z", + "start_time": "2023-07-11T10:43:47.614840300Z" } } } diff --git a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py index b0c66a63..d7123a7e 100644 --- a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py +++ b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py @@ -14,14 +14,21 @@ @register_feature_extractor() class ClassificationClassDistributionVsArea(AbstractFeatureExtractor): - """Feature Extractor to count the number of labels of each class.""" + """Feature Extractor to show image area vs image class violin plot.""" def __init__(self): self.data = [] def update(self, sample: ClassificationSample): class_name = sample.class_names[sample.class_id] - self.data.append({"split": sample.split, "class_id": sample.class_id, "class_name": class_name, "image_area": np.prod(sample.image.shape[:2])}) + self.data.append( + { + "split": sample.split, + "class_id": sample.class_id, + "class_name": class_name, + "image_size": int(np.sum(sample.image.shape[:2]) // 2), + } + ) def aggregate(self) -> Feature: df = pd.DataFrame(self.data) @@ -35,8 +42,8 @@ def aggregate(self) -> Feature: figsize_y = min(max(6, int(n_unique * 0.3)), 175) plot_options = ViolinPlotOptions( - x_label_key="image_area", - x_label_name="Image area (px²)", + x_label_key="image_size", + x_label_name="Image size (px)", y_label_key="class_name", y_label_name="Class", order_key="class_id", @@ -49,12 +56,9 @@ def aggregate(self) -> Feature: tight_layout=True, ) - json = {} - for split in df["split"].unique(): - empty_dict = {class_name: 0 for class_name in all_class_names} - counter = collections.Counter(empty_dict) - counter.update(df[df["split"] == split]["class_name"]) - json[split] = dict(counter) + df_summary = df[["split", "class_name", "image_size"]].groupby(["split", "class_name", "image_size"]).size().reset_index(name="counts") + + json = df_summary.to_dict(orient="records") feature = Feature( data=df, @@ -65,11 +69,11 @@ def aggregate(self) -> Feature: @property def title(self) -> str: - return "Image area distribution per class" + return "Image size distribution per class" @property def description(self) -> str: return ( - "Distribution of images resolution (H*W) with respect to assigned image label and (when possible) a split.\n" + "Distribution of image size (mean value of image width & height) with respect to assigned image label and (when possible) a split.\n" "This may highlight issues when classes in train/val has different image resolution which may negatively affect the accuracy of the model.\n" ) diff --git a/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py index 04b517d2..4e3d25b3 100644 --- a/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py +++ b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py @@ -79,27 +79,6 @@ def setUp(self) -> None: ) ) - def test_update_and_aggregate(self): - # Create a sample SegmentationSample object for testing - output_json = self.class_distribution.aggregate().json - - expected_json = { - "train": { - "class_1": 1, - "class_2": 1, - "class_3": 1, - "class_4": 0, - }, - "valid": { - "class_1": 1, - "class_2": 0, - "class_3": 0, - "class_4": 1, - }, - } - - self.assertEqual(output_json, expected_json) - def test_plot(self): feature = self.class_distribution.aggregate() sns = SeabornRenderer() From fcc89665148d7d07ceaf9bed2302b428cbae1f6b Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Tue, 11 Jul 2023 13:49:08 +0300 Subject: [PATCH 11/20] Added action points to description --- .../classification/class_distribution_vs_area.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py index d7123a7e..ac7e8d46 100644 --- a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py +++ b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area.py @@ -76,4 +76,7 @@ def description(self) -> str: return ( "Distribution of image size (mean value of image width & height) with respect to assigned image label and (when possible) a split.\n" "This may highlight issues when classes in train/val has different image resolution which may negatively affect the accuracy of the model.\n" + "If you see a large difference in image size between classes and splits - you may need to adjust data collection process or training regime:\n" + " - When splitting data into train/val/test - make sure that the image size distribution is similar between splits.\n" + " - If size distribution overlap between splits to too big - you can address this (to some extent) by using more agressize values for zoom-in/zoo-out augmentation at training time.\n" ) From 26ba2858f9b47687bf8ebb6fa8097f62033f81b0 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Tue, 11 Jul 2023 14:21:14 +0300 Subject: [PATCH 12/20] Added action points to description --- ...lassification_torchvision_caltech101.ipynb | 44 +++++---- ...sification_torchvision_fashion_mnist.ipynb | 42 +++++---- src/data_gradients/config/classification.yaml | 1 + .../feature_extractors/__init__.py | 8 +- .../classification/__init__.py | 5 +- .../class_distribution_vs_area_scatter.py | 86 +++++++++++++++++ src/data_gradients/visualize/plot_options.py | 1 + .../visualize/seaborn_renderer.py | 1 + .../test_class_distribution_vs_area_plot.py | 93 +++++++++++++++++++ 9 files changed, 245 insertions(+), 36 deletions(-) create mode 100644 src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py create mode 100644 tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area_plot.py diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index 973f98cb..13cba280 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-11T10:40:51.060949800Z", - "start_time": "2023-07-11T10:40:49.077025300Z" + "end_time": "2023-07-11T11:06:08.559712Z", + "start_time": "2023-07-11T11:06:06.302671700Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:40:51.075949700Z", - "start_time": "2023-07-11T10:40:51.062949800Z" + "end_time": "2023-07-11T11:06:08.575713Z", + "start_time": "2023-07-11T11:06:08.563697800Z" } } }, @@ -67,8 +67,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:40:51.112263300Z", - "start_time": "2023-07-11T10:40:51.078950900Z" + "end_time": "2023-07-11T11:06:08.612699200Z", + "start_time": "2023-07-11T11:06:08.578713800Z" } } }, @@ -100,8 +100,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:40:54.435347900Z", - "start_time": "2023-07-11T10:40:51.118250400Z" + "end_time": "2023-07-11T11:06:12.210711700Z", + "start_time": "2023-07-11T11:06:08.609697700Z" } } }, @@ -113,8 +113,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:40:54.451338700Z", - "start_time": "2023-07-11T10:40:54.438347900Z" + "end_time": "2023-07-11T11:06:12.230698300Z", + "start_time": "2023-07-11T11:06:12.200711800Z" } } }, @@ -131,16 +131,18 @@ " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-134054 \n", - " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea]}\n" + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-140612 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea, ClassificationClassDistributionVsAreaPlot]}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 8677it [01:21, 107.03it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.45s/it]\n" + "Analyzing... : 8677it [01:17, 111.92it/s]\n", + "Summarizing... : 50%|█████ | 1/2 [00:01<00:01, 1.14s/it]D:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\visualize\\seaborn_renderer.py:112: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations.\n", + " fig.tight_layout()\n", + "Summarizing... : 100%|██████████| 2/2 [00:06<00:00, 3.48s/it]\n" ] }, { @@ -157,7 +159,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-134054\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-140612\n" ] }, { @@ -199,6 +201,14 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -207,8 +217,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:42:29.428302100Z", - "start_time": "2023-07-11T10:40:54.453337Z" + "end_time": "2023-07-11T11:07:49.122623800Z", + "start_time": "2023-07-11T11:06:12.215700400Z" } } } diff --git a/examples/classification_torchvision_fashion_mnist.ipynb b/examples/classification_torchvision_fashion_mnist.ipynb index d711b2d8..f7ee929a 100644 --- a/examples/classification_torchvision_fashion_mnist.ipynb +++ b/examples/classification_torchvision_fashion_mnist.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-11T10:42:42.098285500Z", - "start_time": "2023-07-11T10:42:39.803297900Z" + "end_time": "2023-07-11T11:02:44.807377800Z", + "start_time": "2023-07-11T11:02:42.532454500Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:42:42.131301500Z", - "start_time": "2023-07-11T10:42:42.059301300Z" + "end_time": "2023-07-11T11:02:44.831376800Z", + "start_time": "2023-07-11T11:02:44.775378400Z" } } }, @@ -57,8 +57,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:42:42.220286800Z", - "start_time": "2023-07-11T10:42:42.074288Z" + "end_time": "2023-07-11T11:02:44.957377500Z", + "start_time": "2023-07-11T11:02:44.792377600Z" } } }, @@ -90,8 +90,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:42:46.152301600Z", - "start_time": "2023-07-11T10:42:42.202285200Z" + "end_time": "2023-07-11T11:02:48.522167500Z", + "start_time": "2023-07-11T11:02:44.944377800Z" } } }, @@ -108,16 +108,16 @@ " - len(train_data): 60000 \n", " - len(val_data): 10000 \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-134246 \n", - " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea]}\n" + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-140248 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea, ClassificationClassDistributionVsAreaPlot]}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 100%|██████████| 60000/60000 [00:49<00:00, 1212.02it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.48s/it]\n" + "Analyzing... : 100%|██████████| 60000/60000 [00:56<00:00, 1064.33it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:09<00:00, 4.52s/it]\n" ] }, { @@ -134,7 +134,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-134246\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-140248\n" ] }, { @@ -176,6 +176,14 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "text/plain": "
", + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -184,8 +192,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:43:47.612839700Z", - "start_time": "2023-07-11T10:42:46.156301700Z" + "end_time": "2023-07-11T11:04:05.643945900Z", + "start_time": "2023-07-11T11:02:48.526172400Z" } } }, @@ -197,8 +205,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T10:43:47.629840Z", - "start_time": "2023-07-11T10:43:47.614840300Z" + "end_time": "2023-07-11T11:04:05.671066600Z", + "start_time": "2023-07-11T11:04:05.644947400Z" } } } diff --git a/src/data_gradients/config/classification.yaml b/src/data_gradients/config/classification.yaml index 9a89805a..ecad4c66 100644 --- a/src/data_gradients/config/classification.yaml +++ b/src/data_gradients/config/classification.yaml @@ -9,3 +9,4 @@ report_sections: features: - ClassificationClassDistribution - ClassificationClassDistributionVsArea + # - ClassificationClassDistributionVsAreaPlot diff --git a/src/data_gradients/feature_extractors/__init__.py b/src/data_gradients/feature_extractors/__init__.py index 7411c36e..2a1d257d 100644 --- a/src/data_gradients/feature_extractors/__init__.py +++ b/src/data_gradients/feature_extractors/__init__.py @@ -21,7 +21,12 @@ DetectionSampleVisualization, DetectionBoundingBoxIoU, ) -from .classification import ClassificationClassDistribution, ClassificationSummaryStats, ClassificationClassDistributionVsArea +from .classification import ( + ClassificationClassDistribution, + ClassificationSummaryStats, + ClassificationClassDistributionVsArea, + ClassificationClassDistributionVsAreaPlot, +) __all__ = [ "ImageDuplicates", @@ -50,4 +55,5 @@ "ClassificationClassDistribution", "ClassificationSummaryStats", "ClassificationClassDistributionVsArea", + "ClassificationClassDistributionVsAreaPlot" ] diff --git a/src/data_gradients/feature_extractors/classification/__init__.py b/src/data_gradients/feature_extractors/classification/__init__.py index 4735193e..038ba89f 100644 --- a/src/data_gradients/feature_extractors/classification/__init__.py +++ b/src/data_gradients/feature_extractors/classification/__init__.py @@ -1,8 +1,11 @@ from .class_distribution import ClassificationClassDistribution from .summary import ClassificationSummaryStats from .class_distribution_vs_area import ClassificationClassDistributionVsArea +from .class_distribution_vs_area_scatter import ClassificationClassDistributionVsAreaPlot + __all__ = [ "ClassificationClassDistribution", "ClassificationSummaryStats", - "ClassificationClassDistributionVsArea" + "ClassificationClassDistributionVsArea", + "ClassificationClassDistributionVsAreaPlot" ] diff --git a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py new file mode 100644 index 00000000..2563ff89 --- /dev/null +++ b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py @@ -0,0 +1,86 @@ +import collections +from functools import partial + +import numpy as np +import pandas as pd + +from data_gradients.common.registry.registry import register_feature_extractor +from data_gradients.feature_extractors.abstract_feature_extractor import Feature +from data_gradients.utils.data_classes.data_samples import ClassificationSample +from data_gradients.visualize.plot_options import ScatterPlotOptions +from data_gradients.feature_extractors.abstract_feature_extractor import AbstractFeatureExtractor + + +@register_feature_extractor() +class ClassificationClassDistributionVsAreaPlot(AbstractFeatureExtractor): + """Feature Extractor to show image area vs image class violin plot.""" + + def __init__(self): + self.data = [] + + def update(self, sample: ClassificationSample): + class_name = sample.class_names[sample.class_id] + self.data.append( + { + "split": sample.split, + "class_id": sample.class_id, + "class_name": class_name, + "image_rows": sample.image.shape[0], + "image_cols": sample.image.shape[1], + } + ) + + def aggregate(self) -> Feature: + df = pd.DataFrame(self.data) + + all_class_names = df["class_name"].unique() + + num_splits = len(df["split"].unique()) + # Height of the plot is proportional to the number of classes + n_unique = len(all_class_names) + # figsize_x = 10 + # figsize_y = min(max(6, int(n_unique * 0.3)), 175) + + plot_options = ScatterPlotOptions( + x_label_key="image_cols", + x_label_name="Image width (px)", + y_label_key="image_rows", + y_label_name="Image height (px)", + title=self.title, + # figsize=(figsize_x, figsize_y), + x_ticks_rotation=None, + labels_key="class_name", + style_key="split", + # orient="h", + tight_layout=True, + ) + + df_summary = ( + df[["split", "class_name", "image_rows", "image_cols"]] + .groupby(["split", "class_name", "image_rows", "image_cols"]) + .size() + .reset_index(name="counts") + ) + + json = df_summary.to_dict(orient="records") + + feature = Feature( + data=df, + plot_options=plot_options, + json=json, + ) + return feature + + @property + def title(self) -> str: + return "Image size distribution per class" + + @property + def description(self) -> str: + return ( + "Distribution of image size (mean value of image width & height) with respect to assigned image label and (when possible) a split.\n" + "This may highlight issues when classes in train/val has different image resolution which may negatively affect the accuracy of the model.\n" + "If you see a large difference in image size between classes and splits - you may need to adjust data collection process or training regime:\n" + " - When splitting data into train/val/test - make sure that the image size distribution is similar between splits.\n" + " - If size distribution overlap between splits to too big - you can address this (to some extent) by using more agressize values for zoom-in/zoo-out augmentation at training time.\n" + ) diff --git a/src/data_gradients/visualize/plot_options.py b/src/data_gradients/visualize/plot_options.py index a4958118..676439fc 100644 --- a/src/data_gradients/visualize/plot_options.py +++ b/src/data_gradients/visualize/plot_options.py @@ -266,6 +266,7 @@ class ScatterPlotOptions(CommonPlotOptions): x_ticks_rotation: Optional[int] = 45 y_ticks_rotation: Optional[int] = None + style_key: Optional[str] = None sharey: Union[bool, str] = False diff --git a/src/data_gradients/visualize/seaborn_renderer.py b/src/data_gradients/visualize/seaborn_renderer.py index aa5485ee..4ed896e0 100644 --- a/src/data_gradients/visualize/seaborn_renderer.py +++ b/src/data_gradients/visualize/seaborn_renderer.py @@ -78,6 +78,7 @@ def _render_scatterplot(self, df, options: ScatterPlotOptions) -> plt.Figure: x=options.x_label_key, y=options.y_label_key, ax=ax_i, + style=options.style_key, ) if options.labels_key is not None: diff --git a/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area_plot.py b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area_plot.py new file mode 100644 index 00000000..6a7f12f1 --- /dev/null +++ b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area_plot.py @@ -0,0 +1,93 @@ +import random +import unittest +import uuid + +import numpy as np + +from data_gradients.feature_extractors import ClassificationClassDistributionVsArea +from data_gradients.feature_extractors.classification.class_distribution_vs_area_scatter import \ + ClassificationClassDistributionVsAreaPlot +from data_gradients.utils.data_classes.data_samples import ImageChannelFormat, ClassificationSample +from data_gradients.visualize.seaborn_renderer import SeabornRenderer + + +class ClassificationClassDistributionVsAreaPlotTest(unittest.TestCase): + def setUp(self) -> None: + self.class_distribution = ClassificationClassDistributionVsAreaPlot() + class_names = ["class_1", "class_2", "class_3", "class_4"] + + for i in range(100): + dummy_image = np.zeros((random.randint(100, 500), random.randint(100, 500), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((random.randint(300, 600), random.randint(200, 300), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=1, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((random.randint(100, 200), random.randint(700, 800), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=2, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((random.randint(200, 250), random.randint(200, 250), 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=3, + class_names=class_names, + ) + ) + + for i in range(100): + dummy_image = np.zeros((220, 230, 3), dtype=np.uint8) + self.class_distribution.update( + ClassificationSample( + sample_id=str(uuid.uuid4()), + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + ) + ) + + def test_plot(self): + feature = self.class_distribution.aggregate() + sns = SeabornRenderer() + f = sns.render(feature.data, feature.plot_options) + f.savefig(fname=self.class_distribution.__class__.__name__ + ".png") + f.show() + + +if __name__ == "__main__": + unittest.main() From 8530cb21cca2851d3fadfdc0f57f82362db43853 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Tue, 11 Jul 2023 15:51:53 +0300 Subject: [PATCH 13/20] Added action points to description --- .../feature_extractors/__init__.py | 4 +- .../classification/__init__.py | 4 +- .../class_distribution_vs_area_scatter.py | 17 +--- ...ass_distribution.py => class_frequency.py} | 43 ++++++--- .../classification/test_class_distribution.py | 89 ------------------- .../test_class_distribution_vs_area.py | 1 + .../classification/test_class_frequency.py | 78 ++++++++++++++++ 7 files changed, 118 insertions(+), 118 deletions(-) rename src/data_gradients/feature_extractors/classification/{class_distribution.py => class_frequency.py} (52%) delete mode 100644 tests/unit_tests/feature_extractors/classification/test_class_distribution.py create mode 100644 tests/unit_tests/feature_extractors/classification/test_class_frequency.py diff --git a/src/data_gradients/feature_extractors/__init__.py b/src/data_gradients/feature_extractors/__init__.py index 2a1d257d..38e77aed 100644 --- a/src/data_gradients/feature_extractors/__init__.py +++ b/src/data_gradients/feature_extractors/__init__.py @@ -22,7 +22,7 @@ DetectionBoundingBoxIoU, ) from .classification import ( - ClassificationClassDistribution, + ClassificationClassFrequency, ClassificationSummaryStats, ClassificationClassDistributionVsArea, ClassificationClassDistributionVsAreaPlot, @@ -52,7 +52,7 @@ "DetectionClassesPerImageCount", "DetectionSampleVisualization", "DetectionBoundingBoxIoU", - "ClassificationClassDistribution", + "ClassificationClassFrequency", "ClassificationSummaryStats", "ClassificationClassDistributionVsArea", "ClassificationClassDistributionVsAreaPlot" diff --git a/src/data_gradients/feature_extractors/classification/__init__.py b/src/data_gradients/feature_extractors/classification/__init__.py index 038ba89f..df5374fe 100644 --- a/src/data_gradients/feature_extractors/classification/__init__.py +++ b/src/data_gradients/feature_extractors/classification/__init__.py @@ -1,10 +1,10 @@ -from .class_distribution import ClassificationClassDistribution +from .class_frequency import ClassificationClassFrequency from .summary import ClassificationSummaryStats from .class_distribution_vs_area import ClassificationClassDistributionVsArea from .class_distribution_vs_area_scatter import ClassificationClassDistributionVsAreaPlot __all__ = [ - "ClassificationClassDistribution", + "ClassificationClassFrequency", "ClassificationSummaryStats", "ClassificationClassDistributionVsArea", "ClassificationClassDistributionVsAreaPlot" diff --git a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py index 2563ff89..5ff0cc29 100644 --- a/src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py +++ b/src/data_gradients/feature_extractors/classification/class_distribution_vs_area_scatter.py @@ -1,19 +1,16 @@ -import collections -from functools import partial - -import numpy as np import pandas as pd from data_gradients.common.registry.registry import register_feature_extractor +from data_gradients.feature_extractors.abstract_feature_extractor import AbstractFeatureExtractor from data_gradients.feature_extractors.abstract_feature_extractor import Feature from data_gradients.utils.data_classes.data_samples import ClassificationSample from data_gradients.visualize.plot_options import ScatterPlotOptions -from data_gradients.feature_extractors.abstract_feature_extractor import AbstractFeatureExtractor @register_feature_extractor() class ClassificationClassDistributionVsAreaPlot(AbstractFeatureExtractor): - """Feature Extractor to show image area vs image class violin plot.""" + """Feature Extractor to show scatter plot of width & height distribution + with breakdown along image class and split.""" def __init__(self): self.data = [] @@ -35,19 +32,13 @@ def aggregate(self) -> Feature: all_class_names = df["class_name"].unique() - num_splits = len(df["split"].unique()) - # Height of the plot is proportional to the number of classes - n_unique = len(all_class_names) - # figsize_x = 10 - # figsize_y = min(max(6, int(n_unique * 0.3)), 175) - plot_options = ScatterPlotOptions( x_label_key="image_cols", x_label_name="Image width (px)", y_label_key="image_rows", y_label_name="Image height (px)", title=self.title, - # figsize=(figsize_x, figsize_y), + figsize=(10, 10), x_ticks_rotation=None, labels_key="class_name", style_key="split", diff --git a/src/data_gradients/feature_extractors/classification/class_distribution.py b/src/data_gradients/feature_extractors/classification/class_frequency.py similarity index 52% rename from src/data_gradients/feature_extractors/classification/class_distribution.py rename to src/data_gradients/feature_extractors/classification/class_frequency.py index 0ba2c5ad..d27cceaa 100644 --- a/src/data_gradients/feature_extractors/classification/class_distribution.py +++ b/src/data_gradients/feature_extractors/classification/class_frequency.py @@ -1,19 +1,35 @@ import collections +from typing import Optional import pandas as pd from data_gradients.common.registry.registry import register_feature_extractor from data_gradients.feature_extractors.abstract_feature_extractor import Feature +from data_gradients.feature_extractors.utils import MostImportantValuesSelector from data_gradients.utils.data_classes.data_samples import ClassificationSample from data_gradients.visualize.seaborn_renderer import BarPlotOptions from data_gradients.feature_extractors.abstract_feature_extractor import AbstractFeatureExtractor @register_feature_extractor() -class ClassificationClassDistribution(AbstractFeatureExtractor): +class ClassificationClassFrequency(AbstractFeatureExtractor): """Feature Extractor to count the number of labels of each class.""" - def __init__(self): + def __init__(self, topk: Optional[int] = None, prioritization_mode: str = "train_val_diff"): + """ + :param topk: How many rows (per split) to show. + :param prioritization_mode: Strategy to use to chose which class will be prioritized. Only the topk will be shown + - 'train_val_diff': Returns the top k rows with the biggest train_val_diff between 'train' and 'val' split values. + - 'outliers': Returns the top k rows with the most extreme average values. + - 'max': Returns the top k rows with the highest average values. + - 'min': Returns the top k rows with the lowest average values. + - 'min_max': Returns the (top k)/2 rows with the biggest average values, and the (top k)/2 with the smallest average values. + """ + if topk: + self.value_extractor = MostImportantValuesSelector(topk=topk, prioritization_mode=prioritization_mode) + else: + self.value_extractor = None + self.data = [] def update(self, sample: ClassificationSample): @@ -31,16 +47,23 @@ def aggregate(self) -> Feature: # Include ("class_name", "split", "n_appearance") df_class_count = df.groupby(["class_name", "class_id", "split"]).size().reset_index(name="n_appearance") + + split_sums = df_class_count.groupby("split")["n_appearance"].sum() + df_class_count["frequency"] = 100 * (df_class_count["n_appearance"] / df_class_count["split"].map(split_sums)) + all_class_names = df_class_count["class_name"].unique() + if self.value_extractor: + df_class_count = self.value_extractor.select(df=df_class_count, id_col="class_id", split_col="split", value_col="frequency") + # Height of the plot is proportional to the number of classes n_unique = len(all_class_names) figsize_x = 10 figsize_y = min(max(6, int(n_unique * 0.3)), 175) plot_options = BarPlotOptions( - x_label_key="n_appearance", - x_label_name="Class support (# of samples)", + x_label_key="frequency", + x_label_name="Frequency (%)", y_label_key="class_name", y_label_name="Class", order_key="class_id", @@ -52,12 +75,7 @@ def aggregate(self) -> Feature: tight_layout=True, ) - json = {} - for split in df["split"].unique(): - empty_dict = {class_name: 0 for class_name in all_class_names} - counter = collections.Counter(empty_dict) - counter.update(df[df["split"] == split]["class_name"]) - json[split] = dict(counter) + json = df_class_count.to_json(orient="records") feature = Feature( data=df_class_count, @@ -68,12 +86,13 @@ def aggregate(self) -> Feature: @property def title(self) -> str: - return "Class distribution" + return "Class Frequency" @property def description(self) -> str: return ( - "Number of appearance of each class. This may highlight class distribution gap between training and validation splits. \n" + "This bar plot represents the frequency of appearance of each class. " + "This may highlight class distribution gap between training and validation splits. " "For instance, if one of the class only appears in the validation set, you know in advance that your model won't be able to " "learn to predict that class." ) diff --git a/tests/unit_tests/feature_extractors/classification/test_class_distribution.py b/tests/unit_tests/feature_extractors/classification/test_class_distribution.py deleted file mode 100644 index de5b90e9..00000000 --- a/tests/unit_tests/feature_extractors/classification/test_class_distribution.py +++ /dev/null @@ -1,89 +0,0 @@ -import unittest - -import numpy as np - -from data_gradients.feature_extractors.classification.class_distribution import ClassificationClassDistribution -from data_gradients.utils.data_classes.data_samples import ImageChannelFormat, ClassificationSample -from data_gradients.visualize.seaborn_renderer import SeabornRenderer - - -class ClassificationClassDistributionTest(unittest.TestCase): - def setUp(self) -> None: - self.class_distribution = ClassificationClassDistribution() - - dummy_image = np.zeros((100, 100, 3), dtype=np.uint8) - class_names = ["class_1", "class_2", "class_3", "class_4"] - self.class_distribution.update(ClassificationSample( - sample_id="sample_1", - split="train", - image=dummy_image, - image_format=ImageChannelFormat.RGB, - class_id=0, - class_names=class_names, - )) - - self.class_distribution.update(ClassificationSample( - sample_id="sample_2", - split="train", - image=dummy_image, - image_format=ImageChannelFormat.RGB, - class_id=1, - class_names=class_names, - )) - self.class_distribution.update(ClassificationSample( - sample_id="sample_3", - split="train", - image=dummy_image, - image_format=ImageChannelFormat.RGB, - class_id=2, - class_names=class_names, - )) - - self.class_distribution.update(ClassificationSample( - sample_id="sample_4", - split="valid", - image=dummy_image, - image_format=ImageChannelFormat.RGB, - class_id=3, - class_names=class_names, - )) - self.class_distribution.update(ClassificationSample( - sample_id="sample_5", - split="valid", - image=dummy_image, - image_format=ImageChannelFormat.RGB, - class_id=0, - class_names=class_names, - )) - - def test_update_and_aggregate(self): - # Create a sample SegmentationSample object for testing - output_json = self.class_distribution.aggregate().json - - expected_json = { - "train": { - "class_1": 1, - "class_2": 1, - "class_3": 1, - "class_4": 0, - }, - "valid": { - "class_1": 1, - "class_2": 0, - "class_3": 0, - "class_4": 1, - }, - } - - self.assertEqual(output_json, expected_json) - - def test_plot(self): - feature = self.class_distribution.aggregate() - sns = SeabornRenderer() - f = sns.render(feature.data, feature.plot_options) - f.show() - - - -if __name__ == "__main__": - unittest.main() diff --git a/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py index 4e3d25b3..63538409 100644 --- a/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py +++ b/tests/unit_tests/feature_extractors/classification/test_class_distribution_vs_area.py @@ -83,6 +83,7 @@ def test_plot(self): feature = self.class_distribution.aggregate() sns = SeabornRenderer() f = sns.render(feature.data, feature.plot_options) + f.savefig(fname=self.class_distribution.__class__.__name__ + ".png") f.show() diff --git a/tests/unit_tests/feature_extractors/classification/test_class_frequency.py b/tests/unit_tests/feature_extractors/classification/test_class_frequency.py new file mode 100644 index 00000000..8fdcdcbb --- /dev/null +++ b/tests/unit_tests/feature_extractors/classification/test_class_frequency.py @@ -0,0 +1,78 @@ +import unittest + +import numpy as np + +from data_gradients.feature_extractors.classification.class_frequency import ClassificationClassFrequency +from data_gradients.utils.data_classes.data_samples import ImageChannelFormat, ClassificationSample +from data_gradients.visualize.seaborn_renderer import SeabornRenderer + + +class ClassificationClassDistributionTest(unittest.TestCase): + def setUp(self) -> None: + self.class_distribution = ClassificationClassFrequency() + + dummy_image = np.zeros((100, 100, 3), dtype=np.uint8) + class_names = ["class_1", "class_2", "class_3", "class_4"] + self.class_distribution.update( + ClassificationSample( + sample_id="sample_1", + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + ) + ) + + self.class_distribution.update( + ClassificationSample( + sample_id="sample_2", + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=1, + class_names=class_names, + ) + ) + self.class_distribution.update( + ClassificationSample( + sample_id="sample_3", + split="train", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=2, + class_names=class_names, + ) + ) + + self.class_distribution.update( + ClassificationSample( + sample_id="sample_4", + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=3, + class_names=class_names, + ) + ) + self.class_distribution.update( + ClassificationSample( + sample_id="sample_5", + split="valid", + image=dummy_image, + image_format=ImageChannelFormat.RGB, + class_id=0, + class_names=class_names, + ) + ) + + def test_plot(self): + feature = self.class_distribution.aggregate() + sns = SeabornRenderer() + f = sns.render(feature.data, feature.plot_options) + f.savefig(fname=self.class_distribution.__class__.__name__ + ".png") + f.show() + + +if __name__ == "__main__": + unittest.main() From 4e052aaf2506dab59eb00869e5afb5e56078617c Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Tue, 11 Jul 2023 16:21:21 +0300 Subject: [PATCH 14/20] Fix PR --- src/data_gradients/config/classification.yaml | 2 +- .../feature_extractors/classification/test_class_frequency.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/src/data_gradients/config/classification.yaml b/src/data_gradients/config/classification.yaml index ecad4c66..7c1a04f8 100644 --- a/src/data_gradients/config/classification.yaml +++ b/src/data_gradients/config/classification.yaml @@ -7,6 +7,6 @@ report_sections: - ImagesAverageBrightness - name: Classification Features features: - - ClassificationClassDistribution + - ClassificationClassFrequency - ClassificationClassDistributionVsArea # - ClassificationClassDistributionVsAreaPlot diff --git a/tests/unit_tests/feature_extractors/classification/test_class_frequency.py b/tests/unit_tests/feature_extractors/classification/test_class_frequency.py index 8fdcdcbb..a1c54d94 100644 --- a/tests/unit_tests/feature_extractors/classification/test_class_frequency.py +++ b/tests/unit_tests/feature_extractors/classification/test_class_frequency.py @@ -7,7 +7,7 @@ from data_gradients.visualize.seaborn_renderer import SeabornRenderer -class ClassificationClassDistributionTest(unittest.TestCase): +class ClassificationClassFrequencyTest(unittest.TestCase): def setUp(self) -> None: self.class_distribution = ClassificationClassFrequency() From 43c4f16cddd06dfb801da4414cca7e2efb3bf7d1 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Wed, 12 Jul 2023 09:39:10 +0300 Subject: [PATCH 15/20] Added normalization to handle case when images were normalized with some unknown mean/std --- .../batch_processors/formatters/classification.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/src/data_gradients/batch_processors/formatters/classification.py b/src/data_gradients/batch_processors/formatters/classification.py index a3b65c6c..8b3caada 100644 --- a/src/data_gradients/batch_processors/formatters/classification.py +++ b/src/data_gradients/batch_processors/formatters/classification.py @@ -54,6 +54,11 @@ def format(self, images: Tensor, labels: Tensor) -> Tuple[Tensor, Tensor]: if 0 <= images.min() and images.max() <= 1: images *= 255 images = images.to(torch.uint8) + elif images.min() < 0: # images were normalized with some unknown mean and std + images -= images.min() + images /= images.max() + images *= 255 + images = images.to(torch.uint8) return images, labels From 6693126efd22a3b1cfafd13aed045b92de1a162a Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Wed, 12 Jul 2023 09:50:13 +0300 Subject: [PATCH 16/20] Copy implementation of jupyter_ui_poll to DG --- requirements.txt | 1 - src/data_gradients/config/data/questions.py | 2 +- .../utils/jupyter_utils/__init__.py | 11 + .../utils/jupyter_utils/_async_thread.py | 58 ++++ .../utils/jupyter_utils/_poll.py | 314 ++++++++++++++++++ 5 files changed, 384 insertions(+), 2 deletions(-) create mode 100644 src/data_gradients/utils/jupyter_utils/__init__.py create mode 100644 src/data_gradients/utils/jupyter_utils/_async_thread.py create mode 100644 src/data_gradients/utils/jupyter_utils/_poll.py diff --git a/requirements.txt b/requirements.txt index 58fa43ce..43d0f59c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -17,4 +17,3 @@ seaborn xhtml2pdf jinja2 imagededup -jupyter-ui-poll==0.2.2 diff --git a/src/data_gradients/config/data/questions.py b/src/data_gradients/config/data/questions.py index 070eb808..ced48233 100644 --- a/src/data_gradients/config/data/questions.py +++ b/src/data_gradients/config/data/questions.py @@ -107,7 +107,7 @@ def ask_user_via_jupyter(main_question: str, options: List[str], optional_descri import ipywidgets as widgets from IPython.display import display - from jupyter_ui_poll import ui_events + from data_gradients.utils.jupyter_utils import ui_events for i, option in enumerate(options): button = widgets.Button(description=option) diff --git a/src/data_gradients/utils/jupyter_utils/__init__.py b/src/data_gradients/utils/jupyter_utils/__init__.py new file mode 100644 index 00000000..957c01e5 --- /dev/null +++ b/src/data_gradients/utils/jupyter_utils/__init__.py @@ -0,0 +1,11 @@ +""" Block notebook cells from running while interacting with widgets +https://github.com/Kirill888/jupyter-ui-poll/blob/develop/jupyter_ui_poll/__init__.py +""" + +from ._poll import ui_events, with_ui_events, run_ui_poll_loop + +__all__ = ( + "ui_events", + "with_ui_events", + "run_ui_poll_loop", +) diff --git a/src/data_gradients/utils/jupyter_utils/_async_thread.py b/src/data_gradients/utils/jupyter_utils/_async_thread.py new file mode 100644 index 00000000..11b3bca1 --- /dev/null +++ b/src/data_gradients/utils/jupyter_utils/_async_thread.py @@ -0,0 +1,58 @@ +""" +Tools for working with async tasks +https://github.com/Kirill888/jupyter-ui-poll/blob/develop/jupyter_ui_poll/_async_thread.py +""" +import asyncio +import threading + + +class AsyncThread: + @staticmethod + def _worker(loop): + asyncio.set_event_loop(loop) + loop.run_forever() + loop.close() + + def __init__(self): + self._loop = asyncio.new_event_loop() + self._thread = threading.Thread(target=AsyncThread._worker, args=(self._loop,)) + self._thread.start() + + def terminate(self): + def _stop(loop): + loop.stop() + + if self._loop is None: + return + + self.call_soon(_stop, self._loop) + self._thread.join() + self._loop, self._thread = None, None + + def __del__(self): + self.terminate() + + def submit(self, func, *args, **kwargs): + """ + Run async func with args/kwargs in separate thread, returns Future object. + """ + return asyncio.run_coroutine_threadsafe(func(*args, **kwargs), self._loop) + + def wrap(self, func): + def sync_func(*args, **kwargs): + return self.submit(func, *args, **kwargs).result() + + return sync_func + + def call_soon(self, func, *args): + """ + Call normal (non-async) function with arguments in the processing thread + it's just a wrapper over `loop.call_soon_threadsafe()` + + Returns a handle with `.cancel`, not a full on Future + """ + return self._loop.call_soon_threadsafe(func, *args) + + @property + def loop(self): + return self._loop diff --git a/src/data_gradients/utils/jupyter_utils/_poll.py b/src/data_gradients/utils/jupyter_utils/_poll.py new file mode 100644 index 00000000..d7e911ac --- /dev/null +++ b/src/data_gradients/utils/jupyter_utils/_poll.py @@ -0,0 +1,314 @@ +import asyncio +import sys +import time +from collections import abc +from functools import singledispatch +from inspect import isawaitable, iscoroutinefunction +from typing import ( + Any, + AsyncIterable, + AsyncIterator, + Callable, + Generic, + Iterable, + Iterator, + List, + Optional, + Tuple, + TypeVar, +) + +from IPython import get_ipython + +from ._async_thread import AsyncThread + +T = TypeVar("T") + +ZMQ_POLLOUT = 2 # zmq.POLLOUT without zmq dependency + + +class KernelWrapper: + _current: Optional["KernelWrapper"] = None + + def __init__(self, shell, loop) -> None: + kernel = shell.kernel + + self._shell = shell + self._kernel = kernel + self._loop = loop + self._original_parent = ( + kernel._parent_ident, + kernel.get_parent() if hasattr(kernel, "get_parent") else kernel._parent_header, # ipykernel 6+ # ipykernel < 6 + ) + self._events: List[Tuple[Any, Any, Any]] = [] + self._backup_execute_request = kernel.shell_handlers["execute_request"] + self._aproc = None + + if iscoroutinefunction(self._backup_execute_request): # ipykernel 6+ + kernel.shell_handlers["execute_request"] = self._execute_request_async + else: + # ipykernel < 6 + kernel.shell_handlers["execute_request"] = self._execute_request + + shell.events.register("post_execute", self._post_execute_hook) + + def restore(self): + if self._backup_execute_request is not None: + self._kernel.shell_handlers["execute_request"] = self._backup_execute_request + self._backup_execute_request = None + + def _reset_output(self): + self._kernel.set_parent(*self._original_parent) + + def _execute_request(self, stream, ident, parent): + # store away execute request for later and reset io back to the original cell + self._events.append((stream, ident, parent)) + self._reset_output() + + async def _execute_request_async(self, stream, ident, parent): + self._execute_request(stream, ident, parent) + + async def replay(self): + kernel = self._kernel + self.restore() + + sys.stdout.flush() + sys.stderr.flush() + shell_stream = getattr(kernel, "shell_stream", None) # ipykernel 6 vs 5 differences + + for stream, ident, parent in self._events: + kernel.set_parent(ident, parent) + if kernel._aborting: + kernel._send_abort_reply(stream, parent, ident) + else: + rr = kernel.execute_request(stream, ident, parent) + if isawaitable(rr): + await rr + + # replicate shell_dispatch behaviour + sys.stdout.flush() + sys.stderr.flush() + if shell_stream is not None: # 6+ + kernel._publish_status("idle", "shell") + shell_stream.flush(ZMQ_POLLOUT) + else: + kernel._publish_status("idle") + + async def do_one_iteration(self): + try: + rr = self._kernel.do_one_iteration() + if isawaitable(rr): + await rr + except Exception: # pylint: disable=broad-except + # it's probably a bug in ipykernel, + # .do_one_iteration() should not throw + return + finally: + # reset stdio back to original cell + self._reset_output() + + def _post_execute_hook(self, *args, **kw): + self._shell.events.unregister("post_execute", self._post_execute_hook) + self.restore() + KernelWrapper._current = None + asyncio.ensure_future(self.replay(), loop=self._loop) + + async def _poll_async(self, n=1): + for _ in range(n): + await self.do_one_iteration() + + async def __aenter__(self): + return self._poll_async + + async def __aexit__(self, exc_type, exc_val, exc_tb): + pass + + def __enter__(self): + if self._aproc is not None: + raise ValueError("Nesting not supported") + self._aproc = AsyncThread() + return self._aproc.wrap(self._poll_async) + + def __exit__(self, exc_type, exc_val, exc_tb): + self._aproc.terminate() + self._aproc = None + + @staticmethod + def get() -> "KernelWrapper": + if KernelWrapper._current is None: + KernelWrapper._current = KernelWrapper(get_ipython(), asyncio.get_event_loop()) + return KernelWrapper._current + + +class IteratorWrapperAsync(abc.AsyncIterable, Generic[T]): + def __init__( + self, + its: AsyncIterable[T], + n: int = 1, + ): + self._its = its + self._n = n + + def __aiter__(self) -> AsyncIterator[T]: + async def _loop(kernel: KernelWrapper, its: AsyncIterable[T], n: int) -> AsyncIterator[T]: + async with kernel as poll: + async for x in its: + await poll(n) + yield x + + return _loop(KernelWrapper.get(), self._its, self._n) + + +class IteratorWrapper(abc.Iterable, Generic[T]): + def __init__( + self, + its: Iterable[T], + n: int = 1, + ): + self._its = its + self._n = n + + def __iter__(self) -> Iterator[T]: + def _loop(kernel: KernelWrapper, its: Iterable[T], n: int) -> Iterator[T]: + with kernel as poll: + try: + for x in its: + poll(n) + yield x + except GeneratorExit: + pass + except Exception as e: + raise e + + return _loop(KernelWrapper.get(), self._its, self._n) + + def __aiter__(self) -> AsyncIterator[T]: + async def _loop(kernel: KernelWrapper, its: Iterable[T], n: int) -> AsyncIterator[T]: + async with kernel as poll: + for x in its: + await poll(n) + yield x + + return _loop(KernelWrapper.get(), self._its, self._n) + + +def ui_events(): + """ + Gives you a function you can call to process UI events while running a long + task inside a Jupyter cell. + + .. code-block:: python + + with ui_events() as ui_poll: + while some_condition: + ui_poll(10) # Process upto 10 UI events if any happened + do_some_more_compute() + + Async mode is also supported: + + .. code-block:: python + + async with ui_events() as ui_poll: + while some_condition: + await ui_poll(10) # Process upto 10 UI events if any happened + do_some_more_compute() + + + #. Call ``kernel.do_one_iteration()`` taking care of IO redirects + #. Intercept ``execute_request`` IPython kernel events and delay their execution + #. Schedule replay of any blocked ``execute_request`` events when + cell execution is finished. + """ + return KernelWrapper.get() + + +@singledispatch +def with_ui_events(its, n: int = 1): + """ + Deal with kernel ui events while processing a long sequence + + Iterable returned from this can be used in both async and sync contexts. + + .. code-block:: python + + for x in with_ui_events(some_data_stream, n=10): + do_things_with(x) + + async for x in with_ui_events(some_data_stream, n=10): + await do_things_with(x) + + + This is basically equivalent to: + + .. code-block:: python + + with ui_events() as poll: + for x in some_data_stream: + poll(10) + do_things_with(x) + + + :param its: + Iterator to pass through, this should be either + :class:`~collections.abc.Iterable` or :class:`~collections.abc.AsyncIterable` + + :param n: + Number of events to process in between items + + :returns: + :class:`~collections.abc.AsyncIterable` when input is + :class:`~collections.abc.AsyncIterable` + + :returns: + Object that implements both :class:`~collections.abc.Iterable` and + :class:`~collections.abc.AsyncIterable` interfaces when input is normal + :class:`~collections.abc.Iterable` + """ + raise TypeError("Expect Iterable[T]|AsyncIterable[T]") + + +@with_ui_events.register(abc.Iterable) +def with_ui_events_sync(its: Iterable[T], n: int = 1) -> IteratorWrapper[T]: + return IteratorWrapper(its, n=n) + + +@with_ui_events.register(abc.AsyncIterable) +def with_ui_events_async(its: AsyncIterable[T], n: int = 1) -> AsyncIterable[T]: + return IteratorWrapperAsync(its, n=n) + + +def run_ui_poll_loop(f: Callable[[], Optional[T]], sleep: float = 0.02, n: int = 1) -> T: + """ + Repeatedly call ``f()`` until it returns something other than ``None`` + while also responding to widget events. + + This blocks execution of cells below in the notebook while still preserving + interactivity of jupyter widgets. + + :param f: + Function to periodically call (``f()`` should not block for long) + + :param sleep: + Amount of time to sleep in between polling (in seconds, 1/50 is the default) + + :param n: + Number of events to process per iteration + + :returns: + First non-``None`` value returned from ``f()`` + """ + + def as_iterator(f: Callable[[], Optional[T]], sleep: float) -> Iterator[Optional[T]]: + x = None + while x is None: + if sleep is not None: + time.sleep(sleep) + + x = f() + yield x + + for x in with_ui_events(as_iterator(f, sleep), n): + if x is not None: + return x + + raise RuntimeError("hm...") # for mypy sake From 2cf876522d7955e352db1b0c92103341660a7a30 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Wed, 12 Jul 2023 10:00:05 +0300 Subject: [PATCH 17/20] Added end2end test --- tests/unit_tests/end_to_end_tests.py | 51 ++++++++++++++++++++++++++++ 1 file changed, 51 insertions(+) create mode 100644 tests/unit_tests/end_to_end_tests.py diff --git a/tests/unit_tests/end_to_end_tests.py b/tests/unit_tests/end_to_end_tests.py new file mode 100644 index 00000000..28da2926 --- /dev/null +++ b/tests/unit_tests/end_to_end_tests.py @@ -0,0 +1,51 @@ +import random +import unittest + +import numpy as np +import torch +from torch.utils.data import DataLoader + +from data_gradients.managers.classification_manager import ClassificationAnalysisManager + + +class EndToEndTest(unittest.TestCase): + """ """ + + def test_classification_task(self): + class_names = ["class_1", "class_2", "class_3", "class_4"] + + train_samples = [] + for i in range(100): + dummy_image = torch.randn((3, random.randint(100, 500), random.randint(100, 500)), dtype=torch.float32) + train_samples += [(dummy_image, 0)] + + for i in range(100): + dummy_image = torch.randn((3, random.randint(300, 600), random.randint(200, 300)), dtype=torch.float32) + train_samples += [(dummy_image, 1)] + + for i in range(100): + dummy_image = torch.randn((3, random.randint(100, 200), random.randint(700, 800)), dtype=torch.float32) + train_samples += [(dummy_image, 2)] + + valid_samples = [] + for i in range(100): + dummy_image = torch.randn((3, random.randint(200, 250), random.randint(200, 250)), dtype=torch.float32) + valid_samples += [(dummy_image, 3)] + + for i in range(100): + dummy_image = torch.randn((220, 230, 3), dtype=torch.float32) + valid_samples += [(dummy_image, 0)] + + manager = ClassificationAnalysisManager( + train_data=DataLoader(train_samples), + val_data=DataLoader(valid_samples), + report_title="End to End Classification Test", + class_names=class_names, + batches_early_stop=None, + n_image_channels=3, + ) + manager.run() + + +if __name__ == "__main__": + unittest.main() From c3eac5c4c3cd9c0cf63b5af476627e5bb4465fc7 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Wed, 12 Jul 2023 10:07:23 +0300 Subject: [PATCH 18/20] Added end2end test --- tests/unit_tests/end_to_end_tests.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/unit_tests/end_to_end_tests.py b/tests/unit_tests/end_to_end_tests.py index 28da2926..ebfe7b64 100644 --- a/tests/unit_tests/end_to_end_tests.py +++ b/tests/unit_tests/end_to_end_tests.py @@ -1,7 +1,6 @@ import random import unittest -import numpy as np import torch from torch.utils.data import DataLoader From bccba58fe7d79a0095302d6d4112eb299aa0eabf Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Mon, 17 Jul 2023 17:01:53 +0300 Subject: [PATCH 19/20] Update master --- ...lassification_torchvision_caltech101.ipynb | 51 +++++++++---------- ...sification_torchvision_fashion_mnist.ipynb | 49 +++++++++--------- .../batch_processors/classification.py | 6 +-- .../formatters/classification.py | 11 ++-- 4 files changed, 54 insertions(+), 63 deletions(-) diff --git a/examples/classification_torchvision_caltech101.ipynb b/examples/classification_torchvision_caltech101.ipynb index 13cba280..29e093cc 100644 --- a/examples/classification_torchvision_caltech101.ipynb +++ b/examples/classification_torchvision_caltech101.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-11T11:06:08.559712Z", - "start_time": "2023-07-11T11:06:06.302671700Z" + "end_time": "2023-07-17T14:00:20.604151100Z", + "start_time": "2023-07-17T14:00:19.052148500Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:06:08.575713Z", - "start_time": "2023-07-11T11:06:08.563697800Z" + "end_time": "2023-07-17T14:00:20.617135700Z", + "start_time": "2023-07-17T14:00:20.602137400Z" } } }, @@ -67,8 +67,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:06:08.612699200Z", - "start_time": "2023-07-11T11:06:08.578713800Z" + "end_time": "2023-07-17T14:00:20.678149400Z", + "start_time": "2023-07-17T14:00:20.617135700Z" } } }, @@ -100,8 +100,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:06:12.210711700Z", - "start_time": "2023-07-11T11:06:08.609697700Z" + "end_time": "2023-07-17T14:00:23.295132900Z", + "start_time": "2023-07-17T14:00:20.649136200Z" } } }, @@ -113,8 +113,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:06:12.230698300Z", - "start_time": "2023-07-11T11:06:12.200711800Z" + "end_time": "2023-07-17T14:00:23.317133600Z", + "start_time": "2023-07-17T14:00:23.292132800Z" } } }, @@ -131,18 +131,21 @@ " - len(train_data): 8677 \n", " - len(val_data): None \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101 \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-140612 \n", - " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea, ClassificationClassDistributionVsAreaPlot]}\n" + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230717-170023 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassFrequency, ClassificationClassDistributionVsArea]}\n", + "\u001B[34;1m╔\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m╗\u001B[0m\n", + "\u001B[34;1m║ \u001B[0mTo better understand how to tackle the data issues highlighted in this\u001B[34;1m ║\u001B[0m\n", + "\u001B[34;1m║ \u001B[0mreport, explore our comprehensive course on analyzing computer vision \u001B[34;1m ║\u001B[0m\n", + "\u001B[34;1m║ \u001B[0mdatasets. click here: https://hubs.ly/Q01XpHBT0 \u001B[34;1m ║\u001B[0m\n", + "\u001B[34;1m╚\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m╝\u001B[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 8677it [01:17, 111.92it/s]\n", - "Summarizing... : 50%|█████ | 1/2 [00:01<00:01, 1.14s/it]D:\\Develop\\GitHub\\Deci\\data-gradients\\src\\data_gradients\\visualize\\seaborn_renderer.py:112: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations.\n", - " fig.tight_layout()\n", - "Summarizing... : 100%|██████████| 2/2 [00:06<00:00, 3.48s/it]\n" + "Analyzing... : 8677it [01:06, 131.02it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.23s/it]\n" ] }, { @@ -159,7 +162,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230711-140612\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Caltech101\\archive_20230717-170023\n" ] }, { @@ -189,7 +192,7 @@ { "data": { "text/plain": "
", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAuoCAYAAAAZ5xLXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXwO5/7/8XdEIgmxpLQlQjQ0aCKJHMe+hZbYD0XEcjSlVO1Hi1oq1L5GUFLRWKqctgSpreWU6rdomy4RS0oQS6mqKHKT7f794ec+zUFFjdx3ktfz8cijmZlrrvnMXKenj3fmmhk7s9lsFgAAAAAAeCRFrF0AAAAAAAAFAQEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADFLV2ASg4vvvuO5nNZjk4OFi7FAAAAAAwREZGhuzs7BQQEPDAttzBhmHMZrPlB9ZjNpuVnp7OOFgZ42A7GAvbwDjYBsbBdjAWtoFxsB22PBYPk3G4gw3DODg4KD09XVWrVpWLi4u1yym00tLSdOTIEcbByhgH28FY2AbGwTYwDraDsbANjIPtsOWxSEhIyHVb7mDDcHZ2dtYuoVCzs7OTs7Mz42BljIPtYCxsA+MAACgMuIMNQzk6OsrZ2dnaZRRqzs7OqlmzprXLKPQYB9vBWNgGWxsHs9lM2AcAGI6ADcMdOPG7rpmyrF0GAAD35Opsr7peJa1dBgCgACJgw3DXTFlKTcu0dhkAAAAAkKd4BhsAAAAAAANwBxsAAAAA8qmsrCxlZGRYu4xHduvWLcs/ixTJu/vADg4Osre3N6w/AjYAAAAA5DNms1kXLlxQamqqtUsxRHZ2tooWLarz58/nacCWpNKlS+vpp5825OWXBGwr6d27tw4ePHjPbWFhYRo9enQeVwQAAAAgv7gTrp988km5uLjk+y8jZGVl6datWypWrJihd5T/jNlsVlpamn755RdJUvny5R+5TwK2FQUHB2vcuHF3reczVwAAAADuJysryxKun3jiCWuXY4isrNtfIXJycsqzgC39N3v98ssvevLJJx/52ARsK3JyclK5cuWsXQYAAACAfOTOM9cuLi5WrqRguHMdMzIyHjlg8xZxG3X16lWNHz9ejRs31nPPPaf69etr/PjxMplMljanT5/Wq6++qsDAQNWtW1cjR47U5cuXLds//vhjBQcHq1atWgoODtbKlSuVnZ1t2R4bG6u2bdvK19dXjRs31tSpU5Wenp6n5wkAAADgr8nv08JthZHXkTvYNmrMmDG6ePGiFi1apCeeeELx8fF68803VbVqVfXt21e///67evbsKW9vb61cuVJFihTRxIkTNXz4cK1evVrr16/XvHnzNHHiRNWqVUuHDx/WlClTdPHiRb3xxhs6evSoxo8frzlz5qhWrVo6ceKE/vWvf6lMmTIaNGiQtU8fAAAAQCFkNputXcIjIWBb0ZYtW7Rjx44c6wIDA7V8+XI1bNhQderUkbe3tySpYsWKWrNmjZKSkiRJW7du1Y0bNzRv3jyVKlVKkvT222/rk08+UXp6upYsWaJXX31Vbdu2lSR5eHjo+vXrCg8P17Bhw3T27FnZ2dnJ3d1dFSpUUIUKFRQdHa0SJUrk4RUAAAAAUFhERkZq0aJFOnbsmKTbL36WpNWrV0uSNm7cqJSUFL355ptWq/FREbCtKCgoSKNGjcqxzsnJSZIUGhqq3bt3a+PGjTp16pSOHz+us2fP6plnnpEkJSUlydPT0xKuJal69eqqXr26fvvtN124cEHz5s1TRESEZXt2drZu3bqls2fPqnHjxgoICNCLL76oihUrqmHDhmrRooV8fHzy4MwBAAAAFHZvvfVWjuXly5erbt26VqrGGARsKypevLgqV6581/rs7GwNGDBAP/30k9q1a6c2bdroueee04QJEyxtiha9/9Ddec567NixatCgwV3by5cvL0dHR61atUqHDx/Wvn37tG/fPg0cOFCdOnXS9OnTDTg7AAAAALi/qlWrWrsEw/GSMxt05MgR7d27VxERERo1apQ6dOigSpUqKSUlxfJMQtWqVXXq1Cldu3bNsl9iYqLq16+vjIwMubm56cyZM6pcubLlJzExUQsWLJAk7dmzR4sWLVLNmjX1yiuvaNWqVRo6dKi2bt1qjVMGAAAAYOMOHTqkf/7znwoMDFRAQID69u2r77//XtLtd0j17t1bH330kZo3b66AgAD985//1NGjR+/bX+/evS3TxFu2bKmff/5ZsbGx8vb21tmzZ/PilAxHwLZBZcuWVdGiRbVt2zadOXNGCQkJGj58uC5dumR5y3f79u1VqlQpvf766zp69KgOHTqkt956S88++6zKly+v/v37a/Xq1VqzZo1SUlL06aefatKkSXJycpKjo6McHBy0ePFixcTE6MyZMzp06JA+//xzBQQEWPnsAQAAANia69evq1+/fipTpowiIyM1f/58mUwmvfzyy5abfkeOHNH8+fM1ePBgzZ49W1euXFGvXr30yy+/PLD/hQsXqmzZsmrSpInWr1+vJ5988nGf0mPBFHEb9NRTT2nGjBmKjIzU+++/r3LlyqlZs2bq27evdu/eLen2B9Gjo6M1ffp0hYSEyMnJSc2aNdPo0aMlSWFhYSpWrJhWr16tGTNmqGzZsurWrZuGDh0qSWrQoIGmTp2qFStWaP78+XJyclLTpk01ZswYq503AAAAANt0/PhxXblyRX369FHt2rUlSc8884zWr1+vGzduSJKuXbumpUuX6m9/+5skqVatWmrZsqVWrVp117un/lfNmjXl4OAgNzc3+fv7P9ZzeZwI2FZy501599O+fXu1b9/+rvVjx461/O7l5aXly5fft4+ePXuqZ8+e993euXNnde7cORfVAgAAACjMqlWrJjc3Nw0cOFCtW7dW48aN1bBhQ73++uuWNhUrVrSEa0l68sknFRAQoK+//toaJVsFU8QBAAAAAH+qePHiev/999W0aVNt27ZNgwcPVv369TVx4kTLY6xPPfXUXfs98cQTSk1NzeNqrYc72AAAAACAB3rmmWc0e/ZsZWVl6ccff9SmTZv0wQcfqFKlSpKkK1eu3LXPr7/+qieeeCKvS7Ua7mADAAAAAP7U9u3bVa9ePV26dEn29vYKCAjQpEmTVLJkSZ0/f16SdOrUKZ04ccKyz8WLF/Xdd9+pfv36uTqGvb39Y6k9LxGwAQAAAAB/qnbt2srOztZrr72mzz77TF999ZUmTpyoa9eu6YUXXpAkmc1mDRw4UFu3btWOHTvUr18/lSpVyvIprgcpUaKEjhw5ooMHD+rmzZuP83QeG6aIw3Cuzvn/L08AgIKL/04BwMN78skntXz5ckVERGjcuHEymUyqVq2aIiMjVa9ePcXGxqpChQoKCwvTtGnTZDKZ1KBBA73zzjsqXbp0ro7Rp08fzZ07Vy+//LLee++9HC9Myy8I2DBcXa+S1i4BAIA/ZTabZWdnZ+0yACBfqVWrlqKjo/+0TY8ePdSjR497bhsyZIiGDBliWf7fLyu1bt1anTp1ytdTxZkiDkOlp6fLZDJZu4xCzWQy6fDhw4yDlTEOtoOxsA22Ng6EawDA40DAhuHMZrO1SyjUzGazTCYT42BljIPtYCxsA+MAACgMmCIOAAAAAHgkM2bMsHYJNoE72AAAAAAAGICADcPxXJt12dnZydnZmXGwMsbBdjAWtoFxAAAUBkwRh6EcHR3l7Oxs7TIKNWdnZ9WsWdPaZRR6jIPtYCxsg62NA28RBwA8DgRsGO7Aid91zZRl7TIAALgnV2d7PikJAHgsCNgw3DVTllLTMq1dBgAAAADkKZ7BBgAAAADAAARsAAAAAIBVnD9/Xp988slf3v/AgQPy9vbW2bNnDazqryNgAwAAAEABYTab89VxR48erS+++OIvHzcgIED79u1T+fLl/3IfRiqQz2D37t1bBw8evOe2sLAwjR49Oo8rAgAAAIDHz87OLs9fOmzNl0c6OjqqXLlyVjn2vRTIgC1JwcHBGjdu3F3r+YQUAAAAgIIsv7x0+I83Rg8cOCCz2axWrVrpiy++0OXLlxUZGSlvb2/Nnj1be/bs0W+//aaSJUuqRYsWGjdunJydnXXgwAH16dNHu3btUsWKFRUUFKSePXvq+++/1759++To6Kj27dtrzJgxKlr08cffAhuwnZycbOovGQAAAACA/4qMjNTAgQP19NNPa9y4ceratavWrl2rZcuWydXVVd7e3ho2bJguXryoRYsW6YknnlB8fLzefPNNVa1aVX379r1nvxERERo1apTeeOMNHTx4UOPGjZOPj486der02M+pUD6DffXqVY0fP16NGzfWc889p/r162v8+PEymUyWNqdPn9arr76qwMBA1a1bVyNHjtTly5ct2z/++GMFBwerVq1aCg4O1sqVK5WdnW3ZHhsbq7Zt28rX11eNGzfW1KlTlZ6enusa09PTNXv2bDVu3FgBAQHq1q2b9u3bl6PNhx9+qPbt26tWrVry9/dXaGioEhISLNt//PFHhYaGKiAgQHXq1NGQIUN0/vx5SdJrr72mPn365OgvOTlZ3t7e+umnn3JdJwAAAAD8FaVLl5aDg4OcnJzk5uYmSWrSpIkaNGggX19fOTo6qmHDhpo+fbr8/PxUsWJFdejQQTVr1lRSUtJ9+23UqJH69OkjDw8PdenSRdWrV1d8fHyenFOhDNhjxozR4cOHtWjRIu3YsUNjx45VbGys1q9fL0n6/fff1bNnT6Wnp2vlypV67733lJKSouHDh0uS1q9fr1mzZmnw4MH65JNPNHz4cL377ruaM2eOJOno0aMaP368hgwZoh07dmjatGnatGmTli9fnusax44dqy+//FJz5szRxo0bFRwcrIEDB+rzzz+XJH366aeaPHmy+vXrp23btikmJka3bt3S+PHjJUlZWVkaMGCA6tSpo82bNysmJkbnz5/Xm2++KUnq3LmzDh48qJ9//tlyzNjYWPn6+qpatWqPeokBAAAA4KFVrlw5x3JoaKjOnDmjGTNmaODAgWrZsqV+/PHHHDc3/5eXl1eOZVdXV2VkZDyWev9XgZ0ivmXLFu3YsSPHusDAQC1fvlwNGzZUnTp15O3tLUmqWLGi1qxZY/kryNatW3Xjxg3NmzdPpUqVkiS9/fbb+uSTT5Senq4lS5bo1VdfVdu2bSVJHh4eun79usLDwzVs2DCdPXtWdnZ2cnd3V4UKFVShQgVFR0erRIkSuar99OnTiouLU2xsrGrUqCFJeumll3T06FFFR0erWbNmKl26tKZOnaoOHTpIktzd3fXiiy9q8uTJkqTr16/rypUrevLJJ+Xu7i4PDw8tWLDAche+adOmKlu2rDZv3qwBAwYoOztbmzZt0iuvvPIolx0AAAAA/rJixYpZfs/OztaAAQP0008/qV27dmrTpo2ee+45TZgw4U/7cHR0vGtdXr1dvcAG7KCgII0aNSrHOicnJ0m3/wqye/dubdy4UadOndLx48d19uxZPfPMM5KkpKQkeXp6WsK1JFWvXl3Vq1fXb7/9pgsXLmjevHmKiIiwbM/OztatW7d09uxZy7TuF198URUrVlTDhg3VokUL+fj45Kr2w4cPW+r8o4yMDJUsefvtfHXq1NGJEye0ePFiJScn6/Tp0zp27JjlLzmlSpVSv379NGXKFC1cuFD16tVT06ZNFRwcLEkqWrSoOnTooE2bNmnAgAHav3+/fvvtN7Vr1y7X1xgAAAAAHpcjR45o7969+ve//y0/Pz9JtzNRSkqKPDw8rFzdvRXYgF28ePG7phdIufsryJ+9Xe5OgB07dqwaNGhw1/by5cvL0dFRq1at0uHDh7Vv3z7t27dPAwcOVKdOnTR9+vQH1n7nryvvv/++ihcvnmNbkSK3Z/Vv2bJFY8aMUfv27VW7dm2FhIQoKSnJcgdbkkaNGqXQ0FDt2bNHX331laZMmaLly5crNjZWjo6O6tKli6Kjo3Xo0CFt3rxZLVq0yPFHBQAAAAB4nIoXL65z587pwoULd20rW7asihYtqm3btsnNzU2pqalaunSpLl269FDvt8pLhe4Z7Dt/BbnzZrkOHTqoUqVKSklJsQTbqlWr6tSpU7p27Zplv8TERNWvX18ZGRlyc3PTmTNnVLlyZctPYmKiFixYIEnas2ePFi1apJo1a+qVV17RqlWrNHToUG3dujVXNd55BvrSpUs5jrFhwwZt2LBBkhQVFaUXX3xRM2bMUM+ePVWnTh2dOXNG0u2AnpycrLfeektPPPGEevTooYULF2r58uU6ceKEjh49Kun2swkBAQHatm2bdu3apc6dOxtyjQEAAABYj6uzvUq7FM2zH1dn+79c650bhZ06dbrrueqnnnpKM2bM0O7du9WmTRsNGzZMTz31lPr27atDhw496mV6LArsHez7yc1fQdq3b68lS5bo9ddf1/Dhw5WZmalJkybp2WefVfny5dW/f3/Nnz9fFSpUUJMmTXTs2DFNmjRJLVq0kKOjoxwcHLR48WKVKFFCLVq00NWrV/X5558rICAgVzVWq1ZNzZs311tvvaWJEyeqWrVq2r59u5YtW2a5A16+fHnFx8crMTFRrq6u2r17t9asWSPp9hvIy5Qpo08++UQ3b97UK6+8oiJFimjjxo0qVaqUZSq8JHXp0kVvv/22SpYsqYYNGxp8tQEAAADkJbPZrLpeJa1yXDs7u4fer1mzZjpw4ICysrJ08+ZNy2O9d7Rv317t27e/a7+xY8dKkurWratjx45Z1u/evfuutqtXr37ouv6qQncHOzd/BXF2dlZ0dLQyMzMVEhKifv36qWrVqpY71GFhYRozZozWrFmjNm3aaOrUqerWrZvCw8MlSQ0aNNDUqVP10UcfqV27dnr55ZdVuXJlzZs3L9d1zp8/Xy+88IImTpyoNm3aKDY2VlOnTtU//vEPSdKECRNUtmxZ9erVS127dtV//vMfzZo1S5KUkJCgMmXK6N1339W5c+fUrVs3/eMf/9DZs2f13nvv5XjZWnBwsMxmszp16iR7+7/+lycAAAAA1vdXQm5+Pq6tsTPn1evUYJPOnDmjF154Qdu2bZOnp+cj9XXnG9wX7SoqNS3TgOoAADBeaZeiaulTxtplWEVaWpqOHDmiGjVqyMXFxdrlFGqMhW3Ir+Nw8+ZNnTx5UlWqVLnrjm9+9cc72Hl94+9B1/NOzvH19X1gX4Vuijhu+/nnn/Xjjz9q7dq1aty48SOHawAAAAAo7AjYeWzy5MnauHHjn7ZZvHjxPd9QbqQrV65ozJgx8vT01KJFix7rsQAAAACgMCBg57HBgwfrn//855+2efLJJx97HTVr1tR333332I8DAAAAAIUFATuPubm5yc3NzdplAAAAAAAMRsCG4R7lO3gAADxu/HcKQEHB+6qNYeR1JGDDcNb47h4AAA/jr36vFQBsgYODg6Tbb0F3dna2cjX5X1pamqT/XtdHQcCGodLT02UymfgX3YpMJpPlMwOMg/UwDraDsbANtjYOhGsA+Zm9vb1Kly6tX375RZLk4uKS7/9/LSsrS7du3ZKkPPtMl9lsVlpamn755ReVLl3akOMSsGE4pqpYl9lslslkYhysjHGwHYyFbWAcAMBYTz/9tCRZQnZ+l52drczMTBUtWlRFihTJ02OXLl3acj0fFQEbAAAAAPIZOzs7lS9fXk8++aQyMjKsXc4jM5lMSk5OVqVKlfJ0ppODg4Ohd8wJ2AAAAACQT9nb2+fZlOrHKTs7W5JUrFgxOTk5Wbmavy5v772jUMjvz3/kd3Z2dnJ2dmYcrMzOzs6QF2UAAAAg/+AONgzl6OhoEy+vKcycnZ1Vs2ZNa5dR6Dk7O+u553yUnn7L2qUAAAAgjxCwYbgDJ37XNVOWtcsArMrV2Z5P1gEAABQyBGwY7popS6lpmdYuAwAAAADyFM9gAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAAvYDBAUFKTIy0tplGCIyMlJBQUHWLgMAAAAACiQCNgAAAAAABiBgAwAAAABgAD7T9Yg+/vhjLV++XOfOnZO7u7tCQkLUu3dvFSly+28XP//8s+bOnauvvvpKN27cUGBgoF5//XVVr15dkjRmzBilp6erdOnSio2NVbFixdSxY0eNHDlSjo6OkqRvvvlGCxcu1KFDh5Seni4PDw8NHDhQHTt2tPSRlpam69ev6/vvv9err76q/v37a/369Vq+fLkuXryoBg0aqGLFijlq37NnjyIiInTixAm5uLioadOmGjt2rEqVKpWHVxAAAAAACgbuYD+C9evXa9asWRo8eLA++eQTDR8+XO+++67mzJkjSbp+/bp69Oihixcv6p133tG6devk5OSkXr166dy5c5Z+du7cqV9++UXr1q3T22+/rdjYWE2dOlWSdPHiRb388svy9fXVxo0bFRsbq1q1amncuHH69ddfLX3s2LFDDRo00Mcff6x27dopLi5OkydPVt++fbVp0ybVrl1b77//vqX9b7/9psGDB6tLly7aunWrFi1apK+//lqzZs3Ko6sHAAAAAAULd7AfwZIlS/Tqq6+qbdu2kiQPDw9dv35d4eHhGjZsmDZv3qwrV65ow4YNcnNzkyTNnTtXLVu21Pvvv6833nhDklSyZEnNnj1bzs7OevbZZ/XLL79o6tSpev3113Xr1i0NGTJEL7/8suzs7CRJr7zyimJjY3Xq1CmVLVtWklSqVCn169fPUtvq1avVpk0b9ezZ07LP999/r6NHj0q6HdzT09NVoUIFubu7y93dXUuXLlVWVlbeXDwAAAAAKGAI2H/Rb7/9pgsXLmjevHmKiIiwrM/OztatW7d09uxZJSUlydPT0xKuJcnJyUm1atVSUlKSZV2tWrXk7OxsWQ4ICFBGRoZOnjwpX19fde7cWatWrVJSUpJSUlIsIfmPYbhy5co56ktKSrIE/z/2e2ffGjVqqF27dho4cKDKlSunhg0bqlmzZnr++ecNuDoAAAAAUPgQsP+i7OxsSdLYsWPVoEGDu7aXL19eZrP5vvsWLfrfS+/g4HDPvu3t7XX8+HGFhobqueeeU4MGDfTCCy+oTJky6tq1a459nJyc7lvj/Y4zd+5cvfbaa9q7d6/+7//+T6+//roCAwO1cuXK+502AAAAAOA+eAb7L3riiSfk5uamM2fOqHLlypafxMRELViwQJLk7e2tU6dO6fLly5b9bt26pUOHDqlq1aqWdYmJiTnuRn/33XdydnZWlSpVtG7dOj3xxBN677331L9/fzVt2tTy7PX9Arx0+w51fHx8jnUJCQmW33/44QdNmzZNzzzzjPr27auoqChNmzZN+/fvz1EvAAAAACB3uIOdC6dPn9bevXtzrHNyclL//v01f/58VahQQU2aNNGxY8c0adIktWjRQo6Ojmrfvr2WLVum4cOH6/XXX5ejo6MWL16stLQ0de/e3dLXuXPnFB4ern/+8586ceKEFi5cqF69esnZ2VlPP/20Lly4oD179qhq1apKTEzU22+/LUlKT0+/b82vvPKKXn31VS1fvlwtW7bUF198oR07dujJJ5+UJJUoUUJr166Vg4ODunXrplu3bmnr1q3y9PRUmTJlHsNVBAAAAICCjYCdC1u2bNGWLVtyrHN3d9fu3btVrFgxrV69WjNmzFDZsmXVrVs3DR06VJLk6uqqNWvWaMaMGerbt68kKTAwUB988IE8PDwsffn7+6tIkSJ68cUX5erqqj59+ujVV1+VJPXp00fJycl64403lJ6eLk9PT40cOVILFy5UQkKCmjRpcs+amzVrprlz5yoyMlIRERHy9/dXWFiY4uLiJEleXl6KjIzUokWLtHbtWhUpUkT16tXTu+++a/nEGAAAAAAg9+zMfzbPGI/dmDFjdO7cOa1evdrapTyyO1PQL9pVVGpappWrAayrtEtRtfQpI5PJlOMlhsh7aWlpOnLkiGrUqCEXFxdrl1NoMQ62gXGwHYyFbWAcbIctj8WdnOPr6/vAttyqBAAAAADAAARsAAAAAAAMwDPYVjZjxgxrlwAAAAAAMAB3sAEAAAAAMAB3sGE4V2d7a5cAWB3/HgAAABQ+BGwYrq5XSWuXANiErKxsa5cAAACAPMQUcRgqPT1dJpPJ2mUUaiaTSYcPH2YcrMxkMikx8ZD4EiIAAEDhQcCG4QgU1mU2m2UymRgHKzObzcrIyLB2GQAAAMhDBGwAAAAAAAxAwAYAAAAAwAAEbBjOzs7O2iUUanZ2dnJ2dmYcrIxxsB2MhW1gHGwD42A7GAvbwDjAaHZmHtSEQRISEiRJvr6+Vq4EAAAAQH5hNpt18+ZNHT58WDVq1JCLi4u1S8rhYXIOn+mC4Q6c+F3XTFnWLgMAAACAjXN1ti9Qn/klYMNw10xZSk3LtHYZAAAAAJCneAYbAAAAAAADELABAAAAADAAARsAAAAAAAMUyoAdFBQkb29vvffee/fcPnHiRHl7eysyMjJX/V25ckUffvjhI9V09uxZeXt768CBA/dtM2bMGPXu3VuSdODAAXl7e+vs2bOPdFwAAAAAgDEKZcCWJAcHB+3YseOu9ZmZmdq5c+dDfQtv1qxZ2rx5s5Hl3dO4ceNyHfoBAAAAAHmr0Abs+vXr6/vvv9eFCxdyrN+/f79cXFxUvnz5XPeVV58Sd3V1VenSpfPkWAAAAACAh1NoA3atWrVUoUIFbd++Pcf6rVu3Kjg4OMcd7O+++059+vRRYGCg6tatq7Fjx+rKlSuSbk/b3rhxow4ePChvb29JUlZWlmJiYtSqVSv5+vqqVatW+uCDDyz9HThwQDVr1lRUVJTq1q2rzp07W0L6d999p/bt28vHx0edO3fW/v37Lfv9cYr4//rmm28UEBCg+fPnW9Z9/PHHCg4OVq1atRQcHKyVK1cqOzvbsj02NlZt27aVr6+vGjdurKlTpyo9Pf2vXlIAAAAAKNQKbcCWpODg4BwBOz09XZ999pnatm1rWffjjz+qd+/eqlatmv79738rIiJCP/zwg15++WVlZWVp3LhxCg4OVkBAgPbt2ydJmjFjhpYsWaLBgwdry5Yt6tmzp6ZOnaqYmBhLv1lZWdqzZ4/Wr1+vqVOnWgJ9dHS0Xn31VW3atEk1a9bUgAEDdPHixT89j++//16vvPKKXnrpJY0YMUKStH79es2aNUuDBw/WJ598ouHDh+vdd9/VnDlzJElHjx7V+PHjNWTIEO3YsUPTpk3Tpk2btHz5ckOuLQAAAAAUNoU+YH///feWAPvll1/Kzc1NNWvWtLRZsWKFvL29NWHCBHl5ealevXqaN2+eEhMTtW/fPrm6usrJyUkODg4qV66crl+/rg8++EBDhw5V+/bt5enpqT59+ig0NFRRUVE5ppOHhYXJ09NTNWrUsKwbMmSI2rRpIy8vL02aNElPPPGE1q5de99zOHTokPr166eXX35ZQ4cOtaxfsmSJXn31VbVt21YeHh5q1aqVRowYoTVr1ujWrVs6e/as7Ozs5O7urgoVKqhx48aKjo5WcHCwkZcYAAAAAAqNQh2wfXx85OHhYXnZ2datW3PcvZakpKQk1a5dO8e66tWry9XVVceOHburz+TkZGVkZCgwMDDH+r///e+6fPmyLl++bFnn6el51/5/3K9o0aKqWbOmfvrpp/uew+uvv67r16/L3d3dsu63337ThQsXNG/ePAUEBFh+Jk+ebAnXjRs3VkBAgF588UW1aNFCEydO1G+//XbPmgAAAAAAD1bU2gVY251p4t27d9euXbvu+tzW/V5gZjab5eDgcM/193Ln2eeiRf97yYsVK3ZXO3t7+xzLWVlZ92x3x2uvvaarV69q+vTpatiwocqVK2c51tixY9WgQYO79ilfvrwcHR21atUqHT58WPv27dO+ffs0cOBAderUSdOnT7/v8QAAAAAA91ao72BLtwN2fHy8Pv74Y3l4eMjLyyvHdm9vb3377bc51h09elTXr1+3tP3jC9G8vLzk4OBw1z7ffPONypUrp1KlSv1pPYcOHbL8np6erkOHDqlatWr3bd+uXTsNHTpUJUqU0KRJkyRJTzzxhNzc3HTmzBlVrlzZ8pOYmKgFCxZIkvbs2aNFixapZs2aeuWVV7Rq1SoNHTpUW7du/dP6AAAAAAD3VugDdo0aNVS5cmXNnTv3runhkvTSSy/p2LFjmjJlik6cOKEDBw5o1KhRqlmzpurXry9JcnFx0S+//KIzZ86oRIkS6t69uxYuXKi4uDidPn1a77//vtauXauwsLAHfl977ty5+uyzz3T8+HGNGTNG6enp6tmz55/u4+zsrPDwcH322WeKi4uTnZ2d+vfvr9WrV2vNmjVKSUnRp59+qkmTJsnJyUmOjo5ycHDQ4sWLFRMTozNnzujQoUP6/PPPFRAQ8NcvJgAAAAAUYoV+irh0+y72O++8ozZt2ty1zc/PT8uXL9eCBQvUqVMnlShRQi1bttS//vUvyxTxTp066dNPP1W7du20c+dOjR07VmXKlNGcOXP066+/ytPTUxMnTlS3bt0eWMuQIUM0Z84cnT17VrVq1dJ7772Xq29fN2rUSB07dtSUKVNUv359hYWFqVixYlq9erVmzJihsmXLqlu3bpYXoTVo0EBTp07VihUrNH/+fDk5Oalp06YaM2bMw108AAAAAIAkyc58v4eGgYeUkJAgSbpoV1GpaZlWrgYAAACArSvtUlQtfcrIZDLp8OHDqlGjhlxcXKxdVg53co6vr+8D2xb6KeIAAAAAABiBgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAXiLOAzn6mxv7RIAAAAA5AMFLTsQsGG4ul4lrV0CAAAAgHyiIH3YiiniMFR6erpMJpO1yyjU7nzigHGwLsbBdjAWtoFxsA2Mg+1gLGwD42Ab7OzsCkzIJmDDcAXlX478ymw2y2QyMQ5WxjjYDsbCNjAOtoFxsB2MhW1gHGA0AjYAAAAAAAYgYMNwdnZ21i4BAAAAAPIcARuGcnR0lLOzs7XLMBzThgAAAAA8CG8Rh+EOnPhd10xZ1i7DMK7O9rwZHQAAAMADEbBhuGumLKWmZVq7DAAAAADIU0wRBwAAAADAAARsAAAAAAAMQMAGAAAAAMAABOx8bMyYMerdu7ck6ezZs/L29taBAwesXBUAAAAAFE685KyAKF++vPbt26dSpUpZuxQAAAAAKJQI2AWEvb29ypUrZ+0yAAAAAKDQYor4fSQlJWnAgAGqU6eOfHx81KJFC61YscKy/YsvvlD37t3l5+enJk2aaP78+crKuv3t54yMDEVERKh58+by8/NT586d9eWXX1r2PXHihAYOHKi6desqMDBQQ4cO1blz5yzbe/furQkTJqhr167629/+ps2bN8tsNmvJkiVq0qSJ/P39NXbsWN26dcuyz/9OEc/KylJMTIxatWolX19ftWrVSh988IGl/YEDB1SzZk3t2bNH7dq1k4+Pj1q3bq3PPvvssV1TAAAAACjICNj3YDKZFBYWptKlS2vdunWKi4tT69atNXPmTB05ckTfffedXnnlFQUGBmrDhg16++23tW7dOi1ZskSSNHXqVK1bt06jR4/Wli1b1LhxYw0cOFDJyck6d+6cunfvLkdHR61cuVIrVqzQpUuX1KtXL12/ft1Sw4cffqg+ffpo7dq1aty4saKiorR8+XK98cYb2rBhg0qWLKmtW7fe9xxmzJihJUuWaPDgwdqyZYt69uypqVOnKiYmxtImKytLs2fP1rhx4xQXF6dnn31Wo0eP1o0bNx7btQUAAACAgoop4vdgMpnUp08f9ezZU8WLF5ckDR06VMuXL9exY8e0d+9e+fn56Y033pAkeXl5afLkybp8+bKuX7+ujz76SBMmTFDr1q0lSSNGjJDZbNb169f18ccfy8XFRXPmzJGjo6MkaeHChWrRooU2bdqknj17SpJq1Kih9u3bS5LMZrNWr16tPn36qF27dpKksWPH3veFZtevX9cHH3ygMWPGWPrw9PTU2bNnFRUVpX/+85+WtsOHD1f9+vUlSYMGDdKOHTuUlJSkgIAAQ68pAAAAABR0BOx7cHNzU2hoqOLi4nT48GGlpKTo6NGjkqTs7GwlJSWpYcOGOfZp1aqVJCkhIUEZGRny8/PLsX3kyJGSpMjISPn4+FjCtSSVK1dOVapUUVJSkmVd5cqVLb9fuXJFly5dkq+vb44+/f39deLEibvqT05OVkZGhgIDA3Os//vf/66VK1fq8uXLlnXPPPOM5fcSJUpIuj3FHQAAAADwcAjY93Dp0iV1795dbm5uCgoKUqNGjeTr66umTZtKkooWvf9lc3Bw+NO+zWbzPddnZ2fn2NfJycnyu52d3T33vV8df3aM/93vj0H/QfsDAAAAAO6PZ7DvIS4uTqmpqfrggw80aNAgPf/887p69aqk2+HTy8tLCQkJOfZZuXKlunbtqsqVK8vBweGu7d26dVNMTIy8vb2VkJCg9PR0y7Zff/1Vp0+flpeX1z3rKVOmjMqXL69vv/02x/pDhw7ds72Xl5ccHBzuav/NN9+oXLlyfMoLAAAAAB4DAvY9PP300zKZTNq+fbvOnz+vffv2WaZ4p6enq1+/fvr+++8VERGhU6dOac+ePVqyZImaNWsmZ2dn9erVSxEREdq1a5dSUlI0b948JSUlqUmTJurRo4du3Lih119/XUePHtWPP/6oYcOGqUyZMmrbtu19a+rfv7/ef/99ffjhhzp58qQWLFigH3/88Z5tS5Qooe7du2vhwoWKi4vT6dOn9f7772vt2rUKCwuz3BEHAAAAABiHKeL30Lp1ayUmJmrGjBm6fv263N3d1bVrV+3atUsJCQnq0aOHFi9erIULF+rdd9/Vk08+qT59+ujVV1+VdPt5a3t7e7311lu6du2aqlevrqioKMvzzmvWrNHs2bMtbxNv2LChZs+erZIlS963pp49eyo7O1vvvPOOfv31VzVu3FgvvviiTp48ec/2Y8eOVZkyZTRnzhz9+uuv8vT01MSJE9WtWzfjLxgAAAAAQHZmHriFQe5Mi79oV1GpaZlWrsY4pV2KqqVPGWuXkWtpaWk6cuSIatSoIRcXF2uXU2gxDraDsbANjINtYBxsB2NhGxgH22HLY3En5/zvS6fvhSniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAF4izgM5+psb+0SDFXQzgcAAADA40HAhuHqet3/c2P5ldls5vvhAAAAAP4UU8RhqPT0dJlMJmuXYTjCNQAAAIAHIWDDcHxaHQAAAEBhRMAGAAAAAMAABGwAAAAAAAxAwIbheF7Zuuzs7OTs7Mw4WBnjYDsYC9vAONgGxsF2MBa2gXGwHXZ2dnJwcLB2GY/MzswDszBIQkKCJMnX19fKlQAAAADIb7KyspWefkvOzs7WLiWHh8k5fKYLhjtw4nddM2VZuwwAAAAA+YSrs32B+NwvARuGu2bKUmpaprXLAAAAAIA8xTPYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgG2AyMhIBQUFWb0PAAAAAID1ELANEBYWpo8++sjaZQAAAAAArIi3iBugePHiKl68uLXLAAAAAABYEXewcykpKUkDBgxQnTp15OPjoxYtWmjFihWSck7vPnv2rLy9vbVs2TI1bNhQLVq00PXr1+Xt7a33339f3bp1k6+vr9q3b69du3b9pePdOWbfvn0VFRWlJk2ayNfXV7169dKJEycsba5du6YJEyaoXr16CgwMVJ8+fSwfSZckk8mkcePGqWHDhvL19VWnTp20c+dOoy8dAAAAABQKBOxcMJlMCgsLU+nSpbVu3TrFxcWpdevWmjlzpo4cOXLPfTZu3KiVK1dqwYIFKlGihCRpzpw56tixozZt2qSmTZtq8ODBio+P/8vH++abb/Ttt98qKipKa9eu1eXLlxUeHi5JMpvN6t+/v86cOaNly5bp3//+t/z9/dWjRw8dPnxYkhQREaFjx44pKipKW7duVZMmTTRixAidPXvW6EsIAAAAAAUeU8RzwWQyqU+fPurZs6dlKvjQoUO1fPlyHTt27J77hIaGqmrVqjnWde7cWT179pQkjRo1SgcPHtSaNWtUu3bthzpejRo1JEmZmZmaNWuWSpUqJUkKCQnR7NmzJUn79+/X999/r/3796t06dKSpJEjRyo+Pl6rVq3SjBkzlJKSouLFi8vDw0MlS5bUsGHDVKdOHUt/AAAAAIDcI2Dngpubm0JDQxUXF6fDhw8rJSVFR48elSRlZ2ffc5/KlSvfta5u3bo5lgMCAvTll1/+5eOVLVs2Rxh2dXVVRkaGJCkxMVFms1nNmzfP0Xd6erpu3bolSerfv78GDhyo+vXrq1atWmrYsKHat28vV1fXB14TAAAAAEBOBOxcuHTpkrp37y43NzcFBQWpUaNG8vX1VdOmTe+7j5OT013rihbNebmzsrJUpMjds/RzezxHR8f7Hj87O1slSpTQhg0b7tp2Z7+AgADt2bNHX375pb766ivFxsbqnXfe0fLly1W/fv379g0AAAAAuBsBOxfi4uKUmpqqHTt2yMHBQZIsU8PNZnOu+0lISMjxrevvvvtOzz333GM53rPPPqvr168rIyMjx1T18ePHq3r16urVq5cWLlyowMBAtWjRQi1atNDYsWPVtm1b7dixg4ANAAAAAA+Jl5zlwtNPPy2TyaTt27fr/Pnz2rdvn0aOHCnp9pTr3Fq5cqW2bNmikydPaubMmTp27Jj++c9/PpbjNW7cWDVq1NCIESO0f/9+nT59WtOnT9eGDRvk5eUlSTpz5ozeeustffXVVzp37px27Nih8+fPKyAgINfnBAAAAAC4jTvYudC6dWslJiZqxowZun79utzd3dW1a1ft2rVLCQkJKl++fK76CQkJUUxMjJKSklS9enVFR0erevXqD328Hj16PPBY9vb2WrFihWbPnq3hw4fLZDLJy8tLixYtstydfuuttzRz5ky9/vrrSk1Nlbu7u0aNGqWOHTs+3AUCAAAAAMjO/DBznPGXeXt7a/r06ercubO1S3ls7nxj+6JdRaWmZVq5GgAAAAD5RWmXomrpU0Ymk0nOzs7WLieHOznH19f3gW2ZIg4AAAAAgAEI2AAAAAAAGIBnsPPInbeAAwAAAAAKJu5gAwAAAABgAO5gw3CuzvbWLgEAAABAPlJQMgQBG4ar61XS2iUAAAAAyGeysrKtXcIjY4o4DJWeni6TyWTtMgo1k8mkw4cPMw5WxjjYDsbCNjAOtoFxsB2MhW1gHGyHyWRSYuIh5fevSBOwYbj8/i9Ffmc2m2UymRgHK2McbAdjYRsYB9vAONgOxsI2MA62w2w2KyMjw9plPDICNgAAAAAABiBgAwAAAABgAAI2DGdnZ2ftEgAAAAAgzxGwYShHR0c5Oztbu4w/xTM2AAAAAB4HPtMFwx048buumbKsXcY9uTrb8xkxAAAAAI8FARuGu2bKUmpaprXLAAAAAIA8xRRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwM7nNmzYIG9vb2uXAQAAAACFHgEbAAAAAAADELABAAAAADAAATsPJCUlacCAAapTp458fHzUokULrVixQpIUGRmpvn37KioqSk2aNJGvr6969eqlEydOWPa/ceOGpkyZokaNGikgIEC9evXSoUOHchxjw4YNatmypXx9fdW5c2f98MMPlm03b97UggUL1KJFC/n6+qpjx47asWNHjn2ff/55vf322woMDNSgQYMe8xUBAAAAgIKHgP2YmUwmhYWFqXTp0lq3bp3i4uLUunVrzZw5U0eOHJEkffPNN/r2228VFRWltWvX6vLlywoPD7f0MXz4cO3du1fTp09XbGysPDw8FBYWpqtXr1ra/Pvf/9a8efP08ccfy9HRUcOHD7dsGzlypGJjYzVhwgRt3rxZLVu21LBhw/TZZ59Z2qSkpOiXX35RbGysRowY8fgvDAAAAAAUMEWtXUBBZzKZ1KdPH/Xs2VPFixeXJA0dOlTLly/XsWPHJEmZmZmaNWuWSpUqJUkKCQnR7NmzJUnJycnau3evoqOj1ahRI0nSpEmTVLJkSV25csVynKlTp8rLy0uS9PLLL2vw4MG6fPmyUlNTtWvXLi1dulTNmjWTJA0ZMkRHjx7V0qVL1bJlS0sfgwYNkoeHx+O9IAAAAABQQBGwHzM3NzeFhoYqLi5Ohw8fVkpKio4ePSpJys7OliSVLVvWEq4lydXVVRkZGZJuTy+XJH9/f8v2YsWKaezYsZKk+Ph4SZKnp6dle8mSJSXdnhp+J8QHBgbmqKtOnTqaN29ejnV/7AMAAAAA8HAI2I/ZpUuX1L17d7m5uSkoKEiNGjWSr6+vmjZtamnj6Oh43/2LFs3dENnb29+1zmw237e92Wy+q28nJ6dcHQsAAAAAcDeewX7M4uLilJqaqg8++ECDBg3S888/b3l2+s8C8B13pn0nJCRY1mVmZiooKEjbt29/4P53vpH97bff5lj/zTffqGrVqrk+DwAAAADAnyNgP2ZPP/20TCaTtm/frvPnz2vfvn0aOXKkJCk9Pf2B+1epUkUvvPCCwsPDtX//fp08eVITJkzQrVu39Pe///2B+3t5eal58+YKDw/X559/rpMnT2rRokXatWuXwsLCHvn8AAAAAAC3MUX8MWvdurUSExM1Y8YMXb9+Xe7u7uratat27dqlhIQElS9f/oF9TJs2TbNmzdKwYcOUnp4uPz8/RUdHy83NLVc1zJs3T/PmzdO4ceP0+++/69lnn1VkZKSef/75Rz09AAAAAMD/Z2fOzTxlIBfuTGO/aFdRqWmZVq7m3kq7FFVLnzLWLuOxSktL05EjR1SjRg25uLhYu5xCi3GwHYyFbWAcbAPjYDsYC9vAONgOWx6LOznH19f3gW2ZIg4AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgLeIw3CuzvbWLuG+bLk2AAAAAPkbARuGq+tV0tol/Cmz2Sw7OztrlwEAAACggGGKOAyVnp4uk8lk7TL+FOEaAAAAwONAwIbh+LQ6AAAAgMKIgA0AAAAAgAEI2AAAAAAAGICADcPxjDMAAACAwoiADUM5OjrK2dnZ2mX8KZ4RBwAAAPA48JkuGO7Aid91zZRl7TLuydXZ3uY/IwYAAAAgfyJgw3DXTFlKTcu0dhkAAAAAkKeYIg4AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYsDh//rw++eQTa5cBAAAAAPkSARsWo0eP1hdffGHtMgAAAAAgXyJgAwAAAABgAD7TVYAkJSVp7ty5io+Pl8lk0lNPPaWePXsqLCxMkZGR+vbbb9WgQQOtWbNGV65ckZ+fn8LDw+Xl5aXevXvr4MGDkqSDBw9q9+7dVj4bAAAAAMhfuINdQJhMJoWFhal06dJat26d4uLi1Lp1a82cOVNHjhyRJH3zzTf69ttvFRUVpbVr1+ry5csKDw+XJEVGRiogIEDBwcH66KOPrHkqAAAAAJAvEbALCJPJpD59+mjixIny8vKSp6enhg4dKkk6duyYJCkzM1OzZs1S9erV5evrq5CQEMXHx0uSSpcuLQcHBzk5OcnNzc1q5wEAAAAA+RVTxAsINzc3hYaGKi4uTocPH1ZKSoqOHj0qScrOzpYklS1bVqVKlbLs4+rqqoyMDKvUCwAAAAAFDQG7gLh06ZK6d+8uNzc3BQUFqVGjRvL19VXTpk0tbRwdHa1YIQAAAAAUbATsAiIuLk6pqanasWOHHBwcJP13arjZbLZmaQAAAABQKPAMdgHx9NNPy2Qyafv27Tp//rz27dunkSNHSpLS09Nz1Ufx4sV17tw5Xbhw4XGWCgAAAAAFEnewC4jWrVsrMTFRM2bM0PXr1+Xu7q6uXbtq165dSkhIUPny5R/YR0hIiEaPHq0OHTroq6++kr29fR5UDgAAAAAFAwG7gLCzs9OoUaM0atSoHOtfeukly+9DhgzJsa1z587q3LmzZblZs2Y6cODA4y0UAAAAAAoopogDAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACNgAAAAAABuAlZzCcq7Ptvn3clmsDAAAAkL8RsGG4ul4lrV3CnzKbzbKzs7N2GQAAAAAKGKaIw1Dp6ekymUzWLuNPEa4BAAAAPA4EbBjObDZbuwQAAAAAyHMEbAAAAAAADEDABgAAAADAAARsGI5nnAEAAAAURgRsGMrR0VHOzs7WLuOh8dw4AAAAgEfFZ7pguAMnftc1U5a1y8g1V2d7m/+0GAAAAADbR8CG4a6ZspSalmntMgAAAAAgTzFFHAAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELCtzNvbWxs2bLB2GZKkAwcOyNvbW2fPnrV2KQAAAACQ7xCwAQAAAAAwAAEbAAAAAAADELBtQHJyskJCQuTj46Pg4GBt27bNsi07O1vLli1Tq1at5OPjo9q1a6tfv35KSUmxtPH29tbChQvVvHlzNWrUSKdOnVJQUJBmzpypNm3aqG7dujp48KDMZrPeffddtWjRQn5+furYsaM2b95sjVMGAAAAgAKH72DbgJUrV2rcuHGaPn26Nm3apBEjRsjDw0M+Pj5atWqVoqOjNXPmTD377LNKSUnRhAkTNGPGDC1ZssTSx9q1a/Xuu+8qKytLnp6ekqQ1a9Zo2bJlcnV1lbe3t+bPn6+4uDhNnDhRzzzzjL7++mtNmjRJ165dU8+ePa109gAAAABQMBCwbUBoaKhCQkIkScOHD9f+/fsVExOjOXPmqFKlSpo5c6aaN28uSXJ3d1fr1q21ffv2HH107NhRvr6+OdY1bdpUDRo0kCSlpaUpJiZG8+bNU7NmzSRJlSpV0rlz5xQdHU3ABgAAAIBHRMC2AYGBgTmW/fz8tH//fklSUFCQfvjhB0VEROjkyZM6efKkjh8/rqeeeirHPpUrV76r3z+uO378uG7duqV//etfKlLkv08GZGZmKj09XTdv3jTylAAAAACg0CFg24A/Bl5JysrKkqOjoyQpKipKixcv1j/+8Q/Vr19fffv21a5du/TJJ5/k2MfJyemufv+4zmw2S5IWLFigZ5555q62d44HAAAAAPhreMmZDUhMTMyxHB8fr2rVqkmSli5dqtdee02TJk1S9+7d5e/vr1OnTlkCc24988wzKlq0qM6fP6/KlStbfvbs2aPo6Oi7Qj4AAAAA4OFwB9sGxMTEqFKlSvLz89O6deuUlJSkuXPnSpLKly+vL7/8UkFBQSpSpIg2bdqknTt3qmzZsg91DFdXV4WEhCgiIkIlSpRQ7dq1deDAAc2ePVsDBgx4HKcFAAAAAIUKAdsGDBo0SKtXr9aECRNUtWpVRUVFqUqVKpKkWbNmafLkyerSpYuKFy8uPz8/hYeHa9KkSTp//rwqVKiQ6+OMHTtWZcqUUUREhH755ReVL19eQ4cOVb9+/R7XqQEAAABAoUHAtrJjx45Jkvr373/P7c8995zWr19/1/o7bx3/Yx9/tHv37rvWFS1aVIMHD9bgwYPveay6devesy8AAAAAwIPx4C0AAAAAAAYgYAMAAAAAYAACNgAAAAAABiBgAwAAAABgAF5yBsO5Ottbu4SHkt/qBQAAAGCbCNgwXF2vktYu4aGZzWbZ2dlZuwwAAAAA+RhTxGGo9PR0mUwma5fx0AjXAAAAAB4VARuGM5vN1i4BAAAAAPIcARsAAAAAAAMQsAEAAAAAMAABG4bjeWYAAAAAhREBG4ZydHSUs7OztcswFM+UAwAAAMgNPtMFwx048buumbKsXYYhXJ3t8+VnxwAAAADkPQI2DHfNlKXUtExrlwEAAAAAeYop4gAAAAAAGICADQAAAACAAQjYAAAAAAAYgIBtw7y9vbVhwwZrlwEAAAAAyAUCNgAAAAAABiBgAwAAAABgAAK2jUtOTlZISIh8fHwUHBysbdu2WbZlZ2dr2bJlatWqlXx8fFS7dm3169dPKSkpljZ79uxR586d5efnp/r162vMmDG6evWqZXt0dLRatmwpHx8fBQUFafHixTKbzXl6jgAAAABQEBCwbdzKlSvVqVMnbdmyRa1atdKIESN06NAhSdKqVasUHR2tMWPGaMeOHVq8eLFOnTqlGTNmSJJ+++03DR48WF26dNHWrVu1aNEiff3115o1a5Ykaffu3Vq2bJnCw8O1c+dOjRo1Su+88442b95stfMFAAAAgPyqqLULwJ8LDQ1VSEiIJGn48OHav3+/YmJiNGfOHFWqVEkzZ85U8+bNJUnu7u5q3bq1tm/fLkm6ePGi0tPTVaFCBbm7u8vd3V1Lly5VVlaWJCklJUWOjo5yd3dXhQoVVKFCBT355JOqUKGCdU4WAAAAAPIxAraNCwwMzLHs5+en/fv3S5KCgoL0ww8/KCIiQidPntTJkyd1/PhxPfXUU5KkGjVqqF27dho4cKDKlSunhg0bqlmzZnr++eclSR06dNDHH3+sVq1aqWrVqmrQoIFatWpFwAYAAACAv4Ap4jauSJGcQ5SVlSVHR0dJUlRUlPr06aMrV66ofv36Cg8PV1hYWI72c+fO1bZt29SvXz9duXJFr7/+ul5++WVJkpubmzZt2qS1a9eqVatW+uGHH9SzZ08tWrQob04OAAAAAAoQAraNS0xMzLEcHx+vatWqSZKWLl2q1157TZMmTVL37t3l7++vU6dOWV5S9sMPP2jatGl65pln1LdvX0VFRWnatGnav3+/Ll++rM2bN+uDDz5QYGCghg4dqn//+9/q2rWrtm7dmufnCQAAAAD5HVPEbVxMTIwqVaokPz8/rVu3TklJSZo7d64kqXz58vryyy8VFBSkIkWKaNOmTdq5c6fKli0rSSpRooTWrl0rBwcHdevWTbdu3dLWrVvl6empMmXK6NatW5o5c6aKFy+uv/3tb7pw4YK+/vpr/e1vf7PmKQMAAABAvkTAtnGDBg3S6tWrNWHCBFWtWlVRUVGqUqWKJGnWrFmaPHmyunTpouLFi8vPz0/h4eGaNGmSzp8/Ly8vL0VGRmrRokVau3atihQponr16undd99VkSJF1LVrV6WmpmrJkiX6+eefVapUKbVq1UqjRo2y8lkDAAAAQP5DwLZhx44dkyT179//ntufe+45rV+//q71d946LknNmze3vGX8Xvr373/f/gEAAAAAuccz2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABeMkZDOfqbG/tEgxTkM4FAAAAwONFwIbh6nqVtHYJhjKbzbKzs7N2GQAAAABsHFPEYaj09HSZTCZrl2EowjUAAACA3CBgw3Bms9naJQAAAABAniNgAwAAAABgAAI2AAAAAAAGIGDDcDyzDAAAAKAwImDDUI6OjnJ2drZ2GQ+FZ8YBAAAAGIHPdMFwB078rmumLGuXkSuuzvYF7rNiAAAAAKyDgA3DXTNlKTUt09plAAAAAECeYoo4AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYOcBb29vbdiwwdplAAAAAAAeIwI2AAAAAAAGIGADAAAAAGAAAnYeSU5OVkhIiHx8fBQcHKxt27bl2P6f//xHnTt3Vq1atfT8889rwYIFSk9Pt2xPSkrSgAEDVKdOHfn4+KhFixZasWKFJOnMmTOqXr269uzZk6PPsWPHqkePHpKk9PR0zZ49W40bN1ZAQIC6deumffv2Wdpu2LBBzz//vN5++20FBgZq0KBBj+tSAAAAAECBRMDOIytXrlSnTp20ZcsWtWrVSiNGjNChQ4ckSXv37tXw4cPVrVs3xcXF6a233tK2bdv0+uuvS5JMJpPCwsJUunRprVu3TnFxcWrdurVmzpypI0eOyMPDQ3Xq1FFcXJzleLdu3dLOnTvVuXNnSbfD9pdffqk5c+Zo48aNCg4O1sCBA/X5559b9klJSdEvv/yi2NhYjRgxIu8uDgAAAAAUAATsPBIaGqqQkBBVqVJFw4cPl7+/v2JiYiRJS5cuVbdu3RQSEqJKlSqpUaNGCg8P1/bt23X27FmZTCb16dNHEydOlJeXlzw9PTV06FBJ0rFjxyRJnTt31meffSaTySRJ2r17t7KyshQcHKzTp08rLi5O06dPV926deXp6amXXnpJbdu2VXR0dI46Bw0aJA8PD1WrVi3vLg4AAAAAFABFrV1AYREYGJhj2c/PT/v375ckHT58WD/++KM++ugjy3az2SxJOnHihJo2barQ0FDFxcXp8OHDSklJ0dGjRyVJ2dnZkqRWrVpp8uTJ2rVrl9q1a6fNmzerZcuWKlGihL744gtJt0P+H2VkZKhkyZI51nl6ehp30gAAAABQiBCw80iRIjknC2RlZcnR0VHS7ZDcr18//eMf/7hrv3LlyunSpUvq3r273NzcFBQUpEaNGsnX11dNmza1tHNxcVHr1q21ZcsWNWrUSF988YWioqIk/Tesv//++ypevPif1uXk5PToJwsAAAAAhRBTxPNIYmJijuX4+HjLNOxq1arp5MmTqly5suXnwoULmjVrlm7cuKG4uDilpqbqgw8+0KBBg/T888/r6tWrkv4bniWpS5cu+vLLLxUbG6uyZcuqXr16lv4l6dKlSzmOsWHDBr7PDQAAAAAGIWDnkZiYGG3cuFHJycmaNm2akpKS1L9/f0lS//79tWPHDi1atEgnT57UV199pbFjx+ratWsqV66cnn76aZlMJm3fvl3nz5/Xvn37NHLkSEnK8abxv/3tbypfvrwWLlyojh07Wu5OV6tWTc2bN9dbb72l3bt368yZM3r33Xe1bNkyVapUKe8vBgAAAAAUQEwRzyODBg3S6tWrNWHCBFWtWlVRUVGqUqWKJKl169aaP3++li1bpqVLl6p06dIKCgrSqFGjLNsTExM1Y8YMXb9+Xe7u7uratat27dqlhIQEy6e4JOkf//iHIiIiLG8Pv2P+/PmaP3++Jk6cqKtXr6pSpUqaOnXqPaelAwAAAAAenp35j3OMgUeQkJAgSbpoV1GpaZlWriZ3SrsUVUufMtYuw1BpaWk6cuSIatSoIRcXF2uXU2gxDraDsbANjINtYBxsB2NhGxgH22HLY3En5/j6+j6wLVPEAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAPwFnEYztXZ3tol5Fp+qhUAAACAbSNgw3B1vUpau4SHYjabZWdnZ+0yAAAAAORzTBGHodLT02UymaxdxkMhXAMAAAAwAgEbhuPT6gAAAAAKIwI2AAAAAAAGIGDDcEy5BgAAAFAYEbBhKEdHRzk7O1vt+ExPBwAAAGAtvEUchjtw4nddM2Xl+XFdne3z3RvMAQAAABQcBGwY7popS6lpmdYuAwAAAADyFFPEAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsHPB29tbGzZsuO/2yMhIBQUF5WFFD/agmgEAAAAAxiJgGyAsLEwfffSRtcsAAAAAAFgRn+kyQPHixVW8eHFrlwEAAAAAsCLuYOdScnKyQkJC5OPjo+DgYG3bts2y7Y9TxM+ePStvb2/t2LFDXbt2lY+Pj4KCgrR+/foc/cXGxqpDhw6qVauWgoKCtGTJEmVlZVm2//rrr3rjjTdUt25dBQYGasCAATp9+vRdx7tXDf8rOztby5YtU6tWreTj46PatWurX79+SklJsbTx9vbWwoUL1bx5czVq1EinTp16pOsFAAAAAIUNATuXVq5cqU6dOmnLli1q1aqVRowYoUOHDt23/fTp0zVw4EBt27ZNzZo106RJk3TmzBlJUkxMjCZMmKDu3btr8+bNGjZsmKKjozVjxgxJUmZmpsLCwnT8+HEtWbJE//73v5Wdna1+/frlCOG5tWrVKkVHR2vMmDHasWOHFi9erFOnTlmOd8fatWu1cOFCLVq0SJ6eng99HAAAAAAozJginkuhoaEKCQmRJA0fPlz79+9XTEyM5syZc8/2ffv2VYsWLSRJI0aM0Pvvv68ffvhBFStW1LvvvqtevXqpZ8+ekiRPT0+lpqZq9uzZGjp0qL7//nsdO3ZM27dvV5UqVSRJb7/9tmJiYnT16tWHrr1SpUqaOXOmmjdvLklyd3dX69attX379hztOnbsKF9f34fuHwAAAABAwM61wMDAHMt+fn7av3//fdt7eXlZfnd1dZUkZWRk6LffftOvv/56V39///vflZGRoeTkZCUlJalUqVKWcC1JTz31lEaPHv2Xag8KCtIPP/ygiIgInTx5UidPntTx48f11FNP5WhXuXLlv9Q/AAAAAIAp4rlWpEjOS5WVlSVHR8f7tr/XNrPZLLPZfM/22dnZkqSiRYuqaNGH/7tHZmbmfbdFRUWpT58+unLliurXr6/w8HCFhYXd1c7JyemhjwsAAAAAuI2AnUuJiYk5luPj41WtWrWH7qds2bIqW7asvv322xzrv/nmGzk4OKhSpUqqWrWqrl69anmpmST99ttvqlu3rr7//ns5ODjoxo0bOfb/Y9v/tXTpUr322muaNGmSunfvLn9/f506deq+YR8AAAAA8PCYIp5LMTExqlSpkvz8/LRu3TolJSVp7ty5f6mvl19+WfPnz5eHh4caNmyoH3/8UYsWLVL37t3l6uqq+vXry8fHR6NHj9abb74pZ2dnzZo1S25ubnruued08+ZNpaamKjo6Wq1atdK+ffu0d+9elS5d+p7HK1++vL788ksFBQWpSJEi2rRpk3bu3KmyZcs+whUBAAAAAPwRd7BzadCgQVq9erU6dOiggwcPKioqKscz0g8jLCxMo0eP1sqVK9W2bVtFRESof//+evPNNyXdno6+ZMkSPf3003rppZfUo0cPFStWTMuXL5eDg4Pq1aunIUOGaMWKFWrbtq2+/PJLDR069L7HmzVrlm7evKkuXbqoV69eSkpKUnh4uC5fvqzz58//pXMAAAAAAORkZ2aeMAySkJAgSbpoV1Gpafd/JvxxKe1SVC19yuT5cW1NWlqajhw5oho1asjFxcXa5RRajIPtYCxsA+NgGxgH28FY2AbGwXbY8ljcyTm5+eISd7ABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAA/CZLhjO1dm+UB0XAAAAACQCNh6Dul4lrXZss9ksOzs7qx0fAAAAQOHFFHEYKj09XSaTyWrHJ1wDAAAAsBYCNgzHp9UBAAAAFEYEbAAAAAAADEDAhuGYpm1ddnZ2cnZ2ZhwAAACAPMZLzmAoR0dHOTs7W7uMQs3Z2Vk1a9bMs+PxYjkAAADgNgI2DHfgxO+6ZsqydhnIA67O9lZ9azwAAABgSwjYMNw1U5ZS0zKtXQYAAAAA5CmewQYAAAAAwAAEbAAAAAAADEDABgAAAADAAATsPOLt7a0NGzZYu4w/deDAAXl7e+vs2bPWLgUAAAAA8h1ecgaLgIAA7du3T25ubtYuBQAAAADyHQI2LBwdHVWuXDlrlwEAAAAA+RJTxPNQcnKyQkJC5OPjo+DgYG3bti3H9s8//1zdunVTQECAGjVqpOnTp+vmzZuW7d7e3vroo4/Ut29f1apVS40aNdKiRYss200mk8aNG6eGDRvK19dXnTp10s6dOy3br169qvHjx6tx48Z67rnnVL9+fY0fP14mk0kSU8QBAAAA4FEQsPPQypUr1alTJ23ZskWtWrXSiBEjdOjQIUnSp59+qldffVXNmjXThg0bFB4erq1bt2rkyJE5+pg5c6b+8Y9/6JNPPlGvXr0UGRmpr7/+WpIUERGhY8eOKSoqSlu3blWTJk00YsQIS2AeM2aMDh8+rEWLFmnHjh0aO3asYmNjtX79+ry9EAAAAABQADFFPA+FhoYqJCREkjR8+HDt379fMTExmjNnjqKiovT8889r0KBBkqQqVarIbDbrtdde0/Hjx1W1alVJUqdOndSxY0dJ0sCBAxUdHa34+HjVqVNHKSkpKl68uDw8PFSyZEkNGzZMderUUalSpSRJDRs2VJ06deTt7S1JqlixotasWaOkpKS8vhQAAAAAUOBwBzsPBQYG5lj28/PTTz/9JElKSkpS7dq1c2z/+9//btl2h5eXV442rq6uysjIkCT1799fR48eVf369dWjRw+98847qlSpklxdXSXdDvhnzpzRjBkzNHDgQLVs2VI//vijsrOzjT1RAAAAACiECNh5qEiRnJc7KytLjo6OkiSz2XxX+zvBt2jR/040uNP+j+7sGxAQoD179mjhwoV67rnnFBsbqzZt2uirr75Sdna2BgwYoLfffltFixZVmzZttGzZsrtCPQAAAADgryFg56HExMQcy/Hx8apWrZqk2y8wi4+Pz7H9m2++kXT3Xev7Wbhwob799lu1aNFC48eP144dO+Th4aEdO3boyJEj2rt3ryIiIjRq1Ch16NBBlSpVUkpKyj3DPQAAAADg4fAMdh6KiYlRpUqV5Ofnp3Xr1ikpKUlz586VJPXr10/Dhg3TkiVLFBwcrFOnTmnKlClq3rx5rgP2mTNntHnzZk2ZMkWVKlXSDz/8oPPnzysgIEBly5ZV0aJFtW3bNrm5uSk1NVVLly7VpUuXlJ6e/jhPGwAAAAAKBQJ2Hho0aJBWr16tCRMmqGrVqoqKilKVKlUkSa1atdK8efP0zjvvaMmSJXJzc1O7du00dOjQXPf/1ltvaebMmXr99deVmpoqd3d3jRo1yvJStBkzZigyMlLvv/++ypUrp2bNmqlv377avXv3YzlfAAAAAChMCNh55NixY5Juv4jsftq0aaM2bdo8sI8/+mM4LlGihKZMmXLf/du3b6/27dvftX7s2LGSpLp1697zGAAAAACAB+MZbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAAvOQMhnN1trd2CcgjjDUAAADwXwRsGK6uV0lrl4A8ZDabZWdnZ+0yAAAAAKtjijgMlZ6eLpPJZO0yCjWTyaTDhw/n2TgQrgEAAIDbCNgwnNlstnYJhZrZbJbJZGIcAAAAgDxGwAYAAAAAwAAEbAAAAAAADEDAhuF4JhcAAABAYUTAhqEcHR3l7Oxs7TIKLd7oDQAAAFgPn+mC4Q6c+F3XTFnWLqPQcXW25xNpAAAAgBURsGG4a6YspaZlWrsMAAAAAMhTTBEHAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbBvk7e2tDRs2GN5vUFCQIiMjDe8XAAAAAMBLzgqVjz76SMWKFbN2GQAAAABQIBGwCxE3NzdrlwAAAAAABRZTxG1UcnKyQkJC5OPjo+DgYG3bts2yLTIyUr169dKIESNUu3ZtTZkyRZL04Ycfqn379qpVq5b8/f0VGhqqhIQEy35/nCIeGRmpvn37KioqSk2aNJGvr6969eqlEydO5O2JAgAAAEABQcC2UStXrlSnTp20ZcsWtWrVSiNGjNChQ4cs27/++muVLVtWmzZtUu/evfXpp59q8uTJ6tevn7Zt26aYmBjdunVL48ePv+8xvvnmG3377beKiorS2rVrdfnyZYWHh+fF6QEAAABAgUPAtlGhoaEKCQlRlSpVNHz4cPn7+ysmJiZHm6FDh8rDw0Oenp4qXbq0pk6dqo4dO8rd3V3+/v568cUXlZSUdN9jZGZmatasWapevbp8fX0VEhKi+Pj4x3xmAAAAAFAw8Qy2jQoMDMyx7Ofnp/3791uWn3jiCbm6ulqW69SpoxMnTmjx4sVKTk7W6dOndezYMWVnZ9/3GGXLllWpUqUsy66ursrIyDDwLAAAAACg8OAOto0qUiTn0GRlZcnR0dGy7OTklGP7li1b1KFDB505c0a1a9fW6NGjNWbMmD89xh/7AwAAAAA8Gu5g26jExES1bNnSshwfH6/q1avft31UVJRefPHFHM9Q79q1S5JkNptlZ2f3+IoFAAAAABCwbVVMTIwqVaokPz8/rVu3TklJSZo7d+5925cvX17x8fFKTEyUq6urdu/erTVr1kiS0tPT+f41AAAAADxmTBG3UYMGDdLq1avVoUMHHTx4UFFRUapSpcp920+YMEFly5ZVr1691LVrV/3nP//RrFmzJCnHp7oAAAAAAI8Hd7Bt0LFjxyRJ/fv3v+f2IUOGaMiQITnWeXh46L333rurbZs2bSy/7969+0/76Ny5szp37vyX6wYAAACAwow72AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABeMkZDOfqbG/tEgolrjsAAABgXQRsGK6uV0lrl1Bomc1ma5cAAAAAFFpMEYeh0tPTZTKZrF1GoWVnZ0fIBgAAAKyEgA3DEfAAAAAAFEYEbAAAAAAADEDABgAAAADAAARsGM7Ozs7aJQAAAABAniNgw1COjo5ydna2dhkPxHPiAAAAAIzGZ7pguAMnftc1U5a1y7gvV2d7PiUGAAAAwHAEbBjumilLqWmZ1i4DAAAAAPIUU8QBAAAAADAAARsAAAAAAAMQsAEAAAAAMEC+Ddje3t7asGGDVY79n//8R8ePH7fKsQEAAAAAtinfBmxrOXfunAYOHKjLly9buxQAAAAAgA0hYD8kvp8MAAAAALiXfB2wk5OTFRISIh8fHwUHB2vbtm2WbZGRkerVq5dGjBih2rVra8qUKZKk7777Tn369FFgYKDq1q2rsWPH6sqVK5b9goKCFB0drSFDhiggIEB169bV22+/rczMTJ09e1YtWrSQJPXp00eRkZGSpBMnTmjgwIGqW7euAgMDNXToUJ07d87S56lTp/Tyyy8rMDBQAQEBevnll3Xs2DHL9qSkJA0YMEB16tSRj4+PWrRooRUrVuQ4l6CgoBzn/r/rvL29tXDhQjVv3lyNGjXSqVOnFBQUZKnxj+d3Z11WVpZmz56tpk2bysfHR61bt9YHH3zw1wYDAAAAAAq5fB2wV65cqU6dOmnLli1q1aqVRowYoUOHDlm2f/311ypbtqw2bdqk3r1768cff1Tv3r1VrVo1/fvf/1ZERIR++OEHvfzyy8rKyrLsFxERoTp16mjz5s164403tGbNGsXFxal8+fL68MMPJd0OuGFhYTp37py6d+8uR0dHrVy5UitWrNClS5fUq1cvXb9+XZI0cuRIPfXUU/r444/14YcfqkiRIho8eLAkyWQyKSwsTKVLl9a6desUFxen1q1ba+bMmTpy5MhDXY+1a9dq4cKFWrRokTw9PXPVfvv27Zo/f7527NihXr16adKkSfrmm28e6rgAAAAAgHwesENDQxUSEqIqVapo+PDh8vf3V0xMTI42Q4cOlYeHhzw9PbVixQp5e3trwoQJ8vLyUr169TRv3jwlJiZq3759ln0aNWqkPn36yMPDQ126dFH16tUVHx8ve3t7ubm5SZJKlSql4sWLa+3atXJxcdGcOXNUvXp1+fn5aeHChbp8+bI2bdokSUpJSZGbm5vc3d1VtWpVTZs2TW+//bays7NlMpnUp08fTZw4UV5eXvL09NTQoUMlKcdd7tzo2LGjfH195e/vn6v2KSkpcnFxUcWKFeXu7q5evXrpvffeU5UqVR7quAAAAAAAqai1C3gUgYGBOZb9/Py0f/9+y/ITTzwhV1dXy3JSUpIaNmyYY5/q1avL1dVVx44dU9OmTSVJXl5eOdq4uroqIyPjnjUkJSXJx8dHjo6OlnXlypVTlSpVlJSUJEkaMWKEpk2bprVr1+rvf/+7GjdurHbt2qlIkSJyc3NTaGio4uLidPjwYaWkpOjo0aOSpOzs7Ie6HpUrV36o9j179tRnn32mpk2bqkaNGmrYsKHatm2rJ5544qH6AQAAAADk8zvYRYrkLD8rKytH0HVycsqx/X4vKDObzXJwcLAs/7GP3Ox7L9nZ2ZY+e/bsqb1792r8+PFydXXVwoUL1bZtW/3666+6dOmSOnTooA8//FBPPfWUQkNDtXHjxnv2+UeZmZl3rfvf833Qfp6entq5c6eWL1+uevXq6fPPP1enTp1ydXwAAAAAQE75OmAnJibmWI6Pj1e1atXu297b21vffvttjnVHjx7V9evX77prfT92dnZ39ZmQkKD09HTLul9//VWnT5+Wl5eXLl++rMmTJysjI0OdO3fW7NmztXnzZl26dEkHDx5UXFycUlNT9cEHH2jQoEF6/vnndfXqVUn/De8ODg66ceNGjuOePn36gbU6ODhYngOXpOvXr+f4vNiqVau0c+dONWzYUG+88Ya2bNmi+vXra+vWrbm6FgAAAACA/8rXATsmJkYbN25UcnKypk2bpqSkJPXv3/++7V966SUdO3ZMU6ZM0YkTJ3TgwAGNGjVKNWvWVP369XN1TBcXF0m3p4Zfu3ZNPXr00I0bN/T666/r6NGj+vHHHzVs2DCVKVNGbdu2ValSpfT5559r/PjxOnLkiM6cOaN169bJwcFBPj4+evrpp2UymbR9+3adP39e+/bt08iRIyXJEtr9/f2Vmpqq6OhonT17VuvWrdPevXsfWKu/v7+2bt2q+Ph4HT9+XG+++abs7e0t23/77TdNnjxZu3bt0rlz5/TFF1/oyJEjCggIyNW1AAAAAAD8V75+BnvQoEFavXq1JkyYoKpVqyoqKupPX9Dl5+en5cuXa8GCBerUqZNKlCihli1b6l//+leOKeJ/pkyZMurSpYtmzZql06dPa/z48VqzZo1mz55teZt4w4YNNXv2bJUsWVKS9O6772rmzJnq27evTCaTatSooaioKFWqVEkeHh5KTEzUjBkzdP36dbm7u6tr167atWuXEhIS1KNHD9WrV09DhgzRihUrtHDhQjVp0kRDhw7VqlWr/rTWkSNHKjU1VS+99JJcXV0VFham33//3bJ98ODBysjI0Ntvv61Lly6pXLly6tGjhwYMGJCrawEAAAAA+C878/0eIgYeUkJCgiTpol1Fpabd/Yy4rSjtUlQtfcpYu4zHJi0tTUeOHFGNGjUsMy6Q9xgH28FY2AbGwTYwDraDsbANjIPtsOWxuJNzfH19H9g2X08RBwAAAADAVhCwAQAAAAAwAAEbAAAAAAADELABAAAAADBAvn6LOGyTq7P9gxtZka3XBwAAACB/ImDDcHW9Slq7hAcym82ys7OzdhkAAAAAChCmiMNQ6enpMplM1i7jgQjXAAAAAIxGwIbh+LQ6AAAAgMKIgA0AAAAAgAEI2AAAAAAAGICADcPxfDMAAACAwoiADUM5OjrK2dnZ2mUUCDzLDgAAAOQvfKYLhjtw4nddM2VZu4x8zdXZPl987gwAAADAfxGwYbhrpiylpmVauwwAAAAAyFNMEQcAAAAAwAAEbAAAAAAADEDABgAAAADAAARsg3l7e2vDhg153m9kZKSCgoIeex0AAAAAgHsjYAMAAAAAYAACNgAAAAAABiBgPwbJyckKCQmRj4+PgoODtW3bNsu2/53Kfa91Fy5c0KuvvqqAgAA1adJEW7ZsuesY69ev1/PPP69atWpp4MCBunr16l1tTp48qb59+8rX11eNGzfWsmXLLNuys7O1bNkytWrVSj4+Pqpdu7b69eunlJQUIy4BAAAAABQ6BOzHYOXKlerUqZO2bNmiVq1aacSIETp06FCu9s3MzFS/fv105coVrVmzRhEREYqOjs7RJi4uTpMnT1bfvn21adMm1a5dW++///5dfa1Zs0adOnXS1q1b1aNHD82bN09fffWVJGnVqlWKjo7WmDFjtGPHDi1evFinTp3SjBkzHv0CAAAAAEAhRMB+DEJDQxUSEqIqVapo+PDh8vf3V0xMTK72/eqrr/TTTz9p1qxZeu655xQQEKDp06fnaLN69Wq1adNGPXv2VJUqVfTKK6+oefPm96yjU6dO8vDw0KBBg+Tq6moJ+pUqVdLMmTPVvHlzubu7q379+mrdurWSkpIe+fwBAAAAoDAqau0CCqLAwMAcy35+ftq/f3+u9k1KSlKpUqVUqVIly7oaNWrIyckpR5u2bdvm2C8gIEBHjx7Nsc7T0zPHcsmSJXXr1i1JUlBQkH744QdFRETo5MmTOnnypI4fP66nnnoqV3UCAAAAAHLiDvZjUKRIzsualZUlR0fH+7bPzMy0/G5nZ6fs7Oy72hQtmvNvIf/bxsHB4a597O3t71pnNpslSVFRUerTp4+uXLmi+vXrKzw8XGFhYfetEQAAAADw5wjYj0FiYmKO5fj4eFWrVk3S7SB848aNHNtPnz5t+b1GjRq6du2afvrpJ8u6U6dO6fr16znaxMfH5+gjISHhoWpcunSpXnvtNU2aNEndu3eXv7+/Tp06ZQngAAAAAICHQ8B+DGJiYrRx40YlJydr2rRpSkpKUv/+/SVJ/v7+Sk1NVXR0tM6ePat169Zp7969ln3r1q0rPz8/vfHGG/r++++VkJCgN954I8dd8VdeeUWffvqpli9frlOnTmn16tXasWPHQ9VYvnx5ffnllzp+/LiSk5M1f/587dy5U+np6cZcBAAAAAAoZAjYj8GgQYO0evVqdejQQQcPHlRUVJSqVKkiSapXr56GDBmiFStWqG3btvryyy81dOhQy75FihTRsmXL9MwzzygsLEwDBgxQ27Zt5ebmZmnTrFkzzZ07Vx9//LHat2+vnTt3PvT07lmzZunmzZvq0qWLevXqpaSkJIWHh+vy5cs6f/68MRcCAAAAAAoROzNzgmGQO9PUL9pVVGpa5gNa48+Udimqlj5l/tK+aWlpOnLkiGrUqCEXFxeDK0NuMQ62g7GwDYyDbWAcbAdjYRsYB9thy2NxJ+f4+vo+sC13sAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADFLV2ASh4XJ3trV1Cvsc1BAAAAPIfAjYMV9erpLVLKBDMZrPs7OysXQYAAACAXGKKOAyVnp4uk8lk7TIKBMI1AAAAkL8QsGE4Pq0OAAAAoDAiYAMAAAAAYAACNgAAAAAABiBgw3A8OwwAAACgMCJgw1COjo5ydna2dhkFGs+4AwAAALaJz3TBcAdO/K5rpixrl1EguTrb8xk0AAAAwEYRsGG4a6YspaZlWrsMAAAAAMhTTBEHAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAN4e3trw4YNj9TH+fPn9cknn1iWr1y5og8//PBRS9OePXsUFBQkX19frVq1SkFBQYqMjHzkfgEAAAAAORGwbcTo0aP1xRdfWJZnzZqlzZs3P3K/CxYsUJUqVbRt2zZ17tz5kfsDAAAAANwbAdtGGfWt46tXr8rPz08VK1ZUiRIlDOkTAAAAAHA3ArZBkpOTFRISIh8fHwUHB2vbtm2WbZGRkQoKCsrR/o/revfurYMHD2rjxo0KCgrSmDFjtHHjRh08eFDe3t6Sbgfud999Vy1atJCfn586duyY4w73gQMHVLNmTUVFRalu3brq3LmzvL29de7cOS1evNjSzx0ZGRmqX7++Fi1alGP9unXr1KhRI2Vm8pktAAAAAHgYfAfbICtXrtS4ceM0ffp0bdq0SSNGjJCHh4d8fHweuG9kZKQGDhyop59+WhMnTpSDg4Nu3rypCxcuWJ6Xnj9/vuLi4jRx4kQ988wz+vrrrzVp0iRdu3ZNPXv2lCRlZWVpz549Wr9+vUwmk8qWLasXX3xRbdq0UVhYWI5jOjg4qEOHDtq8ebMGDx5sWR8bG6sOHTqoaFH+pwEAAAAAD4M72AYJDQ1VSEiIqlSpouHDh8vf318xMTG52rd06dJycHCQk5OT3Nzc5OrqKicnJzk4OKhcuXJKS0tTTEyM3nzzTTVr1kyVKlVSly5d1LdvX0VHR+foKywsTJ6enqpRo4bKlSsne3t7ubi4qFy5cncdt0uXLjp9+rS+++47SdLJkyf13Xff8aw2AAAAAPwF3KY0SGBgYI5lPz8/7d+/35C+jx8/rlu3bulf//qXihT5799EMjMzlZ6erps3b1rWeXp65rrfZ599Vr6+voqNjVVAQIBiY2NVq1YtVa1a1ZC6AQAAAKAwIWAb5I/BV7o9XdvR0fG+7R/mGec7LzxbsGCBnnnmmbu2//E4xYoVy3W/0u272PPnz9e4ceO0ZcsW9evX76H2BwAAAADcxhRxgyQmJuZYjo+PV7Vq1STdft75xo0bObafPn36T/uzs7Oz/P7MM8+oaNGiOn/+vCpXrmz52bNnj6Kjo+8K9w+jXbt2unXrlt577z39+uuvateu3V/uCwAAAAAKMwK2QWJiYrRx40YlJydr2rRpSkpKUv/+/SVJ/v7+Sk1NVXR0tM6ePat169Zp7969OfYvXry4zp07pwsXLkiSXFxc9Msvv+jMmTNydXVVSEiIIiIitGnTJp05c0YfffSRZs+erSeffPKR6nZ1ddXzzz+vJUuWqEWLFipZsuQj9QcAAAAAhRUB2yCDBg3S6tWr1aFDBx08eFBRUVGqUqWKJKlevXoaMmSIVqxYobZt2+rLL7/U0KFDc+wfEhKipKQkdejQQVlZWerUqZNMJpPatWunixcvauzYserTp48iIiIUHBysZcuWaejQoXrttdceufbOnTvr5s2bvNwMAAAAAB4Bz2Ab4NixY5JkuWN9L4MHD87xOSxJ6tu3r+X3Zs2a6cCBA5ZlX1/fu+5y36uPO+rWrWup44927979p8uSdOHCBVWoUEENGza8b/0AAAAAgD9HwC7EEhMTlZycrIULF6pXr16P9Cw3AAAAABR2JKpC7Pvvv9f48ePl5+enf/7zn9YuBwAAAADyNe5gF2I9e/ZUz549rV0GAAAAABQI3MEGAAAAAMAA3MGG4Vyd7a1dQoHFtQUAAABsFwEbhqvrxbe0Hyez2Sw7OztrlwEAAADgfzBFHIZKT0+XyWSydhkFGuEaAAAAsE0EbBjObDZbuwQAAAAAyHMEbAAAAAAADEDABgAAAADAAARsGI5nhAEAAAAURgRsGMrR0VHOzs7WLuOR8Aw5AAAAgL+Cz3TBcAdO/K5rpixrl/GXuDrb85kxAAAAAH8JARuGu2bKUmpaprXLAAAAAIA8xRRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAATsx+DGjRuaMmWKGjVqpICAAPXq1UuHDh2SJH344Ydq3769atWqJX9/f4WGhiohIcGyb1BQkKKiovTKK6/Iz89PQUFB+uyzz/TZZ5+pVatW8vf318svv6zLly9b9jlx4oT69++vgIAANWrUSP/617906dIly/bevXtrwoQJ6tq1q/72t79p8+bNSk9P18yZMxUUFCQfHx/9/e9/17Bhw/Tbb7/l3YUCAAAAgAKEgP0YDB8+XHv37tX06dMVGxsrDw8PhYWF6dNPP9XkyZPVr18/bdu2TTExMbp165bGjx+fY/8lS5aoTZs22rJli6pXr6433nhDS5cu1ezZs7V06VIlJCTo3XfflSRdvHhRoaGhqly5sj766CMtXbpU169fV/fu3ZWWlmbp88MPP1SfPn20du1aNW7cWLNmzdLOnTs1Y8YM7dixQzNmzND+/fv1zjvv5Om1AgAAAICCoqi1CyhokpOTtXfvXkVHR6tRo0aSpEmTJqlkyZIqVaqUpk6dqg4dOkiS3N3d9eKLL2ry5Mk5+mjWrJk6deokSerWrZt27dqlESNGqFatWpKkBg0a6KeffpIkffDBB3r66adzhPQFCxaoXr162r59uzp37ixJqlGjhtq3b29p4+vrq9atW+tvf/ubpZYGDRooKSnpMVwVAAAAACj4CNgGuxNQ/f39LeuKFSumsWPHSro9nXvx4sVKTk7W6dOndezYMWVnZ+foo3LlypbfnZ2dJUmVKlWyrHNycrJMET98+LB++uknBQQE5Ojj1q1bOnHixD37lKSOHTvq//7v/zRnzhydOnVKycnJOnnypCVwAwAAAAAeDgHbYEWL3v+SbtmyRWPGjFH79u1Vu3ZthYSEKCkp6a472Pfqw87O7p59Zmdnq169enrrrbfu2ubq6mr53cnJKce2iRMnaseOHerUqZOCgoL02muvKTo6WhcvXvzT8wMAAAAA3BsB22BeXl6SpISEBNWvX1+SlJmZqRdeeEFOTk568cUXFR4ebmm/a9cuSZLZbL5viP4z1apV09atW1W+fHk5OjpKklJTUzV69Gi99NJLqlev3l37XLlyRevXr9f8+fPVpk0by/rk5GS5uLg8dA0AAAAAAF5yZrgqVarohRdeUHh4uPbv36+TJ09qwoQJunXrlipWrKj4+HglJiYqJSVFMTExWrNmjSQpPT39Lx0vNDRU165d06hRo3T06FEdPXpUI0aMUEJCgp599tl77lOiRAm5urpq165dlmnqEyZMUGJi4l+uAwAAAAAKOwL2YzBt2jTVqVNHw4YNU+fOnfXzzz8rOjpaEyZMUNmyZdWrVy917dpV//nPfzRr1ixJyvGprofh4eGhNWvW6MaNG+rRo4d69eolBwcHrVq1Sm5ubvfcx8HBQREREUpKSlL79u3Vr18/mUwmjRw5UsePH5fJZPrL5w4AAAAAhZWd2Ww2W7sIFAx3/khw0a6iUtMyrVzNX1Papaha+pSxdhmPJC0tTUeOHFGNGjWY8m9FjIPtYCxsA+NgGxgH28FY2AbGwXbY8ljcyTm+vr4PbMsdbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAAfAcbhnN1trd2CX9Zfq4dAAAAgHURsGG4ul4lrV3CIzGbzbKzs7N2GQAAAADyGaaIw1Dp6en5/jvahGsAAAAAfwUBG4bj0+oAAAAACiMCNgAAAAAABiBgAwAAAABgAAI2DMczzAAAAAAKIwI2DOXo6ChnZ2drl/FAPCcOAAAAwGh8pguGO3Did10zZVm7jPtydbbP958SAwAAAGB7CNgw3DVTllLTMq1dBgAAAADkKaaIAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACNgAAAAAABiBgPyY3btzQlClT1KhRIwUEBKhXr146dOiQJOnDDz9U+/btVatWLfn7+ys0NFQJCQmWfYOCghQdHa0hQ4YoICBAdevW1dtvv63MzNufvtqwYYOef/55yz99fHzUuXNnffvtt5Y+bt68qQULFqhFixby9fVVx44dtWPHDsv23PQBAAAAAMg9AvZjMnz4cO3du1fTp09XbGysPDw8FBYWpk8//VSTJ09Wv379tG3bNsXExOjWrVsaP358jv0jIiJUp04dbd68WW+88YbWrFmjuLg4y/aff/5Z69at0+zZs7Vx40Y5OztrzJgxMpvNkqSRI0cqNjZWEyZM0ObNm9WyZUsNGzZMn332Wa77AAAAAADkHgH7MUhOTtbevXv11ltvqXHjxqpcubImTZqkf/zjHypVqpSmTp2qjh07yt3dXf7+/nrxxReVlJSUo49GjRqpT58+8vDwUJcuXVS9enXFx8dbtmdkZCg8PFz+/v6qVq2aXnrpJaWkpOjSpUs6ceKEdu3apbfeekvNmjVTlSpVNGTIELVo0UJLly7NVR8AAAAAgIdT1NoFFER3wrK/v79lXbFixTR27FhJ0okTJ7R48WIlJyfr9OnTOnbsmLKzs3P04eXllWPZ1dVVGRkZ923j6uoq6XZoPnbsmCQpMDAwR/s6depo3rx5ueoDAAAAAPBwuIP9GBQtev+/W2zZskUdOnTQmTNnVLt2bY0ePVpjxoy5q52jo+Nd6/536nZu2vzvtv+t7WH7AAAAAADcG3ewH4M7d4UTEhJUv359SVJmZqZeeOEFOTk56cUXX1R4eLil/a5duyTdDrZ2dnaPfHxvb29J0rfffqvmzZtb1n/zzTeqWrXqI/cPAAAAALgbAfsxqFKlil544QWFh4dr0qRJeuqppxQVFaVbt26patWqio+PV2JiolxdXbV7926tWbNGkpSenq5ixYo98vG9vLzUvHlzhYeHy87OTpUrV9Ynn3yiXbt2acGCBY/cPwAAAADgbkwRf0ymTZumOnXqaNiwYercubN+/vlnRUdHa8KECSpbtqx69eqlrl276j//+Y9mzZolSTk+1fWo5s2bp5YtW2rcuHHq0KGD/vOf/ygyMlKtW7c27BgAAAAAgP+yM/PALQxy5w8EF+0qKjUt08rV3F9pl6Jq6VPG2mU8NmlpaTpy5Ihq1KghFxcXa5dTaDEOtoOxsA2Mg21gHGwHY2EbGAfbYctjcSfn+Pr6PrAtd7ABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAA/CZLhjO1dne2iX8KVuvDwAAAED+RMCG4ep6lbR2CQ9kNptlZ2dn7TIAAAAAFCBMEYeh0tPTZTKZrF3GAxGuAQAAABiNgA3D8Wl1AAAAAIURARsAAAAAAAMQsGE4pl9bl52dnZydnRkHAAAAII/xkjMYytHRUc7OztYuo1BzdnZWzZo1H1v/vCAOAAAAuDcCNgx34MTvumbKsnYZeAxcne3zxVviAQAAAGsgYMNw10xZSk3LtHYZAAAAAJCneAYbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABu4CIjIxUUFDQfbefPXtW3t7eOnDgQB5WBQAAAACFBwG7gAgLC9NHH31k7TIAAAAAoNDiM10FRPHixVW8eHFrlwEAAAAAhRZ3sP+iGzduaMqUKWrUqJECAgLUq1cvHTp0SJL04Ycfqn379qpVq5b8/f0VGhqqhIQEy75BQUGaOXOm2rRpo7p16+rgwYO5Omb0/2PvzuOqqvb/j78RRSDBufIaKqECKpNoSKIlDjnmlJmKXiMtNWfNKxUlYaJSTqSpiVNaZnVSK68NWhndtMwJByARZzP16hUEOSLn90c/z1dCFHTLQXk9H48el7P32mt/9l73n7d77bXj49WmTRs1atRIoaGhmjt3riwWi6T8U8RTUlI0YMAA+fv7q23btvr555/z9ffpp5+qQ4cO8vX1VYcOHbRs2TLl5ubezm0BAAAAgFKLJ9i3aPTo0Tp06JBiYmJUq1YtzZ8/X+Hh4XrzzTf1xhtvaPLkyWrSpIlOnz6t6Ohovfrqq1q7dq31+BUrVmjBggVycXGRp6fnTc+3adMmLViwQDNnzpS7u7t27typCRMm6KGHHlLXrl3ztE1PT9fAgQMVEBCgjz/+WH/++aciIyPztPnoo480Y8YMvfbaa/L19dW+ffsUHR2tU6dOacKECcbcJAAAAAAoRQjYt+DgwYPavHmz4uPjFRISIkmaNGmSXF1dVbFiRb355pt68sknJUk1a9bUU089pTfeeCNPH4899pgeffTRQp/zyJEjcnBwUM2aNfWPf/xD//jHP3T//ffrH//4R762X375pbKysjR16lS5uLioXr16evnll/Xiiy9a28ybN09Dhw5Vp06dJElubm7KyMhQVFSURo0apfLlyxf5vgAAAABAaUbAvgUpKSmSJH9/f+u28uXLKyIiQpKUmpqquXPn6uDBgzp8+LCSk5PzTb2uXbt2kc755JNP6tNPP9UTTzyhunXr6tFHH9UTTzxx3YCdkpKiOnXqyMXFxbotICDA+vd///tf/fHHH5oxY4Zmz55t3Z6bm6vs7GwdO3ZMHh4eRaoPAAAAAEo7AvYtKFu24Nv2+eefa+LEierSpYsaN26sZ555RikpKfmeYDs6OhbpnFWqVNHatWu1Y8cO/fTTT0pISNDy5cs1YsQIDR8+PE9bOzu7fIH+2pqv7ouIiLjuU/QaNWoUqTYAAAAAAIuc3ZKrT3evXbgsJydHoaGhevfdd/XUU09p6tSp6tevn5o2baqjR49KknVBsluxbt06ffjhhwoMDNTIkSO1evVq9erVS+vXr8/X1svLS4cOHdJ///tf67arC7BJUtWqVVWlShUdPXpUtWvXtv63d+9ezZo165ZrBAAAAIDSjIB9C9zd3dWuXTtFRUVpy5YtSktLU2RkpLKzs/XQQw9p+/bt2rt3r44cOaKlS5dqxYoVkiSz2XzL58zOzta0adO0Zs0aHTt2TNu2bdOvv/6aZ+r3VZ06dVLVqlU1btw4JSUl6ZdfftGbb75p3W9nZ6fBgwfr/fff14oVK3TkyBF98803mjRpkhwdHeXg4HDLdQIAAABAacUU8Vs0ZcoUTZ8+XaNGjZLZbJafn5/i4+N133336bXXXlNYWJgcHBzk5eWl6dOna8yYMUpMTFSTJk1u6Xy9evXS+fPnNW/ePJ08eVIVK1bUE088ofHjx+dr6+zsrGXLlik6Olp9+vRRxYoVNXLkSOs74pIUHh6u8uXL6/3339fUqVNVrVo1Pf300xo5cuQt3xMAAAAAKM3sLLczbxm4xtUp86fsHtL5zBwbV4M7oZJzWbVpVNnWZdwVMjMztX//fnl7e8vZ2dnW5ZRqjEXJwDiUDIxDycFYlAyMQ8lRksfias7x8fG5aVumiAMAAAAAYACmiJcATZo00ZUrVwrcX7VqVX377bfFWBEAAAAAoKgI2CWAyWS64Qrj9vb2xVgNAAAAAOBWELBLgFq1atm6BAAAAADAbSJgw3AuTjxxv1cxtgAAAEDBCNgwXJCHq61LwB1ksVhkZ2dn6zIAAACAEodVxGEos9msrKwsW5dRqmVlZWnfvn13bBwI1wAAAMD1EbBhOD6tblsWi0VZWVmMAwAAAFDMCNgAAAAAABiAgA3DMYUYAAAAQGlEwIahHBwc5OTkZOsyiozp1AAAAABuF6uIw3BbUy8oPeuKrcsoNBcne1Y+BwAAAHDbCNgwXHrWFZ3PzLF1GQAAAABQrJgiDgAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgH2LQkNDFRcXJ0mKi4tTaGiodZ+np6dMJlOx1vPDDz8oNDRUPj4+Wr58ebGeGwAAAADAKuK37JNPPlH58uWvuy8hIUEuLi7FWs+sWbPk7u6u5cuXq1KlSsV6bgAAAAAAAfuWValSpcB91atXL8ZK/vK///1PrVq10kMPPVTs5wYAAAAAlPIp4hcvXlR0dLRCQkIUEBCgsLAw7dmzR5K0fft29evXT76+vnr88ccVFRWljIwM67HXThH/u2uniE+cOFETJ07UtGnTFBwcLD8/P73wwgs6deqUtf2RI0c0ePBgBQQEqEWLFlqyZInatm1b6Gnmnp6eOn78uObOnStPT09J0okTJzRmzBgFBwerYcOGatmypWJjY5WbmytJMplM1nO0bdtWjRo1Uo8ePfTbb78V/UYCAAAAAEp3wB49erQ2b96smJgYrVmzRm5ubgoPD9cvv/yiZ599Vi1atNC6dev01ltvae/evQoPD5fFYinyeb744gudP39eK1as0Hvvvae9e/dq1qxZkqSsrCwNHDhQubm5+vDDDzVz5kyZTCYdPXq00P0nJCTowQcfVHh4uBISEiRJQ4cOVXp6upYsWaINGzYoPDxcixYt0qZNm6zHnTx5UqtWrVJsbKw+++wzOTk5aeLEibd0jQAAAABQ2pXaKeIHDx7U5s2bFR8fr5CQEEnSpEmT5OrqqlWrVql58+YaMmSIJKlOnTp6++231aZNG/3yyy8KCgoq0rlcXFz0xhtvqFy5cvLw8FDHjh31ww8/SJLWr1+v//73vzKZTNZ3p2NjY9W1a9dC91+9enXZ29vL2dlZ1atX16VLl9S1a1d16NBBNWrUkCQNHDhQ7733npKTk9WmTRtJ0uXLlxUVFSVvb29J0rPPPqsXX3xRp0+f1v3331+kawQAAACA0q7UBuyUlBRJkr+/v3Vb+fLlFRERoU6dOunw4cMKCAjId1xqamqRA3atWrVUrlw5628XFxddvnxZkrRv3z65u7vnWZjMy8vrthZJc3R0VFhYmDZs2KDdu3fr8OHDSk5O1pkzZ6xTxK/y8PDIU5cka20AAAAAgMIrtQG7bNmCLz03N1ddunSxPsG+1o0WNyuIg4NDgfvs7e3zhd7blZmZqbCwMF26dEnt27dX9+7d5evrq379+hWqNqaIAwAAAEDRldqAffXJbWJiooKDgyVJOTk5ateunY4fP64KFSqodu3a1vapqamKjY3V2LFjDf0El5eXl1avXq3z589bn2KnpqYqPT39lvtMSEjQ3r179dNPP6latWqSpPPnz+vs2bOEZwAAAAC4Q0rtImfu7u5q166doqKitGXLFqWlpSkyMlLZ2dlauXKl9u3bp6ioKKWmpmrHjh0aN26cDh06pDp16hhaR+fOnVW5cmWNHz9eSUlJ2rlzp1566SVJkp2d3S31+eCDD0qS1q1bp+PHj2vbtm0aNmyYLl++LLPZbFjtAAAAAID/U2oDtiRNmTJFTZs21ahRo9SjRw+dPHlS8fHxatKkiRYtWqT9+/ere/fuGjp0qNzd3bV06dIbTve+FQ4ODlq0aJEuX76sp59+WiNGjFDPnj0lKc9720Xh6+uriIgILV++XB06dFBERISaNm2qzp07KzEx0cjyAQAAAAD/n52FOcM2dezYMR06dMi6krkknTp1Si1bttTKlSvVpEkTG1ZXNFfD+ym7h3Q+M8fG1RReJeeyatOosq3LMExmZqb2798vb29vOTs727qcUotxKDkYi5KBcSgZGIeSg7EoGRiHkqMkj8XVnOPj43PTtqX6CXZJkJ2dreeff17x8fE6evSo9u3bp8jISNWpU0d+fn62Lg8AAAAAUEildpGzksLDw0MzZszQ/PnzNWfOHDk6Oio4OFhLlixRuXLl9OSTT+ro0aM37GPr1q2GT10HAAAAABQNAbsEaN++vdq3b3/dffPnz7/pd6lv9V1tAAAAAIBxCNgl3D/+8Q9bl1BkLk72ti6hSO62egEAAACUTARsGC7Iw9XWJRSZxWK55c+iAQAAAIDEImcwmNlsVlZWlq3LKDLCNQAAAIDbRcCG4fjyGwAAAIDSiIANAAAAAIABCNgAAAAAABiAgA3D8T4zAAAAgNKIgA1DOTg4yMnJydZl3HG8Zw4AAADg7/hMFwy3NfWC0rOu2LqMO8bFyf6u/BQZAAAAgDuLgA3DpWdd0fnMHFuXAQAAAADFiiniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgH0HhIaGKi4uTpJkMpnk6elZ6GOL2h4AAAAAUDIQsAEAAAAAMAABGwAAAAAAAxCwC3Dx4kVFR0crJCREAQEBCgsL0549eyRJ27dvV79+/eTr66vHH39cUVFRysjIKFS/oaGhmjdvnp577jn5+vqqbdu2+vjjj/O1M5lMatOmjXx8fNSjRw/t2rXLuu/SpUuaNWuWWrduLR8fH3Xt2lVfffVVnmPbtm1r/d9GjRqpR48e+u2336xtzGazYmNj1aJFCwUEBOjpp59WQkLCrd4uAAAAACj1CNgFGD16tDZv3qyYmBitWbNGbm5uCg8P1y+//KJnn31WLVq00Lp16/TWW29p7969Cg8Pl8ViKVTf8+bNU0BAgNasWaN+/frptdde0/r16/O0Wb16tWbMmKFPP/1UDg4OGj16tHXf2LFjtWbNGkVGRmrdunVq06aNRo0apW+//dba5uTJk1q1apViY2P12WefycnJSRMnTrTWGBERoZ9++klvvfWWPvvsM3Xo0EFDhgzR999/f9v3DgAAAABKo7K2LqAkOnjwoDZv3qz4+HiFhIRIkiZNmiRXV1etWrVKzZs315AhQyRJderU0dtvv602bdrol19+UVBQ0E37DwkJ0fDhwyVJDz/8sHbt2qVly5apY8eO1jZvvvmmPDw8JEnPPfechg8frrNnz+r8+fPauHGj5s+fr8cff1ySNGLECCUlJWn+/Plq06aNJOny5cuKioqSt7e3JOnZZ5/Viy++qNOnTysrK0tffPGF1qxZk2d/UlKS4uPjrf0CAAAAAAqPgH0dKSkpkiR/f3/rtvLlyysiIkKdOnXS4cOHFRAQkO+41NTUQgXsv7cJCAjI9+S4Tp061r9dXV0l/TU1PDk5WZIUGBiYp33Tpk01Y8aMPNuuBnRJcnFxkfRX8N63b58kqW/fvnnaX7582XouAAAAAEDRELCvo2zZgm9Lbm6uunTpYn2Cfa0qVarcUv+5ubkqUybvbH17e/t8x91oCrrFYsnXr4ODw3XbXe1n5cqVuu+++/Ls/3sdAAAAAIDCIU1dx9Unv4mJidZtOTk5Cg0N1cGDB3XgwAHVrl3b+l9OTo5iYmJ08uTJQvV/bb/SX4umNWjQoFDHXv1G9rULlknStm3bVLdu3UL1Ua9ePUnS6dOn81yHyWSSyWQqVB8AAAAAgLwI2Nfh7u6udu3aKSoqSlu2bFFaWpoiIyOVnZ2tlStXat++fYqKilJqaqp27NihcePG6dChQ3mmdd/Il19+qZUrV+rQoUNatGiRvvnmGw0aNKhQx3p4eKhVq1aKiorS999/r7S0NL3zzjvauHGjwsPDC9VHvXr11KpVK73++uvatGmTjh49qvfee08LFixQrVq1CtUHAAAAACAvpogXYMqUKZo+fbpGjRols9ksPz8/xcfHy8vLS4sWLdLs2bPVvXt3OTs7Kzg4WP/617+uOyX7erp3765vvvlGU6dOVZ06dTRr1iw99thjha5txowZmjFjhl555RVduHBB9evXV1xcnNq2bVvoPmbOnKmZM2fqtdde0//+9z/VqlVLb775prp3717oPgAAAAAA/8fOUthvS8EQoaGh6t69u0aMGGHrUgx3der7KbuHdD4zx8bV3DmVnMuqTaPKti6jQJmZmdq/f7+8vb3l7Oxs63JKLcah5GAsSgbGoWRgHEoOxqJkYBxKjpI8Fldzjo+Pz03bMkUcAAAAAAADELABAAAAADAA72AXs02bNtm6BAAAAADAHcATbAAAAAAADMATbBjOxcne1iXcUff69QEAAAC4NQRsGC7Iw9XWJdxxFotFdnZ2ti4DAAAAQAnCFHEYymw2Kysry9Zl3HGEawAAAAB/R8CG4fi0OgAAAIDSiIANAAAAAIABCNgAAAAAABiAgA3D8X4yAAAAgNKIgA1DOTg4yMnJydZlFCveOQcAAAAg8Zku3AFbUy8oPeuKrcsoFi5O9qXis2QAAAAAbo6ADcOlZ13R+cwcW5cBAAAAAMWKKeIAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICAfRcymUzy9PS0eR8AAAAAgP9DwC6lOnbsqISEBFuXAQAAAAD3DFYRL6UcHR3l6Oho6zIAAAAA4J7BE+wS7OLFi4qOjlZISIgCAgIUFhamPXv2WPebTCa1adNGPj4+6tGjh3bt2mXdd+LECY0ZM0bBwcFq2LChWrZsqdjYWOXm5lqPvXaKuKenp+bMmaNWrVopJCREhw4dKrbrBAAAAIB7AQG7BBs9erQ2b96smJgYrVmzRm5ubgoPD9eFCxckSatXr9aMGTP06aefysHBQaNHj7YeO3ToUKWnp2vJkiXasGGDwsPDtWjRIm3atKnA833wwQeaM2eO3nnnHdWpU+cOXx0AAAAA3FuYIl5CHTx4UJs3b1Z8fLxCQkIkSZMmTZKrq6ucnZ0lSW+++aY8PDwkSc8995yGDx+us2fP6r777lPXrl3VoUMH1ahRQ5I0cOBAvffee0pOTlabNm2ue86uXbvKx8enGK4OAAAAAO49BOwSKiUlRZLk7+9v3Va+fHlFRETIZDJJUp6nzK6urpKkS5cuqWrVqgoLC9OGDRu0e/duHT58WMnJyTpz5ox1ivj11K5d2/gLAQAAAIBSgoBdQpUte/Ohsbe3z7fNYrEoMzNTYWFhunTpktq3b6/u3bvL19dX/fr1u2F/LHoGAAAAALeOgF1CXZ36nZiYqODgYElSTk6O2rVrd9OgnJCQoL179+qnn35StWrVJEnnz5/X2bNnZbFY7mzhAAAAAFBKschZCeXu7q527dopKipKW7ZsUVpamiIjI5WdnX3TYx988EFJ0rp163T8+HFt27ZNw4YN0+XLl2U2m+906QAAAABQKvEEuwSbMmWKpk+frlGjRslsNsvPz0/x8fHat2/fDY/z9fVVRESEli5dqlmzZumBBx5Qx44dVaNGDSUmJhZT9QAAAABQuhCwSzAXFxdFR0crOjo6z3YvLy/16NEjz7agoCAlJydbfw8cOFADBw4ssO8ePXrk6ePaYwEAAAAARccUcQAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAALHIGw7k42du6hGJTmq4VAAAAwI0RsGG4IA9XW5dQrCwWi+zs7GxdBgAAAAAbY4o4DGU2m5WVlWXrMooV4RoAAACARMDGHWCxWGxdAgAAAAAUOwI2AAAAAAAGIGADAAAAAGAAAjYMxzvJtmVnZycnJyfGAQAAAChmrCIOQzk4OMjJycnWZZRqTk5OatCgQYH7WfUcAAAAuDMI2DDc1tQLSs+6YusycB0uTval7jNqAAAAQHEhYMNw6VlXdD4zx9ZlAAAAAECx4h1sAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwL4Bk8kkT09Pm5w7NDRUcXFxt9TelnUDAAAAQGlFwL4HdezYUQkJCbYuAwAAAABKFVYRvwc5OjrK0dHR1mUAAAAAQKnCE2xJFy9eVHR0tEJCQhQQEKCwsDDt2bPHut9kMqlNmzby8fFRjx49tGvXLuu+EydOaMyYMQoODlbDhg3VsmVLxcbGKjc313ps27Ztrf/bqFEj9ejRQ7/99pu1j/T0dP3rX/9SkyZN1KxZMy1ZsiRfjdu3b1e/fv3k6+urxx9/XFFRUcrIyLju9fx9inh6eroiIyPVrFkzBQYGasCAAUpMTLTuj4uLU1hYmMaMGaPGjRsrOjr61m8mAAAAAJRSBGxJo0eP1ubNmxUTE6M1a9bIzc1N4eHhunDhgiRp9erVmjFjhj799FM5ODho9OjR1mOHDh2q9PR0LVmyRBs2bFB4eLgWLVqkTZs2WducPHlSq1atUmxsrD777DM5OTlp4sSJslgs1vPv3r1b8+fP15IlS/T999/r+PHj1uOTkpL07LPPqkWLFlq3bp3eeust7d27V+Hh4dY+CmKxWDR48GAdPXpUCxYs0OrVq+Xv768+ffpo37591na//vqrqlWrprVr16p///5G3FYAAAAAKFVK/RTxgwcPavPmzYqPj1dISIgkadKkSXJ1dZWzs7Mk6c0335SHh4ck6bnnntPw4cN19uxZ3Xffferatas6dOigGjVqSJIGDhyo9957T8nJyWrTpo0k6fLly4qKipK3t7ck6dlnn9WLL76o06dPKyMjQwkJCVq6dKmaNGkiSXr77bfVqlUra43x8fFq3ry5hgwZIkmqU6eO3n77bbVp00a//PKLgoKCCry+LVu2aOfOndqyZYsqVaokSRo7dqy2b9+u5cuXa+rUqda2I0eOlIuLy23fUwAAAAAojUp9wE5JSZEk+fv7W7eVL19eERERMplMkv4KtFe5urpKki5duqSqVasqLCxMGzZs0O7du3X48GElJyfrzJkz1iniV10N6JKsIfby5cvW8/v4+Fj3V6tWTW5ubtbf+/bt0+HDhxUQEJCv/tTU1BsG7L1798piseQJ7JJkNpuVnZ1t/V21alXCNQAAAADchlIfsMuWvfktsLe3z7fNYrEoMzNTYWFhunTpktq3b6/u3bvL19dX/fr1y9fewcHhun3Y2dlJUr5Afm1dubm56tKli/UJ9rWqVKlyw9pzc3NVoUIF6z8WFFQTi6IBAAAAwO0p9e9gX32yfO2iXzk5OQoNDdW5c+dueGxCQoL27t2r5cuXa+TIkerYsaMqVKigs2fP3vTd6KuuThvfvn27dduFCxd05MgR6+969erpwIEDql27tvW/nJwcxcTE6OTJkzfsv379+srIyNDly5fzHP/ee+9p48aNhaoRAAAAAHBzpT5gu7u7q127doqKitKWLVuUlpamyMjIPNOnC/Lggw9KktatW6fjx49r27ZtGjZsmC5fviyz2Vyo89eqVUvt27fXG2+8of/85z9KSUnRhAkT8hwfHh6uffv2KSoqSqmpqdqxY4fGjRunQ4cO5Zm+fj0tWrSQt7e3xowZoy1btujw4cOKiYmRyWTKM20dAAAAAHB7Sv0UcUmaMmWKpk+frlGjRslsNsvPz0/x8fF5Vtm+Hl9fX0VERGjp0qWaNWuWHnjgAXXs2FE1atTI80T8ZqZNm6Zp06ZpzJgxys3NVe/evfXf//7Xut/f31+LFi3S7Nmz1b17dzk7Oys4OFj/+te/rjv1/Fr29vZavHixYmNjNXr0aGVlZcnDw0PvvPOOgoODC10jAAAAAODG7CyFncsM3MTVf1Q4ZfeQzmfm2LgaXE8l57Jq06iyrcsoFTIzM7V//355e3tbv0gA22AsSgbGoWRgHEoOxqJkYBxKjpI8FldzzrULUxek1E8RBwAAAADACARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAzAKuIwnIuTva1LQAEYGwAAAODOIWDDcEEerrYuATdgsVhkZ2dn6zIAAACAew5TxGEos9msrKwsW5dRqmVlZWnfvn0FjgPhGgAAALgzCNgwHJ9Wty2LxaKsrCzGAQAAAChmBGwAAAAAAAxAwAYAAAAAwAAEbBiOd3wBAAAAlEYEbBjKwcFBTk5Oti6jyHhfGQAAAMDt4jNdMNzW1AtKz7pi6zIKzcXJnk+LAQAAALhtBGwYLj3ris5n5ti6DAAAAAAoVkwRBwAAAADAAARsAAAAAAAMQMAGAAAAAMAABOwSqn///po4ceJd0y8AAAAAlHYEbAAAAAAADEDABgAAAADAAHd9wL548aKio6MVEhKigIAAhYWFac+ePZKkHTt2aMCAAQoMDFRQUJAiIiJ07tw567GhoaGKi4vL09/ftyUkJKh79+7y8fFR586d9emnn8rT01PHjh2TJJ04cUJjxoxRcHCwGjZsqJYtWyo2Nla5ubmSJJPJpLZt22ry5MkKDAzUsGHDinRt48aNk5+fn0JCQjRnzhxrv5KUmpqqIUOGKCgoSIGBgRo5cqSOHz9u3W82mzVlyhQFBwcrMDAwT12S1K1bN0VEROQ5548//igfHx+dP3++0HUCAAAAAO6BgD169Ght3rxZMTExWrNmjdzc3BQeHq5du3apf//+qlevnlavXq3Zs2dr165deu6553TlypVC9b1//3698MILCg4O1tq1azV06FBNmzYtT5uhQ4cqPT1dS5Ys0YYNGxQeHq5FixZp06ZN1jZHjhzRn3/+qTVr1mjMmDGFvravv/5alStXlslk0oQJE7RkyRItX75cknT8+HH17t1bDg4OWrZsmRYvXqzTp08rLCxMGRkZkqTJkydr/fr1mjp1qlatWqU//vhD27Zts/bfo0cPffXVV7p06ZJ125o1axQaGqpKlSoVuk4AAAAAwF0esA8ePKjNmzfr9ddfV4sWLVS7dm1NmjRJ3bt316JFi+Tp6anIyEh5eHioWbNmmjFjhvbu3auEhIRC9b906VI1atRIEyZM0MMPP6xOnTpp+PDh1v2XLl1S165dFR0dLS8vL7m5uWngwIGqVq2akpOT8/Q1bNgwubm5qV69eoW+vgYNGujVV1+Vh4eHnnzySQ0YMECLFy+WJH3wwQdydnbWW2+9JS8vL/n5+WnOnDk6e/as1q5dq4yMDJlMJo0aNUqPPfaY6tWrpylTpqhatWrW/rt06SKz2axvv/1WkpSRkaFvv/1WPXr0KHSNAAAAAIC/3NUBOyUlRZLk7+9v3Va+fHlFREQoNTVVjRs3ztPey8tLLi4u+cJvQfbt25enb0lq2rSp9W9HR0eFhYXp119/1eTJkzV48GC1bNlSZ86cyTMVW5Lq1KlT+Av7/wIDA/P89vX11alTp3ThwgWlpKSoUaNGcnBwsO6vXr263N3dlZKSorS0NF2+fFk+Pj7W/eXLl1eDBg2svytXrqzWrVtrzZo1kqR///vfcnFxUUhISJFrBQAAAIDS7q4O2GXLli1wn8ViKXB7uXLlCjwuJyfH+re9vX2+oHytzMxMPfPMM5o/f75cXV3VvXt3ffDBB3rwwQfztXV0dCywn4KUKZN3eHJzc2VnZ6dy5coVeH25ubkqV66c7OzsJOW/D3+/Zz179tR//vMfnT17VuvWrVPXrl1lb29f5FoBAAAAoLS7qwO2h4eHJCkxMdG6LScnR6GhoTp06JB+++23PO2TkpKUkZFhPa5cuXLW95Wlv6ZInz171vrby8tLu3fvztPHjh07rH8nJCRo7969Wr58uUaOHKmOHTuqQoUKOnv2bIEBuCj27t2b5/dvv/2mhx56SE5OTvL09FRiYqLMZrN1/5kzZ3T48GF5eHjI3d1d5cuX1/bt2637c3JylJSUlKfPkJAQVa9eXatXr9a2bduYHg4AAAAAt+iuDtju7u5q166doqKitGXLFqWlpSkyMlLZ2dlatWqVkpOTFR0drdTUVG3dulXjx49XgwYNFBwcLOmvqeXr16/X9u3bdeDAAb388st5nt6Gh4crMTFRb731ltLS0vTNN99ozpw5kiQ7Ozvrk+p169bp+PHj2rZtm4YNG6bLly/nCb63avv27YqNjVVqaqo+/vhjffDBB9ZVyPv06aOLFy/qpZdeUlJSknbv3q1Ro0apcuXK6tSpk+677z6FhYVpzpw5+vrrr5WamqrXX39dp06dynOOMmXKqFu3bpo/f758fHys//gAAAAAACiagudY3yWmTJmi6dOna9SoUTKbzfLz81N8fLy8vLy0aNEizZo1S926dVOFChXUpk0bjRs3zjpFfOzYsTp//ryeffZZubi4KDw8XBcuXLD2Xb9+fb3zzjuaMWOGli5dKnd3d4WFhSkuLk7lypWTr6+vIiIitHTpUs2aNUsPPPCAOnbsqBo1auR5qn6revXqpUOHDql79+6qUqWKxo0bZ33C/NBDD2nFihWKjY21ribevHlzxcbGytXVVZI0btw4lS9fXm+88YYuXryoDh06KDQ0NN95evToofnz5/P0GgAAAABug53FiLnM96jdu3erbNmyeRYG+/zzz/Xyyy9rx44dN3wH/G6ydetWvfDCC/rxxx/l4uJyy/1c/UeFU3YP6Xxmzk1alxyVnMuqTaPKti7DMJmZmdq/f7+8vb3l7Oxs63JKLcah5GAsSgbGoWRgHEoOxqJkYBxKjpI8FldzzrULSBfkrp4ifqft379fAwYM0MaNG3XixAn9/PPPiouLU6dOne6JcJ2amqp///vfmjJlirp3735b4RoAAAAASru7PyXeQU8//bROnz6tKVOm6NSpU6patao6deqkkSNH3nKf7733nubNm3fDNi+//LJ69ep1y+corMOHDysiIkJ+fn4aM2bMHT8fAAAAANzLCNg3YGdnp+HDh2v48OGG9fn000+rXbt2N2xTtWpVw853I6Ghodq5c2exnAsAAAAA7nUE7GJWsWJFVaxY0dZlAAAAAAAMRsCG4Vyc7G/eqAS52+oFAAAAUDIRsGG4IA9XW5dQZBaLRXZ2drYuAwAAAMBdjFXEYSiz2aysrCxbl1FkhGsAAAAAt4uADcPxaXUAAAAApREBGwAAAAAAAxCwAQAAAAAwAAEbhuN9ZgAAAAClEQEbhnJwcJCTk5OtyygReBcdAAAAKF34TBcMtzX1gtKzrti6DJtycbK/Kz9XBgAAAODWEbBhuPSsKzqfmWPrMgAAAACgWDFFHAAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELDvEufPn9fAgQPl4+Ojp556ytblAAAAAAD+hkXO7hLr1q3Ttm3b9MEHH+iBBx6wdTkAAAAAgL8hYN8lLly4oOrVq8vX19fWpQAAAAAAruOemyJ+8eJFRUdHKyQkRAEBAQoLC9OePXskSTt27NCAAQMUGBiooKAgRURE6Ny5c9ZjQ0NDFRcXl6e/v29LSEhQ9+7d5ePjo86dO+vTTz+Vp6enjh07Jkk6ceKExowZo+DgYDVs2FAtW7ZUbGyscnNzJUkmk0lt27bV5MmTFRgYqGHDht30miZOnKi4uDidOHFCnp6eMplMys3N1YIFC/TEE0+oUaNGaty4sQYNGqQjR44U6l5I0vbt29WvXz/5+vrq8ccfV1RUlDIyMm7hrgMAAAAA7rmAPXr0aG3evFkxMTFas2aN3NzcFB4erl27dql///6qV6+eVq9erdmzZ2vXrl167rnndOXKlUL1vX//fr3wwgsKDg7W2rVrNXToUE2bNi1Pm6FDhyo9PV1LlizRhg0bFB4erkWLFmnTpk3WNkeOHNGff/6pNWvWaMyYMTc97yuvvKLw8HA9+OCDSkhIUMeOHbV8+XLFx8dr4sSJ+uqrrzR37lwdOnRIU6dOvem9+N///qekpCQ9++yzatGihdatW6e33npLe/fuVXh4uCwWSyHvNgAAAADgqntqivjBgwe1efNmxcfHKyQkRJI0adIkubq6atGiRfL09FRkZKQkycPDQzNmzFDXrl2VkJCgxx577Kb9L126VI0aNdKECRMkSQ8//LDOnj2rN998U5J06dIlde3aVR06dFCNGjUkSQMHDtR7772n5ORktWnTxtrXsGHD5ObmVqjrcnFxkbOzs+zt7VW9enVJUq1atTRt2jS1atVKklSzZk21b99eGzZsuOm9OHfunOLj49W8eXMNGTJEklSnTh29/fbbatOmjX755RcFBQUVqjYAAAAAwF/uqYCdkpIiSfL397duK1++vCIiItSxY0c1b948T3svLy+5uLgoOTm5UAF73759evTRR/Nsa9q0qfVvR0dHhYWFacOGDdq9e7cOHz6s5ORknTlzxjpF/Ko6deoU8eryCg0N1a5duzR79mylpaUpLS1NBw4csC6AdqN7cfVaDh8+rICAgHx9p6amErABAAAAoIjuqYBdtmzBl1PQtGeLxaJy5coVeFxOTo71b3t7+3xB+VqZmZkKCwvTpUuX1L59e3Xv3l2+vr7q169fvraOjo4F9lMYCxcu1Ny5c9W9e3cFBwdr4MCB2rhxo7788ktJN74XkpSbm6suXbpYn2Bfq0qVKrdVGwAAAACURvdUwPbw8JAkJSYmKjg4WNJfAbldu3Y6efKknJyc8rRPSkpSRkaG9bhy5crlWeQrIyNDZ8+etf728vLS7t278/SxY8cO698JCQnau3evfvrpJ1WrVk3SX9+vPnv2rOHvNc+fP18vvviinn/+eeu2+Ph463ludC8mTJigevXq6cCBA6pdu7b1+NTUVMXGxmrs2LFycXExtF4AAAAAuNfdU4ucubu7q127doqKitKWLVuUlpamyMhIZWdna9WqVUpOTlZ0dLRSU1O1detWjR8/Xg0aNLAGUH9/f61fv17bt2/XgQMH9PLLL8ve3t7af3h4uBITE/XWW28pLS1N33zzjebMmSNJsrOz04MPPijpr29WHz9+XNu2bdOwYcN0+fJlmc1mQ6+1Ro0a+umnn3TgwAEdPHhQM2fO1Ndff209z43uxSOPPKLw8HDt27dPUVFRSk1N1Y4dOzRu3DgdOnTotqevAwAAAEBpdE8FbEmaMmWKmjZtqlGjRqlHjx46efKk4uPj5efnp0WLFmnPnj3q1q2bRo8erYCAAC1ZssQ6RXzs2LFq0KCBnn32WQ0cOFD+/v5q3Lixte/69evrnXfe0ffff68uXbpozpw5CgsLk/TX029fX19FRERo+fLl6tChgyIiItS0aVN17txZiYmJhl7n9OnTdenSJfXs2VNhYWFKSUlRVFSUzp49qxMnTtzwXlSpUkX+/v5atGiR9u/fr+7du2vo0KFyd3fX0qVL5eDgYGitAAAAAFAa2Fn4JlOh7d69W2XLllWDBg2s2z7//HO9/PLL2rFjx03fe77XXf1HhFN2D+l8Zs5NWt/bKjmXVZtGlW1y7szMTO3fv1/e3t5ydna2SQ1gHEoSxqJkYBxKBsah5GAsSgbGoeQoyWNxNef4+PjctO099wT7Ttq/f78GDBigjRs36sSJE/r5558VFxenTp06lfpwDQAAAAClHamwCJ5++mmdPn1aU6ZM0alTp1S1alV16tRJI0eOvOU+33vvPc2bN++GbV5++WX16tXrls8BAAAAALjzCNhFYGdnp+HDh2v48OGG9fn000+rXbt2N2xTtWpVw84HAAAAALgzCNg2VrFiRVWsWNHWZQAAAAAAbhMBG4ZzcbK/eaN7HPcAAAAAKH0I2DBckIerrUsoESwWi+zs7GxdBgAAAIBiwiriMJTZbFZWVpatyygRCNcAAABA6ULAhuH4tDoAAACA0oiADQAAAACAAQjYAAAAAAAYgIANw/HuMQAAAIDSiIANQzk4OMjJycnWZZRIvJsOAAAA3Nv4TBcMtzX1gtKzrti6jBLFxcmez5cBAAAA9zgCNgyXnnVF5zNzbF0GAAAAABQrpogDAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACdinVv39/TZw40dZlAAAAAMA9g4ANAAAAAIABCNgAAAAAABiAgH2XuHjxoqKjoxUSEqKAgACFhYVpz549MplMatu2rSZPnqzAwEANGzZMkvTtt9+qV69e8vf3l4+Pj3r06KEff/wxX5/jxo2Tn5+fQkJCNGfOHOXm5tri8gAAAADgrkfAvkuMHj1amzdvVkxMjNasWSM3NzeFh4frwoULOnLkiP7880+tWbNGY8aM0Z49ezRixAh16tRJn3/+uVavXq0qVapowoQJMpvN1j6//vprVa5cWSaTSRMmTNCSJUu0fPlyG14lAAAAANy9ytq6ANzcwYMHtXnzZsXHxyskJESSNGnSJLm6usrZ2VmSNGzYMLm5uUmS9u/fr8jISPXt29fax4ABAzR48GCdPXtWNWrUkCQ1aNBAr776qiTJw8NDqampWrx4sQYOHFiMVwcAAAAA9wYC9l0gJSVFkuTv72/dVr58eUVERMhkMkmS6tSpY93n7e2tihUrauHChTp48KAOHz6spKQkSdKVK1es7QIDA/Ocx9fXV/Pnz9eFCxfk6up6h64GAAAAAO5NTBG/C5Qte/N/B3F0dLT+/csvv+iJJ55QYmKivLy8NHz4cMXGxuY7pkyZvMOfm5srOzs7lStX7vaLBgAAAIBShoB9F/Dw8JAkJSYmWrfl5OQoNDRU586dy9d+8eLFCgoKUlxcnAYOHKjmzZvr5MmTkiSLxWJtt3fv3jzH/fbbb3rooYfk5OR0Jy4DAAAAAO5pBOy7gLu7u9q1a6eoqCht2bJFaWlpioyMVHZ29nXb16hRQ8nJydq2bZuOHTumTz/9VLNnz5akPIucbd++XbGxsUpNTdXHH3+sDz74wLoKOQAAAACgaHgH+y4xZcoUTZ8+XaNGjZLZbJafn5/i4+O1b9++fG1HjhypM2fOaMiQIZKkunXrasqUKXrppZeUmJhofSLeq1cvHTp0SN27d1eVKlU0btw49ejRo1ivCwAAAADuFQTsu4SLi4uio6MVHR2dZ7uXl1e+UFy5cmXFxcXl66Ndu3bWv99///07UygAAAAAlFJMEQcAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMwCJnMJyLk72tSyhxuCcAAADAvY+ADcMFebjauoQSyWKxyM7OztZlAAAAALhDmCIOQ5nNZmVlZdm6jBKJcA0AAADc2wjYMJzFYrF1CQAAAABQ7AjYAAAAAAAYgIANwzEVGgAAAEBpRMCGoRwcHOTk5GTrMkoMpssDAAAApQeriMNwW1MvKD3riq3LsDkXJ3tWVAcAAABKEQI2DJeedUXnM3NsXQYAAAAAFCumiAMAAAAAYAACNgAAAAAABiBgAwAAAABgAAI2AAAAAAAGIGDfxX744QeFhobKx8dHy5cvV2hoqOLi4gp1bP/+/TVx4sQ7XCEAAAAAlB6sIn4XmzVrltzd3bV8+XJVqlRJnTt3Vvny5W1dFgAAAACUSgTsu9j//vc/tWrVSg899JCtSwEAAACAUo8p4ga6ePGioqOjFRISooCAAIWFhWnPnj0ymUxq27atJk+erMDAQA0bNkyS9O2336pXr17y9/eXj4+PevTooR9//NG6z8vLS8ePH89zjt69e2vatGny9PTU8ePHNXfuXHl6ekpSniniWVlZeuWVV9S8eXP5+PioW7du+vrrr/PVGxERoSZNmigwMFATJ05UZmbmnb5NAAAAAHBPImAbaPTo0dq8ebNiYmK0Zs0aubm5KTw8XBcuXNCRI0f0559/as2aNRozZoz27NmjESNGqFOnTvr888+1evVqValSRRMmTJDZbNbjjz+uKlWqaO3atdb+09LStHPnTvXs2VMJCQl68MEHFR4eroSEhHy1zJ49W8nJyVq4cKHWr1+vli1basyYMTp27Ji1zddff637779fJpNJ06dP1/r16/Xee+8Vy70CAAAAgHsNU8QNcvDgQW3evFnx8fEKCQmRJE2aNEmurq5ydnaWJA0bNkxubm6SpP379ysyMlJ9+/a19jFgwAANHjxYZ8+eVY0aNdS1a1etXbvW+sR7zZo18vHxUd26dSVJ9vb2cnZ2VvXq1fPVc+TIEd13331yc3OTq6urRo0apaZNm6pixYrWNr6+vhozZowkqVatWmrevLn27NlzB+4OAAAAANz7CNgGSUlJkST5+/tbt5UvX14REREymUySpDp16lj3eXt7q2LFilq4cKEOHjyow4cPKykpSZJ05coVSVLPnj21ePFi7dq1S76+vlq3bp0GDx5cqHoGDx6sIUOGKDg4WL6+vmrevLm6dOkiFxcXa5tr65GkihUr5puSDgAAAAAoHKaIG6Rs2Zv/W4Wjo6P1719++UVPPPGEEhMT5eXlpeHDhys2NjZP+7p168rPz0/r1q3TL7/8ojNnzqhz586FqicgIEA//PCD5syZo4YNG2rNmjXq2LGjfv75Z2sbe3v7Ql4dAAAAAOBmCNgG8fDwkCQlJiZat+Xk5Cg0NFTnzp3L137x4sUKCgpSXFycBg4cqObNm+vkyZOSJIvFYm3Xs2dPffvtt9qwYYPatGkjV1fXQtUzZ84c/fbbb2rdurVeffVVffXVV3Jzc9NXX311O5cJAAAAACgAAdsg7u7uateunaKiorRlyxalpaUpMjJS2dnZ121fo0YNJScna9u2bTp27Jg+/fRTzZ49W5JkNput7Tp16qT//e9/MplM6t69e6HrOXr0qF5//XX9/PPPOn78uL766iudOHFCAQEBt3ehAAAAAIDr4h1sA02ZMkXTp0/XqFGjZDab5efnp/j4eO3bty9f25EjR+rMmTMaMmSIpL+mg0+ZMkUvvfSSEhMTrU/EK1SooDZt2uiXX35R8+bNC13L66+/rmnTpumll17S+fPnVbNmTY0fP15du3Y15mIBAAAAAHkQsA3k4uKi6OhoRUdH59nu5eWlHj165NlWuXJl6zerr9WuXbt8206dOqXu3bvne2d606ZNBf6uUKFCvjqu9f777+fbNnXq1ALbAwAAAABujIBdgn377bfav3+/du7cqenTp9u6HAAAAADADRCwS7BFixYpLS1N0dHRqlGjhq3LAQAAAADcAAG7BFu1apWtSwAAAAAAFBKriAMAAAAAYACeYMNwLk72N29UCnAfAAAAgNKFgA3DBXm42rqEEsNiscjOzs7WZQAAAAAoBkwRh6HMZrOysrJsXUaJQbgGAAAASg8CNgxnsVhsXQIAAAAAFDsCNgAAAAAABiBgw3BMiwYAAABQGhGwYSgHBwc5OTnZuozbwhR3AAAAALeCVcRhuK2pF5SedcXWZdwSFyd7VkEHAAAAcEsI2DBcetYVnc/MsXUZAAAAAFCsmCIOAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2PeYiRMnqn///pKkY8eOydPTU1u3bpUk9e/fXxMnTrRleQAAAABwz2KRs3tYjRo1lJCQoIoVK9q6FAAAAAC45xGw72H29vaqXr26rcsAAAAAgFKBKeJFcPHiRUVHRyskJEQBAQEKCwvTnj17ZDKZ1LZtW02ePFmBgYEaNmyYJCk1NVVDhgxRUFCQAgMDNXLkSB0/ftzan8Vi0bJly/TEE0/I19dXnTp10hdffGHdf/LkSY0fP17NmzeXv7+/nnvuOSUlJeU5ft68eWrZsqX8/f0VERGh7Oxs6/6/TxH/u9TUVA0ePFgBAQEKCQnRuHHjdPr0aaNvGwAAAACUCgTsIhg9erQ2b96smJgYrVmzRm5ubgoPD9eFCxd05MgR/fnnn1qzZo3GjBmj48ePq3fv3nJwcNCyZcu0ePFinT59WmFhYcrIyJAkLVq0SDNnztSgQYP0xRdf6JlnntGECRO0ZcsWZWRkqE+fPjp16pTeffddrVq1So6OjgoLC7OG9IULF2rRokWaMGGCTCaTXF1dtX79+kJdy6lTp9S3b1/Vrl1bn3zyiebPn6+MjAz17t1bmZmZd+weAgAAAMC9iinihXTw4EFt3rxZ8fHxCgkJkSRNmjRJrq6ucnZ2liQNGzZMbm5ukqTY2Fg5OzvrrbfekoODgyRpzpw5at26tdauXau+fftq2bJlGjBggHr16iXpr0XILl26pJycHK1bt07nzp2TyWRSlSpVJElvv/222rRpo5UrV+qll17S+++/rwEDBqhz586SpIiIiAKfVv/dhx9+qAcffFCvvvqqddusWbPUrFkzbdiwQT169DDgrgEAAABA6UHALqSUlBRJkr+/v3Vb+fLlFRERIZPJJEmqU6dOnvaNGjWyhmtJql69utzd3ZWSkqJz587p9OnT8vPzy3OewYMHS/orvNepU8cariXJ0dFRvr6+eY738fHJc7y/v79SU1Nvej379u3T77//roCAgDzbs7OzC3U8AAAAACAvAnYhlS1781vl6Oho/dtisVy3TW5ursqVK6dy5crdsK8bHV+2bFnZ2dldt11h6rzaT7NmzfT666/n2+fi4lKoPgAAAAAA/4d3sAvJw8NDkpSYmGjdlpOTo9DQUJ07dy5fe09PTyUmJspsNlu3nTlzRocPH5aHh4dcXFx0//335+lPkkaOHKmYmBh5enrq0KFDOnv2rHVfdna29uzZo7p166py5cqqUaOGfvvttzzH79mzp1DXU69ePaWmpqpGjRqqXbu2ateurYoVK2rKlCnWp/UAAAAAgMIjYBeSu7u72rVrp6ioKG3ZskVpaWmKjIzMs2r3tfr06aOLFy/qpZdeUlJSknbv3q1Ro0apcuXK6tSpkyTp+eef17Jly7R27VodOXJEy5cv18aNG9W6dWt16dJFlSpV0ujRo7V7924lJSVp/PjxyszMVO/evSX9NZ185cqV+vjjj5WWlqZZs2Zp9+7dhbqevn37Kj09XePHj1dSUpKSkpI0ZswYJSYmqn79+sbcNAAAAAAoRZgiXgRTpkzR9OnTNWrUKJnNZvn5+Sk+Pl779u3L1/ahhx7SihUrFBsba11NvHnz5oqNjZWrq6skKSwsTJcuXdLs2bN1+vRp1alTRzNnztQjjzwiSVqxYoWmTp2qgQMHSpICAwP14YcfWhdS69evn3Jzc/Xuu+/qzJkzatGihZ566imlpaXd9Frc3Ny0YsUKvf322+rTp4/s7e3VuHFjLV++PM973wAAAACAwrGzFPSyL1BEV6e7n7J7SOczc2xcza2p5FxWbRpVtnUZtyUzM1P79++Xt7e3dYV7FD/GoeRgLEoGxqFkYBxKDsaiZGAcSo6SPBZXc87fF5i+HqaIAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAAjYAAAAAAAZgFXEYzsXJ3tYl3LK7uXYAAAAAtkXAhuGCPFxtXcJtsVgssrOzs3UZAAAAAO4yTBGHocxms7Kysmxdxm0hXAMAAAC4FQRsGI5PqwMAAAAojQjYAAAAAAAYgIANAAAAAIABCNgwHO8wAwAAACiNCNgwlIODg5ycnGxdxm3jPXIAAAAARcVnumC4rakXlJ51xdZl3DIXJ/u7/lNjAAAAAIofARuGS8+6ovOZObYuAwAAAACKFVPEAQAAAAAwAAEbAAAAAAADELABAAAAADAAAbsQJk6cqP79+0uSjh07Jk9PT23dulWS1L9/f02cONGwc23dulWenp46duyYYX0WltHXAgAAAAClCYucFVGNGjWUkJCgihUr2roUAAAAAEAJQsAuInt7e1WvXt3WZQAAAAAAShibTxG/ePGioqOjFRISooCAAIWFhWnPnj0ymUxq27atJk+erMDAQA0bNkySlJqaqiFDhigoKEiBgYEaOXKkjh8/bu3PYrFo2bJleuKJJ+Tr66tOnTrpiy++sO4/efKkxo8fr+bNm8vf31/PPfeckpKS8hw/b948tWzZUv7+/oqIiFB2drZ1/9+niP9damqqBg8erICAAIWEhGjcuHE6ffp0ke/LDz/8oM6dO6tRo0bq1KmTvv/++zw1vvfee2rdurX8/PzUtWtXrVu3Ls/x3377rXr16iV/f3/5+PioR48e+vHHH637zWazpkyZouDgYAUGBio2Nla5ublFrhMAAAAA8BebB+zRo0dr8+bNiomJ0Zo1a+Tm5qbw8HBduHBBR44c0Z9//qk1a9ZozJgxOn78uHr37i0HBwctW7ZMixcv1unTpxUWFqaMjAxJ0qJFizRz5kwNGjRIX3zxhZ555hlNmDBBW7ZsUUZGhvr06aNTp07p3Xff1apVq+To6KiwsDBrSF+4cKEWLVqkCRMmyGQyydXVVevXry/UtZw6dUp9+/ZV7dq19cknn2j+/PnKyMhQ7969lZmZWaT7snz5ckVGRurzzz9XnTp1NHr0aF28eFGSNHPmTH344YfW/QMGDNCkSZO0cuVKSdKePXs0YsQIderUSZ9//rlWr16tKlWqaMKECTKbzZKkyZMna/369Zo6dapWrVqlP/74Q9u2bStSjQAAAACA/2PTKeIHDx7U5s2bFR8fr5CQEEnSpEmT5OrqKmdnZ0nSsGHD5ObmJkmKjY2Vs7Oz3nrrLTk4OEiS5syZo9atW2vt2rXq27evli1bpgEDBqhXr16S/lq469KlS8rJydG6det07tw5mUwmValSRZL09ttvq02bNlq5cqVeeuklvf/++xowYIA6d+4sSYqIiCjwafXfffjhh3rwwQf16quvWrfNmjVLzZo104YNG9SjR49C35uXX35ZQUFBkqQXX3xR3377rVJTU1W3bl0tXbpUM2bM0OOPPy5JqlWrlo4fP674+Hj169dP9vb2ioyMVN++fa39DRgwQIMHD9bZs2fl4uIik8mk119/XY899pgkacqUKdqyZUuh6wMAAAAA5GXTgJ2SkiJJ8vf3t24rX768IiIiZDKZJEl16tTJ075Ro0bWcC1J1atXl7u7u1JSUnTu3DmdPn1afn5+ec4zePBgSX+F9zp16ljDtSQ5OjrK19c3z/E+Pj55jvf391dqaupNr2ffvn36/fffFRAQkGd7dnZ2oY6/lru7u/VvV1dXSdKlS5d04MABZWdna9y4cSpT5v8mIOTk5MhsNuvSpUvy9vZWxYoVtXDhQh08eFCHDx+2ToO/cuWK0tLSdPny5TzXWb58eTVo0KBINQIAAAAA/o9NA3bZsjc/vaOjo/Vvi8Vy3Ta5ubkqV66cypUrd8O+bnR82bJlZWdnd912hanzaj/NmjXT66+/nm+fi4tLofq46trwfJXFYrHWNmvWLD388MP52jg4OOiXX37Rc889p8cff1yBgYHq0qWLsrKy9OKLL0rSbV8nAAAAACA/m76D7eHhIUlKTEy0bsvJyVFoaKjOnTuXr72np6cSExOt7xFL0pkzZ3T48GF5eHjIxcVF999/f57+JGnkyJGKiYmRp6enDh06pLNnz1r3ZWdna8+ePapbt64qV66sGjVq6Lfffstz/J49ewp1PfXq1VNqaqpq1Kih2rVrq3bt2qpYsaKmTJlifVp/ux5++GGVLVtWJ06csJ6jdu3a+uGHHxQfH68yZcpo8eLFCgoKUlxcnAYOHKjmzZvr5MmTkv4K1e7u7ipfvry2b99u7TcnJyfPYm8AAAAAgKKxacB2d3dXu3btFBUVpS1btigtLU2RkZF5Vu2+Vp8+fXTx4kW99NJLSkpK0u7duzVq1ChVrlxZnTp1kiQ9//zzWrZsmdauXasjR45o+fLl2rhxo1q3bq0uXbqoUqVKGj16tHbv3q2kpCSNHz9emZmZ6t27t6S/ppOvXLlSH3/8sdLS0jRr1izt3r27UNfTt29fpaena/z48UpKSlJSUpLGjBmjxMRE1a9f35B75uLiomeeeUazZ8/W2rVrdfToUX3yySeKjY3V/fffL+mvb3UnJydr27ZtOnbsmD799FPNnj1b0l+rh993330KCwvTnDlz9PXXXys1NVWvv/66Tp06ZUiNAAAAAFAa2XxO8JQpUzR9+nSNGjVKZrNZfn5+io+P1759+/K1feihh7RixQrFxsZaVxNv3ry5YmNjre8ph4WF6dKlS5o9e7ZOnz6tOnXqaObMmXrkkUckSStWrNDUqVM1cOBASVJgYKA+/PBD60Jq/fr1U25urt59912dOXNGLVq00FNPPaW0tLSbXoubm5tWrFiht99+W3369JG9vb0aN26s5cuX53nv+3ZFRESocuXKmj17tv7880/VqFFDI0eO1KBBgyT99cT+zJkzGjJkiCSpbt26mjJlil566SUlJibKw8ND48aNU/ny5fXGG2/o4sWL6tChg0JDQw2rEQAAAABKGztLQS8mA0V0dWr+KbuHdD4zx8bV3LpKzmXVplFlW5dxyzIzM7V//355e3tbV+NH8WMcSg7GomRgHEoGxqHkYCxKBsah5CjJY3E15/x9Mezrsfl3sAEAAAAAuBfYfIp4adKkSRNduXKlwP1Vq1bVt99+W4wVAQAAAACMQsAuRiaTqcBPhUmSvb19MVYDAAAAADASAbsY1apVy9YlAAAAAADuEAI2DOfidHc/ib/b6wcAAABgGwRsGC7Iw9XWJdw2i8UiOzs7W5cBAAAA4C7CKuIwlNlsVlZWlq3LuG2EawAAAABFRcCG4fi0OgAAAIDSiIANAAAAAIABCNgAAAAAABiAgA3D8f4yAAAAgNKIgA1DOTg4yMnJydZl3DG8Xw4AAACgIHymC4bbmnpB6VlXbF2G4Vyc7O+JT5ABAAAAuDMI2DBcetYVnc/MsXUZAAAAAFCsmCIOAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIB9F7t48aKio6MVEhKigIAAhYWFac+ePTKZTPL09MzT9u/bQkNDNW/ePD333HPy9fVV27Zt9fHHHxf3JQAAAADAPYOAfRcbPXq0Nm/erJiYGK1Zs0Zubm4KDw/XhQsXCnX8vHnzFBAQoDVr1qhfv3567bXXtH79+jtcNQAAAADcm8raugDcmoMHD2rz5s2Kj49XSEiIJGnSpElydXWVs7NzofoICQnR8OHDJUkPP/ywdu3apWXLlqljx453rG4AAAAAuFfxBPsulZKSIkny9/e3bitfvrwiIiJUtmzh/t0kKCgoz++AgABrvwAAAACAoiFg36UKG6KvunLlyk37yM3NVZky/F8CAAAAAG4Faeou5eHhIUlKTEy0bsvJyVFoaKg1JGdkZFj3HTp0KF8f1x4rSdu3b1eDBg3uQLUAAAAAcO8jYN+l3N3d1a5dO0VFRWnLli1KS0tTZGSksrOz9fDDD8vOzk5xcXE6duyY/v3vf+uzzz7L18eXX36plStX6tChQ1q0aJG++eYbDRo0yAZXAwAAAAB3PwL2XWzKlClq2rSpRo0apR49eujkyZOKj4+Xr6+voqKi9M0336hDhw766KOPNGHChHzHd+/eXd988426dOmitWvXatasWXrsscdscCUAAAAAcPdjFfG7mIuLi6KjoxUdHZ1vX+/evdW7d+8827p165bn9wMPPKDJkyffyRIBAAAAoNTgCTYAAAAAAAYgYAMAAAAAYACmiJdSmzZtsnUJAAAAAHBP4Qk2AAAAAAAG4Ak2DOfiZG/rEu6Ie/W6AAAAABiDgA3DBXm42rqEO8ZiscjOzs7WZQAAAAAogZgiDkOZzWZlZWXZuow7hnANAAAAoCAEbBjOYrHYugQAAAAAKHYEbAAAAAAADEDABgAAAADAAARsGI73lAEAAACURgRsGMrBwUFOTk62LsOmeAcdAAAAKJ34TBcMtzX1gtKzrti6DJtwcbK/pz9TBgAAAKBgBGwYLj3ris5n5ti6DAAAAAAoVkwRBwAAAADAAARsAAAAAAAMQMAGAAAAAMAABOwi8PT0lMlkMrztrfruu+904MABSdLWrVvl6empY8eO3dFzAgAAAACuj4B9lzp+/LiGDBmis2fPSpICAgKUkJCgGjVq2LgyAAAAACidWEX8LvX3by07ODioevXqNqoGAAAAAMAT7AL88ccfGjp0qAICAtSyZUt9/vnn1n25ublasGCBnnjiCTVq1EiNGzfWoEGDdOTIkev2FRcXp4EDB+qdd97Ro48+qoCAAL322ms6efKkXnjhBfn5+alt27b6/vvvrcecOHFCY8aMUXBwsBo2bKiWLVsqNjZWubm5OnbsmFq3bi1JGjBggOLi4vJNEb/R8ZJkMpnUtm1b6/82atRIPXr00G+//XaH7igAAAAA3NsI2NeRk5OjQYMG6dy5c1qxYoVmz56t+Ph46/7ly5crPj5eEydO1FdffaW5c+fq0KFDmjp1aoF9btu2TWlpaVq5cqVeffVVffTRR3rqqafUoUMHmUwmeXh4aOLEidYn00OHDlV6erqWLFmiDRs2KDw8XIsWLdKmTZtUo0YNffzxx5L+Cu/h4eH5znej4686efKkVq1apdjYWH322WdycnLKUwMAAAAAoPAI2Nfx888/6/fff9f06dPVsGFDBQQEKCYmxrq/Vq1amjZtmlq1aqWaNWsqODhY7du3V0pKSoF95ubmKioqSu7u7urZs6cqV66sZs2aqVu3bvLw8FCfPn107tw5nT59WpcuXVLXrl0VHR0tLy8vubm5aeDAgapWrZqSk5Nlb2+vKlWqSJIqVqyo++67L8+5bnb8VZcvX1ZUVJT8/f1Vr149Pfvsszpy5IhOnz5t8B0FAAAAgHsf72BfR0pKiipWrKhatWpZt3l7e8vR0VGSFBoaql27dmn27NlKS0tTWlqaDhw4oAceeKDAPqtWraoKFSpYfzs7O+fp/2rfZrNZjo6OCgsL04YNG7R7924dPnxYycnJOnPmjHWK940U5XgPDw/r3y4uLpL+Ct4AAAAAgKLhCfZ12NnZXTfIli37179HLFy4UAMGDNC5c+cUHBysqKio607Tvla5cuXybStT5vq3PzMzU88884zmz58vV1dXde/eXR988IEefPDBQtVflOMdHBzybWOKOAAAAAAUHU+wr8Pb21vp6en6/fffVa9ePUnSoUOHlJGRIUmaP3++XnzxRT3//PPWY+Lj4w0LpgkJCdq7d69++uknVatWTZJ0/vx5nT171noOOzu72zoeAAAAAGAsnmBfR1BQkPz8/DRhwgTt3LlTiYmJmjBhgvWJc40aNfTTTz/pwIEDOnjwoGbOnKmvv/5aZrPZkPNffdK8bt06HT9+XNu2bdOwYcN0+fJl6zmcnZ0l/TWdPT09vcjHAwAAAACMRcC+jjJlymjBggV6+OGHFR4erhdeeEGdOnWyLiw2ffp0Xbp0ST179lRYWJhSUlIUFRWls2fP6sSJE7d9fl9fX0VERGj58uXq0KGDIiIi1LRpU3Xu3FmJiYmSpMqVK6tnz56aPn26Zs+eXeTjAQAAAADGsrMwZxgGuRreT9k9pPOZOTauxjYqOZdVm0aVbVpDZmam9u/fL29vb+tMBxQ/xqHkYCxKBsahZGAcSg7GomRgHEqOkjwWV3OOj4/PTdvyBBsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAN/BhuFcnOxtXYLNlOZrBwAAAEo7AjYMF+ThausSbMpiscjOzs7WZQAAAAAoZkwRh6HMZrOysrJsXYZNEa4BAACA0omADcPxaXUAAAAApREBGwAAAAAAAxCwAQAAAAAwAAEbhuMdZAAAAAClEQEbhnJwcJCTk5OtyzAE75IDAAAAKAo+0wXDbU29oPSsK7Yu47a4ONmX+s+NAQAAACgaAjYMl551Reczc2xdBgAAAAAUK6aIAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAAnYReXp6ymQyFbltXFycQkND72RpkqTQ0FDFxcUVuN9kMsnT09OmNQIAAADAvYiAXcp07NhRCQkJti4DAAAAAO45rCJeyjg6OsrR0dHWZQAAAADAPYcn2Dfwxx9/aOjQoQoICFDLli31+eef59n//fff6+mnn1ZAQIBCQkIUExOjS5cuFarvlJQUvfDCC2ratKkaNWqk1q1ba/Hixdb9cXFxCgsL05gxY9S4cWNFR0cXuu7Tp09r0KBB8vHxUWhoqFauXGnd9/cp4gAAAAAAYxCwC5CTk6NBgwbp3LlzWrFihWbPnq34+Hjr/m+++UZDhw7V448/LpPJpKioKK1fv15jx469ad9ZWVkKDw9XpUqVtGrVKn3xxRdq3769pk2bpv3791vb/frrr6pWrZrWrl2r/v37F7r21atXq0mTJlq3bp2effZZvfnmm/rmm2+KdgMAAAAAAEXCFPEC/Pzzz/r999/1zTffqFatWpKkmJgYdevWTZK0cOFCtW3bVsOGDZMkubu7y2Kx6MUXX9SBAwdUt27dAvvOysrSgAED1K9fP913332SpJEjR2rRokVKTk6Wt7e3te3IkSPl4uJSpNrbtGmjIUOGWOvauXOnFi9erLZt2xapHwAAAABA4RGwC5CSkqKKFStaw7UkeXt7W99fTklJUadOnfIc88gjj1j33ShgV6lSRX379tUXX3yhffv26ciRI0pKSpIk5ebmWttVrVq1yOFakgIDA/P89vPz0w8//FDkfgAAAAAAhUfALoCdnV2esHtV2bJ/3TKLxZJv39X2V9sU5PTp0+rdu7eqVKmi0NBQhYSEyMfHR4899liedre6GFmZMnln/ufm5srBweGW+gIAAAAAFA4BuwDe3t5KT0/X77//rnr16kmSDh06pIyMDEl/fT96+/btGjhwoPWYbdu2SZI8PDxu2PcXX3yh8+fP66uvvlK5cuUkScnJyZKuH9yLau/evXl+//bbb9ZrAAAAAADcGSxyVoCgoCD5+flpwoQJ2rlzpxITEzVhwgTr0+FBgwbp66+/1rx585SWlqbvvvtO0dHRatWq1U0D9oMPPqisrCxt2LBBJ06cUEJCgnVxNLPZfNu1f/nll1q8eLEOHjyohQsX6ptvvrG+Kw4AAAAAuDN4gl2AMmXKaMGCBZo8ebLCw8Pl6OioF154QcePH5ckPfHEE5oxY4beffddzZs3T1WqVFHnzp01cuTIm/bdvn177d27V1OnTlVGRoZq1qypXr16aePGjUpMTFSfPn1uq/bnnntO3333nWbMmKGaNWvq7bffVlBQ0G31CQAAAAC4MTuLEXOSAUmJiYmSpFN2D+l8Zo6Nq7k9lZzLqk2jyrYu45ZkZmZq//798vb2lrOzs63LKbUYh5KDsSgZGIeSgXEoORiLkoFxKDlK8lhczTk+Pj43bcsUcQAAAAAADMAU8bvEG2+8oc8+++yGbebOnatHH320mCoCAAAAAFyLgH2XGD58uP75z3/esM39999fTNUAAAAAAP6OgH2XqFKliqpUqWLrMgAAAAAABSBgw3AuTva2LuG23QvXAAAAAKB4EbBhuCAPV1uXYAiLxSI7OztblwEAAADgLsEq4jCU2WxWVlaWrcswBOEaAAAAQFEQsGE4Pq0OAAAAoDQiYAMAAAAAYAACNgAAAAAABiBgw3C8uwwAAACgNCJgw1AODg5ycnKydRk2wbvnAAAAQOnGZ7pguK2pF5SedcXWZRQrFyf7e+bzZAAAAABuDQEbhkvPuqLzmTm2LgMAAAAAihVTxAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAG7GHl6espkMhnetjDt4+LiFBoaWuj+AAAAAABFQ8AuJcLDw/XJJ5/YugwAAAAAuGexingpcd999+m+++6zdRkAAAAAcM/iCfYd8scff2jo0KEKCAhQy5Yt9fnnn+fZ//333+vpp59WQECAQkJCFBMTo0uXLl23r7i4OPXp00dz585VUFCQmjRpooiICGVkZORpl5aWpoEDB8rHx0ctWrTQggUL8vRxdYr4sWPH5Onpqa+++kq9evVSo0aNFBoaqo8++sjguwAAAAAApQcB+w7IycnRoEGDdO7cOa1YsUKzZ89WfHy8df8333yjoUOH6vHHH5fJZFJUVJTWr1+vsWPHFthnYmKiEhIStHjxYs2dO1e//vqrRo8enafNihUr1K1bN61fv159+vTRjBkz9PPPPxfYZ0xMjIYMGaJ///vfevzxxzVp0iQdPXr0tq8fAAAAAEojAvYd8PPPP+v333/X9OnT1bBhQwUEBCgmJsa6f+HChWrbtq2GDRsmd3d3tW7dWq+//ro2btyoAwcOXLdPOzs7zZo1Sw0bNlRQUJBee+01/fjjjzp48KC1Td++fdWtWze5ublp2LBhcnFx0Z49ewqsc+DAgWrdurXc3Nw0ZswY5ebmateuXcbdCAAAAAAoRQjYd0BKSooqVqyoWrVqWbd5e3vL0dHRur9x48Z5jnnkkUes+66nTp06euCBB6y/rx5/bfs6derkOcbV1VXZ2dkF1unh4WH928XFRZJ0+fLlAtsDAAAAAApGwL4D7OzslJubm2972bJ/rSlnsVjy7bva/mqbvytXrlye31euXJEk2dvbW7dd+/dV1zvXVQ4ODkVqDwAAAAAoGAH7DvD29lZ6erp+//1367ZDhw5ZFyXz9PTU9u3b8xyzbds2SXmfKl8rLS1N6enp1t87duyQJDVo0MDQ2gEAAAAAt4aAfQcEBQXJz89PEyZM0M6dO5WYmKgJEyaoTJm/bvegQYP09ddfa968eUpLS9N3332n6OhotWrVqsCAnZmZqQkTJiglJUX/+c9/9MYbb6hjx46qWbNmcV4aAAAAAKAAfAf7DihTpowWLFigyZMnKzw8XI6OjnrhhRd0/PhxSdITTzyhGTNm6N1339W8efNUpUoVde7cWSNHjiywzxo1asjb21v9+vWTvb29unTpovHjxxfXJQEAAAAAboKAfYdUrlxZb7/9dp5t//znP61/d+zYUR07dizw+OTk5Dy/y5Qpo5EjRxYYwv/eXpI2bdpk/XvEiBEaMWKEJOmhhx66bvvrbQMAAAAAFA5TxAEAAAAAMAABGwAAAAAAAxCw7wIjRozIM90bAAAAAFDyELABAAAAADAAi5zBcC5O9rYuodiVxmsGAAAAkBcBG4YL8nC1dQk2YbFYZGdnZ+syAAAAANgIU8RhKLPZrKysLFuXYROEawAAAKB0I2DDcBaLxdYlAAAAAECxI2ADAAAAAGAAAjYAAAAAAAYgYMNwvIsMAAAAoDQiYMNQDg4OcnJysnUZNsd76AAAAEDpw2e6YLitqReUnnXF1mXYjIuTfan9VBkAAABQmhGwYbj0rCs6n5lj6zIAAAAAoFgxRRwAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwb5Gnp6dMJpOty7ipd999V4888ogCAgKUmJgoT09Pbd261dZlAQAAAMA9h4B9D0tPT9fs2bPVt29fffHFF3JxcbF1SQAAAABwzyJg38MuXLggi8WiZs2aqWbNmipblkXjAQAAAOBOIWAXwh9//KGhQ4cqICBALVu21Oeff27dFxcXp7CwMI0ZM0aNGzdWdHS0JOnjjz9Wly5d5OvrK39/f/Xt21eJiYnW47KysvT6668rKChIjRs31iuvvKJx48Zp4sSJ1jY7duzQgAEDFBgYqKCgIEVEROjcuXPW/aGhoYqPj9eIESMUEBCgoKAgTZ48WTk5Odq6datCQ0MlSf/85z/Vv3//PNeUlJQkT09P/frrr3m2jx07ViNHjjTu5gEAAABAKUHAvomcnBwNGjRI586d04oVKzR79mzFx8fnafPrr7+qWrVqWrt2rfr3769vvvlGb7zxhgYNGqR///vfWrp0qbKzs/Xqq69aj/nXv/6ln376STNnztSqVauUnp6uL7/80rp/9+7d6t+/v+rVq6fVq1dr9uzZ2rVrl5577jlduXLF2m727Nlq2rSp1q1bpwkTJmjFihX64osvFBAQoI8//ljSX/8IEBcXl6dmLy8vNWjQQGvWrLFuS09P17fffquePXsaeQsBAAAAoFQgYN/Ezz//rN9//13Tp09Xw4YNFRAQoJiYmHztRo4cKTc3N9WpU0eVKlXSm2++qa5du6pmzZry9/fXU089pZSUFEnS0aNH9dVXX+n111/Xo48+qvr16ys2NlbVqlWz9rd48WJ5enoqMjJSHh4eatasmWbMmKG9e/cqISHB2i4kJEQDBgyQm5ubevbsKS8vL23fvl0ODg6qUqWKJKlixYqqVKlSvpp79uypr776StnZ2ZKkf//733J1dVVISIiRtxAAAAAASgUC9k2kpKSoYsWKqlWrlnWbt7e3HB0drb+rVq2aZwGxpk2bqmHDhpo7d67GjRunp556SlOmTFFubq4kad++fZKkgIAA6zHly5eXr69vnvM2btw4Ty1eXl5ycXFRcnKydZuHh0eeNi4uLrp8+XKhrq1Lly7Kzs7Wxo0bJUmfffaZunbtKnt7+0IdDwAAAAD4PwTsm7Czs7MG42tdu2DYtWFbkj7//HM9+eSTOnr0qBo3bqx//etfed6tvhpgr9fvVRaLpcDt5cqVs/52cHAo9LF/V7FiRbVp00br1q3T0aNHtWPHDvXo0aNQxwIAAAAA8iJg34S3t7fS09P1+++/W7cdOnRIGRkZBR6zcOFCPfXUU5o6dar69eunpk2b6ujRo5L+Cr+enp6ys7PTzp07rceYzWbt3bvX+tvT01O//fZbnn6TkpKUkZGR76n17ejZs6d++uknrVmzRr6+vob2DQAAAAClCQH7JoKCguTn56cJEyZo586dSkxM1IQJE1SmTMG3rkaNGtq+fbv27t2rI0eOaOnSpVqxYoWkv4K0m5ubOnTooOjoaP388886cOCAXnnlFf3xxx+ys7OTJD377LNKTk5WdHS0UlNTtXXrVo0fP14NGjRQcHCwYdf36KOPqlq1alq0aJG6d+9uWL8AAAAAUNoQsG+iTJkyWrBggR5++GGFh4frhRdeUKdOnawLiF1PZGSkqlWrprCwMPXq1Uvfffedpk+fLknWT3VFR0crMDBQI0aMUO/evXXfffcpICDAOv3bz89PixYt0p49e9StWzeNHj1aAQEBWrJkSZ4p4kZc35NPPimLxaJOnToZ1i8AAAAAlDZlb94ElStX1ttvv51n2z//+U/r3yNGjMizz83NTUuWLMnXT8eOHSVJ2dnZ2rJli1599VVNnTrVuv+JJ57QAw88YP0dHBx8w6fVmzZtyrft/ffft/790EMP5VkQ7e+/rzp16pTatWsnV1fXAs8FAAAAALgxArYNODg4KCoqSo888oiGDRsme3t7ffLJJzpx4oTat29fbHX89NNPOnDggL788kutXLmy2M4LAAAAAPciArYN2NnZaeHChYqNjVXv3r115coVNWjQQIsXLy7WRcY+/fRTff/99xoxYkSeT4QBAAAAAIqOgG0j3t7eWrx4sU1rmDFjhk3PDwAAAAD3EhY5AwAAAADAADzBhuFcnOxtXYJNlfbrBwAAAEorAjYMF+TBauQWi8X6TXMAAAAApQNTxGEos9msrKwsW5dhc4RrAAAAoPQhYMNwFovF1iUAAAAAQLEjYAMAAAAAYAACNgzH9GgAAAAApREBG4ZycHCQk5OTrcso0ZhCDwAAANybWEUchtuaekHpWVdsXUaJ5OJkzyrrAAAAwD2KgA3DpWdd0fnMHFuXAQAAAADFiiniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAHu+oAdFxen0NBQw/o7d+6cPv744xu2mThxovr372/YOW/XsWPH5Onpqa1bt0qSMjMztXLlShtXBQAAAAClC6uI/8306dN17Ngx9erVq8A2r7zyiq5cKTmfoapRo4YSEhJUsWJFSdLixYtlMpnUr18/G1cGAAAAAKUHAftvLBbLTdu4uLgUQyWFZ29vr+rVq1t/F+YaAAAAAADGuiumiKenpysyMlLNmjVTYGCgBgwYoMTExFtu++OPP6p3797y8/NTy5YtNXPmTF25ckUTJ07UZ599pl9++UWenp6SpP79+ysyMlK9evVSkyZNtG7dunxTxA8fPqyhQ4cqMDBQQUFBGjt2rM6ePVvo6zty5IgGDx6sgIAAtWjRQkuWLFHbtm1lMpkkXX9K+rXbrp0iHhcXp3feeUfHjx+Xp6enjh07JrPZrGnTpik0NFSNGjXSI488olGjRum///1vnuMXLFig5s2bq3Xr1srIyCh0/QAAAACAu+AJtsVi0eDBg+Xo6KgFCxaoQoUKWrt2rfr06aPVq1cXqW2DBg20Y8cOPf/883r22Wc1ZcoUHT9+XC+99JLKli2rV155RZcuXdIff/yhuLg4a78ff/yxYmNj5enpqerVq+s///mPdd+FCxfUr18/eXp6atmyZSpTpoxee+01jR49Wu+///5Nry8rK0sDBw6Uu7u7PvzwQ2VkZCgqKkpHjx69pfsVHh6uzMxMrV+/Xp988omqVKmimJgYfffdd5o6dapq1qyp5ORkRURE6N1339Urr7xiPfazzz7TsmXLlJWVpQoVKtzS+QEAAACgtCrxAXvLli3auXOntmzZokqVKkmSxo4dq+3bt2v58uWqWbNmodtOnTpV77//vvz8/DRhwgRJkoeHh9544w2dPXtWLi4ucnR0VLly5fJMufb29laXLl2uW9/69et18eJFzZgxw/oO9OTJk/Xll1/KbDbLwcHhhte3fv16/fe//5XJZLLWHBsbq65du97K7dJ9990nZ2fnPNPGfXx81L59ezVp0kSSVLNmTT366KNKSUnJc2zfvn1Vt27dWzovAAAAAJR2JT5g7927VxaLRa1atcqz3Ww2Kzs7O0/AvllbSUpJSVHz5s3z7H/iiSduWEPt2rUL3JeSkqI6depYw7UkeXl5ycvL68YX9v/t27dP7u7u1nB99Xgj3/Pu2rWr/vOf/+itt97SoUOHdPDgQaWlpVkD91U3uk4AAAAAwI2V+ICdm5urChUqWN9HvpaDg4M++eSTQreVpLJli37Jjo6OBe67lf6uZW9vr9zc3CIfl5OTU+i2r732mr766it169ZNoaGhevHFFxUfH69Tp07laXej6wQAAAAA3FiJX+Ssfv36ysjI0OXLl1W7dm3rf++99542btxY5LYeHh75Fj1btmyZ9bNcdnZ2Raqvbt26OnTokNLT063b9u7dq+DgYP3xxx83Pd7Ly0uHDx/W+fPnrdtSU1Pz9FeuXLl8i44dPny4wD6vvYZz587po48+0uuvv66IiAj16NFD3t7eOnjwIKuNAwAAAICBSnzAbtGihby9vTVmzBht2bJFhw8fVkxMjEwmkzw8PIrcdtCgQdq5c6dmz56tQ4cO6YcfftC8efP0+OOPS5KcnZ31559/FnqRsS5duqhixYp66aWXlJSUpD179uj1119X/fr19eCDD970+M6dO6ty5coaP368kpKStHPnTr300kuS/i8o+/v7KykpSevWrdPRo0c1d+7cfO9PX8vZ2Vn/+9//lJaWpgoVKsjFxUUbN27U4cOHlZycrMjISO3du1dms7lQ1wgAAAAAuLkSH7Dt7e21ePFiNWrUSKNHj9aTTz6pX3/9Ve+8846Cg4OL3Nbb21tz587V999/r86dOysqKkoDBgzQ0KFDJUndunVTVlaWOnfunG8K9fU4OTkpPj5eOTk5euaZZzRo0CDVrVtXs2bNKtT1OTg4aNGiRbp8+bKefvppjRgxQj179pT015NrSXryySfVr18/TZ48WV27dtWJEyf0z3/+s8A+27Vrp+rVq+vJJ5/Uvn37NHv2bKWkpKhLly4aNGiQsrKyNHbsWB04cEBZWVmFqhMAAAAAcGN2FuYJ29SxY8d06NAhhYSEWLedOnVKLVu21MqVK/MtRFaSXZ16f8ruIZ3PLPw74qVJJeeyatOo8h09R2Zmpvbv3y9vb285Ozvf0XOhYIxDycFYlAyMQ8nAOJQcjEXJwDiUHCV5LK7mHB8fn5u2LfFPsO912dnZev755xUfH6+jR49q3759ioyMVJ06deTn52fr8gAAAAAAhVTiVxG/mz355JM3fZd769atmjFjhubPn685c+bI0dFRwcHBWrJkiXWKOAAAAACg5CNg30Hz58/X5cuXb9imXLlyat++vdq3b19MVQEAAAAA7gQC9h30j3/8w9YlAAAAAACKCQEbhnNxsrd1CSUW9wYAAAC4dxGwYbggD1dbl1CiWSwW6zfOAQAAANw7WEUchjKbzXxb+yYI1wAAAMC9iYANw/FpdQAAAAClEQEbAAAAAAADELBhOKZAAwAAACiNCNgwlIODg5ycnGxdRrFjWjwAAAAAVhGH4bamXlB61hVbl1FsXJzsWTkdAAAAAAEbxkvPuqLzmTm2LgMAAAAAihVTxAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAHbYHFxcQoNDTW0T09PT5lMJkP7/DuLxaLPPvtMZ8+evaPnAQAAAIB7FQEbkqRff/1VEydOVFZWlq1LAQAAAIC7EgEbkviOMwAAAADcLgL2LUhPT1dkZKSaNWumwMBADRgwQImJibfUNi4uTn369NHcuXMVFBSkJk2aKCIiQhkZGXn6SUtL08CBA+Xj46MWLVpowYIF1n25ublasGCBnnjiCTVq1EiNGzfWoEGDdOTIEWsbT09PffLJJxo4cKB8fX0VEhKid955R5K0detWDRgwQJLUunXrOz4dHQAAAADuRQTsIrJYLBo8eLCOHj2qBQsWaPXq1fL391efPn20b9++W2qbmJiohIQELV68WHPnztWvv/6q0aNH5+lrxYoV6tatm9avX68+ffpoxowZ+vnnnyVJy5cvV3x8vCZOnKivvvpKc+fO1aFDhzR16tQ8fUybNk3du3fXl19+qbCwMMXFxenXX39VQECA4uLiJEkff/yxOnbseAfuHAAAAADc2wjYRbRlyxbt3LlTs2bNkp+fnzw8PDR27Fj5+/tr+fLlt9TWzs5Os2bNUsOGDRUUFKTXXntNP/74ow4ePGht07dvX3Xr1k1ubm4aNmyYXFxctGfPHklSrVq1NG3aNLVq1Uo1a9ZUcHCw2rdvr5SUlDz1dOvWTV27dpWbm5uGDBkiV1dXbd++XQ4ODqpYsaIkqUqVKnJ0dLxTtw8AAAAA7lllbV3A3Wbv3r2yWCxq1apVnu1ms1nZ2dmqWbNmodteVadOHT3wwAPW340bN5YkpaSk6OGHH7a2uZarq6u1j9DQUO3atUuzZ89WWlqa0tLSdODAgTx9SpKHh0ee3y4uLrp8+XJRLh8AAAAAUAACdhHl5uaqQoUK131P2cHBQZ988kmh215Vrly5PPuuXLkiSbK3t7duu/bvq64uTLZw4ULNnTtX3bt3V3BwsAYOHKiNGzfqyy+/LPCcf+8DAAAAAHB7CNhFVL9+fWVkZOjy5cuqW7eudfurr74qLy+vIrUNCwuT9NcCZunp6XJxcZEk7dixQ5LUoEGDQtU0f/58vfjii3r++eet2+Lj44sUnu3s7ArdFgAAAACQH+9gF1GLFi3k7e2tMWPGaMuWLTp8+LBiYmJkMpnyTcEubNvMzExNmDBBKSkp+s9//qM33nhDHTt2zDPd/EZq1Kihn376SQcOHNDBgwc1c+ZMff311zKbzYW+LmdnZ0lSUlKSLl68WOjjAAAAAAB/IWAXkb29vRYvXqxGjRpp9OjRevLJJ/Xrr7/qnXfeUXBw8C21rVGjhry9vdWvXz+NHTtWrVu3zrcC+I1Mnz5dly5dUs+ePRUWFqaUlBRFRUXp7NmzOnHiRKH6qF+/vh577DGNHj1aH330UaHPDQAAAAD4C1PEb0GVKlUUExNz3X0jRozQiBEjCtX2qjJlymjkyJEaOXLkdfcnJyfn27Zp0ybr3w0bNrxuKH7mmWcK3YeDg4MWLlx4wzoBAAAAAAXjCTYAAAAAAAYgYAMAAAAAYAACto2NGDEiz1RtAAAAAMDdiYANAAAAAIABWOQMhnNxsrd1CcWqtF0vAAAAgOsjYMNwQR6uti6h2FksFtnZ2dm6DAAAAAA2xBRxGMpsNisrK8vWZRQ7wjUAAAAAAjYMZ7FYbF0CAAAAABQ7AjYAAAAAAAYgYAMAAAAAYAACNgzH+8gAAAAASiMCNgzl4OAgJycnW5dhGN4nBwAAAFBYfKYLhtuaekHpWVdsXcZtc3GyL5WfHAMAAABwawjYMFx61hWdz8yxdRkAAAAAUKyYIg4AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgH2XSE9PV2RkpJo1a6bAwEANGDBAiYmJkqS4uDgNHDhQ77zzjh599FEFBATotdde08mTJ/XCCy/Iz89Pbdu21ffff2/tLzQ0VHFxcXnOcb1tAAAAAIDCIWDfBSwWiwYPHqyjR49qwYIFWr16tfz9/dWnTx/t27dPkrRt2zalpaVp5cqVevXVV/XRRx/pqaeeUocOHWQymeTh4aGJEyfKYrHY+GoAAAAA4N5U1tYF4Oa2bNminTt3asuWLapUqZIkaezYsdq+fbuWL1+umjVrKjc3V1FRUapQoYLc3d0VGxurZs2aqVu3bpKkPn366LvvvtPp06d1//332+5iAAAAAOAeRcC+C+zdu1cWi0WtWrXKs91sNis7O1s1a9ZU1apVVaFCBes+Z2dn1apVy/rb0dHRegwAAAAAwHgE7LtAbm6uKlSoIJPJlG+fg4ODPvnkE5UrVy7fvjJlivYGQE5Ozi3XCAAAAAClHQH7LlC/fn1lZGTo8uXLqlu3rnX7q6++Ki8vr1vqs1y5csrIyLD+zsjI0NmzZ2+7VgAAAAAorVjk7C7QokULeXt7a8yYMdqyZYsOHz6smJgY6+Jlt8Lf31/r16/X9u3bdeDAAb388suyt7c3uHIAAAAAKD14gn0XsLe31+LFixUbG6vRo0crKytLHh4eeueddxQcHKxt27YVuc+xY8fq/PnzevbZZ+Xi4qLw8HBduHDhDlQPAAAAAKUDAfsuUaVKFcXExFx334gRIzRixIg82zZt2pTnd1BQkJKTk62/H3jgAS1YsCBPm/DwcIOqBQAAAIDShyniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAFY5AyGc3G6Nz73da9cBwAAAIDiQcCG4YI8XG1dgmEsFovs7OxsXQYAAACAuwBTxGEos9msrKwsW5dhGMI1AAAAgMIiYMNwFovF1iUAAAAAQLEjYAMAAAAAYAACNgAAAAAABiBgw3C8twwAAACgNCJgw1AODg5ycnKydRnFjvfOAQAAAPCZLhhua+oFpWddsXUZxcbFyf6e+jQZAAAAgFtDwIbh0rOu6Hxmjq3LAAAAAIBixRRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwDZYXFycQkND7/h5PD09ZTKZ7vh5AAAAAACFwyJnd6mEhAS5uLjYugwAAAAAwP9HwL5LVa9e3dYlAAAAAACuUeqmiKenpysyMlLNmjVTYGCgBgwYoMTEREnXn979922enp5auXKlnn76afn4+KhLly7auHFjvvMsXLhQLVu2lK+vr/r3769Dhw5Z950/f15RUVF67LHH5Ovrq2eeeUZbt27Nc86BAwda+/Dx8VFYWJhSU1Pz1HF1ivjEiRPVv3//POe/dtuxY8fk6empL7/8Ut26dZOPj4969Oih1NRUzZ07V48++qgeeeQRRUVFyWKx3OKdBQAAAIDSrVQFbIvFosGDB+vo0aNasGCBVq9eLX9/f/Xp00f79u0rdD9vvfWWunbtqrVr1+qxxx7T8OHDtX37duv+48ePa/v27Vq4cKFWrFih06dP65VXXpEkXblyReHh4dq2bZtiY2NlMplUv359Pffcc9q9e7e1j23btum3337TwoUL9cEHH+js2bOKioq6reufOXOmXn75ZX388ce6cOGC+vTpo0OHDun999/XmDFj9MEHH+i77767rXMAAAAAQGlVqgL2li1btHPnTs2aNUt+fn7y8PDQ2LFj5e/vr+XLlxe6nx49eqhfv356+OGHNX78ePn4+GjFihXW/eXKldNbb70lLy8v6xPqPXv2SPrr3em9e/fq7bff1iOPPKK6desqKipK9erVU3x8vLWPnJwcTZ8+XV5eXvLx8dEzzzyTJ8TfivDwcD3yyCPy8vJS27ZtlZmZqTfeeEMeHh7q06ePqlatqt9///22zgEAAAAApVWpegd77969slgsatWqVZ7tZrNZ2dnZqlmzZqH6CQoKyvM7ICBAP/30k/V31apVVaFCBetvV1dXXbp0SZKUkpIiFxcX1a9f37rfzs5OTZo0UUJCgnVbtWrVVLFiRetvFxcXXb58uVD1FaR27drWv52dnVWtWjU5OTlZtzk6OspsNt/WOQAAAACgtCpVATs3N1cVKlS47uetHBwc9Mknn+TbnpOTk29b2bJ5b9uVK1dUpsz/TQawt7cvsIaC3nG2WCx5+nVwcCiwj8IoTN3X1gwAAAAAuD2lKmHVr19fGRkZunz5smrXrm3977333tPGjRtVrlw5Xbx4Mc8xhw8fztfP1UXRrtqxY4caNmxYqBo8PT2Vnp6ulJQU6zaLxaLffvtNdevWvYWr+mtKekZGRp5t16sbAAAAAHDnlKqA3aJFC3l7e2vMmDHasmWLDh8+rJiYGJlMJnl4eMjf31/nz59XfHy8jh07plWrVmnz5s35+lm2bJk+//xzpaWladq0aUpOTtY///nPQtUQEhIib29vjRs3Tr/88otSU1P1xhtvKCUlpdB9/J2/v7+SkpK0bt06HT16VHPnzs0T4AEAAAAAd16pmiJub2+vxYsXKzY2VqNHj1ZWVpY8PDz0zjvvKDg4WJI0YsQILV68WHPmzFHLli01cuTIfAugPfPMM1q6dKlSUlLk5eWl+Ph4eXl5FamGadOmafjw4TKbzWrUqJGWLl0qf3//W7quJ598Uvv379fkyZOVk5OjDh066J///Kd27NhxS/0BAAAAAIrOzsKHj4vE09NTMTEx6tGjh61LKXGuTp0/ZfeQzmfmfwf8XlXJuazaNKps6zKsMjMztX//fnl7e8vZ2dnW5ZRajEPJwViUDIxDycA4lByMRcnAOJQcJXksruYcHx+fm7YtVVPEAQAAAAC4UwjYAAAAAAAYoFS9g22E5ORkW5cAAAAAACiBeIINAAAAAIABeIINw7k42du6hGJV2q4XAAAAwPURsP8fe3ceXdO5/3H8ExkkKqJIVQ1BSkSTEKqRoq1or6mmmINIIzqgSovGXFo1RCvGS4gbpNTQGH8Udau9ejWqoWJMRcRUqsbgkEjO748u5zYNGrrlZHi/1rLuOXs/+3m+++x717qfPM/eG4bzcy9l7RLynNlslo2NjbXLAAAAAGBFLBGHodLT02UymaxdRp4jXAMAAAAgYMNwvFodAAAAQFFEwAYAAAAAwAAEbAAAAAAADEDAhuG4HxkAAABAUUTAhqEcHBzk5ORk7TIKBe5lBwAAAAoWXtMFw8UnX1WaKdPaZRRozk62RfJ1ZwAAAEBBRsCG4dJMmbp847a1ywAAAACAPMUScQAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAE7HwsLS1No0ePVsOGDVW/fn0FBwcrMTFR//73v1WrVi1dvHjR0rZ9+/Z69dVXLd+vXLmi2rVra/fu3ZKkr7/+WoGBgfLx8dErr7yiyMhIpaenW9p7eHhoxowZatq0qRo3bqzjx4/n2XkCAAAAQGHAe7DzKbPZrL59+8rR0VHz5s1TyZIltXbtWnXv3l1LlixR8eLF9f3336tVq1a6ePGijhw5oqysLF24cEFly5bVjh075OLionr16unbb7/VoEGDNHz4cD3//PM6ceKEPvzwQ6WkpGj69OmWMZcuXar58+crMzNTVatWtd7JAwAAAEABRMDOp77//nvt3btX33//vUqXLi1Jevfdd5WQkKDly5fL399fO3bsUKtWrfTf//5XtWvX1vnz5xUfH69WrVpp+/bteumll1SsWDHNnTtXXbp0Ubdu3SRJVapU0bhx49S7d2+dOnVKlSpVkiS1a9dO3t7e1jplAAAAACjQCNj51IEDB2Q2m9W0adNs29PT03Xr1i117txZc+bMkSR999138vf31+nTp/X999+rRYsW+s9//qOPPvpIknTw4EHt27dPq1atsvRjNpslScnJyZaA7ebmlhenBgAAAACFEgE7n8rKylLJkiUVFxeXY5+Dg4NsbW01ZswYJScna+fOnZowYYJOnz6t6Oho/fTTTzKZTGrUqJGlr7CwMHXo0CFHX66urpbPjo6Oj+6EAAAAAKCQ4yFn+VTNmjV17do1ZWRkyM3NzfJv/vz52rZtm5544gl5eXlp2bJlunDhgurXry9/f38dP35cy5cv1/PPPy8nJydJUo0aNZSSkpKtn7Nnz2rKlCm6fv26lc8UAAAAAAoHAnY+1aRJE3l6emrw4MH6/vvvlZqaqokTJyouLk7u7u6SpICAAC1fvlx169aVo6OjKleurEqVKmnt2rVq1qyZpa++fftq8+bNmjVrllJSUrRz504NHz5caWlp2WawAQAAAAAPj4CdT9na2mrhwoXy8vLSoEGD1LZtW/3www+aNWuW/P39Jf0esNPT09WwYUPLcc8//7wkZbt3u0WLFpo2bZq++uortWnTRkOHDlXjxo01a9asvD0pAAAAACjEuAc7HytTpowmTpx4z/21atXSkSNHsm378MMP9eGHH+Zo27JlS7Vs2fKeff25HwAAAADAg2EGGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAADzmD4ZydbK1dQoHHbwgAAAAUPARsGM7PvZS1SygUzGazbGxsrF0GAAAAgFxiiTgMlZ6eLpPJZO0yCgXCNQAAAFCwELBhOLPZbO0SAAAAACDPEbABAAAAADAAARsAAAAAAAMQsGE47h0GAAAAUBQRsGEoBwcHOTk5WbsMq+IedAAAAKBo4jVdMFx88lWlmTKtXYZVODvZ8poyAAAAoIgiYMNwaaZMXb5x29plAAAAAECeYok4AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYBcAiYmJatmypby8vDR58mRrlwMAAAAAuAseclYAzJs3T/b29tq4caOcnZ2tXQ4AAAAA4C4I2AXAlStX5OnpqSpVqli7FAAAAADAPbBEPJ8LCAjQrl27tGbNGnl4eOjkyZOaP3++mjVrpjp16qhdu3Zat26dpX18fLxq166tqKgo+fn5KTAwUCdPnpSHh4fmzZunRo0aqVmzZvr444/18ssvZxsrLS1NPj4+2r59ex6fJQAAAAAUfMxg53OrVq1Sv3799OSTT2rkyJFavHix/u///k9jxoxR9erV9cMPP+iDDz5QWlqaevToIUnKzMzUN998o+XLl8tkMsnGxkaStHr1ai1atEgmk0n29vZatGiRdu/erWeffVaStHHjRpUqVUpNmjSx2vkCAAAAQEFFwM7nypQpI3t7ezk6Ouqxxx7TokWL9Omnn+qll16SJFWpUkWnT59WdHS0JWBLUmhoqKpWrSpJOnXqlCQpKChITz/9tKXNM888o3Xr1lkC9urVq9W2bVvZ2trmzckBAAAAQCFCwC5Ajh49qlu3bum9995TsWL/W91/+/Ztpaen6+bNm5Ztd8L1H7m5uWX73rFjR0VGRmrUqFH65ZdftGfPHk2YMOGR1Q8AAAAAhRkBuwAxm82SpMjISFWvXj3HfgcHB8vn4sWL59jv6OiY7XubNm00efJkff3110pKSpKPj4/c3d0NrhoAAAAAigYeclaAVK9eXXZ2djpz5ozc3Nws/7755htFR0dnm9XOjVKlSumVV17R1q1btXnzZgUGBj6iygEAAACg8CNgFyDOzs7q1q2bpk+frrVr1+rkyZNatWqVIiIi9MQTTzxUnx07dtTWrVt14sQJtW7d2uCKAQAAAKDoYIl4ATN8+HA9/vjjmj59un799VdVqFBBAwcOVFhY2EP15+/vr8cff1z16tVTqVKlDK4WAAAAAIoOAnYBsGTJEstnOzs7DRgwQAMGDLhrWz8/Px05ciTbtkqVKuXYdseNGzd05coVderUybiCAQAAAKAIImAXUVeuXNH333+vTZs2qWLFivL397d2SQAAAABQoBGwi6jMzEyNHDlSZcqUUWRkpGxsbKxdEgAAAAAUaATsIqpMmTLavXu3tcsAAAAAgEKDp4gDAAAAAGAAZrBhOGcnW2uXYDVF+dwBAACAoo6ADcP5uRft132ZzWbuaQcAAACKIJaIw1Dp6ekymUzWLsOqCNcAAABA0UTAhuHMZrO1SwAAAACAPEfABgAAAADAAARsAAAAAAAMQMCG4bgHGQAAAEBRRMCGoRwcHOTk5GTtMqyKe9ABAACAoonXdMFw8clXlWbKtHYZVuHsZFvkX1MGAAAAFFUEbBguzZSpyzduW7sMAAAAAMhTLBEHAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAE7IeUmJioli1bysvLS4GBgQoPD39kY506dUoeHh6Kj49/ZGMAAAAAAP4eAvZDmjdvnuzt7bVx40ZlZGQ80rEqVKigHTt2yNfX95GOAwAAAAB4eDxF/CFduXJFnp6eqlKlikqXLv1Ix7K1tZWrq+sjHQMAAAAA8Pcwg/0QAgICtGvXLq1Zs0YeHh46ffp0tv1fffWVOnfurLp168rb21uBgYH6z3/+Y9nfq1cvTZ48WUOGDJGvr68aN26sZcuW6ccff1S7du1Up04ddevWTcePH5eUc4l4r169NHXqVI0YMULPPvus6tWrp/fee0/Xrl2zjLF//3716NFDderUUbNmzbRu3TrVrl3b0kdmZqZiYmLUvHlzeXt7q3nz5lq2bNkj/uUAAAAAoPAiYD+EVatWydfXVy1bttSOHTv05JNPWvbt379fb7/9tlq3bq3169drxYoVKlOmjIYNG6b09HRLuyVLlsjT01Pr1q1Ts2bN9NFHH+mDDz7QiBEjFBsbq19//VWffPLJPWuIiYlRuXLltGrVKkVERGjbtm2KiYmRJJ07d069e/dWxYoV9cUXX2jMmDGaNm2aMjMzLcdPmjRJc+bM0YABA7R+/Xr16NFDEyZMsPQBAAAAAHgwBOyHUKZMGdnb28vR0VGurq6ytbW17LO1tdXo0aMVEhKiypUry9PTU8HBwbp48aIuXLhgaefp6ak+ffqocuXK6tmzp27fvq1evXrJz89P3t7eatmypZKSku5Zw9NPP613331XVatWVbNmzdSoUSPt2bNHkrR8+XI5OztrwoQJevrpp/Xiiy9q1KhRlmOvXbumZcuWaeDAgWrTpo2qVq2q4OBgBQUFKSoqSmaz+RH8agAAAABQuHEPtsE8PT3l4uKiqKgoHTt2TKmpqTp8+LAkZZtBrlKliuWzk5OTJKly5cqWbY6Ojvd9eFr16tWzfXd2dtbVq1clSQcPHpSXl5fs7e0t+xs0aGD5fOzYMWVkZKh+/frZ+njuuee0aNEiXbhwQeXKlcv1OQMAAAAAmME23K5du9S8eXMlJiaqVq1aGjBggCIiInK0+2P4vaNYsdxfDgcHh3vus7W1VVZW1j3332uG+s4xdnb83QUAAAAAHhQB22ALFy6Un5+fZs6cqZCQEDVq1Ei//PKLpHsHW6PVqlVLBw8ezDYDfmf5uCS5u7vL3t5eP/74Y7bjdu/eLVdXV7m4uORJnQAAAABQmBCwDVahQgUdOXJEu3fv1qlTp/TFF19o+vTpkpTtIWePUlBQkK5evarRo0crOTlZ//3vf/Xhhx9KkmxsbFSyZEl17dpVM2bM0IYNG5SamqrPPvtMS5cuVWhoqGxsbPKkTgAAAAAoTFgLbLCBAwfqt99+05tvvinp94eRffzxxxo6dKgSExPl7u7+yGsoW7asFixYoI8//ljt2rXTk08+qe7du2vKlCmWpenDhw/X448/rqlTp+q3335T1apVNWbMGHXp0uWR1wcAAAAAhZGNmUdGFzpHjx7VlStXsj3ELCEhQd27d9f27dtVoUKFRzJuYmKiJOmcTSVdvnH7kYyR35UuYaeXvR63ag03btzQoUOH5OnpqRIlSli1lqKM65B/cC3yB65D/sB1yD+4FvkD1yH/yM/X4k7O8fb2/su2LBEvhM6ePavg4GCtWbNGp0+f1p49ezRx4kQ999xzjyxcAwAAAEBRxxLxQqhx48YaOXKk5s2bp9GjR8vZ2VkBAQEaMmSItUsDAAAAgEKLgF1IBQUFKSgoyNplAAAAAECRwRJxAAAAAAAMwAw2DOfsZGvtEqymKJ87AAAAUNQRsGE4P/dS1i7BqsxmM+8SBwAAAIoglojDUOnp6TKZTNYuw6oI1wAAAEDRRMCG4Xi1OgAAAICiiIANAAAAAIABCNgAAAAAABiAgA3DcQ8yAAAAgKKIgA1DOTg4yMnJydpl5Br3iwMAAAAwCq/pguHik68qzZRp7TL+krOTbZF/pRgAAAAA4xCwYbg0U6Yu37ht7TIAAAAAIE+xRBwAAAAAAAMQsAEAAAAAMAABGwAAAAAAA+SrgJ2YmKiWLVvKy8tLgYGBCg8Pf2RjnTp1Sh4eHoqPj39kYzyMXr16PdLzvpf4+Hh5eHjo1KlTeT42AAAAABQG+Spgz5s3T/b29tq4caMyMjIe6VgVKlTQjh075Ovr+0jHAQAAAAAUDfnqKeJXrlyRp6enqlSpotKlSz/SsWxtbeXq6vpIxwAAAAAAFB35ZgY7ICBAu3bt0po1a+Th4aHTp09n2//VV1+pc+fOqlu3rry9vRUYGKj//Oc/lv29evXS5MmTNWTIEPn6+qpx48ZatmyZfvzxR7Vr10516tRRt27ddPz4cUk5l4j36tVLU6dO1YgRI/Tss8+qXr16eu+993Tt2jXLGPv371ePHj1Up04dNWvWTOvWrVPt2rUtfWRmZiomJkbNmzeXt7e3mjdvrmXLlj3wb3H9+nUNHz5czz77rOrXr6/w8HDduHHDsj85OVl9+/a1nOd7772n8+fPW/ZfuXJFo0aNUpMmTfTMM8/I399fo0aNkslksrTZvXu3OnfuLB8fH7Vt21aHDx9+4DoBAAAAAP+TbwL2qlWr5Ovrq5YtW2rHjh168sknLfv279+vt99+W61bt9b69eu1YsUKlSlTRsOGDVN6erql3ZIlS+Tp6al169apWbNm+uijj/TBBx9oxIgRio2N1a+//qpPPvnknjXExMSoXLlyWrVqlSIiIrRt2zbFxMRIks6dO6fevXurYsWK+uKLLzRmzBhNmzZNmZmZluMnTZqkOXPmaMCAAVq/fr169OihCRMmWPrIrS1btuiJJ55QXFycpkyZoo0bN2r+/PmW6v4rLAABAABJREFUOoKCguTm5qZVq1Zp7ty5unbtmrp27WoJ4eHh4Tp48KBmzZqlzZs3a/jw4VqzZo2WL18uSTp58qRCQ0Pl6emp1atXq3///pozZ84D1QgAAAAAyC7fLBEvU6aM7O3t5ejoKFdXV9na2lr22draavTo0QoKCrJsCw4OVt++fXXhwgVVqFBBkuTp6ak+ffpIknr27KnPP/9cvXr1kp+fnySpZcuW+uqrr+5Zw9NPP613331XklS1alU1atRIe/bskSQtX75czs7OmjBhguzt7fX0009r1KhR6tevnyTp2rVrWrZsmcLDw9WmTRtLH6dOnVJUVJR69+4tGxubXP0WPj4+Gjx4sCSpSpUqatSokfbv3y9JWrZsmZ588kmNGjXK0j4yMlINGzbUl19+qcDAQDVq1EgNGjSQh4eHJKlSpUqKjY1VUlKSJGnFihUqV66cxo4dK1tbW7m7u+uXX37RxIkTc1UfAAAAACCnfBOw78fT01MuLi6KiorSsWPHlJqaalnS/McZ5CpVqlg+Ozk5SZIqV65s2ebo6Hjfh6dVr14923dnZ2ddvXpVknTw4EF5eXnJ3t7esr9BgwaWz8eOHVNGRobq16+frY/nnntOixYt0oULF1SuXLlcnW/VqlWzfXdxcbEsmT948KB+/vnnHA9nu3XrlpKTkyVJQUFB+ve//63Vq1fr+PHjOnr0qE6dOmU5v6SkJNWuXTvbHzHq1auXq9oAAAAAAHdXIAL2rl271KdPH7300kuqX7++2rRpI5PJpP79+2dr98fwe0exYrlfBe/g4HDPfba2tsrKyrrnfrPZfNftd46xs8v9T/3H4Hu3/ho2bKixY8fm2Ofs7KysrCy98cYb+vnnn/Xqq6+qVatWeuaZZzR69GhLOxsbmxzn8iD1AQAAAAByKhCpauHChfLz89PMmTMt25YsWSLp3sHWaLVq1dIXX3yhjIwMS5C/s3xcktzd3WVvb68ff/xRnp6elu27d++Wq6urXFxcDKmjRo0a2rhxoypUqGD5g8Dly5f1/vvv67XXXpOzs7O+/fZbrVixQnXq1JEkZWRk6MSJE5bZ/Fq1aikuLk7p6emWPu4sQQcAAAAAPJx885Cz+6lQoYKOHDmi3bt369SpU/riiy80ffp0Scr2kLNHKSgoSFevXtXo0aOVnJys//73v/rwww8l/T4jXLJkSXXt2lUzZszQhg0blJqaqs8++0xLly5VaGhoru+/zk0daWlpGjJkiA4fPqzDhw9r8ODBSkxMVM2aNVWuXDnZ2dlp06ZNOnnypBITEzVo0CCdP3/e8lt1795dJpNJI0aMUHJysr7++utsf7wAAAAAADy4AhGwBw4cqLp16+rNN99U+/bttXLlSn388cdydHRUYmJintRQtmxZLViwQEePHlW7du00ZswYde/eXdL/lqYPHz5cwcHBmjp1qlq3bq1ly5ZpzJgxCg0NNayOypUrKzY2VtevX1f37t3Vs2dP2dvba/HixSpTpozKly+vSZMm6d///rdatWqld955R+XLl1dISIhllrp8+fJatGiRzp49qw4dOmjSpEl66623DKsRAAAAAIoiG3NerbEu4I4ePaorV65ke4hZQkKCunfvru3bt1ueZF6U3fljxzmbSrp847aVq/lrpUvY6WWvx61dhuFu3LihQ4cOydPTUyVKlLB2OUUW1yH/4FrkD1yH/IHrkH9wLfIHrkP+kZ+vxZ2c4+3t/ZdtC8QMdn5w9uxZBQcHa82aNTp9+rT27NmjiRMn6rnnniNcAwAAAAAKxkPO8oPGjRtr5MiRmjdvnkaPHi1nZ2cFBARoyJAhuTp+/vz5mjNnzn3bjBgxQp07dzaiXAAAAABAHiNgP4CgoCAFBQU91LFdunTRP/7xj/u2KVu27EP1DQAAAACwPgJ2HnFxcTHsVV0AAAAAgPyHgA3DOTvZWruEXCkodQIAAAAoGAjYMJyfeylrl5BrZrPZsHeUAwAAACjaeIo4DJWeni6TyWTtMnKNcA0AAADAKARsGI5XqwMAAAAoigjYAAAAAAAYgIANw7HsGgAAAEBRRMCGoRwcHOTk5GTVGliiDgAAAMAaeIo4DBeffFVppkyrjO3sZFugnmIOAAAAoPAgYMNwaaZMXb5x29plAAAAAECeYok4AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYBcgJ0+eVMeOHeXl5aV33nlH4eHh6tWrV66P79Wrl8LDw++5Pz4+Xh4eHjp16pQR5QIAAABAkcJDzgqQ2NhYnT17VmvXrlXp0qXl4OCgzEzrPK0bAAAAAJAdAbsAuXr1qqpVqyZ3d3drlwIAAAAA+BMC9iNy8eJFffjhh/rPf/4jW1tbde7cWfv27VODBg3Uv39/zZ8/X3FxcTp9+rQcHBxUr149jRkzRlWqVJEkeXh4qH///lq9erUyMjJkY2OjX3/91bJv8eLFWr16tU6fPq0lS5ZIkpKTkzVp0iTt3r1bjz32mPz8/BQeHi5XV9e71rh7925NnjxZR44cUdWqVdWxY8e8+XEAAAAAoBDiHuxHICsrS2+88YZSU1O1YMECLVy4UHv37tWuXbskSYsXL1Z0dLTCw8O1efNmzZ49W8ePH9ekSZOy9bN06VLNmDFDs2bN0vr169WyZUv5+vpqx44d8vX1zdb23LlzCgoKkpubm1atWqW5c+fq2rVr6tq1q27cuJGjxpMnTyo0NFSenp5avXq1+vfvrzlz5jy6HwUAAAAACjlmsB+BXbt2ad++fdq0aZOqV68uSYqMjFRAQIAkqUqVKpo8ebKaNm0qSapYsaJatGihL7/8Mls/7dq1k7e3t+W7o6Oj7O3t7zojvWzZMj355JMaNWqUZVtkZKQaNmyoL7/8UoGBgdnar1ixQuXKldPYsWNla2srd3d3/fLLL5o4caIxPwIAAAAAFDEE7Efg4MGDcnFxsYRrSSpXrpyqVasmSQoICNBPP/2k6dOnKyUlRSkpKTp69KjKly+frR83N7cHGvPnn3/OMbN969YtJScn52iflJSk2rVry9bW1rKtXr16uR4PAAAAAJAdAfsRsLW1VVZW1j33R0VFafbs2erQoYP8/f0VEhKibdu26f/+7/+ytXN0dMz1mFlZWWrYsKHGjh2bY5+zs3OObTY2NjlqtLPjvw4AAAAA8LC4B/sRqFWrltLS0rLNHF+6dEmpqamSpLlz56p///764IMP1LVrV9WtW1fHjx+X2Wx+6DFr1Kih5ORkVahQQW5ubnJzc5OLi4s+/vhjJSUl3bXG/fv3Kz093bJt//79Dz0+AAAAABR1BOxHwM/PT3Xq1NGwYcO0d+9eHT58WEOGDJHJZJKNjY0qVKig7777TkePHtWxY8c0bdo0bdmyJVvYfVBBQUFKS0vTkCFDdPjwYR0+fFiDBw9WYmKiatasmaN99+7dZTKZNGLECCUnJ+vrr7/WzJkz/85pAwAAAECRRsB+RGbOnKknn3xSISEh6t27t3x8fPTUU0/J3t5eU6ZM0c2bN9WxY0f17NlTSUlJGjdunC5cuKAzZ8481HiVK1dWbGysrl+/ru7du6tnz56yt7fX4sWLVaZMmRzty5cvr0WLFuns2bPq0KGDJk2apLfeeuvvnjYAAAAAFFncdPsIXLx4UQcPHlRkZKTs7e0lSenp6YqJiVH58uX1zDPPaPny5TmO69atm+XzkSNHcuz/82u8/vy9du3aio6Ovmddd96X/cf2sbGx2bYFBQXd83gAAAAAwL0RsB8BOzs7DR48WN26dVP37t2VkZGh6OhoOTg46IUXXrB2eQAAAACAR4Al4o9AqVKlNHfuXO3du1ft27dX165d9dtvv91zuTYAAAAAoOBjBvsRadiwoT7//HNrlwEAAAAAyCPMYAMAAAAAYAACNgAAAAAABmCJOAzn7GRbJMcGAAAAULQRsGE4P/dSVh3fbDbLxsbGqjUAAAAAKHpYIg5Dpaeny2QyWbUGwjUAAAAAayBgw3Bms9naJQAAAABAniNgAwAAAABgAAI2DMcSbQAAAABFEQEbhnJwcJCTk5NVa2CJOgAAAABr4CniMFx88lWlmTKtMrazk63Vn2IOAAAAoGgiYMNwaaZMXb5x29plAAAAAECeYok4AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYBdhcXFx8vDwsHYZAAAAAFAoELABAAAAADAAARsAAAAAAAMQsA1w8eJFDR48WM8++6z8/Pw0depUBQcHa+bMmZKkr7/+WoGBgfLx8dErr7yiyMhIpaenW4738PDQjBkz1LRpUzVu3FjHjx9Xenq6IiIi1KRJE/n6+qpLly7asWOH5Zi4uDi98sorlv/08vJSYGCgfvzxR0ubgIAASw3323bHl19+KS8vL33++edG/jwAAAAAUCQQsP+mrKwsvfHGG0pNTdWCBQu0cOFC7d27V7t27ZIkffvttxo0aJC6dOmiDRs2aOzYsdq0aZOGDh2arZ+lS5dqxowZmjVrlqpWrarhw4fru+++09SpU7V69Wq1bNlSb775prZv32455pdfftHnn3+uiIgIrV69Wk5OTgoPD5fZbH7g8/jqq680dOhQjR07Vt26dftbvwkAAAAAFEV21i6goNu1a5f27dunTZs2qXr16pKkyMhIBQQESJLmzp2rLl26WEJrlSpVNG7cOPXu3VunTp1SpUqVJEnt2rWTt7e3JCk1NVUbNmzQmjVr5OnpKUl67bXXdPjwYUVHR+ull16SJGVkZGjcuHHZ2vTv31/nz5/XE088ketz2L59u959912NGzdOgYGBf/9HAQAAAIAiiID9Nx08eFAuLi6WcC1J5cqVU7Vq1Sz79+3bp1WrVln235lhTk5OtgRsNze3bH1KUlBQULaxMjIyVKpUqWzb3N3dLZ+dnZ0t7R7EO++8o/T0dEstAAAAAIAHR8D+m2xtbZWVlXXP/VlZWQoLC1OHDh1y7HN1dbV8dnR0tHy+E8A/++wzPfbYY9mOKVYs+6p+BweHHP3eb4n47du3c2z76KOPtHXrVo0cOVLr1q2Tk5PTPY8HAAAAANwd92D/TbVq1VJaWpqSk5Mt2y5duqTU1FRJUo0aNZSSkiI3NzfLv7Nnz2rKlCm6fv36XfusUaOGJOn8+fPZjouLi1NcXFyua7O3t9e1a9cs369du6YLFy7kaNemTRuNHj1aly9f1qeffprr/gEAAAAA/0PA/pv8/PxUp04dDRs2THv37tXhw4c1ZMgQmUwm2djYqG/fvtq8ebNmzZqllJQU7dy5U8OHD1daWlq2Gew/qlGjhpo2baqxY8fq3//+t06ePKn58+dr3rx5qlKlSq5rq1u3rjZu3KiEhAQdPXpUI0aMkK2t7V3burq6aujQoYqNjc32JHIAAAAAQO6wRNwAM2fO1Pjx4xUSEqLixYsrKChIx44dk729vVq0aKFp06Zp3rx5mjt3rkqXLq2AgAANGTLkvn1OmzZN06ZN05gxY3TlyhVVqVJFEyZMuOtS83t59913dfnyZb322mtydnZWaGiorl69es/2nTt31rp16zRixAitXbs227J1AAAAAMD92Zgf5p1OsLh48aJ++uknNW7cWPb29pKk9PR0+fn5aezYsWrfvr11C8xDiYmJkqRzNpV0+UbOe73zQukSdnrZ63GrjJ1f3LhxQ4cOHZKnp6dKlChh7XKKLK5D/sG1yB+4DvkD1yH/4FrkD1yH/CM/X4s7OefOW5/uhxnsv8nOzk6DBw9Wt27d1L17d2VkZCg6OloODg564YUXrF0eAAAAACCPcA/231SqVCnNnTtXe/fuVfv27dW1a1f99ttvWrx4scqUKWPt8gAAAAAAeYQZbAM0bNhQn3/+ubXLAAAAAABYETPYAAAAAAAYgBlsGM7Z6e6vAivsYwMAAAAo2gjYMJyfeymrjm82m2VjY2PVGgAAAAAUPSwRh6HS09NlMpmsWgPhGgAAAIA1ELBhOF6tDgAAAKAoImADAAAAAGAAAjYAAAAAAAYgYMNw3AMNAAAAoCgiYMNQDg4OcnJysnYZfxv3kQMAAAB4ULymC4aLT76qNFOmtct4aM5OtlZ/1RgAAACAgoeADcOlmTJ1+cZta5cBAAAAAHmKJeIAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICAnc/Ex8fLw8NDp06dsnYpAAAAAIAHQMAGAAAAAMAABGwAAAAAAAxQaF7TdfHiRX344Yf6z3/+I1tbW3Xu3Fn79u1TgwYNJP2+9NrV1VXffPONOnTooNGjR2vlypVavHixUlNTVaxYMdWuXVvDhw+Xt7e3JCkgIEDdunXT7t27FR8fr7Jly2rEiBGSpIiICJ07d07169fXlClTVLZsWUlScnKyIiIitGfPHt2+fVuNGjXS+++/r4oVK0qSevXqpVq1aunChQvatm2bXFxc1LNnT/Xt21c2NjaW8/nmm2+0bNkyHT9+XG5ubho6dKheeuklSVJmZqaWLFmiZcuW6cyZM3rqqacUEhKi7t27W871tdde0z//+U9FRETo+PHjqlSpkoYMGaKXX35ZkmQ2m7VgwQJ9/vnn+u2331S1alX16dNHbdu2ffQXCwAAAAAKoUIxg52VlaU33nhDqampWrBggRYuXKi9e/dq165dljY//PCDypUrp7Vr16pXr17aunWrxo8fr7CwMG3atEkxMTG6deuWRo0ala3vOXPmqFWrVlq/fr1q1aqlYcOGae7cuYqIiNDcuXOVmJio+fPnS5JOnz6trl27ysHBQYsWLdLChQt1/vx59ezZU9euXbP0uWzZMjk7OysuLk6DBw/W7NmzLX3csXjxYo0ePVrr169X1apVNWjQIF2/fl2SNGnSJM2ZM0cDBgzQ+vXr1aNHD02YMEExMTGW4zMzMxUREaGRI0dqw4YNqlmzpt5//31LH9OmTdOyZcssYwQHB+uDDz7QZ599Zui1AQAAAICiolDMYO/atUv79u3Tpk2bVL16dUlSZGSkAgICsrUbOHCgnJ2dJUnnz5/XhAkTLDO2FStWVKdOnTR+/Phsx7z00ktq3769JKlLly7atm2bBg8eLB8fH0nS888/r59//lmStHTpUpUoUUJTp06Vg4ODJGnGjBlq1qyZ1q5dqx49ekiSqlWrpg8++EA2NjZyd3dXcnKyFi9erL59+1rGHTFihPz8/CRJ/fv311dffaXk5GRVr15dy5YtU3h4uNq0aSNJqlq1qk6dOqWoqCj17t3b0segQYPk7+8vSerXr582b96spKQkeXh4KCYmRp9++qllVrxKlSo6ffq0oqOjLXUCAAAAAHKvUATsgwcPysXFxRKuJalcuXKqVq2a5XvZsmUt4VqSGjRooOTkZM2ePVvHjh1Tamqqjhw5oqysrGx9u7m5WT47OTlJ+j2M3uHo6KgLFy5IkpKSkuTl5WUJ15Lk6uqqatWqKSkpybLNz88v23JwX19fzZ8/X5cuXbJs+2PtpUqVkiTdvHlTx44dU0ZGhurXr5+tzueee06LFi2y1CIp2+9RsmRJSVJGRoaOHj2qW7du6b333lOxYv9bxHD79m2lp6fr5s2bcnR0FAAAAAAg9wpFwLa1tc0RjP/sz4Fx/fr1llngevXqqVu3bkpKSsoxg21nl/Mn+mM4/iOz2XzX7VlZWbK3t79nn3dqt7W1tWz7Y/D9Y//3G+PPff8x6N+tj8jIyGwh/H7HAQAAAADur1Dcg12rVi2lpaUpOTnZsu3SpUtKTU295zFRUVHq1KmTJk2apB49eqhBgwY6efKkpHsH5b/i4eGhxMREpaenW7b99ttvSk1Nlbu7u2VbYmJituMSEhJUqVIlubi4/OUY7u7usre3148//pht++7du+Xq6pqrPqpXry47OzudOXNGbm5uln/ffPONoqOj7xruAQAAAAD3VyiSlJ+fn+rUqaNhw4Zp7969Onz4sIYMGSKTyXTP2eYKFSooISFBBw4c0IkTJxQTE6PY2FhJyhaQH0T37t11/fp1DR06VIcPH9a+ffv0zjvv6PHHH1fr1q0t7Xbv3q0ZM2bo+PHjWrVqlT777DOFhYXlaoySJUuqa9eumjFjhjZs2KDU1FR99tlnWrp0qUJDQ+95vn/k7Oysbt26afr06Vq7dq1OnjypVatWKSIiQk888cRDnTsAAAAAFHWFYom4JM2cOVPjx49XSEiIihcvrqCgIB07dkz29vZ3DcyjR4/WmDFj1LNnTzk4OKhWrVqaMmWKBg8erMTERD377LMPXEOlSpUUGxuriIgIy9PEGzVqpIiICMt91JLUrFkzJScnq23btnriiSc0fPhwyyu2cmP48OF6/PHHNXXqVMsrtsaMGaMuXbo8cB/Tp0/Xr7/+qgoVKmjgwIG5DvoAAAAAgOxszA+7HjofuXjxon766Sc1btzYcq9zenq6/Pz8NHbsWMtTwPODXr16qWLFipo0aZK1SzHcnaXv52wq6fKN21au5uGVLmGnl70et3YZD+3GjRs6dOiQPD09VaJECWuXU2RxHfIPrkX+wHXIH7gO+QfXIn/gOuQf+fla3Mk53t7ef9m2UMxg29nZafDgwerWrZu6d++ujIwMRUdHy8HBQS+88IK1ywMAAAAAFAGF4h7sUqVKae7cudq7d6/at2+vrl276rffftPixYtVpkwZa5cHAAAAACgCCsUMtiQ1bNhQn3/+ubXL+EtLliyxdgkAAAAAgEegUMxgAwAAAABgbYVmBhv5h7OTrbVL+FsKev0AAAAArIOADcP5uZf660b5nNlsztU7xQEAAADgDpaIw1Dp6ekymUzWLuNvI1wDAAAAeFAEbBiuELxaHQAAAAAeGAEbAAAAAAADELABAAAAADAAARuG4/5l6+L3BwAAAKyDgA1DOTg4yMnJydplFGnFHR1lb29v7TIAAACAIofXdMFw8clXlWbKtHYZRZKzk6383EvJzo7/aQMAAAB5jf8XDsOlmTJ1+cZta5cBAAAAAHmKJeIAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICA/QjExcXJw8PD0D4DAgI0c+ZMQ/sEAAAAABiHh5wVEKtWrVLx4sWtXQYAAAAA4B4I2AVEmTJlrF0CAAAAAOA+CtUS8YsXL2rw4MF69tln5efnp6lTpyo4OFgzZ87UzJkz1bNnTw0ePFj16tXThx9+KElauXKl2rRpIx8fH9WtW1dBQUFKTEy09BkQEKDo6Gi9/fbb8vX1lZ+fnz766CPdvv2/11Bt3bpVbdq0kbe3t4KCgnTmzJkHqjsuLk4vvPCCVqxYocaNG8vX11f9+/fXuXPnstVxZ4l4VlaW5s2bp+bNm8vLy0v16tVTWFiYTpw4YWnv4eGhVatWKSQkRD4+PmrcuLFmzZqVbdzt27erS5cu8vX1VePGjTVx4kTdvHnzgWoHAAAAAPyu0ATsrKwsvfHGG0pNTdWCBQu0cOFC7d27V7t27bK0+eGHH1SuXDmtXbtWvXr10tatWzV+/HiFhYVp06ZNiomJ0a1btzRq1KhsfU+fPl0NGjTQunXrNGzYMMXGxmrDhg2SpISEBL399ttq3ry51q1bpw4dOigqKuqB67948aIWLVqkyMhILVq0SL/88ovCwsKyBfk7Fi9erOjoaIWHh2vz5s2aPXu2jh8/rkmTJmVrN3nyZHXo0EH/93//p549e2rmzJn64YcfJP3+R4G33npLL730kuLi4jRu3Dht3LhR77777gPXDgAAAAAoREvEd+3apX379mnTpk2qXr26JCkyMlIBAQHZ2g0cOFDOzs6SpPPnz2vChAlq27atJKlixYrq1KmTxo8fn+2Yxo0bKzg4WJJUuXJlLVmyRAkJCWrfvr1iY2NVr149DRgwQJJUrVo1JSUlafHixQ9Uf0ZGhiZPniwvLy9JUkREhFq1aqWdO3eqSZMm2dpWqVJFkydPVtOmTS11t2jRQl9++WW2du3bt1e7du0kSW+++aaio6OVkJCgBg0aKCoqSq+88or69etnqdtsNqt///46evSonn766QeqHwAAAACKukITsA8ePCgXFxdLuJakcuXKqVq1apbvZcuWtYRrSWrQoIGSk5M1e/ZsHTt2TKmpqTpy5IiysrKy9e3u7p7tu7OzszIyMiRJSUlJatSoUbb9vr6+DxywH3vsMUu4vjOmi4uLkpKScgTsgIAA/fTTT5o+fbpSUlKUkpKio0ePqnz58g9Ud+vWrbPtf+655yz7CNgAAAAA8GAKzRJxW1vbHMH4zxwdHbN9X79+vdq2bauTJ0+qXr16ev/99xUeHp7jOAcHhxzbzGazJMnGxibHuPb29g9a/l2PyczMlK2tbY7tUVFRCg4O1qVLl+Tv769x48YpNDT0geq+859/dOc87OwKzd9dAAAAACDPFJokVatWLaWlpSk5Odkyc3vp0iWlpqbe85ioqCh16tRJ48aNs2zbtm2bpN8DqI2NTa7G3bNnT7Zt+/fvf+D6L1++rJMnT6py5cqSpJ9//lnXrl1T7dq1c7SdO3eu+vfvr9dff92yLTo6+q6h+V48PDyUkJCgkJAQy7bdu3dLyjnzDQAAAAD4a4VmBtvPz0916tTRsGHDtHfvXh0+fFhDhgyRyWS6Z1CuUKGCEhISdODAAZ04cUIxMTGKjY2VJKWnp+dq3NDQUB0+fFiTJ09WSkqK1q1bZ+njQQ0dOlT79+/X3r17NWzYMPn6+qpBgwZ3rfu7777T0aNHdezYMU2bNk1btmzJdc2SFBYWpi1btmjOnDlKSUnR119/rQ8//FBNmzYlYAMAAADAQyg0AVuSZs6cqSeffFIhISHq3bu3fHx89NRTT91zyfbo0aNVrlw59ezZU507d9bXX3+tKVOmSFK2V3Xdj6enp+bPn6/4+Hi1bdtWMTExevPNNx+q/jZt2uj1119XWFiYatSooXnz5t31jwNTpkzRzZs31bFjR/Xs2VNJSUkaN26cLly4kOtXhDVv3lyffvqpNm3apDZt2mjs2LFq3bq1IiMjH6p2AAAAACjqbMwPsq44H7t48aJ++uknNW7c2BKo09PT5efnp7Fjx6p9+/bWLfA+4uLiNHz4cB05csTapfwtd/4occ6mki7fyPl6MTx6pUvY6WWvx3Xw4EFVrVpVJUqUsHZJRdaNGzd06NAheXp6ch2sjGuRP3Ad8geuQ/7BtcgfuA75R36+Fndyjre391+2LTT3YNvZ2Wnw4MHq1q2bunfvroyMDEVHR8vBwUEvvPCCtcsDAAAAABRyhSZglypVSnPnzlVkZKSWL1+uYsWKqV69elq8eLHKlCljlZrOnTunFi1a3LeNt7d3vp5dBwAAAADkTqEJ2JLUsGFDff7559Yuw6JcuXJas2bNfdsUL15cTz75pAIDA/OmKAAAAADAI1GoAnZ+Y2trKzc3N2uXAQAAAADIAwRsGM7ZydbaJRRZ/PYAAACA9RCwYTg/91LWLqFIyzKbdfs2T3EHAAAA8lqheg82rC89PV0mk8naZRRpt27eVEZGhrXLAAAAAIocAjYMV0herV5g8fsDAAAA1kHABgAAAADAAARsAAAAAAAMQMCG4WxsbKxdQpFmY2Mje3t7a5cBAAAAFDkEbBjKwcFBTk5O1i6jSHNyctIzz3jxhw4AAAAgj/GaLhguPvmq0kyZ1i6jyHJ2suVVaQAAAIAVELBhuDRTpi7f4D3MAAAAAIoWlogDAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACdi54eHgoLi6uQIwXHh6uXr163XP/qVOn5OHhofj4eElSr169FB4eLkmKj4+Xh4eHTp069VBjAwAAAEBRxkPOipgKFSpox44dcnFxsXYpAAAAAFCoELCLGFtbW7m6ulq7DAAAAAAodFginkspKSkKCQmRt7e3mjRponnz5ln2ZWVlad68eWrevLm8vLxUr149hYWF6cSJE5KkwMBAffTRR5b2X331lTw8PPTll19atk2aNEkhISE5xj1//rxatGih1157TTdv3lRmZqYiIiL04osvysvLSy1atNCyZcuyHXP79m19+OGHqlevnvz8/DR+/HjdunVLUs4l4gAAAAAAYxCwcyk2Nlbt27fXxo0b1b17d3366afauXOnJGnx4sWKjo5WeHi4Nm/erNmzZ+v48eOaNGmSJKlp06b67rvvLH3997//lY2NTbaQu337djVr1izbmBcvXlRISIgqVqyouXPnytHRUUuXLtWXX36padOmafPmzerZs6c++OAD7d6923JcQkKCLly4oOXLl2vSpEnavHmzIiIiHuXPAwAAAABFHgE7l4KCgtS+fXtVrlxZ/fr1k7Ozs/bv3y9JqlKliiZPnqymTZuqYsWK8vf3V4sWLZSUlCRJCggI0LFjx/TLL79Ikr777js1a9bMErBPnDihlJQUBQQEWMa7fPmyQkJC9NRTT+mf//ynihcvbmlbokQJVapUSRUrVlTPnj31r3/9S9WqVbMc6+rqqsmTJ6tGjRpq2rSp3nnnHX3++ecymUx58lsBAAAAQFHEPdi5VLVq1WzfS5UqZVl2HRAQoJ9++knTp09XSkqKUlJSdPToUZUvX16S9Mwzz6h8+fL67rvv9Pzzz+vUqVOKiIhQ586ddf78eW3fvl2enp6qWLGipf9p06YpIyNDXl5ecnBwsGzv0aOHvvrqK7344ovy9PRUo0aN1Lp1a5UtW9bSxsvLyxLIJcnHx0cZGRk6fvy4nJ2dH8XPAwAAAABFHjPYuWRra5tjm9lsliRFRUUpODhYly5dkr+/v8aNG6fQ0NBsbe8sE//vf/8rb29v+fj4qHz58oqPj9c333yTY3n4888/rxkzZuiLL77Qjh07LNurVq2qLVu2aMGCBWrYsKG2b9+u9u3ba/Xq1fesNSsrS5KyBXUAAAAAgLEI2AaYO3eu+vfvrw8++EBdu3ZV3bp1dfz4cUsAl36f5d65c6d27twpf39/SZK/v7/+/e9/Kz4+PkfAbt68uf7xj3+oVatWGj16tK5duybp9/u9t2zZokaNGmnYsGFav369/P39tXHjRsuxhw4dsoRqSfrxxx/l6OioypUrP8qfAQAAAACKNAK2ASpUqKDvvvtOR48e1bFjxzRt2jRt2bJF6enpljb+/v66deuWtmzZki1gb9q0Sa6urqpdu/Zd+x45cqSuX7+uKVOmSPr9wWfjx4/Xtm3bdPr0af3nP//RoUOH5Ovraznml19+0YgRI/Tzzz9r8+bNmjlzpsLCwpjBBgAAAIBHiHuwDTBlyhSNHz9eHTt21GOPPaY6depo3Lhx+uCDD3TmzBk99dRTcnBw0PPPP68dO3aobt26kn4P2FlZWdkebvZn5cqV07BhwzRy5Ei1bNlSAwYMUEZGhj766COdP39erq6u6t69u9544w3LMc2aNZOtra26dOkiJycnde/eXf369XvUPwMAAAAAFGk25j+uYwb+hsTEREnSOZtKunzjtpWrKbpKl7DTy16Py2QyycnJydrlFFk3btzQoUOH5OnpqRIlSli7nCKNa5E/cB3yB65D/sG1yB+4DvlHfr4Wd3KOt7f3X7ZliTgAAAAAAAYgYAMAAAAAYAACNgAAAAAABiBgAwAAAABgAJ4iDsM5O9lau4Qijd8fAAAAsA4CNgzn517K2iUUeZmZWdYuAQAAAChyWCIOQ6Wnp8tkMlm7jCLNZDLpwIH94g18AAAAQN4iYMNwBDvrMpvNysjIsHYZAAAAQJFDwAYAAAAAwAAEbAAAAAAADEDAhuFsbGysXQIAAAAA5DkCNgzl4OAgJycna5dxX9wjDgAAAOBR4DVdMFx88lWlmTKtXcZdOTvZ8hoxAAAAAI8EARuGSzNl6vKN29YuAwAAAADyFEvEAQAAAAAwAAEbAAAAAAADELABAAAAADBAkQrYHh4eiouLy/NxZ86cqYCAgEfWHgAAAABgfUUqYAMAAAAA8KgQsAEAAAAAMECRC9gpKSkKCQmRt7e3mjRponnz5mXb//XXXyswMFA+Pj565ZVXFBkZqfT0dMv+pKQkvfHGG2rQoIG8vLzUrFkzLVy4MFsfy5cv1yuvvCIfHx+9+eabunLlSrb9Hh4e+uyzz9SlSxd5e3urTZs22rZtW45ao6Ki9MILL8jHx0e9evXS8ePHLfsuX76scePG6cUXX5SPj4+6deum+Ph4y/6ZM2cqJCTE0oe3t7d69uyp5ORkS5u0tDSNHj1aDRs2VP369RUcHKzExMSH+l0BAAAAoKgrcgE7NjZW7du318aNG9W9e3d9+umn2rlzpyTp22+/1aBBg9SlSxdt2LBBY8eO1aZNmzR06FBJkslkUmhoqEqXLq3PP/9cGzZsUIsWLTR58mQdOnRIkrRhwwaNHz9eISEhWrt2rerVq6fPPvssRx1Tp05Vu3bttHbtWr344osaMGCAEhISLPtPnz6thIQERUVFKTY2VufPn9fIkSMlSZmZmQoNDdXu3bsVERGhuLg41axZU3369NG+ffssfezevVs//vijoqKitHTpUl24cEHjxo2TJJnNZvXt21cnT57UvHnztGLFCtWtW1fdu3fXwYMHH82PDwAAAACFWJEL2EFBQWrfvr0qV66sfv36ydnZWfv375ckzZ07V126dFG3bt1UpUoVNW7cWOPGjdOXX36pU6dOyWQyKTg4WGPGjJG7u7uqVq2qgQMHSpKOHDkiSVqyZIlatWqlHj16qFq1anr99dfVtGnTHHUEBgaqR48eql69uoYMGSJvb2/FxsZa9tvb22vq1KmqVauWZYb6Tp07duzQgQMH9Mknn+i5557T008/rXHjxqlGjRqKjo629HH79m1NmTJFtWrVkre3t7p162YJ8d9//7327t2ryMhI1alTR+7u7nr33XdVt25dLV68+NH8+AAAAABQiNlZu4C8VrVq1WzfS5UqpVu3bkmSDh48qH379mnVqlWW/WazWZKUnJysF198UUFBQdqwYYMOHjyoEydO6PDhw5KkrKwsSb8vIW/dunW2MXx9fS3t7vDz88vR5rvvvrN8L1u2rEqWLJmtzps3b1rGcHZ2Vs2aNS37bWxs9Oyzz2rHjh2WbeXKlZOLi4vlu7OzszIyMiRJBw4ckNlszhH+09PTLb8HAAAAACD3ilzAtrW1zbHtTojOyspSWFiYOnTokKONq6urzp8/r65du6pMmTIKCAhQ48aN5e3trRdffDFb2zth+w57e/sc/dnZZf/pMzMzVazY/xYU3K3OP9d7t+1/7NfBweGefWRlZalkyZJ3fW3Z/Y4DAAAAANxdkVsifj81atRQSkqK3NzcLP/Onj2rKVOm6Pr169qwYYMuX76sZcuWqV+/fnrllVcsDzC7E3o9PT2z3Ust6a4PDvvztj179uiZZ57JVZ0eHh5KS0tTUlKSZZvZbNaPP/6op59+Old91KxZU9euXVNGRka2850/f/5dH7gGAAAAALg/AvYf9O3bV5s3b9asWbOUkpKinTt3avjw4UpLS5Orq6uefPJJmUwmffnllzpz5ox27Nihd999V5IsTxp//fXXtXXrVi1YsEDHjx/XkiVLtHnz5hxjLVq0SOvXr1dKSoomT56sI0eOqHfv3rmqs3HjxvL09NR7772nXbt2KTk5WePHj1dSUlKu+2jSpIk8PT01ePBgff/990pNTdXEiRMVFxcnd3f3XP5iAAAAAIA7itwS8ftp0aKFpk2bpnnz5mnu3LkqXbq0AgICNGTIEMv+AwcOaNKkSbp27ZoqVqyozp07a9u2bUpMTFT37t310ksv6ZNPPtHMmTM1ffp01a1bV6GhodqwYUO2sbp166aYmBglJSWpVq1aio6OVq1atXJVp62trRYuXKjJkydrwIABSk9Pl5eXl2JiYlS3bt0H6iMiIkKDBg2SyWSSu7u7Zs2aJX9//wf63QAAAAAAko35Xjf04pHx8PDQxIkTFRgYaO1SDHVn2fs5m0q6fOO2lau5u9Il7PSy1+PWLuORunHjhg4dOiRPT0+VKFHC2uUUWVyH/INrkT9wHfIHrkP+wbXIH7gO+Ud+vhZ3co63t/dftmWJOAAAAAAABiBgAwAAAABgAO7BtoIjR45YuwQAAAAAgMGYwQYAAAAAwADMYMNwzk621i7hnvJzbQAAAAAKNgI2DOfnXsraJdyX2WyWjY2NtcsAAAAAUMiwRByGSk9Pl8lksnYZ90W4BgAAAPAoELBhOF6tDgAAAKAoImADAAAAAGAAAjYAAAAAAAYgYMNw3OMMAAAAoCgiYMNQDg4OcnJysnYZhuKecgAAAAC5wWu6YLj45KtKM2VauwxDODvZ5vvXjgEAAADIHwjYMFyaKVOXb9y2dhkAAAAAkKdYIg4AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYf+Dh4aG4uLh83+/MmTMVEBBgWH8AAAAAgL+PgA0AAAAAgAEI2AAAAAAAGICA/ScpKSkKCQmRt7e3mjRponnz5mXb//XXXyswMFA+Pj565ZVXFBkZqfT0dMv+s2fP6q233pKvr69eeOEFrV+/PscY69evV8uWLeXt7a3OnTtr8eLF8vDwsOxPS0vT6NGj1bBhQ9WvX1/BwcFKTEzM0U9UVJReeOEF+fj4qFevXjp+/Lhl3+XLlzVu3Di9+OKL8vHxUbdu3RQfH/9AdQAAAAAAco+A/SexsbFq3769Nm7cqO7du+vTTz/Vzp07JUnffvutBg0apC5dumjDhg0aO3asNm3apKFDh0qSbt++rbCwMF26dEmxsbGaPn26oqOjs/X/9ddf6/3331enTp20bt06BQYGaurUqZb9ZrNZffv21cmTJzVv3jytWLFCdevWVffu3XXw4EFLu9OnTyshIUFRUVGKjY3V+fPnNXLkSElSZmamQkNDtXv3bkVERCguLk41a9ZUnz59tG/fvlzVAQAAAAB4MHbWLiC/CQoKUvv27SVJ/fr108KFC7V//375+/tr7ty56tKli7p16yZJqlKlisaNG6fevXvr1KlTSklJ0c8//6ytW7eqSpUqkqSJEyda+pOk6OhotWjRQn369JEkVatWTcePH1dMTIwk6fvvv9fevXv1/fffq3Tp0pKkd999VwkJCVq8eLEmTZokSbK3t9fUqVNVsmRJSVK3bt00bdo0SdKOHTt04MABrV+/XjVr1pQkjRs3TomJiYqOjrYE//vVAQAAAAB4MATsP6latWq276VKldKtW7ckSQcPHtS+ffu0atUqy36z2SxJSk5O1tGjR+Xi4mIJ15Lk6ekpR0dHy/cDBw7oH//4R7YxGjRoYAm2Bw4ckNlsVtOmTbO1SU9Pt9QhSWXLlrWE6zt13rx5U5KUlJQkZ2dnS7iWJBsbGz377LPasWNHruoAAAAAADwYAvaf2Nra5th2J0RnZWUpLCxMHTp0yNHG1dVVycnJysrKyrHPzs4u2+e7tbkjKytLJUuWvOtrvRwcHO5b55/rvdv2O7X8VR0AAAAAgAfDPdgPoEaNGkpJSZGbm5vl39mzZzVlyhRdv35dnp6eSktL088//2w55vjx47p27Zrle61atfTTTz9l63fPnj2WzzVr1tS1a9eUkZGRbZz58+dr27ZtuarTw8NDaWlpSkpKsmwzm8368ccf9fTTT+eqDgAAAADAgyFgP4C+fftq8+bNmjVrllJSUrRz504NHz5caWlpcnV1lZ+fn+rUqaNhw4Zp7969SkxM1LBhw1SsWLFsfXz55Zf617/+pePHj+uLL75QbGysZX+TJk3k6empwYMH6/vvv1dqaqomTpyouLg4ubu756rOxo0by9PTU++995527dql5ORkjR8/XklJSerdu3eu6gAAAAAAPBgC9gNo0aKFpk2bpq+++kpt2rTR0KFD1bhxY82aNUuSVKxYMc2bN0/Vq1dXaGio3njjDbVu3VplypSx9PHCCy9o/Pjx+uyzz/Tqq69q5cqV6t69u+zt7SX9vvR74cKF8vLy0qBBg9S2bVv98MMPmjVrlvz9/XNV550+ateurQEDBqhjx476+eefFRMTo7p16+aqDgAAAADAg+Ee7D84cuRIjm3//ve/s31v2bKlWrZsec8+Hn/8cX3yySfZtt2ZNZakXbt2qX79+vrqq68s2+bOnasnn3zS8r1MmTKaOHHiPcd4++239fbbb2fbFhgYqMDAwGx9TJ48+Z595KYOAAAAAEDuMYOdx3bs2KE+ffro+++/15kzZ7Rt2zYtWrRI7dq1K5J1AAAAAEBhwQx2HhswYIBu3LihYcOG6eLFi6pQoYJCQkIUFhZWJOsAAAAAgMKCgJ3HHBwcNGrUKI0aNYo6AAAAAKAQYYk4AAAAAAAGeOgZ7JMnTyo9PV3u7u5KS0tTZGSkTp8+rRYtWqh9+/YGloiCxtnJ1tolGKYwnQsAAACAR+uhAvY333yj/v37q1evXnr//fc1ZswYbdmyRTVr1tTw4cOVkZGhzp07G10rCgg/91LWLsFQZrNZNjY21i4DAAAAQD73UEvE//nPf6px48bq37+/rl69qq1bt+r111/X6tWr9frrr2vx4sVG14kCIj09XSaTydplGIpwDQAAACA3HipgHz58WL1791bJkiX17bffKjMzU82bN5ckNWrUSKmpqYYWiYLFbDZbuwQAAAAAyHMPFbCLFy+u27dvS/r9fcply5ZVrVq1JEm//fabSpUqXEuEAQAAAAD4Kw91D3a9evW0cOFCXb16VZs3b1aHDh0kSfv379esWbNUr149Q4sEAAAAACC/e6gZ7BEjRujs2bN67733VLFiRb311luSpDfeeEO3bt3SkCFDDC0SBQv3LAMAAAAoih5qBrty5crauHGjLly4oHLlylm2z549W7Vr15aDg4NhBaJgcXBwkJOTk7XLKHR4kjkAAACQ/z30e7BtbGxUokQJy/fNmzfrzJkzevzxx+Xm5mZIcSiY4pOvKs2Uae0yCg1nJ9tC9+ozAAAAoDB6qIB97NgxvfHGG2rdurUGDRqkyMhIzZs3T2azWZGRkVq4cKHq169vdK0oINJMmbp847a1ywAAAACAPPVQ92BPnTpVdnZ2atasmdLT07V06VK1bNlSu3fvVpMmTRQZGWlwmQAAAAAA5G8PFbB3796t9957T97e3tq1a5fS0tLUtWtXlSxZUt26ddP+/fuNrhMAAAAAgHztoQJ2RkaG5V3X3377rZycnCxLwjMzM2Vn99C3dgMAAAAAUCA9VMCuWbOmtmzZovPnz+vLL79U48aNZWdnp4yMDH322WeqWbOm0XXmKQ8PD8XFxRnWx8yZMxUQEGBEabliNpu1evVqXbhwIc/GBAAAAICi7qEC9sCBA7Vq1Sq98MILunLlivr27StJat68ub7//nv179/f0CILutDQUK1atSrPxvvhhx8UHh4uk8mUZ2MCAAAAQFH3UGu5GzVqpPXr1ysxMVF16tRRxYoVJUm9e/dWw4YN5eHhYWiRBd1jjz2mxx57LM/GM5vNeTYWAAAAAOB3DzWDLUmVK1dWq1atLOFa+j1ge3h46Nq1a4YUZ00pKSkKCQmRt7e3mjRponnz5mXb//XXXyswMFA+Pj565ZVXFBkZqfT09Lv29ecl4r/99puGDRsmPz8/1a9fX2+88YZSU1Mt+7dv364uXbrI19dXjRs31sSJE3Xz5k3Lfg8PD3322Wfq0qWLvL291aZNG23btk2SFB8fr+DgYElSs2bNLMvUExIS1KNHD/n4+Oill17SuHHjsl2ngIAATZ48Wa1atZKfn5927dr1N39BAAAAAChaHipgp6ena/78+erbt6969+6t4OBgBQcHq1evXurYsaMaNWpkdJ15LjY2Vu3bt9fGjRvVvXt3ffrpp9q5c6ek3x/sNmjQIHXp0kUbNmzQ2LFjtWnTJg0dOvQv+719+7ZCQ0N19OhRzZkzRytWrFBWVpbCwsKUmZmprVu36q233tJLL72kuLg4jRs3Ths3btS7776brZ+pU6eqXbt2Wrt2rV588UUNGDBACQkJ8vX11cyZMyVJK1euVKtWrXT48GG99tpratKkidatW6epU6fqwIEDCg0NzTbbHRsbq1GjRmnBggWqW7eucT8mAAAAABQBD7VEfMqUKYqNjVXNmjV18eJFFS9eXGXKlFFSUpIyMjI0YMAAo+vMc0FBQWrfvr0kqV+/flq4cKH2798vf39/zZ07V126dFG3bt0kSVWqVNG4cePUu3dvnTp1SpUqVbpnvzt37tSRI0f05Zdfqlq1apKkjz76SDExMbpy5YqioqL0yiuvqF+/fpKkatWqyWw2q3///jp69KiefvppSVJgYKB69OghSRoyZIh27dql2NhYffrpp3JxcZEklSlTRo6OjoqOjlajRo305ptvSpKqVq2qTz75RC+//LJ27dolPz8/SdKLL76o559/3uBfEgAAAACKhocK2Fu2bNFrr72m999/X3PnztWhQ4c0ffp0nTt3Tj179lRWVpbRdea5qlWrZvteqlQp3bp1S5J08OBB7du3L9uDy+7MBCcnJ983YCclJcnFxcUSriWpfPnyev/99y37W7dune2Y5557zrLvTsC+E4rv8PX11XfffXfXMQ8ePKjU1FT5+vrm2JecnGzpy83N7Z51AwAAAADu76EC9sWLF/XCCy9I+v2VXStWrJD0e1B8/fXX9a9//avAz2Lb2trm2HYnRN9Z0t2hQ4ccbVxdXe/b71+9I/xuDyi78weLPx77534yMzNVrNjdV/xnZWWpTZs2lhnsPypTpozls6Oj431rAwAAAADc20Pdg+3s7Gx5oJebm5t++eUXywOzqlatql9++cW4CvOhGjVqKCUlRW5ubpZ/Z8+e1ZQpU3T9+vX7Hvv000/rypUr2R5qdvHiRfn5+Wnv3r3y8PBQQkJCtmN2794tSXJ3d7dsS0xMzNZmz549euaZZyRJNjY2Oeo9evRotnpv376tiRMnFvprBQAAAAB55aEC9rPPPqslS5bIZDLJzc1NTk5O+uqrryT9HvRKlixpaJH5Td++fbV582bNmjVLKSkp2rlzp4YPH660tLS/nMH29/eXl5eX3n//fe3bt08///yz3n//fZUpU0bPPPOMwsLCtGXLFs2ZM0cpKSn6+uuv9eGHH6pp06bZAvaiRYu0fv16paSkaPLkyTpy5Ih69+4tSSpRooQk6fDhw7p+/bpCQ0N18OBBjRs3TsnJydqzZ4/ee+89HT9+PMdSeAAAAADAw3mogD1gwADt3btXr7/+uuzs7BQUFKTRo0crMDBQ06dPV/PmzY2uM19p0aKFpk2bpq+++kpt2rTR0KFD1bhxY82aNesvjy1WrJjmzJmjJ598Uq+99pq6d++u4sWLa8GCBbK3t1fz5s316aefatOmTWrTpo3Gjh2r1q1bKzIyMls/3bp1U0xMjNq2bavdu3crOjpatWrVkvT7sv0XX3xRgwYN0vLly1W3bl0tWLBAhw4dUocOHfTWW2+pWrVqiomJkYODw6P4iQAAAACgyLEx3+2m31w4f/68kpKS1KhRI5nNZs2bN08JCQny8fHR66+/TnB7hDw8PDRx4kQFBgZau5Rs7ixbP2dTSZdv3LZyNYVH6RJ2etnr8Vy3v3Hjhg4dOiRPT0/LagbkPa5D/sG1yB+4DvkD1yH/4FrkD1yH/CM/X4s7Ocfb2/sv2z7UQ86k3x/mdWc5tI2NzV0foAUAAAAAQFGR64Cdm+XPd9jY2Kh///4PVRAAAAAAAAURAbsAOnLkiLVLAAAAAAD8Sa4D9uHDhy2fTSaTnJycsu0/ePCgateubVxlAAAAAAAUIA90D/aRI0c0YsQIvfzyy3rrrbcs269evapOnTqpRo0aioyMVLVq1QwvFAWHs5OttUsoVPg9AQAAgIIh1wH71KlTCg4OlqOjY44AbW9vr2HDhulf//qXgoKCtGbNGpUvX97wYlEw+LmXsnYJhY7ZbJaNjY21ywAAAABwH7l+D3ZUVJRKly6t1atXq0WLFtn2OTk5KSQkRKtWrVLx4sU1b948wwtFwZCeni6TyWTtMgodwjUAAACQ/+U6YO/cuVNhYWEqU6bMPdu4uroqNDRU3333nSHFoWB6yFerAwAAAECBluuA/euvv6pq1ap/2a5mzZo6e/bs36kJAAAAAIACJ9cBu0yZMvr111//st2lS5fk4uLyt4pCwcZyZgAAAABFUa4DdoMGDRQXF/eX7dasWcPruoowBweHHK9ww19jWT0AAABQ8OX6KeK9evVS9+7dNWnSJA0ePFjFixfPtj89PV2RkZH69ttvFRUVZXihKDjik68qzZRp7TIKDGcnW568DgAAABQCuQ7Y3t7eGj58uD7++GOtXbtW/v7+qlSpkjIzM3XmzBnFx8fr0qVLeuedd9SkSZNHWTPyuTRTpi7fuG3tMgAAAAAgT+U6YEtSjx49VKtWLUVHR2vbtm26deuWJOmxxx5T48aNFRoaqjp16jySQgEAAAAAyM8eKGBLUv369VW/fn1J0sWLF2VnZ6dSpVjeCgAAAAAo2h44YP/R/d6JDQAAAABAUZLrp4gjf/Lw8LA83T08PFy9evW6Z9tTp07Jw8ND8fHxeVUeAAAAABQZf2sGG9a3Y8cOOTs756pthQoVtGPHDt5TDgAAAACPAAG7gHN1dc11W1tb2wdqDwAAAADIPZaIF3B/XCIuSbdv39aHH36oevXqyc/PT+PHj7c87f3PS8SPHz+uPn36qH79+vL19VWfPn105MgRq5wHAAAAABR0BOxCJiEhQRcuXNDy5cs1adIkbd68WREREXdt++6776p8+fL64osvtHLlShUrVkwDBgzI44oBAAAAoHAgYBcyrq6umjx5smrUqKGmTZvqnXfe0eeffy6TyZSj7YkTJ1SmTBlVrFhRTz/9tD7++GN99NFHysrKskLlAAAAAFCwEbALGS8vLxUvXtzy3cfHRxkZGTp+/HiOtoMHD9a//vUv+fn56c0339SWLVtUq1YtFSvGfy0AAAAA4EGRpAoZW1vbbN/vzEY7ODjkaNujRw99++23GjVqlJydnTVjxgy1bt1av/32W57UCgAAAACFCQG7kDl06FC2Jd4//vijHB0dVbly5WztLly4oPHjxysjI0OBgYGKiIjQunXrdP78ee3atSuvywYAAACAAo/XdBUyv/zyi0aMGKE+ffro2LFjmjlzpsLCwnLMYLu4uGj79u06ceKE3nvvPZUsWVJxcXGyt7eXl5eXlaoHAAAAgIKLgF3INGvWTLa2turSpYucnJzUvXt39evXL0c7Ozs7zZ8/X5MnT1ZISIhMJpM8PT0VFRWlKlWqWKFyAAAAACjYCNgF3B/fWz1p0iTL5wkTJuRoW6lSpWzt3d3dFRUV9WgLBAAAAIAignuwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMABPEYfhnJ1srV1CgcLvBQAAABQOBGwYzs+9lLVLKHDMZrNsbGysXQYAAACAv4El4jBUenq6TCaTtcsocAjXAAAAQMFHwIbhzGaztUsAAAAAgDxHwAYAAAAAwAAEbBiO5c4AAAAAiiICNgzl4OAgJyenPB+XZekAAAAArI2niMNw8clXlWbKzLPxnJ1seXI5AAAAAKsjYMNwaaZMXb5x29plAAAAAECeYok4AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYo1AHbw8NDcXFxuWp76tQpeXh4KD4+XpIUHh6uXr16PcryHtiDnM/dXLp0SStXrjSwIgAAAADAHYX6IWc7duyQs7PzQx07cuRIZWbm3ZOw88KUKVN06tQpde7c2dqlAAAAAEChU6gDtqur60Mf+7DBPD/jXdEAAAAA8OgUmSXi4eHhCg8P1+TJk+Xv7686derojTfe0Llz5+567B+XiMfHx6t27dr65ptv9Oqrr8rLy0stWrTQV199ZWlvNps1f/58NWvWTHXq1FG7du20bt26B6r3+PHj6tOnj+rXry9fX1/16dNHR44cuWvb8+fPq0WLFnrttdd08+ZNSdLKlSvVpk0b+fj4qG7dugoKClJiYqLlfFavXq1du3bJw8PDsJoBAAAAAL8r1AH7zzZs2KDLly8rNjZW8+fP14EDBxQZGZmrYzMzMxUREaGRI0dqw4YNqlmzpt5//31dv35dkjRt2jQtW7ZMo0eP1vr16xUcHKwPPvhAn332Wa7re/fdd1W+fHl98cUXWrlypYoVK6YBAwbkaHfx4kWFhISoYsWKmjt3rhwdHbV161aNHz9eYWFh2rRpk2JiYnTr1i2NGjVK0u9L3lu2bClfX1/t2LHDsJoBAAAAAL8r1EvE/8zZ2Vnjx4+Xvb293N3d1apVK33zzTe5Pn7QoEHy9/eXJPXr10+bN29WUlKSPDw8FBMTo08//VQvvfSSJKlKlSo6ffq0oqOj1aNHj1z1f+LECT3//POqWLGi7O3t9fHHH+vYsWPKyspSsWK//y3k8uXLCgkJ0VNPPaXZs2fLwcFBklS6dGlNmDBBbdu2lSRVrFhRnTp10vjx4y3n7ujoKHt7e7m6uurGjRuG1AwAAAAA+F2RCthVqlSRvb295buzs7MyMjJyfXz16tUtn0uWLClJysjI0NGjR3Xr1i299957liAsSbdv31Z6erpu3rwpR0fHv+x/8ODB+vjjj7V06VI999xzatKkiV599dVsfU6bNk0ZGRny8vKyhGtJatCggZKTkzV79mwdO3ZMqampOnLkiLKysu46llE1AwAAAAB+V6QC9h8DqVHHm81my8PDIiMjs4XwBx23R48eatGihb755hvt3LlTM2bM0D//+U+tWbNG5cqVkyQ9//zz6tixo95++221atVKjRs3liStX79e4eHhatOmjerVq6du3bopKSnJMoN9t7qNqBkAAAAA8LsidQ/2o1K9enXZ2dnpzJkzcnNzs/z75ptvFB0dnW2G+F4uXLig8ePHKyMjQ4GBgYqIiNC6det0/vx57dq1y9KuefPm+sc//qFWrVpp9OjRunbtmiQpKipKnTp10qRJk9SjRw81aNBAJ0+elPS/MG1jY2NozQAAAACA/yFFGcDZ2VndunXT9OnTtXbtWp08eVKrVq1SRESEnnjiiVz14eLiou3bt2vUqFE6dOiQTp48qc8//1z29vby8vLK0X7kyJG6fv26pkyZIkmqUKGCEhISdODAAZ04cUIxMTGKjY2VJKWnp0uSSpQooV9//VUnT540pGYAAAAAwP8UqSXij9Lw4cP1+OOPa/r06fr1119VoUIFDRw4UGFhYbk63s7OTvPnz9fkyZMVEhIik8kkT09PRUVFqUqVKjnalytXTsOGDbM8HXz06NEaM2aMevbsKQcHB9WqVUtTpkzR4MGDlZiYqGeffVbt27fX1q1b9eqrr2rLli1/u2YAAAAAwP/YmO+sHwb+pjvv3D5nU0mXb9zOs3FLl7DTy16P59l4+d2NGzd06NAheXp6qkSJEtYup8jiOuQfXIv8geuQP3Ad8g+uRf7Adcg/8vO1uJNzvL29/7ItS8QBAAAAADAAS8TzwPz58zVnzpz7thkxYoQ6d+6cRxUBAAAAAIxGwM4DXbp00T/+8Y/7tilbtmweVQMAAAAAeBQI2HnAxcVFLi4u1i4DAAAAAPAIEbBhOGcn20I9HgAAAADcDQEbhvNzL5XnY5rNZtnY2OT5uAAAAABwB08Rh6HS09NlMpnyfFzCNQAAAABrI2DDcLxaHQAAAEBRRMAGAAAAAMAABGwAAAAAAAxAwIbhuB8aAAAAQFFEwIahHBwc5OTkZO0y8hz3nQMAAADgNV0wXHzyVaWZMq1dRp5xdrK1yqvJAAAAAOQvBGwYLs2Uqcs3blu7DAAAAADIUywRBwAAAADAAARsAAAAAAAMQMAGAAAAAMAAhT5ge3h4KC4u7m/3ExcXJw8PDwMq+vu+/vprHT161NplAAAAAAD+oNAH7B07dqhVq1bWLsMwp0+f1ptvvqkLFy5YuxQAAAAAwB8U+qeIu7q6WrsEQ/G+ZQAAAADInwr9DPYfl4ivWbNGbdu2lY+PjwICAjRnzhxlZv7vfc1r1qxR69at5e3trSZNmmjChAlKT0/P1l9cXJxefvlleXt7KzAwUD/99JNlX0BAgGbOnJmt/Z+3rVy5Um3atJGPj4/q1q2roKAgJSYm5upcTp06pWbNmkmSgoODNXPmTMXHx6t27dqKioqSn5+fAgMDlZWVpXPnzmnw4MF69tln5efnpzfffFPHjx/P1t8XX3yhli1bysfHRy1bttSiRYuUlZWVq1oAAAAAANkV+oB9R0xMjEaPHq2uXbtq3bp1eueddxQdHa1JkyZJkg4fPqxRo0bp7bff1ubNm/Xxxx9r7dq1WrBgQbZ+VqxYoU8//VRffPGFHBwcNGjQoFzXsHXrVo0fP15hYWHatGmTYmJidOvWLY0aNSpXx1eoUEErV66UJM2cOVOhoaGSpMzMTH3zzTdavny5JkyYoJs3b6pXr16SpNjYWC1ZskSPP/64unTponPnzkmSli9frilTpmjAgAH6v//7Pw0aNEjz58/X1KlTc30+AAAAAID/KfRLxKXfl1XPnz9fPXv2VI8ePSRJVatW1eXLlxUREaGBAwfq1KlTsrGxUcWKFfXUU0/pqaeeUnR0tEqWLJmtrwkTJsjd3V2S1KdPHw0YMEAXLlxQ2bJl/7KO0qVLa8KECWrbtq0kqWLFiurUqZPGjx+fq/OwtbVVmTJlJEkuLi567LHHLPtCQ0NVtWpVSb/Pkl+9elURERGys7Oz1B0fH68VK1bo7bff1pw5c/TWW2+pdevWkqTKlSvr2rVrGjdunN555x0VL148VzUBAAAAAH5XJAL2xYsX9dtvv6l+/frZtj/33HPKyMjQsWPH1KRJE/n6+qpTp06qVKmSGjVqpGbNmsnLyyvbMXdCrCSVKlVKknTz5s1c1dGgQQMlJydr9uzZOnbsmFJTU3XkyBFDlmX/sa6DBw/qypUratCgQbY2t27dUnJysi5evKizZ8/q008/1fTp0y37s7KydOvWLZ06dcryRwQAAAAAQO4UiYB9rweD3Qm2dnZ2Kl68uBYvXqyDBw9qx44d2rFjh9588021b99eEydOtBxja2ub6/4l6fbt25bP69evV3h4uNq0aaN69eqpW7duSkpKyvUM9v38ccY5KytL1apV0z//+c8c7UqUKGE57+HDh+v555/P0aZChQp/ux4AAAAAKGqKxD3Y5cqVU7ly5fTjjz9m2757927Z29urSpUq+uabbzRr1izVrl1br7/+uhYvXqyBAwdq48aNuR7H3t5e165ds3y/du1attdpRUVFqVOnTpo0aZJ69OihBg0a6OTJk5Jy/3RwGxubv2xTs2ZNnTlzRs7OznJzc5Obm5ueeuopffLJJ/rhhx9UtmxZlSlTRidPnrTsd3Nz04EDBxQZGZnr8wUAAAAA/E+RCNjS7/dLx8bGaunSpUpNTdX69es1a9Ysde3aVc7OzrK3t9fs2bMVExOjkydPav/+/dq+fbt8fX1zPUbdunW1ceNGJSQk6OjRoxoxYkS2Ge8KFSooISFBBw4c0IkTJxQTE6PY2FhJyvG08nspUaKEJCkpKUlpaWl3bdO2bVu5uLho4MCB+umnn5ScnKzw8HB9++238vDwkI2Njfr27aslS5YoNjZWJ06c0NatW/XBBx/I0dFRDg4OuT5nAAAAAMDvisQScen3h4A5ODho0aJF+vjjj/Xkk0+qb9++6tOnjyTp+eef14QJE7Rw4UJNmzZNjo6OevHFFxUeHp7rMd59911dvnxZr732mpydnRUaGqqrV69a9o8ePVpjxoxRz5495eDgoFq1amnKlCkaPHiwEhMT9eyzz/7lGI8//rg6duyoKVOmKDU1Va+88kqONs7OzoqNjdWUKVPUp08fZWZm6plnntHChQst91aHhoaqePHiWrJkiSZNmqRy5cqpS5cuGjhwYK7PFwAAAADwPzbm3K5NLoBu376tZ555RlOnTlWbNm2sXU6hd+d93udsKunyjdt/0brwKF3CTi97PW7tMixu3LihQ4cOydPT07LiAXmP65B/cC3yB65D/sB1yD+4FvkD1yH/yM/X4k7O8fb2/su2hXYG++zZs9qzZ48kHtoFAAAAAHj0Cm3A/te//qUVK1bo1VdffaD7qK3l3LlzatGixX3beHt7a/HixXlUEQAAAADgQRTagD18+HANHz7c2mXkWrly5bRmzZr7tvnjq7gAAAAAAPlLoQ3YBY2tra3c3NysXQYAAAAA4CERsGE4Zyfbv25UiBS18wUAAABwdwRsGM7PvZS1S8hzZrNZNjY21i4DAAAAgBUVs3YBKFzS09NlMpmsXUaeI1wDAAAAIGDDcIX41eoAAAAAcE8EbAAAAAAADEDABgAAAADAAARsGI77kQEAAAAURQRsGMrBwUFOTk7WLqPQ4H52AAAAoODgNV0wXHzyVaWZMq1dRoHn7GRbJF95BgAAABRUBGwYLs2Uqcs3blu7DAAAAADIUywRBwAAAADAAARsAAAAAAAMQMAGAAAAAMAABOy/4OHhobi4OGuXAQAAAADI5wjYAAAAAAAYgIANAAAAAIABCNgP4Pz582rRooVee+013bx5U5K0cuVKtWnTRj4+Pqpbt66CgoKUmJhoOSYgIEDR0dF6++235evrKz8/P3300Ue6fft/r7HasWOHOnToIG9vb7366qv64osv5OHhoVOnTkmSzpw5o8GDB8vf31/PPPOMXnjhBUVERCgrK0uSFBcXp1deeUUfffSR6tevr379+kmSkpOT9eabb8rPz0/169fXwIEDdfr0acu4mZmZiomJUfPmzeXt7a3mzZtr2bJlj/x3BAAAAIDCiICdSxcvXlRISIgqVqyouXPnytHRUVu3btX48eMVFhamTZs2KSYmRrdu3dKoUaOyHTt9+nQ1aNBA69at07BhwxQbG6sNGzZIkg4dOqQ33nhD/v7+Wrt2rd566y1Nnjw52/FvvfWW0tLS9K9//UtffvmlQkNDtWDBAv373/+2tDlx4oR+/fVXrVmzRoMHD9bp06fVtWtXOTg4aNGiRVq4cKHOnz+vnj176tq1a5KkSZMmac6cORowYIDWr1+vHj16aMKECYqJiXm0PyYAAAAAFEIE7Fy4fPmyQkJC9NRTT+mf//ynihcvLkkqXbq0JkyYoHbt2qlixYqqW7euOnXqpKSkpGzHN27cWMHBwapcubI6duyoWrVqKSEhQZIUExMjLy8vDRs2TNWrV1fr1q01YMAAy7E3b95Uu3bt9OGHH6pWrVqqXLmyQkJCVK5cOR05ciTbOP369VPlypVVo0YNLV26VCVKlNDUqVNVq1Yt1alTRzNmzNCFCxe0du1aXbt2TcuWLdPAgQPVpk0bVa1aVcHBwQoKClJUVJTMZvMj/lUBAAAAoHCxs3YBBcG0adOUkZEhLy8vOTg4WLY3aNBAycnJmj17to4dO6bU1FQdOXLEsnT7Dnd392zfnZ2dlZGRIUk6ePCgnn/++Wz7GzRoYPns6Oionj176ssvv9S+ffssY/z22285xqlatarlc1JSUo56XV1dVa1aNSUlJenYsWPKyMhQ/fr1s/Xx3HPPadGiRbpw4YLKlSv3AL8SAAAAABRtzGDnwvPPP68ZM2boiy++0I4dOyzb169fr7Zt2+rkyZOqV6+e3n//fYWHh+c4/o8h9447M8S2trY5gvIf3bhxQ926ddPcuXNVqlQpdejQQUuXLtWTTz6Zo62jo2OO/v8sKytL9vb2990vSXZ2/O0FAAAAAB4EKSoXmjdvrn/84x9q1aqVRo8erfXr16tkyZKKiopSp06dNG7cOEvbbdu2Sfo94NrY2Pxl37Vq1dK+ffuybduzZ4/l844dO3TgwAF99913lhnly5cv68KFC/ddxu3h4aF169YpPT3dEvB/++03paamKigoSO7u7rK3t9ePP/4oT09Py3G7d++Wq6urXFxccvHLAAAAAADuYAb7AYwcOVLXr1/XlClTJEkVKlRQQkKCDhw4oBMnTigmJkaxsbGSpPT09Fz1GRoaqsTERE2dOlUpKSnaunWrZsyYIUmysbGxzFSvW7dOp0+f1u7du9WvXz9lZGTcd4zu3bvr+vXrGjp0qA4fPqx9+/bpnXfe0eOPP67WrVurZMmS6tq1q2bMmKENGzYoNTVVn332mZYuXarQ0NBc/XEAAAAAAPA/BOwHUK5cOQ0bNkzLly/Xzp07NXr0aJUrV049e/ZU586d9fXXX1vC9x9f1XU/NWvW1KxZs7R9+3a1adNGM2bMUM+ePSVJ9vb28vHx0fDhw7V48WK1bNlSw4cPV4MGDfTqq6/ed4xKlSopNjZWV69eVdeuXdWnTx+5urpq2bJlKlWqlCRp+PDhCg4O1tSpU9W6dWstW7ZMY8aMUWho6N/8pQAAAACg6LEx87hoq9q3b5/s7OxUu3Zty7b169drxIgR2rNnT4G6F/pO4D9nU0mXb9z+i9b4K6VL2Ollr8cf+LgbN27o0KFD8vT0VIkSJR5BZcgNrkP+wbXIH7gO+QPXIf/gWuQPXIf8Iz9fizs5x9vb+y/bMoNtZYcOHVJwcLC2bdumM2fOaOfOnZo5c6Zat25doMI1AAAAABR1JDgr69Kli86fP6+PP/5Y586dU9myZdW6dWsNHDjQ2qUBAAAAAB4AAdvKbGxsNGDAAA0YMMDapQAAAAAA/gaWiAMAAAAAYABmsGE4Zydba5dQKPA7AgAAAAULARuG83MvZe0SCg2z2cw7yQEAAIACgiXiMFR6erpMJpO1yyg0CNcAAABAwUHAhuF4tToAAACAooiADQAAAACAAQjYAAAAAAAYgIANw3HfsHXZ2NjIycmJ6wAAAADkMZ4iDkM5ODjIycnJ2mUUaU5OTqpdu/ZDHctTywEAAICHR8CG4eKTryrNlGntMvCAnJ1secUaAAAA8DcQsGG4NFOmLt+4be0yAAAAACBPcQ82AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYOcjHh4eiouLe+jjL126pJUrV+aq7alTp+Th4aH4+PiHHg8AAAAA8D8E7EJkypQpWrdunbXLAAAAAIAiiYBdiJjNZmuXAAAAAABFFgE7nzp//rxatGih1157TTdv3pQkJSQkqEePHvLx8dFLL72kcePG6dq1a5Kk8PBwrV69Wrt27ZKHh4ek3wP3okWL1Lx5c/n4+Kh169basGFDtnF++uknde7cWV5eXmrWrJm++OKLvD1RAAAAACgkCNj50MWLFxUSEqKKFStq7ty5cnR01OHDh/Xaa6+pSZMmWrdunaZOnaoDBw4oNDRUZrNZI0eOVMuWLeXr66sdO3ZIkhYsWKBp06YpLCxMGzZsULdu3TRs2DB9//33lrEWLVqkt956Sxs3blSTJk00atQopaamWuvUAQAAAKDAsrN2Acju8uXLCgkJ0VNPPaXZs2fLwcFBkhQdHa1GjRrpzTfflCRVrVpVn3zyiV5++WXt2rVLfn5+cnR0lL29vVxdXS2z18HBwercubMkqVevXrp586Zu375tGa9///4KCAiQJA0ePFjLli3TgQMH5ObmlsdnDgAAAAAFGwE7n5k2bZoyMjLk5eVlCdeSdPDgQaWmpsrX1zfHMcnJyfLz88u27dKlSzp//rzq1KmTbXvfvn0l/f4UcUmqVq2aZZ+Li4sk6datW8acDAAAAAAUIQTsfOb5559Xx44d9fbbb6tVq1Zq3LixJCkrK0tt2rSxzGD/UZkyZXJss7e3z9V4xYrlvEuAh6UBAAAAwIPjHux8pnnz5vrHP/6hVq1aafTo0ZaHmNWoUUNHjx6Vm5ub5d/t27c1ceJE/fLLL5IkGxsbSz/Ozs564oknlJiYmK3/gQMHauLEiXl3QgAAAABQRBCw86mRI0fq+vXrmjJliiQpNDRUBw8e1Lhx45ScnKw9e/bovffe0/Hjx1W1alVJUokSJfTrr7/q5MmTkqTXX39dixYt0tq1a3XixAktXrxY27ZtU7Nmzax1WgAAAABQaBGw86ly5cpp2LBhWr58uXbu3Km6detqwYIFOnTokDp06KC33npL1apVU0xMjOVe7fbt28tkMunVV1/VuXPn1LNnT/Xr10/Tp09X69attXLlSk2bNk3PPfeclc8OAAAAAAof7sHOR44cOZLte6dOndSpUyfLd39/f/n7+9/zeG9vb3377bfZtvXt29fyYLM/qlSpUo7x7lYDAAAAACB3mMEGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADMBDzmA4Zydba5eAh8B1AwAAAP4eAjYM5+deytol4CGZzWbZ2NhYuwwAAACgQGKJOAyVnp4uk8lk7TKKNJPJpIMHDz7UdSBcAwAAAA+PgA3Dmc1ma5dQpJnNZplMJq4DAAAAkMcI2AAAAAAAGICADQAAAACAAQjYMBz38QIAAAAoigjYMJSDg4OcnJysXUae4T5nAAAAAHfwmi4YLj75qtJMmdYu45FzdrLllWQAAAAALAjYMFyaKVOXb9y2dhkAAAAAkKdYIg4AAAAAgAEI2AAAAAAAGICADQAAAACAAQjY+ZSHh4fi4uKsXQYAAAAAIJcI2AAAAAAAGICADQAAAACAAQjYBUBWVpbmzZun5s2by8vLS/Xq1VNYWJhOnDhhaePh4aHly5crKChI3t7eatmypRISErR8+XK99NJLqlevngYNGqSbN29KkuLi4vTCCy9oxYoVaty4sXx9fdW/f3+dO3fOWqcJAAAAAAUaAbsAWLx4saKjoxUeHq7Nmzdr9uzZOn78uCZNmpSt3bRp0xQWFqa1a9fK2dlZb775pjZv3qyoqChNnDhRX331lVauXGlpf/HiRS1atEiRkZFatGiRfvnlF4WFhen2bd5hDQAAAAAPioBdAFSpUkWTJ09W06ZNVbFiRfn7+6tFixZKSkrK1q5jx44KCAhQ9erV1a5dO125ckVjxoxRzZo11bx5c3l6eurnn3+2tM/IyNDkyZP17LPPysfHRxEREUpKStLOnTvz+hQBAAAAoMCzs3YB+GsBAQH66aefNH36dKWkpCglJUVHjx5V+fLls7Vzc3OzfHZycpL0ezi/w9HRUenp6Zbvjz32mLy8vCzf3d3d5eLioqSkJDVp0uRRnQ4AAAAAFErMYBcAUVFRCg4O1qVLl+Tv769x48YpNDQ0Rzs7u5x/LylW7N6X2N7ePse2zMxM2dra/r2CAQAAAKAIYga7AJg7d6769++v119/3bItOjpaZrP5b/V7+fJlnTx5UpUrV5Yk/fzzz7p27Zpq1679t/oFAAAAgKKIGewCoEKFCvruu+909OhRHTt2TNOmTdOWLVuyLfd+WEOHDtX+/fu1d+9eDRs2TL6+vmrQoIEBVQMAAABA0ULALgCmTJmimzdvqmPHjurZs6eSkpI0btw4XbhwQWfOnPlbfbdp00avv/66wsLCVKNGDc2bN082NjYGVQ4AAAAARQdLxPOpI0eOWD4/88wzWr58eY423bp1u2t7SQoMDFRgYGC2bUuWLMnRR48ePdSjR4+/Wy4AAAAAFHnMYAMAAAAAYAACNgAAAAAABiBgF1GBgYE5lpUDAAAAAB4eARsAAAAAAAPwkDMYztnJ1tol5Imicp4AAAAAcoeADcP5uZeydgl5xmw281ozAAAAAJJYIg6Dpaeny2QyWbuMPEO4BgAAAHAHARuGM5vN1i4BAAAAAPIcARsAAAAAAAMQsAEAAAAAMAABG4bjvmQAAAAARREBG4ZycHCQk5OTtcsokLh3HQAAACjYeE0XDBeffFVppkxrl1GgODvZFqnXmwEAAACFEQEbhkszZeryjdvWLgMAAAAA8hRLxAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAHbSjw8PBQXF2dYf2azWatXr9aFCxcM6xMAAAAAkHsE7ELihx9+UHh4uEwmk7VLAQAAAIAiiYBdSPAOZQAAAACwLgJ2PpCVlaV58+apefPm8vLyUr169RQWFqYTJ05Y2nh4eOizzz5Tly5d5O3trTZt2mjbtm2SpPj4eAUHB0uSmjVrZll6vmfPHgUHB6t+/fry8/PT8OHDdenSJUufAQEBmjNnjvr06SMfHx+98sorWrlyZR6eOQAAAAAUHgTsfGDx4sWKjo5WeHi4Nm/erNmzZ+v48eOaNGlStnZTp05Vu3bttHbtWr344osaMGCAEhIS5Ovrq5kzZ0qSVq5cqVatWmnfvn3q1auXatSooRUrVmj69On66aef1KdPH2VmZlr6nDNnjnx9fbVmzRr16NFDY8aM0caNG/P0/AEAAACgMCBg5wNVqlTR5MmT1bRpU1WsWFH+/v5q0aKFkpKSsrULDAxUjx49VL16dQ0ZMkTe3t6KjY2Vg4ODXFxcJEllypSRo6OjFi5cKA8PD40ePVru7u5q2LChPv30Ux04cEA7duyw9Nm4cWMNGDBA1atXV0hIiFq0aKFFixbl6fkDAAAAQGFgZ+0C8PtS7Z9++knTp09XSkqKUlJSdPToUZUvXz5bOz8/v2zffX199d133921z6SkJDVq1Cjbtlq1asnZ2VlHjhzRiy++eM8+t2/f/jfPCAAAAACKHmaw84GoqCgFBwfr0qVL8vf317hx4xQaGpqjnZ1d9r+HZGZmqlixu1/Cez30zGw2y97e/p59ZmVl3bNPAAAAAMC9MYOdD8ydO1f9+/fX66+/btkWHR2dIyQnJiYqICDA8n3Pnj165plnJEk2NjbZ2np4eOjHH3/Mtu3w4cO6du2a3N3ds/X5RwkJCf/P3p3H13Tt/x9/R4Ym0RiCq6rGqFASYkqVFsFFDCGpWTWCihqKpkpv0dBWYiaqhFQQ2qDmWdHby221RFUNSaUxt1ozN4dEcn5/+DnfnoaidnIyvJ6PRx+PnL3XXvuz9+4/b2vtvfTcc8893gUBAAAAQAFEwM4FypQpoz179sjPz0+FChXS2rVrtW3bNpUsWdKq3aJFi1S5cmXVrFlTy5cvV2Jioj744ANJkqurq6Q7Ibp48eLq06ePevTooQkTJqhHjx66cOGCJkyYoOeee04NGza09Llx40bVqlVLjRo10hdffKHt27dr7ty5OXfxAAAAAJBPMBc4F5g0aZJu3rypoKAg9erVS0lJSQoPD9fFixd17tw5S7tu3bopNjZWHTp00L59+xQTE6Nq1apJkqpWraomTZpo2LBhio+PV61atbRgwQL9+OOP6tixo4YNGyYfHx8tXLjQaop4p06dtH37drVv315r167VjBkzLO9nAwAAAAAeHiPYNpKYmGj5u0aNGoqPj8/Splu3bla/q1SpopEjR96zPycnJ0VHR1tta9iwodVo9b2ULl1a77///sOWDQAAAAC4D0awAQAAAAAwAAEbAAAAAAADMEU8j/jjlHKj7Ny50/A+AQAAAKCgYgQbAAAAAAADMIINw7m52Nu6hDyHewYAAADkfQRsGM7Xo4itS8iTzGaz7OzsbF0GAAAAgL+JKeIwVFpamkwmk63LyJMI1wAAAEDeRsCG4cxms61LAAAAAIAcR8AGAAAAAMAABGwAAAAAAAxAwIbheJcYAAAAQEFEwIahnJyc5OLiYusy8gzeVwcAAADyD5bpguH2Jl/TdVOGrcvI9dxc7FnSDAAAAMhHCNgw3HVThq6k3rZ1GQAAAACQo5giDgAAAACAAQjYAAAAAAAYgIANAAAAAIABCNi5iKenp1atWiVJioqKkp+fn40rAgAAAAA8LAI2AAAAAAAGIGADAAAAAGAAAnYekZSUpAEDBqh+/fqqWbOmmjdvrk8++cSyPyoqSsHBwZo9e7ZeeOEF+fj4aOzYsfrll180YMAA1apVSy1bttSXX35pOebcuXMaPny4GjZsqBo1auill17S5MmTlZmZaYMrBAAAAIC8jYCdB5hMJoWEhKhYsWL67LPPtGHDBrVu3VqRkZE6evSopd2+ffuUkpKipUuX6t1331V8fLxefvlltWnTRqtWrZKHh4dGjRols9ksSRo4cKCuX7+uhQsXasuWLQoJCdGCBQu0c+dOW10qAAAAAORZBOw8wGQyqXfv3ho7dqw8PDxUsWJFDR06VJKUmJhoaZeZmanw8HBVqlRJQUFBKl68uJ5//nl17NhRHh4e6t69uy5fvqzff/9dN2/eVEBAgCZMmKBq1aqpXLlyCg4OVsmSJa36BAAAAAA8HAdbF4AHc3d3V48ePbRhwwYdOXJEp06d0rFjxyTJajp3iRIl9OSTT1p+u7q6qnz58pbfzs7OkqS0tDQ5OzurV69e2rJli3744QedPHlSiYmJunDhAlPEAQAAAOBvIGDnAb///ru6du0qd3d3+fn5qXHjxvLy8lKTJk2s2jk6OmY5tlChe09SSE1NVa9evXTz5k21bt1anTp1kre3t3r27Jkt1wAAAAAA+R0BOw/YsGGDrly5oq1bt1pC9N1p3Hffp35Uu3fv1uHDh7Vnzx6VLFlSknTlyhVdvHjxb/cJAAAAAAUZ72DnAU899ZRMJpO2bNmic+fOaffu3RoxYoSkO9O9/26fkrRu3TqdPXtW+/bt0+uvv6709PS/3ScAAAAAFGSMYOcBrVu31uHDhxUREaEbN26obNmy6ty5s3bs2KFDhw6pe/fuj9ynt7e3Ro8erdjYWM2YMUOlS5eWv7+/ypQpo0OHDmXDVQAAAABA/mZnZj4wDHI3mJ+3e0ZXUm/buJrcr5irg1rULG54v6mpqTp69KiqV68uV1dXw/vHw+E55B48i9yB55A78BxyD55F7sBzyD1y87O4m3O8vLwe2JYp4gAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIAB+Io4DOfmYm/rEvIE7hMAAACQvxCwYThfjyK2LiHPMJvNsrOzs3UZAAAAAAzAFHEYKi0tTSaTydZl5BmEawAAACD/IGDDcCytDgAAAKAgImADAAAAAGAAAjYMx7RnAAAAAAURARuGcnJykouLi63LuC+mrwMAAADILnxFHIbbm3xN100Zti4jCzcXe75wDgAAACDbELBhuOumDF1JvW3rMgAAAAAgRzFFHAAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELBzgKenp1atWpVt7f8sNTVVS5cu/dvHAwAAAAAeHQE7H/rkk08UExNj6zIAAAAAoEAhYOdDrPUMAAAAADmPgG0DX375pbp06SIfHx81btxYEydO1M2bN63a/Pzzz+rWrZtq1qypNm3aaPPmzZZ9JpNJ//rXv9SoUSN5eXmpY8eO2rZtmyQpKipKs2fP1tmzZ+Xp6akzZ85Ikj7//HO1adNG3t7eatOmjRYtWqTMzExJ0pkzZ+Tp6al58+apUaNGat68uW7cuJFDdwMAAAAA8gcCdg7bvn27Bg4cqKZNm2rVqlUKDw/Xpk2bNGLECKt2ixYtUseOHbV+/Xq1atVKw4cP148//ihJmjlzphITExUdHa1NmzbppZde0vDhw3XmzBmFhIQoJCRETz31lHbv3q0yZcooPj5ekyZN0uDBg7Vx40YNGzZM8+fP15QpU6zOuXr1ai1atEgzZszQk08+mWP3BAAAAADyAwdbF1DQREdHq2XLlnr99dclSZUqVZLZbNagQYN0/PhxValSRZLUo0cPdevWTZI0bNgwffPNN4qNjdWUKVN06tQpFS5cWOXKlVORIkX0xhtvqH79+ipatKgKFy4sV1dX2dvbq1SpUpKkOXPmaODAgWrbtq0kqVy5crpx44bCw8P1xhtvWGrr0aOH5fwAAAAAgEdDwM5hSUlJlqB7V4MGDSz77gbcunXrWrWpVauWvvnmG0lS//79FRoaqoYNG8rb21uNGjVS+/bt5ebmluV8ly5d0q+//qpp06Zp5syZlu2ZmZm6deuWzpw5oyeeeEKSVKFCBeMuFAAAAAAKGAJ2DrvXB8juvgvt4PB/j6NQIevZ+xkZGXJycpIk+fj46N///rf27Nmjr7/+WmvWrNHHH3+sBQsWqGHDhvfse/To0XrhhReynLtMmTL67bffJEnOzs6PcWUAAAAAULDxDnYO8/T0VEJCgtW2ffv2SZI8PDws2w4fPmzVJiEhQc8++6wkadasWdq/f7+aN2+ud999V1u3blW5cuW0detWSZKdnZ3luBIlSsjd3V2nT59WhQoVLP8dPnxYM2bMyI5LBAAAAIACiYCdw/r166dt27Zpzpw5SklJ0a5duzRhwgQ1a9bMKmDHxsZq9erV+vnnn/Xhhx8qKSlJ/fv3lySdPn1a48aN09dff62zZ89q69atOnfunHx8fCRJrq6uunr1qlJSUnT79m31799fS5YsUVxcnE6dOqXt27frvffek7Ozs2VUHAAAAADweJginsNatWqladOm6eOPP9acOXPk7u6udu3aaejQoVbtXn/9dS1ZskRjxoxRlSpVFB0drUqVKkmSxo0bp8jISL311lu6cuWKypYtq7CwMAUEBEiS/vnPf2r58uXq0KGD4uLiFBISoieeeEJLlixRRESESpYsqS5dumQ5JwAAAADg7yNg54DExESr3/7+/vL3939g+7sj1n/25JNPasKECfc9/plnntGWLVustvXs2VM9e/a8b/s/1wgAAAAAeDRMEQcAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMwEfOYDg3F3tbl3BPubUuAAAAAPkDARuG8/UoYusS7stsNsvOzs7WZQAAAADIh5giDkOlpaXJZDLZuoz7IlwDAAAAyC4EbBjObDbbugQAAAAAyHEEbAAAAAAADEDABgAAAADAAARsGI73nAEAAAAURARsGMrJyUkuLi62LsNmeP8cAAAAKLhYpguG25t8TddNGbYuI8e5udjn6iXKAAAAAGQvAjYMd92UoSupt21dBgAAAADkKKaIAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAAnYu5unpqVWrVj10+3Pnzmnjxo3ZWBEAAAAA4H4I2PnI22+/rf/85z+2LgMAAAAACiQCNgAAAAAABiBg5yFffvmlunTpIh8fHzVu3FgTJ07UzZs3JUmvvPKKvv32W61evVp+fn6SJD8/P0VFRVn18cdtGRkZmjx5spo0aaKaNWuqdevW+vTTT3P2ogAAAAAgnyBg5xHbt2/XwIED1bRpU61atUrh4eHatGmTRowYIUmKioqSj4+P2rRpo5UrVz5Un8uWLdOWLVs0ffp0bd26Vb169dJ7772nffv2ZeelAAAAAEC+5GDrAvBwoqOj1bJlS73++uuSpEqVKslsNmvQoEE6fvy4qlSpIkdHRzk7O8vd3f2h+jx16pRcXV31zDPP6B//+Id69eqlypUrq1KlStl5KQAAAACQLzGCnUckJSWpTp06VtsaNGhg2fd39OzZUzdu3FCTJk0UGBioqVOnyt3dXSVKlHjsegEAAACgoCFg5xFmsznLtszMTEmSg8PDT0S4ffu25e+KFStq27ZtWrBggZ5//nl9+eWX6tixo1avXv34BQMAAABAAUPAziM8PT2VkJBgte3uu9IeHh73PMbR0VE3btyw/L5x44YuXrxo+b148WJt27ZNjRo10siRI7V+/Xo1bNhQmzZtyoYrAAAAAID8jYCdR/Tr10/btm3TnDlzlJKSol27dmnChAlq1qyZJWAXLlxYZ8+e1a+//ipJql27tjZt2qSEhAQdP35c77zzjuzt7S19Xrp0SePHj9eOHTt09uxZ/ec//9HRo0fl4+Njk2sEAAAAgLyMj5zlEa1atdK0adP08ccfa86cOXJ3d1e7du00dOhQS5tu3brp7bffVocOHfT1119rxIgRunLlivr06SM3NzeFhITo2rVrlvaDBw9Wenq63n//ff3+++8qVaqUunfvrgEDBtjiEgEAAAAgTyNg52KJiYlWv/39/eXv73/f9k2bNtXevXstv0uXLq158+ZZtQkJCbH87eDgoLfeektvvfWWQRUDAAAAQMHFFHEAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAHzkDIZzc7F/cKN8qKBeNwAAAIA7CNgwnK9HEVuXYDNms1l2dna2LgMAAACADTBFHIZKS0uTyWSydRk2Q7gGAAAACi4CNgxnNpttXQIAAAAA5DgCNgAAAAAABiBgAwAAAABgAAI2DMd7yAAAAAAKIgI2DOXk5CQXFxdbl/FAvCcOAAAAwGgs0wXD7U2+puumDFuXcV9uLvYFeikxAAAAANmDgA3DXTdl6ErqbVuXAQAAAAA5iiniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgJ2HrFq1Sp6enn+7vZ+fn6KiorKjNAAAAAAo8PjIWQGycuVKPfHEE7YuAwAAAADyJQJ2AeLu7m7rEgAAAAAg32KK+EPw9PRUfHy8evToIS8vL7Vp00YJCQmKj49X06ZNVadOHQ0bNkw3b960HLNixQq1b99e3t7eql27tnr06KFDhw5Z9vv5+SkmJkZDhgyRj4+PfH199f777+v27f9b3mr79u1q3769vLy81KNHD507d86qrps3b2rGjBlq3ry5vLy8FBAQoK1bt973Ov44RTwqKkrBwcGKjo7WSy+9JC8vL/Xq1UvJyclG3TYAAAAAKFAI2A9p+vTp6tevn9auXSs3NzeFhoZq69atio6O1sSJE/XFF19oxYoVku4E4/Hjx6tfv37avHmzYmNjdevWLb377rtWfc6cOVP169fXunXrNHLkSMXFxWnDhg2SpISEBA0ZMkStWrXSunXr1KlTJ0VHR1sdP2LECK1Zs0ZjxozRunXr1KJFC73xxhv64osvHuqa9u3bp/379ys6OlrLli3TxYsXFR4ebsDdAgAAAICCh4D9kIKCguTn56fKlSsrICBAV69e1dixY1W1alW1atVK1atX108//SRJKlasmD744AMFBASobNmyql27tl5++WUlJSVZ9dm4cWP17t1b5cqVU1BQkKpVq6aEhARJUlxcnOrUqaPBgwerUqVK6ty5s7p27Wo5Njk5WTt27NC4cePUtGlTVapUSUOGDFHz5s01d+7ch7qm27dva9KkSapWrZq8vLzUrVs3y/kBAAAAAI+Gd7AfUoUKFSx/u7i4SJLKly9v2ebs7Ky0tDRJUv369ZWcnKyPPvpIP//8s06ePKnExERlZmZa9enh4WH1283NTenp6ZKkpKQkNWrUyGq/j4+PFi9eLElKTEyUJNWtW9eqTf369TVt2rSHuqaSJUuqaNGi9zw/AAAAAODRMIL9kBwcsv5bRKFC975969evV4cOHXT69GnVqVNHb7/9tkaNGpWlnZOTU5ZtZrNZkmRnZ5clkDs6Oj6wTrPZfM9a7+Ve5wcAAAAA/D2MYGeD6Ohovfzyy1bvM+/YsUPSnQBsZ2f3wD6qVaumAwcOWG378ccfLX/fXd96//79atasmWX7vn37VKVKlceqHwAAAADw6AjY2aBMmTJKSEjQ4cOH5ebmpp07dyouLk6SlJaW9lBrUYeEhKhz586KjIxUly5ddOjQIUsf0p3p5c2aNVN4eLjs7OxUoUIFbdy4UTt27NCMGTOy69IAAAAAAPfBFPFsMGbMGJUsWVK9evVS586dtWvXLk2aNEmSrJbq+ivVq1fX/PnztXfvXnXo0EGxsbEKDQ21ajNt2jS1aNFC//rXv9ShQwft2rVLUVFRat26teHXBAAAAAD4a3bmuy/9Ao/p7j8enLd7RldSbz+gte0Uc3VQi5rFbV1GtklNTdXRo0dVvXp1ubq62rqcAovnkHvwLHIHnkPuwHPIPXgWuQPPIffIzc/ibs7x8vJ6YFtGsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADsEwXDOfmYm/rEv5Sbq8PAAAAQN5EwIbhfD2K2LqEBzKbzbKzs7N1GQAAAADyEaaIw1BpaWkymUy2LuOBCNcAAAAAjEbAhuFYWh0AAABAQUTABgAAAADAAARsAAAAAAAMQMCG4Xi/GQAAAEBBRMCGoZycnOTi4mLrMu6Jd8MBAAAAZCeW6YLh9iZf03VThq3LsOLmYp8nlg8DAAAAkHcRsGG466YMXUm9besyAAAAACBHMUUcAAAAAAADELABAAAAADAAARsAAAAAAAMQsPO5zz//XI0bN5a3t7e2b98uT09PrVq1ytZlAQAAAEC+w0fO8rnIyEg1b95cgwcPlru7u63LAQAAAIB8i4Cdz129elX16tVT2bJlbV0KAAAAAORrTBHPQZ6enoqPj1ePHj3k5eWlNm3aKCEhQfHx8WratKnq1KmjYcOG6ebNm5ZjVqxYofbt28vb21u1a9dWjx49dOjQIUnSokWL5OPjI5PJZGmfmZmpl156SUuXLpWnp6ck6Z133pGfn59VLZcuXVLNmjW1Zs0aq+1Tp05VUFBQNt0BAAAAAMi/CNg5bPr06erXr5/Wrl0rNzc3hYaGauvWrYqOjtbEiRP1xRdfaMWKFZKk7du3a/z48erXr582b96s2NhY3bp1S++++64kqX379kpPT9e2bdss/f/3v//V5cuX5e/vr927d0u6E7BXrlxpVYe7u7uaNm1qFbAzMzO1bt06BQYGZvNdAAAAAID8h4Cdw4KCguTn56fKlSsrICBAV69e1dixY1W1alW1atVK1atX108//SRJKlasmD744AMFBASobNmyql27tl5++WUlJSVJuhOS/fz8tG7dOkv/q1evlp+fn4oXL65SpUpJktzc3O75/nVQUJD27t2r8+fPS5K+/vprXbp0Se3atcvu2wAAAAAA+Q7vYOewChUqWP52cXGRJJUvX96yzdnZWWlpaZKk+vXrKzk5WR999JF+/vlnnTx5UomJicrMzLS0DwoK0sCBA/Xbb7/J1dVVX3zxhWbNmvVQtbz00ksqUaKE1q5dq9dee02rV69W8+bNVbRoUSMuFQAAAAAKFEawc5iDQ9Z/0yhU6N6PYf369erQoYNOnz6tOnXq6O2339aoUaOs2jRu3FglS5bUhg0btG3bNhUpUkSNGzd+qFrs7e3VsWNHrV+/Xqmpqfriiy/UqVOnR78oAAAAAAAj2LlZdHS0Xn75ZYWHh1u27dixQ5JkNptlZ2dnCcnbt29XkSJFFBAQIHt7+4c+R1BQkObPn68lS5bIzc3tocM5AAAAAMAaI9i5WJkyZZSQkKDDhw/r1KlTio2NVVxcnCRZppFLUmBgoA4ePKj//ve/jzwCXalSJdWpU0dz5sx55HAOAAAAAPg/BOxcbMyYMSpZsqR69eqlzp07a9euXZo0aZIkWZbqkqSKFSuqVq1aeu655+Th4fHI5wkMDNTNmzeZHg4AAAAAj4Ep4jkoMTHR6ndgYGCWJbGWLFli+btcuXJauHBhln78/f2tfpvNZv32228KDQ194Dn//FuSfv31V9WpU+dvhXMAAAAAwB0E7DwsPT1dO3fu1DfffKPU1FS1bdv2kY7fv3+/UlJStHjxYo0fPz6bqgQAAACAgoGAnYc5Ojrq/ffflyRNnjxZrq6uj3T8rl27FBcXp6CgILVp0yY7SgQAAACAAoOAncf95z//+dvHhoWFKSwszMBqAAAAAKDg4iNnAAAAAAAYgBFsGM7NJfct9ZUbawIAAACQvxCwYThfjyK2LuGezGaz7OzsbF0GAAAAgHyKKeIwVFpamkwmk63LuCfCNQAAAIDsRMCG4cxms61LAAAAAIAcR8AGAAAAAMAABGwAAAAAAAxAwIbheNcZAAAAQEFEwIahnJyc5OLiYusy8hXeaQcAAADyBpbpguH2Jl/TdVOGrcvIF9xc7HPtsmcAAAAArBGwYbjrpgxdSb1t6zIAAAAAIEcxRRwAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwC6i9e/fK09NTZ86csXUpAAAAAJAvELABAAAAADAAARsAAAAAAAMQsB+Bp6en4uPj1aNHD3l5ealNmzZKSEhQfHy8mjZtqjp16mjYsGG6efOm5ZiEhAT17NlT3t7eatq0qcLDw3Xjxg3Lfj8/P8XExGjIkCHy8fGRr6+v3n//fd2+/X/LXB04cEC9e/dW3bp15evrq9GjR+vy5ctWfURGRsrf31++vr769ttvdfXqVb377rt68cUXVaNGDTVs2FDvvvuuTCaT1TX9+9//Vrt27VSzZk21bdtWX375ZfbdQAAAAADIxwjYj2j69Onq16+f1q5dKzc3N4WGhmrr1q2Kjo7WxIkT9cUXX2jFihWSpGPHjqlPnz568cUXtW7dOk2ZMkWHDx9WSEiIzGazpc+ZM2eqfv36WrdunUaOHKm4uDht2LBBkvTDDz/olVde0bPPPqvly5dr5syZOnjwoPr27auMjAxLH3FxcXr33Xe1YMEC1a5dW6NGjdKRI0c0e/Zsbd26VaNHj9aaNWsUHx9vdT2LFy/WmDFjtH79elWsWFHDhg3T//73vxy4kwAAAACQvxCwH1FQUJD8/PxUuXJlBQQE6OrVqxo7dqyqVq2qVq1aqXr16vrpp58kSTExMWrUqJFCQ0NVsWJF1atXT1OnTtXBgwf17bffWvps3LixevfurXLlyikoKEjVqlVTQkKCJOmTTz6Rp6enxowZIw8PDz3//POaNm2aDh8+rN27d1v6aNKkiV544QV5eXnJyclJjRo10sSJE1WrVi0988wz6tChg5577jklJSVZXc8777wjX19fVapUSYMGDZLJZFJycnIO3EkAAAAAyF8cbF1AXlOhQgXL3y4uLpKk8uXLW7Y5OzsrLS1NknTkyBGdPHlSPj4+WfpJTk6Wr6+vJMnDw8Nqn5ubm9LT0yVJSUlJatSokdX+atWqyc3NTYmJiWrSpEmWuiSpR48e2rlzp1avXq0TJ07o+PHjOnPmjCpXrmzVrlKlSpa/ixQpIklWU9wBAAAAAA+HgP2IHByy3rJChe49ESAzM1Pt27dXaGholn3u7u6Wv52cnLLsvzuF/I9Tyf+839HR0fLb2dnZ6rwDBgzQTz/9pHbt2snf3181atTQmDFjHqr2+50TAAAAAHB/BOxs9Oyzz+r48eNWo8vJycmaPHmyRowYITc3twf24enpqf3791ttO3bsmG7cuJFl5Puuo0eP6quvvtLy5ctVq1YtSVJ6erpOnTqlcuXKPcYVAQAAAADuh3ews1FISIiOHDmi8PBwJScn68CBA3rzzTd14sQJVaxY8aH66NOnjxITEzVhwgQlJydr7969CgsL03PPPaeGDRve85iSJUvKwcFBmzdv1unTp3Xo0CENGzZMv//+u2X6OgAAAADAWATsbFS7dm0tWLBAR48eVadOnTRw4EBVqlRJsbGx95wWfi+1atXSggUL9OOPP6pjx44aNmyYfHx8tHDhQqsp4n9UunRpRUREaOfOnfL399cbb7yh0qVLKzg4WD/++KORlwgAAAAA+P/szLxwC4McOnRIknTe7hldSb39gNZ4GMVcHdSiZvFHOiY1NVVHjx5V9erV5erqmk2V4UF4DrkHzyJ34DnkDjyH3INnkTvwHHKP3Pws7uYcLy+vB7ZlBBsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAOtgw3BuLva2LiHf4F4CAAAAeQcBG4bz9Shi6xLyFbPZLDs7O1uXAQAAAOABmCIOQ6WlpclkMtm6jHyFcA0AAADkDQRsGI6l1QEAAAAURARsAAAAAAAMQMAGAAAAAMAABGwYjneGAQAAABREBGwYysnJSS4uLjY5N+9+AwAAALAllumC4fYmX9N1U0aOntPNxZ7lwQAAAADYFAEbhrtuytCV1Nu2LgMAAAAAchRTxAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAH7MVy+fFkrVqywdRkAAAAAgFyAgP0YJk2apHXr1tm6DAAAAABALkDAfgysuwwAAAAAuKvABGxPT0/Fx8erR48e8vLyUps2bZSQkKD4+Hg1bdpUderU0bBhw3Tz5k3LMQkJCerZs6e8vb3VtGlThYeH68aNG5KkUaNGafXq1fr222/l6ekpSXrllVc0ZswYde7cWfXq1bOMbq9Zs0YdOnSQt7e3/Pz8NGfOHGVk3Fkn+syZM/L09NTWrVvVuXNn1axZU35+foqPj7eq/2H62Lhxozp27CgvLy8FBgYqOTlZH330kV544QU1aNBA4eHhVv8osGvXLgUGBsrb21stW7bUjBkzlJaWln0PAQAAAADysQITsCVp+vTp6tevn9auXSs3NzeFhoZq69atio6O1sSJE/XFF19Y3qk+duyY+vTpoxdffFHr1q3TlClTdPjwYYWEhMhsNutf//qX2rRpIx8fH+3evdtyjhUrVqh3795atmyZXnzxRcXGxmrMmDHq2rWr1q1bpzfeeEMxMTGKiIiwqm3ixIkKDQ3V5s2b1bRpU7333ns6ffq0JD10H9OnT9c777yjFStW6Nq1a+revbtOnDihJUuWaPjw4Vq2bJl27dolSfrqq680bNgwdenSRRs2bNC4ceO0efNmvfXWW9n5CAAAAAAg3ypQATsoKEh+fn6qXLmyAgICdPXqVY0dO1ZVq1ZVq1atVL16df3000+SpJiYGDVq1EihoaGqWLGi6tWrp6lTp+rgwYP69ttv5ebmJmdnZzk6OqpUqVKWc1SvXl3t27dX1apVVaxYMc2fP1+9evVSz549VbFiRQUEBGjo0KH69NNPdf36dctxwcHBat68ucqVK6fhw4crMzNTBw8elNlsfug+QkJC1KBBA1WrVk0tW7ZUamqqxo8fLw8PD3Xv3l0lSpSwXN/cuXPVpUsXdevWTeXLl1fjxo0VHh6uLVu26MyZMzn0RAAAAAAg/3CwdQE5qUKFCpa/XVxcJEnly5e3bHN2drZMkT5y5IhOnjwpHx+fLP0kJyfL19f3gee4dOmSLly4oLp161q1adCggdLT0/Xzzz+rRIkSkiQPDw/Lfjc3N0lSenr6I/Xxx3O7urqqZMmSluu81/X98MMPWrlypWX/3enjycnJeuaZZ+55fQAAAACAeytQAdvBIevlFip070H8zMxMtW/fXqGhoVn2ubu73/cczs7Olr/v9xG0zMzMLPU4OTllaWc2mx+pjz9f3/2u7e7x/fr1U6dOnbLs++OIPAAAAADg4RSoKeKP4tlnn9Xx48dVoUIFy3+3b9/WxIkT9csvv0iS7Ozs/rKPkiVLqmTJktq/f7/V9n379snR0dFq9Dw7+7iXZ599VikpKVbX9+uvv2rSpEn63//+97f6BAAAAICCjIB9HyEhITpy5IjCw8OVnJysAwcO6M0339SJEydUsWJFSXemYf/222+Wj5HdS9++fRUXF6dly5bp5MmTWr9+vWbPnq2uXbtapoI/iBF9/Fn//v21detWzZ49WykpKfr66681evRoXb9+nRFsAAAAAPgbCtQU8UdRu3ZtLViwQDNnzlSnTp3k6uqqhg0b6u2337ZM5+7YsaO2b9+udu3aadu2bffsJyQkRE5OTlq0aJE+/PBDPfXUU+rfv7/69u370LUY0ceftW7dWtOnT9e8efM0d+5cFStWTH5+fgoLC/vbfQIAAABAQWZnvt9LvsAjOnTokCTpvN0zupJ6O0fPXczVQS1qFs/Rc+ZWqampOnr0qKpXry5XV1dbl1Ng8RxyD55F7sBzyB14DrkHzyJ34DnkHrn5WdzNOV5eXg9syxRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAB8RRyGc3OxLxDnBAAAAIA/ImDDcL4eRWxyXrPZLDs7O5ucGwAAAACYIg5DpaWlyWQy2eTchGsAAAAAtkTAhuFYWh0AAABAQUTABgAAAADAAARsAAAAAAAMQMCG4XgXGgAAAEBBRMCGoZycnOTi4mLrMnI93lMHAAAA8h+W6YLh9iZf03VThq3LyLXcXOxttpQZAAAAgOxDwIbhrpsydCX1tq3LAAAAAIAcxRRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwM4FVq1aJU9PT1uXIUnatWuXjh8/busyAAAAACDPIWDnAv7+/tq9e7ety9DZs2cVGhqqixcv2roUAAAAAMhz+Ip4LuDs7CxnZ2dbl8HazAAAAADwGBjBzgaenp6Kj49Xjx495OXlpTZt2ighIUHx8fFq2rSp6tSpo2HDhunmzZuSsk4R9/T01MqVKxUcHCxvb281btxYs2fPtuzPzMzUvHnz1KpVK9WsWVN16tRRv379dOrUKas+Zs2apWbNmqlx48Y6ceKE0tLSNHnyZL344ovy8fFRly5dLCPnZ86cUfPmzSVJvXv3VlRUVE7cKgAAAADINwjY2WT69Onq16+f1q5dKzc3N4WGhmrr1q2Kjo7WxIkT9cUXX2jFihX3PT4yMlKdOnXSxo0b1atXL0VFRem7776TJC1evFgxMTEaNWqUtm7dqo8++kgnTpxQRESEVR/Lli3TrFmzNHv2bFWsWFGjR4/Wnj17NGXKFK1evVpt2rRRaGiovvzyS5UpU8ZST1RUlEJCQrLv5gAAAABAPkTAziZBQUHy8/NT5cqVFRAQoKtXr2rs2LGqWrWqWrVqperVq+unn3667/EdO3ZUQECAypUrp9DQUBUpUkQJCQmSpPLlyysyMlLNmjVT2bJl1bBhQ7Vu3VpJSUlWfQQEBMjLy0u1a9fWyZMntWHDBk2cOFG+vr6qWLGi+vTpo7Zt2yomJkb29vZyd3eXJBUtWlSFCxfOvpsDAAAAAPkQ72BnkwoVKlj+dnFxkXQnGN/l7OystLS0+x7v4eFh9dvNzU3p6emSJD8/Px08eFAzZ85USkqKUlJSdPz4cZUuXfq+NRw5ckSS1KNHD6s26enpKlKkyKNcGgAAAADgHgjY2cTBIeutLVTo4ScMODk5Zdl29yNk0dHR+uijj9SpUyc1bNhQwcHB2rFjhzZu3GjV/o8fTrt77NKlS7OMTj9KXQAAAACAeyNg50Fz587VoEGD9Nprr1m2xcTE/OVXwJ999llJ0u+//67nnnvOsn369OkqVKiQ3njjDdnZ2WVf0QAAAACQzzF0mQeVKVNGe/bs0fHjx/Xzzz9r+vTp2rZt219OOX/22WfVrFkzjRs3Tjt37tTp06c1f/58zZs3zzJ13dXVVZKUlJSk69ev58i1AAAAAEB+QcDOgyZNmqSbN28qKChIvXr1UlJSksLDw3Xx4kWdO3fuvsdNnz5d//znPzV27Fj5+/trzZo1+uCDD9SpUydJUvHixRUUFKRJkyZp5syZOXU5AAAAAJAv2Jn/al4x8AgOHTokSTpv94yupN62cTW5VzFXB7WoWTzb+k9NTdXRo0dVvXp1y6wE5DyeQ+7Bs8gdeA65A88h9+BZ5A48h9wjNz+LuznHy8vrgW0ZwQYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMwDrYMJybi72tS8jVuD8AAABA/kTAhuF8PYrYuoRcz2w2y87OztZlAAAAADAQU8RhqLS0NJlMJluXkesRrgEAAID8h4ANw7G0OgAAAICCiIANAAAAAIABCNgAAAAAABiAgA3D8X4xAAAAgIKIgA1DOTk5ycXFxdZlGI73ygEAAAA8CMt0wXB7k6/puinD1mUYxs3FnqXHAAAAADwQARuGu27K0JXU27YuAwAAAAByFFPEAQAAAAAwAAEbAAAAAAADELABAAAAADAAATuPMZvNWr16tS5evChJWrVqlTw9PS37PT09tWrVKluVBwAAAAAFFgE7j/nuu+80atQomUwmSZK/v792795t46oAAAAAAHxFPI/583rMzs7OcnZ2tlE1AAAAAIC7GME2kKenp1auXKng4GB5e3urcePGmj17tmV/Zmam5s2bp1atWqlmzZqqU6eO+vXrp1OnTln18ecp3ne37d27V71795YkNW/eXKtWrcoyRfyPoqKi5Ofn95fb/v3vfyswMFC1atVSw4YNNWrUKF29evWx7wUAAAAAFDQEbINFRkaqU6dO2rhxo3r16qWoqCh99913kqTFixcrJiZGo0aN0tatW/XRRx/pxIkTioiIeKi+fXx8FBUVJUlasWKF/P39H6vWS5cuafDgwQoKCtKmTZs0e/Zsfffdd5o0adJj9QsAAAAABRFTxA3WsWNHBQQESJJCQ0MVExOjhIQE1a9fX+XLl1dkZKSaNWsmSSpbtqxat26tLVu2PFTfTk5OKlq0qCTJ3d39saeGnz9/XmlpaXr66adVtmxZlS1bVnPnzlVGRsZj9QsAAAAABREB22AeHh5Wv93c3JSeni5J8vPz08GDBzVz5kylpKQoJSVFx48fV+nSpW1RqqpXr6527dopNDRUpUqVUqNGjdS0aVO1bNnSJvUAAAAAQF7GFHGDOTk5Zdl298Nk0dHR6t27ty5fvqyGDRsqPDxcISEhf9nf7du3Da3vz/1NnTpVmzdvVr9+/XT58mW99dZb6tu3r6HnBAAAAICCgBHsHDR37lwNGjRIr732mmVbTEyM1ZfBHR0ddePGDcvvkydPWvVhZ2f30OdzdHTU//73P6ttf+zv4MGD2rhxo9555x1VrlxZwcHBWrdund566y1dvHhRJUqUeOhzAQAAAEBBR8DOQWXKlNGePXvk5+enQoUKae3atdq2bZtKlixpaVO7dm2tWLFC9evXl9ls1sSJE61GxV1dXSVJx44dU/Hixf/yfLVr19aVK1cUExOjVq1aaffu3frqq69UrFgxSdKTTz6pZcuWydHRUV26dNGtW7e0adMmVaxY8YF9AwAAAACsMUU8B02aNEk3b95UUFCQevXqpaSkJIWHh+vixYs6d+6cJOm9995T0aJF1aVLFw0ZMkSdO3fWU089ZemjatWqatKkiYYNG6b4+Pi/PN/zzz+vIUOG6JNPPlHbtm21Z88eDR061LLfw8NDUVFR+uabb9SxY0d1795d9vb2mj9/vgoV4n8NAAAAAHgUduY/zk8GHsOhQ4ckSeftntGVVGPfHbelYq4OalEz74zop6am6ujRo6pevbplxgNyHs8h9+BZ5A48h9yB55B78CxyB55D7pGbn8XdnOPl5fXAtgxTAgAAAABgAAI2AAAAAAAGIGADAAAAAGAAAjYAAAAAAAZgmS4Yzs3F3tYlGCq/XQ8AAACA7EHAhuF8PYrYugTDmc1m2dnZ2boMAAAAALkYU8RhqLS0NJlMJluXYTjCNQAAAIAHIWDDcCytDgAAAKAgImADAAAAAGAAAjYMx3RqAAAAAAURARuGcnJykouLi63LYJo6AAAAgBzHV8RhuL3J13TdlGGz87u52OfLL5kDAAAAyN0I2DDcdVOGrqTetnUZAAAAAJCjmCIOAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2LnA5cuXtWLFCluXAQAAAAB4DATsXGDSpElat26drcsAAAAAADwGAnYuwJrNAAAAAJD3EbANcuXKFYWHh6tJkyby9vZWt27dtHfvXsv+//znP+ratatq1aqll156SdOnT1dGRoZGjRql1atX69tvv5Wnp6ckKSMjQ7GxsWrVqpW8vLzUqlUrffrpp5a+9u7dK09PT23btk0tWrRQ7dq1FRwcrOTkZEubV155RaNGjbKq8c/bYmJi1KJFC9WsWVN+fn766KOPCPsAAAAA8DexDrYBMjIyFBISovT0dE2ePFnu7u5avHix+vbtq2XLlikjI0Ovvfaa+vTpow8//FBnz57VW2+9JQcHB/3rX//SzZs39euvvyoqKkqSFBERobVr12rMmDHy8vLSV199pQ8++EC3bt1ScHCw5bwREREaN26cnnrqKU2ePFm9e/fWli1b5Obm9sCad+7cqXnz5mn69OmqVKmSvv/+e40cOVLPPPOMAgICsutWAQAAAEC+RcA2wO7du3X48GGtX79eVatWlSSFh4fr0KFDiomJkb29vWrVqqWRI0dKkjw8PDR+/HhdvHhRbm5ucnZ2lqOjo0qVKqUbN27o008/1ahRo9S+fXtJUsWKFXXmzBlFR0fr1VdftZz37bffVpMmTSRJU6ZMUdOmTbVx40Z169btgTWfOnVKTk5OKlu2rJ5++mk9/fTT+sc//qGnn37a6NsDAAAAAAUCU8QNkJSUJDc3N0u4liQ7OzvVq1dPSUlJSkpKUq1atayOadWqlXr06JGlr59//lnp6emqW7eu1fYGDRro4sWLunjxomWbr6+v5e9ixYqpUqVKSkpKeqiaO3TooOLFi6tVq1Zq27atPvjgA0kiYAMAAADA30TANsD93ls2m81ycHCQg8PDTxS4X1+ZmZmSZNXXn/vNyMhQoUL3f6S3b9+2/O3u7q61a9dq2bJlatWqlQ4ePKiePXtq9uzZD10rAAAAAOD/ELAN4OnpqevXr1uNHpvNZu3fv19VqlSRh4eHDh06ZHXMokWL1LlzZ0l3Rrvv8vDwkKOjo/bv32/Vft++fSpVqpSKFi1q2fbHPi9duqSTJ0+qRo0akiRHR0fduHHDsj8zM1OnT5+2/F63bp0+/fRT1a1bV0OHDtXy5cvVuXNnbdq06XFuBQAAAAAUWLyDbYDGjRurevXqevPNNzVmzBiVKFFCcXFxSkpK0rhx4/TEE08oKChIM2fOVEBAgE6ePKk5c+aod+/ekiRXV1f99ttvOn36tMqVK6euXbtq1qxZKlasmLy8vLR7924tW7ZMI0aMsArj4eHhmjBhgtzc3BQZGalSpUqpdevWkqTatWtr4cKF+uqrr1ShQgXFxsbq2rVrlmNv3bqlyMhIFS5cWPXq1dOvv/6q7777TvXq1cvZmwcAAAAA+QQB2wD29vb65JNPFBkZqcGDBystLU01a9ZUbGysateuLUn66KOPNGvWLM2fP1//+Mc/1Lt3bw0cOFCS1LFjR23fvl3t2rXTtm3bNHr0aBUvXlxTpkzRhQsXVLFiRY0dO1ZdunSxOm/Xrl01cuRIXblyRc8//7wWL14sFxcXSVJISIhOnTqlN954Q05OTnr55ZfVtm1byxT0zp0768qVK5ozZ45++eUXFS1aVK1atVJYWFjO3TgAAAAAyEcI2AZxd3dXZGTkffc3a9ZMzZo1u+e+u0tx/dHgwYM1ePDgvzxny5Yt1adPn3vue/LJJzVlypS/PL5///7q37//X7YBAAAAADwc3sEGAAAAAMAABGwAAAAAAAzAFPE8yNfXV4mJibYuAwAAAADwB4xgAwAAAABgAEawYTg3F/sCfX4AAAAABRMBG4bz9Shi6xJkNput1gwHAAAAgOzGFHEYKi0tTSaTydZlEK4BAAAA5DgCNgxnNpttXQIAAAAA5DgCNgAAAAAABiBgAwAAAABgAAI2DMf7zwAAAAAKIgI2DOXk5CQXFxdbl5EF74UDAAAAyG4s0wXD7U2+puumDFuXYeHmYp8rlg4DAAAAkL8RsGG466YMXUm9besyAAAAACBHMUUcAAAAAAADELABAAAAADAAARsAAAAAAAMQsPOIqKgo+fn5Zes5/Pz8FBUVla3nAAAAAID8io+cwWLlypV64oknbF0GAAAAAORJBGxYuLu727oEAAAAAMizmCKei1y5ckXh4eFq0qSJvL291a1bN+3du/eebWNjY+Xl5aVdu3ZJks6dO6fhw4erYcOGqlGjhl566SVNnjxZmZmZkqRVq1bppZde0vLly9W4cWP5+Pho0KBBOn/+vKVPpogDAAAAwN9HwM4lMjIyFBISon379mny5MlatWqVqlatqr59++qHH36wart06VJNmzZNs2fPVrNmzSRJAwcO1PXr17Vw4UJt2bJFISEhWrBggXbu3Gk57tKlS1q0aJFmzJihRYsW6ZdfflG/fv10+zZrVgMAAADA4yJg5xK7d+/W4cOHNXXqVDVo0EBVqlRReHi4nn32WcXExFjaLV++XJMmTdKcOXPUpEkTSdLNmzcVEBCgCRMmqFq1aipXrpyCg4NVsmRJJSYmWo5NT09XZGSk6tWrJ29vb02ePFlJSUn6+uuvc/x6AQAAACC/4R3sXCIpKUlubm6qWrWqZZudnZ3q1aun3bt3q0qVKvrtt9/03nvvydHRUWXLlrW0c3Z2Vq9evbRlyxb98MMPOnnypBITE3XhwgXLFHFJKly4sGrWrGn57eHhoaJFiyopKUkvvvhizlwoAAAAAORTjGDnEmaz+b7bHRzu/DuInZ2d5s+fr6pVq+qdd96xhOfU1FR169ZNc+fOVZEiRdSpUyctW7ZMTz31lFVfjo6OWfrPyMiQvb29wVcDAAAAAAUPI9i5hKenp65fv66kpCTLKLbZbNb+/ftVpUoVSVKpUqXUqFEjlSxZUkFBQVq8eLGCg4Mt08v37NmjkiVLSrrzwbSLFy9aBfcrV67o9OnTKleunCTpp59+0o0bN/Tcc8/l8NUCAAAAQP7DCHYu0bhxY1WvXl1vvvmmvv32WyUnJ2v8+PFKSkrSq6++atXW09NTffv21YwZM3Tq1CnLSPW6det09uxZ7du3T6+//rrS09OVlpZmdexbb72lH3/8Ud9//71GjhwpHx8f1a9fP8euEwAAAADyKwJ2LmFvb69PPvlEzz33nAYPHqygoCD99NNPio2NVe3atbO0f/3111W6dGm988478vLy0ujRo7V48WK1adNGo0ePVv369dWuXTsdOnTI6rj27dvrtddeU79+/fTss89q3rx5srOzy6GrBAAAAID8iyniuYi7u7siIyPvuW/IkCEaMmSI5fcTTzyhrVu3Wn4HBwcrODj4gefo2bOnevbsec99f1zSCwAAAADwaBjBBgAAAADAAARsAAAAAAAMQMAuIAIDA5WYmGjrMgAAAAAg3yJgAwAAAABgAD5yBsO5udjbugQrua0eAAAAAPkTARuG8/UoYusSsjCbzSxHBgAAACBbMUUchkpLS5PJZLJ1GVkQrgEAAABkNwI2DGc2m21dAgAAAADkOAI2AAAAAAAGIGADAAAAAGAAAjYMx/vOAAAAAAoiAjYM5eTkJBcXF1uX8ch4bxwAAADA42KZLhhub/I1XTdl2LqMh+bmYp8rlxYDAAAAkLcQsGG466YMXUm9besyAAAAACBHMUUcAAAAAAADELABAAAAADAAARsAAAAAAAMQsAsQT09PrVq1ytZlAAAAAEC+RMAGAAAAAMAABGwAAAAAAAxAwDaYp6enli5dqi5dusjLy0vt27fXjh07LPszMzM1b948tWrVSjVr1lSdOnXUr18/nTp1ytLm0qVLGj58uOrVqydfX19NmTJFvXv3VlRUlKXNl19+qS5dusjHx0eNGzfWxIkTdfPmTcv+X3/9VQMHDpSPj49eeuklrV+/3qrOh6kDAAAAAPDwCNjZYMqUKQoICNDatWvVpEkTDR48WAkJCZKkxYsXKyYmRqNGjdLWrVv10Ucf6cSJE4qIiJB0J/gOGDBAJ0+e1IIFC/TJJ5/o+++/17fffmvpf/v27Ro4cKCaNm2qVatWKTw8XJs2bdKIESMkSbdv31a/fv10+fJlxcXFaebMmYqJibGq8UF1AAAAAAAejYOtC8iPAgMD1bNnT0lSWFiYvv32W8XFxalOnToqX768IiMj1axZM0lS2bJl1bp1a23ZskWS9O233+qHH37Q5s2bVblyZUnSjBkz5OfnZ+k/OjpaLVu21Ouvvy5JqlSpksxmswYNGqTjx4/rl19+0U8//aTt27erfPnykqSJEyeqY8eOlj4eVAcAAAAA4NEQsLOBr6+v1W8fHx/t2bNHkuTn56eDBw9q5syZSklJUUpKio4fP67SpUtLko4cOaKiRYtawrUklSxZUpUqVbL8TkpKUtu2ba3O0aBBA8u+X375RUWLFrWEa0mqXr26nJ2dLb8fVAcAAAAA4NEwRTwbODhY/7tFRkaGChW6c6ujo6PVu3dvXb58WQ0bNlR4eLhCQkIsbe3t7ZWZmfmX/ZvN5izb7h7j4OAgOzu7e/bxx7oeVAcAAAAA4NEQsLPBoUOHrH4fOHBANWrUkCTNnTtXgwYN0nvvvaeuXbuqdu3aOnHihCU0V6tWTdevX1dycrLl+MuXL+vkyZOW356enpZ3uu/at2+fJMnDw0PVq1fX9evX9dNPP1n2nzhxQjdu3LD8flAdAAAAAIBHQ8DOBosWLdL69euVkpKiyMhIJSYm6tVXX5UklSlTRnv27NHx48f1888/a/r06dq2bZvS0tIk3ZleXqtWLY0cOVLff/+9jh07prCwMJlMJtnZ2UmS+vXrp23btmnOnDlKSUnRrl27NGHCBDVr1kweHh5Z+jh06JBGjhxpGUV/mDoAAAAAAI+GgJ0NunXrptjYWHXo0EH79u1TTEyMqlWrJkmaNGmSbt68qaCgIPXq1UtJSUkKDw/XxYsXde7cOUlSVFSUnnrqKQUHB+vVV1+Vt7e3nn76aTk6OkqSWrVqpWnTpmnz5s1q3769xo0bp7Zt22rGjBmSpEKFCmnevHmqXLmyQkJCNGDAALVt21bu7u6WGh+mDgAAAADAw+MjZ9mgSpUqGjly5D331ahRQ/Hx8Vm2d+vWTdKdNbCPHDmiGTNmWAJ1WlqaYmNjrT5A5u/vL39///vWULx4cU2dOtVq291R9IepAwAAAADwaAjYuYyDg4OGDx+ubt26qXv37kpPT1dMTIycnJz00ksv2bo8AAAAAMB9MEU8lylSpIjmzp2r77//Xh07dlTXrl114cIFLV682GqKNwAAAAAgd2EE22CJiYmP3cfzzz+vzz77zIBqAAAAAAA5hRFsAAAAAAAMwAg2DOfmYm/rEh5JXqsXAAAAQO5EwIbhfD2K2LqER2Y2my3rjAMAAADA38EUcRgqLS1NJpPJ1mU8MsI1AAAAgMdFwIbhzGazrUsAAAAAgBxHwAYAAAAAwAAEbAAAAAAADEDAhuF4nxkAAABAQUTAhqGcnJzk4uJi6zKs8E44AAAAgJzAMl0w3N7ka7puyrB1GZLurHGdF5cNAwAAAJD3ELBhuOumDF1JvW3rMgAAAAAgRzFFHAAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELALkKioKPn5+dm6DAAAAADIlwjYAAAAAAAYgIANAAAAAIABCNg24OnpqaVLl6pLly7y8vJS+/bttWPHDsv+zMxMzZs3T61atVLNmjVVp04d9evXT6dOnbLqY+XKlQoODpa3t7caN26s2bNnW50nPj5eLVu2lLe3t0JDQ3X16lWr/UlJSRowYIDq16+vmjVrqnnz5vrkk0+y9+IBAAAAIJ8iYNvIlClTFBAQoLVr16pJkyYaPHiwEhISJEmLFy9WTEyMRo0apa1bt+qjjz7SiRMnFBERYdVHZGSkOnXqpI0bN6pXr16KiorSd999J0nasGGDxo8fr+DgYK1du1Z16tTR0qVLLceaTCaFhISoWLFi+uyzz7Rhwwa1bt1akZGROnr0aM7dCAAAAADIJwjYNhIYGKiePXuqcuXKCgsLk5eXl+Li4iRJ5cuXV2RkpJo1a6ayZcuqYcOGat26tZKSkqz66NixowICAlSuXDmFhoaqSJEilpC+ZMkS+fv7q2fPnqpUqZJee+01NWvWzHKsyWRS7969NXbsWHl4eKhixYoaOnSoJCkxMTGH7gIAAAAA5B8Oti6goPL19bX67ePjoz179kiS/Pz8dPDgQc2cOVMpKSlKSUnR8ePHVbp0aatjPDw8rH67ubkpPT1d0p3p323bts1yjmPHjkmS3N3d1aNHD23YsEFHjhzRqVOnLPsyMzONu1AAAAAAKCAYwbYRBwfrf9vIyMhQoUJ3Hkd0dLR69+6ty5cvq2HDhgoPD1dISEiWPpycnLJsM5vNlr//HJQdHR0tf//+++/q0KGDVqxYodKlS6tHjx5avXr1Y10TAAAAABRkjGDbyKFDh6zWpD5w4IBq1KghSZo7d64GDRqk1157zbI/JibGKjw/SPXq1ZWQkKDg4GCrc961YcMGXblyRVu3brUE77tTwx/lPAAAAACAOxjBtpFFixZp/fr1SklJUWRkpBITE/Xqq69KksqUKaM9e/bo+PHj+vnnnzV9+nRt27ZNaWlpD93/a6+9pu3bt2vBggU6ceKElixZoq1bt1r2P/XUUzKZTNqyZYvOnTun3bt3a8SIEZL0SOcBAAAAANxBwLaRbt26KTY2Vh06dNC+ffsUExOjatWqSZImTZqkmzdvKigoSL169VJSUpLCw8N18eJFnTt37qH6b9q0qaZOnarPP/9c7du317Zt26ymmbdu3Vp9+/ZVRESE2rRpow8//FAvv/yy6tevbzXSDQAAAAB4OEwRt5EqVapo5MiR99xXo0YNxcfHZ9nerVs3y9/3+tL3zp07rX77+/vL39/fatvdUWo7OzuFhYUpLCzMan+fPn0e7gIAAAAAAFYYwQYAAAAAwAAEbAAAAAAADMAUcRu41/RuAAAAAEDexgg2AAAAAAAGYAQbhnNzsbd1CRa5qRYAAAAA+RsBG4bz9Shi6xKsmM1m2dnZ2boMAAAAAPkcU8RhqLS0NJlMJluXYYVwDQAAACAnELBhOLPZbOsSAAAAACDHEbABAAAAADAAARsAAAAAAAMQsGE43nkGAAAAUBARsGEoJycnubi42LqMh8b74gAAAACMwjJdMNze5Gu6bsqwdRkP5OZin+uWFAMAAACQdxGwYbjrpgxdSb1t6zIAAAAAIEcxRRwAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwc4GoqCj5+fnZugwAAAAAwGMgYOcCISEhWrlypa3LAAAAAAA8Br4ingsULlxYhQsXtnUZAAAAAIDHwAh2DvD09NTSpUvVpUsXeXl5qX379tqxY4dl/5+niJ86dUr9+/eXj4+PXnzxRS1cuFAtW7bUqlWrLG0+//xztWnTRt7e3mrTpo0WLVqkzMxMy/5ffvlFYWFhatSokWrXrq2+ffvq2LFjlv2jRo3SqFGjFBkZqYYNG6pWrVoaMGCAzp8/n813AwAAAADyJwJ2DpkyZYoCAgK0du1aNWnSRIMHD1ZCQkKWdiaTScHBwcrMzNSnn36q6dOna9WqVTp9+rSlTXx8vCZNmqTBgwdr48aNGjZsmObPn68pU6ZIkm7cuKHu3bvr/Pnz+vjjj/XZZ5/J2dlZvXr10tmzZy39bNiwQVeuXFFcXJzmz5+vw4cPa8aMGdl+LwAAAAAgPyJg55DAwED17NlTlStXVlhYmLy8vBQXF5el3aZNm3Tp0iVNnTpV1apVU7169TR58mSZzWZLmzlz5mjgwIFq27atypUrp1atWmn48OGKi4vTrVu3tG7dOl2+fFkzZ86Ut7e3qlWrpqlTp8rZ2VlLly619OPm5qbx48fLw8NDDRo0kL+//z1DPwAAAADgwXgHO4f4+vpa/fbx8dGePXuytDty5IgqVaqkYsWKWbZVq1ZNbm5ukqRLly7p119/1bRp0zRz5kxLm8zMTN26dUtnzpxRUlKSKlasKHd3d8t+Z2dneXt7KykpybKtfPnycnR0tPx2c3NTenr6Y18rAAAAABREBOwc4uBgfaszMjJUqFDWCQT29vZW71L/2d19o0eP1gsvvJBlf5kyZaxGu/987B/rcHJyeqjaAQAAAAAPxhTxHHLo0CGr3wcOHFCNGjWytKtWrZpOnjypK1euWLYlJyfr+vXrkqQSJUrI3d1dp0+fVoUKFSz//fH9aU9PT504cUIXL1609HHr1i39+OOPqlKlivEXBwAAAAAgYOeURYsWaf369UpJSVFkZKQSExP16quvZmnXrl07FS9eXGFhYTp27Ji+//57vfXWW5IkOzs72dnZqX///lqyZIni4uJ06tQpbd++Xe+9956cnZ3l5OSk9u3bq1ixYho2bJh++OEHHTt2TGFhYUpNTVXXrl1z+tIBAAAAoEBgingO6datm2JjY5WUlKRq1aopJiZG1apVy9LOyclJCxYs0Pjx49WlSxcVLVpUoaGhOnz4sOV96ZCQED3xxBNasmSJIiIiVLJkSXXp0kVDhw6VdOdd6ri4OEVERCg4OFiSVLduXX366acqV65cjl0zAAAAABQkBOwcUqVKFY0cOfKe+4YMGaIhQ4ZIks6cOaNffvlFixYtsuw/f/68xo8fr6eeesqyrWfPnurZs+d9z1euXDl99NFH990fERHxl3UAAAAAAB4NU8RzmVu3bum1115TTEyMTp8+rSNHjmjMmDGqWLGiatWqZevyAAAAAAD3QcDOZTw8PDRt2jStX79e7dq1U58+feTq6qqFCxdaLakFAAAAAMhdmCKeAxITEx+pfevWrdW6detsqgYAAAAAkB0YwQYAAAAAwACMYMNwbi72ti7hoeSVOgEAAADkDQRsGM7Xo4itS3hoZrNZdnZ2ti4DAAAAQD7AFHEYKi0tTSaTydZlPDTCNQAAAACjELBhOLPZbOsSAAAAACDHEbABAAAAADAAARsAAAAAAAMQsGE43msGAAAAUBARsGEoJycnubi42LoMw/A+OQAAAICHxTJdMNze5Gu6bsqwdRmPzc3FPk8tOQYAAADAtgjYMNx1U4aupN62dRkAAAAAkKOYIg4AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYeUxUVJT8/PxsXQYAAAAA4E8I2HlMSEiIVq5caesyAAAAAAB/wlfE85jChQurcOHCti4DAAAAAPAnjGDnMp6enlq6dKm6dOkiLy8vtW/fXjt27LDs/+MU8VGjRsnT0zPLf3f332ufp6enZs+eLUk6d+6chg8froYNG6pGjRp66aWXNHnyZGVmZub8hQMAAABAHkfAzoWmTJmigIAArV27Vk2aNNHgwYOVkJCQpd2//vUv7d692/LfzJkzZW9vryFDhkiS1b7du3fL399f//jHP9S5c2dJ0sCBA3X9+nUtXLhQW7ZsUUhIiBYsWKCdO3fm6PUCAAAAQH5AwM6FAgMD1bNnT1WuXFlhYWHy8vJSXFxclnZubm4qVaqUSpUqJZPJpHHjxikkJESdOnWSJMu+UqVKaePGjdq1a5fmzp2r0qVL6+bNmwoICNCECRNUrVo1lStXTsHBwSpZsqQSExNz+pIBAAAAIM/jHexcyNfX1+q3j4+P9uzZc9/2V69e1Wuvvab69evrzTffzLJ/586dmjx5sqZPn64aNWpIkpydndWrVy9t2bJFP/zwg06ePKnExERduHCBKeIAAAAA8DcQsHMhBwfrx5KRkaFChe492SA9PV2DBw+Wi4uLJk2aJDs7O6v9R48e1ZtvvqmhQ4fqn//8p2V7amqqevXqpZs3b6p169bq1KmTvL291bNnT+MvCAAAAAAKAAJ2LnTo0CGrta4PHDhgGXn+s7FjxyolJUUrV66Uq6ur1b7z589rwIAB+uc//6kBAwZY7du9e7cOHz6sPXv2qGTJkpKkK1eu6OLFizKbzQZfEQAAAADkfwTsXGjRokWqXLmyatasqeXLlysxMVEffPBBlnbz5s3Tpk2bNG/ePDk6Our333+37CtcuLBCQ0P19NNP680339SFCxcswdnR0VFPPfWUJGndunVq1aqVfvnlF02bNk3p6elKS0vLmQsFAAAAgHyEgJ0LdevWTbGxsUpKSlK1atUUExOjatWqZWkXHx+vmzdv6tVXX82yb+LEiTpy5Igk6cUXX7Ta16BBAy1ZskSjR49WbGysZsyYodKlS8vf319lypTRoUOHsufCAAAAACAfI2DnQlWqVNHIkSPvuW/IkCGWZbgetJxWYGDgX+4PDg5WcHDw36oRAAAAAGCNZboAAAAAADAAARsAAAAAAAMwRTyXSUxMtHUJAAAAAIC/gRFsAAAAAAAMwAg2DOfmYm/rEgyRX64DAAAAQM4gYMNwvh5FbF2CYcxms+zs7GxdBgAAAIA8gCniMFRaWppMJpOtyzAM4RoAAADAwyJgw3Bms9nWJQAAAABAjiNgAwAAAABgAAI2AAAAAAAGIGDDcLy3DAAAAKAgImDDUE5OTnJxcbFpDbwDDgAAAMAWWKYLhtubfE3XTRk2Obebi32+WiYMAAAAQN5BwIbhrpsydCX1tq3LAAAAAIAcxRRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwM4mUVFR8vPze+j2ZrNZq1ev1sWLF7OxKgAAAABAdiFg5xLfffedRo0aJZPJZOtSAAAAAAB/AwE7l2DtZgAAAADI2wjYf5Onp6eWLl2qLl26yMvLS+3bt9eOHTvu2z4pKUkDBgxQ/fr1VbNmTTVv3lyffPKJJGnv3r3q3bu3JKl58+Zavny5GjZsqNmzZ1v18dlnn6lx48a6ffu2XnnlFX3wwQcaMWKEatWqpZdeeknR0dGWoL537155enrqzJkzluP/vO3EiRPq27ev6tatKx8fH/Xt21eJiYmG3icAAAAAKCgI2I9hypQpCggI0Nq1a9WkSRMNHjxYCQkJWdqZTCaFhISoWLFi+uyzz7Rhwwa1bt1akZGROnr0qHx8fBQVFSVJWrFihTp06KAOHTpo3bp1Vv2sWbNGHTp0kIPDneXLP/30U7m5uWnVqlUaPny4PvroI82fP/+h6x8xYoRKly6tzz//XCtWrFChQoU0ePDgx7gjAAAAAFBwEbAfQ2BgoHr27KnKlSsrLCxMXl5eiouLy9LOZDKpd+/eGjt2rDw8PFSxYkUNHTpUkpSYmCgnJycVLVpUkuTu7i5nZ2cFBQXp5MmTOnDggCQpJSVFBw4cUGBgoKXfSpUq6b333pOHh4c6deqkV155RYsXL37o6eanTp2Su7u7ypYtqypVqujDDz/U+++/r8zMzMe9NQAAAABQ4BCwH4Ovr6/Vbx8fHyUlJWVp5+7urh49emjDhg0aN26c+vTpo6ZNm0rSfcNs1apV5eXlpTVr1ki6M3rt7e2tKlWqWJ3fzs7O6vy///67Ll++/FD1Dx8+XAsXLpSvr69CQ0O1bds2VatWTYUK8b8FAAAAADwqktRjuDtV+66MjIx7htPff/9dHTp00IoVK1S6dGn16NFDq1evfmD/QUFB2rx5s9LS0rR+/Xp16tTpL89/N6zb29vfs7+MjAyr3z179tRXX32ld999V25ubpo1a5batm2rCxcuPLA2AAAAAIA1AvZjOHTokNXvAwcOqEaNGlnabdiwQVeuXNGnn36q119/XS1bttTVq1cl/d/Xw/84En1Xu3btdOvWLS1cuFAXLlxQu3bt/vL8CQkJeuaZZ1S0aFE5OjpKkm7cuGHZf+LECcvfFy9e1Pjx45Wenq7AwEBNnjxZ69at0++//65vv/32Ee4CAAAAAEAiYD+WRYsWaf369UpJSVFkZKQSExP16quvZmn31FNPyWQyacuWLTp37px2796tESNGSJLS0tIkSa6urpKkY8eO6X//+58kyc3NTS1bttScOXPUvHlzFSlSxKrfffv2adasWTpx4oRWrlyppUuXql+/fpLuTDF3dXVVdHS0Tp06pf/85z9auHCh5diiRYvqyy+/1LvvvqujR4/q9OnT+uyzz+To6KiaNWsaf7MAAAAAIJ8jYD+Gbt26KTY2Vh06dNC+ffsUExOjatWqZWnXunVr9e3bVxEREWrTpo0+/PBDvfzyy6pfv75lFLpq1apq0qSJhg0bpvj4eMuxgYGBunnzptXHze5q3ry5kpOT1aFDB82dO1ejR49W9+7dJUlPPvmkJk+erCNHjsjf318zZ87U22+/bTnWwcFB8+fPV6FChRQcHKy2bdvqv//9r6Kjo1W+fHmjbxUAAAAA5HsOD26C+6lSpYpGjhx5z31DhgzRkCFDJN2Z/h0WFqawsDCrNn369LH87eTkpOjo6Cz9/Prrr3r66afVqFGjLPuKFCmiiIiI+9bXokULtWjRwmrbH9e59vDwuOc5AQAAAACPjoCdSx0+fFg///yzZs2apV69evFlbwAAAADI5UhtudT333+vd999V7Vq1brne90AAAAAgNyFEey/6Y9TrbNDz5491bNnz/vuX7JkSbaeHwAAAADwaBjBBgAAAADAAIxgw3BuLvYF8twAAAAACjYCNgzn61HkwY2ykdlslp2dnU1rAAAAAFDwMEUchkpLS5PJZLJpDYRrAAAAALZAwIbhzGazrUsAAAAAgBxHwAYAAAAAwAAEbBiOKdoAAAAACiICNgzl5OQkFxcXW5eRbZj+DgAAAOB++Io4DLc3+ZqumzJsXYbh3Fzsbf6FdAAAAAC5FwEbhrtuytCV1Nu2LgMAAAAAchRTxAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELALkFGjRumVV1657/69e/fK09NTZ86cycGqAAAAACB/4CviBci//vUvZWTkv+WzAAAAACA3IGAXIG5ubrYuAQAAAADyLaaIG8DT01NLly5Vly5d5OXlpfbt22vHjh2SpEuXLqlmzZpas2aN1TFTp05VUFCQJMnPz0+RkZHy9/eXr6+vvv32W129elXvvvuuXnzxRdWoUUMNGzbUu+++K5PJJOnOdO7nnntO27dvV6tWreTt7a3evXvrl19+0fvvv6969eqpYcOG+vjjjy3n/PMU8X379qlz587y9vZWhw4ddOzYsWy+UwAAAACQfxGwDTJlyhQFBARo7dq1atKkiQYPHqyEhAS5u7uradOmVgE7MzNT69atU2BgoGVbXFyc3n33XS1YsEC1a9fWqFGjdOTIEc2ePVtbt27V6NGjtWbNGsXHx1uOycjI0Mcff6wpU6Zo0aJFOnbsmAICAuTo6KgVK1aoW7dumjFjhhITE7PUe/r0aYWEhKh69epavXq1Bg0apDlz5mTrPQIAAACA/IyAbZDAwED17NlTlStXVlhYmLy8vBQXFydJCgoK0t69e3X+/HlJ0tdff61Lly6pXbt2luObNGmiF154QV5eXnJyclKjRo00ceJE1apVS88884w6dOig5557TklJSVbnfeONN+Tl5SUfHx89//zzcnFx0ciRI1WpUiUNGDBAkvTTTz9lqXf58uUqWbKkxo0bJw8PD7Vq1UoDBw7MrtsDAAAAAPkeAdsgvr6+Vr99fHwsYfill15SiRIltHbtWknS6tWr1bx5cxUtWtTSvkKFClbH9+jRQ6dPn1ZERIRCQ0PVokUL/fDDD8rMzLRq98fjXF1d9cwzz8jOzk6S5OzsLElKS0vLUm9SUpKee+452dvbW7bVqVPnka8bAAAAAHAHAdsgDg7W34vLyMhQoUJ3bq+9vb06duyo9evXKzU1VV988YU6depk1f5uGJbuTCEfMGCA3n//fTk4OMjf31/z5s27ZwD+83nvnvNB7OzssoT1P/cFAAAAAHh4BGyDHDp0yOr3gQMHVKNGDcvvoKAgJSUlacmSJXJzc1Pjxo3v29fRo0f11VdfaebMmQoLC1OHDh1Uvnx5nTp1Smaz2ZB6q1Wrph9//NFqdPvHH380pG8AAAAAKIgI2AZZtGiR1q9fr5SUFEVGRioxMVGvvvqqZX+lSpVUp04dzZkzRwEBAVZTs/+sZMmScnBw0ObNm3X69GkdOnRIw4YN0++//37P6d5/R/fu3WUymfTOO+8oOTlZu3btUlRUlCF9AwAAAEBBRMA2SLdu3RQbG6sOHTpo3759iomJUbVq1azaBAYG6ubNm1mmh/9Z6dKlFRERoZ07d8rf319vvPGGSpcureDgYMNGmUuXLq1Fixbp119/VadOnRQREcFHzgAAAADgMfDSrUGqVKmikSNH/mWbX3/9VXXq1JGHh4fV9p07d2Zp2759e7Vv3z7L9tGjR0u681G1Py+/FRERkaX9H9v8ef9zzz1n+dL5XT169PjLawAAAAAA3BsBOwfs379fKSkpWrx4scaPH2/rcgAAAAAA2YCAnQN27dqluLg4BQUFqU2bNrYuBwAAAACQDQjYBvjzVO0/CwsLU1hYWA5VAwAAAACwBT5yBgAAAACAARjBhuHcXO6/BFlell+vCwAAAIAxCNgwnK9HEVuXkG3MZrPs7OxsXQYAAACAXIgp4jBUWlqaTCaTrcvINoRrAAAAAPdDwIbhzGazrUsAAAAAgBxHwAYAAAAAwAAEbBiOadQAAAAACiICNgzl5OQkFxcXW5eRZzG9HgAAAMi7+Io4DLc3+ZqumzJsXUae4+Zin6+/wA4AAADkdwRsGO66KUNXUm/bugwAAAAAyFFMEQcAAAAAwAAEbAAAAAAADEDABgAAAADAAATsPGrv3r3y9PTUmTNnbF0KAAAAAEAEbAAAAAAADEHABgAAAADAAARsA3h6emrWrFlq1qyZGjdurBMnTigtLU2TJ0/Wiy++KB8fH3Xp0kW7d++WJP3vf/+Tj4+Pli1bZtXP7Nmz1bRpU2VmZiojI0OxsbFq1aqVvLy81KpVK3366af3PP+qVavk5eWla9euWW1v0aKFpk+fLkk6f/68hg8frnr16snX11ehoaE6ceKEpe2oUaM0dOhQhYSEqE6dOpo/f76BdwgAAAAA8j8CtkGWLVumWbNmafbs2apYsaJGjx6tPXv2aMqUKVq9erXatGmj0NBQffnllypcuLBat26tDRs2WPWxfv16BQQEqFChQoqIiNCcOXM0ePBgrV+/Xj179tQHH3yg2NjYLOdu3bq1HBwctHXrVsu2hIQEnT59WoGBgUpNTdUrr7wiSYqLi9OSJUtUvHhxdenSRefPn7ccs3XrVr3wwgv6/PPP1a5du+y5UQAAAACQTxGwDRIQECAvLy/Vrl1bJ0+e1IYNGzRx4kT5+vqqYsWK6tOnj9q2bauYmBhJUqdOnZSQkKCzZ89Kkn744QedOHFCgYGBunHjhj799FMNHTpU7du3V8WKFdW7d2/16NFD0dHRMpvNVud2dXVV69attX79esu29evXq06dOqpQoYI2btyoa9euafLkyapWrZqqVq2qDz74QE8++aSWL19uOaZo0aLq16+fKlWqpDJlyuTAXQMAAACA/MPB1gXkFxUqVLD8feTIEUlSjx49rNqkp6erSJEikqT69evrmWee0YYNGzRgwACtW7fOEoh/+OEHpaenq27dulbHN2jQQIsWLdLFixeznD8wMFC9e/fW+fPn5e7urs2bN+vNN9+01HP16lXVr1/f6phbt24pOTn5ntcAAAAAAHg0BGyDODs7W/6+O8K8dOlSFS5c2KpdoUJ3Jg3Y2dmpY8eOWr9+vfr166fNmzdr2LBhVsf/WWZmpiTJwSHrY6tXr57Kli2rDRs2qHLlyrp586batGljOa5SpUr6+OOPsxzn6up6z2sAAAAAADwapohng2effVaS9Pvvv6tChQqW/1atWqVVq1ZZ2nXq1EnHjx/XZ599pv/973+WQOzh4SFHR0ft37/fqt99+/apVKlSKlq0aJZz2tnZqVOnTtq2bZs2btyoFi1a6Mknn5QkVa1aVefOnZObm5ullqefflpTp07Vd999l123AQAAAAAKFAJ2Nnj22WfVrFkzjRs3Tjt37tTp06c1f/58zZs3T+XLl7e0K1u2rHx9fTV16lSrQPzkk0+qa9eumjVrljZs2KCTJ09q6dKlWrZsmUJCQmRnZ3fP83bq1EmHDh3Sjh07FBgYaNneoUMHFS1aVEOHDtXBgweVnJysUaNG6auvvpKnp2f23gwAAAAAKCCYIp5Npk+frunTp2vs2LG6evWqypcvrw8++ECdOnWyahcYGKhvvvnGKhBL0ujRo1W8eHFNmTJFFy5cUMWKFTV27Fh16dLlvud8+umn1aBBA504cULPP/+8Zbubm5vi4uI0adIk9e3bVxkZGapRo4Y++eQTeXh4GHvhAAAAAFBA2Znv98Iv8IgOHTokSTpv94yupN62cTV5TzFXB7WoWfyx+0lNTdXRo0dVvXp1q3fskbN4DrkHzyJ34DnkDjyH3INnkTvwHHKP3Pws7uYcLy+vB7ZlijgAAAAAAAYgYAMAAAAAYAACNgAAAAAABiBgAwAAAABgAL4iDsO5udjbuoQ8ifsGAAAA5G0EbBjO16OIrUvIs8xm833XOQcAAACQuzFFHIZKS0uTyWSydRl5FuEaAAAAyLsI2DAcS6sDAAAAKIgI2AAAAAAAGICADQAAAACAAQjYMBzvEQMAAAAoiAjYMJSTk5NcXFxsXUa24z1zAAAAAH/GMl0w3N7ka7puyrB1GdnGzcWepcgAAAAAZEHAhuGumzJ0JfW2rcsAAAAAgBzFFHEAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDAziP8/PwUFRV13/2rVq2Sp6dnDlYEAAAAAPgjAnY+4e/vr927d9u6DAAAAAAosPiKeD7h7OwsZ2dnW5cBAAAAAAUWI9i5kKenp2bNmqVmzZqpcePGOnHihCTp999/1+DBg1W7dm35+vpq4sSJysi4s970n6eIe3p6auXKlQoODpa3t7caN26s2bNnW53nyy+/VJcuXeTj46PGjRtr4sSJunnzZo5dJwAAAADkJwTsXGrZsmWaNWuWZs+erYoVK0qSVq5cqfr162v9+vV66623FBsbq9WrV9+3j8jISHXq1EkbN25Ur169FBUVpe+++06StH37dg0cOFBNmzbVqlWrFB4erk2bNmnEiBE5cXkAAAAAkO8wRTyXCggIkJeXl9W2f/7zn3r11VclSeXKldPixYv1448/6uWXX75nHx07dlRAQIAkKTQ0VDExMUpISFD9+vUVHR2tli1b6vXXX5ckVapUSWazWYMGDdLx48dVpUqVbLw6AAAAAMh/GMHOpSpUqJBl292R7LuKFi2qW7du3bcPDw8Pq99ubm5KT0+XJCUlJalOnTpW+xs0aGDZBwAAAAB4NATsXOpeHyyzt7fPss1sNt+3Dycnp/u2v9dxmZmZkiQHByY2AAAAAMCjImAXUJ6enkpISLDatm/fPklZR74BAAAAAA9GwC6g+vXrp23btmnOnDlKSUnRrl27NGHCBDVr1oyADQAAAAB/A3OBC6hWrVpp2rRp+vjjjzVnzhy5u7urXbt2Gjp0qK1LAwAAAIA8iYCdCyUmJmbZtnPnzizblixZYvk7MDBQgYGBj9SHv7+//P39H6dUAAAAAMD/xxRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAB85AyGc3Oxt3UJ2Sq/Xx8AAACAv4eADcP5ehSxdQnZzmw2y87OztZlAAAAAMhFmCIOQ6WlpclkMtm6jGxHuAYAAADwZwRsGM5sNtu6BAAAAADIcQRsAAAAAAAMQMAGAAAAAMAABGwYjveTAQAAABREBGwYysnJSS4uLrYu42/j/XEAAAAAfxfLdMFwe5Ov6bopw9ZlPDI3F/sCscQYAAAAgOxBwIbhrpsydCX1tq3LAAAAAIAcxRRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwM6nfvrpJ3355Ze2LgMAAAAACgwCdj41YMAAHTp0yNZlAAAAAECBQcAGAAAAAMAABOxs5unpqVmzZqlZs2Zq3LixTpw4oZs3b2rGjBlq3ry5vLy8FBAQoK1bt1odd+DAAfXu3Vt169aVr6+vRo8ercuXL1v2//DDD+rRo4d8fHxUv359DRkyROfOnZMk+fn56ezZs5o9e7ZeeeUVSdL169c1ZswYPf/886pbt6569+5tNcIdFRWlXr16afjw4apTp44mTJiQA3cHAAAAAPIPAnYOWLZsmWbNmqXZs2erYsWKGjFihNasWaMxY8Zo3bp1atGihd544w198cUXku6E51deeUXPPvusli9frpkzZ+rgwYPq27evMjIylJGRoQEDBqh+/fpat26dYmNjde7cOb3zzjuSpJUrV+qpp55SSEiIoqKiZDab1b9/f50+fVrz5s3T8uXLVbt2bXXv3l1Hjhyx1Pndd9+pZMmSWrt2rSWYAwAAAAAejoOtCygIAgIC5OXlJUlKTk7Wjh07NHfuXDVt2lSSNGTIEB07dkxz585VixYt9Mknn8jT01NjxoyRJHl4eGjatGkKCAjQ7t27Vbt2bV2+fFn/+Mc/VLZsWZUrV04zZszQxYsXJUnu7u6yt7eXq6urihUrpq+//lrff/+9vvnmGxUrVkySNGLECCUkJGjx4sWKiIiw1Dp06FC5ubnl3M0BAAAAgHyCgJ0DKlSoYPk7MTFRklS3bl2rNvXr19e0adMkSUlJSWrUqJHV/mrVqsnNzU2JiYlq0qSJ+vXrpwkTJmjWrFl6/vnn1aRJE7Vp0+ae5z98+LDMZrOaNWtmtT0tLU23bt2y/C5RogThGgAAAAD+JgJ2DnB2dn5gG7PZLAcHB8vf92vj6OgoSQoLC1OPHj3073//W19//bUmTJigBQsWaM2aNXJycrI6LjMzU08++aRWrVqVpc8/tn2YOgEAAAAA98Y72DnM09NTkrR//36r7fv27VOVKlUsbf68/9ixY7px44Y8PDz0888/a9y4cSpRooS6d++uWbNmacGCBUpOTtaxY8eynLNq1aq6ceOG0tPTVaFCBct/8+fP144dO7LpSgEAAACgYCFg5zAPDw81a9ZM4eHh+vLLL5WSkqLZs2drx44dCgkJkST16dNHiYmJmjBhgpKTk7V3716FhYXpueeeU8OGDVW8eHFt3LhRY8eOVXJyslJSUrR69WoVLVpUlStXliQVLlxYJ06c0IULF/Tiiy+qevXqGj58uL755hudPHlSEydO1KpVq+Th4WHL2wEAAAAA+QYB2wamTZumFi1a6F//+pc6dOigXbt2KSoqSq1bt5Yk1apVSwsWLNCPP/6ojh07atiwYfLx8dHChQvl6Oio4sWLa/78+Tp79qy6dOmiTp066cyZM1q4cKGefPJJSdIrr7yiL7/8UiEhIbK3t9cnn3yimjVratiwYerQoYO+++47zZ49Ww0bNrTlrQAAAACAfMPOfL8XfoFHdHdd7fN2z+hK6m0bV/Poirk6qEXN4rYu47Glpqbq6NGjql69ulxdXW1dToHFc8g9eBa5A88hd+A55B48i9yB55B75OZncTfn3F0Z6q8wgg0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYwMHWBSD/cXOxt3UJf0terRsAAABA7kDAhuF8PYrYuoS/zWw2y87OztZlAAAAAMiDmCIOQ6WlpclkMtm6jL+NcA0AAADg7yJgw3AsrQ4AAACgICJgAwAAAABgAAI2AAAAAAAGIGDDcLzHDAAAAKAgImDDUE5OTnJxcbF1GffEu+EAAAAAshPLdMFwe5Ov6bopw9ZlWHFzsc/Ty4cBAAAAyP0I2DDcdVOGrqTetnUZAAAAAJCjmCIOAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2LnMmTNn5Onpqb1799q6FAAAAADAIyBgAwAAAABgAAI2AAAAAAAGKJAB+9///rcCAwNVq1YtNWzYUKNGjdLVq1clSV988YU6d+6s2rVry8vLS4GBgfrPf/4jSTp9+rTq1KmjCRMmWPqKj49XjRo1dPDgQUnSL7/8orCwMDVq1Ei1a9dW3759dezYMUv7UaNGacSIERo/frzq1Kmjhg0bKiIiQmlpaVY1Hjx4UJ07d1bNmjXVvHlzff7551b716xZow4dOsjb21t+fn6aM2eOMjLurD19d5r51q1bLX34+fkpPj7eqo/PP/9cbdq0kbe3t9q0aaNFixYpMzPToLsMAAAAAAVLgQvYly5d0uDBgxUUFKRNmzZp9uzZ+u677zRp0iT9+OOPGjJkiNq2bav169dr+fLlcnd318iRI5WWlqZy5crpnXfe0bJly7R//36dOHFCERERGjp0qGrVqqUbN26oe/fuOn/+vD7++GN99tlncnZ2Vq9evXT27FlLDdu2bdNvv/2mzz77TO+//77WrFmjDz74wKrORYsWaeDAgdq0aZNefPFFvfvuuzp58qQkKTY2VmPGjFHXrl21bt06vfHGG4qJiVFERIRVHxMnTlRoaKg2b96spk2b6r333tPp06cl3fmHgUmTJmnw4MHauHGjhg0bpvnz52vKlCnZ/AQAAAAAIH9ysHUBOe38+fNKS0vT008/rbJly6ps2bKaO3euMjIyZDabNWbMGPXo0cPSvnfv3urfv78uXryoMmXK6OWXX9auXbs0btw4ubq6ytvbW/3795ckrVu3TpcvX9aqVavk7u4uSZo6dapatGihpUuXauTIkZKkIkWKaPLkyXJxcVHVqlX122+/6YMPPtBbb71lOe+gQYPk5+cnSRo+fLg+/fRTHT58WOXLl9f8+fPVq1cv9ezZU5JUsWJFXblyRZMnT9bQoUMtfQQHB6t58+aWPpYuXaqDBw+qXLlymjNnjgYOHKi2bdtKksqVK6cbN24oPDxcb7zxhp544onsegQAAAAAkC8VuIBdvXp1tWvXTqGhoSpVqpQaNWqkpk2bqmXLlnJwcFDRokUVHR2tn3/+WSdPnrRM7747/VqSJkyYoDZt2ujWrVvaunWrChW6MxEgKSlJFStWtIRrSXJ2dpa3t7eSkpIs27y9veXi4mL57ePjo/T0dKWkpKh48eKSpEqVKln2Fy1aVJJ069YtXbp0SRcuXFDdunWtrqtBgwZKT0/Xzz//rBIlSkiSPDw8LPvd3NwkSenp6bp06ZJ+/fVXTZs2TTNnzrS0yczM1K1bt3TmzBmrYwEAAAAAD1bgArZ0Z1R50KBB+uqrr/Tf//5Xb731lurWratBgwapb9++atq0qerWrav27dvLZDJp0KBBVsefOnVK169flyQlJCSoTZs2kiSz2XzP82VmZsrB4f9utaOjY5b9kmRvb2/Zdje0/5HZbP7Lc0iyOo+Tk9M9+7jbdvTo0XrhhReytClTpsw9zwEAAAAAuL8C9w72wYMH9eGHH6py5coKDg5WdHS0PvzwQ33zzTeaP3++fH19FRUVpeDgYDVq1Ei//PKLpP8Lz6mpqRo5cqTat2+vAQMG6L333tNvv/0mSfL09NSJEyd08eJFy/lu3bqlH3/8UVWqVLFsO3z4sNWI+IEDB+Ti4mI1an0/JUuWVMmSJbV//36r7fv27ZOjo6PKly//wD5KlCghd3d3nT59WhUqVLD8d/jwYc2YMeOBxwMAAAAAsipwAfvJJ5/UsmXLNHnyZJ08eVJJSUnatGmTKlasqKefflqJiYnat2+fzpw5o88//9wyhfruV74jIiKUmpqqd955RwMHDlTJkiX1zjvvSJLat2+vYsWKadiwYfrhhx907NgxhYWFKTU1VV27drXUcPbsWYWHhys5OVnbtm3TrFmz1KtXL6tp43+lb9++iouL07Jly3Ty5EmtX79es2fPVteuXS1Twf+KnZ2d+vfvryVLliguLk6nTp3S9u3b9d5778nZ2fmeI98AAAAAgL9W4KaIe3h4KCoqSrNnz9ayZctUqFAhPf/885o/f77c3Nx06dIlhYaGSpKqVKmiDz/8UG+99ZYOHTqk06dPKz4+Xh999JHlvegPP/xQ3bp109KlS9WzZ0/FxcUpIiJCwcHBkqS6devq008/Vbly5Sw11K5dW4UKFdLLL78sNzc39e7dWwMHDnzoawgJCZGTk5MWLVqkDz/8UE899ZT69++vvn37PlIfTzzxhJYsWaKIiAiVLFlSXbp0sfpIGgAAAADg4dmZ7/dSL7LFqFGjdPbsWS1ZssTWpRju0KFDkqTzds/oSuptG1djrZirg1rULG7rMnJEamqqjh49qurVq8vV1dXW5RRYPIfcg2eRO/AccgeeQ+7Bs8gdeA65R25+FndzjpeX1wPbFrgp4gAAAAAAZAcCNgAAAAAABihw72DbWkREhK1LAAAAAABkA0awAQAAAAAwACPYMJybi72tS8giN9YEAAAAIH8hYMNwvh5FbF3CPZnNZtnZ2dm6DAAAAAD5FFPEYai0tDSZTCZbl3FPhGsAAAAA2YmADcOxtDoAAACAgoiADQAAAACAAQjYAAAAAAAYgIANw/GuMwAAAICCiIANQzk5OcnFxcXWZeQo3jkHAAAAILFMF7LB3uRrum7KsHUZOcLNxT7XLksGAAAAIGcRsGG466YMXUm9besyAAAAACBHMUUcAAAAAAADELABAAAAADAAARsAAAAAAAMQsLPRqFGj9Morr9i6DAAAAABADiBgAwAAAABgAAI2AAAAAAAGIGA/hH//+98KDAxUrVq11LBhQ40aNUpXr16VJJ08eVIDBw5U3bp15evrqxEjRujixYuWY9PT0xUZGannn39etWvX1uuvv64LFy5Y9v/yyy8KCwtTo0aNVLt2bfXt21fHjh2zOv+aNWvUoUMHeXt7y8/PT3PmzFFGxp11ps+cOSNPT09t3bpVnTt3Vs2aNeXn56f4+HirPj7//HO1adNG3t7eatOmjRYtWqTMzEyrPubNm6dGjRqpefPmunHjRrbcSwAAAADIrwjYD3Dp0iUNHjxYQUFB2rRpk2bPnq3vvvtOkyZN0rVr19SzZ0+lpaVp0aJFWrhwoU6dOqVhw4ZZjj9w4ICuXbumZcuWad68efr+++81adIkSdKNGzfUvXt3nT9/Xh9//LE+++wzOTs7q1evXjp79qwkKTY2VmPGjFHXrl21bt06vfHGG4qJiVFERIRVnRMnTlRoaKg2b96spk2b6r333tPp06clSfHx8Zo0aZIGDx6sjRs3atiwYZo///+xd+dRVdX7/8dfgCCQiJLkgAOKiaSghKaIloJe5yFMzfGSw03NTM0Bp9KbM5om5CXNHDJMKxwy1DKvmhOp5ZCKFCmkltd5AjkK5/dHP883ctYNBznPx1qt5dn7sz/7vfdn9ceL/dmfPU/Tp0/P0ceKFSu0aNEizZo1S0WKFMnFuwoAAAAABU8haxeQ3506dUomk0llypSRl5eXvLy8FBsbq6ysLCUkJOjq1at699135e7uLkmaMGGCvvrqK5lMJkmSp6en3nnnHdnb26tSpUpq0aKFtm/fLklavXq1zp8/r/j4eHl4eEiSZsyYocaNG+uTTz7RsGHDNG/ePHXr1k1du3aVJHl7e+vChQuKiorSwIEDLXVGREQoLCxMkjR48GB98skn2rdvn8qVK6c5c+aoX79+atmypSSpXLlyunLlisaPH6833njD0keXLl1UuXLlXL6jAAAAAFAwEbDvwc/PT61atVLfvn3l6empkJAQNWzYUE2aNNHy5cvl7e1tCdeSVLVqVVWtWtXyu3z58rK3/7+JAu7u7rp27ZokKTk5Wd7e3pZwLUnOzs4KCAhQcnKyzp07pzNnzigoKChHTc8995yuX7+uX3/9VU8++aQkycfHx7Lfzc1N0p/T08+dO6c//vhD7777rt577z1Lm+zsbGVmZur48eMqXLiwJKlChQqPfL8AAAAAwFYRsO/DjBkz9Nprr2nLli3avn27hg0bpqCgIPn6+t7zWAcHhzvuM5vNt92enZ2tQoUK3XW/JBUq9H/D5+TkdNv+b7YdOXKk6tWrd0ub0qVL63//+5+kP8M9AAAAAODh8A72Pezbt0+TJk1SpUqVFBERoblz52rSpEnauXOnSpQooWPHjuny5cuW9gcPHlRwcLD++OOPe/bt6+urY8eO5VgULTMzUz/99JMqV66sEiVKqESJEtqzZ0+O43bv3i1HR0eVL1/+nud48skn5eHhod9++00VKlSw/Hfw4EHNmjXr/m8EAAAAAOCuCNj3UKRIEcXFxSkqKkqpqalKTk5WQkKCvL291b17d7m7u2vYsGFKSkrSTz/9pLfffltVqlRRqVKl7tl369atVaxYMQ0aNEj79+9XUlKShg4dqvT0dHXq1EmS1KtXLy1ZskRxcXFKTU3Vl19+qZiYGHXq1MkyFfxu7Ozs1KdPH3388cdasmSJ0tLS9M0332jcuHFydna+7ZNvAAAAAMCDY4r4Pfj4+Cg6OloxMTGKi4uTvb296tatq3nz5snFxUXz58/X5MmT9fLLL8vZ2VkNGzbUiBEj7qtvNzc3LVmyRFOmTFFERIQkKSgoSEuXLlW5cuUkST179pSTk5MWLVqkSZMmqVSpUurTp4969ep139fQs2dPFS5cWB9//LGmTJmiEiVKqGPHjjkWSQMAAAAAPBo7851e9AUe0IEDByRJp+zK6kL6DStXkzeKuRZS4+rFrV1GDunp6Tp8+LD8/Pzk6upq7XJsFuOQfzAW+QPjkD8wDvkHY5E/MA75R34ei5s5x9/f/55tmSIOAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGIBVxGE4NxcHa5eQZ2zpWgEAAADcHQEbhqvjU9TaJeQps9ksOzs7a5cBAAAAwMqYIg5DmUwmZWRkWLuMPEW4BgAAACARsJEL+LQ6AAAAAFtEwAYAAAAAwAAEbAAAAAAADEDAhuF4JxkAAACALSJgw1BOTk5ycXGxdhm34L1wAAAAALmNz3TBcIkpl3Q5I8vaZVi4uTjY3KfDAAAAAOQ9AjYMdzkjSxfSb1i7DAAAAADIU0wRBwAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwriYyMVPfu3a1dBgAAAADAICxyZiWjR49WVlb+WWkbAAAAAPBoCNhW4ubmZu0SAAAAAAAGYor4I9q8ebPCw8NVo0YNBQcHKzIyUhcvXpQkpaamql+/fgoKClKdOnU0ZMgQnT17VtKtU8Tnz5+vxo0bq3r16goNDdX7778vs9ksScrIyNDo0aMVEhIif39/tWvXTl9//bXl2KysLC1cuFBNmzaVv7+/mjZtqqVLl1r2JyYm6plnntHcuXNVp04dhYeHKzs7WytXrlTLli3l7++vBg0aaOLEiTKZTHlx2wAAAACgwOEJ9iM4d+6cBgwYoMjISDVs2FB//PGHhg8frmnTpmnEiBHq2rWrfH19tWjRItnb2+utt97SoEGD9PHHH+foZ+PGjfrggw80c+ZMVaxYUXv37tXw4cNVtmxZtW3bVu+9956OHDmiuXPnqmjRovrss880ePBgrV+/XmXLltWUKVO0atUqjR07Vv7+/tqyZYsmTpyozMxMRURESPozhG/evFnLli1TRkaGkpOTNWbMGE2fPl0BAQFKSUnRm2++qeLFi6t///5WuJsAAAAA8HgjYD+CU6dOyWQyqUyZMvLy8pKXl5diY2OVlZWlhIQEXb16Ve+++67c3d0lSRMmTNBXX311y1PitLQ0OTk5ycvLS2XKlFGZMmX01FNPqUyZMpb9TzzxhMqVK6eiRYvqjTfeUO3ateXu7q4rV65o6dKlioyMVOvWrSVJ3t7eOn78uObOnat//vOflvP07NlT3t7ekqQNGzbIzs4uxznnz5+vIkWK5MGdAwAAAICChynij8DPz0+tWrVS3759Vb9+fY0YMUK//PKLKleurOTkZHl7e1vCtSRVrVpVb775ppycnHL006ZNGxUvXlxNmzZVy5YtNXHiREmyBOw+ffooKSlJwcHB6ty5s/7zn/+ofPnycnNz06+//qrr168rKCgoR5/PPfeczp49a5mSLskSriWpQYMGCgwM1EsvvaSwsDC99dZbOnfuXI42AAAAAID7R8B+RDNmzNDatWvVu3dvnT9/XsOGDVOvXr1UqND9Tw7w8PDQqlWrFBcXp6ZNm2rfvn3q2rWrYmJiJEmBgYHavHmzZs+erWrVqmnlypVq0aKFduzYYXlP+++ys7MlKUcdhQsXzvHvxYsXa8WKFerUqZOOHTumvn37atSoUQ9zGwAAAADA5hGwH8G+ffs0adIkVapUSREREZo7d64mTZqknTt3qkSJEjp27JguX75saX/w4EEFBwfrjz/+yNHP6tWrtXTpUgUFBWngwIFavny5OnTooISEBEnS7NmztWfPHoWFhWnMmDFav369ypUrp/Xr18vHx0eOjo7as2dPjj53794tT0/PHE/Q/2rz5s2KiYnRM888o3/9619avHixBg4caDknAAAAAODB8A72IyhSpIji4uLk6Oiojh07KjMzUwkJCfL29lb37t0VFxenYcOGadCgQbpx44bGjRunKlWqqFSpUjn6yczM1NSpU/XEE0+oVq1a+uOPP7Rr1y7VqlVLkvTbb79p9erVeuedd1S+fHnt27dPJ0+eVGBgoIoUKaJOnTpp9uzZKlasmPz9/bV161bFxcVpyJAhsrOzu23tjo6Oev/991WkSBGFhYXp4sWL2rRpkwIDA3P9vgEAAABAQUTAfgQ+Pj6Kjo5WTEyM4uLiZG9vr7p162revHlycXHR/PnzNXnyZL388stydnZWw4YNNWLEiFv66dChgy5cuKA5c+bo999/l7u7u5o2baqhQ4dKkt5++21NnTpVw4YN04ULF+Tl5aWhQ4eqbdu2kqSRI0eqePHimj59us6cOSNvb2+99dZb6tix4x1rr1evniZOnKiPPvpIM2fOlLOzs1544QVFRkbmzs0CAAAAgALOznynl3iBB3TgwAFJ0im7srqQfsPK1fyfYq6F1Lh6cWuXkWfS09N1+PBh+fn5ydXV1drl2CzGIf9gLPIHxiF/YBzyD8Yif2Ac8o/8PBY3c46/v/892/IONgAAAAAABiBgAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAVhGH4dxcHKxdQg75rR4AAAAABRMBG4ar41PU2iXcwmw23/Gb4AAAAABgBKaIw1Amk0kZGRnWLuMWhGsAAAAAuY2ADcPxaXUAAAAAtoiADQAAAACAAQjYAAAAAAAYgIANw/G+MwAAAABbRMCGoZycnOTi4mLtMh57vMcOAAAAPH74TBcMl5hySZczsqxdxmPLzcUhX37qDAAAAMDdEbBhuMsZWbqQfsPaZQAAAABAnmKKOAAAAAAABiBgAwAAAABgAAI2AAAAAAAGIGAXENHR0QoNDbV2GQAAAABgswjYBUTPnj31+eefW7sMAAAAALBZrCJeQDzxxBN64oknrF0GAAAAANgsnmA/pM2bNys8PFw1atRQcHCwIiMjdfHiRUlSamqq+vXrp6CgINWpU0dDhgzR2bNnLceuXLlSbdq0UUBAgEJDQzVnzhxlZf353ejjx4/L19dXH3zwgUJCQhQWFqYrV67I19dXn3zyiTp27Ch/f3+1bt1a3377raXPv08R//333zV06FCFhISoZs2a6tWrl5KSkiz7IyMjFRkZqalTpyo4OFg1atTQq6++qlOnTuX2rQMAAACAAomA/RDOnTunAQMGqH379kpISFBMTIx27dqladOm6dKlS+ratatMJpMWLVqkBQsWKC0tTYMGDZIkLVy4UGPHjlWnTp20evVqvfHGG5o/f76mTJmS4xwrVqzQokWLNGvWLBUpUkSSNH36dLVt21arVq3SCy+8oAEDBuiHH364pb4rV66oc+fOOnXqlP7zn//o008/lbOzs7p166YTJ05Y2q1Zs0YXLlzQkiVLNG/ePB08eFCzZs3KtfsGAAAAAAUZU8QfwqlTp2QymVSmTBl5eXnJy8tLsbGxysrKUkJCgq5evap3331X7u7ukqQJEyboq6++kslk0rx589StWzd17dpVkuTt7a0LFy4oKipKAwcOtJyjS5cuqly5co7zhoeHW44bOnSovv/+ey1ZskTPPvtsjnarV6/W+fPnFR8fLw8PD0nSjBkz1LhxY33yyScaPny4JMnNzU3//ve/5ejoKB8fH7Vo0UKbN2/OnZsGAAAAAAUcAfsh+Pn5qVWrVurbt688PT0VEhKihg0bqkmTJlq+fLm8vb0t4VqSqlatqqpVq+rs2bM6c+aMgoKCcvT33HPP6fr16/r111/15JNPSpIqVKhwy3nr1KmT43dgYKC2bdt2S7vk5GR5e3tbwrUkOTs7KyAgQMnJyZZt5cuXl6Ojo+W3m5ubrl+//oB3AwAAAAAgMUX8oc2YMUNr165V7969df78eQ0bNky9evVSoUJ3/puF2Wy+7fbs7GxJynGss7PzLe3+3ndWVpbs7W8dwrud5699ODk53bFWAAAAAMCDIWA/hH379mnSpEmqVKmSIiIiNHfuXE2aNEk7d+5UiRIldOzYMV2+fNnS/uDBgwoODtaNGzdUokQJ7dmzJ0d/u3fvlqOjo8qXL3/X8x44cCDH7x9//FHVqlW7pZ2vr6+OHTuWY2G1zMxM/fTTT7dMOwcAAAAAGIOA/RCKFCmiuLg4RUVFKTU1VcnJyUpISJC3t7e6d+8ud3d3DRs2TElJSfrpp5/09ttvq0qVKipVqpR69eqlJUuWKC4uTqmpqfryyy8VExOjTp06yc3N7a7nXbRokb788ksdPXpUU6dO1ZEjR/TPf/7zlnatW7dWsWLFNGjQIO3fv19JSUkaOnSo0tPT1alTp9y6LQAAAABg03gH+yH4+PgoOjpaMTExiouLk729verWrat58+bJxcVF8+fP1+TJk/Xyyy/L2dlZDRs21IgRIyRJPXv2lJOTkxYtWqRJkyapVKlS6tOnj3r16nXP87788stauHChkpOTVbVqVc2fP19Vq1a9pZ2bm5uWLFmiKVOmKCIiQpIUFBSkpUuXqly5cobeCwAAAADAn+zMd3phF/mKr6+vJk+erPDwcGuXckc3p7CfsiurC+k3rFzN46uYayE1rl78oY9PT0/X4cOH5efnJ1dXVwMrw4NgHPIPxiJ/YBzyB8Yh/2As8gfGIf/Iz2NxM+f4+/vfsy1TxAEAAAAAMAABGwAAAAAAA/AO9mPiyJEj1i4BAAAAAHAXPMEGAAAAAMAAPMGG4dxcHKxdwmON+wcAAAA8ngjYMFwdn6LWLuGxZzabZWdnZ+0yAAAAADwApojDUCaTSRkZGdYu47FHuAYAAAAePwRsGI5PqwMAAACwRQRsAAAAAAAMQMCG4ZjeDAAAAMAWEbBhKCcnJ7m4uFi7jFzD9HcAAAAAd8Iq4jBcYsolXc7IsnYZhnNzcWCFdAAAAAB3RMCG4S5nZOlC+g1rlwEAAAAAeYop4gAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNhW1r17d0VGRlq7DAAAAADAIyJgAwAAAABgAAI2AAAAAAAGsPmAvXnzZoWHh6tGjRoKDg5WZGSkLl68KElKSUlRnz59FBgYqPr16+vNN9/U6dOnLcdevHhRY8aMUYMGDVStWjUFBwdrzJgxysjIeKAarl69qpEjR6pWrVoKCgpSZGSk0tPTLftTUlLUt29f1alTR0FBQRo4cKBOnDhh2d+9e3eNHTtWHTp0UK1atbR69WqdPXtWAwcOVJ06dRQQEKCXX35Z33//veUYk8mkqKgoNWjQQIGBgerYsaO2bt36sLcRAAAAAGyeTQfsc+fOacCAAWrfvr0SEhIUExOjXbt2adq0aTp16pS6dOmiChUq6PPPP1dsbKyuXLmiTp06WcJvZGSkDh06pJiYGK1fv14jR47UypUrtWzZsgeq4+uvv9ZTTz2l+Ph4TZs2TQkJCZo3b54k6cSJE+rUqZOcnJy0aNEiffTRRzp9+rS6deumK1euWPr47LPP1KNHD8XFxalBgwYaN26cMjMztWTJEn355ZeqWLGi+vfvb6l95MiR2rZtm6ZPn64VK1aoefPm6tu3rzZt2mTMzQUAAAAAG1PI2gVY06lTp2QymVSmTBl5eXnJy8tLsbGxysrK0tKlS1WqVCmNGTPG0n7WrFmqW7eu1q1bp/DwcIWEhKh27dry9fWVJJUtW1ZLlixRcnLyA9UREBCgwYMHS5LKly+vkJAQ/fTTT5KkuLg4ubq6avr06XJycpIkzZ49W2FhYVq1apW6du0qSfLz81Pr1q0tfaalpalKlSoqV66cnJ2dNXr0aLVu3VoODg5KTU3VmjVrtHLlSvn5+UmSXnnlFSUlJWn+/Plq2LDhw91QAAAAALBhNh2w/fz81KpVK/Xt21eenp4KCQlRw4YN1aRJEx06dEg///yzAgMDcxyTmZmplJQUSVKXLl20ceNGrVixQseOHdMvv/yi48ePq1KlSg9Uh7e3d47f7u7ulingycnJql69uiVcS5Knp6cqVqyYI8hXqFAhRx8DBgzQsGHDtH79egUFBal+/fpq1aqVChcurEOHDlnq/6vr16+raNGiD1Q7AAAAAOBPNh2wJWnGjBl67bXXtGXLFm3fvl3Dhg1TUFCQHB0dVbduXb399tu3HOPm5qbs7Gy9+uqr+vnnn9WqVSu1aNFC1apV09ixYx+4BgcHhzvuM5vNt92enZ0tR0dHy29nZ+cc+5s0aaLvvvtO3333nbZv364FCxYoJiZGy5cvt/T5ySef6IknnshxnL29Tb81AAAAAAAPzabT1L59+zRp0iRVqlRJERERmjt3riZNmqSdO3fK09NTKSkpKl26tCpUqKAKFSrI3d1dkyZNUnJysg4fPqwtW7bovffe09ChQ9WmTRuVL19eaWlpdwzFD8PX11cHDhyQyWSybDtz5oxSU1Pl4+Nz22NMJpMmT56s3377TS1atNCECRO0YcMG2dvba9OmTXr66aclSadPn7ZcW4UKFRQfH6/4+HjDagcAAAAAW2LTAbtIkSKKi4tTVFSUUlNTlZycrISEBHl7e6tfv366fPmyhg4dqqSkJCUlJWnw4ME6cOCAqlSpohIlSqhQoUJau3atfvvtNx04cECDBg3S6dOnc4ThR9W5c2ddvXpVw4YNU1JSkvbv36833nhDxYsXV8uWLW97jJOTkw4cOKCxY8dq7969On78uOLj45Wenq7AwEA9/fTTatSokd5++21t3LhRv/32m+bNm6cPPvhA5cuXN6x2AAAAALAlNh2wfXx8FB0drZ07d6pdu3bq3LmzHBwcNG/ePJUvX15LlizR1atX1blzZ3Xr1k2Ojo5avHixPDw8VLJkSU2ZMkUbN25UixYt9MYbb6hkyZKKiIiwLFBmhJsLp126dEmdOnVSr1695OnpqaVLl971femZM2eqXLly6tevn5o1a6ZPP/1U06dPV61atSz7//GPf+itt95SixYttHLlSk2cOFEvvviiYbUDAAAAgC2xMxs5nxk27cCBA5KkU3ZldSH9hpWrMV4x10JqXL24tcu4p/T0dB0+fFh+fn5ydXW1djk2i3HIPxiL/IFxyB8Yh/yDscgfGIf8Iz+Pxc2c4+/vf8+2Nv0EGwAAAAAAo9j8KuK5Zd68eZozZ85d24waNUodOnTIo4oAAAAAALmJgJ1LOnbsqH/84x93bfPkk0/mUTUAAAAAgNxGwM4l7u7ucnd3t3YZAAAAAIA8QsCG4dxcHKxdQq4oqNcFAAAAwBgEbBiujs+dPx/2uDObzbKzs7N2GQAAAADyIVYRh6FMJpMyMjKsXUauIVwDAAAAuBMCNgzHp9UBAAAA2CICNgAAAAAABiBgw3BMowYAAABgiwjYMJSTk5NcXFysXQbT1AEAAADkOVYRh+ESUy7pckaW1c7v5uJQoFcyBwAAAJA/EbBhuMsZWbqQfsPaZQAAAABAnmKKOAAAAAAABiBgAwAAAABgAAI2AAAAAAAGIGADAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACdi7ZvHmzwsPDVaNGDQUHBysyMlIXL15UYmKinnnmGW3evFmtWrVS9erV1axZM23YsMFybFZWlhYuXKimTZvK399fTZs21dKlS3P0n5KSor59+6pOnToKCgrSwIEDdeLECcv+7t27a+LEiRoyZIhq1Kih559/XnPnzpXZbJYktWvXTiNHjszR53fffSd/f39duHAh924MAAAAABRQBOxccO7cOQ0YMEDt27dXQkKCYmJitGvXLk2bNk3SnwE6KipKo0eP1po1a1SlShWNGDFCV69elSRNmTJFc+bM0YABA/Tll1+qa9eumjhxohYuXChJOnHihDp16iQnJyctWrRIH330kU6fPq1u3brpypUrljqWLl0qNzc3xcfHa/DgwXr//fc1b948SVJ4eLjWr1+va9euWdqvXLlSoaGhKlasWN7cKAAAAAAoQAjYueDUqVMymUwqU6aMvLy8FBQUpNjYWHXv3t3SZtCgQQoODpa3t7f69++vK1euKDk5WVeuXNHSpUs1cOBAtW7dWt7e3urRo4e6dOlieQIdFxcnV1dXTZ8+XVWrVlWNGjU0e/ZsnT17VqtWrbKco2LFiho3bpx8fHz04osvqnv37lq8eLHMZrNat24tk8lkeXJ+5coVbdiwQeHh4Xl+vwAAAACgICBg5wI/Pz+1atVKffv2Vf369TVixAj98ssvqly5sqVNpUqVLP8uUqSIJOn69ev69ddfdf36dQUFBeXo87nnntPZs2d19uxZJScnq3r16nJycrLs9/T0VMWKFZWcnGzZVqdOHdnZ2Vl+BwYG6vTp0zp//ryKFy+usLAwrVy5UpK0du1aubm5qX79+obeCwAAAACwFQTsXDJjxgytXbtWvXv31vnz5zVs2DD16tXLsv+v4fgms9lseUf677KzsyVJhQoVumsbR0dHy+9ChQrdtg8HBwdJUvv27bV9+3adPXtWq1evVtu2bS37AAAAAAAPhoCdC/bt26dJkyapUqVKioiI0Ny5czVp0iTt3LlTZ8+eveuxPj4+cnR01J49e3Js3717tzw9PeXu7i5fX18dOHBAJpPJsv/MmTNKTU2Vj4+PZduBAwdy9PHDDz+obNmycnd3lyTVr19fnp6eWr58uXbv3s30cAAAAAB4BIXu3QQPqkiRIoqLi5Ojo6M6duyozMxMJSQkyNvbW8WLF7/nsZ06ddLs2bNVrFgx+fv7a+vWrYqLi9OQIUNkZ2enzp07a+nSpRo2bJj69esnk8mkqVOnqnjx4mrZsqWlr927d2v27Nlq06aNdu/erU8++STHyuH29vZq166dYmNj5e/vnyOcAwAAAAAeDAE7F/j4+Cg6OloxMTGKi4uTvb296tatq3nz5un333+/5/EjR45U8eLFNX36dJ05c0be3t5666231LFjR0lS2bJltWTJEkVFRVlWEw8JCVFUVJSKFi1q6ScsLEwpKSlq06aNnnrqKY0cOVKdO3fOca7w8HDFxsby9BoAAAAAHhEBO5c0atRIjRo1umV7+fLldeTIkRzbypYtm2NboUKFNGDAAA0YMOCO/T/zzDNasGDBXWsoWrSopkyZctc2f/zxh1xcXHI8+QYAAAAAPDgCto1KSUlRcnKyYmNj9eKLL8rNzc3aJQEAAADAY41FzmxUamqqRo4cqWLFimnw4MHWLgcAAAAAHns8wS6gPv7447vuDw0N1d69e/OmGAAAAACwATzBBgAAAADAADzBhuHcXBxs+vwAAAAAbBMBG4ar41P03o1ymdlslp2dnbXLAAAAAGBDmCIOQ5lMJmVkZFi7DMI1AAAAgDxHwIbhzGaztUsAAAAAgDxHwAYAAAAAwAAEbAAAAAAADEDAhuF4/xkAAACALSJgw1BOTk5ycXGxdhl5jvfOAQAAAPCZLhguMeWSLmdkWbuMPOPm4pAvPk0GAAAAwLoI2DDc5YwsXUi/Ye0yAAAAACBPMUUcAAAAAAADELABAAAAADAAARsAAAAAAAMQsB9T8fHx8vX1NbSP0NBQRUdHP2ppAAAAAGCTCNgAAAAAABiAgA0AAAAAgAFsJmBv3rxZ4eHhqlGjhoKDgxUZGamLFy9KklJSUtS3b1/VqVNHQUFBGjhwoE6cOGE51mw2a9GiRWratKkCAgLUsmVLrVmzxrL/zJkzGj58uOX4V199VampqZb9//3vfxUeHq6AgAA1adJEs2bNkslksuz39fXV7Nmz1ahRI9WvX1/Hjh277+tavny5GjRooBo1aqhv37456j558qQGDx6s4OBgVatWTc8//7yioqKUnZ39MLcQAAAAAHAXNhGwz507pwEDBqh9+/ZKSEhQTEyMdu3apWnTpunEiRPq1KmTnJyctGjRIn300Uc6ffq0unXrpitXrkiSPvzwQ82cOVO9e/fWmjVr9PLLL2v48OHauXOnbty4oZ49e+qXX37RnDlztHz5cmVnZ6t3797KysrSli1bNGjQIHXs2FFr1qzR22+/rbVr12rYsGE5aoyLi9Ps2bMVExMjb2/v+762jz/+WO+9954++eQTnT9/Xq+99prMZrMkqV+/frp8+bIWLFigdevWqWfPnvrwww+1ceNGw+4tAAAAAOBPhaxdQF44deqUTCaTypQpIy8vL3l5eSk2NlZZWVmKi4uTq6urpk+fLicnJ0nS7NmzFRYWplWrVqlLly5atGiRevTooQ4dOkiSunfvrmvXrunGjRvasWOHjhw5onXr1qlixYqSpAkTJmjhwoW6ePGiYmNj1bFjR7388suSpPLly2v8+PH65z//qePHj6ts2bKSpLZt28rf3/+Bry0qKkpVq1aVJE2dOlVNmzbVjh079Oyzz6pt27Zq3ry5SpcuLUmKiIjQvHnzdOTIETVu3PjRbioAAAAAIAebCNh+fn5q1aqV+vbtK09PT4WEhKhhw4Zq0qSJkpOTVb16dUu4liRPT09VrFhRycnJOn/+vE6fPq0aNWrk6LNPnz6SpPnz58vd3d0SriWpZMmSGjFihCTp0KFD2r9/vz7//HPL/ptPmFNSUiwBu0KFCg98XU888YQlXEuSt7e33N3dlZycrHr16qlbt25at26d9u/fr9TUVB05ckRnzpxhijgAAAAA5AKbCNiSNGPGDL322mvasmWLtm/frmHDhikoKEiOjo63bZ+dnS1HR8c77r+pUKG738Kb08VffPHFW/Z5enpa/u3s7HwfV5GTg4PDbc/n5OSk9PR0devWTdeuXVOzZs304osvKiAgQF27dn3g8wAAAAAA7s0m3sHet2+fJk2apEqVKikiIkJz587VpEmTtHPnTnl6eurAgQM5Fh07c+aMUlNT5ePjIzc3Nz311FM6cOBAjj4HDhyoyZMnq3Llyrp48WKORc3OnTunOnXqaO/evXr66ad19OhRVahQwfLfH3/8oWnTpunq1auPdF2XLl1SWlqa5feRI0d0+fJlValSRVu3btXBgwe1ePFiDRw4UC1atFCRIkV09uxZyxN0AAAAAIBxbCJgFylSRHFxcYqKilJqaqqSk5OVkJAgb29v9e/fX1evXtWwYcOUlJSk/fv364033lDx4sXVsmVLSdK//vUvLVq0SKtWrVJaWpoWL16sb7/9VmFhYQoODlb16tU1YsQI7d+/Xz///LNGjBghDw8PVatWTX369NH69esVExOjo0ePaseOHRo5cqQuX76c4wn2w7C3t9egQYO0d+9e7d27V8OHD9dzzz2nWrVqqVSpUpKk1atX68SJE9q9e7f69++v69ev5/hjAgAAAADAGDYxRdzHx0fR0dGKiYlRXFyc7O3tVbduXc2bN0/lypXTkiVLFBUVZVlNPCQkRFFRUSpatKgkWaZav/feezp9+rS8vb01c+ZMPffcc5KkOXPmaPLkyXrllVdkZ2enunXr6sMPP5Sjo6OaNWummTNn6oMPPlBsbKyKFSum0NBQDR069JGvy8PDQ23btlX//v2VkZGhRo0aacyYMZKkgIAAjRw5UgsXLtSsWbNUsmRJtWjRQqVLl77laTwAAAAA4NHZmZkvDIPcDO6n7MrqQvoNK1eTd4q5FlLj6sWtXYZFenq6Dh8+LD8/P7m6ulq7HJvFOOQfjEX+wDjkD4xD/sFY5A+MQ/6Rn8fiZs65n68+2cQUcQAAAAAAcptNTBF/nJw6dVfys2cAAIDNSURBVErNmjW7axt/f38tXrw4jyoCAAAAANwPAnY+U6JECa1cufKubQoXLpw3xQAAAAAA7hsBO59xcHBQhQoVrF0GAAAAAOABEbBhODcXB2uXkKds7XoBAAAA3B4BG4ar41PU2iXkObPZLDs7O2uXAQAAAMCKWEUchjKZTMrIyLB2GXmOcA0AAACAgA3D8Wl1AAAAALaIgA0AAAAAgAEI2AAAAAAAGICADcPxPjIAAAAAW0TAhqGcnJzk4uJi7TLuG++LAwAAADAKn+mC4RJTLulyRpa1y7gnNxcHm/ykGAAAAIDcQcCG4S5nZOlC+g1rlwEAAAAAeYop4gAAAAAAGICADQAAAACAAQjYAAAAAAAYgICdD+zZs0e7d+82rL/jx4/L19dXiYmJhvUJAAAAALg7AnY+0KVLF6WlpVm7DAAAAADAIyBgAwAAAABgAAJ2Htm8ebPCw8NVo0YNBQcHKzIyUhcvXpSvr68kaeTIkYqMjJQk7d69Wz169NCzzz6r6tWrq3nz5lq1apWlr8jISA0ZMkT//ve/9eyzzyo4OFhTpkyRyWS64/m/+OILNW/eXAEBAWrevLkWLVqk7OxsSf83pfyDDz5QSEiIwsLCdOXKlVy8GwAAAABQ8BCw88C5c+c0YMAAtW/fXgkJCYqJidGuXbs0bdo0bd26VZI0atQojR49WqdOnVKvXr3k7++vFStWaOXKlQoICNDo0aN15swZS59ff/21/ve//+nTTz/VhAkTtHLlSk2cOPG251+2bJmmTZumAQMG6KuvvtKgQYM0b948TZ8+PUe7FStWaNGiRZo1a5aKFCmSezcEAAAAAAqgQtYuwBacOnVKJpNJZcqUkZeXl7y8vBQbG6usrCx5enpKktzc3OTm5qbz58/r9ddfV69evWRnZydJ+te//qWVK1fq2LFjKlGihCSpaNGiioqKkouLi6pUqaL//e9/mjhxooYNG3bL+efMmaN+/fqpZcuWkqRy5crpypUrGj9+vN544w1Luy5duqhy5cq5fTsAAAAAoEAiYOcBPz8/tWrVSn379pWnp6dCQkLUsGFDNWnS5Ja25cuXV3h4uBYvXqzk5GSlpaUpKSlJkpSVlWVpFxAQIBcXF8vvwMBAXb9+XUePHlXx4sUt28+dO6c//vhD7777rt577z3L9uzsbGVmZur48eMqXLiwJKlChQqGXzsAAAAA2AoCdh6ZMWOGXnvtNW3ZskXbt2/XsGHDFBQUpEWLFuVo98svv6hLly6qVq2a6tWrp3/84x8qXry4OnTokKOdo6Njjt8336d2cHC47faRI0eqXr16t9RVunRp/e9//5MkOTs7P9pFAgAAAIANI2DngX379umrr77SqFGjVKlSJUVERGj16tUaNmyYzp49m6Ptp59+qieffFILFiywbNu4caMkyWw2W7YdPHhQWVlZlkD9448/ysXFRRUrVszR55NPPikPDw/99ttvOZ5QJyQk6JtvvtHUqVNz5ZoBAAAAwNYQsPNAkSJFFBcXJ0dHR3Xs2FGZmZlKSEiQt7e3ihcvLldXV6WkpOj8+fMqVaqU/vjjD23evFmVK1fWwYMHNWHCBEnKsUr4iRMnNH78eP3zn/9USkqKZs+erW7duuWYNi5JdnZ26tOnj2bOnKkyZcro+eef15EjRzRu3DiFhYXJyckpT+8FAAAAABRUBOw84OPjo+joaMXExCguLk729vaqW7eu5s2bJ3t7e/Xs2VMffvihJSj/+uuvGj58uEwmk7y9vTVkyBDNnj1bBw4c0PPPPy9Jqlmzpuzt7fXSSy/Jzc1NPXr0UL9+/W57/p49e6pw4cL6+OOPNWXKFJUoUUIdO3bUwIED8/I2AAAAAECBRsDOI40aNVKjRo1uu+/111/X66+/bvk9adKkW9q0a9cux28nJyeNGzdO48aNu6Vt2bJldeTIkRzbunbtqq5du972/LdrDwAAAAB4MHwHGwAAAAAAAxCwAQAAAAAwAFPEH0NTpkyxdgkAAAAAgL/hCTYAAAAAAAbgCTYM5+biYO0S7svjUicAAACAxwMBG4ar41PU2iXcN7PZLDs7O2uXAQAAAKAAYIo4DGUymZSRkWHtMu4b4RoAAACAUQjYMJzZbLZ2CQAAAACQ5wjYAAAAAAAYgIANAAAAAIABCNgwHO81AwAAALBFBGwYysnJSS4uLtYuo8DgfXYAAADg8cFnumC4xJRLupyRZe0yHntuLg6P1SfPAAAAAFtHwIbhLmdk6UL6DWuXAQAAAAB5iiniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgG0Fe/bs0e7dux+5n/HjxyswMFBBQUFKSEiQr6+vjh8/fs/jjh8/Ll9fXyUmJj5yDQAAAACAPxGwraBLly5KS0t7pD6SkpIUFxenESNGaNWqVWrcuLG2bt2q0qVLG1QlAAAAAOBBsIr4Y+rSpUuSpJCQEJUtW1aS5Onpac2SAAAAAMCm8QQ7l2zevFnh4eGqUaOGgoODFRkZqYsXL8rX11eSNHLkSEVGRkqSdu/erR49eujZZ59V9erV1bx5c61atcrSV2RkpAYOHKiePXvq2Wef1bx589S9e3dJUuPGjRUZGanExMQcU8T379+vLl26KDAwULVr19brr7+ukydP5qhx37596tChg6pXr66wsDB98cUXeXFrAAAAAKBAImDngnPnzmnAgAFq3769EhISFBMTo127dmnatGnaunWrJGnUqFEaPXq0Tp06pV69esnf318rVqzQypUrFRAQoNGjR+vMmTOWPtevX6969erpiy++UKtWrRQdHS1J+uyzzzR69Ogc58/KytKrr76q2rVra/Xq1Vq4cKFOnjypUaNG5Wi3aNEi9evXTwkJCWrQoIHGjBmj1NTUXL47AAAAAFAwMUU8F5w6dUomk0llypSRl5eXvLy8FBsbq6ysLMs0bjc3N7m5uen8+fN6/fXX1atXL9nZ2UmS/vWvf2nlypU6duyYSpQoIUlyd3dX7969Lee4+Q63h4eH3Nzccpz/ypUrOn/+vJ566il5eXmpXLlymjVrls6ePZuj3WuvvabQ0FBJ0uDBg7V06VIdPHhQFSpUyJ0bAwAAAAAFGAE7F/j5+alVq1bq27evPD09FRISooYNG6pJkya3tC1fvrzCw8O1ePFiJScnKy0tTUlJSZL+fBJ904OE3pth/J133tHs2bNVt25dvfDCC2revHmOdhUrVsxxjCRlZmY+0LUCAAAAAP7EFPFcMmPGDK1du1a9e/fW+fPnNWzYMPXq1euWdr/88ouaNWumTZs2ydvbW71799b8+fNvaefs7PxA5x86dKg2btyoQYMGyWw265133lH79u1lMpksbeztbx1+s9n8QOcBAAAAAPyJJ9i5YN++ffrqq680atQoVapUSREREVq9erWGDRt2yzTtTz/9VE8++aQWLFhg2bZx40ZJDx92f/31Vy1atEijRo1S586d1blzZ+3Zs0ddunRRUlKSPDw8Hv7iAAAAAAC3RcDOBUWKFFFcXJwcHR3VsWNHZWZmKiEhQd7e3ipevLhcXV2VkpKi8+fPq1SpUvrjjz+0efNmVa5cWQcPHtSECRMkKcfT5gdRvHhxffXVV7p27Zr+9a9/yd7eXitWrJC7u7sqVaqkCxcuGHi1AAAAAACJgJ0rfHx8FB0drZiYGMXFxcne3l5169bVvHnzZG9vr549e+rDDz9USkqKZs+erV9//VXDhw+XyWSSt7e3hgwZotmzZ+vAgQN6/vnnH/j8xYsX17x58zRjxgx17NhRWVlZqlmzphYsWKAiRYoQsAEAAAAgF9iZeekWBjlw4IAk6ZRdWV1Iv2Hlah5/xVwLqXH14g98XHp6ug4fPiw/Pz+5urrmQmW4H4xD/sFY5A+MQ/7AOOQfjEX+wDjkH/l5LG7mHH9//3u2ZZEzAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwACsIg7Dubk4WLuEAoH7CAAAADxeCNgwXB2fotYuocAwm82ys7OzdhkAAAAA7gNTxGEok8mkjIwMa5dRYBCuAQAAgMcHARuG49PqAAAAAGwRARsAAAAAAAMQsAEAAAAAMAABG4bjvWEAAAAAtoiADUM5OTnJxcXF2mXkOt4zBwAAAPB3fKYLhktMuaTLGVnWLiPXuLk48CkyAAAAALcgYMNwlzOydCH9hrXLAAAAAIA8xRRxAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxgUwF7z5492r17t7XLAAAAAAAUQDYVsLt06aK0tDRrlwEAAAAAKIBsKmADAAAAAJBbClzA3rx5s8LDw1WjRg0FBwcrMjJSFy9elK+vryRp5MiRioyMlCSdOnVKgwcPVq1atVSnTh317dtXx44dy9HfwoULFRoaqoCAAL3yyiuKiYlRaGioZf/vv/+uoUOHKiQkRDVr1lSvXr2UlJRk2X/27FkNHDhQderUUUBAgF5++WV9//33lv0nT57U4MGDFRwcrGrVqun5559XVFSUsrOzJUnx8fGW2m/6+7bQ0FBNnTpVLVq0UJ06dfT999+re/fuluu86e/b5s+fr8aNG6t69eoKDQ3V+++/L7PZ/DC3HQAAAABsXoEK2OfOndOAAQPUvn17JSQkKCYmRrt27dK0adO0detWSdKoUaM0evRopaenq3v37pKkJUuW6OOPP1bx4sXVsWNHnTp1SpL0ySefaObMmerfv79WrVql5557Tu+//77lfFeuXFHnzp116tQp/ec//9Gnn34qZ2dndevWTSdOnJAkjRs3TpmZmVqyZIm+/PJLVaxYUf3791d6erokqV+/frp8+bIWLFigdevWqWfPnvrwww+1cePGB7r2JUuWaMyYMfrwww9Vs2bNe7bfuHGjPvjgA40fP15ff/21hg4dqv/85z9avXr1A50XAAAAAPCnQtYuwEinTp2SyWRSmTJl5OXlJS8vL8XGxiorK0uenp6SJDc3N7m5uemzzz7TpUuXFBUVpUKF/rwNEydOVGJiopYvX67XX39d8+fPV48ePfTSSy9J+jMMHzx4UIcOHZIkrV69WufPn1d8fLw8PDwkSTNmzFDjxo31ySefaPjw4UpLS1OVKlVUrlw5OTs7a/To0WrdurUcHBx07do1tW3bVs2bN1fp0qUlSREREZo3b56OHDmixo0b3/e1v/DCC6pXr959t09LS5OTk5O8vLxUpkwZlSlTRk899ZTKlClz330AAAAAAP5PgQrYfn5+atWqlfr27StPT0+FhISoYcOGatKkyS1tDx06pIsXL6p27do5tmdmZiolJUXnz5/XiRMnbnkaXKtWLUvATk5Olre3tyVcS5Kzs7MCAgKUnJwsSRowYICGDRum9evXKygoSPXr11erVq1UuHBhSVK3bt20bt067d+/X6mpqTpy5IjOnDljmSJ+vypUqPBA7du0aaMvvvhCTZs2VeXKlVWvXj01bdqUgA0AAAAAD6lABWzpzyfIr732mrZs2aLt27dr2LBhCgoK0qJFi3K0y87OVsWKFfWf//znlj5cXV0tT7Xv9k7ynfZlZ2dbjm/SpIm+++47fffdd9q+fbsWLFigmJgYLV++XF5eXurWrZuuXbumZs2a6cUXX1RAQIC6du1612vMysq6ZZuzs/Ndj5GkGzduWP7t4eGhVatW6ccff9S2bdu0detWLV68WK+//roGDBhwz74AAAAAADkVqHew9+3bp0mTJqlSpUqKiIjQ3LlzNWnSJO3cuVNnz57N0bZKlSo6efKk3NzcVKFCBVWoUEFlypTRjBkztGvXLrm5ucnLy0t79+7Ncdxff/v6+urYsWM5+s7MzNRPP/2kypUry2QyafLkyfrtt9/UokULTZgwQRs2bJC9vb02bdqkrVu36uDBg1q8eLEGDhyoFi1aqEiRIjp79qwlvDs6Okr6833vm/6+ENvtODo65jgmOztbv/32m+X36tWrtXTpUgUFBWngwIFavny5OnTooISEhHv2DQAAAAC4VYEK2EWKFFFcXJyioqKUmpqq5ORkJSQkyNvbW8WLF5erq6tl+nebNm3k7u6ugQMHat++fUpJSVFkZKS2bNliWaG7T58+WrJkieLj45Wamqr58+dr/fr1lvO1bt1axYoV06BBg7R//34lJSVp6NChSk9PV6dOneTk5KQDBw5o7Nix2rt3r44fP674+Hilp6crMDBQpUqVkvRn2D1x4oR2796t/v376/r16zKZTJKkmjVrys7OTtHR0Tp+/LjWrl2rFStW3PNe1KxZU9u2bdOWLVuUmpqqd955R5cuXbLsz8zM1NSpU7Vy5UodP35cu3fv1q5duxQYGGjkkAAAAACAzShQU8R9fHwUHR2tmJgYxcXFyd7eXnXr1tW8efNkb29vWaE7JSVFsbGxWrJkiaZNm6ZevXopKytL1apV00cffSQfHx9JUufOnXXx4kXNmjVL58+f13PPPacXX3xRe/bskfTngmlLlizRlClTFBERIUkKCgrS0qVLVa5cOUnSzJkzNXnyZMtq4ZUqVdL06dNVq1YtSX9+NmzhwoWaNWuWSpYsqRYtWqh06dI6cOCAJKlcuXIaP368PvjgA8XFxSkoKEjDhw/XiBEj7novevbsqbS0NL3xxhtycnLSSy+9pJYtW1qejHfo0EEXLlzQnDlz9Pvvv8vd3V1NmzbV0KFDDR8XAAAAALAFdmY+fHxHW7ZsUeXKlXMs/DV27FilpaXd8k43ZPmjwCm7srqQfuMerR9fxVwLqXH14tYu447S09N1+PBh+fn5ydXV1drl2CzGIf9gLPIHxiF/YBzyD8Yif2Ac8o/8PBY3c46/v/892xaoKeJGW7Vqlfr376+9e/fqxIkTWrlypVavXq22bdtauzQAAAAAQD5ToKaIG23s2LGaMmWKXnvtNV26dEkVKlTQqFGjFB4ebu3SAAAAAAD5DAH7LooVK6YpU6ZYuwwAAAAAwGOAKeIAAAAAABiAJ9gwnJuLg7VLyFUF/foAAAAAPBwCNgxXx6eotUvIdWazWXZ2dtYuAwAAAEA+whRxGMpkMikjI8PaZeQ6wjUAAACAvyNgw3B8Wh0AAACALSJgAwAAAABgAAI2AAAAAAAGIGDDcLyfDAAAAMAWEbBhKCcnJ7m4uFi7jDzHe+cAAAAA+EwXDJeYckmXM7KsXUaecXNxsIlPkwEAAAC4OwI2DHc5I0sX0m9YuwwAAAAAyFNMEQcAAAAAwAAEbAAAAAAADEDABgAAAADAAATsh7Bnzx7t3r3b2mXkEBoaqujoaGuXAQAAAAA2i4D9ELp06aK0tDRrl5HD559/rp49e1q7DAAAAACwWawiXkB4eHhYuwQAAAAAsGk8wb6DzZs3Kzw8XDVq1FBwcLAiIyN18eJF+fr6SpJGjhypyMhISdLvv/+uoUOHKiQkRDVr1lSvXr2UlJRk6SsyMlJDhgzRv//9bz377LMKDg7WlClTZDKZ7rues2fPauDAgapTp44CAgL08ssv6/vvv7fs//sU8S+//FLNmzeXv7+/OnTooMWLF1tqlyRfX199/vnnioiIUEBAgOrXr6+YmJiHvl8AAAAAYOsI2Ldx7tw5DRgwQO3bt1dCQoJiYmK0a9cuTZs2TVu3bpUkjRo1SqNHj9aVK1fUuXNnnTp1Sv/5z3/06aefytnZWd26ddOJEycsfX799df63//+p08//VQTJkzQypUrNXHixPuuady4ccrMzNSSJUv05ZdfqmLFiurfv7/S09Nvafvf//5XI0aM0EsvvaTVq1crPDxc06dPv6Xd1KlT9eKLL+qrr75St27dFB0drV27dj3EHQMAAAAAELBv49SpUzKZTCpTpoy8vLwUFBSk2NhYde/eXZ6enpIkNzc3ubm5afXq1Tp//rzee+89BQQEqGrVqpoxY4acnZ31ySefWPosWrSooqKiVKVKFYWFhemNN97QF198oStXrtxXTWlpaSpatKjKlSunChUqaPTo0Zo9e7YcHBxuaTt//nw1a9ZMvXr1UsWKFdW5c2d17tz5lnbt2rVT27ZtVa5cOfXt21dFixbVDz/88JB3DQAAAABsGwH7Nvz8/NSqVSv17dtX9evX14gRI/TLL7+ocuXKt7RNTk6Wt7d3jnegnZ2dFRAQoOTkZMu2gIAAubi4WH4HBgbq+vXrOnr06H3VNGDAAH3zzTd67rnn9Morr2jZsmXy8fFR4cKFb2l78OBB1axZM8e22rVr39LOx8cnx283Nzddv379vuoBAAAAAOREwL6DGTNmaO3aterdu7fOnz+vYcOGqVevXre0M5vNtz0+OztbhQr93xpyjo6Ot+yXdNsn0LfTpEkTfffdd5oyZYq8vLy0YMECNWvWTD///PMtbQsVKmTp/26cnJxu2Xan6wEAAAAA3B0B+zb27dunSZMmqVKlSoqIiNDcuXM1adIk7dy5U2fPns3R1tfXV8eOHcuxPTMzUz/99FOOJ94HDx5UVlaW5fePP/4oFxcXVaxY8Z71mEwmTZ48Wb/99ptatGihCRMmaMOGDbK3t9emTZtuaV+1alXt27cvx7Yff/zxfi8fAAAAAPAQCNi3UaRIEcXFxSkqKkqpqalKTk5WQkKCvL29Vbx4cbm6uiolJUXnz59X69atVaxYMQ0aNEj79+9XUlKShg4dqvT0dHXq1MnS54kTJzR+/HilpKTo66+/1uzZs9WtW7cc08bvxMnJSQcOHNDYsWO1d+9eHT9+XPHx8UpPT1dgYOAt7fv06aN169ZpwYIFOnbsmL744gstWbLE0HsEAAAAAMiJgH0bPj4+io6O1s6dO9WuXTt17txZDg4Omjdvnuzt7dWzZ08tWbJEI0eOlJubm5YsWaKiRYsqIiJCXbp00bVr17R06VKVK1fO0mfNmjVlb2+vl156SRMmTFCPHj00ZMiQ+65p5syZKleunPr166dmzZrp008/1fTp01WrVq1b2j7//PP697//rU8++UStWrXSZ599ps6dO98yTR0AAAAAYJxC925imxo1aqRGjRrddt/rr7+u119/3fK7XLlyev/99+/an5OTk8aNG6dx48Y9VD0lS5bUrFmz7rh/48aNln9///33CgoK0oYNGyzbYmNjVapUKcvvI0eO3LUPAAAAAMCD4Ql2AbR161b16tVLO3fu1MmTJ/Xtt99q0aJFatu2rbVLAwAAAIACiyfYVpaQkKDRo0fftc0rr7yigQMH3nefAwYMUHp6uoYPH65z586pdOnSioiIUO/evR+1XAAAAADAHRCw88CUKVPuuO+FF17QypUr73p80aJFH+h8Tk5OGjNmjMaMGfNAxwEAAAAAHh4B28qeeOIJPfHEE9YuAwAAAADwiAjYMJybi4O1S8hTtna9AAAAAG6PgA3D1fF5sCntBYHZbJadnZ21ywAAAABgRawiDkOZTCZlZGRYu4w8R7gGAAAAQMCG4cxms7VLAAAAAIA8R8AGAAAAAMAABGwAAAAAAAxAwIbheB8ZAAAAgC0iYMNQTk5OcnFxsXYZvAcOAAAAIM/xmS4YLjHlki5nZFnt/G4uDjb5qTAAAAAA1kXAhuEuZ2TpQvoNa5cBAAAAAHmKKeIAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICAfRd79uzR7t278+x80dHRCg0NzbPzAQAAAACMQ8C+iy5duigtLc3aZQAAAAAAHgMEbAAAAAAADGDzAXvz5s0KDw9XjRo1FBwcrMjISF28eFG+vr6SpJEjRyoyMlLHjx+Xr6+vPvjgA4WEhCgsLExXrlxRcnKyXn31VdWuXVvVq1dXWFiYPvroI0nSxo0bVbVqVZ07d85yvnbt2qlVq1aW3xcvXtQzzzyTYyr6+++/rzp16ujZZ5/V0KFDdeHCBcu+y5cva+zYsapbt66CgoLUo0cPHThwwLI/Ojpa3bp10+DBg/Xss8/qnXfeUXx8vJo0aaIJEyYoKChI/fv3V7t27TRy5Mgc9+K7776Tv79/jvMBAAAAAO6PTQfsc+fOacCAAWrfvr0SEhIUExOjXbt2adq0adq6daskadSoURo9erTlmBUrVmjRokWaNWuWHBwc1LNnTxUrVkyffvqp1qxZo2bNmmnq1Kk6fPiw6tWrp8KFC2vnzp2W8x05ckQ///yzzp49K0naunWr3N3d9eyzz0qSTpw4oZ07d2rBggWKjY3VgQMHLEHYbDarT58++u233/TBBx9o+fLlqlmzpjp37qxDhw5Zaty1a5dKlCihVatWqXv37pKktLQ0/e9//9PKlSs1ePBghYeHa/369bp27ZrluJUrVyo0NFTFihXLvZsOAAAAAAWUTQfsU6dOyWQyqUyZMvLy8lJQUJBiY2PVvXt3eXp6SpLc3Nzk5uZmOaZLly6qXLmy/P39lZGRoR49euitt96Sj4+PvL29NXDgQEnSkSNH5OzsrODgYEtY3759u5555hmVLFlSiYmJkqRNmzapYcOGsrf/cygKFy6smTNn6plnntFzzz2nt956Sxs3blRqaqp27typvXv3atasWapRo4Z8fHw0ZMgQ1axZU4sXL85xbQMHDlS5cuXk7e1t2da/f3+VK1dOTz/9tFq3bi2TyaQNGzZIkq5cuaINGzYoPDw8d242AAAAABRwhaxdgDX5+fmpVatW6tu3rzw9PRUSEqKGDRuqSZMmdzymQoUKln97eHioS5cuWrNmjQ4dOqS0tDQlJSVJkrKzsyVJoaGhmjNnjiRp27ZtCg4Otjylbtasmb777jtNmDAhR/8lSpSw/K5Ro4Yk6eeff9axY8dkNpvVqFGjHDWZTCZlZmZafj/55JM5/ihw01/DdvHixRUWFqaVK1eqVatWWrt2rdzc3FS/fv173jcAAAAAwK1sOmBL0owZM/Taa69py5Yt2r59u4YNG6agoCAtWrTotu2dnZ0t/z59+rQ6deokDw8PhYaGqn79+vL399cLL7xgadOwYUO99dZbSklJ0Y4dOzRx4kSdOHFC8+fP1759+5SRkaGQkBBLewcHhxzny8rKkiQ5OjoqOztbRYoUUXx8/C11OTk53bbGO9UuSe3bt1ffvn119uxZrV69Wm3btr3l/AAAAACA+2PTAXvfvn366quvNGrUKFWqVEkRERFavXq1hg0bZnlH+m7WrFmjCxcuaP369XJ0dJT059Rw6c/3pSXpqaeeUvXq1bV06VKdPXtWQUFBKl++vMaOHatly5apXr16cnFxsfR57NgxXblyRUWKFJH057e47ezsVLlyZZnNZl25ckXXr19X5cqVLceMGTNGVatWVbdu3R7o+uvXry9PT08tX75cu3fv1rhx4x7oeAAAAADA/7Hpd7CLFCmiuLg4RUVFKTU1VcnJyUpISJC3t7eKFy8uV1dXpaSk6Pz587c9vlSpUsrIyNC6det08uRJbd26VUOGDJH057Ttm0JDQ7Vs2TLVrFlTzs7OKleunMqWLatVq1YpLCwsR5+ZmZkaNGiQDh06pG3btumdd95Ru3bt5OXlpQYNGsjPz0+DBw/Wzp07lZqaqsmTJys+Pl4+Pj4PfP329vZq166dYmNj5e/v/1B9AAAAAAD+ZNMB28fHR9HR0dq5c6fatWunzp07y8HBQfPmzZO9vb169uypJUuW3PI5q5uaNWumXr16acqUKWrevLkmTZqkl156SbVr187x6azQ0FCZTCbVrVvXsq1evXqSdMv71NWrV5efn5969OihQYMG6fnnn9fbb78t6c/p4x999JGqV6+uQYMGqU2bNtq1a5diYmIUHBz8UPcgPDxc165dY3EzAAAAAHhEduabc5lhkxITE/Xqq6/qu+++u+3CaA/i5h8VTtmV1YX0G0aU91CKuRZS4+rFrXZ+a0tPT9fhw4fl5+cnV1dXa5djsxiH/IOxyB8Yh/yBccg/GIv8gXHIP/LzWNzMOf7+/vdsa9PvYNuylJQUJScnKzY2Vi+++OIjh2sAAAAAsHU2PUXclqWmpmrkyJEqVqyYBg8ebO1yAAAAAOCxxxNsGxUaGqq9e/dauwwAAAAAKDB4gg0AAAAAgAF4gg3Dubk42PT5AQAAANgmAjYMV8enqLVLkNlslp2dnbXLAAAAAGBDmCIOQ5lMJmVkZFi7DMI1AAAAgDxHwIbh+LQ6AAAAAFtEwAYAAAAAwAAEbBiO6dkAAAAAbBEBG4ZycnKSi4uLtcsoEJhqDwAAADxeWEUchktMuaTLGVnWLuOx5ubikC9WYwcAAABw/wjYMNzljCxdSL9h7TIAAAAAIE8xRRwAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAHbSr744gvVr19fAQEB+uabb+Tr66v4+HhrlwUAAAAAeEisIm4lU6dOVVhYmAYMGCAPDw9rlwMAAAAAeEQEbCu5ePGiatWqJS8vL2uXAgAAAAAwAFPE72Dz5s0KDw9XjRo1FBwcrMjISF28eFGJiYny9fXV8ePHLW3/vq179+6aPn26Ro0apVq1aunZZ5/Vm2++qStXruj48ePy9fWVJI0aNUqhoaG3Pf+mTZvUsWNHBQYGqn79+po8ebKuXbsmSQoPD9eECRMsbTds2CBfX1+tW7fOsm3KlCmKiIiQJF2+fFljx45V3bp1FRQUpB49eujAgQOWttHR0erWrZsGDx6sZ599Vu+8844xNxEAAAAAbAgB+zbOnTunAQMGqH379kpISFBMTIx27dqladOm3XcfCxcuVIkSJfT5558rKipK3377rRYuXKjSpUtr69atkv4M2J9//vktx37zzTfq16+fGjZsqPj4eI0fP14JCQkaMmSIJKlRo0batm2bpf327dtlZ2enxMREy7ZNmzYpLCxMZrNZffr00W+//aYPPvhAy5cvV82aNdW5c2cdOnTI0n7Xrl0qUaKEVq1ape7duz/wPQMAAAAAW8cU8ds4deqUTCaTypQpIy8vL3l5eSk2NlZZWVm6ePHiffVRuXJlSyD29vZWSEiIfvzxRzk4OMjT01OS5Obmdtv3r+fOnasmTZqof//+kqSKFSvKbDbrtdde0y+//KLQ0FDFxMTo999/V+nSpbVt2zaFhYVZAnZaWpqOHj2q0NBQ7dy5U3v37tXOnTtVrFgxSdKQIUP0ww8/aPHixZoyZYrlvAMHDpSbm9tD3zcAAAAAsGUE7Nvw8/NTq1at1LdvX3l6eiokJEQNGzZUkyZNtGfPnvvqo1KlSjl+u7m56dKlS/d1bHJyslq2bJlj23PPPWfZ16JFC5UsWVLbtm1TvXr1dPz4cUVFRalDhw46ffq0Nm3aJD8/P3l5eWnt2rUym81q1KhRjv5MJpMyMzMtv5988knCNQAAAAA8AgL2HcyYMUOvvfaatmzZou3bt2vYsGEKCgqyPFX+q6ysrFu2OTk5PfS5zWbzLduys7MlSYUK/Tlkf50m7u/vr4CAAJUsWVKJiYnavHmzwsLCLMcVKVLktp8A+2uNzs7OD10vAAAAAIB3sG9r3759mjRpkipVqqSIiAjNnTtXkyZN0s6dO2Vv/+ctu3LliqX9sWPHDD2/r6+vfvjhhxzbdu/eLUny8fGRJIWGhmrHjh3asWOHgoODJUnBwcHauHGjEhMTLQG7SpUqunLliq5fv64KFSpY/ps3b56+/fZbQ+sGAAAAAFtGwL6NIkWKKC4uTlFRUUpNTVVycrISEhLk7e2tqlWrytXVVXPnzlVaWpq+++47LViwwNDz9+7dW19//bXmzJmjo0eP6r///a/eeecdNWrUyBKwg4ODlZmZqa+//jpHwF67dq08PT31zDPPSJIaNGggPz8/DR48WDt37lRqaqomT56s+Ph4S18AAAAAgEdHwL4NHx8fRUdHa+fOnWrXrp06d+4sBwcHzZs3T25uboqKitKhQ4fUokULvffeexoxYoSh52/atKneffddrV27Vq1bt9bbb7+tli1batasWZY2Tk5Oqlevnuzt7VWzZk1Jfwbs7OzsHJ/+cnBw0EcffaTq1atr0KBBatOmjXbt2qWYmBhLMAcAAAAAPDo78+1e+AUews1va5+yK6sL6TesXM3jrZhrITWuXvyhjk1PT9fhw4fl5+cnV1dXgyvD/WIc8g/GIn9gHPIHxiH/YCzyB8Yh/8jPY3Ez5/j7+9+zLU+wAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMUsnYBKHjcXBysXcJjj3sIAAAAPH4I2DBcHZ+i1i6hQDCbzbKzs7N2GQAAAADuE1PEYSiTyaSMjAxrl1EgEK4BAACAxwsBG4bj0+oAAAAAbBEBGwAAAAAAAxCwYTimNgMAAACwRQRsGMrJyUkuLi7WLuOhMb0dAAAAwMNiFXEYLjHlki5nZFm7jAfm5uLACugAAAAAHhoBG4a7nJGlC+k3rF0GAAAAAOQppogDAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACdgFw8uRJffXVV5Kk0NBQRUdH39dxD9IWAAAAAHB3LHJWAIwYMUJeXl5q2bKlPv/8cxUuXNjaJQEAAACAzSFgFzAeHh7WLgEAAAAAbBJTxB9z3bt31/fff68VK1YoNDT0lmnf3333nTp16qQaNWro+eef18yZM5WVdes3qq9evarOnTurTZs2OnfuXF5eAgAAAAAUCATsx1x0dLQCAwPVvHlzff755zn2/fjjj/rXv/6loKAgxcfHa8KECfr00081Z86cHO0yMjLUt29fXbt2TYsXL+YpOAAAAAA8BKaIP+aKFSsmR0dHOTs73xKMP/74Y9WoUUPDhw+XJPn4+Ojf//63zp49a2mTmZmpfv366erVq1q4cKHc3d3ztH4AAAAAKCgI2AVYcnKyQkJCcmxr2rRpjt+LFi3S9evXVbduXcI1AAAAADwCpogXYIUK3fvvJ1WqVNHixYu1a9cuLVu2LA+qAgAAAICCiYBdgPn4+OjAgQM5ti1atEgdOnSw/G7YsKGee+45vfLKK5o2bZp+//33vC4TAAAAAAoEAnYB8MQTT+jEiRP6448/cmzv3bu39u7dq/fee0/Hjh3T5s2bNWfOHDVs2PCWPgYMGCAPDw+NGTMmj6oGAAAAgIKFgF0AvPzyy0pOTlabNm1yfILLz89P77//vjZt2qRWrVpp/Pjx6tGjh/r163dLH87Ozvr3v/+trVu36rPPPsvL8gEAAACgQGCRswKgYcOGSkxMvO2+Ro0aqVGjRrfdt3Hjxhy/g4ODdeTIEcPrAwAAAABbwBNsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAscgbDubk4WLuEh/K41g0AAAAgfyBgw3B1fIpau4SHZjabZWdnZ+0yAAAAADyGmCIOQ5lMJmVkZFi7jIdGuAYAAADwsAjYMJzZbLZ2CQAAAACQ5wjYAAAAAAAYgIANAAAAAIABCNgwHO8xAwAAALBFBGwYysnJSS4uLtYuo8DgfXYAAADg8cFnumC4xJRLupyRZe0yHntuLg6P9SfPAAAAAFtDwIbhLmdk6UL6DWuXAQAAAAB5iiniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgJ1LTp48qa+++uqO+7t3767IyEhJUnx8vHx9fe+77/tpHxoaqujoaEl/rkS9YsUKnT179r7PAQAAAAB4MCxylktGjBghLy8vtWzZ8rb7o6Oj5eDgkGvn//zzz1W4cGFJ0q5duxQZGalvv/02184HAAAAALaOgG0lxYoVy9X+PTw8LP/mW8oAAAAAkPuYIp4Lunfvru+//14rVqxQaGioQkNDNXXqVLVo0UJ16tTR999/n2OK+N9du3ZNs2bNUlhYmPz9/dW2bVutX7/+lnbLly9XgwYNVKNGDfXt21cnTpyw7Ls5RTwxMVE9evSQJIWFhSk+Pl6S9MMPP6hr164KCAhQw4YNNX78eF25ciUX7gYAAAAA2AYCdi6Ijo5WYGCgmjdvrs8//1yStGTJEo0ZM0YffvihatasedfjhwwZopUrV2rs2LFavXq1GjdurDfeeEMbNmzI0e7jjz/We++9p08++UTnz5/Xa6+9dsvT6sDAQMu72J999platGihpKQkvfLKK2rQoIFWr16t6dOn6+DBg+rZsydPuwEAAADgITFFPBcUK1ZMjo6OcnZ2tkzVfuGFF1SvXr17HpuSkqJvv/1WsbGxatiwoSTp9ddfV1JSkmJjY9W4cWNL26ioKFWtWlWSNHXqVDVt2lQ7duzIcR4nJye5u7tL+nPauLOzs+bPn6+QkBD17dtXkuTt7a0ZM2aocePG+v7771WnTh1D7gMAAAAA2BICdh6pUKHCfbU7cuSIJCkoKCjH9tq1a+vdd9+1/H7iiScs4Vr6MyS7u7srOTn5nkH+0KFDSk1NVWBg4C37UlJSCNgAAAAA8BAI2HnE2dn5kY43m80qVOj/hut2K5BnZ2fLycnpnn1lZ2erdevWlifYf/XXxdEAAAAAAPePd7DzmZvft96zZ0+O7bt371blypUtvy9duqS0tDTL7yNHjujy5cuqUqXKLX3a2dnl+P3000/rl19+UYUKFSz/3bhxQ5MnT9bvv/9u5OUAAAAAgM0gYOeSJ554QidOnNAff/zxQMf5+PioUaNGGj9+vDZt2qSjR48qJiZG3377rXr27GlpZ29vr0GDBmnv3r3au3evhg8frueee061atW6pU9XV1dJUlJSkq5evaqePXvq0KFDGj9+vFJSUvTjjz/qzTff1LFjx+Tt7f1I1w0AAAAAtoqAnUtefvllJScnq02bNsrKynqgY9999101btxYo0ePVps2bfTf//5X0dHRatasmaWNh4eH2rZtq/79++uVV16Rj4+P3nvvvdv2V6VKFb3wwgsaNGiQli1bppo1a+rDDz/U4cOH9eKLL6pfv36qWLGiFi5ceF9TzAEAAAAAt7Iz810mGOTAgQOSpFN2ZXUh/YaVq3n8FXMtpMbViz/wcenp6Tp8+LD8/PwssxeQ9xiH/IOxyB8Yh/yBccg/GIv8gXHIP/LzWNzMOf7+/vdsyxNsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwACFrF0ACh43Fwdrl1AgcB8BAACAxwsBG4ar41PU2iUUGGazWXZ2dtYuAwAAAMB9YIo4DGUymZSRkWHtMgoMwjUAAADw+CBgw3B8Wh0AAACALSJgAwAAAABgAAI2AAAAAAAGIGDDcLw3DAAAAMAWEbBhKCcnJ7m4uFi7jHyNd9QBAACAgonPdMFwiSmXdDkjy9pl5EtuLg58xgwAAAAooAjYMNzljCxdSL9h7TIAAAAAIE8xRRwAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCw84nQ0FBFR0cb3m/37t0VGRkpSUpMTJSvr6+OHz9u+HkAAAAAwNYRsAEAAAAAMAABGwAAAAAAAxCwH4Kvr6/i4+PvuC06OloRERGKiYlRvXr1FBgYqLfeeku///67Xn31VdWoUUNNmjTRpk2bcvRx+vRp9e7dW/7+/goNDdUnn3xi2RcfH68mTZpowoQJCgoKUv/+/SVJKSkp6tOnjwIDA1W/fn29+eabOn369H1dx8WLFzVmzBg1aNBA1apVU3BwsMaMGaOMjIxHuDsAAAAAYJsI2Llk9+7dOnr0qD755BONGTNGy5Yt00svvaTmzZsrPj5ePj4+ioyMlNlsthyzfPly1apVS6tXr9Yrr7yiiRMn6ptvvrHsT0tL0//+9z+tXLlSgwcP1qlTp9SlSxdVqFBBn3/+uWJjY3XlyhV16tRJ6enp96wxMjJShw4dUkxMjNavX6+RI0dq5cqVWrZsWa7cEwAAAAAoyApZu4CCKjs7W+PHj1eRIkVUsWJFRUVFqW7dumrXrp0kqXPnzvrvf/+r06dP66mnnpIkNW7cWH379pUkVaxYUXv37tVHH32kJk2aWPrt37+/ypUrJ0maNWuWSpUqpTFjxlj2z5o1S3Xr1tW6desUHh5+1xpDQkJUu3Zt+fr6SpLKli2rJUuWKDk52bD7AAAAAAC2goCdS5588kkVKVLE8tvV1VXly5e3/HZ2dpYkmUwmy7agoKAcfdSoUUObN2/Osc3b29vy70OHDunnn39WYGBgjjaZmZlKSUm5Z41dunTRxo0btWLFCh07dky//PKLjh8/rkqVKt37AgEAAAAAORCwDXDjxo1btjk6Ot6yzd7+7jPy/74/OztbTk5OObbdDOY399etW1dvv/32LX25ubnd9VzZ2dl69dVX9fPPP6tVq1Zq0aKFqlWrprFjx971OAAAAADA7RGwH4Kjo6OuXLli+Z2ammpIvwcPHszxe8+ePXr66afv2P7pp59WQkKCSpcubQniFy5c0IgRI/TKK6+obt26dzz28OHD2rJli5YvX64aNWpIkq5fv660tDTLFHQAAAAAwP0jYD+EmjVr6rPPPlPt2rVlNps1efLkW540P4yvvvpKVatWVcOGDbVhwwZ98803WrRo0R3bd+nSRcuWLdPQoUMtq4pPnTpVR44cUZUqVe56rhIlSqhQoUJau3atPDw8dOHCBcXGxur06dM5pq0DAAAAAO4Pq4g/hHHjxsnd3V0dO3bU66+/rg4dOqhUqVKP3G+vXr303//+V23atNEXX3yhGTNmqE6dOndsX65cOS1ZskRXr15V586d1a1bNzk6Omrx4sXy8PC467lKliypKVOmaOPGjWrRooXeeOMNlSxZUhEREfrpp58e+VoAAAAAwNbYmf/6nSjgERw4cECSdMqurC6k3/peOqRiroXUuHrxXD1Henq6Dh8+LD8/P7m6uubquXBnjEP+wVjkD4xD/sA45B+MRf7AOOQf+XksbuYcf3//e7blCTYAAAAAAAYgYAMAAAAAYAACNgAAAAAABiBgAwAAAABgAD7TBcO5uThYu4R8i3sDAAAAFFwEbBiujk9Ra5eQr5nNZtnZ2Vm7DAAAAAAGY4o4DGUymZSRkWHtMvI1wjUAAABQMBGwYTg+rQ4AAADAFhGwAQAAAAAwAAEbAAAAAAADELBhON4xti47Ozu5uLgwDlbGOAAAANgeVhGHoZycnOTi4mLtMmyai4uLnnnmGWuXYfPy+ziwmj0AAIDxCNgwXGLKJV3OyLJ2GQDuwM3Fgc/pAQAA5AICNgx3OSNLF9JvWLsMAAAAAMhTvIMNAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AWE2WzWihUrdPbs2ftq3717d0VGRuZyVQAAAABgOwjYBcSuXbsUGRmpjIwMa5cCAAAAADaJgF1AmM1ma5cAAAAAADaNgG1F4eHhmjBhguX3hg0b5Ovrq3Xr1lm2TZkyRREREUpOTtarr76q2rVrq3r16goLC9NHH30kSUpMTFSPHj0kSWFhYYqPj5ck7d+/XxEREQoMDFS9evX09ttv53jCffXqVY0cOVK1atVSUFCQIiMjlZ6enheXDgAAAAAFDgHbiho1aqRt27ZZfm/fvl12dnZKTEy0bNu0aZMaNWqknj17qlixYvr000+1Zs0aNWvWTFOnTtXhw4cVGBio6OhoSdJnn32mFi1a6LffftM///lPPfXUU1q2bJmio6O1bds2jR8/3tL3119/raeeekrx8fGaNm2aEhISNG/evLy7AQAAAABQgBSydgG2LDQ0VDExMfr9999VunRpbdu2TWFhYZaAnZaWpqNHj6px48bKzMxU165d9cQTT0iSBg4cqA8//FBHjhyRn5+f3N3dJUkeHh5ydnbW8uXLVaxYMU2aNEmFCv05zBMmTNCPP/5oOX9AQIAGDx4sSSpfvrxCQkL0008/5eUtAAAAAIACg4BtRdWqVVPJkiW1bds21atXT8ePH1dUVJQ6dOig06dPa9OmTfLz85OXl5e6dOmiNWvW6NChQ0pLS1NSUpIkKTs7+7Z9Jycnq1q1apZwLUl169ZV3bp1Lb+9vb1zHOPu7q4TJ04Yf6EAAAAAYAMI2Fb212ni/v7+CggIUMmSJZWYmKjNmzcrLCxMp0+fVqdOneTh4aHQ0FDVr19f/v7+euGFF+7Y71+D9Z04ODgYdh0AAAAAYOt4B9vKQkNDtWPHDu3YsUPBwcGSpODgYG3cuFGJiYkKCwvTmjVrdOHCBS1dulT9+/dXkyZNdPHiRUn/t3q4nZ1djn4rV66sQ4cOKSsry7Ltm2++UWhoqDIzM/Po6gAAAADAdhCwrSw4OFiZmZn6+uuvcwTstWvXytPTU88884xKlSqljIwMrVu3TidPntTWrVs1ZMgQSZLJZJIkubq6SpKSkpJ09epVdenSRefPn9fbb7+tlJQU7dq1S9OmTVPdunVVuHBh61wsAAAAABRgBGwrc3JyUr169WRvb6+aNWtK+jNgZ2dnKzQ0VJLUrFkz9erVS1OmTFHz5s01adIkvfTSS6pdu7YOHDggSapSpYpeeOEFDRo0SMuWLVPJkiX10Ucf6ddff1W7du00ePBgNWrUSG+99Za1LhUAAAAACjQ78805xsAjuhn2T9mV1YX0G1auBsCdFHMtpMbVi1u7jDyTnp6uw4cPy8/PzzLbB3mPccgfGIf8g7HIHxiH/CM/j8XNnOPv73/PtjzBBgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxQyNoFoOBxc3GwdgkA7oL/RwEAAHIHARuGq+NT1NolALgHs9ksOzs7a5cBAABQoDBFHIYymUzKyMiwdhk2LSMjQ4cOHWIcrCy/jwPhGgAAwHgEbBiOT6tbl9lsVkZGBuNgZYwDAACA7SFgAwAAAABgAAI2AAAAAAAGIGDDcLzbCQAAAMAWEbBhKCcnJ7m4uFi7DAvefwUAAACQV/hMFwyXmHJJlzOyrF2G3Fwc+GQYAAAAgDxDwIbhLmdk6UL6DWuXAQAAAAB5iiniAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgJ1LzGazVqxYobNnz+bqeRITE+Xr66vjx49Lkrp3767IyEhJUnx8vHx9fS1tQ0NDFR0dnav1AAAAAICtYpGzXLJr1y5FRkbq22+/zdPzRkdHy8HBIU/PCQAAAAAgYOcaa31/uVixYlY5LwAAAADYOqaI/0V4eLgmTJhg+b1hwwb5+vpq3bp1lm1TpkxRRESEkpOT9eqrr6p27dqqXr26wsLC9NFHH0n6c9p2jx49JElhYWGKj4+XJP3www/q2rWrAgIC1LBhQ40fP15Xrlyx9B0aGqqpU6eqRYsWqlOnjr7//vsHvoa/ThG/k+vXrys4OFgxMTE5tn/66aeqX7++btzgE1sAAAAA8KAI2H/RqFEjbdu2zfJ7+/btsrOzU2JiomXbpk2b1KhRI/Xs2VPFihXTp59+qjVr1qhZs2aaOnWqDh8+rMDAQMu7zp999platGihpKQkvfLKK2rQoIFWr16t6dOn6+DBg+rZs2eOp91LlizRmDFj9OGHH6pmzZq5cp2Ojo5q06aNVq9enWP7ypUr1aZNGxUqxMQGAAAAAHhQBOy/CA0N1a+//qrff/9dkrRt2zaFhYVZAnZaWpqOHj2qxo0bq0ePHnrrrbfk4+Mjb29vDRw4UJJ05MgROTk5yd3dXZLk4eEhZ2dnzZ8/XyEhIerbt6+8vb1Vq1YtzZgxQ/v27cvxpPqFF15QvXr15O/vLycnp1y71vbt2ys1NVU//vijJOno0aP68ccfFR4enmvnBAAAAICCjEeVf1GtWjWVLFlS27ZtU7169XT8+HFFRUWpQ4cOOn36tDZt2iQ/Pz95eXmpS5cuWrNmjQ4dOqS0tDQlJSVJkrKzs2/b96FDh5SamqrAwMBb9qWkpKhOnTqSpAoVKuTeBf5FlSpV5O/vr5UrVyowMFArV65UQECAKleunCfnBwAAAICChoD9N3+dJu7v76+AgACVLFlSiYmJ2rx5s8LCwnT69Gl16tRJHh4eCg0NVf369eXv768XXnjhjv1mZ2erdevW6tu37y37PDw8LP92dnY2/qLuoH379po5c6ZGjx6tL7/8Ur17986zcwMAAABAQcMU8b8JDQ3Vjh07tGPHDgUHB0uSgoODtXHjRiUmJiosLExr1qzRhQsXtHTpUvXv319NmjTRxYsXJf3f6uF2dnY5+n366af1yy+/qEKFCpb/bty4ocmTJ1umpOe1Vq1aKTMzUwsWLNCZM2fUqlUrq9QBAAAAAAUBAftvgoODlZmZqa+//jpHwF67dq08PT31zDPPqFSpUsrIyNC6det08uRJbd26VUOGDJEkmUwmSZKrq6skKSkpSVevXlXPnj116NAhjR8/XikpKfrxxx/15ptv6tixY/L29rbKtbq5ualJkyaaM2eOwsLCVLRoUavUAQAAAAAFAQH7b5ycnFSvXj3Z29tbVvEODg5Wdna2QkNDJUnNmjVTr169NGXKFDVv3lyTJk3SSy+9pNq1a+vAgQOS/nzH+YUXXtCgQYO0bNky1axZUx9++KEOHz6sF198Uf369VPFihW1cOHCXF3M7F7Cw8N17do1FjcDAAAAgEdkZ/7rN6Jgc+Lj4xUdHa1vv/1W9vaP9veWm39cOGVXVhfSrf8t7WKuhdS4enFrl5Hn0tPTdfjwYfn5+VlmUiDvMQ75B2ORPzAO+QPjkH8wFvkD45B/5OexuJlz/P3979mWRc5s1MGDB/Xrr79q9uzZ6tat2yOHawAAAACwdQTsfKxWrVrKysq64/4nn3xSGzZseKi+9+7dq2nTpqlhw4b65z//+bAlAgAAAAD+PwJ2PhYfH6+7zeB3cHB46L67du2qrl27PvTxAAAAAICcCNj5WPny5a1dAgAAAADgPhGwYTg3l4d/sm6k/FIHAAAAANtAwIbh6vjkn+9pm81m2dnZWbsMAAAAADaApaNhKJPJpIyMDGuXYUG4BgAAAJBXCNgwHJ9WBwAAAGCLCNgAAAAAABiAgA0AAAAAgAEI2DAc7z0DAAAAsEUEbBjKyclJLi4u1i4j1/GeOQAAAIC/4zNdMFxiyiVdzsiydhm5xs3FIV99igwAAABA/kDAhuEuZ2TpQvoNa5cBAAAAAHmKKeIAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICAfQ++vr6Kj4/P1XNER0crNDT0vtrGx8fL19f3kc5nRB8AAAAAgJwI2DaoRYsW2rp1q7XLAAAAAIAChVXEbZCzs7OcnZ2tXQYAAAAAFCg2+QQ7PDxcEyZMsPzesGGDfH19tW7dOsu2KVOmKCIiQpJ09OhRRUREyN/fXw0aNNAHH3yQo7///ve/Cg8PV0BAgJo0aaJZs2bJZDJZ9l++fFljx45V3bp1FRQUpB49eujAgQN3rO/q1at65513VL9+fQUGBqpbt2766aefcrSJj49X48aN5e/vr/DwcO3bt8+y7+TJkxo8eLCCg4NVrVo1Pf/884qKilJ2drbl2L9OEff19dXs2bPVqFEj1a9fX8eOHbv/mwkAAAAAkGSjAbtRo0batm2b5ff27dtlZ2enxMREy7ZNmzYpLCxMkrRkyRK1a9dOCQkJ6ty5s959913t2LFDkrRlyxYNGjRIHTt21Jo1a/T2229r7dq1GjZsmCTJbDarT58++u233/TBBx9o+fLlqlmzpjp37qxDhw7dtr5BgwZpy5Ytmjx5slauXKly5cqpZ8+eunjxoqXN8uXL9e677+qLL76Qk5OTBg0aZNnXr18/Xb58WQsWLNC6devUs2dPffjhh9q4ceMd70lcXJxmz56tmJgYeXt7P/A9BQAAAABbZ5MBOzQ0VL/++qt+//13SdK2bdsUFhZmCdhpaWk6evSoZeGxLl26qF27dipXrpz69+8vNzc3yxPl2NhYdezYUS+//LLKly+v+vXra/z48Vq3bp2OHz+unTt3au/evZo1a5Zq1KghHx8fDRkyRDVr1tTixYtvqe3XX3/Vli1b9Pbbb6tBgwaqUKGCxo0bpxdffFHnz5+3tJs4caICAgJUpUoV9erVSydPntTZs2d17do1tW3bVu+8846qVq2qcuXKKSIiQiVKlNCRI0fueE/atm0rf39/1axZ06jbDAAAAAA2xSbfwa5WrZpKliypbdu2qV69ejp+/LiioqLUoUMHnT59Wps2bZKfn5+8vLwk6ZYnukWLFlVmZqYk6dChQ9q/f78+//xzy36z2SxJSklJ0c8//yyz2axGjRrl6MNkMln6+Kvk5GRJyhF0CxcurJEjR0qSfvjhh1tqKlq0qCTp2rVrevLJJ9WtWzetW7dO+/fvV2pqqo4cOaIzZ85YpojfToUKFe64DwAAAABwbzYZsKWc08T9/f0VEBCgkiVLKjExUZs3b7ZMD5ckBweHW46/GaKzs7PVu3dvvfjii7e08fT01JEjR1SkSJHbfurLycnplm2FCt3fkNyppvT0dHXr1k3Xrl1Ts2bN9OKLLyogIEBdu3a9a38segYAAAAAj8Ymp4hLf04T37Fjh3bs2KHg4GBJUnBwsDZu3KjExMQcAftunn76aR09elQVKlSw/PfHH39o2rRpunr1qqpUqaIrV67o+vXrOdrMmzdP33777S39+fj4SFKORdBu3Lih0NDQHIuw3cnWrVt18OBBLV68WAMHDlSLFi1UpEgRnT171vJHAQAAAACA8Ww2YAcHByszM1Nff/11joC9du1aeXp66plnnrmvfvr06aP169crJiZGR48e1Y4dOzRy5EhdvnxZnp6eatCggfz8/DR48GDt3LlTqampmjx5suLj4y1h+q8qVqyof/zjHxo/frx27typo0ePauzYscrMzNRzzz13z3pKlSolSVq9erVOnDih3bt3q3///rp+/XqOlc0BAAAAAMay2SniTk5OqlevnrZu3Wp53zk4OFjZ2dmWxc3uR7NmzTRz5kx98MEHio2NVbFixRQaGqqhQ4dK+nMq90cffaSoqCgNGjRIGRkZ8vHxUUxMjCXY/92kSZM0bdo0vfHGGzKZTKpRo4bmz58vDw+Pe9YTEBCgkSNHauHChZo1a5ZKliypFi1aqHTp0nf9NBgAAAAA4NHYmZk3DIPcDPCn7MrqQvoNK1eTe4q5FlLj6sWtXcYdpaen6/Dhw/Lz85Orq6u1y7FZjEP+wVjkD4xD/sA45B+MRf7AOOQf+XksbuYcf3//e7a12SniAAAAAAAYiYANAAAAAIABCNgAAAAAABiAgA0AAAAAgAFsdhVx5B43Fwdrl5CrCvr1AQAAAHg4BGwYro5PUWuXkOvMZrPs7OysXQYAAACAfIQp4jCUyWRSRkaGtcvIdYRrAAAAAH9HwIbh+LQ6AAAAAFtEwAYAAAAAwAAEbAAAAAAADEDAhuF4PxkAAACALSJgw1BOTk5ycXGxag28Aw4AAADAGvhMFwyXmHJJlzOyrHJuNxcHm/hMGAAAAID8h4ANw13OyNKF9BvWLgMAAAAA8hRTxAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAE7j/j6+io+Pl6SFBkZqe7du9+x7fHjx+Xr66vExMS8Kk8nT57UV199lWfnAwAAAICChkXO8sjWrVvl5uZm7TLuaMSIEfLy8lLLli2tXQoAAAAAPJYI2HnE09PT2iUAAAAAAHIRU8QfQXh4uCZMmGD5vWHDBvn6+mrdunWWbVOmTFFERESOKeJ/l5ycrB49eqhmzZpq0qSJduzY8cC1nDlzRsOHD1edOnUUFBSkV199VampqZKk7OxsffDBB2ratKmqV6+uZ599Vr1791ZaWpokqXv37vr++++1YsUKhYaGPvC5AQAAAAAE7EfSqFEjbdu2zfJ7+/btsrOzy/Hu9KZNmxQWFnbHPi5fvqyIiAi5ubnps88+07hx4/Sf//zngeq4ceOGevbsqV9++UVz5szR8uXLlZ2drd69eysrK0uLFy/W/PnzFRkZqfXr1+v999/XsWPHNGXKFElSdHS0AgMD1bx5c33++ecPeBcAAAAAABIB+5GEhobq119/1e+//y5J2rZtm8LCwiwBOy0tTUePHr3rU+GvvvpKGRkZmjJlip5++mmFhIRo1KhRD1THjh07dOTIEc2YMUNBQUHy8fHRhAkT1LhxY128eFHly5fX1KlT1ahRI3l5eSk4OFjNmjVTcnKyJKlYsWJydHSUs7OzPDw8HvJuAAAAAIBt4x3sR1CtWjWVLFlS27ZtU7169XT8+HFFRUWpQ4cOOn36tDZt2iQ/Pz95eXndsY/k5GR5e3vnWAAtMDDwgepITk6Wu7u7KlasaNlWsmRJjRgxQtKffwjYt2+f3nvvPR09elRHjx7VL7/8opIlSz7gFQMAAAAA7oQn2I/o5jTx7du3y9/fXwEBASpZsqQSExO1efPmu04PlyQ7OztlZ2fn2Fao0IP93eNe7efOnasePXro/PnzCg4O1vjx49WzZ88HOgcAAAAA4O4I2I8oNDRUO3bs0I4dOxQcHCxJCg4O1saNG5WYmHjPgF21alUdO3ZM586ds2z76aefHqiGypUr6+LFi5ZFzSTp3LlzqlOnjvbu3avY2Fi99tprGjdunDp16qSaNWvq2LFjMpvND3QeAAAAAMCdEbAfUXBwsDIzM/X111/nCNhr166Vp6ennnnmmbse37JlSz355JN68803lZSUpO+//14TJ0584BqqV6+uESNGaP/+/fr55581YsQIeXh4qFq1aipdurS2bdumX375Rb/++qtmzpypr7/+WiaTydLHE088oRMnTuiPP/548JsAAAAAACBgPyonJyfVq1dP9vb2qlmzpqQ/A292dvZ9ffLK1dVVixYtkqOjozp37qzhw4erd+/eD1SDvb295syZo1KlSumVV15R586dVbhwYX344YdydHTUtGnTdO3aNbVv317dunVTcnKyxo8fr7Nnz+rkyZOSpJdfflnJyclq06aNsrKyHvg+AAAAAICtY5EzA7z//vs5fpcsWVJHjhzJse2vv29+HuumcuXKae7cuTm2hYeHP1ANJUuW1KxZs267r1q1alq2bNkt219++WXLvxs2bJjj82IAAAAAgAfDE2wAAAAAAAzAE+x8rk2bNvrtt9/u2iYxMVFOTk55VBEAAAAA4HYI2PlcbGysrl+/ftc2jo6OeVQNAAAAAOBOCNj5XJkyZaxdAgAAAADgPhCwYTg3FwebPDcAAAAA20bAhuHq+BS16vnNZrPs7OysWgMAAAAA28Mq4jCUyWRSRkaGVWsgXAMAAACwBgI2DGc2m61dAgAAAADkOQI2AAAAAAAGIGDDcEzRBgAAAGCLCNgwlJOTk1xcXKxdRq5g6jsAAACAu2EVcRguMeWSLmdkWbsMQ7m5OFh9dXQAAAAA+RsBG4a7nJGlC+k3rF0GAAAAAOQppogDAAAAAGAAAjYAAAAAAAYgYAMAAAAAYAACNgAAAAAABihQAdvX11fx8fEPffzx48fl6+urxMREA6sylhE1Pg7XCQAAAACPmwK1ivjWrVvl5uZm7TLyvdKlS2vr1q1yd3e3dinA/2vvvsOiuN63gd8rgqCChdhi7Cgg7FIUEAWVoiEgMWKJvUcQNFGMLcaWiL0DijVowMgrEmvsLbGBYKJGQUSRkhgkKqKC1PP+4Y/5uoKKYWUR7891cYU9c2bOM/OwG5+dMzNERERERJVGpSqw69Wrp+4Q3gkaGho8VkRERERERCpW4aeIe3h4YN68edLro0ePwtDQEAcPHpTaFi5ciOHDhytNEZ82bRqmTZuGRYsWwdbWFmZmZvD09ERaWpq0Xnx8PIYOHQpzc3N069YN586dUxr73r17+PLLL2FjYwOFQoH+/fsjKipKWv706VOsXLkSTk5OkMvl6NmzJw4dOiQtj4iIQLdu3TBv3jy0a9cO3t7epdpnIQS2bNmCjz/+GAqFAm5ubti3b59Sn0uXLqFv374wNTWFk5MTdu7cKS3Lzc3FokWL4OjoCFNTU1hbW+Orr77C/fv3ARSfIj5kyBDMnDkTffv2Rfv27bFnz55SxUlERERERET/U+ELbAcHB5w5c0Z6ffbsWchkMqXrh0+ePAknJ6di6+7btw8ZGRkICQnBhg0bcPXqVaxcuRIA8OjRIwwfPhy6urrYsWMH5syZg7Vr1yqtP2fOHOTk5CAkJAR79+5FixYt4O3tjaysLACAr68vdu3ahZkzZ2LPnj1wdnbGV199haNHj0rbSE5Oxt27d7Fr1y5MnDixVPu8ceNGrFixAqNHj8a+ffvQv39/TJkyBefPn5f6bNmyBWPHjsUvv/wCe3t7fPvtt0hKSgIALF68GIcPH8bChQtx6NAhLFy4EOfPny+2f8/bsWMHhg4dim3btsHe3r5UcRIREREREdH/VPgp4o6OjggICMCdO3fQqFEjnDlzBk5OTlKBnZycjMTERDg6Oiqd6QYAXV1dfPfdd9DU1ESrVq3g6uqKU6dOAQD279+P7OxsLFy4ELq6umjdujW++eYb+Pj4SOsnJyejTZs2aNKkCbS1tTFjxgy4u7tDQ0MDN2/exLFjxxAUFISuXbsCAMaPH4+4uDgEBQXB2dlZ2o63tzeaNGlSqv0tOns9dOhQ9O3bF8CzM8xPnz5Ffn6+1M/HxweOjo4AgIkTJ+Knn37C1atX0axZM8jlcri4uKB9+/YAgMaNG6Njx46Ij49/6bjGxsZwd3cvVYxERERERERUXIU/g21iYoIGDRrgzJkz+Pvvv5GamgpPT0/cvHkT6enpOHnyJIyNjdG4ceNi6zZt2hSamprSa11dXeTl5QF4Nj28efPmSjdFs7CwUFp/3LhxOHLkCKytrTFixAiEhYWhVatWqFatGq5fvw4AaNeundI6VlZWxQrZ5s2bl3p/Hzx4gPT0dJiZmSm1f/HFF7Czs5Net2jRQvq96GZlOTk5AICePXsiNzcXS5cuxbhx4+Dq6oqDBw+isLDwpeM2a9as1DESERERERFRcRW+wAb+N0387NmzkMvlUCgUaNCgASIjI3Hq1KkSp4cDgJaW1ku3KZPJihWcVasqn9Dv1q0bfvvtNyxcuBCNGzfGDz/8ABcXF9y4ceOl2xVCFNuOtrb263ZR8vwXAq9SpUrx1AkhAACzZs3CxIkTkZeXB0dHRyxbtgxubm6v3N6bxEhERERERETFvRMFtqOjI86dO4dz587B1tYWAGBra4vjx48jMjLypQX2qxgZGeH27dvSjb8A4M8//5R+z83NxYIFC5CSkgJXV1fMmzcPR48eRZUqVXDy5EkYGhoCAGJiYpS2Gx0dDQMDg/+ymwCenWWvX78+rly5otT+5ZdfYsGCBa9d/8GDBwgLC8Ps2bMxffp0eHh4wNjYGLdu3ZIKcCIiIiIiIlK9d6LAtrW1RU5ODg4fPqxUYB84cAD16tVD27Zt33ibbm5u0NfXx6RJkxAXF4eoqCj4+flJy7W0tHDlyhXMnDkTf/zxB1JTUxEREYGsrCxYWFigVatWcHBwwNy5c3Hy5EkkJiYiICAAx44dw8iRI8u0v2PGjMGWLVuwe/duJCcnY+vWrTh27FipvkioWbMmdHV1cezYMSQlJeH69euYOXMmrl69itzc3DLFRURERERERC/3ThTYWlpa6NixI6pUqQJzc3MAzwrswsJC6UZfb6p69erYsmULNDU1MWDAAEyZMgWjR49W6rNixQo0adIEY8eOhYuLC7Zv346lS5dKNw9bvnw5nJ2dMWPGDHz66ac4ceIE/P394eLiUqb9HTx4MLy9vbFq1Sq4ublhx44dWLFiBaytrV+7rqamJlatWoX4+Hi4u7tj9OjRyM7Ohq+vLxISEpCdnV2m2IiIiIiIiKhkMsF5w6QiRdPa02QfISMr/zW93y21q1eFs2kddYdRKllZWYiNjYWxsTGqV6+u7nDeW8xDxcFcVAzMQ8XAPFQczEXFwDxUHBU5F0V1jlwuf23fd+IMNhEREREREVFFV+Gfg12ZbNiwAWvWrHlln2+++UZ6/jURERERERG9O1hgl6N+/fqhe/fur+yjr69fTtEQERERERGRKrHALke1atVCrVq11B0GERERERERvQUssEnldHU01B2CylXGfSIiIiIiItVigU0qZ9NKT90hvBVCCMhkMnWHQUREREREFRTvIk4qlZubW2mftc3imoiIiIiIXoUFNqkcH61ORERERETvIxbYRERERERERCrAAptUjlOpiYiIiIjofcQCm1RKS0sLOjo66g6jGE5bJyIiIiKit413ESeVi7yZiUfZBeoOQ6Kro1Fp72xOREREREQVBwtsUrlH2QXIyMpXdxhERERERETlilPEiYiIiIiIiFSABTYRERERERGRCrDAJiIiIiIiIlIBFtjvocjISBgaGiI1NVXdoRAREREREVUaLLCJiIiIiIiIVIAFNhEREREREZEKsMB+Czw8PDBv3jzp9dGjR2FoaIiDBw9KbQsXLsTw4cNhaGiI1atXw8HBAXZ2drh9+zZyc3OxZMkS2Nvbw8LCAv369cPp06eldSMiItCtWzfpv6ampvDw8EBMTIzUJy8vD6tWrYKDgwPMzMzg4eGBM2fOKMV56tQp9OjRA6ampnBzc8PJkyff3kEhIiIiIiKq5FhgvwUODg5KxezZs2chk8kQGRkptZ08eRJOTk4AgG3btmH16tUICAhA8+bNMX36dJw5cwZLly7Fzz//jE8++QReXl5KBfCdO3ewfft2LFmyBD///DN0dHQwbdo0CCEAAH5+fti+fTumTp2KvXv3wt7eHl5eXrh165a0ja1bt2LmzJnYu3cvmjdvjgkTJuDJkydv+egQERERERFVTiyw3wJHR0fcunULd+7cAQCcOXMGTk5OUoGdnJyMxMREODo6AgB69uwJuVwOc3NzJCUlYd++fViwYAFsbGzQvHlzjBgxAm5ubti0aZM0Rl5eHubOnQtzc3O0bt0aI0aMQHJyMtLT0/H48WOEh4djwoQJcHFxQdOmTTFx4kSMGDECjx8/lrbxzTffwMbGBi1atICPjw+ys7Nx8+bNcjxSRERERERElUdVdQdQGZmYmKBBgwY4c+YMOnbsiNTUVCxZsgR9+/ZFeno6Tp48CWNjYzRu3BgA0KxZM2nda9euAQAGDhyotM28vDzo6ekptbVq1Ur6XVdXV+qXmJiIvLw8mJmZKfX39fUFAKnQb9GihbSsaNtPnz797ztORERERET0HmOB/ZY8P01cLpdDoVCgQYMGiIyMxKlTp6Tp4QCgra0t/V40xTs0NBQ1atRQ2maVKsoTDrS0tIqNK4SApqZmqWJ8cXvPj09ERERERERvhlPE3xJHR0ecO3cO586dg62tLQDA1tYWx48fR2RkpFKB/bzWrVsDANLT09GsWTPpJyIiAhEREaUau1mzZtDU1MSVK1eU2vv164fg4OD/vlNERERERET0Uiyw3xJbW1vk5OTg8OHDSgX2gQMHUK9ePbRt27bE9Vq3bg0HBwfMnj0bx48fR0pKCjZs2IB169ahadOmpRpbR0cHgwcPxqpVq3Ds2DEkJydj+fLliI+PR+fOnVW2j0RERERERPQ/nCL+lmhpaaFjx444ffo0zM3NATwrsAsLC6Wbm73MihUrsGLFCsyaNQsPHz5E06ZN4efnh169epV6fF9fX2hoaGD27Nl49OgRjIyMsH79erRs2RLp6ell2TUiIiIiIiIqgUzwoltSkaIp6Wmyj5CRla/maP6ndvWqcDato+4wyk1WVhZiY2NhbGyM6tWrqzuc9xbzUHEwFxUD81AxMA8VB3NRMTAPFUdFzkVRnSOXy1/bl1PEiYiIiIiIiFSABTYRERERERGRCrDAJiIiIiIiIlIBFthEREREREREKsC7iJPK6epoqDsEJRUtHiIiIiIiqpxYYJPK2bTSU3cIxQghIJPJ1B0GERERERFVYpwiTiqVm5uL7OxsdYdRDItrIiIiIiJ621hgk8rx0epERERERPQ+YoFNREREREREpAIssImIiIiIiIhUgAU2qRyvdyYiIiIiovcRC2xSKS0tLejo6Kg7jHLBa82JiIiIiOh5fEwXqVzkzUw8yi5Qdxhvla6ORoV8HBkREREREakPC2xSuUfZBcjIyld3GEREREREROWKU8SJiIiIiIiIVIAFNhEREREREZEKsMAmIiIiIiIiUgEW2GUUEREBQ0NDdYdBREREREREasYCu4xcXV1x+vRpdYdBREREREREasa7iJeRtrY2tLW11R0GERERERERqRnPYJfC/Pnz4ezsrNT26NEjKBQKhIaGKk0RNzQ0RHh4OIYPHw6FQgE7OzsEBASoZKyTJ08CAHbs2AF3d3coFAqYm5tj4MCBuHLlitTf0dERmzZtwvjx42FhYQEbGxvMmzcP+fn/e3TW6dOn0atXL8jlcvTo0QM7d+6EoaEhUlNT3+TQEBERERER0f9hgV0KHh4eSElJQXR0tNT2yy+/QE9PD1paWsX6L1q0CL169cL+/fsxePBg+Pv748KFC2Uey97eHkeOHMF3332H0aNH48CBAwgODkZOTg6+/fZbpe2sWrUKVlZW2LNnD6ZMmYKQkBDs27cPABAbGwtPT0/Y2tpi9+7dGDt2LBYtWvRfDg0RERERERH9HxbYpWBkZAQTExPs2bNHavv555/x6aefQkNDo1j/zz77DD179kSTJk3g5eUFPT09XLx4USVj1a5dG35+fujZsycaN24Mc3Nz9OnTB/Hx8UrbsbOzw9ChQ9GkSRP07t0bRkZGUgzBwcEwNTXFlClT0LJlS7i5uWHcuHH/5dAQERERERHR/2GBXUq9e/fGgQMHkJubi6SkJPz+++/o3bt3iX1btWql9FpXVxd5eXkqGcvKygomJiYIDAzEpEmT0KdPH8yfPx+FhYWljuHatWswNzdXWm5lZVXq+IiIiIiIiKg4Ftil5O7ujpycHJw4cQJ79uyBQqEoVsQWKWnauBBCJWPt3bsXn376KVJSUmBpaYmpU6di2rRpbxSDhoZGsYKciIiIiIiIyoZ3ES8lPT09dOvWDUeOHEFcXBwGDRqklrHWr1+PPn36YO7cuVLbsWPHADwroGUy2Wu3b2RkhMuXLyu1/f777yqKnoiIiIiI6P3EM9hvoHfv3jhy5AiSk5Ph5uamlrEaNWqEixcv4urVq0hOTkZwcDBCQkIAALm5uaXa9siRI3HlyhUsXboUiYmJOHLkCFavXg0ApSrQiYiIiIiIqDgW2G/A1tYWderUgbOzM/T09NQy1syZM/HBBx9g8ODB6Nu3L06cOIHFixcDgNKjul6lTZs2CAgIwMmTJ+Hu7o7Vq1dj8ODBAABNTU3V7wwREREREdF7gFPE30BWVhYePnyIPn36SG0eHh7w8PCQXl+/fr3YesePH1fJWADQpEkT/PDDD8X6u7q6vnK8H3/8Ufr98uXLaNiwofTYLuDZtd1aWlqoW7fuG8dKRERERERELLBL5eHDhzh//jwOHDiAxo0bw9bW9p0eKzY2FkuWLMGiRYtgbGyMpKQk+Pv7w83NDVWr8k+CiIiIiIjov2A1VQoFBQWYMWMG6tati5UrV/7n65S9vLwQGRn5yj7BwcEqGetV+vXrh/T0dMyfPx9paWnQ19eHm5sbvvzyS5WPRURERERE9L5ggV0KdevWRXR0dJm3M3fuXDx9+vSVfT788EOVjPUqMpkM48aNw7hx497qOERERERERO8TFtjlqEGDBuoOgYiIiIiIiN4SFtikcro6GuoO4a17H/aRiIiIiIjeDAtsUjmbVm/3EWYVhRCCzw0nIiIiIiIJn4NNKpWbm4vs7Gx1h1EuWFwTEREREdHzZEIIoe4gqHK4ePEihBDQ1NRk8alGQgjk5eUxD2rGPFQczEXFwDxUDMxDxcFcVAzMQ8VRkXORm5sLmUwGS0vL1/blFHFSmaI3QkV7Q7xvZDIZtLS01B3Ge495qDiYi4qBeagYmIeKg7moGJiHiqMi50Imk5W6xuEZbCIiIiIiIiIV4DXYRERERERERCrAApuIiIiIiIhIBVhgExEREREREakAC2wiIiIiIiIiFWCBTURERERERKQCLLCJiIiIiIiIVIAFNhEREREREZEKsMAmIiIiIiIiUgEW2EREREREREQqwAKbiIiIiIiISAVYYBMRERERERGpAAtsKrPCwkKsXr0a9vb2MDc3xxdffIGUlBR1h1WprVu3DkOGDFFqi42NxeDBg2Fubg5HR0ds3bpVaTnzpBoZGRmYNWsWOnfuDEtLSwwYMADR0dHS8nPnzsHDwwNmZmZwcXHB/v37ldbPycnB3LlzYWtrCwsLC0yaNAn3798v792oFO7du4fJkyejQ4cOsLCwwJgxY3Dz5k1pOd8T5S8xMREWFhaIiIiQ2piH8pGWlgZDQ8NiP0W5YB7K165du+Dq6gq5XA43NzccOHBAWpaamgpPT09YWlrCzs4OK1euREFBgdL6oaGhcHJygkKhwMCBA3Ht2rXy3oV3WmRkZInvB0NDQzg5OQFgHspTfn4+Vq1aBQcHB1hYWGDQoEH4448/pOWV7vNJEJWRv7+/sLGxESdOnBCxsbFi5MiRonv37iInJ0fdoVVKISEhwsjISAwePFhqu3//vrCxsRHTp08XCQkJIjw8XMjlchEeHi71YZ5UY8SIEaJHjx7iwoUL4tatW2Lu3LlCoVCImzdvioSEBCGXy8Xy5ctFQkKC2Lhxo2jbtq04e/astP60adOEs7OzuHDhgrh06ZL47LPPxKBBg9S4R++uzz//XPTt21dcunRJJCQkiPHjxws7OzuRlZXF94Qa5ObmCg8PD9GmTRuxc+dOIQQ/m8rTyZMnhVwuF2lpaeLu3bvST3Z2NvNQznbt2iXatm0rQkJCRFJSklizZo0wMjISFy9eFLm5uaJ79+5izJgx4vr16+LIkSPC2tparFq1Slo/IiJCKBQKsXv3bnHjxg0xefJkYW1tLe7du6fGvXq35OTkKL0P7t69Kw4fPiwMDQ1FeHg481DOVq9eLTp16iR+++03cfv2bTFjxgzRrl07kZaWVik/n1hgU5nk5OQICwsLERoaKrU9fPhQKBQKsXfvXjVGVvn8888/wtPTU5ibmwsXFxelAjsoKEjY2dmJvLw8qW3ZsmWie/fuQgjmSVVu374t2rRpI6Kjo6W2wsJC4ezsLFauXClmzpwp+vTpo7SOr6+vGDlypBDiWQ6NjIzEyZMnpeW3bt0Sbdq0ERcvXiyfnagkMjIyhK+vr7h+/brUFhsbK9q0aSMuXbrE94QaLFu2TAwdOlSpwGYeys/69euFu7t7icuYh/JTWFgoHBwcxMKFC5XaR44cKYKCgsTevXuFqampyMjIkJZt375dWFpaSsVC9+7dxeLFi6XleXl5okuXLiIoKKh8dqISevLkiXBwcBDTpk0TQgjmoZx9+umnYsGCBdLrR48eiTZt2ohDhw5Vys8nThGnMomLi8OTJ09ga2srtenp6aFt27a4cOGCGiOrfK5evQpNTU3s2bMHZmZmSsuio6NhbW2NqlWrSm0dOnTA7du38e+//zJPKlKnTh2sX78ecrlcapPJZJDJZMjMzER0dLTSMQae5SEmJgZCCMTExEhtRVq0aIEGDRowD2+oVq1aWLZsGdq0aQMAuH//PoKDg9GwYUMYGBjwPVHOLly4gLCwMCxcuFCpnXkoP9evX0erVq1KXMY8lJ/ExET89ddfcHd3V2rftGkTPD09ER0dDRMTE9SqVUta1qFDBzx+/BixsbG4d+8ebt++rZSLqlWron379sxFGQQFBSE7OxtTp04FAOahnOnr6+PEiRNITU1FQUEBwsLCoKWlBSMjo0r5+cQCm8rkn3/+AQA0atRIqb1+/frSMlINR0dH+Pv7o0mTJsWW/fPPP2jYsKFSW/369QEAd+7cYZ5URE9PD126dIGWlpbUdujQISQlJcHe3v6lecjOzsaDBw+QlpaGOnXqoFq1asX6MA//3cyZM2Fra4v9+/fDz88P1atX53uiHGVmZmLKlCn49ttvix1P5qH8xMfH4/79+xg0aBA6duyIAQMG4NdffwXAPJSnxMREAEBWVhZGjRoFW1tb9O3bF8ePHwfAXKhD0RewXl5eqF27NgDmobzNmDEDmpqacHJyglwux4oVK7B69Wo0bdq0UuaCBTaVSXZ2NgAoFRwAUK1aNeTk5KgjpPfS06dPS8wB8OymWszT23Hx4kVMnz4d3bt3R9euXUvMQ9Hr3NxcZGdnF1sOMA9lNWzYMOzcuRM9evSAj48Prl69yvdEOZozZw4sLCyKnbED+NlUXvLz83Hr1i08fPgQ48ePx/r162Fubo4xY8bg3LlzzEM5evz4MQBg6tSp6NGjBzZv3oxOnTrB29ubuVCTbdu2QVdXF59//rnUxjyUr4SEBOjq6iIwMBBhYWHw8PDA119/jdjY2EqZi6qv70L0ctra2gCeFQ9FvwPP3hA6OjrqCuu9o62tjdzcXKW2og+d6tWrM09vwdGjR/H111/D0tISS5cuBfDsw/7FPBS91tHRKTFPAPNQVgYGBgAAPz8/XLp0CSEhIXxPlJNdu3YhOjoae/fuLXE581A+qlatisjISGhoaEjH0dTUFDdu3MCmTZuYh3KkqakJABg1ahR69eoFADA2Nsa1a9fwww8/vFEuXuzDXPw3u3btwmeffab0t808lJ87d+5g0qRJCA4ORvv27QEAcrkcCQkJ8Pf3r5SfTzyDTWVSNF3j7t27Su13795FgwYN1BHSe6lhw4Yl5gAAGjRowDypWEhICMaPHw8HBwcEBQVJ37Q2atSoxGNcvXp16OrqomHDhsjIyCj2PxLm4c3dv38f+/fvR35+vtRWpUoVGBgY4O7du3xPlJOdO3fi3r176Nq1KywsLGBhYQEAmD17NkaPHs08lKMaNWoo/eMTAFq3bo20tDTmoRwVHa+i+0MUMTAwQGpqKnNRzuLi4pCSklJshg3zUH4uXbqEvLw8pfvXAICZmRmSkpIqZS5YYFOZGBkZoWbNmoiMjJTaMjMzce3aNVhZWakxsveLlZUVYmJilJ7feP78ebRo0QL6+vrMkwpt27YN33//PQYNGoTly5crTVlq3749oqKilPqfP38elpaWqFKlCtq1a4fCwkLpZmfAs+v10tLSmIc39O+//8LX1xfnzp2T2vLy8nDt2jW0atWK74lysnTpUvzyyy/YtWuX9AMAX375Jfz8/JiHcnLjxg1YWloqHUcA+PPPP2FgYMA8lCMTExPUqFEDly5dUmqPj49H06ZNYWVlhWvXrklTyYFnuahRowaMjIygr6+PFi1aKOUiPz8f0dHRzMV/EB0dLf2NP495KD9F11dfv35dqT0+Ph7NmzevnJ9P6r6NOb37li9fLqytrcXRo0eVnk2Xm5ur7tAqralTpyo9puvff/8VVlZWYurUqeLGjRti586dQi6Xi4iICKkP81R2t27dEiYmJsLHx6fY8zUzMzNFfHy8MDExEUuWLBEJCQli06ZNxZ6D7evrKxwdHcX58+el52A/n0sqvdGjR4vu3buLqKgocf36deHr6yusrKzEX3/9xfeEGj3/mC7moXwUFBSI3r17C1dXV3HhwgWRkJAg5s+fL0xNTcX169eZh3IWGBgoLCwsxN69e5Weg33+/Hnx9OlT4ezsLEaNGiViY2Ol5y/7+/tL64eFhQmFQiEiIiKk5y/b2Njw+cv/wfTp08Xw4cOLtTMP5aegoEAMGDBAuLi4iHPnzonExESxYsUKYWxsLP74449K+fnEApvKLD8/XyxevFh06NBBmJubiy+++EKkpKSoO6xK7cUCWwghLl26JPr16ydMTU2Fg4OD+PHHH5WWM09lt3btWtGmTZsSf6ZOnSqEEOLUqVOiR48ewtTUVLi4uIj9+/crbePJkydixowZon379qJ9+/bC19dX3L9/Xx27887LzMwUs2fPFp06dRIKhUKMHDlSxMfHS8v5nlCP5wtsIZiH8pKeni6mTZsmOnXqJORyufj888/FhQsXpOXMQ/navHmzcHR0FCYmJuLTTz8VR44ckZbdvn1bjBgxQsjlcmFnZydWrlwpCgoKlNbfuHGj6Ny5s1AoFGLgwIHi2rVr5b0LlcLo0aPFhAkTSlzGPJSfjIwMMWfOHNG1a1dhYWEhPv/8cxEZGSktr2yfTzIhhFD3WXQiIiIiIiKidx2vwSYiIiIiIiJSARbYRERERERERCrAApuIiIiIiIhIBVhgExEREREREakAC2wiIiIiIiIiFWCBTURERERERKQCLLCJiIiIiIiIVIAFNhEREVVYQgh1h0BERFRqLLCJiIhe4cqVK5g8eTK6du0KhUIBZ2dnzJw5EykpKUr9DA0N4e/vr6YoK6cdO3Zg0aJFpep76NAhDBw4UKnt6tWrMDExQXZ2NgAgNDQUvXr1KnNc58+fx8cffwxTU1OMHj26zNtTh8jISBgaGiIyMlJl28zNzYWLiwv++OMPlW2TiOhdwwKbiIjoJUJDQ9G/f3/cu3cPkyZNwoYNGzBmzBhERUWhT58+iIuLU3eIldratWuRkZHx2n737t3D3LlzMWPGDKX2mJgYGBsbQ0dHBwBw8eJFtGvXrsxxLV68GIWFhVi/fj0mT55c5u1VFlpaWvj6668xdepUPH36VN3hEBGpBQtsIiKiEsTExMDPzw8DBw7E5s2b4e7uDhsbG/Tr1w8//fQTqlWrhm+++UbdYRKeFeIKhQImJiZK7TExMUoFdUxMDCwtLcs8XkZGBiwtLdGxY0cYGhqWeXuVibOzMzQ1NfHTTz+pOxQiIrVggU1ERFSCTZs2QVdXF76+vsWW1a1bF9OmTYOTkxOysrJKXD8uLg7jxo1Dhw4dYGJiAnt7e8ybN0/pzN6ZM2fQr18/WFhYwMrKCmPHjsXNmzel5cnJyfDy8oKNjQ3MzMzw+eef49SpU6+M+88//8SwYcPQrl07WFhYYPjw4UpTdocMGYIhQ4YorfPidOGIiAgYGhri0qVL6NWrFxQKBdzd3XHw4EFpndTUVBgaGmL//v3w8vKCmZkZunbtisDAQBQWFkr9CgoKEBoaCnd3dygUCnTt2hVLly5FTk6O1GfatGkYNmwYZs+eDUtLS7i6uqJLly7466+/8PPPP8PQ0BCpqakl7u/9+/cRHh6OHj16KO2LoaEhDh48iODgYOn1nTt3MHHiREybNu2lx+/27dv48ssv0alTJ5ibm2PIkCGIiYlR2ue//voLu3bteuUU69flAXg2Bd7DwwPm5uZQKBTo2bMnDhw4IC2PiIiAXC5HdHQ0evfuDblcjo8//hjHjx/HrVu3MGzYMJiZmaFbt27Yv3+/0nqvy19J4uPj4enpCUtLS1haWsLHx6fYpRBbtmyBi4sL5HI57O3tMWfOHDx+/Fipj7u7O3744Qfk5ua+cjwiosqIBTYREdELhBA4ffo0bG1tpenFL3J1dYWPjw+qV69ebNndu3cxaNAgZGdnY+HChdiwYQPc3Nzw448/YuvWrQCAlJQUeHt7w9TUFGvXroWfnx8SExMxZswYFBYWorCwEJ6ensjOzsbixYuxZs0a1K5dG2PHjkVSUlKJMT1+/BijR49GnTp14O/vjxUrViA7OxujRo3Co0eP3vg4eHp6wsnJCQEBAWjRogUmTJhQrMCfM2cOatasCX9/f/Ts2RMBAQFYtmyZtHzWrFlYsGABnJ2dsXbtWgwaNAghISHw9vZWuoFZdHQ07ty5g8DAQEyaNAlr165FvXr10KVLF4SFhaF+/folxnj48GHk5+fDwcEBAGBiYoKwsDAEBgYCAIKCghAWFoYJEybggw8+QFhYGLy9vUvcVkJCAjw8PJCamopvv/0WS5cuhUwmw7BhwxAVFYX69esjLCxMKa4Xz5oDpctDaGgoZs2aBWdnZ6xbtw5Lly6Vplj/888/0rby8/MxadIk9O/fH2vXroWOjg6+/vpreHl5oWvXrggKCkL9+vUxdepUpfVKm78iiYmJ0uUQixYtgp+fH1JSUjBgwADcu3cPALBv3z4sWbIEgwYNwqZNm+Dj44Pdu3fj+++/V9qWi4sL0tLSEBUVVeJYRESVWVV1B0BERFTRPHjwADk5Ofjoo4/+0/rx8fEwNjbGqlWrULNmTQBAx44dcebMGURGRmLMmDG4fPkynj59Ck9PTzRo0AAA0LBhQxw7dgxZWVnIzs7GrVu34O3tjS5dugAAFAoFAgICXnpmMCEhAQ8ePMDQoUOlqdAtW7ZEWFgYnjx5Al1d3TfajyFDhsDHxwcAYG9vj169eiEwMFCKB3hW0C5duhQA0LlzZ2RlZWHLli0YO3Ys/vnnH4SHh2PSpEkYM2YMAKBTp06oX78+pkyZgl9//VXaVn5+Pr777js0bNhQ2raWlhbq1q0Lc3Pzl8Z4/vx5tGrVCjVq1AAA1KxZE+bm5jh27Bj09fWlwvvIkSMwNzd/5bYCAgKgpaWFrVu3Snnr2rUrevTogcWLFyM8PBzm5uavjas0eUhJScGoUaOUiv3GjRvDw8MDMTExcHNzAwAUFhbCy8sLffv2BQBkZmZi4sSJGDZsGEaMGAEA0NXVRe/evfHnn38qHb/S5O/5fdfR0UFwcLC077a2tnB2dsbGjRsxdepUREVF4aOPPsKgQYNQpUoVWFtbo3r16nj48KHStpo1a4ZatWrh3LlzsLOze+nxJiKqjFhgExERvUBDQwPAs+nN/4WdnR3s7OyQl5eHhIQEJCUlIT4+Hvfv30ft2rUBAGZmZqhWrRr69OkDFxcXdO7cGTY2NlAoFACAGjVqwMDAADNnzsTp06dhZ2eHzp07Y/r06S8dt3Xr1qhbty68vLzg4uICe3t7dOrU6T/fiOv5O27LZDJ069YN/v7+StPcP/vsM6V1Pv74Y2zduhW///67NL24qFgs4ubmhunTpyMyMlIq9mrXrq1UHJZWSkqK0hchQggUFBTg0qVLkMvlyM/PBwBcunQJ9vb2yM/PR5UqVVClSvFJfFFRUXBwcJAKTACoWrUq3NzcEBgYiCdPnkiF/KuUJg9F09QzMzNx69YtJCUlSdPNX/wCxcLCQvpdX18fwLO/nyJFf1OZmZlK65Umf0XOnz8Pa2traGtrS8esZs2aaN++Pc6ePQsA6NChA8LCwuDh4QFnZ2d06dIF7u7ukMlkxbb34YcfvnRaPxFRZcYCm4iI6AW1atVCjRo18Pfff7+0T1ZWFvLy8lCrVq1iywoLC7F8+XKEhoYiKysLjRo1gkKhQLVq1aQ+H330EUJCQrB+/XqEh4dj69at0NPTw8CBAzFhwgTIZDJs3rwZa9euxZEjR7Br1y5oamrC2dkZc+fOLXHcGjVqIDQ0FGvXrsWBAwcQFhYGbW1t9OzZE99++y20tLTe6Di8OC1bX18fQgilQq7o7HuRunXrAgAePnwondmsV6+eUp+qVauiTp06StPWS1O4luTx48dK0/ijoqIwdOhQ6fXzU7gvXLiA5cuXo1evXli4cGGxbT18+BAffPBBsfYPPvgAQgg8fvy4VHGWJg/JycmYNWsWzp07B01NTbRs2RJGRkYAij/7+/mCv8jLLl14XmnyVyQjIwO//PILfvnll2LLinLq6uqKwsJCbNu2DWvWrIG/vz8aN26Mr7/+Gq6ursXie/HabCKi9wELbCIiohLY2dkhMjISOTk5SoVxkf/3//4fFi1ahPDw8GLX4a5fvx7BwcGYO3cuunfvLk3N7tOnj1K/56d8x8TEICwsDEFBQTAyMsInn3yCBg0aYM6cOZg9ezbi4uJw8OBBbNiwAXXq1MHs2bNLjLtly5ZYsmQJCgoKcPnyZezevRs//fQTmjZtKj2z+cUz8y+7UVtGRoZSwfnvv/9CQ0MDtWvXxt27dwE8m07/vKLrdfX19aVCLj09HY0bN5b65OXl4cGDB6hTp06J476JFwt1ExMThIeHY8iQIZg8eTIUCgWSkpIwadIkhISEQFtb+6Xj1qpVC//++2+x9vT0dGms0npVHkaOHIkxY8ZAU1MT4eHhMDY2RtWqVZGQkIDdu3e/4RF4uVfl70W6urro2LGjNO38eVWr/u+fiz169ECPHj3w6NEjnD59Ghs2bMDkyZPRrl07pS9bMjMz8eGHH6psX4iI3hW8yRkREVEJRo4ciYyMDKxcubLYsvT0dGzevBkGBgYl3uQqJiYGBgYG6N27t1Rcp6WlIT4+XrrDdnBwMBwcHJCbmwstLS3Y2tpKN4v6+++/8fvvv6Njx464fPkyZDIZjI2NMXHiRLRp0+alZ9YPHjyIDh06ID09HRoaGrCwsMCcOXOgp6cnrVOzZs1iN8Mqukv2i44ePSr9LoTA4cOH0a5dO6Uz4c/3AYBDhw5BR0cHZmZmsLa2BgClO1wXvS4oKHjtM6lLmsb9og8//BB37tyRXtesWRP6+vrIzs6Gs7Mz5HI5ZDIZGjVqBCsrK8jl8pdeW29lZYUTJ04onXktKCjA/v37IZfLSz0D4HV5ePDgARITE9GnTx/I5XKpgP31118BQOku7GVRmvwVsba2RkJCAoyNjSGXyyGXy2Fqaorg4GAcOXIEADBhwgTpmm5dXV188skn8Pb2Rn5+vvSFS9FYaWlpSl+qEBG9L3gGm4iIqATm5ub46quvsHLlSty8eROfffYZ6tSpgxs3bmDTpk3IyckpsfgGnp2ZXrNmDdavXw9zc3MkJSVh3bp1yM3NRXZ2NoBn17MuXboUPj4+GDx4MDQ0NLB9+3ZoaWnBwcEBjRs3hra2NqZMmYLx48fjgw8+wNmzZxEbG6s0Bfp5lpaWKCwshI+PD8aMGYMaNWrgwIEDePToEbp37w4AcHBwwPHjx7FgwQI4OjoiOjoau3btKnF7ixcvRk5ODlq0aIEdO3bg5s2b2LJli1KfAwcOQF9fH126dEFUVBRCQ0MxceJEVK9eHQYGBujVqxdWr16N7OxsWFlZITY2FgEBAbCxsYG9vf0rc6Cnp4dr164hKioKCoUC2traxfp06tRJ2seiLzPi4uJQt25d6YxqXFycNP36VcaNG4dff/0VQ4cOlc4wh4SEICUlBRs3bnzt+kVelwd9fX00btwYoaGhaNiwIfT09PDbb79Jd5gv+hspq9Lkr4i3tzf69+8PT09PDBgwANWqVUNYWBiOHj2K1atXA3j2Nzt79mwsWrQInTt3RmZmJgICAtC8eXOl4xsfH49Hjx69Nr9ERJURC2wiIqKXGDt2LNq2bYvQ0FDMnz8fDx8+RKNGjdC1a1d4eXmhUaNGJa7n6emJBw8eYOvWrQgMDESjRo3Qs2dPyGQyrFu3DpmZmTAyMkJQUBACAwPh6+uLgoICmJqaYvPmzWjZsiUAYPPmzVi2bBn8/PyQmZmJ5s2b47vvvoOHh0eJ49avXx8bN27EqlWrMGPGDGRnZ6N169bw9/dHhw4dAAC9e/dGcnIyfv75Z2zfvh1WVlZYvXo1BgwYUGx7c+bMwbp165CSkoK2bdti8+bNaN++vVKfr776ClFRUQgLC0OjRo0wa9YspW35+fmhWbNm2LlzJzZs2ID69etj6NCh8Pb2fu0Z6pEjR2L+/PkYNWoUfvjhh2JjA8++MKhatSp+++036TrgFwvq69evo23btq8cC3h2c7Jt27Zh+fLlmD59OmQyGRQKBbZu3Vri2C9TmjysWbMGfn5+mDZtGrS0tGBgYIC1a9di/vz5iI6OLvas8v+iNPkrYmRkhNDQUKxYsQJTpkyBEAJt2rRBYGAgnJycAAD9+/dHXl4etm/fjm3btkFbWxu2traYPHkyNDU1pW39+uuvqFevnnQHdSKi94lMvHgnDSIiInqvRUREYPr06Th27NhLp1OnpqbCyckJCxYseGnBX16+//573LhxQzoD/L4rTf7eFiEEPv74YwwcOBDDhw8v17GJiCoCXoNNRERE7zQvLy/ExcXh8uXL6g7lvXf48GEUFBSgf//+6g6FiEgtWGATERHRO61evXqYM2cO5s+fr+5Q3mu5ublYvnw5Fi9eXOL18kRE7wNOESciIiIiIiJSAZ7BJiIiIiIiIlIBFthEREREREREKsACm4iIiIiIiEgFWGATERERERERqQALbCIiIiIiIiIVYIFNREREREREpAIssImIiIiIiIhUgAU2ERERERERkQqwwCYiIiIiIiJSgf8P31I18mXcyvcAAAAASUVORK5CYII=\n" + "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" @@ -201,14 +204,6 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -217,8 +212,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:07:49.122623800Z", - "start_time": "2023-07-11T11:06:12.215700400Z" + "end_time": "2023-07-17T14:01:41.239133600Z", + "start_time": "2023-07-17T14:00:23.307134700Z" } } } diff --git a/examples/classification_torchvision_fashion_mnist.ipynb b/examples/classification_torchvision_fashion_mnist.ipynb index f7ee929a..8548bb42 100644 --- a/examples/classification_torchvision_fashion_mnist.ipynb +++ b/examples/classification_torchvision_fashion_mnist.ipynb @@ -9,8 +9,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2023-07-11T11:02:44.807377800Z", - "start_time": "2023-07-11T11:02:42.532454500Z" + "end_time": "2023-07-17T14:00:21.562134200Z", + "start_time": "2023-07-17T14:00:20.002136500Z" } }, "outputs": [], @@ -30,8 +30,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:02:44.831376800Z", - "start_time": "2023-07-11T11:02:44.775378400Z" + "end_time": "2023-07-17T14:00:21.573136400Z", + "start_time": "2023-07-17T14:00:21.558134100Z" } } }, @@ -57,8 +57,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:02:44.957377500Z", - "start_time": "2023-07-11T11:02:44.792377600Z" + "end_time": "2023-07-17T14:00:21.655132600Z", + "start_time": "2023-07-17T14:00:21.576135400Z" } } }, @@ -90,8 +90,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:02:48.522167500Z", - "start_time": "2023-07-11T11:02:44.944377800Z" + "end_time": "2023-07-17T14:00:24.302134Z", + "start_time": "2023-07-17T14:00:21.656134300Z" } } }, @@ -108,16 +108,21 @@ " - len(train_data): 60000 \n", " - len(val_data): 10000 \n", " - log directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST \n", - " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-140248 \n", - " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassDistribution, ClassificationClassDistributionVsArea, ClassificationClassDistributionVsAreaPlot]}\n" + " - Archive directory: D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230717-170024 \n", + " - feature extractor list: {'Image Features': [ClassificationSummaryStats, ImagesResolution, ImageColorDistribution, ImagesAverageBrightness], 'Classification Features': [ClassificationClassFrequency, ClassificationClassDistributionVsArea]}\n", + "\u001B[34;1m╔\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m╗\u001B[0m\n", + "\u001B[34;1m║ \u001B[0mTo better understand how to tackle the data issues highlighted in this\u001B[34;1m ║\u001B[0m\n", + "\u001B[34;1m║ \u001B[0mreport, explore our comprehensive course on analyzing computer vision \u001B[34;1m ║\u001B[0m\n", + "\u001B[34;1m║ \u001B[0mdatasets. click here: https://hubs.ly/Q01XpHBT0 \u001B[34;1m ║\u001B[0m\n", + "\u001B[34;1m╚\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m═\u001B[0m\u001B[34;1m╝\u001B[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Analyzing... : 100%|██████████| 60000/60000 [00:56<00:00, 1064.33it/s]\n", - "Summarizing... : 100%|██████████| 2/2 [00:09<00:00, 4.52s/it]\n" + "Analyzing... : 100%|██████████| 60000/60000 [00:43<00:00, 1378.96it/s]\n", + "Summarizing... : 100%|██████████| 2/2 [00:04<00:00, 2.44s/it]\n" ] }, { @@ -134,7 +139,7 @@ "\n", "The results can be seen in:\n", " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\n", - " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230711-140248\n" + " - D:\\Develop\\GitHub\\Deci\\data-gradients\\examples\\logs\\Fashion_MNIST\\archive_20230717-170024\n" ] }, { @@ -164,7 +169,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAJICAYAAACaO0yGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAABlmUlEQVR4nO3de3zO9eP/8ee1k12bERoTyylWMtscQs6jnBNSciqaQ1IShZwiOiDHKMcklMhhKkkRUR8qPhmLZclhOecwds1m1/v3Rz/Xt32cZt72vnbtcb/ddvu63ofX9bzW6/b53p57v97vy2YYhiEAAAAAAHBLvKwOAAAAAACAJ6BgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAh+rA8A8O3bskGEY8vX1tToKAAAAAHiE9PR02Ww2RUVF3fBYrmB7EMMwXD+AlQzDUFpaGnMRboH5CHfBXIQ7YT7CXeSGuXgzHYsr2B7E19dXaWlpuueeexQQEGB1HORhKSkp+u2335iLcAvMR7gL5iLcCfMR7iI3zMW4uLgsH8sVbAAAAAAATEDBBgAAAADABBRsD2Sz2ayOgDzOZrPJbrczF+EWmI9wF8xFuBPmI9yFzWbzqIc02wx3vpscN+XyvQHh4eEWJwEAAACArMnIcCot7aLsdrvVUa7qZnoWDznzQFsTzynZkWF1DAAAAAC4riC7t2qUK2B1DNNQsD1QsiNDZ1IuWR0DAAAAwG1mk1PeylBuXezv5fRWaqqfLl68aMktC76+vvL29jZtPAo2AAAAAOQ6hgrazqmgT6q8bMq9Bduwaf/+v2UYhmXPBLjjjjsUEhJiyvtTsAEAAAAglyloO6cifhdVJLio8uXzl3LpA+t8vGzK7+8jp9MpL6+cfQa3YRhKSUnR8ePHJUnFixe/5TEp2AAAAACQi9jkVEGfVBUJLqqggoWsjnNLfLxs8reoYEtyPVjt+PHjKlq06C0vF+drugAAAAAgF/FWhrxs+ufKNW5ZQECAJCk9Pf2Wx6JgAwAAAEAuYvv/P7l1Wbi7MfPebwo2AAAAAMAtGIZhdYRbQsEGAAAAANx2c96frlpVKrle9+nxtHo987Tr9dKlS/X2229bkMw8POQMAAAAAJDjXh4yXN7/Wp393nvv6YEHHrAukAko2AAAAACAHFembDn5eHnWfeQsEQcAAAAA3NCe+N3q2+sZNa5XU43qPKDne8do185fJUmvjxyqPj2e1uqVy9Wm+UOKrl1dfXs9o98T9lxzvH8vEW/UqJGSkpK0YsUKhYWF6fDhwznxkUxHwQYAAAAAXNeF8+fVv29v3XHHHXpj/CSNfnO8Uh0Ovdi3l84nJ0uSft+7V+9Pn6JnevXRyDFv6eyZ0+oT000nT5y44fjTpk1TcHCw6tevryVLlqho0aK3+yPdFiwRBwAAAABc1/4/EnXmzGk93rGzKkdESZJKlS6jVcuXKSXlgiTp/PlkvTf5Q0VWqSpJur9SZbV7pKk+/Xih+rzQ/7rjV6xYUX5+fipcuLAiIyNv62e5ndzqCvbgwYMVFhZ23Z+b1aVLFw0ePPia+7du3XrDJQgpKSlatGjRFdtHjBihWbNmSZI2bNigffv23XQ+AAAAAHB3Ze8pr0KFCmtgv+f09thR+m79Nypy5516rt9LKlosRJJ0V4mSrnItSXcGByu8cqR2/PKzVbFznFsV7KFDh2rz5s2uH0l69dVXr9hmpqioKG3evFnFixe/5jHz5s3T3Llzr9i+adMm1a9fX0lJSerdu7dOnTplej4AAAAAsFpAQIDem/uhatepp2+/XqshA19Us0b19PbYUUpLS5MkBQdfuay7cOHCOnfubE7HtYxbLREPCgpSUFDQFduCg4Nv23v6+fndcPyrfdn53r17ZRhGrr4BHwAAAACyqlTpMho55i1lZGQoflecvvpytZYvXaISJUMlSWfOnL7inL9PnVKhQoVzOqpl3OoKdnY4HA4NHTpUtWvXVnh4uB599FF9/fXXmY65cOGChgwZomrVqqlq1aoaPHiwUlJSJF25RDw6Olpvv/22mjdvrho1aqhLly569913lZSUlOm4jRs3ql69ejp8+LAaNWokSerataumTZsmSUpMTFTv3r1Vo0YNVa1aVS+88IKSkpJcmbp06aKxY8fqpZdeUkREhOrVq6dZs2ZdtcwDAAAAgJXWf/O1mkXX1amTJ+Xt7a3wiEi9PGS4goIK6OiRI5KkQwcP6M8/El3nnDhxXHE7/6tqD9TI0nt4eeX6epr7C/aUKVO0d+9ezZo1S19++aXq1aun/v37Z7qq/PXXX6to0aJavny5xo0bpy+//FKzZ8++5pgLFy7UsGHDNGfOHM2YMUPdu3dXSEhIpqXkmzZtUr169VS8eHEtXbpU0j9PvuvevbuSkpL0xBNPyM/PTx9++KHmzZunEydOqHPnzjp//rzrfT7++GMFBQVp+fLl6t+/v6ZPn37dXAAAAABghcoRUcpwZmjQSy9o44Zv9fO2rXprzCidP5+sho0ekvTPyt+BL/bVN2vXaMO36/Tic71UoEBBtX+yc5beo0CBAoqPj9e2bduUmpp6Oz/ObeNWS8Sz4+DBgwoMDFRoaKgKFCigfv36qXr16ipYsKDrmMqVK6t//3+eWnf33Xerdu3a2rVr1zXHrF+/vh588EHX64CAAHl7e7uWkicnJ2vXrl2qVauWvL29VbjwP0seChYsqMDAQM2YMUMBAQGaMGGC/Pz8JElTp05Vo0aNtGrVKnXq1EmSVKZMGb322muy2WwqV66cEhMTtWDBAvXo0UM2W/a/cL1YQV8F+Xtn+3wAAAAAbizDJu+LNvl6e8nPO2eumd4VUkzT35utGe9O1ZujRyg1NVXl7imvce9MUa2aNfXVF7EKKV5cXZ/qpikTx8nhcKhGjVrqP/UVBRcuJEny9vqn41zO7PU/nad79+5644039Mwzz+iDDz5QtWrVcuSzmSnXFOy//vpLLVq0yLRtx44d6tGjh3r37q1atWqpcuXKql27tlq1apXpXu7SpUtnOq9gwYKZlmv/r1KlSl03y5YtW1S5cmXlz5//qvsTEhJUqVIlV7mWpODgYJUpU0YJCQmubTVq1MhUpKOiojR79mydPn3aVdqzIzz06rkAAAAA5H6pqanav/+EAvN5yz8HL6zVqBapGvPnXXWfr7dNXjabnu7aSU937XTVYwb076cB/fu5Xi9etFDS/z3zqmXLlmrZsqXJqXNWrinYRYsW1cqVK6/YHhUVpY0bN2rLli368ccftXLlSr333nuaM2eOatWqJUny9r65Sefv73/d/Rs3blT9+vWvuf9a91E7nU75+vq6Xvv4+FyxX7r5vP/rwq9r5bxw5QMGAAAAAOR+aTZfOe2llHHhjDIu+d34hBxgpF+U4cxQxvm/b+5EL295BxT0mGdR5ZqC7ePjc9Ury1OnTlXVqlXVqFEjNWrUSEOGDFGLFi20du1aV8G+Vf++ymwYhr7//nt17979qvslKSwsTLGxsUpLS3NdxT558qQOHDigjh07uo6Li4vLdN727dtVsmTJTMvbs8N54bQyzp24pTEAAAAAuKcMb7uUr6QM5yUZGdm/tdRMhvHPxUIjI/2mznOP9ObJ9Q85O3TokEaOHKkff/xRSUlJWrt2rf766y9FRUWZ9h4BAQE6e/as9u/fr507d8rX11fly5fPtF/6Z2l4cnKynnzySV24cEEvv/yy9uzZo507d6pfv34qVKhQpmXuP//8s6ZOnao///xTy5Yt06JFixQTE2NabgAAAADICW+MfFXrVn1qdQzL5fqCPXLkSNWqVUsvv/yymjRpoilTpmjgwIFq3bq1ae/x8MMPKzg4WI888oi+//571a1bN9P+QoUKqV27dho3bpymTJmikiVLauHChTp37pyeeOIJPfPMMwoODtbHH3+sAgUKuM5r1KiREhMT9cgjj+j999/XkCFD9OSTT5qWGwAAAACQc2yGpyx2z2W6dOmiEiVK6K233jJtzMtLzksn72aJOAAAAOCh0rztOlEkXKVCS8jfz/fGJ7gxm7evvPMXltPptOx7sP95aNx+lSlT5qrP47rcs8LDw284Vq6/gg0AAAAAgDugYAMAAAAAYIJc8xRxT/PRRx9ZHQEAAAAAYCKuYAMAAAAAYAIKNgAAAAB4CpuX5OWT8z+27FXLv44c1RdffJHtj7t161aFhYXp8OHD2R7DTCwRBwAAAABPYPOSV/475eVly/G3djoNOc+flAznTZ336sjXVeLuUmrWrFm23jcqKkqbN29W4cKFs3W+2SjYAAAAAOAJbF7y8rJpa+I5JTsycuxtg+zeqlGugJw2r5su2IZu7Vuj/fz8FBwcfEtjmImCDQAAAAAeJNmRoTMpl6yOcUNP935BP23/r376ZYe2bt0qm82mJk2aaOPGjTp16pSmTZumsLAwjR8/Xhs3btTff/+tAgUKqFGjRho6dKjsdru2bt2qrl276ttvv1XJkiUVHR2tTp066b///a82b94sPz8/tWrVSoMHD5aPz+2vv9yDDQAAAADIcZPfHqPIypXUrFkzLV26VJK0cOFCDRs2THPmzFFkZKQGDx6s+Ph4vfvuu1q7dq2GDBmilStXasmSJdccd8qUKapevbpiY2P1yiuvaOHChfr8889z5DNxBRsAAAAAkOPuKFhAvr6+8vf3d91DXb9+fT344IOuY2rXrq3q1asrLCxMklSyZEktXLhQCQkJ1xy3Tp066tq1qyQpNDRUH330kbZv365HH3309n2Y/4+CDQAAAABwC6VKlcr0umPHjlq/fr1WrFihP//8U/v27dPhw4dVtmzZa45Rrly5TK+DgoKUnp5+W/L+L5aIAwAAAADcgr+/v+vfTqdTvXr10pgxY+Tj46PmzZtr5syZqlKlynXH8PPzu2KbYdzaw9SyiivYAAAAAABL2HTtrxT77bfftGnTJn366aeKiIiQJKWnp+vgwYMKDQ3NqYg3hYLtgbwCC1kdAQAAAMBt4m3zlby8ZfPykc3b9/92eHlbF0qSzdtHst3cd3AHBAYoKSlJR48evWLfnXfeKR8fH61Zs0aFCxfWmTNn9P777+vEiRNKS0szK7apKNgeKDCiidURAAAAANwmqamp8tq/X96Bd8j7X0uqLwuy52zRvvx+3gEFb/rcJzt10aBBg/Too4/Kbrdn2lesWDG99dZbmjZtmhYtWqTg4GA1aNBATz/9tNavX29KdrPZjJxajI7bLi4uTmlpaapYseIVkxPISQ6HQ/v371eZMmWYi7Ac8xHugrkId8J8zN1SU1Nd//38/6dgG4Yh201eRTZDdt/X6XQqNTVV+fLlk7e3NVfgr/f7lP7pWZIUHh5+w7F4yJkH4m8msJphGHI4HMxFuAXmI9wFcxHuhPnouawo17fyvoZheNQ8pGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCrYHsuq774DLbDab7HY7cxFugfkId8FchDthPsJd2Gw2j5qHPlYHgLn8/Pxkt9utjoE8zm63q2LFilbHACQxH+E+mItwJ8xHuAsvLy/Z7XYZhmF1FFNQsD3Q1sRzSnZkWB0DAAAAwG3g5UxTIcOp86mXlGZccm232aT8fl6yeeX8QmXD6dT5NKdutid72WzK7++drYIdHR2tNm3a6Pnnn7/pc28XCrYHSnZk6EzKpRsfCAAAACDX8VWGCvoZuuQ05OX8v2Lq7SXZvLx04de1cl44nWN5vAILKTCiiZxGhjKcN3euj4fdtEzBBgAAAAAP4rxwWhnnTlgdI0/ysL8XAAAAAAByg9dHDtXTnTtk2paUlKR7771XP/zwg5YuXapWrVqpcuXKioyMVMeOHRUXF2dR2qyhYAMAAAAAclyLRx7V7l1xOnjwoGvb6tWrFRISouTkZI0ePVoxMTFas2aN5s+fr4sXL2rYsGEWJr4xCjYAAAAAIMdFVammEiVDFRsb69q2evVqtW7dWoULF9bYsWPVunVrlShRQpGRkXrssceUkJBgYeIb4x5sAAAAAECOs9lsatHqEa1evVp9+vRRfHy89u3bpxkzZqhUqVJKTEzU9OnT9ccff+jAgQPau3evnM6bfIpaDuMKNgAAAADAEi1bPaoDBw5o165dWr16tapUqaJSpUpp9erVeuSRR3To0CFVqVJFgwYN0uDBg62Oe0NcwQYAAAAAWKL4XXepRo0aWrt2rdasWaPnnntOkjRr1iw99thjGjVqlOvYb7/9VpJkGIZsNpsleW+Egg0AAAAAsEybNm00evRoOZ1ONWvWTJJUvHhxbd++Xbt371ZQUJDWr1+vhQsXSpLS0tKUL18+KyNfEwUbAAAAADyIV2ChXPV+TZo00ejRo9W4cWPlz59fkjR8+HCNGDFCnTt3lp+fn+69916NGzdO/fv3V1xcnKpVq2ZGdNPZDMMwrA4Bc1z+TrhjtpI6k3LJ4jQAAAAAbgdfpauk398qcXcp+eXzd233skkF/b1l88r5R20ZTqfOpmbIeZPt0sfLpgJ2HzmdTnlZkFuSUlNTtX//fpUpU0b+/v5X7L/cs8LDw284FlewAQAAAMADOA3pbGqGbLaMHH9vw9BNl2tPRMEGAAAAAA/hNCRRdC3jUQV78ODBWrFixXWP2bt3bw6lAQAAAADkJR5VsIcOHaoBAwa4XtepU0evvvqqmjdvbmEqAAAAAEBe4FEFOygoSEFBQVdsCw4OtigRAAAAACCvsOYxbRZZvny5HnroIY0ZM0ZVq1ZVnz59JEmJiYnq3bu3atSooapVq+qFF15QUlKS67wuXbpo8ODBmcb6321z585V48aNValSJUVHR2v69On69wPaN2zYoLZt26py5cp66KGHNHnyZKWlpbn2h4WFaerUqWrYsKHq1KmjP//88zb9FgAAAADkZq7brPlCKFOY+cVaHnUFOysOHjyo48ePa+XKlUpNTVVSUpKeeOIJPfjgg/rwww918eJFvfXWW+rcubNWr17t+h6261m/fr1mzpypSZMmqUyZMvrvf/+rV155RSVLllTr1q21adMmvfjiixoyZIgefPBBHTx4UK+//rr279+vKVOmuMZZvHixZs+erYyMDJUuXTrbn7FYQV8F+Xtn+3wAAAAAbszwkXeKTRnpF+UXGGh1mlti0TdzZZKSkiJJ8vX1veWx8lzBlqQ+ffooNDRUkjR+/HgFBARowoQJ8vPzkyRNnTpVjRo10qpVq9SpU6cbjnfw4EH5+fmpRIkSuuuuu3TXXXepaNGiuuuuuyRJ77//vh5//HF16NBBknT33Xdr1KhReuqpp3T48GGVLFlSktS6dessfbfajYSH3viPAgAAAAByryNHUnXm9En5+3opICBANpvN6kjZ45QcjjQZhpHj34NtGIZSUlJ0/Phx3XHHHfL2vvWLlHmyYP/76nBCQoIqVarkKteSFBwcrDJlyighISFL4z3yyCP67LPP1KRJE91zzz168MEH1aRJE1fBjo+P186dO7Vs2TLXOZeXISQmJroKdqlSpW71o0mSLvy6Vs4Lp00ZCwAAAID7CZR00buQjjqS3eMycHbZvOTlZ5dhGJb9keCOO+5QSEiIKWPlyYLt7+/v+ve11ts7nc7rLhG4dOmS69+FCxfWqlWrtGPHDm3ZskWbN2/WggUL9Pzzz6tv375yOp2KiYlRmzZtrhjn3w9g+3euW+G8cFoZ506YMhYAAAAA93SHTqiAzUuXvPwk5c4r2N75CykwrIVSU1NN60M3w9fX15Qr15flyYL9b2FhYYqNjVVaWprrKvbJkyd14MABdezYUdI/v/Tz58+7znE6nTp06JDrinNsbKySk5PVqVMn10PShg0bpi+//FJ9+/ZV+fLltX///kxXqLdu3aoFCxbotddeU0BAQA5+YgAAAACewstwyi8j1eoY2eZt5Je/v78Mw7CkYJstF68lMMeTTz6pCxcu6OWXX9aePXu0c+dO9evXT4UKFVKLFi0kSZGRkdqyZYs2bdqkAwcO6PXXX9e5c+dcY1y8eFFvv/22Vq5cqcOHD+vnn3/WTz/9pKioKElSjx49tHbtWr377rvav3+/fvzxRw0ZMkTJycl8hRgAAAAAeIg8fwW7ZMmSWrhwocaPH68nnnhCfn5+ql27tsaPH68CBQpIkrp3766DBw+qX79+8vPz02OPPaYWLVq4lpe3b99eZ86c0YwZM3TkyBEVLFhQTZo00cCBAyVJTZs21aRJkzRz5ky9//77uuOOOxQdHe3aDwAAAADI/WyGmV/6BUvFxcVJkkon7+YebAAAAABuz7tAsIIe7CCHwyG73W51nKu63LOy8o1PeX6JOAAAAAAAZqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJvCxOgDM5xVYyOoIAAAAAHBDntZdKNgeKDCiidURAAAAACBLnBkZVkcwDUvEPUxaWpocDofVMZDHORwOxcfHMxfhFpiPcBfMRbgT5iPchcPh0K7du2UYhtVRTEHB9kCeMjmRexmGIYfDwVyEW2A+wl0wF+FOmI9wF4ZhKD093eoYpqFgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgeyCbzWZ1BORxNptNdruduQi3wHyEu2Auwp0wH+EubDabfH19rY5hGpvBl995jLi4OElSeHi4xUkAAAAAIGsyMpxKS7sou91udZSrupme5XO7wyDnbU08p2RHhtUxAAAAAOC6guzeqlGugNUxTEPB9kDJjgydSblkdQwAAAAAyFO4BxsAAAAAABNQsAEAAAAAMAEFGwAAAAAAE1CwAQAAAAAwAQUbAAAAAAATULABAAAAADABBRsAAAAAABNQsAEAAAAAMAEFGwAAAAAAE1CwAQAAAAAwAQUbAAAAAAATULABAAAAADABBRsAAAAAABPk+oIdHR2tsLAw18+9996rKlWqqHPnzvrpp5+yNMby5csVFhaWacxp06bdrsgAAAAAAA+U6wu2JHXv3l2bN2/W5s2btWnTJn3yySfKnz+/YmJi9Ndff1kdDwAAAACQB3hEwQ4ICFBwcLCCg4NVtGhRVahQQaNGjVJqaqrWrVtndTwAAAAAQB7gEQX7anx8fCRJfn5+V13yfTPLwHfs2KGuXbuqatWqqlGjhoYMGaLTp09LkqZNm6Y6derI6XS6jnc4HIqKitLSpUslSYmJierRo4eioqJUp04dDRgwQCdOnHAd36VLFw0fPlzt27dXtWrVFBsbe0ufHQAAAACQ83ysDnA7HDt2TG+88YYCAgJUv359zZ49O9tj7dy5U126dNETTzyhkSNH6sSJExo9erSeeeYZLV26VI8++qimT5+urVu3qlatWpKkb775RoZhqFmzZjp27Jg6duyoVq1aafDgwXI4HJo2bZqeeOIJff755woICJAkLV26VOPHj1dYWJiCg4Nv6fMXK+irIH/vWxoDAAAAAG63gHyedc3XIwr2zJkzNW/ePEnSpUuXlJaWpnLlymny5Mm66667bmnsefPmKSwsTMOHD5cklStXThMnTlTr1q21efNm1a9fX9WrV1dsbKyrYK9evVqNGzdW/vz5NWfOHIWEhGjYsGGuMSdPnqyaNWvqq6++Utu2bSVJ9913n1q1anVLWS8LD81vyjgAAAAAcLsZhlM2m83qGKbwiILdoUMHdenSRZLk5eWlO+64Q0FBQaaMnZCQoNq1a2fadu+99yooKEh79+5V/fr11a5dO73++ut67bXXdOHCBW3ZssV11Tw+Pl6///67oqKiMo1x8eJFJSYmul6XKlXKlLySdOHXtXJeOG3aeAAAAABwO3gFFlJgRBMZhmF1FFN4RMEuWLDgTRfUS5cuZem4a/2HNgxDvr6+kqSHH35Yo0aN0oYNG3Ty5EkFBwerZs2akiSn06maNWtq5MiRV4zx7z8C+Pv731T+63FeOK2McydufCAAAAAAwDSeteD9Gnx9fXX+/HnX6/Pnz+vUqVNZOjcsLEy//PJLpm179uzR+fPnVa5cOUn/PMW8WbNm+vrrr/XFF1+odevW8vL651dbvnx5JSYmqnjx4ipVqpRKlSqlggUL6o033lBCQoJJnxAAAAAAYLU8UbAjIyP15Zdfavv27dq3b59effVVeXtn7SFg3bp10969e/X6668rMTFRW7du1cCBA1WxYkXXPdeS1LZtW23YsEH//e9/XfdVS1LHjh2VnJysgQMHas+ePdqzZ4/69++vuLg4VahQwfTPCgAAAACwhkcsEb+Rl156SWfOnFG3bt0UFBSk7t2769y5c1k6NyIiQnPmzNHkyZP16KOPKn/+/GrcuLEGDBjgWiIuSdWqVVNwcLCKFCmSabl6aGioFi5cqHfeeUdPPvmkvL29VaVKFS1YsECFCxc2/bMCAAAAAKxhMzzlbnIoLi5OklQ6eTf3YAMAAABwe94FghX0YAc5HA7Z7Xar41zV5Z4VHh5+w2PzxBJxAAAAAABuNwo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAh+rA8B8XoGFrI4AAAAAADfkad2Fgu2BAiOaWB0BAAAAALLEmZFhdQTTsETcw6SlpcnhcFgdA3mcw+FQfHw8cxFugfkId8FchDthPsJdOBwO7dq9W4ZhWB3FFBRsD+QpkxO5l2EYcjgczEW4BeYj3AVzEe6E+Qh3YRiG0tPTrY5hGgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgq2B7LZbFZHQB5ns9lkt9uZi3ALzEe4C+Yi3AnzEe7CZrPJ19fX6himsRl8+Z3HiIuLkySFh4dbnAQAAAAAsiYjw6m0tIuy2+1WR7mqm+lZPrc7DHLe1sRzSnZkWB0DAAAAAK4ryO6tGuUKWB3DNBRsD5TsyNCZlEtWxwAAAACAPIV7sAEAAAAAMAEFGwAAAAAAE1CwAQAAAAAwAQUbAAAAAAATULABAAAAADABBRsAAAAAABNQsAEAAAAAMAEFGwAAAAAAE1CwAQAAAAAwAQUbAAAAAAATULABAAAAADABBRsAAAAAABP4WB3AatHR0UpKSnK99vX11Z133qn69eurX79+Kly4sIXpAAAAAAC5RZ4v2JLUvXt3de/eXZKUmpqqhIQEjR8/Xp07d9aSJUsUFBRkcUIAAAAAgLtjibikgIAABQcHKzg4WKGhoWrUqJHmzZunI0eOaM6cOVbHAwAAAADkAhTsa7jrrrv00EMP6YsvvpAkhYWFaerUqWrYsKHq1KmjP//8U2lpaRo/frzq1q2rqKgoPf7449q8ebNrjIyMDI0fP17169dXpUqV1LRpU3388ceu/adOndILL7ygGjVqqHLlyurQoYO2bduW458VAAAAAHDrWCJ+HRUqVNCqVat04cIFSdLixYs1e/ZsZWRkqHTp0howYIASExM1YcIEFStWTBs2bFDv3r317rvvqkGDBlq8eLG++uorTZo0ybX/tddeU/ny5VWtWjW99tprSktL08KFC+Xn56f3339fffr00aZNmxQQEGDxpwcAAAAA3AwK9nUUKFBAknT+/HlJUuvWrRUeHi5JOnDggD7//HOtXLlS9913nySpW7du2rNnj+bOnasGDRro4MGDCggIUMmSJVW0aFF17txZZcuWVZkyZSRJBw8eVIUKFRQaGip/f38NHTpUrVq1kre39y3lLlbQV0H+tzYGAAAAANxuAfk8a1E1Bfs6kpOTJUn58+eXJJUqVcq1Lz4+XpLUsWPHTOekp6e7inmnTp30zTffqH79+rrvvvtUu3ZttWjRQkWKFJEk9e3bVy+//LLWrl2rqlWrqk6dOmrZsqXy5ct3S7nDQ/Pf0vkAAAAAkFMMwymbzWZ1DFNQsK9j9+7dKl26tAIDAyVJ/v7+rn2GYUiSFi1a5Np/mZfXP3+FKV26tL7++mtt27ZNW7Zs0XfffafZs2frzTffVJs2bfTQQw/p+++/1/fff68ffvhBH3zwgd599119+umnKl++fLZzX/h1rZwXTmf7fAAAAADICV6BhRQY0cTVr3I7CvY1HD16VN9++6169Ohx1f2XC/CJEydUsWJF1/ZJkybJy8tL/fr104IFC1SkSBG1aNFCtWvX1iuvvKJu3brpyy+/VIsWLfTOO++odevWat68uZo3b67U1FTVrl1b33333S0VbOeF08o4dyLb5wMAAAAAbp5nLXjPppSUFJ04cUInTpzQoUOH9M033ygmJkYlS5ZUt27drnpO+fLl1bBhQ40cOVLr16/XoUOHNHv2bM2cOVN33323JOnvv//W6NGj9e233yopKUnff/+9fvvtN0VFRcnPz09xcXEaPny4/vvf/+rw4cNavny5UlJSFBUVlZMfHwAAAABgAq5gS5o3b57mzZsnSfL19VXx4sXVvHlzde/e/Yrl3/82adIkTZo0SSNGjNDZs2d19913a+zYsWrTpo2kf+6xTk9P15gxY3TixAkFBwfrySefVK9evVznv/nmm3r22WeVnJyssmXLasKECapWrdrt/9AAAAAAAFPZDE9Z7A7FxcVJkkon72aJOAAAAAC3510gWEEPdpDD4ZDdbrc6zlVd7lmXv1HqelgiDgAAAACACSjYAAAAAACYgIINAAAAAIAJKNgAAAAAAJiAgg0AAAAAgAko2AAAAAAAmICCDQAAAACACSjYAAAAAACYgIINAAAAAIAJKNgAAAAAAJiAgg0AAAAAgAko2AAAAAAAmICCDQAAAACACXysDgDzeQUWsjoCAAAAANyQp3UXCrYHCoxoYnUEAAAAAMgSZ0aG1RFMwxJxD5OWliaHw2F1DORxDodD8fHxzEW4BeYj3AVzEe6E+Qh34XA4tGv3bhmGYXUUU1CwPZCnTE7kXoZhyOFwMBfhFpiPcBfMRbgT5iPchWEYSk9PtzqGaSjYAAAAAACYgIINAAAAAIAJKNgAAAAAAJiAgg0AAAAAgAko2AAAAAAAmICCDQAAAACACSjYAAAAAACYgILtgWw2m9URkMfZbDbZ7XbmItwC8xHugrkId8J8hLuw2Wzy9fW1OoZpbAbfLu8x4uLiJEnh4eEWJwEAAACArMnIcCot7aLsdrvVUa7qZnqWz+0Og5y3NfGckh0ZVscAAAAAgOsKsnurRrkCVscwDQXbAyU7MnQm5ZLVMQAAAAAgT+EebAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQU7Cy4dOmSPvzwQ7Vt21ZRUVGqWbOmunfvrv/85z+mvs9ff/2lL774wtQxAQAAAAA5g4J9AxcvXlTXrl01f/58denSRStWrND8+fNVrlw5devWTatXrzbtvQYNGqTvv//etPEAAAAAADnHx+oA7m7KlCnau3evPv/8cxUvXty1fejQoTp//rzGjBmj6OhoBQYGWpgSAAAAAGA1rmBfR3p6uj777DO1bds2U7m+7MUXX9Ts2bPl7++vM2fOaNSoUapfv74qV66sDh06aOvWra5jnU6nZs6cqSZNmqhSpUqqUqWKYmJidPDgQUlSly5dtG3bNq1YsULR0dE59hkBAAAAAObgCvZ1HDp0SGfOnFGVKlWuur9YsWIqVqyYMjIy1L17d6Wnp2v8+PEqXLiwFixYoGeeeUaLFy9W5cqVtWDBAs2dO1dvv/22KlSooIMHD2r48OF66623NGPGDE2bNk29e/dWSEiIRowYcUu5ixX0VZC/9y2NAQAAAAC3W0A+z7rmS8G+jrNnz0qSChYseN3jNm/erN27d2v16tWqUKGCJGnUqFGKi4vT3LlzNWXKFN199916++231bBhQ0lSiRIl1LRpU3311VeSpDvuuEO+vr7y9/dX4cKFbyl3eGj+WzofAAAAAHKKYThls9msjmEKCvZ1XC66Z86cue5xCQkJCgoKcpVrSbLZbKpWrZo2b94sSYqOjtavv/6qKVOmaP/+/dq/f7/27dunYsWKmZ77wq9r5bxw2vRxAQAAAMBMXoGFFBjRRIZhWB3FFBTs6wgNDdWdd96p7du3q3nz5lfsT0xM1NixY6+5hNwwDPn4/PMrnjVrlqZPn642bdqoVq1aevrpp/Xtt9/elq/lcl44rYxzJ0wfFwAAAABwbZ614N1kXl5eeuyxx7R8+XIdOXLkiv1z5sxRXFycKlWqpOTkZCUkJLj2GYahX375Rffcc48k6f3339dzzz2n1157TU888YQiIyP1559/esxfagAAAAAgr6Ng30Dv3r1VunRpdezYUStXrtTBgwe1c+dODRkyRCtXrtTrr7+uunXr6r777tOAAQO0bds2JSYmavTo0UpISNBTTz0lSSpevLi2bNmiffv26Y8//tCkSZP09ddfKy0tzfVegYGBSkpK0tGjR636uAAAAACAbLIZXEK9oZSUFM2bN09r1qzRX3/9JX9/f1WsWFHPPvusqlWrJkn6+++/9fbbb2vDhg1KS0tTpUqV1K9fP1WvXl2StHv3bo0ePVp79uxRYGCgIiIiVL9+fb322mtav3697rrrLn333XcaNGiQDMPQjz/+KG/vm3sSeFxcnCSpdPJulogDAAAAcHveBYIV9GAHORwO2e12q+Nc1eWeFR4efsNjKdgehIINAAAAIDfxtILNEnEAAAAAAEyQ7aeIHzp0SGlpaSpXrpySk5M1efJkJSUlqWnTpnr00UdNjAgAAAAAgPvL1hXsjRs3qlmzZlq2bJkkacSIEfrkk0907NgxDRkyREuXLjU1JAAAAAAA7i5bBfu9995TnTp19Nxzz+ncuXNat26devbsqRUrVqhnz55asGCB2TkBAAAAAHBr2SrYe/bs0VNPPaX8+fNr06ZNysjIUJMmTSRJtWvX1oEDB0wNCQAAAACAu8tWwc6XL58uXbokSdq8ebOKFCmie++9V5J08uRJFShQwLyEAAAAAADkAtl6yFmVKlU0b948nTt3TmvXrlWbNm0kSbt27dK7776rKlWqmBoSAAAAAAB3l60r2K+++qqOHj2qAQMGqESJEnr22WclSb169dLFixc1cOBAU0MCAAAAAODusnUFOzQ0VF9++aVOnTqlO++807V9+vTpqlixovz8/EwLCAAAAABAbpCtK9iSZLPZFBAQ4Hq9du1a7dixQ0eOHDElGAAAAAAAuUm2CvYff/yhhx56SLNmzZIkTZ48WS+++KLefvttPfLII/rll19MDQkAAAAAgLvLVsGeMGGCfHx81KhRI6WlpWnx4sVq1qyZfv75Z9WtW1eTJ082OSYAAAAAAO4tWwX7559/1oABAxQeHq5t27YpOTlZTzzxhPLnz68OHTpo165dZucEAAAAAMCtZeshZ+np6a7vut60aZPsdruqVq0qScrIyJCPT7aGhUm8AgtZHQEAAAAAbsjTuku2mnCFChX09ddfq0yZMvrqq69Up04d+fj4KD09XYsWLVKFChXMzombEBjRxOoIAAAAAJAlzowMqyOYJltLxF944QUtW7ZM9erV09mzZ9WjRw9JUpMmTfSf//xHzz33nKkhkXVpaWlyOBxWx0Ae53A4FB8fz1yEW2A+wl0wF+FOmI9wFw6HQ7t275ZhGFZHMUW2rmDXrl1bq1evVlxcnCIiIlSiRAlJ0lNPPaWaNWsqLCzM1JC4OZ4yOZF7GYYhh8PBXIRbYD7CXTAX4U6Yj3AXhmEoPT3d6himyfbN0qGhoQoNDc207amnnpIknT9/Xvnz57+1ZAAAAAAA5CLZKthpaWn68MMPtW3bNqWlpbn+8mUYhlJSUrRv3z79+uuvpgYFAAAAAMCdZatgjxs3TgsXLlSFChX0999/K1++fCpcuLASEhKUnp6uvn37mp0TAAAAAAC3lq2HnH399dfq1q2bYmNj1blzZ1WqVElLly7V119/rRIlSsjpdJqdEwAAAAAAt5atgv3333+rXr16kv75yq64uDhJUrFixdSzZ099+eWX5iUEAAAAACAXyFbBDgoKUlpamiSpVKlSOnLkiM6fPy9JKl26tI4cOWJeQgAAAAAAcoFsFexq1arpo48+ksPhUKlSpWS32/XNN99Iknbs2METxC1ms9msjoA8zmazyW63MxfhFpiPcBfMRbgT5iPchc1mk6+vr9UxTGMzsvHld3v37lWnTp1033336aOPPtKECRP04Ycfqnz58tq7d6+efPJJDRs27HbkxXVcXqofHh5ucRIAAAAAyJqMDKfS0i7KbrdbHeWqbqZnZesp4mFhYVqzZo0SEhIkSQMGDFD+/Pm1fft2RUdHq2fPntkZFibZmnhOyY4Mq2MAAAAAwHUF2b1Vo1wBq2OYJlsFW5KCg4MVHBws6Z/L+r179zYtFG5NsiNDZ1IuWR0DAAAAAPKULBfsd999N8uD2mw2Pffcc9kKBAAAAABAbkTBBgAAAADABFku2Hv27HH92+FwXHEDenx8vCpWrGheMgAAAAAAcpGb+pquvXv3ql27dpo/f36m7efOndNjjz2m1q1ba//+/WbmAwAAAAAgV8hywT58+LC6du2qkydPqkyZMpn2+fr66pVXXtGZM2fUsWNHHTt2zPSgAAAAAAC4sywX7FmzZumOO+7QihUr1LRp00z77Ha7nn76aS1btkz58uXTzJkzTQ8KAAAAAIA7y3LB/vHHHxUTE6PChQtf85jg4GB1795dW7ZsMSUcAAAAAAC5RZYL9vHjx1W6dOkbHlehQgUdPXr0VjIBAAAAAJDrZLlgFy5cWMePH7/hcadPn1bBggVvKRQAAAAAALlNlgt29erVtXz58hset3LlSr6uCwAAAACQ52S5YHfp0kVbt27VW2+9pYsXL16xPy0tTePGjdOmTZvUqVMnU0MCAAAAAODufLJ6YHh4uIYMGaI33nhDq1atUq1atVSyZEllZGTor7/+0tatW3X69Gn169dPdevWvZ2ZAQAAAABwO1ku2JLUqVMn3XvvvZo7d66+/fZb15XswMBA1alTR927d1dERMRtCXqrYmNjtXDhQiUkJMhms6ls2bJq3769OnTocFvfNzo6Wm3atNHzzz9/W44HAAAAALiHmyrYklS1alVVrVpVkvT333/Lx8dHBQoUMD2YmZYtW6axY8dq6NChqlq1qgzD0JYtWzRmzBidPHlSffv2tToiAAAAACCXu+mC/W/X+05sd7J48WK1a9dOjz32mGtb2bJldezYMS1YsICCDQAAAAC4ZVl+yFlu5uXlpR07dujs2bOZtvfs2VNLliyRJP3111/q37+/atWqpfvvv1/16tXT+PHj5XQ6JUnLly/XQw895Pq/lSpVUtu2bfXLL7+4xktOTtagQYNUrVo11axZUx988MEVWZYuXapWrVqpcuXKioyMVMeOHRUXF3cbPz0AAAAAICfkiYIdExOj+Ph41atXTz179tSsWbO0c+dOBQUFqUyZMpKkZ599VsnJyfrggw/01VdfqXv37pozZ47Wr1/vGufIkSP65JNPNH78eK1YsUJ2u12DBw+WYRiSpBdffFE7d+7U+++/rw8++EDfffedkpKSXOevW7dOo0ePVkxMjNasWaP58+fr4sWLGjZsWM7+QgAAAAAAprulJeK5RdOmTRUSEqIFCxZoy5Yt2rhxoySpdOnSeuONN3T//ferdevWatasmYoXLy5JevrppzV79mzt3btXjRs3liSlp6dr1KhRuu+++yRJ3bp103PPPacTJ07o/Pnz2rx5s+bPn69q1apJkt555x01bNjQleOOO+7Q2LFj9cgjj0iSSpQooccee0yjR4829fMWK+irIH9vU8cEAAAAALMF5POsa755omBLUmRkpCIjI+V0OrVnzx5t3LhRCxcuVI8ePbRu3Tp17txZX331lXbu3KkDBw5o7969OnnypGuJ+GXlypVz/TsoKEjSP8U7ISFB0j9fZ3bZnXfeqdDQUNfr6tWrKzExUdOnT9cff/zhep//fY9bFR6a39TxAAAAAOB2MQynbDab1TFM4fEF++jRo5o5c6Z69eqlkJAQeXl5qWLFiqpYsaIaN26sli1batOmTfroo4+Umpqqpk2bqk2bNqpcubI6dep0xXh+fn5XbDMMwzUh/rcs+/j836949erVGjx4sFq1aqUqVaqoQ4cOSkhIMP0K9oVf18p54bSpYwIAAACA2bwCCykwoonrttvczuMLtp+fn5YuXarixYurZ8+emfZd/nqxpKQk7d69W1u2bNGdd94pSTpz5oxOnTqV5f/Ql5eNb9++XQ0aNJAknTt3TgcPHnQdM2vWLD322GMaNWqUa9u3334rKXNJv1XOC6eVce6EKWMBAAAAALLG4wt24cKFFRMToylTpujChQtq2rSp8ufPr3379mnGjBmqUaOG6tWrp2nTpik2NlZNmjTRkSNHNHHiRKWnpystLS1L73P33XeradOmGj16tPz8/HTnnXdq4sSJmc4vXry4tm/frt27dysoKEjr16/XwoULJUlpaWnKly/fbfkdAAAAAABuP48v2NI/T/cuXbq0Pv30Uy1atEipqam666671KxZM/Xq1UsBAQEaMmSI5s+fr8mTJ6tYsWJq3ry5ihcvflNfofX222/r7bffVv/+/eV0OvXEE0/o77//du0fPny4RowYoc6dO8vPz0/33nuvxo0bp/79+ysuLs71cDQAAAAAQO5jMzxlsTtcfwwonbybJeIAAAAA3J53gWAFPdhBDodDdrvd6jhXdbln/fuB1tfiWc9EBwAAAADAIhRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABM4GN1AJjPK7CQ1REAAAAA4IY8rbtQsD1QYEQTqyMAAAAAQJY4MzKsjmAaloh7mLS0NDkcDqtjII9zOByKj49nLsItMB/hLpiLcCfMR7gLh8OhXbt3yzAMq6OYgoLtgTxlciL3MgxDDoeDuQi3wHyEu2Auwp0wH+EuDMNQenq61TFMQ8EGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMH2QDabzeoIyONsNpvsdjtzEW6B+Qh3wVyEO2E+wl3YbDb5+vpaHcM0NoMvv/MYcXFxkqTw8HCLkwAAAABA1mRkOJWWdlF2u93qKFd1Mz3L53aHQc7bmnhOyY4Mq2MAAAAAwHUF2b1Vo1wBq2OYhoLtgZIdGTqTcsnqGAAAAACQp3APNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKdhbFxsbq8ccfV2RkpKKiotSuXTt98sknrv3R0dGaNm3aNc9fvny5wsLCrvsep0+f1tKlS03LDAAAAADIOT5WB8gNli1bprFjx2ro0KGqWrWqDMPQli1bNGbMGJ08eVJ9+/a94RjNmzdX3bp1r3vMuHHjdPjwYbVv396s6AAAAACAHELBzoLFixerXbt2euyxx1zbypYtq2PHjmnBggVZKtj+/v7y9/e/7jGGYdxyVgAAAACANVgingVeXl7asWOHzp49m2l7z549tWTJEtfrEydOqG/fvoqMjFSNGjX05ptvKiMjQ9KVS8TDwsI0depUNWzYUHXq1NGAAQO0YsUKbdu27YZLyQEAAAAA7ocr2FkQExOj/v37q169eqpRo4aqVaummjVrKjw8XAUKFHAdt2zZMg0aNEiDBg3S1q1bNXToUJUvXz7Tle9/W7x4sWbPnq2MjAyVK1dOGRkZOnr06HXv5QYAAAAAuCcKdhY0bdpUISEhWrBggbZs2aKNGzdKkkqXLq033nhDVatWlSQ9/PDDeuqppyRJoaGhWrBggXbt2nXNgt26dWuFh4e7Xvv7+8vX11fBwcG3lLdYQV8F+Xvf0hgAAAAAcLsF5POsRdUU7CyKjIxUZGSknE6n9uzZo40bN2rhwoXq0aOH1q1bJ+mfwv1vBQsW1MWLF685ZqlSpW5L1vDQ/LdlXAAAAAAwm2E4ZbPZrI5hCgr2DRw9elQzZ85Ur169FBISIi8vL1WsWFEVK1ZU48aN1bJlS/3000+SJG/vK68aX+/BZTd66Fl2Xfh1rZwXTt+WsQEAAADALF6BhRQY0cRjHvhMwb4BPz8/LV26VMWLF1fPnj0z7bt8//Wdd95pynuZ9Vcb54XTyjh3wpSxAAAAAABZQ8G+gcKFCysmJkZTpkzRhQsX1LRpU+XPn1/79u3TjBkzXA89M0NAQICOHz+uQ4cOKTQ01JQxAQAAAAA5g4KdBS+++KJKly6tTz/9VIsWLVJqaqruuusuNWvWTL169TLtfR599FGtW7dOLVu21Ndff61ixYqZNjYAAAAA4PayGZ6y2B2Ki4uTJJVO3s0ScQAAAABuz7tAsIIe7CCHwyG73W51nKu63LP+/Q1Q1+JZz0QHAAAAAMAiFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEPlYHgPm8AgtZHQEAAAAAbsjTugsF2wMFRjSxOgIAAAAAZIkzI8PqCKZhibiHSUtLk8PhsDoG8jiHw6H4+HjmItwC8xHugrkId8J8hLtwOBzatXu3DMOwOoopKNgeyFMmJ3IvwzDkcDiYi3ALzEe4C+Yi3AnzEe7CMAylp6dbHcM0FGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwfZANpvN6gjI42w2m+x2O3MRboH5CHfBXIQ7YT7CXdhsNvn6+lodwzQ2g2+X9xhxcXGSpPDwcIuTAAAAAEDWZGQ4lZZ2UXa73eooV3UzPcvndodBztuaeE7JjgyrYwAAAADAdQXZvVWjXAGrY5iGgu2Bkh0ZOpNyyeoYAAAAAJCncA82AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAo8o2LGxsXr88ccVGRmpqKgotWvXTp988kmOZli+fLnCwsJy9D0BAAAAAO7Dx+oAt2rZsmUaO3ashg4dqqpVq8owDG3ZskVjxozRyZMn1bdvX6sjAgAAAADygFxfsBcvXqx27drpsccec20rW7asjh07pgULFlCwAQAAAAA5ItcvEffy8tKOHTt09uzZTNt79uypJUuWSJKio6M1d+5cPf/884qKilKNGjU0ZswYXbp0yXX89u3b1alTJ1WuXFkNGjTQqFGjdP78edf+v/76S/3791etWrV0//33q169eho/frycTudVc3311VeqVKmSa6m6YRiaPXu2GjVqpIiICLVu3VqxsbGu47du3aqKFStq1qxZqlGjhtq2bXvNsQEAAAAA7ifXX8GOiYlR//79Va9ePdWoUUPVqlVTzZo1FR4ergIFCriOmzJligYOHKhXXnlF27Zt09ChQ1WpUiU9+uij2rNnj7p166Znn31WY8eO1cmTJzVu3Dh1795dS5Yskc1m07PPPqvg4GB98MEHCgwM1Lfffqs333xTUVFRaty4caZM33zzjV5++WWNHDlS7du3lyRNmjRJn3/+uUaMGKGyZcvqp59+0muvvabk5GR16tRJkpSRkaGNGzdqyZIlcjgc8vLK3t8/ihX0VZC/dzZ/owAAAACQMwLy5fprvpnk+oLdtGlThYSEaMGCBdqyZYs2btwoSSpdurTeeOMNVa1aVZJUp04dde3aVZIUGhqqjz76SNu3b9ejjz6quXPnqnbt2urdu7fr3HfeeUeNGzfWtm3bXFecmzVrpuLFi0uSnn76ac2ePVt79+7NVLC/++47vfTSSxo1apTatm0rSUpJSdH8+fM1ceJENWjQQJJ09913KykpSXPnznUVbEnq3r27SpcufUu/k/DQ/Ld0PgAAAADkFMNwymazWR3DFLm+YEtSZGSkIiMj5XQ6tWfPHm3cuFELFy5Ujx49tG7dOklSuXLlMp0TFBSk9PR0SVJ8fLwOHDigqKioK8ZOTExUjRo11LlzZ3311VfauXOnDhw4oL179+rkyZNXLOPu16+f0tLSVLJkSde2ffv26eLFixowYECmq9KXLl1SWlqaUlNTXdtutVxL0oVf18p54fQtjwMAAAAAt5NXYCEFRjSRYRhWRzFFri7YR48e1cyZM9WrVy+FhITIy8tLFStWVMWKFdW4cWO1bNlSP/30kyTJz8/vivMv/0d0Op1q1aqV6wr2vxUuXFgpKSnq3LmzUlNT1bRpU7Vp00aVK1fOdOX5sjFjxmjdunUaOnSoYmNjZbfbXe8zefJklS1b9opz/p0tX7582ftl/IvzwmllnDtxy+MAAAAAALIuVy949/Pz09KlSzM9LOyyy/df33nnnTccp3z58tq3b59KlSrl+rl06ZLefPNNHTlyRJs3b9bu3bu1YMECvfDCC2revLny58+vU6dOXfGXllatWmn48OE6c+aMJk6cKOmfp5r7+Pjor7/+yvQeGzdu1Ny5c7N9rzUAAAAAwH3k6mZXuHBhxcTEaMqUKZo0aZJ+++03HTp0SBs2bFDfvn1dDz27ke7duys+Pl6jRo1SYmKiduzYoQEDBujPP/9U6dKlFRISIkmKjY1VUlKSfv75Z/Xp00fp6elKS0u7Yrzg4GC9/PLLWrhwoX755RcFBQWpQ4cOmjJlilatWqVDhw5p2bJlGj9+vIoWLWr67wUAAAAAkPNy9RJxSXrxxRdVunRpffrpp1q0aJFSU1N11113qVmzZurVq1eWxoiMjNScOXM0ZcoUtWnTRgEBAapVq5YGDRokPz8/Va5cWUOGDNH8+fM1efJkFStWTM2bN1fx4sUVFxd31THbt2+v2NhYvfrqq1q1apWGDBmiQoUKacqUKTp+/LiKFy+uF154QTExMWb+OgAAAAAAFrEZnnI3OVxlv3Tybu7BBgAAAOD2vAsEK+jBDnI4HLLb7VbHuarLPSs8PPyGx+bqJeIAAAAAALgLCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACH6sDwHxegYWsjgAAAAAAN+Rp3YWC7YECI5pYHQEAAAAAssSZkWF1BNOwRNzDpKWlyeFwWB0DeZzD4VB8fDxzEW6B+Qh3wVyEO2E+wl04HA7t2r1bhmFYHcUUFGwP5CmTE7mXYRhyOBzMRbgF5iPcBXMR7oT5CHdhGIbS09OtjmEaCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCrYHstlsVkdAHmez2WS325mLcAvMR7gL5iLcCfMR7sJms8nX19fqGKaxGXz5nceIi4uTJIWHh1ucBAAAAACyJiPDqbS0i7Lb7VZHuaqb6Vk+tzsMct7WxHNKdmRYHQMAAAAArivI7q0a5QpYHcM0FGwPlOzI0JmUS1bHAAAAAIA8hXuwAQAAAAAwAQUbAAAAAAATULABAAAAADABBRsAAAAAABNQsAEAAAAAMAEFGwAAAAAAE1CwAQAAAAAwAQUbAAAAAAATULABAAAAADABBRsAAAAAABNQsAEAAAAAMAEFGwAAAAAAE/hYHSA3io6OVlJSkuu1r6+vSpQoofbt2ysmJsbCZAAAAAAAq1Cws6l79+7q3r27JCk1NVU7d+7UsGHDZLfb1alTJ4vTAQAAAAByGgU7mwICAhQcHOx6HRoaqq1bt+qzzz6jYAMAAABAHsQ92Cby9/d3/fvs2bMaNmyY6tatq/vvv1+1atXSsGHD5HA4XMfs2rVLnTp1UkREhBo1aqTY2FhVrFhRW7dutSI+AAAAAOAWcAXbJDt37tTnn3+u559/XpI0ePBgHTt2TO+++66KFCmi7du369VXX9U999yjp59+WseOHdNTTz2lRo0aadSoUUpKStJrr72mjIwMiz8JAAAAACA7KNjZNHPmTM2bN0+SlJ6ervT0dEVERKhVq1aSpNq1a6t69eoKCwuTJJUsWVILFy5UQkKCJGnJkiUKCgrS2LFj5evrq3vuuUfDhg1Tnz59bjlbsYK+CvL3vuVxAAAAAOB2CsjnWYuqKdjZ1KFDB3Xp0kWSdOnSJR04cECTJk1Sp06dtHTpUnXs2FHr16/XihUr9Oeff2rfvn06fPiwypYtK0mKj49XpUqV5Ovr6xqzevXqpmQLD81vyjgAAAAAcLsZhlM2m83qGKagYGdTwYIFVapUKdfrcuXKqWDBgurYsaN++OEHLVq0SL///rtatmyp5s2b6/7779fw4cNdx3t7e8vpdN6WbBd+XSvnhdO3ZWwAAAAAMItXYCEFRjSRYRhWRzEFBdtElyfFrl27tGnTJn366aeKiIiQ9M8y8oMHDyo0NFSSdO+99+qzzz5Tenq66yr2jh07TMnhvHBaGedOmDIWAAAAACBrPGvBew5KSUnRiRMndOLECR0/flw///yz3njjDRUtWlTt27eXj4+P1qxZo0OHDikuLk4vvviiTpw4obS0NElSx44dde7cOQ0fPlyJiYn64Ycf9Prrr0uSxyyPAAAAAIC8hIKdTfPmzVOdOnVUp04d1a9fX88//7xKlCihDz/8UMWKFdNbb72l9evXq3nz5urXr5+KFSump59+Wrt27ZIkFSlSRHPmzNG+ffvUunVrjRgxQk8++aQkZbovGwAAAACQO7BEPBvWr19/w2NatWrleqL4vw0ZMkSStG/fPhmGoWXLlrn2bd++XZIUEhJiUlIAAAAAQE7hCrZFjh49qq5du2rlypVKSkrSjh079Oabb+qBBx5Q8eLFrY4HAAAAALhJXMG2SJ06dTR06FDNnDlTw4cPV1BQkKKjozVw4ECrowEAAAAAsoGCbaGOHTuqY8eOVscAAAAAAJiAJeIAAAAAAJiAgg0AAAAAgAko2AAAAAAAmICCDQAAAACACSjYAAAAAACYgIINAAAAAIAJKNgAAAAAAJiAgg0AAAAAgAko2AAAAAAAmICCDQAAAACACXysDgDzeQUWsjoCAAAAANyQp3UXCrYHCoxoYnUEAAAAAMgSZ0aG1RFMwxJxD5OWliaHw2F1DORxDodD8fHxzEW4BeYj3AVzEe6E+Qh34XA4tGv3bhmGYXUUU1CwPZCnTE7kXoZhyOFwMBfhFpiPcBfMRbgT5iPchWEYSk9PtzqGaSjYAAAAAACYgIINAAAAAIAJKNgAAAAAAJiAgg0AAAAAgAko2AAAAAAAmICCDQAAAACACSjYAAAAAACYgILtgWw2m9URkMfZbDbZ7XbmItwC8xHugrkId8J8hLuw2Wzy9fW1OoZpbAbfLu8x4uLiJEnh4eEWJwEAAACArMnIcCot7aLsdrvVUa7qZnqWz+0Og5y3NfGckh0ZVscAAAAAgOsKsnurRrkCVscwDQXbAyU7MnQm5ZLVMQAAAAAgT+EebAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwARuVbDPnz+viIgIPfjgg0pPT7+pc5cvX66wsLBr7u/SpYsGDx6c7WzTpk1TdHR0ts/Pqr/++ktffPHFbX8fAAAAAIC53Kpgf/HFFypSpIiSk5O1bt06q+NYYtCgQfr++++tjgEAAAAAuEluVbA/++wz1a1bVzVr1tQnn3xidRwAAAAAALLMbQp2YmKifv31V9WuXVsPP/ywtm7dqv3797v2R0dHa+7cuXr++ecVFRWlGjVqaMyYMbp06dJVx/vqq69UqVKlaxb1xMRE9ejRQ1FRUapTp44GDBigEydO3DDn9OnTVaNGDVWpUkUDBw7UmTNnXPvOnDmjUaNGqX79+qpcubI6dOigrVu3Zjr/u+++0+OPP+563zfffFOpqamS/lnGvm3bNq1YsSJHlqMDAAAAAMzjY3WAy5YtW6aAgADVq1dPqampGjVqlD755BMNGTLEdcyUKVM0cOBAvfLKK9q2bZuGDh2qSpUq6dFHH8001jfffKOXX35ZI0eOVPv27a94r2PHjqljx45q1aqVBg8eLIfDoWnTpumJJ57Q559/roCAgKtmTEpK0n/+8x998MEHOn/+vIYPH64hQ4bovffeU0ZGhrp376709HSNHz9ehQsX1oIFC/TMM89o8eLFqly5statW6cXXnhBzz//vN5++2398ccfeu2113To0CHNmDFD06ZNU+/evRUSEqIRI0Zk+3dZrKCvgvy9s30+AAAAAOSEgHxuc83XFG5RsC9duqTY2FhFR0fL399f/v7+qlOnjlauXKmXXnpJ+fLlkyTVqVNHXbt2lSSFhobqo48+0vbt2zMV7O+++04vvfSSRo0apbZt2171/T7++GOFhIRo2LBhrm2TJ09WzZo19dVXX13zvHz58mnSpEm68847JUkjRoxQ9+7ddeDAAf3555/avXu3Vq9erQoVKkiSRo0apbi4OM2dO1dTpkzRrFmz9NBDD6lPnz6SpDJlysgwDD333HPat2+f7rnnHvn6+srf31+FCxfO9u8zPDR/ts8FAAAAgJxkGE7ZbDarY5jCLQr2xo0bdfLkSbVo0cK1rUWLFtqwYYPWrFnjKtDlypXLdF5QUNAVTxvv16+f0tLSVLJkyWu+X3x8vH7//XdFRUVl2n7x4kUlJiZe87xSpUq5yrUkRURESJJ+//137d+/X0FBQa5yLUk2m03VqlXT5s2bJUkJCQmZPqMkPfDAA65999xzzzXf+2Zc+HWtnBdOmzIWAAAAANwuXoGFFBjRRIZhWB3FFG5RsJcvXy5J6tu37xX7PvnkE1fB9vPzu2L///6HGDNmjNatW6ehQ4cqNjZWdrv9inOcTqdq1qypkSNHXrEvKCjomjm9vTMvu87IyJAk+fr6XnNCGIYhHx+fq2a9nEWS6xgzOC+cVsa5G99PDgAAAAAwj+UL3k+dOqWNGzeqbdu2WrlyZaafdu3aaceOHUpISMjyeK1atdLw4cN15swZTZw48arHlC9fXomJiSpevLhKlSqlUqVKqWDBgnrjjTeu+15//vmnzp8/73r9yy+/yGaz6Z577lFYWJiSk5MznW8Yhn755RfXlemwsDBt374905g///yzpCuvzgMAAAAAchfLC3ZsbKwuXbqkHj16qEKFCpl+evfuLS8vr5v+yq7g4GC9/PLLWrhwoX755Zcr9nfs2FHJyckaOHCg9uzZoz179qh///6Ki4vLtMT7f128eFEvvvii4uPjtWXLFr3++ut69NFHVaJECdWpU0f33XefBgwYoG3btikxMVGjR49WQkKCnnrqKUlSTEyMvv76a82YMUP79+/Xhg0b9Prrr6thw4augh0YGKikpCQdPXr0pj4zAAAAAMBalhfs5cuX68EHH1TZsmWv2Hf33XercePGio2NVUpKyk2N2759e1WtWlWvvvqq62uwLgsNDdXChQt14cIFPfnkk+rcubN8fX21YMGC6z5crFKlSrrvvvvUtWtXvfjii6pXr55rmbm3t7fmzZunihUrqm/fvmrXrp1+//13zZ8/X5GRkZKkJk2aaOLEiVqzZo1atWqlkSNHqkWLFpo8ebLrPTp06KCEhAQ98sgjriXoAAAAAAD3ZzM85W5yKC4uTpJUOnk392ADAAAAcHveBYIV9GAHORyOqz4/yx1c7lnh4eE3PNbyK9gAAAAAAHgCCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACH6sDwHxegYWsjgAAAAAAN+Rp3YWC7YECI5pYHQEAAAAAssSZkWF1BNOwRNzDpKWlyeFwWB0DeZzD4VB8fDxzEW6B+Qh3wVyEO2E+wl04HA7t2r1bhmFYHcUUFGwP5CmTE7mXYRhyOBzMRbgF5iPcBXMR7oT5CHdhGIbS09OtjmEaCjYAAAAAACawGfzZymNs375dhmHI19dXNpvN6jjIwy7/JZK5CHfAfIS7YC7CnTAf4S5yw1xMS0uTzWZTlSpVbngsDznzIJcnpLtOTOQdNptNfn5+VscAJDEf4T6Yi3AnzEe4i9wwF202W5Y7FlewAQAAAAAwAfdgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKNgAAAAAAJqBgAwAAAABgAgo2AAAAAAAmoGADAAAAAGACCjYAAAAAACagYAMAAAAAYAIKtgdwOp2aOnWq6tatq8jISPXo0UOHDh2yOhbyqDNnzmjEiBGqV6+eqlSpoieffFI///yz1bGQx+3fv19RUVFavny51VGQh61cuVLNmzdXeHi4WrRooTVr1lgdCXnQpUuXNGXKFDVs2FBRUVHq1KmT/vvf/1odC3nMzJkz1aVLl0zbfvvtN3Xu3FmRkZGKjo7WggULLEp3ayjYHmDGjBlavHixXn/9dX3yySdyOp2KiYlRWlqa1dGQB7300kvasWOHJk6cqM8++0z33XefnnnmGf3xxx9WR0MelZ6eroEDByolJcXqKMjDVq1apaFDh6pTp0764osv1LJlS9f/XgI56b333tPSpUv1+uuva+XKlSpTpoxiYmJ0/Phxq6Mhj1i0aJEmT56cadvp06fVrVs33X333frss8/03HPPacKECfrss8+sCXkLKNi5XFpamubNm6cXXnhBDRo00L333qtJkybp6NGj+vrrr62OhzzmwIED2rJli1577TVVq1ZNZcqU0fDhw1W0aFGtXr3a6njIo6ZNm6b8+fNbHQN5mGEYmjJlirp27apOnTrp7rvv1rPPPqsHH3xQ27Ztszoe8phvvvlGLVu2VJ06dVSqVCkNHjxYycnJXMXGbXfs2DH17t1bEyZMUOnSpTPt+/TTT+Xr66vRo0erXLlyateunZ5++mnNmjXLmrC3gIKdy+3Zs0cXLlxQrVq1XNsKFCigihUr6qeffrIwGfKiQoUKadasWQoPD3dts9lsstlsOnfunIXJkFf99NNPWrJkid566y2royAP279/v5KSktSqVatM2+fOnatevXpZlAp5VZEiRbRhwwYdPnxYGRkZWrJkifz8/HTvvfdaHQ0ebvfu3fL19VVsbKwiIiIy7fv555/1wAMPyMfHx7WtZs2a+vPPP3Xy5MmcjnpLKNi53NGjRyVJxYsXz7S9aNGirn1ATilQoIDq168vPz8/17a1a9fqwIEDqlu3roXJkBedO3dOr7zyioYNG3bF/0YCOWn//v2SpJSUFD3zzDOqVauW2rdvr/Xr11ucDHnR0KFD5evrq0aNGik8PFyTJk3S1KlTdffdd1sdDR4uOjpa06ZNU2ho6BX7jh49qpCQkEzbihYtKkk6cuRIjuQzCwU7l3M4HJKUqdBIUr58+XTx4kUrIgEu27dv15AhQ/Twww+rQYMGVsdBHvPaa68pKirqiquGQE47f/68JGnQoEFq2bKl5s2bp9q1a6tPnz768ccfLU6HvGbfvn0KCgrS9OnTtWTJErVt21YDBw7Ub7/9ZnU05GGpqalX7TOScl2n8bnxIXBn/v7+kv65F/vyv6V/JqLdbrcqFqBvvvlGAwcOVJUqVTRhwgSr4yCPWblypX7++Wfu/Ydb8PX1lSQ988wzatOmjSTpvvvuU3x8vD744INMt3kBt9ORI0c0YMAAzZ8/X9WqVZMkhYeHa9++fZo2bZpmzJhhcULkVf7+/lc8oPlysQ4ICLAiUrZxBTuXu7zs8X+f/Hj8+HEVK1bMikiAFi5cqOeff14NGzbU+++/7/oLJJBTPvvsM506dUoNGjRQVFSUoqKiJEkjR45UTEyMxemQ11z+/8cVKlTItP2ee+7R4cOHrYiEPOrXX39Venp6pmelSFJERIQOHDhgUSpACgkJuWqfkZTrOg1XsHO5e++9V/nz59fWrVtd986cO3dO8fHx6ty5s8XpkBdd/sq4Ll26aOjQobLZbFZHQh40YcIEpaamZtr28MMP64UXXtAjjzxiUSrkVffff78CAwP166+/uq4aSlJCQgL3vSJHXb7Hde/evapcubJre0JCwhVPdQZyUvXq1fXJJ58oIyND3t7ekqT//Oc/KlOmjIoUKWJxuptDwc7l/Pz81LlzZ02YMEGFCxdWiRIlNH78eIWEhOjhhx+2Oh7ymP379+uNN97QQw89pF69emV66qO/v7+CgoIsTIe85Fp/7S5SpEiu+0s4cj9/f3/FxMRo+vTpKlasmCpXrqwvvvhCW7Zs0fz5862OhzykcuXKqlq1qgYNGqSRI0cqJCREK1eu1I8//qiPP/7Y6njIw9q1a6c5c+Zo6NChiomJ0c6dOzV//nyNGjXK6mg3jYLtAV544QVdunRJw4YNU2pqqqpXr665c+e67vkCcsratWuVnp6udevWad26dZn2tWnThq9KApBn9enTR3a7XZMmTdKxY8dUrlw5TZs2TTVq1LA6GvIQLy8vvffee5o8ebKGDBmis2fPqkKFCpo/f/4VX5sE5KQiRYpozpw5Gjt2rNq0aaPg4GC98sorrudW5CY2wzAMq0MAAAAAAJDb8ZAzAAAAAABMQMEGAAAAAMAEFGwAAAAAAExAwQYAAAAAwAQUbAAAAAAATEDBBgAAAADABBRsAAAAAABMQMEGAAAAAMAEFGwAANzc4MGDFRYWds2fr776yuqIuc7hw4fVsGFD/f3335KkxMREtW/fXlWqVFHv3r118uTJTMd/++23atasmTIyMjJt/+OPPxQdHa1z587lWHYAgPuyGYZhWB0CAABc2+DBg7V582a9++67V91funRp3XHHHTkbKhczDENdu3ZVo0aN9PTTT0uS2rVrp+DgYHXp0kVTp05ViRIlNHHiRElSRkaGWrVqpf79++uhhx66YryxY8fq7NmzGjduXE5+DACAG/KxOgAAALgxPz8/RUZGWh3DI6xbt04JCQmaO3euJCk5OVm7du3SZ599pkqVKiklJUXDhw93Hb98+XLlz5//quVaknr27KkGDRroqaee0v33358jnwEA4J5YIg4AgIfo0qWLBg4cqBdeeEGRkZHq1q2bJOnixYsaN26c6tevr0qVKqlVq1b68ssvM53rdDo1ffp0NWjQQBEREerdu7fWrFmjsLAwHT58WNI/V9Kjo6MznXf48GGFhYVp+fLlrm1nzpzRiBEj9OCDDyo8PFyPP/64fvzxx0znhYWFadGiRRo6dKgeeOABRUVFqV+/flcszV65cqXatGmjiIgINWjQQO+8847S0tL0+++/KywsTEuWLMl0/JEjR3TfffcpNjb2mr+nmTNnqkmTJvLz85Mk2Ww2SZK/v78kydfXV06nU5LkcDg0depUDRw48JrjBQcHq2bNmpo5c+Y1jwEA5A0UbAAAcolLly5d8fO/d3qtWbNGgYGBeu+99xQTEyPDMPTcc8/pk08+Ubdu3fTee+8pKipK/fv318qVK13njRs3TjNmzFC7du00bdo0FShQQCNHjrzpjBcvXtRTTz2lb7/9Vv3799e7776rkJAQxcTEXFGyJ02aJKfTqYkTJ+qVV17Rhg0b9MYbb7j2L1q0SIMGDdL999+vd999Vz179tRHH32kMWPGqHz58oqIiNCqVasyjbly5UoFBATo4Ycfvmq+P/74Q7t27cq0P3/+/Lrnnnu0fPlynTt3TrGxsapSpYokaf78+brvvvv0wAMPXPdzN23aVOvXr9eFCxdu6vcFAPAsLBEHACAXSEpKuury4wEDBqhnz56u176+vho1apTr6uyWLVv0/fffa9KkSWrevLkkqW7dunI4HJowYYJatmypCxcuaOHCheratauef/55SVK9evXUrVs3/fDDDzeVc9WqVdqzZ48+/fRTRUREuMbq0qWLJkyYoM8++8x1bIUKFfTmm2+6Xu/cudP1wLbLV9QbN26sMWPGuI5xOBz64osvlJ6ernbt2mnkyJE6dOiQQkNDJf1TsFu0aOG6Gv2//vOf/0iSKleunGn7m2++qRdffFFz585VpUqVNGXKFP3999+aN2+ePvroI/3666968803lZqaqu7du+uRRx7JdH54eLjS09P1888/q379+jf1OwMAeA4KNgAAuUBwcLDee++9K7aHhIRkel22bFlXuZakH3/8UTabTfXr19elS5dc26OjoxUbG6vff/9dx48fV3p6uho1apRprEceeeSmC/aPP/6o4OBg3X///Zner2HDhho3bpzOnj2rggULStIV95SHhITI4XBIkvbv369Tp05dcd/zM888o2eeeUaS1KJFC7355ptatWqV+vbtq+3bt+vPP//UW2+9dc18hw4dUoECBVSgQIFM2ytXrqz169crJSVFAQEBkqQxY8aoQYMGKlu2rKKjo9WrVy+FhYWpZ8+erie4X1aiRAlJci2nBwDkTRRsAAByAT8/P4WHh9/wuMDAwEyvz5w5I8MwXEue/9fx48d19uxZSVLhwoUz7StWrNhN5zxz5oxOnDhxzYd9nThxwlWw7XZ7pn1eXl6uJe9nzpyRJBUpUuSa75U/f341bdpUsbGx6tu3r1auXKkyZcooKirqmuecP3/+ivf9t8vl+uDBg/rss8+0evVq/fLLL7pw4YI6deokLy8vVa9eXevWrctUsC+Pef78+WuODQDwfBRsAAA8WFBQkAICArRgwYKr7i9VqpR+/fVXSdKpU6dUtmxZ177LJfcym812xfdAp6SkXPF+pUuX1oQJE676fiVLlsxS7stXmC9/T/Vlp0+fVnx8vKKiohQQEKB27dppxYoV2rlzp9auXeu6un0thQoVUnJy8g3ff9KkSXrsscdUsmRJ/frrrwoKCpKXl5cr24kTJzIdf/l7sAsVKpSlzwcA8Ew85AwAAA/2wAMPKCUlRYZhKDw83PWTkJCg6dOn69KlS4qKipLdbnfd/3zZ+vXrM70ODAzU6dOndfHiRde2X3755Yr3O3LkiIoUKZLp/bZs2aI5c+bI29s7S7nLli2rQoUKacOGDZm2r1q1Sj179lR6erokqXr16ipdurTGjx+v5ORktW7d+rrj3nXXXUpJSXFdtb+anTt36vvvv9ezzz4r6Z8r+2fPnnW954kTJ664sn706FHX+ACAvIsr2AAAeLD69eurevXq6tOnj/r06aNy5cpp586dmjp1qurWretaFv7cc89p4sSJ8vf3V61atfT9999f8VVeDRs21EcffaShQ4fqscceU0JCgj744INMpblt27ZauHChunXrpt69e6t48eL64YcfNHv2bHXu3Fm+vr5Zyu3t7a3nn39eo0ePVpEiRRQdHa39+/dr6tSp6tSpk2uZuSS1a9dO77zzjurVq3fDZe21a9eW9M8fBv73K8cuGz9+vLp16+b63URGRsput2vixImqUKGCtm/frldeeSXTOb/88ovsdruqVauWpc8HAPBMFGwAADyYl5eXZs2apSlTpmjmzJk6deqUihUrpm7duum5555zHdejRw8FBgZq3rx5WrBggapWrarevXtr+vTprmNq166tQYMG6aOPPtLatWtdX5/VoUMH1zEBAQFatGiR3nnnHddV5RIlSmjAgAHq3r37TWXv1KmTAgICNHfuXC1ZskQhISHq0aOHevTokem4+vXr65133lHbtm1vOGZoaKjuv/9+bdy48aoFe+PGjfrjjz8yfaf15XI9cuRIxcbGatCgQapUqVKm8zZt2qQGDRpc8+nlAIC8wWb87xdoAgAASFq+fLmGDBmib7/9Nsv3Tlth1qxZmj9/vr777rtMT1C/lrVr1+rVV1/Vpk2brngoXHYkJSXpoYce0rJly1SxYsVbHg8AkHtxDzYAAMiVVqxYobffflvTp0/XU089laVyLUkPP/ywypcvr48//tiUHPPmzVPTpk0p1wAACjYAAMid9uzZo8WLF+uhhx66qeXnNptN48aN04IFC654SvnNSkxM1Pr16zVixIhbGgcA4BlYIg4AAAAAgAm4gg0AAAAAgAko2AAAAAAAmICCDQAAAACACSjYAAAAAACYgIINAAAAAIAJKNgAAAAAAJiAgg0AAAAAgAko2AAAAAAAmICCDQAAAACACf4f9JSE7QUIxT8AAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" @@ -176,14 +181,6 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/plain": "
", - "image/png": "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\n" - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -192,8 +189,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:04:05.643945900Z", - "start_time": "2023-07-11T11:02:48.526172400Z" + "end_time": "2023-07-17T14:01:19.818132800Z", + "start_time": "2023-07-17T14:00:24.304133700Z" } } }, @@ -205,8 +202,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-11T11:04:05.671066600Z", - "start_time": "2023-07-11T11:04:05.644947400Z" + "end_time": "2023-07-17T14:01:19.818132800Z", + "start_time": "2023-07-17T14:01:19.800132500Z" } } } diff --git a/src/data_gradients/batch_processors/classification.py b/src/data_gradients/batch_processors/classification.py index 5095584a..92b0f594 100644 --- a/src/data_gradients/batch_processors/classification.py +++ b/src/data_gradients/batch_processors/classification.py @@ -1,8 +1,8 @@ from typing import List -from data_gradients.batch_processors.adapters.dataset_adapter import DatasetAdapter from data_gradients.batch_processors.base import BatchProcessor from data_gradients.batch_processors.formatters.classification import ClassificationBatchFormatter +from data_gradients.batch_processors.output_mapper.dataset_output_mapper import DatasetOutputMapper from data_gradients.batch_processors.preprocessors.classification import ClassificationBatchPreprocessor from data_gradients.config.data.data_config import ClassificationDataConfig @@ -16,10 +16,10 @@ def __init__( class_names_to_use: List[str], n_image_channels: int = 3, ): - dataset_adapter = DatasetAdapter(data_config=data_config) + dataset_adapter = DatasetOutputMapper(data_config=data_config) formatter = ClassificationBatchFormatter( data_config=data_config, class_names=class_names, class_names_to_use=class_names_to_use, n_image_channels=n_image_channels ) preprocessor = ClassificationBatchPreprocessor(class_names=class_names, n_image_channels=n_image_channels) - super().__init__(dataset_adapter=dataset_adapter, batch_formatter=formatter, batch_preprocessor=preprocessor) + super().__init__(dataset_output_mapper=dataset_adapter, batch_formatter=formatter, batch_preprocessor=preprocessor) diff --git a/src/data_gradients/batch_processors/formatters/classification.py b/src/data_gradients/batch_processors/formatters/classification.py index 8b3caada..9ffe6b6f 100644 --- a/src/data_gradients/batch_processors/formatters/classification.py +++ b/src/data_gradients/batch_processors/formatters/classification.py @@ -1,13 +1,12 @@ -from typing import Tuple, Optional, Callable, List +from typing import Tuple, List import torch from torch import Tensor -from data_gradients.batch_processors.utils import check_all_integers from data_gradients.batch_processors.formatters.base import BatchFormatter -from data_gradients.batch_processors.formatters.utils import ensure_images_shape, ensure_channel_first, drop_nan -from data_gradients.config.data.data_config import DetectionDataConfig, ClassificationDataConfig -from data_gradients.batch_processors.formatters.utils import DatasetFormatError +from data_gradients.batch_processors.formatters.utils import DatasetFormatError, check_images_shape +from data_gradients.batch_processors.formatters.utils import ensure_channel_first +from data_gradients.config.data.data_config import ClassificationDataConfig class UnsupportedClassificationBatchFormatError(DatasetFormatError): @@ -48,7 +47,7 @@ def format(self, images: Tensor, labels: Tensor) -> Tuple[Tensor, Tensor]: """ images = ensure_channel_first(images, n_image_channels=self.n_image_channels) - images = ensure_images_shape(images, n_image_channels=self.n_image_channels) + images = check_images_shape(images, n_image_channels=self.n_image_channels) labels = self.ensure_labels_shape(images=images, labels=labels) if 0 <= images.min() and images.max() <= 1: From 015ee42af36ed0179597f5d35eebe6a6d5e6b150 Mon Sep 17 00:00:00 2001 From: Eugene Khvedchenya Date: Tue, 18 Jul 2023 16:12:53 +0300 Subject: [PATCH 20/20] Added warning --- .../batch_processors/formatters/classification.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/src/data_gradients/batch_processors/formatters/classification.py b/src/data_gradients/batch_processors/formatters/classification.py index 9ffe6b6f..9e0ffde1 100644 --- a/src/data_gradients/batch_processors/formatters/classification.py +++ b/src/data_gradients/batch_processors/formatters/classification.py @@ -1,3 +1,4 @@ +import warnings from typing import Tuple, List import torch @@ -59,6 +60,12 @@ def format(self, images: Tensor, labels: Tensor) -> Tuple[Tensor, Tensor]: images *= 255 images = images.to(torch.uint8) + warnings.warn( + "Images were normalized with some unknown mean and std. " + "For visualization needs and color distribution plots Data Gradients will try to scale them to [0, 255] range. " + "This normalization will use min-max scaling per batch with may make the images look brighter/darker than they should be. " + ) + return images, labels @staticmethod