{ "cells": [ { "cell_type": "markdown", "id": "140d19af", "metadata": {}, "source": [ "# Test and Analyze Model Robustness with NRTK and XAITK for the Image Classification Task\n", "\n", "## Overview\n", "This guide demonstrates how to integrate the Natural Robustness Toolkit (NRTK) with XAITK-Saliency to assess model robustness\n", "and understand why models fail in image classification tasks. Unlike traditional robustness testing, which only measures performance degradation, this\n", "approach reveals how the features your model focuses on change under perturbation, allowing you to interpret and act on the\n", "results as they are generated.\n", "\n", "This notebook is created from [Explaining model robustness: combining saliency maps and natural robustness testing using XAITK and NRTK](https://www.spiedigitallibrary.org/conference-proceedings-of-spie/13476/3052320/Explaining-model-robustness--combining-saliency-maps-and-natural-robustness/10.1117/12.3052320.short).\n", "\n", "## What You'll Accomplish\n", "- Apply systematic perturbations and generate interpretable saliency maps.\n", "- Recognize robust vs. sensitive model behaviors as you test.\n", "- Quantify saliency changes and understand what they indicate.\n", "- Make informed decisions about model deployment and improvement.\n", "\n", "## Table of Contents\n", "\n", "* [Set Up the Environment](#set-up-the-environment)\n", "* [Define Model and Dataset](#define-model-and-dataset)\n", "* [Configure Your NRTK Perturbation Strategy](#configure-your-nrtk-perturbation-strategy)\n", " * [Gaussian Blur Perturbation](#gaussian-blur-perturbation)\n", " * [Salt Noise Perturbation](#salt-noise-perturbation)\n", "* [Evaluate Perturbed Datasets](#evaluate-perturbed-datasets)\n", " * [Compute Accuracy Metric](#compute-accuracy-metric)\n", " * [Generate Item Response Curves](#generate-item-response-curves)\n", "* [Generate and Evaluate Saliency Maps](#generate-and-evaluate-saliency-maps)\n", " * [Initialize RISE (with Debiasing) Saliency Method](#initialize-rise-with-debiasing-saliency-method)\n", " * [Compute Saliency Maps and Related Metrics](#compute-saliency-maps-and-related-metrics)\n", " * [Interpretability Analysis](#interpretability-analysis)\n", "* [Conclusion](#conclusion) " ] }, { "cell_type": "markdown", "id": "90303440", "metadata": {}, "source": [ "## Set Up the Environment " ] }, { "cell_type": "code", "execution_count": 1, "id": "afbef459", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Install huggingface transformers and datasets\n", "Installing ultralytics...\n", "Installing tabulate...\n", "Installing xaitk_jatic...\n", "Installing nrtk with optional dependencies...\n" ] } ], "source": [ "import sys # noqa: F401\n", "\n", "!{sys.executable} -m pip install -qU pip\n", "print(\"Install huggingface transformers and datasets\")\n", "!{sys.executable} -m pip install -q transformers datasets\n", "print(\"Installing ultralytics...\")\n", "!{sys.executable} -m pip install -q ultralytics\n", "print(\"Installing tabulate...\")\n", "!{sys.executable} -m pip install -q tabulate\n", "print(\"Installing xaitk_jatic...\")\n", "!{sys.executable} -m pip install -q xaitk-jatic\n", "print(\"Installing nrtk with optional dependencies...\")\n", "!{sys.executable} -m pip install -q nrtk[pybsm,maite,tools,scikit-image,headless,notebook-testing,Pillow]" ] }, { "cell_type": "code", "execution_count": 2, "id": "ed0ce375", "metadata": {}, "outputs": [], "source": [ "from __future__ import annotations # noqa: F404\n", "\n", "# Python imports\n", "import os\n", "import random\n", "import warnings\n", "\n", "# 3rd party imports\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "# Setting seed for reproducibility\n", "seed = 123\n", "os.environ[\"PYTHONHASHSEED\"] = str(seed)\n", "random.seed(seed)\n", "np.random.default_rng(seed)\n", "torch.manual_seed(seed)\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = \"jpeg\" # Use JPEG format for inline visualizations" ] }, { "cell_type": "markdown", "id": "18a5f61f", "metadata": {}, "source": [ "## Define Model and Dataset\n", "\n", "The NRTK-XAITK workflow depends on [HuggingFace](https://huggingface.co/) (HF) to download the required dataset/model. To align the dataset/model to the Image Classification evaluation workflow, we need to adapt the HF dataset/model to be compliant with [MAITE](https://github.com/mit-ll-ai-technology/maite) protocols. \n", "\n", "In the section below, we define the HuggingFace-MAITE adapters for the [EuroSAT](https://github.com/phelber/EuroSAT) dataset and HF pretrained-model for the Image Classification task." ] }, { "cell_type": "code", "execution_count": 3, "id": "0a8a6676", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset name: cm93/eurosat\n", "Number of samples: 27\n", "Dataset categories: ['Forest', 'River', 'Highway', 'AnnualCrop', 'SeaLake', 'HerbaceousVegetation', 'Industrial', 'Residential', 'PermanentCrop', 'Pasture']\n", "Number of classes: 10\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\n" ] } ], "source": [ "from nrtk.utils.interop.image_classification.dataset import (\n", " HuggingFaceMaiteDataset,\n", " create_data_subset,\n", ")\n", "from nrtk.utils.interop.image_classification.model import HuggingFaceMaiteModel\n", "\n", "# Check if CUDA is available and set the device accordingly\n", "CUDA_AVAILABLE = torch.cuda.is_available()\n", "device = \"cuda\" if CUDA_AVAILABLE else \"cpu\"\n", "\n", "hf_dataset_name = \"cm93/eurosat\" # Hugging Face dataset name\n", "test_set_fraction = 0.01 # Fraction of the test set to use for the subset\n", "example_img_id = 0 # Example image index\n", "\n", "# Create a subset of the EuroSAT dataset\n", "hf_dataset = create_data_subset(\n", " dataset_name=hf_dataset_name,\n", " split=\"test\",\n", " fraction=test_set_fraction,\n", ")\n", "# Print dataset information\n", "print(f\"Dataset name: {hf_dataset_name}\")\n", "print(f\"Number of samples: {len(hf_dataset)}\")\n", "categories = hf_dataset.features[\"label\"].names\n", "print(f\"Dataset categories: {categories}\")\n", "\n", "# Create a HuggingFaceMaiteDataset instance\n", "# This will wrap the Hugging Face dataset to comply with the MAITE Dataset protocol\n", "maite_dataset = HuggingFaceMaiteDataset(hf_dataset, hf_dataset_name)\n", "print(f\"Number of classes: {maite_dataset.num_classes}\")\n", "\n", "# Create a HuggingFaceMaiteModel instance\n", "# This will wrap a Hugging Face model to comply with the MAITE Image Classification protocol\n", "maite_classifier = HuggingFaceMaiteModel(\n", " model_name=\"nielsr/convnext-tiny-224-finetuned-eurosat-albumentations\",\n", " device=device,\n", ")" ] }, { "cell_type": "markdown", "id": "d70927de", "metadata": {}, "source": [ "## Configure Your NRTK Perturbation Strategy\n", "\n", "### Gaussian Blur Perturbation\n", "\n", "To perturb the input dataset with the Gaussian Blur operation, we set up a sequence of perturber configurations using the ``GaussianBlurPerturber`` that ranges across five blur kernel sizes (ksize). Each perturber configuration is applied to the entire dataset to create five new perturbed datasets. To understand each perturber's setting, we visualize a sample image from each dataset." ] }, { "cell_type": "code", "execution_count": 4, "id": "bbdafc82", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from nrtk.impls.perturb_image.generic.cv2.blur import GaussianBlurPerturber\n", "\n", "# Parameters for Gaussian blur perturbation sweep\n", "SWEEP_LOW = 1 # minimum kernel size\n", "SWEEP_HIGH = 20 # maximum kernel size\n", "SWEEP_COUNT = 5 # number of values to sample\n", "\n", "# Generate list of odd kernel sizes for Gaussian blur\n", "blur_perturbation_values = np.floor(\n", " np.linspace(\n", " SWEEP_LOW,\n", " SWEEP_HIGH,\n", " SWEEP_COUNT,\n", " endpoint=True,\n", " ),\n", ").astype(int)\n", "# Gaussian blur requires odd kernel sizes to maintain\n", "# symmetric padding along the edges to preserve dimensionality.\n", "blur_perturbation_values = [p if p % 2 == 1 else p + 1 for p in blur_perturbation_values]\n", "blur_augmentations = [GaussianBlurPerturber(ksize=p) for p in blur_perturbation_values]\n", "\n", "# Visualize the perturbations on a sample image\n", "img = np.asarray(hf_dataset[example_img_id][\"image\"])\n", "\n", "_, ax = plt.subplots(1, 5, figsize=(12, 6))\n", "for idx, p in enumerate(blur_perturbation_values):\n", " ax[idx].set_title(f\"Blur kernel size: {p}\")\n", " ax[idx].imshow(blur_augmentations[idx](img)[0])\n", " _ = ax[idx].axis(\"off\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "61738026", "metadata": {}, "source": [ "### Salt Noise Perturbation\n", "\n", "To apply salt noise to the input dataset, we set up a sequence of perturber configurations using the ``SaltNoisePerturber`` that ranges across five salt noise amount values. Each perturber configuration is applied on the entire dataset to create five new perturbed datasets. To understand each perturber's setting, we visualize a sample image from each dataset." ] }, { "cell_type": "code", "execution_count": 5, "id": "5fc9db64", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from nrtk.impls.perturb_image.generic.skimage.random_noise import SaltNoisePerturber\n", "\n", "# Parameters for salt noise perturbation sweep\n", "SWEEP_LOW = 0.0 # minimum salt noise amount\n", "SWEEP_HIGH = 0.20 # maximum salt noise amount\n", "SWEEP_COUNT = 5 # number of values to sample\n", "\n", "# Generate augmentations using salt noise with increasing intensity\n", "noise_perturbation_values = np.round(\n", " np.linspace(\n", " SWEEP_LOW,\n", " SWEEP_HIGH,\n", " SWEEP_COUNT,\n", " endpoint=True,\n", " ).astype(float),\n", " decimals=2,\n", ")\n", "salt_augmentations = [SaltNoisePerturber(amount=s) for s in noise_perturbation_values]\n", "\n", "# Visualize the perturbations on a sample image\n", "img = np.asarray(hf_dataset[example_img_id][\"image\"])\n", "\n", "_, ax = plt.subplots(1, 5, figsize=(12, 6))\n", "for idx, s in enumerate(noise_perturbation_values):\n", " ax[idx].set_title(f\"Salt noise amount: {s}\")\n", " ax[idx].imshow(salt_augmentations[idx](img)[0])\n", " _ = ax[idx].axis(\"off\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "c15f57e6", "metadata": {}, "source": [ "## Evaluate Perturbed Datasets" ] }, { "cell_type": "markdown", "id": "3534a9b3", "metadata": {}, "source": [ "### Compute Accuracy Metric\n", "\n", "For understanding the overall impact of the two different perturbers on model performance, we compute the model's prediction accuracy across the various perturbed datasets. For this computation, we use a MAITE-compliant accuracy metric and evaluation workflow. To adapt the perturber configurations within this workflow, we use NRTK's ``JATICClassificationAugmentation`` wrapper." ] }, { "cell_type": "code", "execution_count": 6, "id": "a7106a32", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 27/27 [00:00<00:00, 47.82it/s]\n", "100%|██████████| 27/27 [00:00<00:00, 99.40it/s] \n", "100%|██████████| 27/27 [00:00<00:00, 93.11it/s]\n", "100%|██████████| 27/27 [00:00<00:00, 100.79it/s]\n", "100%|██████████| 27/27 [00:00<00:00, 105.72it/s]\n", "100%|██████████| 27/27 [00:00<00:00, 110.37it/s]\n", "100%|██████████| 27/27 [00:00<00:00, 97.80it/s] \n", "100%|██████████| 27/27 [00:00<00:00, 99.78it/s] \n", "100%|██████████| 27/27 [00:00<00:00, 104.96it/s]\n", "100%|██████████| 27/27 [00:00<00:00, 98.79it/s] \n" ] } ], "source": [ "import torchmetrics.classification\n", "from maite.interop.metrics.torchmetrics import TMClassificationMetric\n", "from maite.tasks import evaluate\n", "\n", "from nrtk.interop.maite.interop.image_classification.augmentation import JATICClassificationAugmentation\n", "\n", "# Initialize accuracy metric (Maite-compatible)\n", "classification_metric = torchmetrics.classification.MulticlassAccuracy(maite_dataset.num_classes)\n", "maite_acc_metric = TMClassificationMetric(classification_metric)\n", "\n", "# List to store results for Gaussian blur perturbation\n", "gauss_blur_perturbed_metrics = []\n", "for idx, aug in enumerate(blur_augmentations):\n", " # Create a JATICClassificationAugmentation instance for each perturbation\n", " maite_aug = JATICClassificationAugmentation(augment=aug, augment_id=f\"GaussianBlurPerturber_{idx}\")\n", " # reset the metric object for each dataset\n", " maite_acc_metric.reset()\n", " result, _, _ = evaluate(\n", " model=maite_classifier,\n", " metric=maite_acc_metric,\n", " dataset=maite_dataset,\n", " augmentation=maite_aug,\n", " )\n", " gauss_blur_perturbed_metrics.append(result)\n", "\n", "# List to store results for Gaussian blur perturbation\n", "salt_noise_perturbed_metrics = []\n", "for idx, aug in enumerate(salt_augmentations):\n", " # Create a JATICClassificationAugmentation instance for each perturbation\n", " maite_aug = JATICClassificationAugmentation(augment=aug, augment_id=f\"SaltNoisePerturber_{idx}\")\n", " # reset the metric object for each dataset\n", " maite_acc_metric.reset()\n", " result, _, _ = evaluate(\n", " model=maite_classifier,\n", " metric=maite_acc_metric,\n", " dataset=maite_dataset,\n", " augmentation=maite_aug,\n", " )\n", " salt_noise_perturbed_metrics.append(result)" ] }, { "cell_type": "markdown", "id": "1330af38", "metadata": {}, "source": [ "### Generate Item Response Curves\n", "\n", "The accuracy metric values (generated above) are visualized as item-response curves to understand the robustness of the model to varying degree of Blur and Salt noise perturbations. From the plots below, we can see a sharp drop in accuracy of the model on increasing the perturbation intensity." ] }, { "cell_type": "code", "execution_count": 7, "id": "1d4759b5", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 6)) # Create 1-row, 2-column grid\n", "\n", "_ = axes[0].plot(\n", " blur_perturbation_values,\n", " [m[\"MulticlassAccuracy\"] for m in gauss_blur_perturbed_metrics],\n", " label=\"ConvNext Model\",\n", ")\n", "axes[0].set_title(\"GaussianBlurPerturber\", fontsize=25)\n", "axes[0].set_xlabel(\"Gaussian Blur ksize\", fontsize=20)\n", "axes[0].set_ylabel(\"Accuracy\", fontsize=20)\n", "axes[0].tick_params(axis=\"both\", which=\"major\", labelsize=20)\n", "_ = axes[0].legend()\n", "\n", "# Salt noise results\n", "_ = axes[1].plot(\n", " blur_perturbation_values,\n", " [m[\"MulticlassAccuracy\"] for m in salt_noise_perturbed_metrics],\n", " label=\"ConvNext Model\",\n", ")\n", "axes[1].set_title(\"SaltNoisePerturber\", fontsize=25)\n", "axes[1].set_xlabel(\"Salt Noise amount\", fontsize=20)\n", "axes[1].set_ylabel(\"Accuracy\", fontsize=20)\n", "axes[1].tick_params(axis=\"both\", which=\"major\", labelsize=20)\n", "_ = axes[1].legend()" ] }, { "cell_type": "markdown", "id": "944e72fd", "metadata": {}, "source": [ "## Generate and Evaluate Saliency Maps" ] }, { "cell_type": "markdown", "id": "7a4169c8", "metadata": {}, "source": [ "### Initialize RISE (with Debiasing) Saliency Method\n", "\n", "We initialize the RISE saliency method with debiasing along with the MAITE-compliant ``JATICImageClassifier`` wrapper for generating saliency maps based on model-inference." ] }, { "cell_type": "code", "execution_count": 8, "id": "293ce465", "metadata": {}, "outputs": [], "source": [ "from xaitk_jatic.interop.image_classification.model import JATICImageClassifier\n", "from xaitk_saliency.impls.gen_image_classifier_blackbox_sal.rise import RISEStack\n", "\n", "# Saliency prep\n", "model_mean = [95, 96, 93]\n", "\n", "blackbox_fill = np.uint8(np.asarray(model_mean) * 255)\n", "gen_rise_debiased = RISEStack(n=200, s=8, p1=0.5, seed=seed, threads=4, debiased=True)\n", "gen_rise_debiased.fill = blackbox_fill.astype(int)\n", "\n", "# XAITK-MAITE interop model wrapper for Image Classification\n", "jatic_classifier = JATICImageClassifier(\n", " classifier=maite_classifier,\n", " ids=sorted(maite_classifier.id2label.keys()),\n", " img_batch_size=1,\n", ")" ] }, { "cell_type": "markdown", "id": "b69d975b", "metadata": {}, "source": [ "### Compute Saliency Maps and Related Metrics\n", "\n", "#### Metric Helper/Util Functions\n", "\n", "First, we set up the XAITK-Saliency metric helper/utility functions." ] }, { "cell_type": "code", "execution_count": 9, "id": "17d7de40", "metadata": {}, "outputs": [], "source": [ "from dataclasses import dataclass, field\n", "\n", "from xaitk_saliency.impls.saliency_metric.entropy import Entropy\n", "from xaitk_saliency.utils.sal_metrics import (\n", " compute_ssd,\n", " compute_xcorr,\n", ")\n", "\n", "\n", "@dataclass\n", "class PerturbationResult:\n", " \"\"\"Dataclass for storing perturbed image and associated results.\"\"\"\n", "\n", " descriptor: str\n", " img: np.ndarray\n", " sal_maps: np.ndarray\n", " pred_class: int\n", " pred_prob: float\n", "\n", "\n", "@dataclass\n", "class SaliencyResults:\n", " \"\"\"Dataclass for storing saliency map and associated results.\"\"\"\n", "\n", " ref_img: np.ndarray\n", " ref_sal_maps: np.ndarray\n", " gt: int\n", " pred_class: int\n", " pred_prob: float\n", " perturbations: list[PerturbationResult] = field(default_factory=list)\n", "\n", "\n", "def _compute_entropy_setup(sal_map: np.ndarray, m: str) -> float:\n", " if m == \"entropy\":\n", " compute_entropy = Entropy()\n", " return compute_entropy(sal_map)\n", " if m == \"pos saliency entropy\":\n", " compute_entropy = Entropy(clip_range=(0, 1))\n", " return compute_entropy(sal_map)\n", " if m == \"neg saliency entropy\":\n", " compute_entropy = Entropy(clip_range=(-1, 0))\n", " return compute_entropy(sal_map)\n", " return np.nan\n", "\n", "\n", "def _compute_metric(sal_map: np.ndarray, ref_sal_map: np.ndarray, m: str) -> float | np.float64:\n", " if \"entropy\" in m:\n", " return _compute_entropy_setup(sal_map, m)\n", " if m == \"ssd\":\n", " return compute_ssd(sal_map, ref_sal_map)\n", " if m == \"xcorr\":\n", " return compute_xcorr(sal_map, ref_sal_map)\n", " return np.nan" ] }, { "cell_type": "markdown", "id": "ef318b2b", "metadata": {}, "source": [ "#### Saliency Generation\n", "\n", "Following the metric utils setup, we loop through both the ``GaussianBlurPerturber`` and ``SaltNoisePerturber`` perturbed datasets to generate predictions, compute saliency maps, and compute the related metric values." ] }, { "cell_type": "code", "execution_count": 10, "id": "0d6cd39f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GaussianBlurPerturber_ksize_1\n", "GaussianBlurPerturber_ksize_5\n", "GaussianBlurPerturber_ksize_11\n", "GaussianBlurPerturber_ksize_15\n", "GaussianBlurPerturber_ksize_21\n", "SaltNoisePerturber_amount_0.0\n", "SaltNoisePerturber_amount_0.05\n", "SaltNoisePerturber_amount_0.1\n", "SaltNoisePerturber_amount_0.15\n", "SaltNoisePerturber_amount_0.2\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Initialize results dictionary to store all results\n", "results_dict = dict()\n", "model_dict = dict()\n", "\n", "metrics_df = pd.DataFrame(\n", " columns=[\"perturb_config\", \"image_id\", \"gt_label\", \"confidences\", \"entropy\", \"ssd\", \"xcorr\"],\n", ")\n", "\n", "for transform in blur_augmentations + salt_augmentations:\n", " perturbation_type = transform.__class__.__name__\n", " perturb_param_name = \"ksize\" if perturbation_type == \"GaussianBlurPerturber\" else \"amount\"\n", " perturb_param_val = transform.ksize if perturbation_type == \"GaussianBlurPerturber\" else transform.amount # type: ignore[union-attr]\n", "\n", " perturb_key = f\"{perturbation_type}_{perturb_param_name}_{perturb_param_val}\"\n", "\n", " # Initialize tracking lists for results\n", " model_dict[perturb_key] = dict()\n", " perturbed_images: list[np.ndarray] = list()\n", " sal_maps: list[np.ndarray] = list()\n", " truth_labels: list[str] = list()\n", " truth_scores: list[float] = list()\n", " pred_labels: list[str] = list()\n", " pred_scores: list[float] = list()\n", " perturb_values: list[float] = list()\n", "\n", " # For visualization, grab transform without normalizing and perform tensor conversion\n", " for i in range(len(maite_dataset)):\n", " # Load in image and ground truth label\n", " ref_image, label, metadata = maite_dataset[i]\n", " ref_image = np.asarray(ref_image)\n", "\n", " class_idx = np.argmax(label)\n", " truth_label = categories[np.argmax(label)]\n", "\n", " # Tranform image with perturbation and extract features + preds\n", " ref_image = ref_image.transpose(1, 2, 0)\n", " trans_img = transform(ref_image)[0]\n", " trans_img = trans_img.transpose(2, 0, 1)\n", "\n", " logits = maite_classifier.extract_features([trans_img])\n", " prediction = torch.nn.functional.softmax(logits, dim=1)\n", "\n", " # Format output and ground truth into proper format\n", " prediction = prediction.cpu().detach().numpy() if logits.requires_grad else prediction.cpu().numpy()\n", "\n", " pred_idx = np.argmax(prediction[0])\n", " prediction_label = categories[pred_idx]\n", "\n", " prediction_score = prediction[0][pred_idx]\n", " truth_score = prediction[0][class_idx]\n", "\n", " class_labels = [truth_label, prediction_label]\n", " class_ids = [class_idx, pred_idx]\n", "\n", " # Run saliency on predictions\n", " sal_map = gen_rise_debiased(trans_img.transpose(1, 2, 0), jatic_classifier)\n", "\n", " # Compute saliency metrics\n", " ssd = round(_compute_metric(sal_map[0], sal_map[1], \"ssd\"), ndigits=5)\n", " xcorr = round(_compute_metric(sal_map[0], sal_map[1], \"xcorr\"), ndigits=5)\n", " entropy = round(\n", " _compute_metric(sal_map[0], sal_map[1], \"entropy\"),\n", " ndigits=5,\n", " )\n", "\n", " preds = prediction[0].round(decimals=5).tolist()\n", " metrics_df.loc[len(metrics_df)] = [perturb_key, i, class_idx, preds, entropy, ssd, xcorr]\n", " perturbed_images.append(trans_img.transpose(1, 2, 0))\n", " sal_maps.append(sal_map)\n", " truth_labels.append(truth_label)\n", " truth_scores.append(truth_score)\n", " pred_labels.append(prediction_label)\n", " pred_scores.append(prediction_score)\n", " perturb_values.append(perturb_param_val)\n", "\n", " print(perturb_key)\n", " model_dict[perturb_key][\"perturbed_images\"] = perturbed_images\n", " model_dict[perturb_key][\"sal_maps\"] = sal_maps\n", " model_dict[perturb_key][\"truth_labels\"] = truth_labels\n", " model_dict[perturb_key][\"truth_scores\"] = truth_scores\n", " model_dict[perturb_key][\"pred_labels\"] = pred_labels\n", " model_dict[perturb_key][\"pred_scores\"] = pred_scores\n", " model_dict[perturb_key][\"perturb_values\"] = perturb_values\n", "\n", "model_backbone = maite_classifier.model_name.split(\"/\")[-1].split(\"-\")[0]\n", "results_dict[f\"{model_backbone}\"] = model_dict" ] }, { "cell_type": "markdown", "id": "26c0a9b8", "metadata": {}, "source": [ "### Interpretability Analysis" ] }, { "cell_type": "markdown", "id": "f04e3182", "metadata": {}, "source": [ "#### Visualization Helper Function\n", "\n", "This is the helper function to organize the output into a plot with the input image, ground truth (GT) saliency map, and predicted saliency map displayed side by side." ] }, { "cell_type": "code", "execution_count": 11, "id": "b6603844", "metadata": {}, "outputs": [], "source": [ "from matplotlib.axes import Axes\n", "from matplotlib.figure import Figure\n", "\n", "\n", "def visualize_saliency( # noqa: C901\n", " pert_images: list[np.ndarray],\n", " truth_labels: list[str],\n", " sal_maps_1: list[np.ndarray],\n", " truth_scores_1: list[float],\n", " pred_labels_1: list[str],\n", " pred_scores_1: list[float],\n", " perturb_param: str,\n", " perturb_values: list[float],\n", ") -> tuple[Figure, list[Axes]]:\n", " \"\"\"Visualize reference image and corresponding saliency maps.\n", "\n", " This function creates the visualization for the NRTK-XAITK quick task.\n", " It has three columns: a perturbed image, the saliency with respect to the true\n", " class, and the saliency with respect to the predicted class.\n", " This is repeated for the variable number of perturbations provided. For the quick task,\n", " the first 'perturbation' was the unperturbed, baseline image. All arguments are lists\n", "\n", " Returns:\n", " tuple: (figure object, list of axis objects)\n", " \"\"\"\n", " # Determine layout dimensions\n", " n_cols = 3\n", " n_rows = len(sal_maps_1)\n", "\n", " fontsize = 20\n", " fontdiff = 4\n", "\n", " # Create figure and axes grid\n", " fig, axes = plt.subplots(n_rows, n_cols, figsize=(n_cols * 4, n_rows * 3))\n", "\n", " axes = axes.flatten()\n", " for (\n", " perturb_index,\n", " pert_image,\n", " truth_label,\n", " sal_map_1,\n", " truth_score_1,\n", " pred_label_1,\n", " pred_score_1,\n", " perturb_value,\n", " ) in zip(\n", " range(n_rows),\n", " pert_images,\n", " truth_labels,\n", " sal_maps_1,\n", " truth_scores_1,\n", " pred_labels_1,\n", " pred_scores_1,\n", " perturb_values,\n", " strict=False,\n", " ):\n", " base_ind = perturb_index * n_cols\n", " for spine in axes[base_ind].spines.values():\n", " spine.set_visible(False)\n", " axes[base_ind].imshow(pert_image)\n", " axes[base_ind].set_xticks([])\n", " axes[base_ind].set_yticks([])\n", " if perturb_index == 0:\n", " axes[base_ind].text(\n", " 0.5,\n", " 1.1,\n", " \"Perturb Value\",\n", " transform=axes[base_ind].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind].text(\n", " 0.5,\n", " 0.99,\n", " f\"{perturb_param}: {round(perturb_value, ndigits=2)}\",\n", " transform=axes[base_ind].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize - fontdiff,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind + 1].set_axis_off()\n", "\n", " color_1 = \"green\" if truth_label == pred_label_1 else \"red\"\n", "\n", " # Plot saliency maps\n", " truth_pos_map_1 = np.clip(sal_map_1[0], 0, 1)\n", " pred_pos_map_1 = np.clip(sal_map_1[1], 0, 1)\n", "\n", " # Saliency of GT label\n", " axes[base_ind + 1].imshow(pert_image, alpha=0.7)\n", " axes[base_ind + 1].imshow(truth_pos_map_1, cmap=\"jet\", alpha=0.3, vmin=0, vmax=1)\n", " if perturb_index == 0:\n", " axes[base_ind + 1].text(\n", " 0.5,\n", " 1.3,\n", " \"ConvNext Model\",\n", " transform=axes[base_ind + 1].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind + 1].text(\n", " 0.5,\n", " 1.1,\n", " \"Truth\",\n", " transform=axes[base_ind + 1].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind + 1].text(\n", " 0.5,\n", " 0.99,\n", " f\"{truth_label}: {truth_score_1:.2f}\",\n", " transform=axes[base_ind + 1].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize - fontdiff,\n", " fontweight=\"bold\",\n", " )\n", "\n", " # Saliency of predicted label\n", " axes[base_ind + 2].set_axis_off()\n", " axes[base_ind + 2].imshow(pert_image, alpha=0.7)\n", " axes[base_ind + 2].imshow(pred_pos_map_1, cmap=\"jet\", alpha=0.3, vmin=0, vmax=1)\n", " if perturb_index == 0:\n", " axes[base_ind + 2].text(\n", " 0.5,\n", " 1.1,\n", " \"Prediction\",\n", " transform=axes[base_ind + 2].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=fontsize,\n", " fontweight=\"bold\",\n", " )\n", " axes[base_ind + 2].text(\n", " 0.5,\n", " 0.99,\n", " f\"{pred_label_1}: {pred_score_1:.2f}\",\n", " transform=axes[base_ind + 2].transAxes,\n", " ha=\"center\",\n", " va=\"bottom\",\n", " color=color_1,\n", " fontsize=fontsize - fontdiff,\n", " fontweight=\"bold\",\n", " )\n", "\n", " plt.tight_layout()\n", " fig.subplots_adjust(wspace=0.00, hspace=0.2)\n", " return fig, axes" ] }, { "cell_type": "markdown", "id": "0ff9beae", "metadata": {}, "source": [ "#### Visualize Saliency for a Sample Image Perturbed Using the ``GaussianBlurPerturber``\n", "\n", "Below, we visualize a sample image from each of the generated perturbation-saliency datasets created using the ``GaussianBlurPerturber``." ] }, { "cell_type": "code", "execution_count": 12, "id": "741489f1", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = visualize_saliency(\n", " [\n", " results_dict[\"convnext\"][f\"GaussianBlurPerturber_ksize_{val}\"][\"perturbed_images\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"GaussianBlurPerturber_ksize_{val}\"][\"truth_labels\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"GaussianBlurPerturber_ksize_{val}\"][\"sal_maps\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"GaussianBlurPerturber_ksize_{val}\"][\"truth_scores\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"GaussianBlurPerturber_ksize_{val}\"][\"pred_labels\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"GaussianBlurPerturber_ksize_{val}\"][\"pred_scores\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", " \"ksize\",\n", " [\n", " results_dict[\"convnext\"][f\"GaussianBlurPerturber_ksize_{val}\"][\"perturb_values\"][example_img_id]\n", " for val in blur_perturbation_values\n", " ],\n", ")" ] }, { "cell_type": "markdown", "id": "20bfafa0", "metadata": {}, "source": [ "From the results above, we can observe the increasing blur intensity causing the saliency maps to focus more on the vegetation area. With light-moderate blur intensity, the generated saliency map focuses on the greener area in the image, which results in choosing either ``AnnualCrop`` or ``HerbaceousVegetation`` (some form of vegetation) as the predicted class. At a high blur intensity, the image is predicted to be a ``SeaLake`` (some form of water body).\n", "\n", "Below is a summary of the saliency metrics for the sample image perturbed with the ``GaussianBlurPerturber``. From this table, we can observe that the ``SSD - Sum of Squared Difference`` between the GT and predicted saliency map shows a higher deviation with the increase in blur intensity." ] }, { "cell_type": "code", "execution_count": 13, "id": "db75d4c6", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "perturb_config", "rawType": "object", "type": "string" }, { "name": "entropy", "rawType": "float64", "type": "float" }, { "name": "ssd", "rawType": "float32", "type": "float" }, { "name": "xcorr", "rawType": "float64", "type": "float" } ], "ref": "6f7356c8-d6f8-4e09-a729-b40458e0e02c", "rows": [ [ "GaussianBlurPerturber_ksize_1", "11.822", "0.078", "0.919" ], [ "GaussianBlurPerturber_ksize_5", "11.881", "0.188", "0.934" ], [ "GaussianBlurPerturber_ksize_11", "11.888", "0.196", "0.956" ], [ "GaussianBlurPerturber_ksize_15", "11.878", "0.264", "0.953" ], [ "GaussianBlurPerturber_ksize_21", "11.871", "0.288", "0.949" ] ], "shape": { "columns": 3, "rows": 5 } }, "text/html": [ "
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entropyssdxcorr
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GaussianBlurPerturber_ksize_111.8220.0780.919
GaussianBlurPerturber_ksize_511.8810.1880.934
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GaussianBlurPerturber_ksize_1511.8780.2640.953
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\n", "
" ], "text/plain": [ " entropy ssd xcorr\n", "perturb_config \n", "GaussianBlurPerturber_ksize_1 11.822 0.078 0.919\n", "GaussianBlurPerturber_ksize_5 11.881 0.188 0.934\n", "GaussianBlurPerturber_ksize_11 11.888 0.196 0.956\n", "GaussianBlurPerturber_ksize_15 11.878 0.264 0.953\n", "GaussianBlurPerturber_ksize_21 11.871 0.288 0.949" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.loc[\n", " (metrics_df[\"image_id\"] == example_img_id) & (metrics_df[\"perturb_config\"].str.contains(\"GaussianBlur\")),\n", " [\"perturb_config\", \"entropy\", \"ssd\", \"xcorr\"],\n", "].round(decimals=3).set_index(\"perturb_config\")" ] }, { "cell_type": "markdown", "id": "493677bd", "metadata": {}, "source": [ "#### Visualize Saliency for a Sample Image Perturbed using the ``SaltNoisePerturber``\n", "\n", "Below, we visualize a sample image from each of the generated perturbation-saliency datasets created using the ``SaltNoisePerturber``." ] }, { "cell_type": "code", "execution_count": 14, "id": "9bf7202d", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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lz4ZlvZYIoTOBMiAsfLOBx719HfDr4gXPj19UmbRZdOs7URCB5WLGYtv3c4A42rwM9fevCYtTvPhX8YtR1LUtLmmi8+4CDOzzY3JKurEYPb9RQB3vxG8IQ+CPgXJo1vdyXUa36SeZIoU/M3TAqx8PPEJ8Kfs8XGtoivJatMY1boXaTaufbcwpvxM8TxeMfgNFrsFs9tHc3aAROwYrtkZeo/3ad8PPDx8V/s8XGiI6pJdNMI2boHWTcufbcooA4nwR4G1j4wLqOua74jukSKbykYr5hMmAxwMgKoBXgevbFaPw38Sa94L+KLeCNTv5Lywe4a12uxYI+CUdM8qDxkdPm9RWd4I8dax8H11HQ9d8OXTpLN5qKW8siTAU4OCGUgLyPTvmtD4b+G9d8afFFvG+p2ElnYJcNdbnUqHfBCImeWA4yeny+poAx/i39s/4Xqf7OYLfeZafZmOOJNqbevHXFO+J3gXVvADaZ4gHia8vr65lKy3DFkkSQDdlW3E46/lVv4hf8nJWH/X7p/8A7TrsP2k/+RV0b/r9b/0A0AeneCdYn1/wTo2qXODcXNqjykDAL4wx/Egmt6uP+Ff/ACS7w9/16D+ZrsKACiiigAooooAKKKKACiiigAoqrf6nYaVB5+o31tZw5x5lxKsa5+rECodP17R9XYrpurWN6QMkW1ykmB/wEmgDQorKvfFHh/TZzBfa7plrMDgxz3caMPwJq/a3dtfW63FpcRXED/dkicOrfQjigCaivKvhh8U7zxZD4gufEZ0vT7XTDAFmQmJAHLj52dyOqqB061P4I+NOjeKX1FdV+waCLUxiI3Wop+/3bs7dwXptHTP3hQB6dRRVXUNSsNJtTdale21nbghTLcyrGgJ6DLECgC1RWTJ4o8PRC3Mmu6YguVDQFruMeaD0K8/MPpWqWVVLEgKBkknjFAC0Vk2/ijw/eXgs7bXdMnuicCGK7jZ8+m0HNYvxD8Q6z4c0i1udFk0RJ5J/Lc6vcCGPbtJ+Ul0y2QOM9M0AdhRWdHq0FtodrqGq3lnbK8KNJKZlWLcVBO1icY6456Umn+ItE1aTy9N1jT7x/wC7bXSSH8lJoA0qKpajrGl6PGsmp6lZ2SN91rmdYwfoWIqWyv7PUrYXNhdwXUB4EsEgdT+IOKALFFFVL/VNP0qJZNRv7Wzjbo1xMsYP4sRQBborP07XtG1hmXTNWsL5kGWFtcpKQPfaTRc67pFnqMWnXWq2MF9NgxW0twiyvk4G1ScnJBHA7UAaFFZ9lrukalNNDYarY3UsPMqQXCOU/wB4A8fjS2GuaRqsssWnapZXkkX+sS3uEkKfUKTigC/RVTUNV07SYRNqV/a2UROA9zMsak/ViKNP1TT9WgM+m39reRA4MltMsig/VSaALdFUINd0i61OXTLfVbGa/iz5lrHcI0qY65QHIxkdqE13SJNVbSo9VsW1FPvWi3CGYcZ5TOenPSgC/RWYPEehm9uLMazpxurZS08Auk3xAdSy5yoGRnNSWOt6TqkEs+n6pZXcUX+skt7hJFT6kE4oAv0V5jZfGnRrrx9deHpfsEGnQhimrtqKeVJgAjHAHOcfePSu6uPEug2ljb31zremw2dx/qLiS6RY5f8AdYnDfhQBqUUiOsiK6MGRhlWU5BHqK4/4jeP7X4f6Cl7JB9pu7h/LtrfdtDEDJJPZRx+YHfNAHY0V4rP8WPGnheXTbzxn4YtLfSNQI2SWjnzIxgHkFm5AOdpAzz6GvZ4Zo7mCOeFw8Uih0dejKRkEUAPorjviN4/tfh/oKXskH2m7uH8u2t920MQMkk9lHH5gd81w0/xY8aeF5dNvPGfhi0t9I1AjZJaOfMjGAeQWbkA52kDPPoaAPaqKZDNHcwRzwuHikUOjr0ZSMgin0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUVx/wAR/HX/AAr/AMPW+rf2d9v867W28rz/ACsZR23Z2t/cxjHet7w9q39veHNN1fyPI+220dx5W/ds3KDjOBnGeuBQBpUUUUAFFcj8RfG//CAeHItX/s77f5lytv5Xn+VjKsc52t/d6Y71vaFqf9t+HtM1byfJ+3WkVz5W7ds3oG25wM4zjOBQBoUUUUAFFFcjL8RdIh+IcXgpra+OpSAEShE8n/VmTru3dB/d60AddRRUV1K8FpNNFEZpEjZljBwXIGQPx6UAS0Vzfg7xDq/iKxuJ9X8N3GhSxSbEhnl3mQYzuHyr9K6SgAorB8Z+JP8AhEPCV/rv2T7X9kCHyPM8vfudV+9g4+9np2pvgnxP/wAJj4Qsdf8Asf2P7V5n7jzfM27ZGT72BnO3PTvQB0FFFVdS1G00jTLnUb6ZYbW2jMksh/hUfz+lAFqivHD8eXe2k1S38F6pLoEcvlvqPmYA5x02lc8j+LuK9S0LXLDxJolrq+mS+baXKbkYjBHOCCOxBBB+lAGjRWfrmt2Ph3RbrV9Sl8q0tk3uwGSecAAdySQB7mvKh8epBbJqsngrVE0B5fLGoeZkHnHTbtz143deM0Aey0Vzmp+ONF0zwSfFjTtNphiWSMxLlpNxACgHvk456c56V50fj1dx2EWrXHgbUY9Elk2JfeflW5I4ygBPB/i7GgD2iiqOjavaa9o1pqtg5a1uohLGWGDg9iPUdKvUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUVk+Jtb/AOEc8PXWrfZ/tHkbP3W/Zu3OF64OOuelN8L67/wknh+31X7N9n84uPK378bWK9cD09KnnjzcnXcj2kef2d9bXNiiiiqLCisrxJrX/CPeH7vVfs/2j7OFPlb9m7LBeuDjr6UnhnW/+Ej8PWurfZ/s/n7/AN1v37drleuBnpnpU88ebk67ke0jz8nW1zWoooqiwoorntZ8Y6foeu2OkXMN09xelRG0SqUG5toySwPX2NTKSirsmc4wV5M6GiiiqKCisLQ9b1LVL68gvdCn06KA/u5pJNwm5I4+UY6Z79a3amMlJXRMZKSugoqrqV5/Z2lXl75fmfZ4Hm2Zxu2qTjPbpWP4N8U/8Jdo8t/9j+yeXcGHZ5vmZwqnOcD+9+lDnFSUeonUipKD3Z0VFFNd1jRndgqqMlicAD1qix1FeeS/FLzpLqTSfD97qFja/wCtulbaFHrjaeO/JHHpXXeHvEFj4l0pL+xZthJR0cYaNh1B/MfnWUK0Ju0WYwxFOo+WLNWio7ieK1tpbidxHDEhd3PRVAyTXnrfFVpUnurHw5e3OmQNtku920L9RtIH596c6sIfEx1K0Kfxs9GorGsfE+mX/htteilYWaRs8m4fMm3qpHrXHj4rTy2019a+F7yXTYm2vc+bgL9cKQOo796Uq9ONrvcU8RShZt7npNFZnh/XbTxHo8WpWe8RuSCjjDKw6g1p1ommro1jJSV1sFFFFMYUUUUAFFFFAHkHxb8C6x4n8S6PqWm29tqsVlFibSZrnyi43E7gcjg9Ccj7o61k+Ar3w7pPxOh0i68FS+G/ELROiGO9M8TgruwQTgZA4IzXovjD4baH42vLe81KS9hurePy45rWbYQuSccgjqT2qp4U+Enhnwjq41a1+23eoKCEnvZg7JkYJGABnHGcUAePSkePvF+ut4Y8CaTd+XM0lzc6jdyhmyxG7iVAucHgDitr9nS7uI9b8R6YXUWwVJRFG5aNXDFcqcnjHfPIArur74IeD77XptVZb+EzuXmtYbjZC5JyQRjcAT2DAVlW1r4O+D3ii7aBNZluNRgEjIBE0UaF2wFHykYIPrxigTdjlPgFpNjrlp4z03Urdbizma0EkTEgNhpiOnuBVD4F+EPD/ie48SJremxXn2VoPJDsw2bjLuxgj+6v5V0ngjxF4G8BPqLaVH4imN+YzL9qWBsbN2Nu0r/fPXPasG4tPhnJrkmqWy+K7GSSXzTFavCsec5xgknGe2admLnj3PpGvL/j9/yS+f8A6+4f5moj+0F4LVyrJqgIOD/o6/8AxVOvvEvg74u6DPo6zaotujpLI0KLG6kdBlsjv6VLdtylrsed6x4C0K0/Z+tvEgt3fWWSGY3TSsTh5AuzGcYCkDp2qfxjrmqj9nbwoiTyiO7fyLmQE5ZE3hUJ9PlH/fNeia1Z+Gf+EAt/Bt0dW/s4RpGssRj87EbKwyTx1A7VhweJfAUXgmHwjc6bq97pcalV+0JGX+8WzuVhggngjFCalsOScdzl/G/gTwlo3wZ0vXdNQJqTJbut0JmJuGcAsMZx6ngcbfrTPiNqN9qvwG8G3uou73Ulxh3f7zgLIqsfUkAHPfNS2fhn4XrcpM8Hia4gRsi1nli8v/x0g/rXVeMNU8FeMtEs9IvbfWrS0s3DwrZJCm3ClQvJIwAegFVZk3IfH3gnVvFvh7wZPpYt7w2VojyaZNP5XnqVjJIOR6YJyCMjBrM8KXXh7w/8TdK07VfAcnhzXWyLeWC/M8bb1ZBuXOMHkZGea2dcXwR4ystJtLyHXI206LybaaJkRwuADnkgn5R2qLw14a8B+Gdbj1eKHW76+iOYpL6RH2HGMgLgE/XNIdzzq8TWvFnxi15H0ODXruCaaOKxu7ryVjjR9q7fnXOB2B7k47123wt8LeL/AAt8RpXu9Ii0nSb+KQyWaX8cqrgZUqvmM5w3GecButbvibwx4G8Z6n/adza6pZ37AF7mzZI2fHAJBJGffGab4X0zwN4Dmu9dtxq8k8cDCW6vHEjLH1bhcA/dHbNAHrteK/GzWdPbxFoGgHw5BrOrSqWthczvHEnmuEAwrLuJKdyAMe9dL/wvPwB/0F5f/ASX/wCJqvr2j+Cvixpljqzm9ZFDLBeW37pyoYgqQ4PG4HqPp1p2HY8ZlstX8I/Ffw39o0rTtFvGuICYNNnd1ZGk2ndud8ZGRjIBHauq+LWmxax8efDmmzs6w3UFtFIUbB2GaQMAe3Ga6WX4Z+BrG90++Q60k+nyJLvWWNjO4YMDIWBJ6AcYGKn8Q/8ACI6p44sPFN5/ba3+nCMRxw+UIm2MWGQck8sc8iizEcB4s8HaTpXxx0jw/pUctjpt+kKzxQzOCyOWV1yTnDKuD9a0ptHsfBv7SGi2WgxGztZlj3RK7EYdWVhyScHGfrXQ6zqfgvU/HFj4uuV19b+y2LHHEIREdpJGQTnue4qrqniHwNqHju08X3EfiJdQtNqpHGsAiO3OMgnPc96LMXMjFeytvGv7Rt/pnigtLaW5kS3tXkKqwRRsUYIOCMvx1pbKzt/Bn7R9tpPhhmjsbgpHcWqyFlUNHllOTnj73PStbxZf/DnxtfLf32na3b36gKbq08uN2A6ZyxBx64zUvg27+Hng68kvdO07Wp75gV+1Xnlu4B6gYYAZ9cZo5WHMin4KdYv2mfEauwVpBcBATjcdyHj8ATUfh26gvP2pdTmt5Fkj/epuU5GViCn9QRT/ABcnw38T6+dWvrPX4LxwplNoYlWXAwCwJPOABxil8PT/AA68MeKV8Q6Va+IIZkjMa2x8kwqCoU8Z3Z75LdSaLMOZGRpXhrT/ABV+0R4gsNURpbNJJ5pIQ5US4K4BIwcZIP4CrvgzTLXw/wDtE6voGnI0WmSQyxNBvJGwxq+3nng1r6TrvgfSPHN94tt4/ELahehxJHIITENxBOACD/CO5p1trXgi0+IE/jNE8QnUZgQ0TCHyRlAnAznoPWizFzI5bRPCHh+5/aC1Pw9PpsTaVEsnl2pZtowikd89z3r1Xxz4J8FXvh7StK1rVF0TTrJz9kC3ccIJxyuZAc1wviqH4e+KtbbXLiLxHZ30oXzJLJok3kDAJDFsHAA4xU3iC/8AA3ifw3pOh3x8Si30tQsMkfkeY+F25ckkE4HYCizHzI9wtI44rKCOF98SRqqNkHcoHByK8H/aVgm3eGroqWtkM6N6Bj5Zx+IB/Ku5tviz4dt7SOFLTVCkKBAWjjyQBj+/7Vl+IviH4J8UaTJpWsaRqdxayENjy0BVh0ZSJMgj1osxcyM39om/s7jwFowhmjc3F8s8JU/ejET5I9vnX8xXoXh/UrHw14D8Oxa9qNpp8g0+CIm8nWLLiNcrliMkV4zpFp8LdI1OG+ay8SX5gIaKG8aJ40IOR8oYZGexyK9U1rw3oPxf8M6bd3UupW1qsjyRCJkR8glDuyGH8J6UWGpJ7Hnf7SUbyDwxer+8sx567lOVyfLI59wD+Van7RN/Z3HgLRhDNG5uL5Z4Sp+9GInyR7fOv5ivUtY8LaR4g8PDRNUtvtNmFVVDHDKVGAwI6N7j37GuO0j4G+D9J1OG+YX9+YGDRQ3k4eNCDkfKFGRnscikM6/wbbz2ngfQLa5BWeLTrdJA3UMI1BBrboooAKKKKACiiigAooooAKKKKACiiigAooooAKKKwPEvi2w8LfZft0NzJ9p37PIVTjbjOcsP7wppNuyC9jforgv+FtaD/wA+mpf9+4//AIuj/hbeg/8APpqX/fuP/wCLq/ZT7E8yOc/aO/5J5p//AGFY/wD0VLXN/E3/AJN28F/79n/6TSVsfEbxBoPxC8PW+k+dqVh5V2tz5v2RJc4R12481f7+c57VDr0Gj+LPh3ofhNL++tv7OMRF01kjeZ5cTR/c80Yzuz1PSk6cl0Gmnscp4x8Ef2L8LNA8X/2zqUusMlty03yRI8eVVABldoCgc9j+G18UvGmsj4U+D0jupI5dZtRJeTRna0mxEyMjsxfJ+npXQ+LY9K134c6d4Va8vbcWiwJ9qFor7/LTb9zzBjPXrx71l6zL4R1nwDpvhXUP7VaTTI0SC+it41YOo252mQ8HuM/jxmhQk+g3puc58T/h3beCPh5ps1hrF9PHcXUa3NvNIGikk8tyJEUD5cYYd+G/O98WP+SJ+Af+ve2/9JhWXeeG9N1XRIbC/wDFviG6e2ZRbNPaq0UMeCCqxmbr93nPAGMV2OvXHhbxD8PdM8K3jaoG06GFIbyOCMEPGmzdt8zoRnIz368U/ZT7CuiP44yJ/wAKe8NpuG5rm2YD1At5Mn9R+dHjvRvE2sfDLwSuiw3tzp8dlCdQtbJ8SSAxR7cD+LAD9jgkHBrk7nwfpWqaLb2V34r1+5ntnVbd7i1V4oYsEFEjM3GTt5z0XGK7bWpbPUtD0CwsNf17SrnR7YW63NpGqiYbUUllEg/uZxnuetL2c+wXRheBE8F6R490uCEeK9C1UvhLPVABFOWUqFOADyTxkAZFc/f/AA/0X/hfkXhLNz/Zk/zv+8HmZMJk4bH972rqNF8OaaPFdl4h8Q+Itb126smV7cTQKgUqcrkmRjgHnAxzVrxlouleJvFsXiTS9Y1XRdUjQI0sVur5KjAIxIpBwcHnkVf1eq/shdGZ8bvDlj4T+H/hvRtN837JBdzFPNbc3zAscnA7k12WifDa00bRn8S3Wp6je60+lSCZ5pQY/ni5ULjIA6DntWJ4o8Pw+LfB+jaPf+Ib+S6sHeR76WyV2n3ZxlfNGMAgdT0rvX8SabJoT6Ztuxutjb+Z5S/3ducbv0zUujNboZ5d8Fr+z0z4VeLrzUJpYbSORvMkh/1gBiA+X/ayRj3xXAXllaXuhXOtaL4Y8T+TDkrq9xqAZVIPJYCLB98N1716r4X8O6D4b8G6z4a1C7vtRttTO53S2WFk+UAY/eNyCAc/pXMxeEtNtdGutGn8WeIJdNdWaC0W3VYo3PIZl8358HnHy880eyn2C5strl9r/wCy3qFzqM73FzEVgM0hyzhbhMEnucEDPtXQfD/QP+Ep/Z3stE+0/Zftkc6ed5e/Z/pLnO3Iz09a5y1XRLP4U3ngg3+oP9ok3/bPsKDb+8V8bPO5+7j73ep4NU0G0+EzeBTdak2Y3T7b9iQfelMmdnm++PvUeyn2FdHqXgTwp/whXhO20P7b9s8l3bzvK8vO5i33cn19a5745ed/wqfVPKzt3weZj+75q/1xWL4D8W6D4M8J22hhtSvPJZ3877MkedzFvu+YfX1rdv8A4g+Gdb0250290+/mtbmMxyxtGnzKf+B8H3pqhUeyFzI5zQPsv/DLc+duz+zrrP8Av+ZJj8d2Kufs8ed/wrabzc7P7Rl8rP8Ad2J0/wCBbq4JvCGlJbSaXb+K/EcWgSy+Y+neQhB5zyfNC54HO3sK7zULvwzL8OZ/B2mxX1jaNB5SSGFJCvzbixG8biTknkdaHRqLoS60FuzrviT4YufGHgXUNIs5FS6fbJDvOFZlYNtP1xj8a8O1q78baZ8HpvCWqeE2s7KzK+dqMkoA2ebvVQOhYsQMgnI7d67XQdU0bw98On8JC91ZmZJQL6C3SJ0LsTlR5hwRn1rkZ9JsdWlhj8R+MvFGrafEwYWzwquT9TMwz74zT+r1f5SlOL2Zp6Vd6fYfsw/8VBaz3NrPPJHbRRPscsZSVIYg7cMrHOD0PBzXL6hoHjO3+DlhqN/qsU3hVHjmGmo4Eqoz4X59nq3TJxkHHHHqOt674J13wb/wjMum6jBpyIqwiFEDQ7fulSWPI985yc9a85PhzT5bGPSLjxh4jl0SN9y2P2RAo5zxmYj/AMdo+r1f5R8yPe/h9fabqXgHRrnR7ZrWwNuEjgZtxj2kqwJ7/MDz3610teb6D458LaBo1po+nWOpR2trHsjDIhJ7kk7+SSST9a0T8UtDH/LrqH/ftP8A4uj6vV/lJc4rqdvRXEH4paIP+XXUP+/af/F10Xh/xBaeJLB7yzjmSNJTERMoByAD2J4+YVMqU4q7Q1OL2Zq0UUVmUFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRWR4i8RWnhnT4729jnkjeURAQqCckE9yOPlNNJt2QGvRXBf8La0H/n01L/v3H/8AF0f8Lb0H/n01L/v3H/8AF1fsp9ieZGh8Tf8Aknmqf9sv/RqVx6f8m+Sf73/tyKteJvH+g+JPD11pOzUrf7Rs/e/Z0fbtdW6eYM9MdaoW2qaNP8Pj4VSe/G58faTap/z1En3fM/DrXHWw1VzbS+y18zirUpzqylFaOLXzKEXhVLj4VLr09/dtcQKzW8Qf93GokIIA9Tyc+9a114n1SH4M2V0tzJ9rmmNo1xuO8IC/OfXCgZq19u0q2+HreGmnvCPLKfaRbL3fdnb5nvjrWZb634YtvBp8L3yalcxhmbz0gjQqxbcCB5hwRms44SqtIq3u2+ZmsLUh8Ol42+ZBfeEYtO+F51yHUrv7RcwxSXEZkHlyB2X5SMdQSDnPUGrNz/yQGz/67H/0e9YKnSJdJk02XXNdktxzbxG3Ty4jnOSvm88Z9Oua6K113w2ngVfC92NSniAb9+sCIcly4IG84wT684pRwda79y3u2+ZEMPO7tG14236l7UnUfASIFhloIQPc+cv+BqCOy1m/+C2lw6J5hm8xjKkTbWePfJkD15xx7Vy6W2jy6TJp8uta3JEpBt4zAvlRHOSdnm8nGR1HXNdIupaXH4PsdBi1DV7eWzkMiXdvEsbEkscY8zp8/r2prDVm/ejb3bbopUqkneUbe7bdGXpcPhzSdT0830XiPRr0SI2+5AEUhBGQeAcH6d6d498PWMPxE06BPN2apKj3GW5y8u07eOOKT7Jp+pXlvLrmu61qUMLZWF4VX0yMmQ9cDOBWx4vuNF8U3lpcxz6jY3trwkyQo3GcjjeDkHoc0LAV5U2uTqrbf8MR9Wm6bjy9Vbb5+RN438N2Hhj4cXNpp/m+VJeRyt5rbjngensKs+B/BdvPpeja9e3t5LeRqJIU8weXGo4VQMelUbrytV8Hvo19rN/cyvcCYXctspIAx8u3zPY9+9dFoniLTdG0Sz03F1N9miEfmeUq7sd8bjj862WBqe05pQsrHRDDp1uZxsrL77nL/DCaO38ReJ5pWCxx5d2PYB2JNczLBY6z9rudL0TX79ULE3j3YGw9ckCMgfTPSus8PJpPh691Waae7u49SBVovsyptBJJGfMOeuO1YVvaaRprTwRazrqabcEl7SONF3cYwzCTn0PAyK53g67hGPL37HO8NV9nGDXfsbvgjVrzUfhp4hhu53m+zQTLGztkhTETjPoDn86tfCi2+2eAdTtd+zzrqWPdjOMxIM4/GsLw9q2ieH/D2raUbjUJ/t6Mvm/ZEXy8oV6eac9c9RUnhzxPoPhvwzfaMZNSuPtTSP532VE27kC9PNOcbc9a1p4WtePNHZM1pUqicHNbJpnf+DPCf/CI6bcWn237X503m7/K8vHAGMZPpVvxf5n/AAh2s+Vnf9jk6em05/TNeeeB/FGh+FdNns1fUbrz5vN3m2SPHAGMeYfSur/4WLos6FGtL1lcEFWjTBHofmrpjhaip8vLY6IOCpcj93TbexlfCnyP+ECv9+3b9ol83PpsXr+FUfgp5n2XWc58rfFt9N2Gz/7LWJNYaTA9ymlaxrVhYXR/e2qxKwYemfMHHbkHj1rp9K1rw3o3hubRrGC/RJkcPK8aFmZhgsfmHtx7VzU8LXUo80bct/mcdJ8soc2nKn13O61vTjq+hX2nh/La5gaMOexI4P0rya0j8V+G/COreH5fD+6GVZWa8MoCRoVwxz0PAyOQau+E9f0XwjpF1YGXULr7RIX8xbZIyvygdPMPpWBPd2d3GLW98TeI7iwzzA0KkkemTKR+laVMJiJpSUHf1RpW5qqU4q0rNaNf19xt/D+a3tPhv4gn1KJ5NP8AMYNGvBfKAED0JyozWNpuk+I7jwBqV3p18kGhEySNZyOGkZV+982329s46V1UHi7wfD4abQo9N1EWDRmNl2JuOerE7+uec1xg/suG3lsLXX9ei02VsvbfZ0Ib64lA/SspZfiEorlvZdNP6RnPDzUYxWtk1o7a/wCR6l8NbvT7rwbANPtnt0hkaOVHfcTJwSc8ZzkHp7dq6+vMvDnjXwv4d0qPTbG01MoCWZ3SPc7HqT8/t+lax+KWiD/l11D/AL9p/wDF1208LWjBKUdTvpPkpxjJ62O3oriP+FpaJ/z66h/37T/4utrw54rsfE/2n7FFcx/Z9u/zlUZ3ZxjBP9005UZxV2jVTi9EzdooorMoKKKKACiiigArwv4z/wDI4Wn/AF4J/wCjJK90rwz4zD/isLT/AK8E/wDRklVHcip8J5zQPvUpoHWrOcmhwG59K7fQNWjtNmZYFxCF+dsenvXC7selOF06jChTUTjc1jLlO31fxG135O17Ztu77hzjOPeuLbzOpQjHtU9nFnfuyOlWpYRjvShDlKc3Ipw3bxjBCjnPNX4pkmwC65Poaz5oAM43dKhidoXBAHHrWhNzprSZoZEKYIGcE1qLcuQCApJrlYNRICqWiB54z/8AXrWgvOAd0f3fWpcS0zbh1WeJsbY8AY5B/wAa2tKgaXzvMR1xjHGPWuVjeOU8yL0zwa76wMK+ZiRe38Q96WxcTVQI+csPzp+wLwvIqmpIOV5qzFIxHzADmi5qRT2EFyrCR3G7GcEf4Vz2qeGYG814zcuTjGMHPT2rq9iHnd+tNPB2jp60xWPJb/RGiLZiuAA5AJX6+1c1e2QjLYD53kc/jXrPiNraO2BM6BvOwQXHHBrzDUbgNcShWUjzTgg+5oRhNJGerbOmOfWrFvKA3JHUVTLUIxDD61Zhct3pBlBByAv+NVPNAjPK5+tTSZdGz6GqTRHaeDigpluH94FPr6VbSFXOOenas+3mEQVSVGM9TVmK9CyEho+nrQ0ETQljVYEySOnX6VTVB2NSyztNEoAU9/lpscUjZxG5+imkirXKskhiRsAcg9aqLIXILYFa1/ZKkY+/0PWsxbXjOH/KmQ4iOAVJBzX0T8L/APknOlf9tv8A0c9fPPlbUIwa+h/hiMfDvSh/11/9GvUSKpfEddRRRUG4UUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFeXfGL/AJgv/bf/ANp16jXl3xi/5gv/AG3/APada0fjRM9jy6k70tFd5iOT7wrX0+5WLy8sgxnqfrWPnFKJCOmKlq5Sdjeu9R8xNoaI4bsf/r1iyFmkY46kmiEbnJPGRmpygx3pJWG3crpKy54FWFkDdSPSoHjxjrUakr2qhGlE2wjbzzmrQlLDPGay0uMcZXrVqObgcrSsNF5Lp0IGF49au2u6WQlhgFc8VlKyuRlhz71tWewIvzD7g71cZuJVjRj27QCeg9aCoHQ5qNRnpz9KeN3cfpVzvJXGhrwpIDuJGRjg1RudNibJUyH5e2P8K0to9aQ8HArEZytxYlN3ySYGOSKzZ4Npbhu1ddqBjWCQlwDxwT7iuXvJAZXCkEcUESKyDb+VXISowdw6etUNx9qeJSPSuyEo20MJJs0JJBxgr+dV5Ln5CMp0NRb8+lVSCR0ocorUOTW5Krl+ePwqUKCcVWjYJxkDnvUomAfOV/OueUmzRFkKBHSJGGY9fwpnml0wMHPpU1uG3cKenpW1FilsaFtABg/N92n+XnrmrVun7tCcj5RTMVhOUuY8qo5cxDJGNvGelemfDQY8OXH/AF9t/wCgJXmjPx2r0z4bHPh24/6+2/8AQErCvf2Z0YO/tNTsaKKK4T1QooooAKKKKACiiigAooooAKKKKACiiigAooooAK4L4t/8ira/9fyf+gPXe1wXxa/5FW1/6/k/9AetKXxomWx41SGlor0DEVeo+tadhOItvzKPnzyfpWZmlEhHTFS1cpOx0N1qW6N0DxHp0PP86xJ2aSVmx1x0qOPLyAkdaslBt70lGxTlcrpIynoPxqdJQw5K1E8fHfrUWCpPFUSaCHbnbzVwTFhk4rKS4IzkrVqObjqvWlYaZeW4dCMBeueat27NNMpI4OeQKzFcN1I/Otex2COP5h37/Wmm0UacIUIqk4qQqMcHNV15PHNTqG/unGPSumMnKI9hjRq/3iRiqU+mwttw0h+hH+FaJQHrkU0jHSsJRaGcxcaeVJ+SXG30/wDrVnyWoDgHfXXXfliJyzgHYeprmbqZRMu1lIx61pTirmc9iS2hCRr14z1q2pC4ORVNLn92OVpGueDyn502pNnmyUmy1PKPLHK9fWqEl1tJAKdfWmSTlh/D1qjJkuxx3q7KKuzohS7jhIX9OPSpQO1VUOzPv61N5w3DlfzrBzbOhFpVAQ9aaqhmpgmLKQNp+lPgDF1+U/lWtGWopbF+1g+4cN3qRo/mIIPWrNmhMKEgg80kg+ZvrWc5S5jzKspcxWaMbRya734VDH9rf9sf/Z64GR9uenWu9+FLbv7X6f8ALH/2es69/ZM6MKnzq56PRRRXmHphRRRQAUUUUAFeFfGh1XxjaAnH/EvT/wBGSV7rXgvxtVj4zs8f9A9P/RklVDczq/CcAHVhwaCQOahjRwAcU5t2MVpY5xGctwpqe3iZmyy8Y9ahRQDlh2q9B149KGNalxTtztqUTKeGb6cVW3EUbWZhtHQ80kapE8gDgkc8VUkiHlElf1qzkqp3cVCziTKA5z2pgyisf7/IHH/1qvJKVUAN0GOlQSbYwezCnRfMcnoRSZKL8Ny6nO/HHpXSWuvMm/NzjOP+Wf8A9auT3KBwaBO69G/SpepalY9SstdhkkKm5zkgfcP+FbcN5FIuRJnnHQ143baxNDKD5+PmB+4P8K6PT/E5+UNedX/55fT2pWNYzuekiTcPlNNmmEMDSO20DqcZ71h2GtRSiPNxnOf4D7+1WNRuvtGnSpA+52xgYx3HrSuXc4HxPqZnkmRJt2Lljjbj+97VyMjlieec1r6xBdR3EzyrhTM3OR1yaxGJ3H61aOSo3cCyjqaFb5hg1CSTThuB5qjIthie/FThIvsjkj5s8dfaqQk9DSmZ9pUN8p9qQ+YhmiBkbaP1qIIyseKsEknJprDPSmLmLdpMAQpbovpV06gsHSXbn/Zz/SsePcrkjjirEsZkxxnHvQaqRLPqbTbQ82cf7OP6U1LmPYRv/SqggLMqheScDmrP9lXvls6w/Kucncv+NS5ILti+arHG7P4V9CfDT/kn2l4/6a/+jXr5wKSwyAOMHGe1fRvwwOfh3pRP/Tb/ANGvSexVP4jrqKKKg2CiiigAooooAKKKKACiiigAooooAKKKKACiiigAry34xkD+xf8Atv8A+069Sryv4ygn+xMf9N//AGnW1BXqImfwnmAYHvRTFVqUk13GAFuwNOjUkjIpoHOTU0eMjFAyZeAMelP3juajziggkcdaRSJGw3Soig2ninjIppYHgHrTGVyvzDAqdWKgDNNIC9etIpzg9qCSdJCCDn9K0be9KgDzOi/3ay+AKUOR0NCtcdzs9PnVyNzZ+TPT6VrNCh6L+tcZY3zxkfvMYTH3fpW0usdcz/8Ajn/1q1bknockqk1ItvwaYW2qST0GaprqCSEfvc84+7/9apJJg8LhWySpA4rOpZS0O+L01MXVroM8yq+fu8Y+lYbsSTk81fv45hLIzDjj09qzWzuqEZyYZA60Zph5peaoglDH1qRFXa+R24qAMPWnb2HQ9etIdxjqC3A7VHtIbpUp5NIeaYrkkLgFQTV2O4WPnfjjHSs1chql5YAVpTnysb1Ru2+oq2AZeAv93/61Kb6If8tP/HTWEjsh4OO1S+Vct0GfxFXKMd2zm9heVy414jdJP0r1f4XuJPDVyQc/6Y3/AKAleJnzEI3cV7L8JWLeFbon/n9f/wBASubEyi6eh0UqajI72iiivNOkKKKKACiiigAooooAKKKKACiiigAooooAKKKKACuC+Lhx4Utf+v5P/QJK72uA+L2T4Ttcf8/yf+i5K0pfGiZbHjQYetLUaq1OyRXoGApbsDQgJIz600Dnmpkxxj1oGTIAoHrUgfHBNR9KDyOOtIpEhIYcVHsGTxThkDmmlwD1pjK7L0wKmUlRSFQPvUindQSTLIcjnvV+3vCgUGTGM9qzhgCl3EdDSKudRY3qu8YMmc5/h+tdFCI3Re/yg155bXbxSKd+MZ7V0NrrJVVzcfwj+D/61b2fKrGFWUr6G9MigjA9aqnNVDqqyY/fZx/sf/Wp32lW6P8ApROVo2ZtSvbUydWuxuZVfrH6fWueZyTya0dQjnMmSOAnt71lNnPNYJsJEglwuN36U0yZ7/pURPakGa29tIz5ScOfWnxhSx3elQBqcHYdDWTbe47jZFBxxURU56VKcmkPNAXHRNtwCe9XY51jIbdjHtWeAQRUvJXFVCXK7j6G3a6ivyKZeOeNv/1qWW+iBP7zv/dNYisyMMHGKkMc8v3RnPPatHyX5rnM6F5XJ57pWJw/8XpXo3wibd/bPP8Azw/9qV5U6SITuGOcV6j8HTn+2v8Ath/7UrDEVL02kdNOKi0eo0UUV5h0BRRRQAUUUUAFeG/GaPd4vtDx/wAeCdf+ukle5V4j8YiB4utM/wDPgn/oySnHcip8J56iKIxlR+VMkVcEhR+VSrzwKcU45xV3Oexnvn9auWzquMj+Gh4hjov5VCyOvRsfQ07jjoaQUN2FTqAoY4FZsd0BnO6pzcgqcbulBqpIW4mUZGD92qRk7gkVOP3vvnjmnfZCD0TFF7EvUpYeSTJYkH1NXUGFA9qd5IXjC5+lP2YA6UmxJERBz1pGOKkbgVXGX6Hp60DHQxl2xx1HWr8dnJtJVlGPc02CLaTwvariNtI64zSbKihILi4tSu6eT5f7rmtG110xyp5ktyyjORuz/WoFjWf5VVct3IpW0mUoWUxD8/8ACp3NEQa3qEN3BiNHDebuJYD0PvXNvjJPvWvd2skYIYqcNjrVEW5Zj92qRlONyCO3Y5ztq4tizKx+TgVOiKmcqDn2qZbqFVb5G6egobCMTInt2jbHy9M8VDtNXLqZJZAVBA245FV8VSZlNDMcUlSYppGKCLCVKkmM5yajxmigaNbTIFfUrUsqlFmTcCOoyK9Rt4dMOh3mbCEvtfDeSvHy15vpaEtIwxlSpB9Otaxu7pR5YuZgjdVEhwawnTcnoddOyRieILVDfoYURF8ocAY5yfSvcPhmhT4e6Wpxkeb0/wCur15LJAJlLOqsw4ywya9j8BoI/BenqABjzOB/10arStGwW9650dFFFIoKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvNPi1F5n9j9OPO6/wDAK9Lrzf4ryLH/AGRkHnzun/AK6ML/ABV/XQzq35HY8rMe0cgVGwHoKndgx49Kj2131VZmS2IG6VJEQMZpxUY6CmFSOnFZjRYGD2p6gDtVZZMcHNSCUe9BaY53Ax1qDdnkZp4OaXyj7UCZCcsQc/nUq8KKdsx2FKFwKLiGmg041GeTigZNE5DdT0q3lz0Y/nVWIAYOO1Wd2PWuuMo21I5dbkatLGRmRvXgmp475lYZeQjPrTQA/GBzxzS/ZGIyNtcbd2aoLy6jlicBWycckVlN1Jq7LEy5BIqsUy2OKETJEaxknPFTJCT/AHelPVQvUDpUiyIp6H8qGCRUeIrjpTMVPLIrYwDUWKZMkNop2KSgkSnK2DTaWgZMqb+mPWuts1tfn3W6Hp/AK5e1Xc3b7tXvNlT7srjPoxqJJs1iVtRiU+XsVV654x6V6r8Jl2+Fbocf8fr/APoCV5kV3j5sHHrXqnwxXZ4auRgD/TG6f7iVnVVqY1vc7WiiiuMsKKKKACiiigAooooAKKKKACiiigAooooAKKKKACuD+LK7vCtqP+n1P/QHrvK4X4rnHha2/wCv1P8A0B61ofxFcmWx40qgZyBQQPQU4nmjbXfLcxITSxHHX1qQr7CmFcdOKQIsDDdqeoAPSqyybcAk1IJR70Fpj3YD86rlgScU/dkml8onkY5oEyElm7n86lQYFO8vHYUoXjtRcQ00dqcajJycUDAZ3VbjD4GGxx61BGvAJxVgHAq41HELXEzKhP7xufRjUwvWH8cn50gKkcjNO+ys3TZWcnd3KQ+5vI5I3+VslSORWQ3WrssLJkEjpVYpz2oQmiEIWOeKmSEnH3aeibQMgVKsiqen6U2JIqyRFfTr2qPBqxNIrDAB61DQTJDRRTsUlBIlKrYIpKXtQMlVd/THPrXUaYluI4w8KMfKGcoDzxXNWwy6j61oiSSMDbIy9uCRUSTZpEbq8UZL+Wir+9PQY45ru/g+hT+2c458j/2pXCkGT753d/m5r0P4VIE/tbAAz5PT/gdRUVqbKW56NRRRXEWFFFFABRRRQAV4d8Zf+RvtP+vBP/Rkle414P8AGuQp4ysxx/yD06/9dJKqO5nV+E4RXwOlL5me1VopN2ASKsBcjPNW0c9yQHjNGdxxTFUk4AJqZInT5tjAEdxSLUWx32PP/LT9KgaHyyPmzn2rbgZpd3GcY6CotQXEYBBGQaCuSxUtfuZ/2qnJ+aqlv8i4/wBrvVoetSxoRjg5pM5FKTURJJIAoBjX5496lRNuec5pyRhQG5yRUkaF85B49KBpDoxk1NjFSKmwE8/jTDvdgEUsDxkDNPlLQIdjg9cVuabeYWJPL9ec/WsNo2TO5WGPUUJKUYHjj1qGikzrptO+1RhvN27ju+7n+tZF1o3lZbz8/Nj7n/16nsdUZQqkxcIB1+nvWxHLHMikuvIB4NTzNF2TPPJFxjmqVwmQOema7e5sI327S5xnpz/Sucl02aPaWhnA7koeP0rRSMZQZhLwMU8Gr9xCitjJ6VVaHjIDGrOeUSI0mKftYdVI+opKCbCA0Gg0Lk54oGjoNPbaJeOuP606aTEgGOoqKxU7myD2rQVMup560rHVHYht2xGfrXtfgU58G2B/66f+jGrx6cADGe1eweA/+RL0/wD7af8AoxqUijo6KKKgAooooAKKKKACiiigAooooAKKKKACiiigAooooAK8w+L5x/Y3/bf/ANp16fXlnxkbb/Yv/bf/ANp1vhnaqmRP4TzXPFN3e1MR8+lPxmvTqWauYIUUZ5xTQO1PCMOdp/KsC0ri+VkZ3fpTWj296txEsAMdqWYfIM8c0DsVohnNSk81BH8uampAgNJnNKaaeuKAEalUY5pyr3pwBY4xQFgUZNSYxSquPXpQST0GfpRYoQcEGrdtNgAbf4vWqhQr1BH1oDYpNDNdofOUndjPtVWay25PmfpSW9yVCj5e9XkkDqMsOfQ0rlWuYMq7WIz0OKruuR+Nbk0KsTgk89qzpbVwxIR+vpVJkNGeOKdVh0C45NQlPrTM2hhop2COxpKBCUppKBzQBdtTgj/dqSRsY4qKAcj/AHatbaDVDIz1r1r4YnPhu4/6/G/9ASvK34Fep/DH/kWrn/r8b/0BKxr/AAFI7WiiiuIoKKKKACiiigAooooAKKKKACiiigAooooAKKKKACuD+LPHhW1/6/U/9Aeu8rgfi6ceFLX/AK/k/wDQJK0pfGiZbHjoNG72qJX69KlAzXoMwHA0Z5xTcU8I3XafypDSFEW4Zz+lNaPbnn9KtQsSFXFPkH7s5FBVipEPm/Cpj0FQLxISKmHIpMEKabnNKaaetACNSqvQ0qr3NOGScUBYVeSKkxilRcY60Ek8AZosUJirME23d8v61W2N1KkZ9qQNSaGbJj85Sc47VVlssc+Z2/u1Hb3JUY+Xr3q/HKHXkr1xwaVylqYcybHYZziq7jINb08SuWwSScdKzZ7VtzEI5H0ppkNGbjBp1WXjCrzkH3qEpn1qjNojNFOwR2NJQISlpKBycUAWrU4ZD9asSNgZx3qvbjlfxq5t4oNYkcZ+b8K9K+FZz/a3/bH/ANnrzzoor0L4Vf8AMW/7Y/8As9ZVvgZSPRqKKK4SgooooAKKKKACvA/jcM+NLP8A7B6f+jJK98rwj41KW8ZWZx/zD0/9GSVUNzOp8J5pHlWBA5q/CXZF+X8hVeGItMBt/WtyztlESFk9e9aMyirlCFmWVtwwMd62tlu9rHumAOASNw9KpzQxZOF5z6moXPyhV7VLVzeL5Tct4YYN21/vY6kVS1HEqptO7AP3efSljZ2zk0wDgg96A3M4AqRwfxqYNxjipZYh1x29arZKtikyGrD2Y5xUkaAfMcjIqNRyCamVS3AGRSBCgFzjHT0q/FEEz159ajghxg7ecetOllIxsb68VSRaFZi7Ki/Nu4OOa09OsBs+YSA7+/4e1Gn6a3m7ni+6yn73/wBetwRqhwoxVDsZN9p6FZCpkLccD8PasWW1KuU2vkdsc13celzTQicQ7lPfcB7etc7qttJbXsxKbdu3vnsKTVwZiDdDzjHbkVo2+pOgUfu+Fxz/APrqhcFnX15zUKbs81k4jTOrsZPO8zdjjHT8atataxJZSNvORG5GSPSuctL94d/7zGcfw1PrGsNPAEin3blYEbMdR9KhJ3KctDAliWW4QAk5wOPrTpbXyVPDjvzTIBMJoyeoYelXrpncfvDnitkzFIy5IA0Zb5qrNEF9a3Ioo5Igu3JPvVa5sHAJWPjd/eqiXAxnXA4z1rQtrAPu3CQYxSx2nmOU2ZI6jNbUVrKmcpjPuKGEYDFiEIYrk59afHKx5IHWnSRycACmeXIqnIxSuabCXE3fIzivZvALbvBOnn/rp/6MavDrlm3jJ7V7d8PDnwLpv/bX/wBGvUy2BM6eiiipKCiiigAooooAKKKKACiiigAooooAKKKKACiiigAryr4zD/kCf9t//adeq15Z8ZBn+xf+2/8A7TrWh/ERM9jypeDU6FiOneowpLDjvV2CL5eR39a72zJK5CuQ/Iq4gRoBlgD9feo5EXJ4phwFwKVi1oXI0ROQ3UetMnwy4Bzz2pkZYgD2o7nNAFbBHang09lB7VEeDQKw4mlUd6QdaeOeBSABycVMiY556UiJ0OKczYHB5pjFZsDjmp4Lf72Qw6UkFuXOSuQRnrWhtC9qYytNbqc8tnFUni2nGG/GttLd5VLBMgcZzVK8hZJAduMLnrSsBn4KdunrU0VwygD5aickg1GM5xUtAmakL+Y3OOmeKtPEnlqSTz71kwzFG+9jjHSp5r3MKgScgj+GpHczpQDilaHYOjfjUYD96tSFiPmqyEVSmQTzURQD1q7GqlcY70ySA4JC8fWmDRTIqWKHd13dKcIiW245+tW44WAHy9vWgSiCRhAMZ6UquT2p7KwHApoVh2ouUEj8dq9V+F53eGbk/wDT43/oCV5JKTxXrPws/wCRYuf+vxv/AEBKxr/ANbncUUUVxFhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVwHxe/5FO1/6/k/9FyV39cD8XBnwpa/9fyf+gSVpS+NEy2PFAKnQk54qPafSrkMX3uP1r0DJakfzBhxVyHY0TbmAOfWmSIuenao+FBFKxa0LUcaKQwb9aWYgowBFQRFsAdqefvc0DKxBBPBpynAqRlB7VE3BpEtDicUKM8mm9akHPSgQd8VKidDzSInqO9SMdowOtMoGOBgdalt4dz5IYZGaSCFpCrFcg+9aKoEUcY4xTGQPbqVXlulUXh2Y4bn1rajgebO1c496rXluy7Mrjr3pAZm0r2PrzUsU5X+71pjsSDn0qLkGpaBM0opTI4zjn0q4YlMOST/k1kRSFGHOMe1WXvf9HKiTn/d96mw7lG6AMjgHo5pghwobDc01i7SMx5ySasZbylB6YFWiCrs3etRFAPWrkYXmiSA84Xt60waKJFSRRbyCQeaf5R3AEcn3q1FCygfLx9aBKIkcQQAjPFPDHOMU8qwHApu1u4ouUKzfKOlehfCht39r9P8Alj/7PXnEhOPxr0T4S/8AMY/7Y/8As9ZVvgY1uel0UUVwlhRRRQAUUUUAFeF/GjP/AAmNp/2D0/8ARkle6V4Z8ZnVfGFoCM/6An/oySqjuZ1PhOAtF3XCZHr/ACrdiG2AAdf/AK9YdvKolU4Petm3ffGpGec9atkQZVndlYknHzVXBYsT61oXUG+MYCg7s81RjjZZWBIIHFK50xVy3BODuy36Ve8hRyy8fWqCRhc8D8q1o2EmVx145pNiUTPudgcKncU37BI0Pm+Vx67vwrVFoM7mWM49qgurhVR4lDL0xjgetIJRRksjIxTGCO1XLeMYGR/D60kUZkkDHBz60sgZM4OMHHBppGaRYdwijYcHpVyz0xpd/mw5xjHzf/XqHTrN5JdzlGUpkBufSuuVY4c/IvPoKsoiiiEavgYJHHNWrGymunRvL3DeFPzAelNtYWL5YggEZBrbtdQtbWE2phbzpD8jqowCeBznPWgexbmWC20hrWL5b1ei8n+LPXp0rGv9Jin0mS5uIN07Y3NvI/iA6A46VcdmimM0zF8deck9u9SJKGInky1r3iPPt06deaaRL1PN9Q0q6tAZnh2QM+EO4H1I756VTiSIt8w7e9ekXdiuoAoqR+Xu3qrjgDtx+NcZqmmtHJIkflIVlIyvHr7UONxIx3QjG0VXbJILdBVuM7s55+tMmtnETnK8KazsNhbCJsP1w3Xmi7mhE6pu4K9MH3rIe5a3YJvcZ5+U1DJJJNIGDtwMcmqIudHBJbrEpU/N+NRzXKt8u/ofSsi1nMciK7McZzzVyUhkDKMZOaY0xYJAlw7E4Bzg/jXTKI3zjnFcazlSck1o22p/ey8vbv8A/XqZDUjoJYFVCdvQE9azZ3OCFP8ADW67pJBLheinqPasG4/1gA44qUzRoz2SaSUbhlcc9K9y+H67PBGnLjGPM/8ARjV40FwhOBXs/gPnwXp//bT/ANGNRLYlI6OiiipGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXl3xi/5gv/AG3/APadeo15d8YiB/Yuf+m//tOtaPxomfwnl6D51+tX4xhTVFGG4cd6uRtuHfrXcZxGSEgkmosknNWpE3IemarbSsmCaLmiVyWN8HGe1ThMgEjrUCqBzgVajYYA9qQWIZNoximrAzKW25x71a8nPULSSSKgKgEZHagGimylTjFSRr0yKFG8g+/enOCuccfSgmw8kKvHWpIYDI3zLkEZ60y3iZ3Ukgg54Na8aKiKdo6Y4FMYyKMIAMYwMVLHE8ueM496EUsxweKuwzw227fGTu6YApgWFWKC3dGG2QglRye3FVGtRNbyPMmWAIBz2xUj7gwZznHvSh953AkRj7y+tAHPXNpIgaRUxEMc5quoXIzXSzRrcZVFUI3RSOKyLy1KO6qEBGOlFhFFl9KibPepRkEg84oMZPpU2GMQI2afM6AqM9aptIYscnn0pjuz4wx49TTJuX42jC++feleUcjP6VRjYqQCSeasMQykgUwuIGxLuzxWjHtZFx6VlE4qWG4wcZbgUmNM0zGMdKrO3TBq5C6vGvH8IPNU5O1IZVYOxGeleufC5dvhm5H/AE+N/wCgJXlQHBr1f4Yf8i1c/wDX43/oCVlX+AaO1oooriKCiiigAooooAKKKKACiiigAooooAKKKKACiiigArgvi3/yKlr/ANfyf+gPXe1wXxaOPCtrn/n+T/0B60pfGiZbHjQq/GMZqiGHpVyN85613mURJC2fwqIkk1aZcqenSqpQq4GRRc1Wo+N8EDNWVXcN2MioFXvgVYiYBQKQWGSBVXjrmmLC0mSFz+NWvK3dh+NDOsWBjH0oBopMhXtinxr6jvRgv+HrUjLt6cfSgmw/hQfWnRQtKwJXIPvUcMbSMpzxuxzWvDGqRqdq8egpjGwRCNVG3GPepUjaRyoGe9AUs/HSrkEsVud0iZ4xwBTAs2scVumZht3AY6nP5VXS3+0Z85N23pzj+VOkJkwwJ2nlQewo3mT/AFZK469qAMKezfBeOP5FXJOapqBkZrqJQk2RGoVSMEEYrJvbPy2wAgO3PAp2EZzKOdoqJs9DUuCrbWOTSmMtzxUWGRoFJwfSnysixjnHNVZWMTE5PXHFRNIXUDJ9eTTJL0Zi5/8Ar055QOM9vSqCsy5yx/OrJYMCcUwuIW/eKewrQhKtGvc1lk1JFPtIGW/Ckx3NQxgjOKryHGQPWrNtIHhXIJJz1qvPjc2B/FSKKkm85x616T8J12/2vx/zx/8AZ688Uc16N8Kv+Yt/2x/9nrOt8DEtz0aiiiuEsKKKKACiiigArwj415/4TKz/AOwen/oySvd68S+MKbvF1oc/8uCf+jJKqO5nV+E8vV9hByePStGyvlUorbzjP9arXEP7tm3enaqijBrTcxTO0sYxdPgAcpu+b8Kq38a2+47VB34yo+tQaRq32ZlHkbsRbfv49Paie48+V327dzFsZzUtHQp9iWztpJN+WU4x1NXoY28xVBGWIAqW0bO/8Kltz8+/+6QcetZs3p2tqdPovhi7v9HuLgPbkIzL85OeFB9PeuM1qwlsdVnikZDs252k45Uf41ux699mYQfZt285zvxjPHpV2Vf7QsTz5e/8cYP/ANak5FezurnHQuqRg4PHpVy0s2nlJOwqV3ANSXlp9kvHO/ftx2xnIrf0ybfHGu3GIh3+laRkYWsyaG1WCCM7Ix8oHyj2q7HC1xnaR8vrSxW/nsRu28Z6ZrooLfyN3z7t3tiquUkRG0SKJ/kjBI4IFZFxaTLOtzvXZEAxGTng54rRgfzyXxt8vBx1z/nFT484/wB3t60IGjOsZ/Pv45XLNA2co3OeD26datpE11rYghIWJukZ4UfLnoKp3tj5c7y+ZnGONvsBTrbVfkXTvJ9f3m7/AIF0x/WqM7DdQ1KJJJLSFZI5oZCjsoABxkHBBz1rK1C9tZLVF8k+aGG5yo5ODnmm6/Bst9+7OZemPY1UtrT7Ei3W/f5igbcYxnnr+FDdgREunrbZ8xIju6YH/wBasyeWPymGzqD2FZ13qfm7P3OMZ/i/+tWbjzge2KlIbYuoxh33qAAE9PrWckyxnDZJ68VeVdkipnOSOaS9tNyF9/QAYx71VjFlCSfJLKWFTx3TMoXe/A7mmx2u4Ab/ANKtRW/lHduzxjpSErjoo3c5JBBGeTUpiI+7gfSnxL5h29MCrzQ4/i/SixdiXTtRZpDG7ytvKqMnI/nW/BZpKMlIzzjkVxzR+W6PnO05xWnaat5KbPIzls53/wD1qzkjSMjcvbRIYmHlxjgHge9en+CAB4PsABgfvP8A0Y1ePfbvPYfu9vb72a9h8EnPhCxP/XT/ANGNS6FNo6CiiikIKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvLPjJ/zBf+2/8A7Tr1OvMPi+M/2N/23/8Aada0fjRM/hPKQcVPDMBgHd1pHT5Sc9qrgV3mKNmHErKB39abcII92QMjHSq9pc+UUGzOM96kmm82Qttxn3pWNEwhRnbqMYzzU4UqeadAeB/u09RlyKlmkTT03TpbnzcGM7cfeJ9/asvULV7edVYr9zPH1NWRfeR/yz3Z/wBrFWQ/2iJuNuQR60rj5TFQgL+NSxRmRweMHsafcW/lyD5s4GelWrN8ogx61SZnYkhhCRA7V49BVhFL8D070Km9gM4zWhFFsUHOePSncYkUIVFJVenpVWWB3xhhx71Yz5kjL0x3p+d3tigCokvmyowJ25AIPep5RuuY1j+VWwCOg60y4t/m3bug9KZFdeUPJ2Z3nrnpnimIkupkgZ7fBEgx8y9PWqc08ZgIZSX/ALxHvTr5P3MjZ9P6VThh2qs+7Ptj8KLghBAAfMKqQ3TioXZQSNvf0qC6ucsy7OjHvVPO8nt3pBcdOobbgDvVQNt655qfG33zTpYty53dAe1MgrNJnpkU5JTgLlvzpFiz3/SpVi24Oc/hQIVQWIOeKk2EdMULyQKn2fKOaCgguCjYLPgDHWtFIg+eFOPUVkunv3qeG78vd8mc+9S0UmaMsKoh+Veh6CvSvhmMeG7jH/P23/oCV5V5/mEDbj8a9W+Gv/IuXH/X23/oCVlWT5LjTOyoooriKCiiigAooooAKKKKACiiigAooooAKKKKACiiigArgfi7/wAipa/9fyf+gSV31cJ8WBnwta/9fqf+gPWlL40TLY8UzU0c23P3qcUz3qtivQMUa8TCQgDucc0+4iCZyF+7niqFrP5RHy5+bPWrU9x5z5244x1pWNExkSl3BB4PY1YCFT2pLc8L+NTdZMVLLiy9ptjJdTFQU+5u+Y/Sq2q2UltIoJTkt932xT1u/s4B2buMdcVZin88Z27e/XNK5XLcxIyBnNSoplYEdM45qa5tdm3585z2qWzk+XGP4qpMzsTQQBUJ2rwc9KsIN2FFKBuIHrxV6CHYqndnHtTuMSCELGpIU/hUM8LPkKQOanZt0pTH407qNvpQBSLsQEViCnB5qzdEDZ5Q2dc44zTZ7fdtO7H4VFFd/Zc/Ju3e+KZJYupEtG8ll+dlyCo6dqpNOnlMJFLNg4JGakukzG5z0Q1nQwbl83d909MdcUXGAhDHzcLt9COaikKqxG38hUV5c/O67PTnNUGbe3TGaQEtyAwOAPvVRJ2Mc9OlTldvPWntHvQc479KZLKzSA9M0qSkDBZuT60ixe/6VIsOOd3T2oJHKC3epNmPSkHUCrCp8nWgobBMY2VSzYHYGtKNRKAcA5Geay5E681JBceUfuZwMdaloaZqNAqqDtX8q7j4WgD+1sD/AJ4/+z1559o8wY2Y79a9G+GAx/av/bH/ANnqKsX7JspNXPQaKKK4CgooooAKKKKACvDfjLOYvF9oo2/8eCHn/rpJXuVeC/G3/kc7P/sHp/6MkqobmdX4ThhN5y7SV59Kb5K7s81TjkKOMY49atLOSoPy5rRmCNXTreIS5LkEp6j2reu9OilsIfmk52ngj0+lc7pj+ZcEPgLsyD+IrrHlUWMKoysQF4Bz2qGzWJnwI3zYUn8KuiB1YBUc5PPFR71t/usvzeprZs2ilLHzF+XHRhWbZ1QRi3dvIsgPlvwv92mw3UtvtKquV/vA1p6tcLHNsVkOY+5+tZGTIenB9KhnTB6amvbXf21FhlKLvznbweOf6VVuLWSzkeWKORgzFQWXII/yKdZ2rIqXCq5Iz1HHpW0DBeRJDLKoKgEhWAIPSmtDOpFX0K+na28e1GMC7UxgnHp710drerc7/MeMbcYwa4m+01oGeWGOZ9zkA4yCOeeBU1nqrJv3mJc4xnj+taxdzB6HekBuFOQeuOcUo/cqUXlTySazNN1SOaRkEsJBKg4b1/GtC5kRCVV1OV9a0sFyK4mJhaMYI4+tZk9o7qzxpIznoFGc1bXdI4UDJPYCtBBFa2gnkkCMvUOQAOcVLlYErnJyW0Vjmd2KOx2sJCAATzj9K5XVNRkupJIMRlElJBXqcZHrW1ruovezTQjy2RZ2YFOSeo9feud+zASM2GySaI6ikiOOFjn5W/KrojCq3XkVKqCPoevrTc561qjFlOWAMrZ3ZxWXcI8Mgwp24zkit8gHvVS6txIhzu6Dp9aGhFK3lBjUErnnipEiMshDBsdcgVTkje3lJVGwvcir9pcqcZdAdvIzUgXoogirjPTHNKRSo4YAgjp61KkTSZwrHHoKYypIgKnr0NZ08BLZw3T0rXaMp1BGfUVDIgOevSk0BmQM0Dg49+a99+Hr+Z4G05zjnzen/XV68KlgDKcbifavc/h0pTwHpqkEY83r/wBdXrOSKidRRRRUFhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV5d8Yn2/2L058/r/2zr1GvLPjIM/2L/23/wDadbYdN1EkRP4TzISbhjjnikKDPeoQdpFSiTI7V3GRYt418xSSe9aJt1e16tz6fWs23bMqg9Oea1kZRagAgn0z71LZSK8aFTgA8DFT7GABCkn6U3IT5sjJ9atwsr4BYdOxqWapFWWNuPlb8qYjsnQdDnmrt04XZgjnNUc7qTNIlqK4Mg2vtGTjimywmNy6BjjoccU2GIkb8NwauoySII3YAnqM80IUkQ214ybVbYMZ61pw3AlOGZcYzwayLi1CszoHbpjuKSG5aM4baMDHNUjM3+CPlOfpSgeX07+tUra7UkfPHnb61dkKrjDD86qwDWf5SBjkVVaLcCQCTjgCpMknFWI1VYy7naV554ouFjKaER5lfKsOobgVnXlyWZ4xtK8cir2o3RkkljUoVOOR+FZRj+bdzmhAxioSehqdVwO/SlVQoBHpRnJqiCIoD61VlQpggGr2BUcibl5z0oEV4n+XkjrT9u9+hwfSoXjKMMA468ipoZR8oJApDJ0QKo6040KwI6inBSxwAT9KAIyM1XdCccGrbKV6g03bmqSu7AV4I2EgwrdR2r2P4art8OXAwf8Aj7br/uJXltvF8/AY8ivWPh6pXQJwQR/pTdf91KnF+7T5UZwm3UsdZRRRXlnSFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXBfFptvhW1PH/H6n/oD13tcB8Xv+RTtf8Ar+T/ANAkrSl8aJlsePCX6UhjHvUGcVMJCeuK9AxJoY1LKST96tOOFXgfk9xx9KyonJkUcY3CtmBlWBxuGcnv7UikVkj2MFAPHrVgIcZwc/Sm5A+cnmrMDq+0Fhz71LNUiCSNtgO1vyqJSyZ4/OtC5YJEMEdfWqDNuJqWaRLEd0zZ3bRRNb7W3IGOBmoood+eG49KvRuCpRyFycYzigUkQW928eAwUfNnmtOG58wqCUwfQ1m3FqpO5NzYXtzUMM7xMqsAMf3qpGZ0IwR8pyaUDZ8w6mqFteKSvzx5571fZl8sNuGT71VgEMmD2qqY9/XPFPLcmp4Ywd2/K+nai4WMxrfH7yQMpXnniqF5dEEopQhlrQ1K83OUQowZMcHPrWK0eWBINJA0RqpJHBqdEwB1pUUAA96UnmrII2QEnr1qtNGVGQCeau4FMZcjvQIqRP1yQKkILMOOPaoniK42hjn2p8UvTJA5pDLEcYA79aeRQrAjqKcAWOAM/SgCMjNRNCX4CseewqyUIOSCKkh+9+FbU4J6smTsiK3sznJSTp6V6l8Ok2f2lwefK6/8DrhIcYH0r0HwEu3+0OD/AMs//Zq5cVN8tjlpzbrJM7OiiivPPRCiiigAooooAK8F+Np/4rOz/wCwen/oySveq8J+NSbvGNocZ/4l6f8AoySqhuZ1fhPMeM1PBG0jqAM596RYd0gULz6ZrXsLML5bNHzz3+taNmMVcu6fZgbT5fOznn6Vp8QqO3an2MKswCryE9fpXdWXhO1vrOBjZb3aNXP70jsOevvWNzpjGxwYjWX7wziobW5uIXxvxuI7CtG7068sNnmxbN+cfMDnH4+9ZrKUIJGMcim0aKViW8Ms0oducLjPFRRyFcAGo5J5CcBuCPSo0MjSgCoZvTkdJZXi/Y0iaT5ueMe9ZsT3bajP5JyMtjp0z71NZxgRo0g55zWppVtbC8keVPlZDzk+ooCclc6LT9Hu7qzg82DcDErffA5wPeuU1TQpY/K8q2xnOfnHt717FplvAunWrRpwYUxyemBXOaxosx8ny7f+9n5x7e9OOjuYtqR5Vp95PZ3KbpNm517A5wa7C0vvtTKTJuYsFHy4rG1fRfJjSWG3xsDMTv6Yx6ms7T9SktpoxJLtPmBvu59PatudNGaTR6OoitLYXU3yFercnGTjoK5LxDr7zzXNtBc7ojtwvl49D1IqHVvEkr2c0KXeVO3A8seoPpXLG6aafez5Y98e1ZpXZfNY0YSN25vvEcn3pmyaSVgoyMkjpVf7QqgZfH4VsWEJn2lF3Epnrj0q1oTe5SfIxmoi4Herk9vIu3cv61RnQpjAx1q4szlEcpzTyMjmq8b46nvT2nXOA36VTIIriFZAylc5x3rGmhkgZmRduWx1Brd3Buc5qGaFJBgrnnPWkBUtLzkK8nRfSuhs7qKPf8+M47GuVmt5IWZkXGWwOe1WbW+J37pPT+GkNM3biRX285xmm29sbp1VE3bmC4ziqjzhvutn14q1Y3RgKsH2sr7hxn0pNlJXNU6PFaDN1Bs7/fJ4/A16p4OWJPCtksIxGN+Ov99vWvI7vVbi6HzzbuAPugd/pXq/gZi3g6wJ6/vP/RjVmzTodDRRRUiCiiigAooooAKKKKACiiigAooooAKKKKACiiigAry34xnH9i/9t/8A2nXqVeW/GQZ/sX/tv/7TrfDS5aqZE/hPKetOUEkY9aXbyBirMEPQle/rXa2ZJEttD93K8896uY2D0xRAi7lAHNbdppsdxboWh3M2f4sd/rUGiRiAB+DzTVd43ODgdKuXVnLbSP8Au9qhyo5BqmynPPrQWmPmLybe+KjDY70NI3Y1HliwxSLizRt5gsZUt1PpUDtIbw7Dx2/KlhU4yw71ZgjjNyrMOP8A61ANl+ytpprdNyZBz3HrVK9sGXdti53/AN76+9dPp8cf2OMqPXufU1WvrR2UlU6vnr9aEQ3c5BXkgkbJ2449a10ufMzufOPaoruw4OI/m3c/NWek7x53NjPtV8xNjpUQKhdxjbzms7UNQ+YpFL8rJjG3vz7VHPqTeW6rLwVP8P8A9ashpjIwLNk9OlSVcnQ5IZutDBmf5elRiQAcmrNuPM2kck5piIyCBzTS2O9TyRMM5Hf1qu6kDp3qkyWgzmnVGDTjIPWmSI6g5GO1UpI2RiVGMVd3A01lDAgigCvDKQVVm/StCCVVOc9vSs6SMqSyjH40sUxBwW6D0pDNGRg3fvTUXfnbziofMBUYPNPhfbu5xTi7O4WN61tkikBlTAyO9emeDPL/ALHm8r7v2g/+grXk630ruoMmef7or1DwA5fQpyTn/SW/9BWpxi925nGFqlzqqKKK8w6QooooAKKKKACiiigAooooAKKKKACiiigAooooAK4D4u/8ina/9fyf+gSV39cD8XBnwpa/9fyf+gSVpS+NEy2PFTzSgZ6UpXHap4oSc5X9a9C5iia3h6ZX+L1q8F2DpimwouQMc5rasrBLiEl4tzbsD5senvUGiRjj5+DyDTctFJ8vAFaN9p8ltNIVi2ouP4s+nvWe6nJJoLTHyO8kajOe9RAlaC5AwDUZLGkXFl+2m2bstjOO1R3DOblNh7D+dNhUnORVlY0aZGIyARQNsvWEE8sJyufmx1HtUV/p5UyERfNx/F9Pet7S44jbMVH8fqfQUX1qzrIypnOO/wBKEQ3c4siS3l5+Xb9DWpBdF0VWfPyjtS3diSr5j+fj+KswSPBIQTtA+X1q+Yix0kMYdcsMjAxVS+1EJ5flS4znPy/T2qsNSZIkCy4+UZ+X/wCtWQ87SY3NnHtUlXJlJYgt1zTnyWG3pUIfA5NWIMSYxyd2KYrjcMo5ppbFWJYnBOV/Wq7oQDxVJktCZzTu1RA808uABzTJBlHFU5Yipyq9BnrVvcD3pGUEHNAFSKVlwGbv6VoQSKGU5/SqMkWDlV6D1pI5SrAM36UDNSSRWB5psZy2F64quJAU4PP0p8T7XJJ7VcJ8oNXN+2hCojuvBUc5r0HwU0TfbvKP/PPPX/ary9b+Xy1US8ADA2j/AAr0L4cymX+0stnHldv9+s8XFcnMjGNK1RM7qiiivLOsKKKKACiiigArxX4vQGXxZat8v/Hig5/66SV7VXjfxZYL4qtQf+fJP/Q3px3InsefR2nl4kKpx6DmrUUqqQuD+FVpd7oQjkA9OaiiWQSgM+fxqmZxNeC6aGUtucAjHBrr9D8VfZXUSTXhUQ7QA3Tp71xUTK2FxyBzxSsZIzuVyO3BrNo6Is98udNstT27LO3/AHec+ZEvf049q8m1XTH0xoBP5TeYTjZz0x1yPeruieMns/P+1XF/Lv27cPuxjOere9Ymsat/aL25R5sRE53n1x059qopK7NOysobm1ciGLdkqCyDjiq50wxXm3bFx6D2+lVLPUTCm3fKPmzwf/r1b+1+Y/m7nwfU81nbU25uVWFggddVVWIMf93PH3fSu0isYZLOHyoYlfYpLbQM8VyKyDYJsHPr39K1tL1pfN8tmnO2PGM8dvepmhQVz0fSg6QRIzZCxAYzx0FaDoj43KrY9RmuYttWRYY2HmjKDp9PrS3fiu1TZhbkZz0A/wAaISJnDUzPF8lpb2aKIApeOQfKgHYf415dcKJZlaMBcAD05q/rmuS3yRL59ycBh87nvj3rJtZCrKXJb5h78VqokKSuLLE5UhiD+NV/JZXzkYrYYJMPkQDPTIqs0OJimFqo7jnFWuVlj3AZAPHeul0+8gtoo90bZEYU7VHtXJ31wIFIG4EPj5fxqrDqUm85lmxjgbv/AK9Vy3Mk7HYXV5E+zCtxnsKxvN39cn601ZzLnBbj1NUgXWeHLHBYZGevNC0BsuyDIO3jiqb7lPJP51pttKn5R09KqSx71JAArRMhojil5AJNWlwQKoMCh69PSpYpxnB3dKYiw8YcYwDz3FUWsmH3dg+lXwwIBqeK0c5yVNIdjnJWmg2lpW59GNSW98QygtIfm9a17y0SUJtjjGM9RWfLYlASBGMDPFRctQZfhnEi5G7r3r2/wGc+C9PP/XT/ANGNXz1DK8MgVmY9+DX0D8PH3+BdNbnnzev/AF1eplsPyOnoooqACiiigAooooAKKKKACiiigAooooAKKKKACiiigArzH4vJu/sbpx5/X/tnXp1eafFs4/sf/tt/7TrWj8aJlseYrD/FheKkVgOMUxiSCAcVGAwYZbv612maLayFZA2Tj2rUsdTMTRgvLgZ4B+vvWSpHAPWlOQcg4+lItM7pUhvbeM+UpLKHy6j0/wDr1zepWbWzu52bDIQAvbrTLDVWt2HmSTsoTaAGzjp71Ff3wulIUyff3fN+NBRJbxRybsopxjqKa9rskUYT8KrwzlM8tz6GpzNvIbLcetSXeyAxss6DIxkZH41swwo1uuETd6496ygwYbvSrFteBXVCX70SEtTobIMkUa54GeB+NXCARyAfrWVBdL5Sn5qfLqcSIBiTIOOMf40kwkhupmKKEN5Y+/jgD3rkZQHxtAGKualqDTFlDy48wkAn6+9ZiMeckmrSIuSMrdz2qIoQe1XCVfovt0qN0wwHFCKaIVGa0LWRI0TK8jPQVnTuIw3UEelQLctuHzPj61ViLmzNOjDgHrVJnyx69aaku8Dk9O9QyFgScnrQgJyM9KhOR3q1x6VCVyOAKq4hit9alBzUJG2lR+g5oESkA8YqBoTkkbRzU4ORmnpESc8YoAoPvj53HGccGkWcjPLfnV6aJWXG1c59KrNb47LU3KUS1DMC4PzcEV678N38zw7cHn/j7Yc/7iV4orMjDLHr2Nex/Cx9/hi5PP8Ax+N1/wBxKnETvSswS1O4ooorziwooooAKKKKACiiigAooooAKKKKACiiigAooooAK4X4rru8LWw4/wCP1Ov+49d1XDfFT/kWLb/r9X/0B60pfGhS2PHhBnstShgvamknsSKhw46t+tdxki4Hw4IJGK0LTUDEy/PLjeCQD/8AXrMUgcHrTjkHIOKRaO4t2hvrNSYwxfPLqD0P/wBasTVbEwyzSARiMY+VfwqhYak9s8e6SbYuflVvr71Lf6kt0kiqZfmx978PegoZbIkjYKKflzyKWa12kEBADnoKqQzFD1bpjg1ZM/mActx61JadhJo2XbtIH0rYtoUaFvkXOeDistWEmc849amgu9jKpL8t2oYlqdBYo0abc8F88fhWicEYIzWPb3S7Cfm61M+pRpGQRJkdx/8ArpJhJDtR8qO3kYxjIxyAPUVx90VkkfaMfOT0q/qmpGVpVV5QDjgnjt71jK5Lkkk/jVpEXJCrYHNRFD7VbVlZR8vIHpTJE246UIprQhAzV21ZI15X+LPAqnMRGD9M8VVFy24YZ8fWqsRc3JrhGDYB/KqMj5c9cVHHLuUctz61HKSCSCaAJiMjiomyCee9Tpjy1z6CmMASeBVXERBsdzUwOahK4oV8evWgRMRmoXhySQFFTA5FOWMsQcjFAFFw6ZO7gehpFmIPJb860JYgUK7Vz9Kqtb47LU3KUSSKbIHXpXpvwsff/a3J48nr/wADryg7kY8+3Br1H4SPu/tjr/yx6/8AA6itJ+zaGlqel0UUV55QUUUUAFFFFABXhvxmm8vxhaDbn/QEPX/ppJXuVeCfG5seM7Pj/mHp/wCjJKuG5E9jmdOuMrGNnr3+tXp4fNhZ92M44x71ytvcbGXK9M9639MvYi0QZkXr1Ye9OSFCSM5n8qZ+M4JFalvNvRRtx8o71fvYYbm3UJcoTuDYGD2PvWY0JjJHJA4zjrUlNWJ5IMY+b9KdHxmmqwXOSOaeSrA7WDY9Kho2pTSYNHvUnOOKmtJfJZF25xnnNQJN5Qwy+/JxTftIMucDH1pJGtaomapudxxs/Wkxzu9ait2jkVcyKuc9TVtZUj/jUjpnNDVyadRRRs6bN5Ko23OYwOv0rCv7v7Z5fybNme+c5x/hTbq+E0YjjQMVb+Fs0thaXFh5nmQy/PjG5CvTP+NEY2IqVLjo9M2K/wC+zx/d/wDr1Ru7TY+N+fl9K7qWS3vYXKXMQ8tT0YHOfx9q5rU2SNigkViY/X610pqxz9TBjPlOO+KnMm8bsYzVdwseZC4GOxqAXuZtix7h6hqmxV2Vr2Hlm3dXPaqu3Axmula3ea3jKhskA4C5xxWVc2kilsq33v7tWmJxKkU3l5+XOfetO2k8wscYxisZlPGcipYJdjcjqR3ocbiTsa0k+y5jTbnOOc+9aCJutmfPQ4x+VZ9vELiJnVxwcYHOarXSvbyDcjdM8jFQlYbZoyxblPP6VQZdrEZ71Fb3ubhV8v15z7VqRxiQ53AZGaq4tyawt8kNu6p6fStiNPtWedu38c5qiZkjgRdynAA6+1TW4WLdhg2cVMpGsIk2qaP9hEbefvzk/cx0x71lOMg/Su0i1SC8t7hJXjt8rgFpBzkH6Vy2rmC3uVVLiOUeXnKkep461G5d+UzGtvMYHfjt0r23wAnl+CdOXOceZz/20avEzcKy4GCfY17Z4AOfBOnHGP8AWf8AoxqHsQ3dnS0UUVIgooooAKKKKACiiigAooooAKKKKACiiigAooooAK8u+MTbf7F4z/r/AP2nXqNeV/GX/mCcf89//adbUFeoiZbHnNvJwOP4qtsu9Sc44rIR8Ecd6vW8y8ZIHzetdrRCZE/ySHvip4pMqOKtSBJYTiVcnsOaqmMocdQO+KQ2PZOM560LwaBgDrTsg9CKkuLsGN1LEdhA6800Nt6ikMoLD/Ggucrlsy5PT9aTrzUcbKw5IHPrUwZV/iB/GgUZWLVq20IcZ61Xup/NLJtxhuuaZJOChQAE+xpsEUkTmUo2GHcYoSJlK46O2/i39R6VFLDjHzfpW1G6SxIm9QQoJGaoXG1NvzDnNaIzM4fIR3qTfu5xUbAdScYqMz4YALnPcGkUNnXJY59KgxxWkqGSEHBye2KrSwsCeD+VNCsV1baelWon3HGMcVUYEUqtg9KdhFyWTbjjOanQblY+gqvEokzhgMU2VWTBIP5VI7k7LkHmoGGCajWbDgbe/rVpRvIOcZqhC26ZKnPrV1Bv+TpgdahVgkWMg4p0eAd2QcjpUtlJE1xZbIVfzM5PTbVQ81r290hARiqAL1LVn3gjTZtlVs56HpSK2KZTd3xivWvhcu3wzcjOf9Mb/wBASvJvMB9Pzr1n4XnPhm54/wCXxv8A0BKyr/AF7s7aiiiuIYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFcF8Wm2+FbU/9Pqf+gPXe1wnxYQv4WtQASftqdB/sPWtBXqJEzdotnj0En3uP1q9jzPbFZbI6HlW/Kp4ZgM5wPxr0ZwcTOMkxJRscd+M1LDJkdO/rV0+XJG2JVzgjrVMxbOAc/hWZbJGXI3ZpFGDSLwAc08EEYyM1I4sMbuKF+QnvmkDbT0pGlBxx+tBpKV0WzL/s/rSHnmoo3BzyB+NTgqv8QNBMZWJ7U4APo1JeXG8vHtxnHOaia4UKVGCSPWoooZBKJtjbfpx6daEglK46O33Yfdj2xTJocD73f0rXt5EeBYyyqxzwTz1qrdBUB+cH5sVojIy9u01Jv3dqa4DOTnHNQtOFxgbvoaQwnXcSc9qrAYFaMamSMnBHbFQywsD0PT0poLFVW2mrET7iBiq7KRkUinBFOwi9I+xAcZ5qWH5wO3GarRYkONwHGaWWMoucE8+lSO5OVz3quy4PWovOx/Dn8atL8/PTtTEECbiDn+Kr6DOI/wBahjIjQjIPelTBYPkfShspIsS2X+jmXzPw2+9UyMcelattcqAsbYUc/MWqrfeWAXWZGy/QEe9TuVsUGTdxnFej/ChNv9r85z5P/s9eceaPb869H+FBz/a/GP8AU/8As9Z1vgYXuz0iiiiuEYUUUUAFFFFABXgXxwOPGtn/ANg5P/Rkle+14D8cP+R1s/8AsHJ/6Mkq4bmdT4TzYNipY52QggLx61BRzmtrGCZqxavNH0WLpjkH/Gr0WoGcAOYxxnj/APXXPZqRJSnKnBx6VPKWpG3Nc7duCpqOzv3DkN5YBIHNZguC/wB5s49qcjpvXae9JxHznRMVmBbcCcY4NQFdpx/OoLabC/e43elXVMUhGeSfrWbRSlcZHI4YAKCvrikutSMcYCtEWDYIJ6frSXU8VvG4VtrLjHBNc/JIZJnYnILE04xuEp2Oi029DXDFmjGUJ6+4r0yOKx1HO+6X9302SL3/AP1V4pFMY2yGxxjpXRWHiCaDzNl1tzjP7sH19qbiOM09zormR9JjPlLnzQc+YPT06etYs9291KHcICBj5afe6v8AbAokn34yB8mOv4VRiYNeQgf6suob8+aEgurj5kMwZWB2nuKfbWEK7X3PnnqR/hXaW+i6bc6IrxW+66bODvYfxfXHSud1CylsbmRTHsjTHcHGQP8AGmmO461uQj7CyBVXAJNOureOaMMrFizZwpzWeyBxlBljyafb3TwyESvhAMDiixSkZdzZldvyyd+1Z7KyjJUj6iuqmnsptuxs468NWXfWLCP5I+x/iqlIlxKlhqDW6bF8vl8/N+HvVm6uXvPvBemPlHvmq1jpryXEQkiyDIAfm7ZHvXTyaEI7R3htsEEc7/p6mglI5qKBY2DkkY9auQ3R3lQUwBU0toVJjkTnuM1nvE8UjFFwMkdaRSVjTd9yDkZ9qcl+6Z4Tn1rLNw8ajLY7dKltw0+7d82Me1S1cqM7GtLcZX5SpODVCbMrbmGDjHFWZURAMDBNNSMuhJGaaQ5SuVok2uDzj1r3XwB/yJOn4/6af+jGrxEhVbaeAea9u8A4/wCEJ0/HT95/6MapkhJHS0UUVAwooooAKKKKACiiigAooooAKKKKACiiigAooooAK8u+MK7v7F6/8t//AGnXqNebfFiPzP7I4zjzv/ZK6MK7Vk/62Mqz5YNnkDcGhXI9KmuIirfdxx61Wr0ai1uZRldXLSXTrjAWpkuS+A20ZqhmlDY5B5rKxdy+8mB1FRpcMrn7tV/MJ6n9KNwNFh3NLIfuOPSoyuKjjfrg1OCrdakd7jVYg8Clkn2IRlcjsaHZEB5wcZrPkcvITnINCQNl6GfMykla6O38m4hjRpBwoPDD0rjlbaQQav2980ZGJMfLj7tOwJmvOPsrs8fOWI+b0rPknaXG4Lx6Usl6ZUAaTPf7tVmP92gZI4LcdiMUkdunBy3BratrS1ltnJTL5IXk+lUrm2eB8BNq7cnnNADI5AjBcjA9afIqyISDkn0quQGGR1oSRo3AJwooGmQTQYzw3WqxBBxg1qtJC64zk9+DVeWHK5Vep9adxNFWGYx7sbefWp5ZmlGCB+FV0t2Ocr+ta/2BQjFY+QP71ArGWsYHJzxUyS4YAYqRoSpwy/rUDxlWJUYoHYsbty9qVZivp6c1WDso5NKhMjY696Q0y4ZcqORUDkvjI6U/aqoOKRV3ZoQN3I1XBFevfC//AJFm5/6/G/8AQEryXAX8a9a+F2P+EZucf8/jf+gJWNf4AidtRRRXEWFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXG/Epd3hy3HP/H2vT/ceuyrkviGM+H4P+vpf/QHq4O0kzHEfwpHjlzF8w4bqayCxFdNcRBiuF9e9c3Mm3bxivWhJTpnFhp30Y9Ll16BetTpds/B2DJxVDNKDjmsrHZc0GkwDgiohOyy/w4qv5pPBP6Ubge/NFh3NEOJFGSPXimlcGoIn6YParAZSOTUsdxAxHQZp7TbFOSoOOhpSI068Zqo5EjZ69q1jRb1E5WJEuC0i5KjkV0Vk0U1skbSKM56MM9a5RtqnIq1bXjRlSJMEZ7VM4crCMrm5cxrbyNJGS23GCeRWdLctLkMFHOeKGv2kiKtLnP8As/8A1qrMwPKnmpKJGJIHFMS3Q5yWrX022tZoiZUyQF7moLm0eHbtTGc96AIUYRsACMZzzUzBZVJ3c4xwaq8Nz1NIrPGw5wM5NA0yOaDG7hqqspBIwa1GlhdcFsk+xqCWIMpZV+nNO4minFKY3JGOmOastcNIgGF9eKrCBy5yvH1rVgsFaND5fJUfxUCM0RA9c1Ksm0gAjrUzQsmNy4z71Xkj2t8o7etA0ixv3A9KFlKEDjj1qsGZRyaVWLsBnINIaZd83cmcrUMhLcEcZpyqFj5FIBuOO1CBu5Ft9M16b8KP+Yv/ANsf/Z683IC816R8KMf8TfH/AEx/9nrKt8DBbnpFFFFcJYUUUUAFFFFABXgPxx/5HWz/AOwcn/oySvfq8D+Nwz40s/8AsHp/6Mkq4bmdT4TzIUtKeDSda2MBO9L1oxSZwaYDuFpFcg5BpKUYGaQFmG7ZMAvgZ9K0I71QoIk5+lYverEYOBzUuIXsT3dy0ruN+QcdqqZqR+Mk1ATzTSC9x9PSRlzg/pUQyafimK5YN46/8tP0qW3vpdyt5nIbj5RWeUORzUg+Uf4UrDUjuNH8S3FuYUmu9sC7sjywfX0Getb8t1pmrWhO/wA24l9mXOD+A6CvNILlVjUNuJ5qWHU5IbtSksyoOgVsdvrU2NFI6GeOS2nkyNsYYqvfvxUbqkijaMt1NRyajHc26KBIX4JLd+PrVMSujk72x2ANFxpl+xtJm8zzE9Mcj3rVukhkCrGMk5Heq8VyiZ4YZ9BVYXy+an3+tI0TRchgS3ZWddrK24HOa1INUhkYQPNkMc7dp5/T2qgg+1RM69sj5qqTQtEwYEAgdRQBrXtkk0bzQR5zjB3fh3rnpoirsHXoxHWtawviskcUjSMBnIzkd60LvTluYFeJIlLENkjBxj6UwOJuUbbwON1aNjGB5mB6f1qS4sWjkcPsIDEVbs4M78Be1ISjqU7tipj59afbMTC3PeruoQoBGNi5Oe30qtFA2w7SoGals1jTbJLa0a5uEGzcOR1x2r2rwZD9n8J2UW3bt8zjOf8Alo1eM20jWs6szNgZPyn2r2fwbMJ/CllIM4Pmdev32obuhSjZm7RRRUCCiiigAooooAKKKKACiiigAooooAKKKKACiiigArgPiagf+y+M483/ANkrv64P4kDP9mf9tf8A2Srpu0kzmxf8F/11PJ76IDJ2/wAHr9ayTW7fr8rf7h/rWEetes9Y3OfDO8RKKKOlQdIvSkzzRSikA9ZSM/N+lWFmGPvfpVOnr0pWC5NLMWP3u3pUFONMJ5poLjqAxHQ00c07FADxKR/F+lOWdjn5v0qEqaUDFAXNi01CWMgGXC7sn5R/hWn9ptbqNt77nPyjgiuZjlAXnPWni4KyKVZwMjoaVirmlNGYpW2jCCmHDL6mmi5EkWDuLHuaiJYNnJx9admFyWGJzK2V4xxzVtgnlqO4qKOQBQcHOKY84yfvdakq5KIQv3lx+NWku1ztL8Nx0qBD5ucdvWo3jK4PFAFyWJJAWRc4HrWdIhDkMKnhmKMFZmOT61ceFZoiyqoJ7kUwMSRTg4FS2689P4amlt2RyDt4p0KfN0HSkFiOUkKPrRE2c1ZmQCMZA6+lQoh5xgUilG4qxmR1GM81638NovK8O3C4x/pbHr/sJXkyZjcEnvnivWfhvJ5nh24PP/H2w5/3ErKv8A7WZ2NFFFcQwooooAKKKKACiiigAooooAKKKKACiiigAooooAK5P4hf8gCD/r6X/wBBeusrlPiD/wAgGD/r6X/0FqDKt/DZ5i6g4zXM3QHyfjXUOOlcxdfwfjXqYL4TzMP8bKVFLSVR6AvSjPNJmgUgHrKV7/pVmOYY5bn6VTNSIKErsLlqSYnGG/SoQwA60YphNd0NiHqK5z+VMBIPFKeaTFc1bcpDxKQOv6U5Z2z979KhINKBish3NS2vpolIWTGQP4RWwl7a3GfNk3benykVy8cgXOc09pyMbCy+uDilYpM1biIxONi4XGTzUWQwOeTTEuw8ZDF2J4BPNRljnIJAoC5IkTmYcfL9farm1Fi2kc1BDKNqk5zRJONx+9SKTJBCAdxXg+9WEuliAG/GBjpUMT+YAoz0zzTZIiOeOtAF1445cbRnFZsqMrYYdqkSZo85ZufQ1fMazxsQq5xjkUwMR14OB2p1uvzLkc81ZmtmRsHb07UkKfMBgUgsEmQhpkTZbr2q3IgEJJAquqc8YFBSjcUqX4AzXpnwwh8n+1flxnye/wDv15ptZTnNel/DGUS/2rjPHk9f+B1lW+BjtZnoNFFFcIwooooAKKKKACvAfjgSPGtnz/zDk/8ARkle/V4D8cf+R1s/+wcn/oySrp7mdT4TzTOaXpTaMVsYDs03PNB4FIelMQbs04HNG3FBpDFUZIq0vyoCarwjOD71PI2IyMUmSyCZ8uQCajIOKCPnzSgZOKYx8Snd+FT4A7CkRMKDntQ/alcTGMw44pCwqDGQaKY0T5OODigZByTUanGDTw+eMUAW7e4KtyzEY9asmUuOC3rWbjjNPSXYfu549aloaZqvNKMYlcf8CNQRTOsilnY8jvVZbvP8H61IGyaVrF3Ol06+VUAJkI38j8q2AqXiny0APT5h+NcXbz+WQNufmz1re02fzHB24+Yjr7UzSLLNxavDIxBUEY5Wt/SEkcIHfcPKHBOfSs1/miNVnn2LjbnBx1qTQ3dStYvKyIo92/k7R71gwzpDnIPPpVSS55Pyd/Wms+/tjFIZbnlE7JjPB706IESKp6FhVOBcyDnuK0AcECoaOinJJHR6fpcd3pEziGAuJMBmXkfd74r0Xwtb/ZfDlpCQo27/ALvT77GvF2v/ALK4j8rdkZzux/SvYPBM3n+ELGTbt3eZxnP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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = visualize_saliency(\n", " [\n", " results_dict[\"convnext\"][f\"SaltNoisePerturber_amount_{val}\"][\"perturbed_images\"][example_img_id]\n", " for val in noise_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"SaltNoisePerturber_amount_{val}\"][\"truth_labels\"][example_img_id]\n", " for val in noise_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"SaltNoisePerturber_amount_{val}\"][\"sal_maps\"][example_img_id]\n", " for val in noise_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"SaltNoisePerturber_amount_{val}\"][\"truth_scores\"][example_img_id]\n", " for val in noise_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"SaltNoisePerturber_amount_{val}\"][\"pred_labels\"][example_img_id]\n", " for val in noise_perturbation_values\n", " ],\n", " [\n", " results_dict[\"convnext\"][f\"SaltNoisePerturber_amount_{val}\"][\"pred_scores\"][example_img_id]\n", " for val in noise_perturbation_values\n", " ],\n", " \"salt_noise_amount\",\n", " [\n", " results_dict[\"convnext\"][f\"SaltNoisePerturber_amount_{val}\"][\"perturb_values\"][example_img_id]\n", " for val in noise_perturbation_values\n", " ],\n", ")" ] }, { "cell_type": "markdown", "id": "4fb2b4c0", "metadata": {}, "source": [ "From the results above, we can observe the increasing salt noise intensity causing the saliency maps to shift their focus away from the image edge features that indicate the presence of an ``Industrial`` area. The shifted focus enables the central regions of the image to become more salient, which classifies the image under the ``Residential`` category.\n", "\n", "Below is a summary of the saliency metrics for the sample image perturbed with the ``SaltNoisePerturber``. From this table, we can observe that the ``SSD - Sum of Squared Difference`` between the GT and predicted saliency map shows a sudden deviation and maintains a particular range of values as the salt noise amount increases. Also, the ``XCorr - Normalized Cross Correlation`` metric with the ``SaltNoisePerturber`` example is less stable compared to the ``GaussianBlurPerturber`` output." ] }, { "cell_type": "code", "execution_count": 15, "id": "a8381ab4", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "perturb_config", "rawType": "object", "type": "string" }, { "name": "entropy", "rawType": "float64", "type": "float" }, { "name": "ssd", "rawType": "float32", "type": "float" }, { "name": "xcorr", "rawType": "float64", "type": "float" } ], "ref": "1d99c717-23ac-4024-b881-de9e9353fc74", "rows": [ [ "SaltNoisePerturber_amount_0.0", "11.822", "0.078", "0.919" ], [ "SaltNoisePerturber_amount_0.05", "11.928", "0.481", "0.841" ], [ "SaltNoisePerturber_amount_0.1", "11.892", "0.493", "0.867" ], [ "SaltNoisePerturber_amount_0.15", "11.902", "0.447", "0.819" ], [ "SaltNoisePerturber_amount_0.2", "11.894", "0.392", "0.806" ] ], "shape": { "columns": 3, "rows": 5 } }, "text/html": [ "
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" ], "text/plain": [ " entropy ssd xcorr\n", "perturb_config \n", "SaltNoisePerturber_amount_0.0 11.822 0.078 0.919\n", "SaltNoisePerturber_amount_0.05 11.928 0.481 0.841\n", "SaltNoisePerturber_amount_0.1 11.892 0.493 0.867\n", "SaltNoisePerturber_amount_0.15 11.902 0.447 0.819\n", "SaltNoisePerturber_amount_0.2 11.894 0.392 0.806" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.loc[\n", " (metrics_df[\"image_id\"] == example_img_id) & (metrics_df[\"perturb_config\"].str.contains(\"SaltNoise\")),\n", " [\"perturb_config\", \"entropy\", \"ssd\", \"xcorr\"],\n", "].round(decimals=3).set_index(\"perturb_config\")" ] }, { "cell_type": "markdown", "id": "45db4dac", "metadata": {}, "source": [ "## Conclusion\n", "\n", "Based on visualizing the saliency maps on two different perturbed image samples, we were able to observe how the predictions shifted focus to larger blobs (like the vegetation area classes) as the blur intensity increased. On the other hand, we also observed how the spatial emphasis of the predictions shifted from the edge of the image to the central regions of the image as the salt noise intensity changed.\n", "\n", "Similarly, through this NRTK-XAITK Perturbation Saliency analysis, we presented an end-to-end workflow that enables modular interpretability and explainability of a model's and dataset's robustness to natural or physics-based perturbations." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }