diff --git a/COVID19-X Ray Image Classification/Dataset/README.md b/COVID19-X Ray Image Classification/Dataset/README.md new file mode 100644 index 000000000..4f60fe708 --- /dev/null +++ b/COVID19-X Ray Image Classification/Dataset/README.md @@ -0,0 +1,3 @@ +The link to the dataset is given below :- + +# Link :- https://www.kaggle.com/datasets/pranavraikokte/covid19-image-dataset \ No newline at end of file diff --git a/COVID19-X Ray Image Classification/Images/DenseNet121_predictions/0e775fe9-7a73-49cd-bf74-3fa33f76e2a5.png b/COVID19-X Ray Image Classification/Images/DenseNet121_predictions/0e775fe9-7a73-49cd-bf74-3fa33f76e2a5.png new file mode 100644 index 000000000..c916e59f1 Binary files /dev/null and b/COVID19-X Ray Image Classification/Images/DenseNet121_predictions/0e775fe9-7a73-49cd-bf74-3fa33f76e2a5.png differ diff --git a/COVID19-X Ray Image Classification/Images/DenseNet121_predictions/5ef690cb-9c3b-476b-8aeb-c63847941837.png b/COVID19-X Ray Image 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Binary files /dev/null and b/COVID19-X Ray Image Classification/Images/bar_chart.png differ diff --git a/COVID19-X Ray Image Classification/Images/image_path_distribution.png b/COVID19-X Ray Image Classification/Images/image_path_distribution.png new file mode 100644 index 000000000..e76a077c9 Binary files /dev/null and b/COVID19-X Ray Image Classification/Images/image_path_distribution.png differ diff --git a/COVID19-X Ray Image Classification/Images/pie.png b/COVID19-X Ray Image Classification/Images/pie.png new file mode 100644 index 000000000..23a28eb6c Binary files /dev/null and b/COVID19-X Ray Image Classification/Images/pie.png differ diff --git a/COVID19-X Ray Image Classification/Models/README.md b/COVID19-X Ray Image Classification/Models/README.md new file mode 100644 index 000000000..c247f9f61 --- /dev/null +++ b/COVID19-X Ray Image Classification/Models/README.md @@ -0,0 +1,184 @@ +# COVID19-X Ray Image Classification + +## ๐ŸŽฏ Goal +The main purpose of this project is to **classify between X-Ray Images to find X-rays for COVID-19** from the dataset (mentioned below) using various image detection/recognition models and comparing their accuracy. + +## ๐Ÿงต Dataset + +The link to the dataset is given below :- + +**Link :- https://www.kaggle.com/datasets/pranavraikokte/covid19-image-dataset** + +## ๐Ÿงพ Description + +This project involves the comparative analysis of **Five** Keras image detection models, namely **MobileNetV2** , **VGG16** , **InceptionV3** , **DenseNet121** and **Xception** applied to a specific dataset. The dataset consists of annotated images related to a particular domain, and the objectives include training and evaluating these models to compare their accuracy scores and performance metrics. Additionally, exploratory data analysis (EDA) techniques are employed to understand the dataset's characteristics, explore class distributions, detect imbalances, and identify areas for potential improvement. The methodology encompasses data preparation, model training, evaluation, comparative analysis of accuracy and performance metrics, and visualization of EDA insights. + +## ๐Ÿงฎ What I had done! + +### 1. Data Loading and Preparation: + Loaded the dataset containing image paths and corresponding labels into a pandas DataFrame for easy manipulation and analysis. + +### 2. Exploratory Data Analysis (EDA): + Bar Chart for Label Distribution: Created a bar chart to visualize the frequency distribution of different labels in the dataset. + + Pie Chart for Label Distribution: Generated a pie chart to represent the proportion of each label in the dataset. + +### 3. Data Analysis: + Counted the number of unique image paths to ensure data uniqueness and quality. + Analyzed the distribution of image paths by label for the top 20 most frequent paths. + Displayed the number of unique values for each categorical column to understand data variety. + Visualized missing values in the dataset using a heatmap to identify and address potential data quality issues. + Summarized and printed the counts of each label. + +### 4. Image Preprocessing and Model Training: + Loaded and preprocessed the test images, ensuring normalization of pixel values for consistency. + Iterated through multiple models (VGG16, ResNet50 , Xception) saved in a directory and made predictions on the test dataset. + Saved the predictions to CSV files for further analysis and comparison. + +### 5. Model Prediction Visualization: + Loaded models and visualized their predictions on a sample set of test images to qualitatively assess model performance. + Adjusted image preprocessing for models requiring specific input sizes (e.g., 299x299 for Xception). + +## ๐Ÿš€ Models Implemented + +Trained the dataset on various models , each of their summary is as follows :- + +### Xception + +When implementing the Xception model in code, we leverage its sophisticated architecture to bolster our image classification tasks. By loading the pre-trained Xception model with weights from the ImageNet dataset, we harness its comprehensive knowledge. + +**Reasons for choosing Xception:** : Lightweight (88 MB) , +**Excellent Accuracy** (Xception achieves high accuracy in image classification tasks .) , +Reduced Parameters (22.9M) , +Faster Inference Speed (CPU - 39.4, GPU - 5.2) + +Visualization of Predicted Labels on test set :-
+![alt text](../Images/Xception_predictions/61a8aed3-bd82-4ff9-8ab9-5dd37a41d889.png)
+ +![alt text](../Images/Xception_predictions/86bf04a4-43cc-4741-b300-8ad978c46132.png)
+ +![alt text](../Images/Xception_predictions/89435ec5-a3b2-4942-a735-3ec28f9a918c.png)
+ +![alt text](../Images/Xception_predictions/fb82b37b-d970-48cc-a159-8e9587f35f1a.png)
+ + + +### MobileNetV2 +Utilizing transfer learning with the MobileNetV2 model allows us to leverage pre-trained weights, drastically reducing the training time needed for image classification tasks. This strategy is especially beneficial when working with limited training data, as we can capitalize on the comprehensive representations learned by the base model from a vast dataset such as ImageNet. + +**Reason for choosing :-** + Very lightweighted (14 MB) , better accuracy, very less parameters (3.5M) , less inference speed when using GPU (CPU - 25.9, GPU - 3.8) + +Visualization of Predicted Labels on test set :-
+![alt text](../Images/MobieNetV2_predictions/4d8f7d2a-3ef1-4942-820b-3055bb4dc16f.png)
+ +![alt text](../Images/MobieNetV2_predictions/6bbe9b43-1bc7-47e1-9aaa-69b4fa8ef1c6.png)
+ +![alt text](../Images/MobieNetV2_predictions/92336470-2301-4a96-9a6e-fba21558bff6.png)
+ +![alt text](../Images/MobieNetV2_predictions/feaf9857-f711-41b8-8086-343dc8610c46.png)
+ + + +### VGG16 +I will utilize the VGG16 (Visual Geometry Group) architecture, which have deeper and complex structures. These models are renowned for their exceptional performance on various image recognition tasks. + +**Reason for choosing :-** + Highest accuracy (90.1%) , less depth (16) , inference speed less when using GPU (CPU - 69.5 , GPU - 4.2) + + +Visualization of Predicted Labels on test set :-
+![alt text](../Images/VGG16_predictions/04701e86-c359-4103-899a-55faa0e6ea08.png)
+![alt text](../Images/VGG16_predictions/4baaf1a6-0eed-4833-bf01-21628c39cf0e.png)
+![alt text](../Images/VGG16_predictions/4e652e15-23c6-4317-861f-9bd5d14a5940.png)
+![alt text](../Images/VGG16_predictions/af7f9523-cc21-454a-8f1c-35facfb2a89e.png)
+ + + +### InceptionV3 +When implementing the InceptionV3 model in code, we leverage its powerful architecture to enhance our image classification tasks. By loading the pre-trained InceptionV3 model with weights from the ImageNet dataset, we benefit from its extensive knowledge. + +**Reason for choosing :-** +lightweighted (92 MB) , better accuracy , less parameters (23.9M) , less inference speed (CPU - 42.2 , GPU - 6.9) + +Visualization of Predicted Labels on test set :-
+![alt text](../Images/InceptionV3_predictions/54a01ad5-ad98-4506-94a6-51cf178b3c4d.png)
+![alt text](../Images/InceptionV3_predictions/55c53623-3f9b-4cf3-8624-7a509b7e7478.png)
+![alt text](../Images/InceptionV3_predictions/8b73d11e-6df6-4332-9807-d0e37e2bb100.png)
+![alt text](../Images/InceptionV3_predictions/9f819a75-9fca-4a51-99ac-097194a7d43e.png)
+ + + + + + +### DenseNet121 + +When implementing the DenseNet121 model in code, we leverage its densely connected architecture to enhance our image classification tasks. By loading the pre-trained DenseNet121 model with weights from the ImageNet dataset, we benefit from its extensive knowledge. + +**Reason for choosing:** Lightweight (33 MB) +, High accuracy , Moderate number of parameters (8M) , Efficient inference speed (CPU - ~45 ms, GPU - ~10 ms). + +Visualization of Predicted Labels on test set :-
+ +![alt text](../Images/DenseNet121_predictions/0e775fe9-7a73-49cd-bf74-3fa33f76e2a5.png)
+![alt text](../Images/DenseNet121_predictions/5ef690cb-9c3b-476b-8aeb-c63847941837.png)
+![alt text](../Images/DenseNet121_predictions/7e024ac4-f3b4-4832-a776-0c2bb93b2c56.png)
+![alt text](../Images/DenseNet121_predictions/8af20033-5829-4bdc-aeef-db9b5f63c387.png)
+ + +## ๐Ÿ“š Libraries Needed + +1. **NumPy:** Fundamental package for numerical computing. +2. **pandas:** Data analysis and manipulation library. +3. **scikit-learn:** Machine learning library for classification, regression, and clustering. +4. **Matplotlib:** Plotting library for creating visualizations. +5. **Keras:** High-level neural networks API, typically used with TensorFlow backend. +6. **tqdm:** Progress bar utility for tracking iterations. +7. **seaborn:** Statistical data visualization library based on Matplotlib. + +## ๐Ÿ“Š Exploratory Data Analysis Results + +### Bar Chart :- + A bar chart showing the distribution of labels in the training dataset. It visually represents the frequency of each label category, providing an overview of how the labels are distributed across the dataset. + +![alt text](../Images/bar_chart.png) + + +### Pie Chart :- +A pie chart illustrating the distribution of labels in the training dataset. The percentage value displayed on each segment indicates the relative frequency of each label category. + +![alt text](../Images/pie.png) + +### Image paths distribution :- + Visualizes the distribution of top 20 image paths by label, displays unique values in categorical columns. + + +![alt text](../Images/image_path_distribution.png) + + + +## ๐Ÿ“ˆ Performance of the Models based on the Accuracy Scores + +| Models | Accuracy Scores| +|------------ |------------| +|Xception |86% ( Validation Accuracy: 0.8627)| +|InceptionV3 | 78% (Validation Accuracy: 0.7843) | +|DenseNet121 | 90% (Validation Accuracy: 0.9020) | +|VGG16 | 80% (Validation Accuracy: 0.8039) | +|MobileNetV2 | 80% (Validation Accuracy: 0.8039) | + + +## ๐Ÿ“ข Conclusion + +**According to the accuracy scores it can be concluded that DenseNet121 and Xception were able to perform good on this dataset.** + + Even though on data analysis we found that the distribution of the dataset isn't consistent for all the classes and the data is also less in size. + +## โœ’๏ธ Your Signature + +Full name:- Aaradhya Singh +Github Id :- https://github.com/kyra-09 +Email ID :- aaradhyasinghgaur@gmail.com +LinkdIn :- https://www.linkedin.com/in/aaradhya-singh-0b1927250/
+Participant Role :- Contributor / GSSOC (Girl Script Summer of Code ) - 2024 \ No newline at end of file diff --git a/COVID19-X Ray Image Classification/Models/models_COVID_19.ipynb b/COVID19-X Ray Image Classification/Models/models_COVID_19.ipynb new file mode 100644 index 000000000..304819873 --- /dev/null +++ b/COVID19-X Ray Image Classification/Models/models_COVID_19.ipynb @@ -0,0 +1,2368 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "sbGw0t3BHn7d" + }, + "source": [ + "## **Covid-19 X-Ray Image Detection**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "O-9XyrVCdxG5" + }, + "source": [ + "# Downloading the Dataset\n", + "First, we need to install the Kaggle API and authenticate it to download the \"Traffic Sign Detection\" dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 94 + }, + "collapsed": true, + "id": "WW2-hczC79i9", + "outputId": "494c7ec9-35ac-4149-af5e-fed02c552f9a" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving kaggle.json to kaggle.json\n" + ] + } + ], + "source": [ + "!pip install -q kaggle\n", + "from google.colab import files\n", + "files.upload()\n", + "!mkdir ~/.kaggle\n", + "!cp kaggle.json ~/.kaggle/\n", + "!chmod 600 ~/.kaggle/kaggle.json" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xSrXVWuj8BwW", + "outputId": "64b76c08-762b-42ca-fc2a-cbad6bc15cfb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset URL: https://www.kaggle.com/datasets/pranavraikokte/covid19-image-dataset\n", + "License(s): CC-BY-SA-4.0\n", + "Downloading covid19-image-dataset.zip to /content\n", + " 97% 153M/158M [00:03<00:00, 91.7MB/s]\n", + "100% 158M/158M 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covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/083.jpeg \n", + " inflating: covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/084.jpeg \n", + " inflating: covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/09.jpeg \n", + " inflating: covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/094.jpeg \n", + " inflating: covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/095.jpeg \n", + " inflating: covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/096.jpeg \n" + ] + } + ], + "source": [ + "!kaggle datasets download -d pranavraikokte/covid19-image-dataset\n", + "!unzip covid19-image-dataset.zip -d covid19-image-dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uRdWFp9zhn5n" + }, + "source": [ + "# Creating CSV files for train and test dataset :-\n", + "\n", + "we are pre-processing the data and creating train_data.csv and test_data.csv file with columns image_path and label for further processing:-\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QxyvpaOFClkX", + "outputId": "c5b27ed0-3f7f-4e69-bb7d-58c522cfcaeb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing directory: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/04.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/072.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/033.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/081.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/061.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/016.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/010.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/047.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/032.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/068.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/074.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/018.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/066.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/06.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/077.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/094.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/065.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/052.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/078.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/024.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/058.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/019.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/03.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/056.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/055.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/08.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/01.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/07.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/09.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/037.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/045.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/044.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/083.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/042.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/073.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/023.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/021.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/022.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/063.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/036.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/012.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/043.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/057.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/062.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/011.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/051.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/05.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/013.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/096.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/031.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/076.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/067.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/075.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/048.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/025.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/095.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/020.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/034.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/027.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/02.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/038.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/041.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/053.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/064.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/046.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/035.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/084.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/082.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/054.jpeg with label: Viral Pneumonia\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Viral Pneumonia/071.jpeg with label: Viral Pneumonia\n", + "Processing directory: /content/covid19-image-dataset/Covid19-dataset/train/Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/072.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/081.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/074.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/089.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/047.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00030.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/032.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/09.png with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/079.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00034.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00002.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00011.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00025.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00028.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/04.png with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/06.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00035.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/033.png with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/090.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00038.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/069.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00024.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00017.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00031.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/065.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/088.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/052.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/078.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/024.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/058.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00020.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00001.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00023.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/03.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00016.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00026.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/015.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/055.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/08.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/080.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/01.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/045.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/049.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/056.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00022.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/044.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/092.png with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/07.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/083.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00033.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/042.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00019.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/068.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00032.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/040.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/060.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00009.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/021.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00003a.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/059.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/022.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/073.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/050.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00007.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/026.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/012.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00010.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/043.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00015a.png with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/057.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/062.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00003b.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/051.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00021.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00029.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/010.png with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/086.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/076.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/061.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/031.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/071.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/048.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00036.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/067.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/025.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/091.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00005.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00013a.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/064.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/085.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/082.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00014.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/027.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00013b.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/02.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00004.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/041.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00015b.png with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00037.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00008.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/053.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00006.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/020.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/046.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00018.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/084.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/039.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00012.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/COVID-00027.jpg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/054.jpeg with label: Covid\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Covid/019.png with label: Covid\n", + "Processing directory: /content/covid19-image-dataset/Covid19-dataset/train/Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/04.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/072.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/081.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/061.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/016.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/010.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/068.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/079.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/080.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/074.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/018.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/066.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/06.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/077.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/070.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/094.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/093.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/065.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/088.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/052.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/024.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/058.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/019.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/03.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/056.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/055.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/08.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/01.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/07.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/09.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/091.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/017.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/083.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/073.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/023.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/060.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/021.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/059.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/022.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/063.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/097.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/050.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/086.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/012.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/057.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/062.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/011.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/051.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/05.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/013.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/096.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/076.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/067.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/075.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/025.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/069.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/095.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/020.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/085.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/02.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/015.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/014.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/053.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/064.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/084.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/092.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/082.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/054.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/071.jpeg with label: Normal\n", + "Added image: /content/covid19-image-dataset/Covid19-dataset/train/Normal/087.jpeg with label: Normal\n", + "CSV file for train directory saved successfully!\n" + ] + } + ], + "source": [ + "import os\n", + "import pandas as pd\n", + "\n", + "# Directory for train dataset\n", + "train_dir = '/content/covid19-image-dataset/Covid19-dataset/train'\n", + "\n", + "# Initialize lists to hold image paths and labels\n", + "image_paths = []\n", + "labels = []\n", + "\n", + "# Function to process each directory\n", + "def process_directory(directory, label_list, path_list):\n", + " for label in os.listdir(directory):\n", + " label_dir = os.path.join(directory, label)\n", + " if os.path.isdir(label_dir):\n", + " print(f\"Processing directory: {label_dir}\")\n", + " for image_name in os.listdir(label_dir):\n", + " if image_name.lower().endswith(('.jpeg', '.jpg', '.png')):\n", + " image_path = os.path.join(label_dir, image_name)\n", + " path_list.append(image_path)\n", + " label_list.append(label)\n", + " print(f\"Added image: {image_path} with label: {label}\")\n", + "\n", + "# Process the train directory\n", + "process_directory(train_dir, labels, image_paths)\n", + "\n", + "# Create DataFrame and save to CSV\n", + "data = {'Image_Path': image_paths, 'Label': labels}\n", + "df = pd.DataFrame(data)\n", + "\n", + "csv_file_path = '/content/covid19-image-dataset/Covid19-dataset/train_data.csv'\n", + "df.to_csv(csv_file_path, index=False)\n", + "\n", + "print(\"CSV file for train directory saved successfully!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xvVz_Nx1DKUd", + "outputId": "9bed5398-0b81-4574-d556-7f256ea00ceb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CSV file for test folder saved successfully!\n" + ] + } + ], + "source": [ + "import os\n", + "import pandas as pd\n", + "\n", + "# Directory for test dataset\n", + "test_dir = '/content/covid19-image-dataset/Covid19-dataset/test'\n", + "\n", + "# Initialize lists to hold image paths and labels\n", + "test_image_paths = []\n", + "test_labels = []\n", + "\n", + "# Function to recursively process the test directory\n", + "def process_test_directory(directory, label_list, path_list):\n", + " for root, _, files in os.walk(directory):\n", + " for file in files:\n", + " if file.endswith('.jpg') or file.endswith(('.jpeg', '.jpg', '.png')):\n", + " image_path = os.path.join(root, file)\n", + " path_list.append(image_path)\n", + " label_list.append(\"Unknown\")\n", + "\n", + "# Process the test directory\n", + "process_test_directory(test_dir, test_labels, test_image_paths)\n", + "\n", + "# Create DataFrame and save to CSV\n", + "test_data = {'Image_Path': test_image_paths, 'Label': test_labels}\n", + "test_df = pd.DataFrame(test_data)\n", + "\n", + "test_csv_file_path = '/content/covid19-image-dataset/Covid19-dataset/test_data.csv'\n", + "test_df.to_csv(test_csv_file_path, index=False)\n", + "\n", + "print(\"CSV file for test folder saved successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-NNGpbx5JVZE" + }, + "source": [ + "# Importing Libraries :-\n", + "\n", + "we need to import machine learning related API's for image processing , manipulating layers and model Xception , VGG16 and ResNet50 with pre-trained weights , pandas for reading csv files into dataframes and Matplotlib for creating visualizations, such as line plots, bar charts :-" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "id": "rF8YYMS8_l0d" + }, + "outputs": [], + "source": [ + "import os\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from keras.preprocessing.image import ImageDataGenerator\n", + "from keras.applications import Xception , DenseNet121 , VGG16 , MobileNetV2 , InceptionV3\n", + "from keras import layers, models, optimizers" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qs6M73iZifwh" + }, + "source": [ + "# Creating Data Generators for Image Classification\n", + "This code snippet summarizes the process of creating data generators for training and validation sets . It includes setting up image data augmentation for the training set (train_datagen) and scaling for the testing set (test_datagen), defining the batch size and target image size, and loading the dataset using the flow_from_directory method with categorical class mode for image classification tasks." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NZ6grCMWVd8m", + "outputId": "d8aa496b-6878-43ee-c0fb-15ede815f904" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "df = pd.read_csv('/content/covid19-image-dataset/Covid19-dataset/train_data.csv')\n", + "\n", + "train_df, val_df = train_test_split(df, train_size=0.8, test_size=0.2, random_state=42)\n", + "num_classes = len(df['Label'].unique())\n", + "print(num_classes)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "EwI3JWA9Dy-_" + }, + "outputs": [], + "source": [ + "train_datagen = ImageDataGenerator(\n", + " rescale=1./255,\n", + " shear_range=0.2,\n", + " zoom_range=0.2,\n", + " horizontal_flip=True\n", + " )\n", + "val_datagen = ImageDataGenerator(rescale=1./255)\n", + "\n", + "batch_size = 32\n", + "target_size = (224, 224)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ikhLs0B44Why", + "outputId": "844626e7-c27d-4ae9-c5d9-96d94832eb79" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 200 validated image filenames belonging to 3 classes.\n", + "Found 51 validated image filenames belonging to 3 classes.\n" + ] + } + ], + "source": [ + "\n", + "train_generator = train_datagen.flow_from_dataframe(dataframe=train_df,\n", + " x_col='Image_Path',\n", + " y_col='Label',\n", + " target_size=target_size,\n", + " batch_size=batch_size,\n", + " class_mode='categorical')\n", + "\n", + "validation_generator = val_datagen.flow_from_dataframe(dataframe=val_df,\n", + " x_col='Image_Path',\n", + " y_col='Label',\n", + " target_size=target_size,\n", + " batch_size=batch_size,\n", + " class_mode='categorical')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yPnuX8QCEr4y" + }, + "source": [ + "# Exploratory Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "AND1lVBpEqKC", + "outputId": "37a74f5a-6a72-4ead-e968-73399cb1fe11" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Image_Path Label\n", + "158 /content/covid19-image-dataset/Covid19-dataset... Covid\n", + "215 /content/covid19-image-dataset/Covid19-dataset... Normal\n", + "101 /content/covid19-image-dataset/Covid19-dataset... Covid\n", + "137 /content/covid19-image-dataset/Covid19-dataset... Covid\n", + "66 /content/covid19-image-dataset/Covid19-dataset... Viral Pneumonia\n", + "(200, 2)\n", + "\n", + "Index: 200 entries, 158 to 102\n", + "Data columns (total 2 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Image_Path 200 non-null object\n", + " 1 Label 200 non-null object\n", + "dtypes: object(2)\n", + "memory usage: 4.7+ KB\n", + "None\n", + " Image_Path Label\n", + "count 200 200\n", + "unique 200 3\n", + "top /content/covid19-image-dataset/Covid19-dataset... Covid\n", + "freq 1 91\n" + ] + } + ], + "source": [ + "# Understand the dataset\n", + "print(train_df.head())\n", + "print(train_df.shape)\n", + "print(train_df.info())\n", + "print(train_df.describe())" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "5Dx96rePHDTl", + "outputId": "b310802a-0680-48f9-ddfc-80ed281177a3" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Assuming you have already loaded your DataFrame into train_df\n", + "\n", + "# Plotting a bar graph\n", + "plt.figure(figsize=(10, 6))\n", + "train_df['Label'].value_counts().plot(kind='bar')\n", + "plt.title('Distribution of Labels in Train Data')\n", + "plt.xlabel('Labels')\n", + "plt.ylabel('Count')\n", + "plt.show()\n", + "\n", + "# Plotting a pie chart\n", + "plt.figure(figsize=(8, 8))\n", + "train_df['Label'].value_counts().plot(kind='pie', autopct='%1.1f%%')\n", + "plt.title('Distribution of Labels in Train Data')\n", + "plt.ylabel('')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "zv7CxZ3eUTsl", + "outputId": "b56782fa-45a9-4c3f-a99b-9f26b52428f1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of unique image paths: 200\n" + ] + }, + { + "data": { + "image/png": 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M9P9WfjOF/1u9evViy5YtxMTEYGdnR3h4OIMGDcqy7vS7uHr1Kk2bNsXa2ppFixZhbm5O0aJF2bVrF4sXL37n66958+aMHTs22881wV0hxKdJgrVCCCGEEEKIf63KlSvz22+/8eeff2plLl68eFH5PLOEhIQsdVy+fBkDA4N8BRjHjBnDunXr+O677/Dy8sq2TJ06dfj999958+aNVrDn6NGjGBgY/O2BlLNnz3L58mWCg4O1Xij29iP/mr66cuVKljre3la9enV+++03mjRp8t6DhBpbt26lWrVqhIaGagUOp0yZolUup6BiQRUtWhQPDw88PDx48+YNgwYNYtWqVUyaNCnbbOP8SEpKIioqCicnpxwzazWqV6/OqFGjGDVqFAkJCdSpU4eFCxfy008/Ae/vPCFjPNVqtVadmhffaZbaMDExAeDJkyeUKFFCKfd29mtB2qaZY5cuXcryRcelS5eyXK//rfycJ4C7uzumpqaEhITQsGFDXrx4Qc+ePd9LG3799VdSU1MJDw/Xyo7PaamQ/LS5evXqpKSkKJm0Qoh/FlkGQQghhBBCCPGv1apVK9LT01m2bJnW9sWLF6NSqWjZsqXW9sOHD2utd3rz5k3CwsJo0aJFnll88+fPZ8GCBXzzzTcMHz48x3KdOnXi7t27hIaGKtsePHjAli1b8PDwyHY92w9Jc16aTFvN/w8ICNAqV758eWrVqsX69euVR/cBoqKiOHv2rFbZLl26kJ6ezowZM7IcLy0tjSdPnnyQdh89epTDhw9rlTMwMAD4r4758OFDrd8LFSpE7dq1AbJd0iI/Hj16hJeXF+np6UyYMCHHci9evFCWyNCoXr06xsbGWsc2NDR8L/0KGesTb9++Xfn92bNnrF+/njp16lC2bFmlDYDW+qfPnz/PNtM4v22rV68eZcqUYeXKlVrntnv3buLj42nduvW7nlK28nOeAIULF8bLy4vNmzcTFBSEnZ2dMv7/rezm8dOnT1m3bt07t7lLly4cPnyYPXv2ZNn/yZMnpKWlvZe2CyE+DMmsFUIIIYQQQvxreXh44OrqyoQJE0hMTMTe3p69e/cSFhbGiBEjlICTRq1atXBzc2PYsGHo6uqyYsUKAKZNm5brcbZv387YsWOxsLDAxsZGyXbUaN68OWZmZkBGsLZRo0b06dOHCxcuULp0aVasWEF6enqex/kQrK2tqV69OqNHj+b27dsUK1aMbdu2Zbvu5+zZs2nXrh1NmjShT58+PH78mGXLllGrVi2tAK6zszMDBgxgzpw5xMbG0qJFC4oUKUJCQgJbtmwhICCATp06/VftbtOmDaGhobRv357WrVtz/fp1Vq5cia2trVZb9PX1sbW15eeff8bS0pKSJUtSq1YtatWqle9j9e/fn0ePHvHll19SsWJFbty4wdKlS6lTp46y/nFuLl++zE8//YRarebZs2fExcWxZcsWUlJSWLRoEe7u7rnu27RpU7p06YKtrS2FCxdm+/bt3L17l27duinlHB0dCQwMZObMmdSoUYMyZcq885qqlpaW9OvXj+PHj2NmZsbatWu5e/euVgCxRYsWVKpUiX79+jFmzBh0dHRYu3YtpqamJCUladWX37YVKVKEefPm0adPH5ydnfHy8uLu3bsEBARQpUoV/Pz83ul8/pvz1OjVqxdLlizhwIEDzJs3r0DH2b9/f5aAO4CnpyctWrRQsrYHDBhASkoKq1evpkyZMtkul5KfNo8ZM4bw8HDatGmDj48Pjo6OPH/+nLNnz7J161YSExNzXF5ECPEJUAshhBBCCCHEv8TgwYPVb/+Z8+eff6r9/PzU5cuXVxcpUkRtYWGhnj9/vvrNmzda5QD14MGD1T/99JPawsJCraurq3ZwcFAfOHAgz+NOmTJFDeT483Ydjx49Uvfr109dqlQptYGBgdrZ2Vl9/PjxfJ2js7OzumbNmtm2PbPr16+rAfX8+fO1th84cEANqLds2aJsu3DhgrpZs2ZqIyMjdenSpdW+vr7quLg4NaBet26d1v6bNm1SW1tbq3V1ddW1atVSh4eHqzt27Ki2trbO0tbvv/9e7ejoqNbX11cbGxur7ezs1GPHjlX/8ccfuZ6jpj/v37+fY5k3b96oZ8+era5cubIyVjt27FD37t1bXblyZa2yMTExakdHR3XRokXVgHrKlClqtVqt7t27t9rQ0DDH42ts3bpV3aJFC3WZMmXURYsWVVeqVEk9YMAAdXJycq7noVarteZBoUKF1CVKlFA7ODiohw8frj5//nyW8ppx0/T7gwcP1IMHD1ZbW1urDQ0N1cWLF1c3bNhQvXnzZq397ty5o27durXa2NhYDaidnZ3VarVavW7dOjWQ7fzSfHb9+nVlW+XKldWtW7dW79mzR127dm21rq6u2traWmu+aJw8eVLdsGFDpU8WLVqUbZ05tU0zF9++Pn7++We1g4ODWldXV12yZEm1t7e3+tatW1pl8jt2OSnIeWrUrFlTXahQoSxtyYlmLHP6+fHHH9VqtVodHh6url27tlpPT09dpUoV9bx589Rr1679r8bmzz//VPv7+6tr1KihLlq0qLp06dLqxo0bqxcsWKB+9eqVUi7z9SCE+DSo1OpMufZCCCGEEEII8T9KpVIxePDgLEsmiLzVqVMHU1PTLOvcCvFv4uDgQMmSJdm/f//HbooQ4l9M1qwVQgghhBBCCJEvr1+/zrLeZWRkJHFxcbi4uHycRgnxNzhx4gSxsbFaL+ETQogPQdasFUIIIYQQQgiRL7dv36ZZs2b06NGD8uXLc/HiRVauXEnZsmUZOHDgx26eEO/duXPnOHnyJAsXLqRcuXJ07dr1YzdJCPEvJ8FaIYQQQgghhBD5YmJigqOjI2vWrOH+/fsYGhrSunVr5s6dS6lSpT5284R477Zu3cr06dOxsrJi48aN6OnpfewmCSH+5WTNWiGEEEIIIYQQQgghhPgEyJq1QgghhBBCCCGEEEII8QmQYK0QQgghhBBCCCGEEEJ8AmTNWiGEEEKID+DNmzf88ccfGBsbo1KpPnZzhBBCCCGEEB+JWq3mzz//pHz58hQqlHvurARrhRBCCCE+gD/++ANzc/OP3QwhhBBCCCHEJ+LmzZtUrFgx1zISrBVCCCGE+ACMjY2BjP8gK1as2EdujRBCCCGEEOJjefbsGebm5srfCLmRYK0QQgghxAegWfqgzbc70dHV/8itEUIIIYQQ4n/Hyfm9PnYTspWf5dHkBWNCCCGEEEIIIYQQQgjxCZBgrRBCCCGEEEIIIYQQQnwCJFgrhBBCCCGEEEIIIYQQnwAJ1gqRC5VKxS+//JLj54mJiahUKmJjYz94W3x8fPD09Pzgx/k7BQUFUaJEiY/djH+kqVOnUqdOnVzLfMw583deG/9UVapU4bvvvvvYzciX/IxnZGQkKpWKJ0+e/G3tKoh/Un8LIYQQQggh/ndJsPZfpE+fPkycOPFvOdaH/KM8ryBU1apV+e233977cbOTnJxMy5YtC7TPsGHDcHR0RFdXN8fz2Lx5M3Xq1MHAwIDKlSszf/78POsNCAggKCioQG35N/oYAZe8AlXTpk2jR48eyu+nT5+mc+fOmJmZoaenh4WFBb6+vly+fPm9tWn06NHs37+/QPscPHgQDw8Pypcvn+MXEXfv3sXHx4fy5ctjYGCAu7s7CQkJ76nVuftYweXc5lRUVBTm5uYAuLi4MGLEiPd23OPHj/PVV18VeL8bN26gr69PSkoKkPFW0QkTJmBtbY2enh5ly5alWbNmhIaGolar30tbzc3NSU5OplatWgXeN3MfAixfvpwqVaqgp6dHw4YNOXbsWJZ9Dh8+zJdffomhoSHFihXjiy++4OXLl1nKpaamUqdOnXx9MfCu/S2EEEIIIYQQfycJ1v5LpKens2PHDtq2bfuxm/JBnTlzhsePH+Ps7Py3HK9s2bLo6uoWeL++ffvStWvXbD/bvXs33t7eDBw4kHPnzrFixQoWL17MsmXLcq2zePHikoX6iQoLC1OuvR07dtCoUSNSU1MJCQkhPj6en376ieLFizNp0qT3dkwjIyNKlSpVoH2eP3+Ovb09y5cvz/ZztVqNp6cn165dIywsjNOnT1O5cmWaNWvG8+fP30ez/3HCwsLw8PDId3m1Wk1aWlq+ypqammJgYPBObXJ1dcXIyIgnT57QuHFj1q9fj7+/P6dOneLgwYN07dqVsWPH8vTp0wLXnx0dHR3Kli1L4cKF36m9mj78+eefGTlyJFOmTOHUqVPY29vj5ubGvXv3lPKHDx/G3d2dFi1acOzYMY4fP86QIUMoVCjrf7KMHTuW8uXL56sd79rfQgghhBBCCPF3kmDtv0RMTAxFihShfv36ANy6dQsvLy9KliyJoaEh9erV4+jRo0r5wMBAqlevTtGiRbGysuLHH3/Uqk+lUrFmzRrat2+PgYEBFhYWhIeHAxlZhq6urgCYmJigUqnw8fEB4M2bN8yZM4eqVauir6+Pvb09W7duVerVZOTu37+fevXqYWBgQOPGjbl06RKQ8Vj8tGnTiIuLQ6VSoVKptLJJw8LCcHd3p0iRIgBER0fj4uKCgYEBJiYmuLm58fjxYyAj42rYsGGUKVMGPT09PvvsM44fP660s2LFigQGBmqd9+nTpylUqBA3btxQ+iFz9uGxY8dwcHBAT0+PevXqcfr06SxjsWTJEgYPHky1atWyHasff/wRT09PBg4cSLVq1WjdujX+/v7Mmzcv1yy4t7MOXVxcGDp0KCNGjMDExAQzMzNWr17N8+fP6dOnD8bGxtSoUYPdu3cr+6Snp9OvXz9lfKysrAgICNA6TlpaGsOGDaNEiRKUKlWKcePG0bt3b61j5zXOOQkKCqJSpUoYGBjQvn17Hj58qPX51atXadeuHWZmZhgZGVG/fn2tLGoXFxdu3LiBn5+fMj8AHj58iJeXFxUqVMDAwAA7Ozs2btyoVffWrVuxs7NDX1+fUqVKZQlArlmzBhsbG/T09LC2tmbFihXKZ1WrVgXAwcEBlUqFi4uL8tnNmzc5f/487u7uvHjxgj59+tCqVSvCw8Np1qwZVatWpWHDhixYsIBVq1Yp+0VFRdGgQQN0dXUpV64c48ePV4J833//PeXLl+fNmzda59CuXTv69u0LZM1AT09PZ+TIkcq4jR07Nst8atmyJTNnzqR9+/bZjk9CQgJHjhwhMDCQ+vXrY2VlRWBgIC9fvszSn2/L69rIa+5NnTqV4OBgwsLClLGNjIwEYNy4cVhaWmJgYEC1atWYNGkSr1+/VvaNi4vD1dUVY2NjihUrhqOjIydOnFA+P3ToEJ9//jn6+vqYm5szbNgwZexzmlMa4eHhtG3bFh8fH6KioggICFDKJSYmKve03bt3Kxn1hw4dynMuQ9aM3tzuu5ll/nLgm2++ITExkaNHj9K7d29sbW2xtLTE19eX2NhYjIyMAHj8+DG9evXCxMQEAwMDWrZsqWRMP3v2DH19fa17BcD27dsxNjbmxYsX2WaX79q1C0tLS/T19XF1dSUxMTFLWzP3IcCiRYvw9fWlT58+2NrasnLlSgwMDFi7dq1S3s/Pj2HDhjF+/Hhq1qyJlZUVXbp0yfLF2e7du9m7dy8LFizI9rhvy66/AwMDadmyJfr6+lSrVi3LfSwmJoY6deoo8/qXX36R5T2EEEIIIYQQH5QEa/8lwsPD8fDwQKVSkZKSgrOzM7dv3yY8PJy4uDjGjh2rBH62b9/O8OHDGTVqFOfOnWPAgAH06dOHAwcOaNU5bdo0unTpwpkzZ2jVqhXe3t48evQIc3Nztm3bBsClS5dITk5Wgi5z5sxh/fr1rFy5kvPnz+Pn50ePHj2IiorSqnvChAksXLiQEydOULhwYSUA1bVrV0aNGkXNmjVJTk4mOTlZK0M1PDycdu3aARAbG0vTpk2xtbXl8OHDHDp0CA8PD9LT04GMjKtt27YRHBzMqVOnqFGjBm5ubjx69IhChQrh5eXFhg0btNoVEhJCkyZNqFy5cpY+TklJoU2bNtja2nLy5EmmTp3K6NGjCzxWqamp6OnpaW3T19fn1q1bSpA4v4KDgyldujTHjh1j6NChfP3113Tu3JnGjRtz6tQpWrRoQc+ePXnx4gXwf0HqLVu2cOHCBSZPnsw333zD5s2blTrnzZtHSEgI69atIzo6mmfPnmV5XD6/45zZ0aNH6devH0OGDCE2NhZXV1dmzpypVSYlJYVWrVqxf/9+Tp8+jbu7Ox4eHiQlJQEQGhpKxYoVmT59ujI/AP766y8cHR3ZuXMn586d46uvvqJnz57K49XJycl4eXnRt29f4uPjiYyMpEOHDkowMyQkhMmTJzNr1izi4+OZPXs2kyZNIjg4GECp57fffiM5OZnQ0FClzeHh4bi4uFCsWDH27NnDgwcPGDt2bLZ9oMmMvn37Nq1ataJ+/frExcURGBjIDz/8oPRH586defjwodY1+ejRIyIiIvD29s627oULFxIUFMTatWs5dOgQjx49Yvv27TmOR3ZSU1MBtOZnoUKFlABkTvJzbeQ190aPHk2XLl1wd3dXxrZx48YAGBsbExQUxIULFwgICGD16tUsXrxYqdvb25uKFSty/PhxTp48yfjx45UvdK5evYq7uzsdO3bkzJkz/Pzzzxw6dIghQ4YAOc8pgPPnz3Pv3j2+/PJLAgICcHJywtfXVymX+dH+8ePHM3fuXOLj46ldu3aeczknOd13NZ48ecKhQ4do27Ytb968YdOmTXh7e2ebXWpkZKRkwvr4+HDixAnCw8M5fPgwarWaVq1a8fr1a4oVK0abNm2yvR96enpmm4168+ZNOnTogIeHB7GxsfTv35/x48dnKZe5D1+9esXJkydp1qyZ8nmhQoVo1qwZhw8fBuDevXscPXqUMmXK0LhxY8zMzHB2ds4y/+7evYuvry8//vjjf5UtO2nSJDp27EhcXBze3t5069aN+Ph4ICOI7eHhgZ2dHadOnWLGjBmMGzcu1/pSU1N59uyZ1o8QQgghhBBCFETBn2cUn6SwsDAleLFhwwbu37/P8ePHKVmyJAA1atRQyi5YsAAfHx8GDRoEwMiRIzly5AgLFixQMmYh4497Ly8vAGbPns2SJUs4duwY7u7uSr1lypRRAlCpqanMnj2b3377DScnJwCqVavGoUOHWLVqldbSBbNmzVJ+Hz9+PK1bt+avv/5CX19fCTCULVtW6xxv377NmTNnlDVkv/32W+rVq6eVAVmzZk0g43HvwMBAgoKClPKrV69m3759/PDDD4wZMwZvb28WLlxIUlISlSpVUgIfOa37u2HDBt68ecMPP/yAnp4eNWvW5NatW3z99df5G6T/z83NDT8/P3x8fHB1deXKlSssXLgQyAgqVqlSJd912dvbK+319/dn7ty5lC5dGl9fXwAmT55MYGAgZ86coVGjRhQpUoRp06Yp+1etWpXDhw+zefNmunTpAsDSpUvx9/dXsi+XLVvGrl27lH0KMs6ZBQQE4O7urgQyLS0tiYmJISIiQut87O3tld9nzJjB9u3bCQ8PZ8iQIZQsWRIdHR2MjY215keFChW0goNDhw5lz549bN68mQYNGpCcnExaWhodOnRQAvF2dnZK+SlTprBw4UI6dOig9MuFCxdYtWoVvXv3xtTUFIBSpUplmZdhYWHKFwiaTEVra+ts+0BjxYoVmJubs2zZMlQqFdbW1vzxxx+MGzeOyZMnY2JiQsuWLdmwYQNNmzYFMjKDS5curXWNZvbdd9/h7++vnMPKlSvZs2dPru14m7W1NZUqVcLf359Vq1ZhaGjI4sWLuXXrllYQ8235uTbymntGRkbo6+uTmpqapY8zX5NVqlRh9OjRbNq0SZlLSUlJjBkzRul3CwsLpfycOXPw9vZW1pq1sLBgyZIlODs7ExgYmOOcgoyxdXNzo2jRosqPgYFBlnIA06dPp3nz5srvJUuWzHUu5yS3+y5kZLPWrl2b8uXLc+/ePR4/fpznfEtISCA8PJzo6GglAB4SEoK5uTm//PILnTt3xtvbW/lix8DAgGfPnrFz584cA/6apzM09y4rKyvOnj3LvHnzcuzDP/74g/T0dMzMzLTKmJmZcfHiRQCuXbsGZGRaL1iwgDp16rB+/XqaNm3KuXPnsLCwQK1W4+Pjw8CBA6lXr16OGb350blzZ/r37w9kjNG+fftYunQpK1asYMOGDahUKlavXo2enh62trbcvn1bub9mZ86cOVrzXAghhBBCCCEKSjJr/wXi4+P5448/lKBObGwsDg4OSkA1u/JNmjTR2takSRMlm0ijdu3ayv/XvOQl87qCb7ty5QovXrygefPmGBkZKT/r16/n6tWrOdZdrlw5gFzrhowMxs8++0wJDmsya7Nz9epVXr9+rXWeRYoUoUGDBsp51qlTBxsbGyWbLCoqinv37tG5c+ds69RkzGXOOtQEKwvC19eXIUOG0KZNG4oWLUqjRo3o1q0bkJFllpSUpNV/s2fPzrGuzP2oo6NDqVKltIKQmqBI5r5dvnw5jo6OmJqaYmRkxPfff69k+z19+pS7d+/SoEEDrXodHR2V3/MzzjVr1lS2a4Ll8fHxNGzYUKv9b/dfSkoKo0ePxsbGhhIlSmBkZER8fHye2Yjp6enMmDEDOzs7SpYsiZGREXv27FH2s7e3p2nTptjZ2dG5c2dWr16tLJfx/Plzrl69Sr9+/bTOZ+bMmVnm7duePXtGVFSU8oh3fl/mFB8fj5OTk9Yj902aNCElJYVbt24BGdmi27ZtU7JdQ0JC6NatW7brdj59+pTk5GSt/i1cuDD16tXLV3s0ihQpQmhoKJcvX6ZkyZIYGBhw4MABWrZsqRx34MCBWv2kOZ/8XBu5zb3c/PzzzzRp0oSyZctiZGTExIkTtfYbOXIk/fv3p1mzZsydO1dr3OLi4ggKCtJqs5ubG2/evOH69eu5HjfzcgN5ebuv33Uu53Xfzdymgsy3woULa82PUqVKYWVlpdwPW7VqRZEiRZRlF7Zt20axYsW0smDfrjOv6/nt9uaH5gkQzRMfDg4OLF68GCsrK2WphKVLl/Lnn3/i7++f73pz8nabnZyclD65dOlSlnmd+d6YHX9/f54+far83Lx5879uoxBCCCGEEOJ/i2TW/guEh4fTvHlz5Q9KfX3991Kv5jFiDZVKlWUNzcw0bybfuXMnFSpU0Prs7bUGM9etCVjlVjdor3sI7+c8vb292bBhA+PHj2fDhg24u7sX+KVNBaVSqZg3bx6zZ8/mzp07mJqasn//fiAjQ9XExERrPcScgu6Q/Rjl1rebNm1i9OjRLFy4ECcnJ4yNjZk/f77WesZ5yc8479q1S1lTtCDjNHr0aPbt28eCBQuoUaMG+vr6dOrUiVevXuW63/z58wkICOC7777Dzs4OQ0NDRowYoeyno6PDvn37iImJYe/evSxdupQJEyZw9OhR5RHq1atXZwk+6ejo5Hrc3bt3Y2trqzwOb2lpCcDFixffKZCfmYeHB2q1mp07d1K/fn1+//13rUf/PxRHR0diY2N5+vQpr169wtTUlIYNGyrByOnTp7/T8h/vOvcOHz6Mt7c306ZNw83NjeLFi7Np0yYloxMysjC7d+/Ozp072b17N1OmTGHTpk20b9+elJQUBgwYwLBhw7LUXalSpRyPm5yczOnTp2ndunW+zs/Q0FDr93edy7ndd1+9ekVERATffPMNkPHCrBIlSihZqf+NokWL0qlTJzZs2EC3bt3YsGEDXbt2facXimm83YelS5dGR0eHu3fvapW7e/eukq2s+fLO1tZWq4yNjY0S6P7Pf/7D4cOHs/y7Uq9ePby9vZXlSz4GXV3dd3oppRBCCCGEEEJoSGbtv0Dmx7AhIzMrNjZWa53DzGxsbIiOjtbaFh0dneWP49wULVoUQFkfFjL+uNbV1SUpKYkaNWpo/WRe2zE/dWeuFzIChAcOHMhynpog59s0L0/LfJ6vX7/m+PHjWufZvXt3zp07x8mTJ9m6dWuO64FCRr+dOXOGv/76S9l25MiRfJ/X23R0dKhQoQJFixZl48aNODk5YWpqSuHChbX6LrdgbUFpHoMeNGgQDg4O1KhRQysLsXjx4piZmSkvYoOMMT516pTye37GuXLlyso2TUDXxsYmS2Du7f6Ljo7Gx8eH9u3bY2dnR9myZbM84pzd/IiOjqZdu3b06NEDe3t7qlWrxuXLl7XKqFQqmjRpwrRp0zh9+jRFixZl+/btmJmZUb58ea5du5blfDQvFstuvkPWa69FixaULl2ab7/9Ntv+f/LkidIXmnVDM5+DsbExFStWBDLWje3QoQMhISFs3LgRKysr6tatm229xYsXp1y5clr9m5aWxsmTJ7Mtnx/FixfH1NSUhIQETpw4oZxnmTJltPpIcz55XRt5zT3IfmxjYmKoXLkyEyZMoF69elhYWGS7trOlpSV+fn7s3buXDh06sG7dOgDq1q3LhQsXsoxtjRo1lHHN7ri//vorjRs31rr+siuXk/zM5YKKjIzExMREWV6hUKFCdOvWjZCQEP74448s5VNSUkhLS8PGxoa0tDSt+fHw4UMuXbqkdT/09vYmIiKC8+fP85///CfP+6FmLWeNt8f87T4sWrQojo6OWvftN2/esH//fuXLjSpVqlC+fHnlpZMaly9fVpYwWbJkCXFxccTGxhIbG6ss0/Lzzz8za9asHNucnbfbfOTIEWxsbID/W9pBk90OaN0bhRBCCCGEEOJDkGDtP9y9e/c4ceIEbdq0UbZ5eXlRtmxZPD09iY6O5tq1a2zbtk15gcuYMWMICgoiMDCQhIQEFi1aRGhoaIGy5SpXroxKpWLHjh3cv3+flJQUjI2NGT16NH5+fgQHB3P16lVOnTrF0qVLC5TpVKVKFa5fv05sbCwPHjwgNTWViIgILC0ttdZz9ff35/jx4wwaNIgzZ85w8eJFAgMDefDgAYaGhnz99deMGTOGiIgILly4gK+vLy9evKBfv35ax2rcuDH9+vUjPT0918d1u3fvjkqlwtfXlwsXLrBr165s30J+5coVYmNjuXPnDi9fvlQCCpqMugcPHrBy5UouXrxIbGwsw4cPZ8uWLVpvKf9QLCwsOHHiBHv27OHy5ctMmjQpS/Bh6NChzJkzh7CwMC5dusTw4cN5/PixkqX7ruM8bNgwIiIiWLBgAQkJCSxbtkxrvVpN+0JDQ4mNjSUuLo7u3btnybiuUqUKBw8e5Pbt2zx48EDZT5M5Gx8fz4ABA7Sy944ePcrs2bM5ceIESUlJhIaGcv/+fSUoM23aNObMmcOSJUu4fPkyZ8+eZd26dSxatAjICFDq6+sTERHB3bt3efr0KWlpaezevVtrzhgaGrJmzRp27txJ27Zt+e2330hMTOTEiROMHTuWgQMHAjBo0CBu3rzJ0KFDuXjxImFhYUyZMoWRI0dqLXPg7e3Nzp07Wbt2ba6BM4Dhw4czd+5cfvnlFy5evMigQYOU4LBGSkqKMh8B5TrL/Gj+li1biIyM5Nq1a4SFhdG8eXM8PT1p0aJFjsfOz7WRn7lXpUoVzpw5w6VLl3jw4AGvX7/GwsKCpKQkNm3axNWrV1myZInWOqovX75kyJAhREZGcuPGDaKjozl+/LgytuPGjSMmJkZ5sV1CQgJhYWFa68ZmN6fezuTXlDt69CiJiYk8ePAg16cB8jOXCyq7Ns2aNQtzc3MaNmzI+vXruXDhAgkJCaxduxYHBwdSUlKwsLCgXbt2+Pr6cujQIeLi4ujRowcVKlTQ+rLhiy++oGzZsnh7e1O1atUsmeaZDRw4kISEBMaMGcOlS5fYsGEDQUFBebZ35MiRrF69muDgYOLj4/n66695/vw5ffr0ATK+VBkzZgxLlixh69atXLlyhUmTJnHx4kXl3l2pUiVq1aql/Ggy2qtXr6582XH79m2sra2zBJTftmXLFtauXcvly5eZMmUKx44dU+aGZsy++uor4uPj2bNnjzKvMy9hIoQQQgghhBDvkwRr/+F+/fVXGjRoQOnSpZVtRYsWZe/evZQpU4ZWrVphZ2fH3LlzlUe6PT09CQgIYMGCBdSsWZNVq1axbt06XFxc8n3cChUqMG3aNMaPH4+ZmZnyx+2MGTOYNGkSc+bMwcbGBnd3d3bu3KlkKOZHx44dcXd3x9XVFVNTUzZu3JjtuoeWlpbs3buXuLg4GjRogJOTE2FhYcpju3PnzqVjx4707NmTunXrcuXKFfbs2YOJiYlWPd7e3sTFxdG+fftcH9k3MjLi119/5ezZszg4ODBhwoQsL9MB6N+/Pw4ODqxatYrLly/j4OCAg4ODVuZbcHAw9erVo0mTJpw/f57IyMg810J8HwYMGECHDh3o2rUrDRs25OHDh8qL5jTGjRuHl5cXvXr1wsnJSVnjM/O6je8yzo0aNWL16tUEBARgb2/P3r17s7zMbdGiRZiYmNC4cWM8PDxwc3PLkk06ffp0EhMTqV69uvLir4kTJ1K3bl3c3NxwcXFRvqzQKFasGAcPHqRVq1ZYWloyceJEFi5cqKyn279/f9asWcO6deuws7PD2dmZoKAg5XwKFy7MkiVLWLVqFeXLl6ddu3ZERUVhZGSUpX3t2rUjJiaGIkWK0L17d6ytrfHy8uLp06fMnDkTyLh+du3axbFjx7C3t2fgwIH069cvS398+eWXlCxZkkuXLtG9e/cc+xZg1KhR9OzZk969eyvLDGheEqdx4sQJZT5CRuDMwcGByZMnK2WSk5Pp2bMn1tbWDBs2jJ49e7Jx48Zcj52fayM/c8/X1xcrKyvq1auHqakp0dHRtG3bFj8/P4YMGUKdOnWIiYlh0qRJyj46Ojo8fPiQXr16YWlpSZcuXWjZsqXykqfatWsTFRXF5cuX+fzzz5XzLV++vFLH23Pq+fPn7N+/P8s9Z/To0ejo6GBra4upqWmu68/mZy4XVHbBz5IlS3LkyBF69OjBzJkzcXBw4PPPP2fjxo3Mnz+f4sWLA7Bu3TocHR1p06YNTk5OqNVqdu3alWXZFC8vL+Li4vL8cqBSpUps27aNX375BXt7e1auXKm1vnZOfdi1a1cWLFjA5MmTqVOnDrGxsURERGi9dGzEiBH4+/vj5+eHvb09+/fvZ9++fVSvXj3fffX69WsuXbrEixcvci03bdo0Nm3aRO3atVm/fj0bN25Uso2LFSvGr7/+SmxsLHXq1GHChAnKtZL5fiiEEEIIIYQQ75NKnd83lIhPUtu2bfnss8+Ut6L/G6WlpWFmZsbu3bv/loCm0PbmzRtsbGzo0qULM2bM+NjN+WQMGzaMtLQ0VqxY8bGbIt6z0NBQJk6cyIULFz52UxSnTp3iyy+/5P79+1nWtf0UfYp9WK5cOWbMmEH//v2BjOD09u3btb7YyUtISAh9+vTh6dOn+VqP+9mzZxQvXhz7oSvR0X0/68kLIYQQQggh8nZyfq+P3QQtmr8Nnj59SrFixXItKy8Y+4f77LPP8PLy+tjN+KAePXqEn58f9evX/9hN+Z9w48YN9u7di7OzM6mpqSxbtozr16/nmdn5v6ZWrVr/9UvExKfJyMgo26z5jyktLY2lS5f+IwK18Gn14YsXL4iOjubu3bvUrFmzQPuuX7+eatWqUaFCBeLi4hg3bhxdunR5by/yFEIIIYQQQoi3SWatEELLzZs36datG+fOnUOtVlOrVi3mzp3LF1988bGbJoQQBfbdd98xY8YMevfuraxDDfnLrP32229ZsWIFd+7coVy5cnh6ejJr1iwMDAzydWzJrBVCCCGEEOLj+Cdn1kqwVgghhBDiA5BgrRBCCCGEEB/HPzlYK8sgCCGEEEJ8QAdneuX5H2RCCCGEEEIIAVDoYzdACCGEEEIIIYQQQgghhARrhRBCCCGEEEIIIYQQ4pMgwVohhBBCCCGEEEIIIYT4BMiatUIIIYQQH9DNuY0w1tP52M0QQgghhBDif0alyWc/dhPemWTWCiGEEEIIIYQQQgghxCdAgrVCCCGEEEIIIYQQQgjxCZBgrRBCCCGEEEIIIYQQQnwCJFgr/ueoVCp++eWXHD9PTExEpVIRGxv7wdvi4+ODp6fnBz/O3ykoKIgSJUp87Gb8I02dOpU6derkWuZjzpm/89r4p6pSpQrffffdx27GR/Ex58e/8V4qhBBCCCGE+N8kwdpPXJ8+fZg4ceLfcqzIyEhUKhVPnjx573XnFYSqWrUqv/3223s/bnaSk5Np2bJlgfYZNmwYjo6O6Orq5ngemzdvpk6dOhgYGFC5cmXmz5+fZ70BAQEEBQUVqC3/Rh8jwJVXYGnatGn06NFD+f306dN07twZMzMz9PT0sLCwwNfXl8uXL7+3No0ePZr9+/cXaJ+DBw/i4eFB+fLlc/wi4u7du/j4+FC+fHkMDAxwd3cnISHhPbU6dx8riJbbnIqKisLc3BwAFxcXRowY8d6Oe/z4cb766qsC73fjxg309fVJSUlh6tSpqFQqBg4cqFUmNjYWlUpFYmLie2rt3yPzuQFs2bIFa2tr9PT0sLOzY9euXVrlfXx8UKlUWj/u7u65HkPupUIIIYQQQoh/CwnWfsLS09PZsWMHbdu2/dhN+aDOnDnD48ePcXZ2/luOV7ZsWXR1dQu8X9++fenatWu2n+3evRtvb28GDhzIuXPnWLFiBYsXL2bZsmW51lm8eHHJQv1EhYWFKdfejh07aNSoEampqYSEhBAfH89PP/1E8eLFmTRp0ns7ppGREaVKlSrQPs+fP8fe3p7ly5dn+7larcbT05Nr164RFhbG6dOnqVy5Ms2aNeP58+fvo9n/OGFhYXh4eOS7vFqtJi0tLV9lTU1NMTAweKc2ubq6YmRkBICenh4//PDDew+qv3r16r3Wlx+Zzy0mJgYvLy/69evH6dOn8fT0xNPTk3Pnzmnt4+7uTnJysvKzcePGXI8h91IhhBBCCCHEv4UEaz9hMTExFClShPr16wNw69YtvLy8KFmyJIaGhtSrV4+jR48q5QMDA6levTpFixbFysqKH3/8Uas+lUrFmjVraN++PQYGBlhYWBAeHg5kZBm6uroCYGJigkqlwsfHB4A3b94wZ84cqlatir6+Pvb29mzdulWpV5ORu3//furVq4eBgQGNGzfm0qVLQMZj8dOmTSMuLk7JksqcARUWFoa7uztFihQBIDo6GhcXFwwMDDAxMcHNzY3Hjx8DkJqayrBhwyhTpgx6enp89tlnHD9+XGlnxYoVCQwM1Drv06dPU6hQIW7cuKH0Q+bsw2PHjuHg4ICenh716tXj9OnTWcZiyZIlDB48mGrVqmU7Vj/++COenp4MHDiQatWq0bp1a/z9/Zk3bx5qtTrbfSBr1qGLiwtDhw5lxIgRmJiYYGZmxurVq3n+/Dl9+vTB2NiYGjVqsHv3bmWf9PR0+vXrp4yPlZUVAQEBWsdJS0tj2LBhlChRglKlSjFu3Dh69+6tdey8xjknQUFBVKpUCQMDA9q3b8/Dhw+1Pr969Srt2rXDzMwMIyMj6tevr5VF7eLiwo0bN/Dz81PmB8DDhw/x8vKiQoUKGBgYYGdnlyVgs3XrVuzs7NDX16dUqVJZApBr1qzBxsYGPT09rK2tWbFihfJZ1apVAXBwcEClUuHi4qJ8dvPmTc6fP4+7uzsvXrygT58+tGrVivDwcJo1a0bVqlVp2LAhCxYsYNWqVcp+UVFRNGjQAF1dXcqVK8f48eOVIN/3339P+fLlefPmjdY5tGvXjr59+wJZM9DT09MZOXKkMm5jx47NMp9atmzJzJkzad++fbbjk5CQwJEjRwgMDKR+/fpYWVkRGBjIy5cv8wyA5XVt5DX3pk6dSnBwMGFhYcrYRkZGAjBu3DgsLS0xMDCgWrVqTJo0idevXyv7xsXF4erqirGxMcWKFcPR0ZETJ04onx86dIjPP/8cfX19zM3NGTZsmDL2Oc0pjfDwcNq2bYuPjw9RUVEEBAQo5RITE5V72u7du5WM+kOHDuU5lyFrRm9u993MMn85AGBlZYWrqysTJkzIdYxym3OavhgyZAgjRoygdOnSuLm5Kee3Z88eHBwc0NfX58svv+TevXvs3r0bGxsbihUrRvfu3Xnx4oVSV0REBJ999pkyH9u0acPVq1dzbd/b5xYQEIC7uztjxozBxsaGGTNmULdu3SxfbOnq6lK2bFnlx8TEJNdjZHcvHTJkCEOGDKF48eKULl2aSZMmaV0/qampjB49mgoVKmBoaEjDhg2V+amxevVqzM3NlfvbokWLJCgshBBCCCGE+KAkWPsJCw8Px8PDA5VKRUpKCs7Ozty+fZvw8HDi4uIYO3asEvjZvn07w4cPZ9SoUZw7d44BAwbQp08fDhw4oFXntGnT6NKlC2fOnKFVq1Z4e3vz6NEjzM3N2bZtGwCXLl0iOTlZCbrMmTOH9evXs3LlSs6fP4+fnx89evQgKipKq+4JEyawcOFCTpw4QeHChZUAVNeuXRk1ahQ1a9ZUsqQyZ6iGh4fTrl07IOMx36ZNm2Jra8vhw4c5dOgQHh4epKenAzB27Fi2bdtGcHAwp06dokaNGri5ufHo0SMKFSqEl5cXGzZs0GpXSEgITZo0oXLlyln6OCUlhTZt2mBra8vJkyeZOnUqo0ePLvBYpaamoqenp7VNX1+fW7duKUHi/AoODqZ06dIcO3aMoUOH8vXXX9O5c2caN27MqVOnaNGiBT179lSCKJog9ZYtW7hw4QKTJ0/mm2++YfPmzUqd8+bNIyQkhHXr1hEdHc2zZ8+yPC6f33HO7OjRo/Tr148hQ4YQGxuLq6srM2fO1CqTkpJCq1at2L9/P6dPn8bd3R0PDw+SkpIACA0NpWLFikyfPl2ZHwB//fUXjo6O7Ny5k3PnzvHVV1/Rs2dPjh07BmQsZ+Hl5UXfvn2Jj48nMjKSDh06KMGYkJAQJk+ezKxZs4iPj2f27NlMmjSJ4OBgAKWe3377jeTkZEJDQ5U2h4eH4+LiQrFixdizZw8PHjxg7Nix2faBJnBz+/ZtWrVqRf369YmLiyMwMJAffvhB6Y/OnTvz8OFDrWvy0aNHRERE4O3tnW3dCxcuJCgoiLVr13Lo0CEePXrE9u3bcxyP7KSmpgJozc9ChQopAcic5OfayGvujR49mi5dumhlSTZu3BgAY2NjgoKCuHDhAgEBAaxevZrFixcrdXt7e1OxYkWOHz/OyZMnGT9+vPKFztWrV3F3d6djx46cOXOGn3/+mUOHDjFkyBAg5zkFcP78ee7du8eXX35JQEAATk5O+Pr6KuU0yyMAjB8/nrlz5xIfH0/t2rXznMs5yem+q/HkyRMOHTqU5SmKuXPnsm3bNq0gdWZ5zTmN4OBgihYtSnR0NCtXrlS2T506lWXLlhETE8PNmzfp0qUL3333HRs2bGDnzp3s3buXpUuXKuWfP3/OyJEjOXHiBPv376dQoUK0b98+yxcQmb19bocPH6ZZs2ZaZdzc3Dh8+LDWtsjISMqUKYOVlRVff/11li+B8iM4OJjChQtz7NgxAgICWLRoEWvWrFE+HzJkCIcPH2bTpk2cOXOGzp07ay0REh0dzcCBAxk+fDixsbE0b96cWbNm5XrM1NRUnj17pvUjhBBCCCGEEAVR+GM3QOQsLCxMCV5s2LCB+/fvc/z4cUqWLAlAjRo1lLILFizAx8eHQYMGATBy5EiOHDnCggULlIxZyMg+8vLyAmD27NksWbKEY8eO4e7urtRbpkwZJQCVmprK7Nmz+e2333BycgKgWrVqHDp0iFWrVmktXTBr1izl9/Hjx9O6dWv++usv9PX1MTIyonDhwpQtW1brHG/fvs2ZM2eUNWS//fZb6tWrp5UBWbNmTSAjUBAYGEhQUJBSfvXq1ezbt48ffviBMWPG4O3tzcKFC0lKSqJSpUq8efOGTZs25bju74YNG3jz5g0//PADenp61KxZk1u3bvH111/nb5D+Pzc3N/z8/PDx8cHV1ZUrV66wcOFCICOoWKVKlXzXZW9vr7TX39+fuXPnUrp0aXx9fQGYPHkygYGBnDlzhkaNGlGkSBGmTZum7F+1alUOHz7M5s2b6dKlCwBLly7F399fyb5ctmyZ1jqRBRnnzDRZcppApqWlJTExMURERGidj729vfL7jBkz2L59O+Hh4QwZMoSSJUuio6ODsbGx1vyoUKGCVnBw6NCh7Nmzh82bN9OgQQOSk5NJS0ujQ4cOSiDezs5OKT9lyhQWLlxIhw4dlH65cOECq1atonfv3piamgJQqlSpLPMyLCxM+QJBE7ixtrbOtg80VqxYgbm5OcuWLUOlUmFtbc0ff/zBuHHjmDx5MiYmJrRs2ZINGzbQtGlTICMzuHTp0lrXaGbfffcd/v7+yjmsXLmSPXv25NqOt1lbW1OpUiX8/f1ZtWoVhoaGLF68mFu3bmkFMd+Wn2sjr7lnZGSEvr4+qampWfo48zVZpUoVRo8ezaZNm5S5lJSUxJgxY5R+t7CwUMrPmTMHb29vZa1ZCwsLlixZgrOzM4GBgTnOKcgYWzc3N4oWLar8GBgYZCkHMH36dJo3b678XrJkyVznck5yu+8C7Nq1i9q1a1O+fHmt/erWrUuXLl0YN25ctmsZ5zXnChUqpPTPt99+q+ynGfeZM2fSpEkTAPr164e/vz9Xr15VniDo1KkTBw4cYNy4cQB07NhR6/hr167F1NSUCxcuUKtWrWzP/e1zu3PnDmZmZlplzMzMuHPnjvK7u7s7HTp0oGrVqly9epVvvvmGli1bcvjwYXR0dHLs57eZm5uzePFiVCoVVlZWnD17lsWLF+Pr60tSUhLr1q0jKSlJadvo0aOJiIhg3bp1zJ49m6VLl9KyZUvlPqS5v+3YsSPHY86ZM0frmhBCCCGEEEKIgpLM2k9UfHw8f/zxhxLUiY2NxcHBQQmoZlde80e3RpMmTYiPj9faVrt2beX/GxoaUqxYMe7du5djO65cucKLFy9o3rw5RkZGys/69euzPP6aue5y5coB5Fo3ZGQwah6r1Zyn5pzfdvXqVV6/fq11nkWKFKFBgwbKedapUwcbGxsluzYqKop79+7RuXPnbOvUZMxlzjrUBCsLwtfXlyFDhtCmTRuKFi1Ko0aN6NatG5CRxZiUlKTVf7Nnz86xrsz9qKOjQ6lSpbSCkJpAR+a+Xb58OY6OjpiammJkZMT333+vZPs9ffqUu3fv0qBBA616HR0dld/zM841a9ZUtmuC5fHx8TRs2FCr/W/3X0pKCqNHj8bGxoYSJUpgZGREfHx8ntmI6enpzJgxAzs7O0qWLImRkRF79uxR9rO3t6dp06bY2dnRuXNnVq9erSyX8fz5c65evUq/fv20zmfmzJl5Prb97NkzoqKilEzA3JaxyCw+Ph4nJyetR+6bNGlCSkoKt27dAjKyRbdt26Zku4aEhNCtWzclqJbZ06dPSU5O1urfwoULU69evXy1R6NIkSKEhoZy+fJlSpYsiYGBAQcOHKBly5bKcQcOHKjVT5rzyc+1kdvcy83PP/9MkyZNKFu2LEZGRkycOFFrv5EjR9K/f3+aNWvG3LlztcYtLi6OoKAgrTa7ubnx5s0brl+/nutx315uIDdv9/W7zuW87ru5tWnmzJn8/vvv7N27N8tn+ZlzgNa1nlO7zMzMlCUpMm/L3M6EhAS8vLyoVq0axYoVU76Eyu38C9LfGt26daNt27bY2dnh6enJjh07OH78eJYlCvLSqFEjrb5xcnIiISGB9PR0zp49S3p6OpaWllrzKCoqSplrly5d0rpvAll+f5u/vz9Pnz5Vfm7evFmgNgshhBBCCCGEZNZ+osLDw2nevLkSKNHX138v9WoeI9ZQqVS5PsKqeXv3zp07qVChgtZnb7+kK3Pdmj+Qc6sb/m/tSI33cZ7e3t5s2LCB8ePHs2HDBtzd3Qv80qaCUqlUzJs3j9mzZ3Pnzh1MTU2VTLhq1aphYmJCbGysUj6noDtkP0a59e2mTZsYPXo0CxcuxMnJCWNjY+bPn6+1nnFe8jPOu3btUtYULcg4jR49mn379rFgwQJq1KiBvr4+nTp1yvNFR/PnzycgIIDvvvsOOzs7DA0NGTFihLKfjo4O+/btIyYmRnlce8KECRw9elR5wdPq1auzBJPzyszbvXs3tra2yuPwlpaWAFy8ePGdAvmZeXh4oFar2blzJ/Xr1+f333/XevT/Q3F0dCQ2NpanT5/y6tUrTE1NadiwoRKMnD59+jst//Guc+/w4cN4e3szbdo03NzcKF68OJs2bVKy0SHjEf3u3buzc+dOdu/ezZQpU9i0aRPt27cnJSWFAQMGMGzYsCx1V6pUKcfjJicnc/r0aVq3bp2v8zM0NNT6/V3ncm733VevXhEREcE333yT7b7Vq1fH19eX8ePH88MPP+Sr3XmdR3btevs+83Y7IWP+Vq5cmdWrVyvrL9eqVSvH88/u3MqWLcvdu3e1yt29ezfbzGaNatWqUbp0aa5cuZLjl3kFlZKSgo6ODidPnsxyT9B8YfEudHV13+kFlkIIIYQQQgihIcHaT1RYWBhfffWV8nvt2rVZs2YNjx49yjbQZ2NjQ3R0NL1791a2RUdHY2trm+9jFi1aFEBZHxbA1tYWXV1dkpKScnwUPr91Z64XMv5YPnDggNYLwWrXrs3+/fuzfYxU8/K06Oho5bH3169fc/z4ceVxaIDu3bszceJETp48ydatW7XWaHybjY0NP/74I3/99ZcSGD9y5Mg7n6eOjo4S7Ny4cSNOTk7K4/aZl614n6Kjo2ncuLGyBAaglYVYvHhxzMzMOH78OF988QWQMcanTp1SXmaVn3HObs1fGxubLIG5t/svOjoaHx8fZQmGlJQUEhMTtcpkNz+io6Np164dPXr0ADKC05cvX9aa0yqViiZNmtCkSRMmT55M5cqV2b59OyNHjqR8+fJcu3Ytx/Vgs5vvoL0EAkCLFi0oXbo03377bbbrxT558oQSJUpgY2PDtm3bUKvVSkA9OjoaY2NjKlasCGSsG9uhQwdCQkK4cuUKVlZW1K1bN9v2FS9enHLlynH06FFl3NLS0jh58mSO++SlePHiQEaG5IkTJ5gxYwaQsfRJmTJltMrm59rIa+5B9mMbExND5cqVtV6eld3azpaWllhaWuLn54eXlxfr1q2jffv21K1blwsXLuR6TWV33F9//ZXGjRtr3UOzK5eT/MzlgoqMjMTExERreYW3TZ48merVq7Np0yat7fmZc+/Lw4cPuXTpEqtXr+bzzz8HyHXNY8j+3JycnNi/f7/WPXvfvn25fhFy69YtHj58qDyxkV/Z3ZssLCzQ0dHBwcGB9PR07t27p5zP26ysrJQXWGq8/bsQQgghhBBCvG+yDMIn6N69e5w4cYI2bdoo27y8vChbtiyenp5ER0dz7do1tm3bpryUZcyYMQQFBREYGEhCQgKLFi0iNDS0QNlylStXRqVSsWPHDu7fv09KSgrGxsaMHj0aPz8/goODuXr1KqdOnWLp0qXKi5ryo0qVKly/fp3Y2FgePHhAamoqERERWFpaaq3n6u/vz/Hjxxk0aBBnzpzh4sWLBAYG8uDBAwwNDfn6668ZM2YMERERXLhwAV9fX168eEG/fv20jtW4cWP69etHenp6ro/gdu/eHZVKha+vLxcuXGDXrl0sWLAgS7krV64QGxvLnTt3ePnyJbGxscTGxioZZQ8ePGDlypVcvHiR2NhYhg8fzpYtW7TeCv+hWFhYcOLECfbs2cPly5eZNGlSloDC0KFDmTNnDmFhYVy6dInhw4fz+PFjJcDzruM8bNgwIiIiWLBgAQkJCSxbtkxrvVpN+0JDQ4mNjSUuLo7u3btnybiuUqUKBw8e5Pbt2zx48EDZT5M5Gx8fz4ABA7Qy8o4ePcrs2bM5ceIESUlJhIaGcv/+fWxsbICMlzrNmTOHJUuWcPnyZc6ePcu6detYtGgRkBGg1NfXJyIigrt37/L06VPS0tLYvXu31pwxNDRkzZo17Ny5k7Zt2/Lbb7+RmJjIiRMnGDt2LAMHDgRg0KBB3Lx5k6FDh3Lx4kXCwsKYMmUKI0eO1FrmwNvbm507d7J27docA8kaw4cPZ+7cufzyyy9cvHiRQYMG8eTJE60yKSkpynwElOss86PpW7ZsITIykmvXrhEWFkbz5s3x9PSkRYsWOR47P9dGfuZelSpVOHPmDJcuXeLBgwe8fv0aCwsLkpKS2LRpE1evXmXJkiVagfCXL18yZMgQIiMjuXHjBtHR0Rw/flwZ23HjxhETE6O82C4hIYGwsDCtdWOzm1NvZ/Jryh09epTExEQePHiQ69MA+ZnLBZVdm95mZmbGyJEjWbJkidb2/M6598HExIRSpUrx/fffc+XKFf7zn/8wcuTIXPfJ7tyGDx9OREQECxcu5OLFi0ydOpUTJ04oY5eSksKYMWM4cuQIiYmJ7N+/n3bt2ikvk9Ro2rQpy5Yty/X4SUlJjBw5kkuXLrFx40aWLl3K8OHDgYwvAry9venVqxehoaFcv36dY8eOMWfOHHbu3Alk3Dd37drFokWLSEhIYNWqVezevVtraQUhhBBCCCGEeN8kWPsJ+vXXX2nQoAGlS5dWthUtWpS9e/dSpkwZWrVqhZ2dHXPnzlUe3/T09CQgIIAFCxZQs2ZNVq1axbp163Bxccn3cStUqMC0adMYP348ZmZmyh/PM2bMYNKkScyZMwcbGxvc3d3ZuXMnVatWzXfdHTt2xN3dHVdXV0xNTdm4cWO2axlaWlqyd+9e4uLiaNCgAU5OToSFhVG4cEYS+Ny5c+nYsSM9e/akbt26XLlyhT179mBiYqJVj7e3N3FxcbRv3z7XR/aNjIz49ddfOXv2LA4ODkyYMIF58+ZlKde/f38cHBxYtWoVly9fxsHBAQcHB/744w+lTHBwMPXq1aNJkyacP3+eyMjIPNc3fB8GDBhAhw4d6Nq1Kw0bNuThw4damY6QEdzy8vKiV69eODk5KWt8Zl6P9F3GuVGjRqxevZqAgADs7e3Zu3dvlpe5LVq0CBMTExo3boyHhwdubm5ZMkOnT59OYmIi1atXVzKRJ06cSN26dXFzc8PFxUX5skKjWLFiHDx4kFatWmFpacnEiRNZuHChsp5u//79WbNmDevWrcPOzg5nZ2eCgoKU8ylcuDBLlixh1apVlC9fnnbt2hEVFYWRkVGW9rVr146YmBiKFClC9+7dsba2xsvLi6dPnzJz5kwg4/rZtWsXx44dw97enoEDB9KvX78s/fHll19SsmRJLl26RPfu3XPsW4BRo0bRs2dPevfurSwzoMnq1Dhx4oQyHyFjrVcHBwcmT56slElOTqZnz55YW1szbNgwevbsycaNG3M9dn6ujfzMPV9fX6ysrKhXrx6mpqZER0fTtm1b/Pz8GDJkCHXq1CEmJoZJkyYp++jo6PDw4UN69eqFpaUlXbp0oWXLlkrGfe3atYmKiuLy5ct8/vnnyvlmfkHX23Pq+fPn7N+/P8s9Z/To0ejo6GBra4upqWmu66/mZy4XVH6CtZp2vv14fn7n3PtQqFAhNm3axMmTJ6lVqxZ+fn7Mnz8/132yO7fGjRuzYcMGvv/+e+zt7dm6dSu//PKL8oIyHR0dzpw5Q9u2bbG0tKRfv344Ojry+++/ay0vcPXqVSUIn5NevXrx8uVLGjRowODBgxk+fLjWEyvr1q2jV69ejBo1CisrKzw9PTl+/LiylEaTJk1YuXIlixYtwt7enoiICPz8/LTum0IIIYQQQgjxvqnU+X17jvjbtG3bls8++0x5K/q/UVpaGmZmZuzevftvCWgKbW/evMHGxoYuXbooj8KLjEzhtLQ0VqxY8bGbIt6z0NBQJk6cyIULFz52UxSnTp3iyy+/5P79+1nWi/2n+7vPzcvLCx0dHX766ScAXFxcqFOnznt/usHX15eLFy/y+++/56v8s2fPKF68OOf8bTDWy329bCGEEEIIIcT7U2ny2Y/dBC2avw2ePn1KsWLFci0ra9Z+gj777DO8vLw+djM+qEePHuHn50f9+vU/dlP+J9y4cYO9e/fi7OxMamoqy5Yt4/r163lmdv6vqVWr1n/9EjHxaTIyMso2a/5jSktLY+nSpf+6QC38feeWlpbG5cuXOXz4MAMGDHjv9S9YsIDmzZtjaGjI7t27CQ4Oli9zhBBCCCGEEB+UZNYK8T/g5s2bdOvWjXPnzqFWq6lVqxZz585VXlwlhBD/RLGxsTRu3BhXV1d++uknZUmc95VZ26VLFyIjI/nzzz+pVq0aQ4cOVdapzg/JrBVCCCGEEOLj+Cdn1kqwVgghhBDiA5BgrRBCCCGEEB/HPzlYK8sgCCGEEEJ8QObjj+T5H2RCCCGEEEIIAVDoYzdACCGEEEIIIYQQQgghhARrhRBCCCGEEEIIIYQQ4pMgwVohhBBCCCGEEEIIIYT4BMiatUIIIYQQH9AXEzeio6v/sZshhBBCCCHE/4yT83t97Ca8M8msFUIIIYQQQgghhBBCiE+ABGuFEEIIIYQQQgghhBDiEyDBWiGEEEIIIYQQQgghhPgESLBWCCGEEEIIIYQQQgghPgESrP0fo1Kp+OWXX3L8PDExEZVKRWxs7Advi4+PD56enh/8OH+noKAgSpQo8bGb8Y80depU6tSpk2uZjzln/s5r45+qSpUqfPfddx+7GfmSn/GMjIxEpVLx5MmTv61dIm/vep/N698/IYQQQgghhPgUfNLB2j59+jBx4sS/5Vgf8o/yvIJQVatW5bfffnvvx81OcnIyLVu2LNA+w4YNw9HREV1d3RzPY/PmzdSpUwcDAwMqV67M/Pnz86w3ICCAoKCgArXl3+hjBLjyClRNmzaNHj16KL+fPn2azp07Y2Zmhp6eHhYWFvj6+nL58uX31qbRo0ezf//+Au1z8OBBPDw8KF++fI6BmLt37+Lj40P58uUxMDDA3d2dhISE99Tq3H2s4HJucyoqKgpzc3MAXFxcGDFixHs77vHjx/nqq68KvN+NGzfQ19cnJSUFgGfPnjFhwgSsra3R09OjbNmyNGvWjNDQUNRq9Xtpq7m5OcnJydSqVavA+2buQ4A7d+4wdOhQqlWrhq6uLubm5nh4eGSZzzExMbRq1QoTExP09PSws7Nj0aJFpKenA7Bt2zZ0dHS4fft2tse1sLBg5MiRQNaxc3FxQaVSoVKp0NXVpUKFCnh4eBAaGpqvc0pKSqJ169YYGBhQpkwZxowZQ1pamlaZyMhI6tati66uLjVq1Mj2/r18+XKqVKmCnp4eDRs25NixY1qff//997i4uFCsWLEc/81t27YtlSpVQk9Pj3LlytGzZ0/++OOPfJ1Hbt7l3z8hhBBCCCGE+Lt9ssHa9PR0duzYQdu2bT92Uz6oM2fO8PjxY5ydnf+W45UtWxZdXd0C79e3b1+6du2a7We7d+/G29ubgQMHcu7cOVasWMHixYtZtmxZrnUWL15cslA/UWFhYcq1t2PHDho1akRqaiohISHEx8fz008/Ubx4cSZNmvTejmlkZESpUqUKtM/z58+xt7dn+fLl2X6uVqvx9PTk2rVrhIWFcfr0aSpXrkyzZs14/vz5+2j2P05YWBgeHh75Lq9Wq7ME7XJiamqKgYHBO7XJ1dUVIyMjnjx5QuPGjVm/fj3+/v6cOnWKgwcP0rVrV8aOHcvTp08LXH92dHR0KFu2LIULF36n9mr6MDExEUdHR/7zn/8wf/58zp49S0REBK6urgwePFjZZ/v27Tg7O1OxYkUOHDjAxYsXGT58ODNnzqRbt26o1Wratm1LqVKlCA4OznLMgwcPcuXKFfr165dju3x9fUlOTubq1ats27YNW1tbunXrlmcAPT09ndatW/Pq1StiYmIIDg4mKCiIyZMnK2WuX79O69atcXV1JTY2lhEjRtC/f3/27NmjlPn5558ZOXIkU6ZM4dSpU9jb2+Pm5sa9e/eUMi9evMDd3Z1vvvkmx/a4urqyefNmLl26xLZt27h69SqdOnXK9Rzy413//RNCCCGEEEKIv9MnG6yNiYmhSJEi1K9fH4Bbt27h5eVFyZIlMTQ0pF69ehw9elQpHxgYSPXq1SlatChWVlb8+OOPWvWpVCrWrFlD+/btMTAwwMLCgvDwcCDjj21XV1cATExMUKlU+Pj4APDmzRvmzJlD1apV0dfXx97enq1btyr1ajJy9+/fT7169TAwMKBx48ZcunQJyHhcc9q0acTFxSlZT5mzkcLCwnB3d6dIkSIAREdH4+LigoGBASYmJri5ufH48WMAUlNTGTZsGGXKlEFPT4/PPvuM48ePK+2sWLEigYGBWud9+vRpChUqxI0bN5R+yJx9eOzYMRwcHNDT06NevXqcPn06y1gsWbKEwYMHU61atWzH6scff8TT05OBAwdSrVo1Wrdujb+/P/Pmzcs1C+7trEMXFxeGDh3KiBEjMDExwczMjNWrV/P8+XP69OmDsbExNWrUYPfu3co+6enp9OvXTxkfKysrAgICtI6TlpbGsGHDKFGiBKVKlWLcuHH07t1b69h5jXNOgoKCqFSpEgYGBrRv356HDx9qfX716lXatWuHmZkZRkZG1K9fXyuL2sXFhRs3buDn56fMD4CHDx/i5eVFhQoVMDAwwM7Ojo0bN2rVvXXrVuzs7NDX16dUqVJZApBr1qzBxsYGPT09rK2tWbFihfJZ1apVAXBwcEClUuHi4qJ8dvPmTc6fP4+7uzsvXrygT58+tGrVivDwcJo1a0bVqlVp2LAhCxYsYNWqVcp+UVFRNGjQAF1dXcqVK8f48eOVIN/3339P+fLlefPmjdY5tGvXjr59+wJZM9DT09MZOXKkMm5jx47NMp9atmzJzJkzad++fbbjk5CQwJEjRwgMDKR+/fpYWVkRGBjIy5cvs/Tn2/K6NvKae1OnTiU4OJiwsDBlbCMjIwEYN24clpaWGBgYUK1aNSZNmsTr16+VfePi4nB1dcXY2JhixYrh6OjIiRMnlM8PHTrE559/jr6+Pubm5gwbNkwZ+5zmlEZ4eDht27bFx8eHqKgoAgIClHKJiYnKPW337t1KRv2hQ4fynMuQNaM3t/tuZpm/HPjmm29ITEzk6NGj9O7dG1tbWywtLfH19SU2NhYjIyMAHj9+TK9evTAxMcHAwICWLVsqGdPPnj1DX19f614BGQFTY2NjXrx4kW12+a5du7C0tERfXx9XV1cSExOztDVzHwIMGjQIlUrFsWPH6NixI5aWltSsWZORI0dy5MgRIONLBV9fX9q2bcv3339PnTp1qFKlCv379yc4OJitW7eyefNmihQpQs+ePbPNWF27di0NGzakZs2a2bYJwMDAgLJly1KxYkUaNWrEvHnzWLVqFatXr8716Y29e/dy4cIFfvrpJ+rUqUPLli2ZMWMGy5cv59WrVwCsXLmSqlWrsnDhQmxsbBgyZAidOnVi8eLFSj2LFi3C19eXPn36YGtry8qVKzEwMGDt2rVKmREjRjB+/HgaNWqUY3v8/Pxo1KgRlStXpnHjxowfP54jR45oXSMAv/zyCxYWFujp6eHm5sbNmzdzrBO0//3TjP+mTZto3Lgxenp61KpVi6ioKK19wsPDlWO4uroSHByc61M4qampPHv2TOtHCCGEEEIIIQrikw3WhoeH4+HhgUqlIiUlBWdnZ27fvk14eDhxcXGMHTtWCfxs376d4cOHM2rUKM6dO8eAAQPo06cPBw4c0Kpz2rRpdOnShTNnztCqVSu8vb159OgR5ubmbNu2DYBLly6RnJysBF3mzJnD+vXrWblyJefPn8fPz48ePXpk+YNuwoQJLFy4kBMnTlC4cGElANW1a1dGjRpFzZo1SU5OJjk5WStDNTw8nHbt2gEQGxtL06ZNsbW15fDhwxw6dAgPDw/lEdmxY8eybds2goODOXXqFDVq1MDNzY1Hjx5RqFAhvLy82LBhg1a7QkJCaNKkCZUrV87SxykpKbRp0wZbW1tOnjzJ1KlTGT16dIHHKjU1FT09Pa1t+vr63Lp1SwkS51dwcDClS5fm2LFjDB06lK+//prOnTvTuHFjTp06RYsWLejZsycvXrwA/i9IvWXLFi5cuMDkyZP55ptv2Lx5s1LnvHnzCAkJYd26dURHR/Ps2bMsj8vnd5wzO3r0KP369WPIkCHExsbi6urKzJkztcqkpKTQqlUr9u/fz+nTp3F3d8fDw4OkpCQAQkNDqVixItOnT1fmB8Bff/2Fo6MjO3fu5Ny5c3z11Vf07NlTeaQ4OTkZLy8v+vbtS3x8PJGRkXTo0EEJZoaEhDB58mRmzZpFfHw8s2fPZtKkSUrGnqae3377jeTkZK1HpcPDw5XHlPfs2cODBw8YO3Zstn2gyYy+ffs2rVq1on79+sTFxREYGMgPP/yg9Efnzp15+PCh1jX56NEjIiIi8Pb2zrbuhQsXEhQUxNq1azl06BCPHj1i+/btOY5HdlJTUwG05mehQoWUAGRO8nNt5DX3Ro8eTZcuXXB3d1fGtnHjxgAYGxsTFBTEhQsXCAgIYPXq1VpBL29vbypWrMjx48c5efIk48ePV77QuXr1Ku7u7nTs2JEzZ87w888/c+jQIYYMGQLkPKcAzp8/z7179/jyyy8JCAjAyclJycZMTk7WerR//PjxzJ07l/j4eGrXrp3nXM5JTvddjSdPnnDo0CHatm3Lmzdv2LRpE97e3pQvXz5LXUZGRkomrI+PDydOnCA8PJzDhw+jVqtp1aoVr1+/plixYrRp0ybb+6Gnp2e22b83b96kQ4cOeHh4EBsbS//+/Rk/fnyWcpn7UDOHBw8ejKGhYZaymutj7969PHz4MNv7q4eHB5aWlsqXB/369SMhIYGDBw8qZVJSUti6dWuuWbU56d27NyYmJrkuh3D48GHs7OwwMzNTtrm5ufHs2TPOnz+vlGnWrJnWfm5ubhw+fBiAV69ecfLkSa0yhQoVolmzZkqZd/Ho0SNCQkJo3Lixcg1ARoburFmzWL9+PdHR0Tx58oRu3boVuP4xY8YwatQoTp8+jZOTEx4eHsqXbtevX6dTp054enoSFxfHgAEDmDBhQq71zZkzh+LFiys/ma8pIYQQQgghhMiPgj//+TcJCwtTghcbNmzg/v37HD9+nJIlSwJQo0YNpeyCBQvw8fFh0KBBAEpG04IFC5SMWcj4497LywuA2bNns2TJEo4dO4a7u7tSb5kyZZQ/sFNTU5k9eza//fYbTk5OAFSrVo1Dhw6xatUqraULZs2apfw+fvx4WrduzV9//YW+vr4SYChbtqzWOd6+fZszZ84oa+h9++231KtXTysDUpNF9fz5cwIDAwkKClLKr169mn379vHDDz8wZswYvL29WbhwIUlJSVSqVEkJfOS07u+GDRt48+YNP/zwA3p6etSsWZNbt27x9ddf52+Q/j83Nzf8/Pzw8fHB1dWVK1eusHDhQiAjqFilSpV812Vvb6+019/fn7lz51K6dGl8fX0BmDx5MoGBgZw5c4ZGjRpRpEgRpk2bpuxftWpVDh8+zObNm+nSpQsAS5cuxd/fX8m+XLZsGbt27VL2Kcg4ZxYQEIC7u7sSyLS0tCQmJoaIiAit87G3t1d+nzFjBtu3byc8PJwhQ4ZQsmRJdHR0MDY21pofFSpU0ArsDB06lD179rB582YaNGhAcnIyaWlpdOjQQQnE29nZKeWnTJnCwoUL6dChg9IvFy5cYNWqVfTu3RtTU1MASpUqlWVehoWFKV8gaDIVra2ts+0DjRUrVmBubs6yZctQqVRYW1vzxx9/MG7cOCZPnoyJiQktW7Zkw4YNNG3aFMjIDC5durTWNZrZd999h7+/v3IOK1eu1HrkOj+sra2pVKkS/v7+rFq1CkNDQxYvXsytW7e0gphvy8+1kdfcMzIyQl9fn9TU1Cx9nPmarFKlCqNHj2bTpk3KXEpKSmLMmDFKv1tYWCjl58yZg7e3t7JeqYWFBUuWLMHZ2ZnAwMAc5xRkjK2bmxtFixZVfjTZmG+bPn06zZs3V34vWbJkrnM5J7nddyEjm7V27dqUL1+ee/fu8fjx4zznW0JCAuHh4URHRysB8JCQEMzNzfnll1/o3Lkz3t7eyhc7BgYGPHv2jJ07d+YY8Nc8naG5d1lZWXH27FnmzZuXYx9euXIFtVqdZ3s1azvb2Nhk+7m1tbVSxtbWlkaNGrF27Vq++OILIGNNcLVa/U7ByEKFCmFpaZljljBkrLmbOVALKL/fuXMn1zLPnj3j5cuXPH78mPT09GzLXLx4scDtHjduHMuWLePFixc0atSIHTt2aH3++vVrli1bRsOGDYGML/psbGw4duwYDRo0yPdxhgwZQseOHYGMORAREcEPP/zA2LFjWbVqFVZWVsoa7FZWVpw7d45Zs2blWJ+/v7+yrjBkZHlLwFYIIYQQQghREJ9kZm18fDx//PGHEtSJjY3FwcFBCahmV75JkyZa25o0aUJ8fLzWttq1ayv/39DQkGLFimmtpfe2K1eu8OLFC5o3b46RkZHys379eq5evZpj3eXKlQPItW7IyGD87LPPlOCwJrM2O1evXuX169da51mkSBEaNGignGedOnWwsbFRssmioqK4d+8enTt3zrZOTcZc5qxDTbCyIHx9fRkyZAht2rShaNGiNGrUSAkqFCpUiKSkJK3+mz17do51Ze5HHR0dSpUqpRWE1AQCMvft8uXLcXR0xNTUFCMjI77//nsl2+/p06fcvXtX6493HR0dHB0dld/zM841a9ZUtmuC5fHx8UqgQOPt/ktJSWH06NHY2NhQokQJjIyMiI+PzzMbMT09nRkzZmBnZ0fJkiUxMjJiz549yn729vY0bdoUOzs7OnfuzOrVq5XlMp4/f87Vq1fp16+f1vnMnDkzy7x927Nnz4iKilIe8c7vy5zi4+NxcnLSeuS+SZMmpKSkcOvWLSAjW3Tbtm1KtmtISAjdunWjUKGst6GnT5+SnJys1b+FCxemXr16+WqPRpEiRQgNDeXy5cuULFkSAwMDDhw4QMuWLZXjDhw4UKufNOeTn2sjt7mXm59//pkmTZpQtmxZjIyMmDhxotZ+I0eOpH///jRr1oy5c+dqjVtcXBxBQUFabXZzc+PNmzdcv3491+NmXm4gL2/39bvO5bzuu5nbVJD5VrhwYa35UapUKaysrJT7YatWrShSpIiy7MK2bdsoVqxYluzQzHXmdT2/a3s18lu+b9++bN26lT///BPIWAKhc+fOGBsbF+h4mY+ruTZbtmypzJvcllT42MaMGcPp06fZu3cvOjo69OrVS6v/ChcurCyTBBkB7xIlSmT5dz8vmcdYc4/R1HHp0iWtYwB5BoJ1dXUpVqyY1o8QQgghhBBCFMQnmVkbHh5O8+bNlUCJvr7+e6k38yOUkLF+3dtraGameTP5zp07qVChgtZnb7+kJHPdmj+Kc6sbtNc9hPdznt7e3mzYsIHx48ezYcMG3N3dC/zSpoJSqVTMmzeP2bNnc+fOHUxNTZW3oFerVg0TExOtdSFzCrpD9mOUW99u2rSJ0aNHs3DhQpycnDA2Nmb+/Pla6xnnJT/jvGvXLmW9xIKM0+jRo9m3bx8LFiygRo0a6Ovr06lTJ2UdyJzMnz+fgIAAvvvuO+zs7DA0NGTEiBHKfjo6Ouzbt4+YmBj27t3L0qVLmTBhAkePHlUe8V69enWW4JOOjk6ux929eze2trZKJpilpSUAFy9efKdAfmYeHh6o1Wp27txJ/fr1+f3337Ue/f9QHB0diY2N5enTp7x69QpTU1MaNmyoBCOnT5/+Tst/vOvcO3z4MN7e3kybNg03NzeKFy/Opk2blIxOyFjvtnv37uzcuZPdu3czZcoUNm3aRPv27UlJSWHAgAEMGzYsS92VKlXK8bjJycmcPn2a1q1b5+v83n6s/13ncm733VevXhEREaG8bMrU1JQSJUq8Uybm24oWLUqnTp3YsGED3bp1Y8OGDXTt2vWdXiim8XYfWlhYoFKp8myv5jqKj49XMoEzi4+Px9bWVvm9W7du+Pn5sXnzZr744guio6OZM2fOO7U5PT2dhIQEJei4Zs0aXr58Cfzf2JQtW1ZZGkXj7t27ymea/9Vsy1ymWLFi6Ovro6Ojg46OTrZlssvczkvp0qUpXbo0lpaW2NjYYG5uzpEjR/7r+5AQQgghhBBCfOo+yczazI9hQ0ZmVmxsrNY6h5nZ2NgQHR2ttS06Olrrj9+8FC1aFEBZHxYyHkfV1dUlKSmJGjVqaP0U5LHGokWLatULGQHCAwcOZDlPTZDzbZqXp2U+z9evX3P8+HGt8+zevTvnzp3j5MmTbN26Ncf1QCGj386cOcNff/2lbNO8EOdd6OjoUKFCBYoWLcrGjRtxcnLC1NSUwoULa/VdbsHagtI8Bj1o0CAcHByoUaOGVhZi8eLFMTMzU17EBhljfOrUKeX3/Ixz5cqVlW2agK6NjU2WwNzb/RcdHY2Pjw/t27fHzs6OsmXLZnkcObv5ER0dTbt27ejRowf29vZUq1ZNeUxaQ6VS0aRJE6ZNm8bp06cpWrQo27dvx8zMjPLly3Pt2rUs56N5sVh28x2yXnstWrSgdOnSfPvtt9n2v+YlOzY2Nsq6oZnPwdjYmIoVKwIZ68Z26NCBkJAQNm7ciJWVFXXr1s223uLFi1OuXDmt/k1LS+PkyZPZls+P4sWLY2pqSkJCAidOnFDOs0yZMlp9pDmfvK6NvOYeZD+2MTExVK5cmQkTJlCvXj0sLCyyXdvZ0tISPz8/9u7dS4cOHVi3bh0AdevW5cKFC1nGtkaNGsq4ZnfcX3/9lcaNG2tdf9mVy0l+5nJBRUZGYmJioiyvUKhQIbp160ZISAh//PFHlvIpKSmkpaVhY2NDWlqa1vx4+PAhly5d0rofent7ExERwfnz5/nPf/6T5/3w7YDl22P+dh+WLFkSNzc3li9frvVyPw3N9dGiRQtKliypFZDXCA8PJyEhQVkqAjLWNO7cuTNr165l3bp1WFpa8vnnn+fY9twEBwfz+PFj5VH/ChUqKPNFs4SKk5MTZ8+e1cp43rdvH8WKFVP608nJKcu/T/v27VOCp0WLFsXR0VGrzJs3b9i/f/9/HWDVBPc1WfmQcT/I/NK9S5cu8eTJkxyXmshJ5jHW3GM0dVhZWWkdA9D6t0QIIYQQQgghPoRPLlh77949Tpw4QZs2bZRtXl5elC1bFk9PT6Kjo7l27Rrbtm1TXloyZswYgoKCCAwMJCEhgUWLFhEaGlqgbLnKlSujUqnYsWMH9+/fJyUlBWNjY0aPHo2fnx/BwcFcvXqVU6dOsXTpUuVFTflRpUoVrl+/TmxsLA8ePCA1NZWIiAgsLS211nP19/fn+PHjDBo0iDNnznDx4kUCAwN58OABhoaGfP3114wZM4aIiAguXLiAr68vL1680HrpTJUqVWjcuDH9+vUjPT0910eeu3fvjkqlwtfXlwsXLrBr1y4WLFiQpdyVK1eIjY3lzp07vHz5ktjYWGJjY5WMugcPHrBy5UouXrxIbGwsw4cPZ8uWLVpvhf9QLCwsOHHiBHv27OHy5ctMmjQpyx/TQ4cOZc6cOYSFhXHp0iWGDx/O48ePlSzddx3nYcOGERERwYIFC0hISGDZsmVa69Vq2hcaGkpsbCxxcXF07949S8Z1lSpVOHjwILdv3+bBgwfKfprM2fj4eAYMGKCVsXb06FFmz57NiRMnSEpKIjQ0lPv37ytBhmnTpjFnzhyWLFnC5cuXOXv2LOvWrWPRokVARoBSX1+fiIgI7t69y9OnT0lLS2P37t1ac8bQ0JA1a9awc+dO2rZty2+//UZiYiInTpxg7NixDBw4EIBBgwZx8+ZNhg4dysWLFwkLC2PKlCmMHDlSa5kDb29vdu7cydq1a3MNnAEMHz6cuXPn8ssvv3Dx4kUGDRqU5Q3sKSkpynwElOss86P5W7ZsITIykmvXrhEWFkbz5s3x9PSkRYsWOR47P9dGfuZelSpVOHPmDJcuXeLBgwe8fv0aCwsLkpKS2LRpE1evXmXJkiVa66i+fPmSIUOGEBkZyY0bN4iOjub48ePK2I4bN46YmBjlxXYJCQmEhYVprRub3Zx6O5NfU+7o0aMkJiby4MGDXJ8GyM9cLqjs2jRr1izMzc1p2LAh69ev58KFCyQkJLB27VocHBxISUnBwsKCdu3a4evry6FDh4iLi6NHjx5UqFBB68uGL774grJly+Lt7U3VqlWzZJpnNnDgQBISEhgzZgyXLl1iw4YNBAUF5dne5cuXk56eToMGDdi2bRsJCQnEx8ezZMkSJUhpaGjIqlWrCAsL46uvvuLMmTMkJibyww8/4OPjQ6dOnZQ1tjX69etHTEwMK1euVF5YmZcXL15w584dbt26xZEjRxg3bhwDBw7k66+/znFtaMgIJtva2tKzZ0/i4uLYs2cPEydOZPDgwcrTBQMHDuTatWuMHTuWixcvsmLFCjZv3oyfn59Sz8iRI1m9ejXBwcHEx8fz9ddf8/z5c/r06aOUuXPnDrGxsVy5cgWAs2fPan0Ze/ToUZYtW0ZsbCw3btzgP//5D15eXlSvXl0r6FukSBGGDh3K0aNHOXnyJD4+PjRq1EhZpuDYsWNYW1tz+/btXPts+fLlbN++nYsXLzJ48GAeP36s9PeAAQO4ePEi48aN4/Lly2zevFmZE5mXfBFCCCGEEEKI9+mTC9b++uuvNGjQgNKlSyvbihYtyt69eylTpgytWrXCzs6OuXPnKo90e3p6EhAQwIIFC6hZsyarVq1i3bp1uLi45Pu4FSpUYNq0aYwfPx4zMzMl8DFjxgwmTZrEnDlzsLGxwd3dnZ07dyoZivnRsWNH3N3dcXV1xdTUlI0bN2a7dqSlpSV79+4lLi6OBg0a4OTkRFhYmPLY7ty5c+nYsSM9e/akbt26XLlyhT179mBiYqJVj7e3N3FxcbRv3z7XR/aNjIz49ddfOXv2LA4ODkyYMCHLy3QA+vfvj4ODA6tWreLy5cs4ODjg4OCglfkWHBxMvXr1aNKkCefPnycyMrJAL3l5VwMGDKBDhw507dqVhg0b8vDhQ+VFcxrjxo3Dy8uLXr164eTkpKzxmXk90ncZ50aNGrF69WoCAgKwt7dn7969WV7mtmjRIkxMTGjcuDEeHh64ubllySadPn06iYmJVK9eXXnx18SJE6lbty5ubm64uLgoX1ZoFCtWjIMHD9KqVSssLS2ZOHEiCxcuVNbT7d+/P2vWrGHdunXY2dnh7OxMUFCQcj6FCxdmyZIlrFq1ivLly9OuXTuioqIwMjLK0r527doRExNDkSJF6N69O9bW1nh5efH06VNmzpwJZFw/u3bt4tixY9jb2zNw4ED69euXpT++/PJLSpYsyaVLl+jevXuOfQswatQoevbsSe/evZVlBjQvidM4ceKEMh8hI1jk4ODA5MmTlTLJycn07NkTa2trhg0bRs+ePdm4cWOux87PtZGfuefr64uVlRX16tXD1NSU6Oho2rZti5+fH0OGDKFOnTrExMQwadIkZR8dHR0ePnxIr169sLS0pEuXLrRs2VJ5mVnt2rWJiori8uXLfP7558r5li9fXqnj7Tn1/Plz9u/fn+WeM3r0aHR0dLC1tcXU1DTX9WfzM5cLKrvgZ8mSJTly5Ag9evRg5syZODg48Pnnn7Nx40bmz59P8eLFAVi3bh2Ojo60adMGJycn1Go1u3btyrJsipeXF3FxcXl+OVCpUiW2bdvGL7/8gr29PStXrtRaXzunPqxWrRqnTp3C1dWVUaNGUatWLZo3b87+/fsJDAxUynXq1IkDBw6QlJTE559/jpWVFYsXL2bChAls2rQpS/Dvs88+w8rKimfPntGrV6989efq1aspV64c1atXp0OHDly4cIGff/5Z66WV2dHR0WHHjh3o6Ojg5OREjx496NWrF9OnT1fKVK1alZ07d7Jv3z7s7e1ZuHAha9aswc3NTSnTtWtXFixYwOTJk6lTpw6xsbFERERovXRs5cqVODg4KC+N/OKLL3BwcFDWFjYwMCA0NJSmTZtiZWVFv379lDmfefkhAwMDxo0bR/fu3WnSpAlGRkb8/PPPyucvXrzg0qVLyvI1OZk7dy5z587F3t6eQ4cOER4ervz3R9WqVdm6dSuhoaHUrl2bwMBAJkyYAGRdCkkIIYQQQggh3heVuqBvSPnA2rZty2effaa8Ff3fKC0tDTMzM3bv3v23BDSFtjdv3mBjY0OXLl2YMWPGx27OJ2PYsGGkpaXlGdgR/zyhoaFMnDiRCxcufOymKE6dOsWXX37J/fv3s6xr+yn6FPtQ5F9qaip6enrs27ePZs2akZiYSNWqVTl9+jR16tTJdz2zZs1i5cqV3Lx5M1/lnz17RvHixbEfuhId3fez/r4QQgghhBAibyfn5y/p5e+i+dvg6dOneb6I+JN7wdhnn32mtXbfv9GjR4/w8/PL8pZp8WHcuHGDvXv34uzsTGpqKsuWLeP69et5Znb+r6lVq5a8vOdfysjIKNus+Y8pLS2NpUuX/iMCtfBp9qHIn2fPnhEaGkqhQoWwtrYu0L4rVqygfv36lCpViujoaObPn6+15IgQQgghhBBCvG+fXGatEO/bzZs36datG+fOnUOtVlOrVi3mzp3LF1988bGbJoQQ4gPz8/Njw4YNjBkzRlnLPr+ZtX5+fvz88888evSISpUq0bNnT/z9/ZXlifIimbVCCCGEEEJ8HP/kzFoJ1gohhBBCfAAF+Q8yIYQQQgghxL9XQf42+OReMCaEEEIIIYQQQgghhBD/iyRYK4QQQgghhBBCCCGEEJ8ACdYKIYQQQgghhBBCCCHEJyB/b8gQQgghhBDv5IuJG+UFY0IIIYQQQvyNPrUXjBWEZNYKIYQQQgghhBBCCCHEJ0CCtUIIIYQQQgghhBBCCPEJkGCtEEIIIYQQQgghhBBCfAIkWCuEEEIIIYQQQgghhBCfAAnWiixUKhW//PJLjp8nJiaiUqmIjY394G3x8fHB09Pzgx/n7xQUFESJEiU+djP+kaZOnUqdOnVyLfMx58zfeW38U1WpUoXvvvvuYzcjX/IznpGRkahUKp48efK3tUu8m7z+bRNCCCGEEEKIT8E/Pljbp08fJk6c+Lcc60P+UZ5XEKpq1ar89ttv7/242UlOTqZly5YF2mfYsGE4Ojqiq6ub43ls3ryZOnXqYGBgQOXKlZk/f36e9QYEBBAUFFSgtvwbfYwAV16BqmnTptGjRw/l99OnT9O5c2fMzMzQ09PDwsICX19fLl++/N7aNHr0aPbv31+gfQ4ePIiHhwfly5fPMVhz9+5dfHx8KF++PAYGBri7u5OQkPCeWp27jxVczm1ORUVFYW5uDoCLiwsjRox4b8c9fvw4X331VYH3u3HjBvr6+qSkpADw7NkzJkyYgLW1NXp6epQtW5ZmzZoRGhqKWq1+L201NzcnOTmZWrVqFXjfzH0IcOfOHYYOHUq1atXQ1dXF3NwcDw+PLPM5JiaGVq1aYWJigp6eHnZ2dixatIj09HQAtm3bho6ODrdv3872uBYWFowcORLIOnYuLi6oVCpUKhW6urpUqFABDw8PQkND83VOSUlJtG7dGgMDA8qUKcOYMWNIS0vTKhMZGUndunXR1dWlRo0a2d6/ly9fTpUqVdDT06Nhw4YcO3ZM6/O//vqLwYMHU6pUKYyMjOjYsSN3795VPo+Li8PLywtzc3P09fWxsbEhICAgz/a/y79tQgghhBBCCPF3+0cHa9PT09mxYwdt27b92E35oM6cOcPjx49xdnb+W45XtmxZdHV1C7xf37596dq1a7af7d69G29vbwYOHMi5c+dYsWIFixcvZtmyZbnWWbx4cclC/USFhYUp196OHTto1KgRqamphISEEB8fz08//UTx4sWZNGnSezumkZERpUqVKtA+z58/x97enuXLl2f7uVqtxtPTk2vXrhEWFsbp06epXLkyzZo14/nz5++j2f84YWFheHh45Lu8Wq3OErTLiampKQYGBu/UJldXV4yMjHjy5AmNGzdm/fr1+Pv7c+rUKQ4ePEjXrl0ZO3YsT58+LXD92dHR0aFs2bIULlz4ndqr6cPExEQcHR35z3/+w/z58zl79iwRERG4uroyePBgZZ/t27fj7OxMxYoVOXDgABcvXmT48OHMnDmTbt26oVaradu2LaVKlSI4ODjLMQ8ePMiVK1fo169fju3y9fUlOTmZq1evsm3bNmxtbenWrVueAfT09HRat27Nq1eviImJITg4mKCgICZPnqyUuX79Oq1bt8bV1ZXY2FhGjBhB//792bNnj1Lm559/ZuTIkUyZMoVTp05hb2+Pm5sb9+7dU8r4+fnx66+/smXLFqKiovjjjz/o0KGD8vnJkycpU6YMP/30E+fPn2fChAn4+/vn+e/Ju/7bJoQQQgghhBB/p390sDYmJoYiRYpQv359AG7duoWXlxclS5bE0NCQevXqcfToUaV8YGAg1atXp2jRolhZWfHjjz9q1adSqVizZg3t27fHwMAACwsLwsPDgYw/tl1dXQEwMTFBpVLh4+MDwJs3b5gzZw5Vq1ZFX18fe3t7tm7dqtSrycjdv38/9erVw8DAgMaNG3Pp0iUg47H4adOmERcXp2Q9Zc5GCgsLw93dnSJFigAQHR2Ni4sLBgYGmJiY4ObmxuPHjwFITU1l2LBhlClTBj09PT777DOOHz+utLNixYoEBgZqnffp06cpVKgQN27cUPohc/bhsWPHcHBwQE9Pj3r16nH69OksY7FkyRIGDx5MtWrVsh2rH3/8EU9PTwYOHEi1atVo3bo1/v7+zJs3L9csuLezDl1cXBg6dCgjRozAxMQEMzMzVq9ezfPnz+nTpw/GxsbUqFGD3bt3K/ukp6fTr18/ZXysrKyyZGGlpaUxbNgwSpQoQalSpRg3bhy9e/fWOnZe45yToKAgKlWqhIGBAe3bt+fhw4dan1+9epV27dphZmaGkZER9evX18qidnFx4caNG/j5+SnzA+Dhw4d4eXlRoUIFDAwMsLOzY+PGjVp1b926FTs7O/T19SlVqlSWAOSaNWuwsbFBT08Pa2trVqxYoXxWtWpVABwcHFCpVLi4uCif3bx5k/Pnz+Pu7s6LFy/o06cPrVq1Ijw8nGbNmlG1alUaNmzIggULWLVqlbJfVFQUDRo0QFdXl3LlyjF+/HglyPf9999Tvnx53rx5o3UO7dq1o2/fvkDWDPT09HRGjhypjNvYsWOzzKeWLVsyc+ZM2rdvn+34JCQkcOTIEQIDA6lfvz5WVlYEBgby8uXLLP35tryujbzm3tSpUwkODiYsLEwZ28jISADGjRuHpaUlBgYGVKtWjUmTJvH69Wtl37i4OFxdXTE2NqZYsWI4Ojpy4sQJ5fNDhw7x+eefo6+vj7m5OcOGDVPGPqc5pREeHk7btm3x8fEhKiqKgIAApVxiYqJyT9u9e7eSUX/o0KE85zJkzejN7b6bWeYvB7755hsSExM5evQovXv3xtbWFktLS3x9fYmNjcXIyAiAx48f06tXL0xMTDAwMKBly5ZKxvSzZ8/Q19fXuldARsDU2NiYFy9eZJtdvmvXLiwtLdHX18fV1ZXExMQsbc3chwCDBg1CpVJx7NgxOnbsiKWlJTVr1mTkyJEcOXIEyPhSwdfXl7Zt2/L9999Tp04dqlSpQv/+/QkODmbr1q1s3ryZIkWK0LNnz2wzVteuXUvDhg2pWbNmtm0CMDAwoGzZslSsWJFGjRoxb948Vq1axerVq3N9emPv3r1cuHCBn376iTp16tCyZUtmzJjB8uXLefXqFQArV66katWqLFy4EBsbG4YMGUKnTp1YvHixUs+iRYvw9fWlT58+2NrasnLlSgwMDFi7di0AT58+5YcffmDRokV8+eWXODo6sm7dOmJiYpS+6tu3LwEBATg7O1OtWjV69OhBnz598swQzvxvm2ZsN23aROPGjdHT06NWrVpERUVlGUcLCwv09PRwdXUlODhYlr0QQgghhBBCfFD/6GBteHg4Hh4eqFQqUlJScHZ25vbt24SHhxMXF8fYsWOVwM/27dsZPnw4o0aN4ty5cwwYMIA+ffpw4MABrTqnTZtGly5dOHPmDK1atcLb25tHjx5hbm7Otm3bALh06RLJyclK0GXOnDmsX7+elStXcv78efz8/OjRo0eWP/omTJjAwoULOXHiBIULF1YCUF27dmXUqFHUrFmT5ORkkpOTtTJUw8PDadeuHQCxsbE0bdoUW1tbDh8+zKFDh/Dw8FAekR07dizbtm0jODiYU6dOUaNGDdzc3Hj06BGFChXCy8uLDRs2aLUrJCSEJk2aULly5Sx9nJKSQps2bbC1teXkyZNMnTqV0aNHF3isUlNT0dPT09qmr6/PrVu3lCBxfgUHB1O6dGmOHTvG0KFD+frrr+ncuTONGzfm1KlTtGjRgp49e/LixQvg/4LUW7Zs4cKFC0yePJlvvvmGzZs3K3XOmzePkJAQ1q1bR3R0NM+ePcvyuHx+xzmzo0eP0q9fP4YMGUJsbCyurq7MnDlTq0xKSgqtWrVi//79nD59Gnd3dzw8PEhKSgIgNDSUihUrMn36dGV+QMajwo6OjuzcuZNz587x1Vdf0bNnT+WR4uTkZLy8vOjbty/x8fFERkbSoUMHJZgZEhLC5MmTmTVr1v9j787jcsz+x4+/boX2FCm7DC1IshczyjJliTCWNMgkjLFFlsa+DBlCGCFLmY8YS6ZMytIon8pQtKC0kSzZySdmovT7o999fbu1+5hh5nOej0ePme77XOc613XOdeV+3+9zLlJSUli1ahWLFi2SMvbk9Zw+fZqcnByFQEhwcDDW1tZoaWlx4sQJHj16xNy5c8s8B/LM6Dt37tC/f386d+5MYmIiPj4+7Nq1Szofw4cP5/HjxwrX5JMnTwgLC8PJyanMur28vPDz82P37t1ERUXx5MkTjh49Wm5/lCU/Px9AYXzWqFFDCkCWpyrXRmVjz93dnREjRmBnZyf1rZWVFQCampr4+fmRnJyMt7c3vr6+CkEvJycnGjduTGxsLBcvXmT+/PnSFzqZmZnY2dkxbNgwkpKS+Omnn4iKimLq1KlA+WMK4OrVqzx48IBevXrh7e2NpaWllI2Zk5OjMLV//vz5eHp6kpKSQrt27Sody+Up774r9+zZM6Kiohg0aBBv3rzhwIEDODk50bBhw1J1aWhoSJmwzs7OxMXFERwczLlz5ygqKqJ///68fv0aLS0tBg4cWOb90MHBoczs31u3bjF06FDs7e1JSEhgwoQJzJ8/v1S5kudQPoa/+eYb1NXVS5WVXx8nT57k8ePHZd5f7e3tMTIykr48cHFxIT09nbNnz0pl8vLyOHz4cIVZteUZN24cOjo6FQY7z507h5mZGfr6+tJrtra2PH/+nKtXr0pl+vTpo7Cdra0t586dA+DVq1dcvHhRoUyNGjXo06ePVObixYu8fv1aoYyJiQlNmzaVypQlNzcXXV3dahx1sTlz5jB79mzi4+OxtLTE3t5e+kLtxo0bfPHFFzg4OJCYmMikSZNYsGBBhfXl5+fz/PlzhR9BEARBEARBEITqqP7czo9IUFCQFLwICAjg4cOHxMbGSh/YWrZsKZVdt24dzs7OTJkyBUDKaFq3bp2UMQvFH+4dHR0BWLVqFZs2beLChQvY2dlJ9davX1/6gJ2fn8+qVas4ffo0lpaWALRo0YKoqCi2b9+usHTBd999J/0+f/58BgwYwB9//IGqqqoUYDAwMFA4xjt37pCUlCSts/f999/TqVMnhQxIeRbVixcv8PHxwc/PTyrv6+vLqVOn2LVrF3PmzMHJyQkvLy+ys7Np2rSpFPgob93fgIAA3rx5w65du1BRUaFNmzbcvn2br7/+umqd9P/Z2tri5uaGs7MzNjY2ZGRk4OXlBRQHFZs3b17luszNzaX2enh44OnpSb169XB1dQVg8eLF+Pj4kJSURLdu3ahZsybLli2Ttjc0NOTcuXMcPHiQESNGALB582Y8PDyk7MstW7Zw/PhxaZvq9HNJ3t7e2NnZSYFMIyMjYmJiCAsLUzgec3Nz6fcVK1Zw9OhRgoODmTp1Krq6uigpKaGpqakwPho1aqQQ2Jk2bRonTpzg4MGDdOnShZycHAoKChg6dKgUiDczM5PKL1myBC8vL2l6saGhIcnJyWzfvp1x48ahp6cHQN26dUuNy6CgIOkLBHmmoomJSZnnQG7r1q00adKELVu2IJPJMDEx4e7du8ybN4/Fixejo6NDv379CAgIoHfv3kBxZnC9evUUrtGSNm7ciIeHh3QM27ZtU5hyXRXyQJCHhwfbt29HXV2dDRs2cPv2bYUg5tuqcm1UNvY0NDRQVVUlPz+/1DkueU02b94cd3d3Dhw4II2l7Oxs5syZI533Vq1aSeVXr16Nk5OTtF5pq1at2LRpEz179sTHx6fcMQXFfWtra0utWrWkH3k25tuWL19O3759pd91dXUrHMvlqei+C8XZrO3ataNhw4Y8ePCAp0+fVjre0tPTCQ4OJjo6WgqA79u3jyZNmvDzzz8zfPhwnJycpC921NTUeP78OSEhIeUG/OWzM+T3LmNjYy5fvsyaNWvKPYcZGRkUFRVV2l752s6mpqZlvm9iYiKVad26Nd26dWP37t189tlnQPGa4EVFRYwaNarC/ZSlRo0aGBkZlZslDMVr7pYM1ALS7/fu3auwzPPnz/n99995+vQphYWFZZa5du2aVEetWrVKLX+jr68v7edtMTEx/PTTT4SEhFR6rG+bOnUqw4YNA4r7NywsjF27djF37ly2b9+OsbGxtL66sbExV65c4bvvviu3vtWrVytc84IgCIIgCIIgCNX1t82sTUlJ4e7du1JQJyEhAQsLi3Iza1JSUujevbvCa927dyclJUXhtXbt2kn/r66ujpaWlsJaem/LyMjg5cuX9O3bFw0NDeln7969ZGZmllt3gwYNACqsG4ozGHv06CF9cJVn1pYlMzOT169fKxxnzZo16dKli3Sc7du3x9TUVMomi4yM5MGDBwwfPrzMOuUZcyWzDuXByupwdXVl6tSpDBw4kFq1atGtWzcpqFCjRg2ys7MVzt+qVavKravkeVRSUqJu3boKQUh5IKDkuf3hhx/o2LEjenp6aGhosGPHDinbLzc3l/v379OlSxeFejt27Cj9XpV+btOmjfS6PFiekpJC165dFdr/9vnLy8vD3d0dU1NT6tSpg4aGBikpKZVmIxYWFrJixQrMzMzQ1dVFQ0ODEydOSNuZm5vTu3dvzMzMGD58OL6+vtJyGS9evCAzMxMXFxeF41m5cmWpcfu258+fExkZKU3xrurDnFJSUrC0tFSYct+9e3fy8vK4ffs2UJwteuTIESnbdd++fYwaNYoaNUrfqnJzc8nJyVE4v8rKynTq1KlK7ZGrWbMmgYGBpKWloauri5qaGmfOnKFfv37SfidPnqxwnuTHU5Vro6KxV5GffvqJ7t27Y2BggIaGBgsXLlTYbtasWUyYMIE+ffrg6emp0G+JiYn4+fkptNnW1pY3b95w48aNCvdbcrmByrx9rt91LFd23y3ZpuqMN2VlZYXxUbduXYyNjaX7Yf/+/alZs6a07MKRI0fQ0tIqlR1ass7Krud3ba9cVct/9dVXHD58mP/85z9A8RIIw4cPR1NTs1r7K7lf+bXZr18/adxUtKTCx+DKlSsMHjyYJUuW8Pnnn1d7+5L9J79/yMdHamqqtMySXMm/E2Xx8PAgNzdX+rl161a12yQIgiAIgiAIwv+2v21mbXBwMH379pUCJaqqqu+lXvk0YjmZTFZqDc2S5E8mDwkJoVGjRgrvvf0gk5J1yz8UV1Q3KK57CO/nOJ2cnAgICGD+/PkEBARgZ2dX7Yc2VZdMJmPNmjWsWrWKe/fuoaenJz0FvUWLFujo6CisC1nRdNay+qiic3vgwAHc3d3x8vLC0tISTU1N1q5dq7CecWWq0s/Hjx+X1hStTj+5u7tz6tQp1q1bR8uWLVFVVeWLL76Q1oEsz9q1a/H29mbjxo2YmZmhrq7OzJkzpe2UlJQ4deoUMTExnDx5ks2bN7NgwQLOnz8vTfH29fUtFXxSUlKqcL+hoaG0bt1amg5vZGQEwLVr194pkF+Svb09RUVFhISE0LlzZ/79738rTP3/s3Ts2JGEhARyc3N59eoVenp6dO3aVQpGLl++/J2W/3jXsXfu3DmcnJxYtmwZtra2aGtrc+DAASmjE4rXux09ejQhISGEhoayZMkSDhw4wJAhQ8jLy2PSpElMnz69VN1NmzYtd785OTnEx8czYMCAKh3f29P633UsV3TfffXqFWFhYXz77bdA8QPK6tSpI2Vi/jdq1arFF198QUBAAKNGjSIgIICRI0e+0wPF5N4+h61atUImk1XaXvl1lJKSImUCl5SSkkLr1q2l30eNGoWbmxsHDx7ks88+Izo6mtWrV79TmwsLC0lPT5cCkzt37uT3338H/q9vDAwMpKVR5O7fvy+9J/+v/LWSZbS0tFBVVUVJSQklJaUyy5Ss49WrVzx79kwhu7ZkGbnk5GR69+7NxIkTy50d8lerXbu2eIiZIAiCIAiCIAj/lb9tZm3JadhQnJmVkJCgsM5hSaampkRHRyu8Fh0drfDhtzK1atUCkNaHheLpqLVr1yY7O5uWLVsq/JRc27EqdZesF4oDhGfOnCl1nPIg59vkD08reZyvX78mNjZW4ThHjx7NlStXuHjxIocPHy53PVAoPm9JSUn88ccf0mvyh7y8CyUlJRo1akStWrXYv38/lpaW6OnpoaysrHDu3mXtwfLIp0FPmTIFCwsLWrZsqZCFqK2tjb6+vvQgNiju40uXLkm/V6WfmzVrJr0mD+iampqWCsy9ff6io6NxdnZmyJAhmJmZYWBgUGo6clnjIzo6msGDB/Pll19ibm5OixYtpGnScjKZjO7du7Ns2TLi4+OpVasWR48eRV9fn4YNG3L9+vVSxyN/sFhZ4x1KX3uff/459erV4/vvvy/z/MsfxGNqaiqtG1ryGDQ1NWncuDFQvG7s0KFD2bdvH/v378fY2JgOHTqUWa+2tjYNGjRQOL8FBQVcvHixzPJVoa2tjZ6eHunp6cTFxUnHWb9+fYVzJD+eyq6NysYelN23MTExNGvWjAULFtCpUydatWpV5trORkZGuLm5cfLkSYYOHcqePXsA6NChA8nJyaX6tmXLllK/lrXfY8eOYWVlpXD9lVWuPFUZy9UVERGBjo6OtLxCjRo1GDVqFPv27ePu3bulyufl5VFQUICpqSkFBQUK4+Px48ekpqYq3A+dnJwICwvj6tWr/Prrr5XeD98OWL7d52+fQ11dXWxtbfnhhx8UHu4nJ78+Pv/8c3R1dRUC8nLBwcGkp6dLS0VA8ZrGw4cPZ/fu3ezZswcjIyM+/fTTctteEX9/f54+fSotB9CoUSNpvMiXULG0tOTy5csKGc+nTp1CS0tLOp+Wlpal/j6dOnVK+hKnVq1adOzYUaHMmzdvCA8Pl8p07NiRmjVrKpRJTU0lOztb4cugq1evYmNjw7hx4ypclqAyJftPfv+QL0VhbGys8NA+QOHvhCAIgiAIgiAIwp/hbxmsffDgAXFxcQwcOFB6zdHREQMDAxwcHIiOjub69escOXJEeiDJnDlz8PPzw8fHh/T0dNavX09gYGC1suWaNWuGTCbjl19+4eHDh+Tl5aGpqYm7uztubm74+/uTmZnJpUuX2Lx5s/Sgpqpo3rw5N27cICEhgUePHpGfn09YWBhGRkYK67l6eHgQGxvLlClTSEpK4tq1a/j4+PDo0SPU1dX5+uuvmTNnDmFhYSQnJ+Pq6srLly8VHjrTvHlzrKyscHFxobCwsMIpz6NHj0Ymk+Hq6kpycjLHjx9n3bp1pcplZGSQkJDAvXv3+P3330lISCAhIUHKqHv06BHbtm3j2rVrJCQkMGPGDA4dOqTwVPg/S6tWrYiLi+PEiROkpaWxaNGiUh+4p02bxurVqwkKCiI1NZUZM2bw9OlTKUv3Xft5+vTphIWFsW7dOtLT09myZYvCerXy9gUGBpKQkEBiYiKjR48ulXHdvHlzzp49y507d3j06JG0nTxzNiUlhUmTJilkrJ0/f55Vq1YRFxdHdnY2gYGBPHz4UApELFu2jNWrV7Np0ybS0tK4fPkye/bsYf369UBxgFJVVZWwsDDu379Pbm4uBQUFhIaGKowZdXV1du7cSUhICIMGDeL06dNkZWURFxfH3LlzmTx5MgBTpkzh1q1bTJs2jWvXrhEUFMSSJUuYNWuWwjIHTk5OhISEsHv37goDZwAzZszA09OTn3/+mWvXrjFlypRST2nPy8uTxiMgXWclp+YfOnSIiIgIrl+/TlBQEH379sXBwaHCadVVuTaqMvaaN29OUlISqampPHr0iNevX9OqVSuys7M5cOAAmZmZbNq0SWEd1d9//52pU6cSERHBzZs3iY6OJjY2VurbefPmERMTIz3YLj09naCgIIV1Y8saU29n8svLnT9/nqysLB49elThbICqjOXqKqtN3333HU2aNKFr167s3buX5ORk0tPT2b17NxYWFuTl5dGqVSsGDx6Mq6srUVFRJCYm8uWXX9KoUSOFLxs+++wzDAwMcHJywtDQsFSmeUmTJ08mPT2dOXPmkJqaSkBAAH5+fpW294cffqCwsJAuXbpw5MgR0tPTSUlJYdOmTVIAUl1dne3btxMUFMTEiRNJSkoiKyuLXbt24ezszBdffCGtsS3n4uJCTEwM27Ztkx5YWZmXL19y7949bt++zW+//ca8efOYPHkyX3/9dblrQ0NxMLl169aMGTOGxMRETpw4wcKFC/nmm2+kTNLJkydz/fp15s6dy7Vr19i6dSsHDx7Ezc1NqmfWrFn4+vri7+9PSkoKX3/9NS9evGD8+PFA8RcmLi4uzJo1izNnznDx4kXGjx+PpaUl3bp1A4qXPrCxseHzzz9n1qxZ3Lt3j3v37vHw4UNpPxcuXMDExIQ7d+5UeD5++OEHjh49yrVr1/jmm294+vSpdC4nTZrEtWvXmDdvHmlpaRw8eFDq75LLuQiCIAiCIAiCILxPf8tg7bFjx+jSpQv16tWTXqtVqxYnT56kfv369O/fHzMzMzw9PaUp3Q4ODnh7e7Nu3TratGnD9u3b2bNnD9bW1lXeb6NGjVi2bBnz589HX19fCnysWLGCRYsWsXr1akxNTbGzsyMkJETKUKyKYcOGYWdnh42NDXp6euzfv7/MtSONjIw4efIkiYmJdOnSBUtLS4KCgqRpu56engwbNowxY8bQoUMHMjIyOHHiBDo6Ogr1ODk5kZiYyJAhQyqcsq+hocGxY8e4fPkyFhYWLFiwoNTDdAAmTJiAhYUF27dvJy0tDQsLCywsLBQy3/z9/enUqRPdu3fn6tWrREREVLr+3/swadIkhg4dysiRI+natSuPHz+WHjQnN2/ePBwdHRk7diyWlpbSGp8l1yN9l37u1q0bvr6+eHt7Y25uzsmTJ0tN112/fj06OjpYWVlhb2+Pra1tqWzS5cuXk5WVxSeffCI9+GvhwoV06NABW1tbrK2tpS8r5LS0tDh79iz9+/fHyMiIhQsX4uXlJa2nO2HCBHbu3MmePXswMzOjZ8+e+Pn5ScejrKzMpk2b2L59Ow0bNmTw4MFERkaioaFRqn2DBw8mJiaGmjVrMnr0aExMTHB0dCQ3N5eVK1cCxdfP8ePHuXDhAubm5kyePBkXF5dS56NXr17o6uqSmprK6NGjyz23ALNnz2bMmDGMGzdOWmZA/pA4ubi4OGk8QnGwyMLCgsWLF0tlcnJyGDNmDCYmJkyfPp0xY8awf//+CvddlWujKmPP1dUVY2NjOnXqhJ6eHtHR0QwaNAg3NzemTp1K+/btiYmJYdGiRdI2SkpKPH78mLFjx2JkZMSIESPo16+f9GCjdu3aERkZSVpaGp9++ql0vA0bNpTqeHtMvXjxgvDw8FL3HHd3d5SUlGjdujV6enoVrj9blbFcXWUFP3V1dfntt9/48ssvWblyJRYWFnz66afs37+ftWvXoq2tDcCePXvo2LEjAwcOxNLSkqKiIo4fP15q2RRHR0cSExMr/XKgadOmHDlyhJ9//hlzc3O2bdumsL52eeewRYsWXLp0CRsbG2bPnk3btm3p27cv4eHh+Pj4SOW++OILzpw5Q3Z2Np9++inGxsZs2LCBBQsWcODAgVIBwh49emBsbMzz588ZO3Zslc6nr68vDRo04JNPPmHo0KEkJyfz008/KTy0sixKSkr88ssvKCkpYWlpyZdffsnYsWNZvny5VMbQ0JCQkBBOnTqFubk5Xl5e7Ny5E1tbW6nMyJEjWbduHYsXL6Z9+/YkJCQQFham8NCxDRs2MHDgQIYNGyYF0wMDA6X3Dx8+zMOHD/nXv/5FgwYNpJ+S68u+fPmS1NRUaWma8nh6euLp6Ym5uTlRUVEEBwdL/7YwNDTk8OHDBAYG0q5dO3x8fFiwYAFQepkjQRAEQRAEQRCE90VWVN2nn3wEBg0aRI8ePaSnov8TFRQUoK+vT2ho6F8S0BQUvXnzBlNTU0aMGMGKFSs+dHM+GtOnT6egoKDSwI7w9xMYGMjChQtJTk7+0E2RXLp0iV69evHw4cNS69p+jD7GcygUy8/PR0VFhVOnTtGnTx+ysrIwNDQkPj6e9u3bV7me7777jm3btlX5wWHPnz9HW1sb82nbUKr9ftbWFwRBEARBEAShchfXVi2h5a8i/2yQm5uLlpZWhWX/lg8Y69Gjh8Laff9ET548wc3NrdSTqIU/x82bNzl58iQ9e/YkPz+fLVu2cOPGjUozO//XtG3b9r9+iJjwcdLQ0Cgza/5DKigoYPPmzX+LQC18nOdQKP5HUWBgIDVq1MDExKRa227dupXOnTtTt25doqOjWbt2rcJyIoIgCIIgCIIgCO/b3zKzVhDet1u3bjFq1CiuXLlCUVERbdu2xdPTk88+++xDN00QBEH4L7i5uREQEMCcOXOkdeqrmlnr5ubGTz/9xJMnT2jatCljxozBw8NDWnqoMiKzVhAEQRAEQRA+jL9zZq0I1gqCIAiCIPwJqvMPMkEQBEEQBEEQ/rmq89ngb/mAMUEQBEEQBEEQBEEQBEEQhH8aEawVBEEQBEEQBEEQBEEQBEH4CIhgrSAIgiAIgiAIgiAIgiAIwkegak/IEARBEARBEN5J3219UVYV/+QSBEEQBEEQhL9K9LToD92EdyYyawVBEARBEARBEARBEARBED4CIlgrCIIgCIIgCIIgCIIgCILwERDBWkEQBEEQBEEQBEEQBEEQhI+ACNYKgiAIgiAIgiAIgiAIgiB8BESw9h9KJpPx888/l/t+VlYWMpmMhISEP70tzs7OODg4/On7+Sv5+flRp06dD92Mv6WlS5fSvn37Cst8yDHzV14bf1fNmzdn48aNf/p+3td1Jvq0air7u/ExE30sCIIgCIIgCMI/xUcRrB0/fjwLFy78S/YVERGBTCbj2bNn773uyoJQhoaGnD59+r3vtyw5OTn069evWttMnz6djh07Urt27XKP4+DBg7Rv3x41NTWaNWvG2rVrK63X29sbPz+/arXln+ivCnCVVFkAY9myZXz55ZfS7/Hx8QwfPhx9fX1UVFRo1aoVrq6upKWlvbc2ubu7Ex4eXq1tzp49i729PQ0bNiw3oHT//n2cnZ1p2LAhampq2NnZkZ6e/p5aXbEPFVyuaExFRkbSpEkTAKytrZk5c+Z7229sbCwTJ06s9nY3b95EVVWV8ePHY2pqWmaZ7OxslJSUCA4OZuTIke917FXE2toamUyGTCZDRUWF1q1bs3Xr1r9k3x+Ld/m7AeDv70+PHj0AKCoqYvHixTRo0ABVVVX69OmjcB3K/waX9RMbGwtAamoqNjY20n2oRYsWLFy4kNevX5fbhiZNmpCTk0Pbtm2r3X5BEARBEARBEISPyQcP1hYWFvLLL78waNCgD92UP1VSUhJPnz6lZ8+ef8n+DAwMqF27drW3++qrrxg5cmSZ74WGhuLk5MTkyZO5cuUKW7duZcOGDWzZsqXCOrW1tUUW6kcqKChIuvZ++eUXunXrRn5+Pvv27SMlJYV//etfaGtrs2jRove2Tw0NDerWrVutbV68eIG5uTk//PBDme8XFRXh4ODA9evXCQoKIj4+nmbNmtGnTx9evHjxPpr9txMUFIS9vX2VyxcVFVFQUFClsnp6eqipqb1Tm2xsbJgxYwbXrl0jJiamVBk/Pz/q169P//79UVVVpX79+uXW9+rVq2q3oSKurq7k5OSQnJzMiBEj+Oabb9i/f/973cfH7F3/bpS8j3z//fds2rSJbdu2cf78edTV1bG1teWPP/4AwMrKipycHIWfCRMmYGhoSKdOnQCoWbMmY8eO5eTJk6SmprJx40Z8fX1ZsmRJuW1QUlLCwMAAZWXldzhyQRAEQRAEQRCEj8cHD9bGxMRQs2ZNOnfuDMDt27dxdHREV1cXdXV1OnXqxPnz56XyPj4+fPLJJ9SqVQtjY2N+/PFHhfpkMhk7d+5kyJAhqKmp0apVK4KDg4HiLEMbGxsAdHR0kMlkODs7A/DmzRtWr16NoaEhqqqqmJubc/jwYaleeTZQeHg4nTp1Qk1NDSsrK1JTU4HiAMOyZctITEyUsoRKZpMGBQVhZ2dHzZo1AYiOjsba2ho1NTV0dHSwtbXl6dOnAOTn5zN9+nTq16+PiooKPXr0kDKO3rx5Q+PGjfHx8VE47vj4eGrUqMHNmzel81Ay+/DChQtYWFigoqJCp06diI+PL9UXmzZt4ptvvqFFixZl9tWPP/6Ig4MDkydPpkWLFgwYMAAPDw/WrFlDUVFRmdtA6axDa2trpk2bxsyZM9HR0UFfXx9fX19evHjB+PHj0dTUpGXLloSGhkrbFBYW4uLiIvWPsbEx3t7eCvspKChg+vTp1KlTh7p16zJv3jzGjRunsO/K+rk8fn5+NG3aFDU1NYYMGcLjx48V3s/MzGTw4MHo6+ujoaFB586dFbKora2tuXnzJm5ubtL4AHj8+DGOjo40atQINTU1zMzMSgWHDh8+jJmZGaqqqtStW7dUAHLnzp2YmpqioqKCiYmJQjagoaEhABYWFshkMqytraX3bt26xdWrV7Gzs+Ply5eMHz+e/v37ExwcTJ8+fTA0NKRr166sW7eO7du3S9tFRkbSpUsXateuTYMGDZg/f74U5NuxYwcNGzbkzZs3CscwePBgvvrqK6B0BnphYSGzZs2S+m3u3LmlxlO/fv1YuXIlQ4YMKbN/0tPT+e233/Dx8aFz584YGxvj4+PD77//XmmwrbJro7Kxt3TpUvz9/QkKCpL6NiIiAoB58+ZhZGSEmpoaLVq0YNGiRQrZgYmJidjY2KCpqYmWlhYdO3YkLi5Oej8qKopPP/0UVVVVmjRpwvTp06W+L29MyQUHBzNo0CCcnZ2JjIzE29tbKpeVlSXd00JDQ6WM+qioqErHMpTO6K3ovluSPKjXvn17OnTowO7duxXeLyoqws/Pj3HjxqGsrFxqGQT52Nm5cyeGhoaoqKgAEBYWRo8ePaQxNHDgQDIzM8vr8nKpqalhYGBAixYtWLp0qcJxWFtbM336dObOnYuuri4GBgYsXbpUYftnz54xYcIE9PT00NLSolevXiQmJkrvl5WBPXPmTIXr8l3uj1DxdVnV9r/9d6Oy8Qvwxx9/cPLkSQYNGkRRUREbN25k4cKFDB48mHbt2rF3717u3r0r1VurVi0MDAykn7p16xIUFMT48eOlMdyiRQvGjx+Pubk5zZo1Y9CgQTg5OfHvf/+73L57exaBfHyHhITQrl07VFRU6NatG1euXFHYrqJrDIqzjQcMGICqqiqGhoYEBAR8kFkSgiAIgiAIgiD87/jgwdrg4GDs7e2RyWTk5eXRs2dP7ty5Q3BwMImJicydO1cK/Bw9epQZM2Ywe/Zsrly5wqRJkxg/fjxnzpxRqHPZsmWMGDGCpKQk+vfvj5OTE0+ePKFJkyYcOXIEKJ5mmZOTIwVdVq9ezd69e9m2bRtXr17Fzc2NL7/8ksjISIW6FyxYgJeXF3FxcSgrK0sBqJEjRzJ79mzatGkjZQuVzFANDg5m8ODBACQkJNC7d29at27NuXPniIqKwt7ensLCQgDmzp3LkSNH8Pf359KlS7Rs2RJbW1uePHlCjRo1cHR0JCAgQKFd+/bto3v37jRr1qzUOc7Ly2PgwIG0bt2aixcvsnTpUtzd3avdV/n5+VJwRE5VVZXbt29LQeKq8vf3p169ely4cIFp06bx9ddfM3z4cKysrLh06RKff/45Y8aM4eXLl8D/BakPHTpEcnIyixcv5ttvv+XgwYNSnWvWrGHfvn3s2bOH6Ohonj9/Xmq6fFX7uaTz58/j4uLC1KlTSUhIwMbGhpUrVyqUycvLo3///oSHhxMfH4+dnR329vZkZ2cDEBgYSOPGjVm+fLk0PqA40NGxY0dCQkK4cuUKEydOZMyYMVy4cAEoDhQ4Ojry1VdfkZKSQkREBEOHDpWCmfv27WPx4sV89913pKSksGrVKhYtWoS/vz+AVM/p06fJyckhMDBQanNwcDDW1tZoaWlx4sQJHj16xNy5c8s8B/KA2Z07d+jfvz+dO3cmMTERHx8fdu3aJZ2P4cOH8/jxY4Vr8smTJ4SFheHk5FRm3V5eXvj5+bF7926ioqJ48uQJR48eLbc/ypKfnw+gMD5r1KghBSDLU5Vro7Kx5+7uzogRI7Czs5P61srKCgBNTU38/PxITk7G29sbX19fNmzYINXt5ORE48aNiY2N5eLFi8yfP1/6QiczMxM7OzuGDRtGUlISP/30E1FRUUydOhUof0wBXL16lQcPHtCrVy+8vb2xtLSUskZzcnKk5REA5s+fj6enJykpKbRr167SsVye8u67cs+ePSMqKkrKwHRxceHgwYMKgbGIiAhu3Lgh3VfLkpGRwZEjRwgMDJQCcy9evGDWrFnExcURHh5OjRo1GDJkSKkvDapLVVVVIXvX398fdXV1zp8/z/fff8/y5cs5deqU9P7w4cN58OABoaGhXLx4kQ4dOtC7d2+F81AV1b0/VnZdVrX9b6ts/AKEh4fTqFEjTExMuHHjBvfu3aNPnz7S+9ra2nTt2pVz586VuY/g4GAeP37M+PHjy21HRkYGYWFh7zQzZc6cOXh5eREbG4uenh729vZSwLmyawxg7Nix3L17l4iICI4cOcKOHTt48OBBufvLz8/n+fPnCj+CIAiCIAiCIAjV8cHnCwYFBUkf/gICAnj48CGxsbHo6uoC0LJlS6nsunXrcHZ2ZsqUKQDMmjWL3377jXXr1kkZs1CcveTo6AjAqlWr2LRpExcuXMDOzk6qt379+lIAKj8/n1WrVnH69GksLS2B4syeqKgotm/frvAB8bvvvpN+nz9/PgMGDOCPP/5AVVUVDQ0NlJWVMTAwUDjGO3fukJSUJK0F+P3339OpUyeFDMg2bdoAxUEHHx8f/Pz8pPK+vr6cOnWKXbt2MWfOHJycnPDy8iI7O5umTZvy5s0bDhw4UO66vwEBAbx584Zdu3ahoqJCmzZtuH37Nl9//XXVOun/s7W1xc3NDWdnZ2xsbMjIyMDLywsoDio2b968ynWZm5tL7fXw8MDT05N69erh6uoKwOLFi/Hx8SEpKYlu3bpRs2ZNli1bJm1vaGjIuXPnOHjwICNGjABg8+bNeHh4SNmXW7Zs4fjx49I21ennkry9vbGzs5MCmUZGRsTExBAWFqZwPObm5tLvK1as4OjRowQHBzN16lR0dXVRUlJCU1NTYXw0atRIITg4bdo0Tpw4wcGDB+nSpQs5OTkUFBQwdOhQKRBvZmYmlV+yZAleXl4MHTpUOi/Jycls376dcePGoaenB0DdunVLjcugoCDpCwT5mpImJiZlngO5rVu30qRJE7Zs2YJMJsPExIS7d+8yb948Fi9ejI6ODv369SMgIIDevXsDxZnB9erVU7hGS9q4cSMeHh7SMWzbto0TJ05U2I63mZiY0LRpUzw8PNi+fTvq6ups2LCB27dvKwQx31aVa6OysaehoYGqqir5+fmlznHJa7J58+a4u7tz4MABaSxlZ2czZ84c6by3atVKKr969WqcnJyktWZbtWrFpk2b6NmzJz4+PuWOKSjuW1tbW2rVqiX9yLNG37Z8+XL69u0r/a6rq1vhWC5PRfddgOPHj9OuXTsaNmwIwOjRo5k9ezaHDh2SZjjs2bOHHj16YGRkVO5+Xr16xd69e6WxDTBs2DCFMrt370ZPT4/k5OR3WsO0sLCQ/fv3k5SUpLA2b7t27aSp+K1atWLLli2Eh4fTt29foqKiuHDhAg8ePJCWEli3bh0///wzhw8frtYav9W9P1Z2XdaoUaPS9pelsvELiksg3Lt3DwB9fX2FevT19aX33rZr1y5sbW1p3Lhxqffkwen8/HwmTpzI8uXLKz95b1myZIl0fP7+/jRu3JijR48yYsSISq+xrKwsTp8+TWxsrLREw86dOxWu07etXr1a4X4hCIIgCIIgCIJQXR80szYlJYW7d+9KQZ2EhAQsLCykgGpZ5bt3767wWvfu3UlJSVF4rV27dtL/q6uro6WlVWEmTEZGBi9fvqRv375oaGhIP3v37i01lbZk3Q0aNACosG4ozhyST9GVH6f8mN+WmZnJ69evFY6zZs2adOnSRTrO9u3bY2pqKmXXRkZG8uDBA4YPH15mnfKMuZJZh/JgZXW4uroydepUBg4cSK1atejWrRujRo0CirMYs7OzFc7fqlWryq2r5HlUUlKibt26CkFI+Yf9kuf2hx9+oGPHjujp6aGhocGOHTukbL/c3Fzu379Ply5dFOrt2LGj9HtV+rlNmzbS6/JgeUpKCl27dlVo/9vnLy8vD3d3d0xNTalTpw4aGhqkpKRUmo1YWFjIihUrMDMzQ1dXFw0NDU6cOCFtZ25uTu/evTEzM2P48OH4+vpKy2W8ePGCzMxMXFxcFI5n5cqVlU4Bf/78OZGRkVKQpaJlLEpKSUnB0tJSYcp99+7dycvL4/bt20BxtuiRI0ekbNd9+/YxatQoKWBUUm5uLjk5OQrnV1lZWQqMVFXNmjUJDAwkLS0NXV1d1NTUOHPmDP369ZP2O3nyZIXzJD+eqlwbFY29ivz00090794dAwMDNDQ0WLhwocJ2s2bNYsKECfTp0wdPT0+FfktMTMTPz0+hzba2trx584YbN25UuN+SAbTKvH2u33UsV3bffbtNderUYejQodJSCM+fP+fIkSO4uLhUuJ9mzZopBGqh+MsGR0dHWrRogZaWlvTFUVX6qKStW7dKwXdXV1fc3NwUAvcljxGK/wbIjzExMZG8vDzq1q2r0Gc3btyo9pIM1b0/VuW6rKz9Zals/BYVFXHs2LF3XnP+9u3bnDhxotw+/+mnn7h06RIBAQGEhISwbt26au+j5PWsq6uLsbGx9Le0smssNTUVZWVlOnToINXRsmVLdHR0yt2fh4cHubm50s+tW7eq3WZBEARBEARBEP63fdDM2uDgYPr27SsFSlRVVd9LvfJpxHIymazC6bB5eXkAhISE0KhRI4X33n7YSsm65R+MK5tqK187Uu59HKeTkxMBAQHMnz+fgIAA7Ozsqv3QpuqSyWSsWbOGVatWce/ePfT09AgPDweKM1R1dHSkaclAuUF3KLuPKjq3Bw4cwN3dHS8vLywtLdHU1GTt2rUK6xlXpir9fPz4cWmKbHX6yd3dnVOnTrFu3TpatmyJqqoqX3zxRaUPQFq7di3e3t5s3LgRMzMz1NXVmTlzprSdkpISp06dIiYmhpMnT7J582YWLFjA+fPnpQc8+fr6lgomKykpVbjf0NBQWrduLU2Hl2cyXrt27Z0C+SXZ29tTVFRESEgInTt35t///nepqdN/ho4dO5KQkEBubi6vXr1CT0+Prl27SsHI5cuXv9PyH+869s6dO4eTkxPLli3D1tYWbW1tDhw4IGWjQ/EarKNHjyYkJITQ0FCWLFnCgQMHGDJkCHl5eUyaNInp06eXqrtp06bl7jcnJ4f4+HgGDBhQpeNTV1dX+P1dx3JF991Xr14RFhbGt99+q1DGxcWF3r17k5GRwZkzZ1BSUir3S6fy2gvFY65Zs2b4+vpKaya3bdu22g8gc3JyYsGCBaiqqtKgQYNSXzBUdIx5eXk0aNBAWq+4JPkXdTVq1Cj1xcjba8CWt593+dtTlXrLq6Mq4/fChQsUFBRIy37IM7fv378vfZkp/73kOtVye/bsoW7duuUGe+X3p9atW1NYWMjEiROZPXt2pfe3qqrsGktLS6t2nbVr136nh7QJgiAIgiAIgiDIfdBgbVBQUKkppjt37uTJkydlBvpMTU2Jjo5m3Lhx0mvR0dG0bt26yvusVasWgLQ+LBR/EKxduzbZ2dnvtCZeybpL1gvFHwbPnDmj8ECwdu3aER4eXuZUSfnD06Kjo6Vp769fvyY2NlaaqgnFU4gXLlzIxYsXOXz4MNu2bSu3Xaampvz444/88ccfUmD8t99+e+fjVFJSkoKd+/fvx9LSUsp0K7lsxfsUHR2NlZWVtAQGoJCtpq2tjb6+PrGxsXz22WdAcR9funRJChJUpZ/LWvPX1NS0VGDu7fMXHR2Ns7OztARDXl4eWVlZCmXKGh/R0dEMHjyYL7/8EigOvqSlpSmMaZlMRvfu3enevTuLFy+mWbNmHD16lFmzZtGwYUOuX79e7nqwZY13UFwCAeDzzz+nXr16fP/992WuF/vs2TPq1KmDqakpR44coaioSAoYRUdHo6mpKU1jVlFRYejQoezbt4+MjAyMjY0VMtNK0tbWpkGDBpw/f17qt4KCAmm9z3ehra0NFGdbxsXFsWLFCqB46ZP69esrlK3KtVHZ2IOy+zYmJoZmzZqxYMEC6bWy1nY2MjLCyMgINzc3HB0d2bNnD0OGDKFDhw4kJydXeE2Vtd9jx45hZWWlcA8tq1x5qjKWqysiIgIdHR2F5RUAbGxsMDQ0ZM+ePZw5c4ZRo0aVGYytyOPHj0lNTcXX15dPP/0UoMJ1iiuira39zvewDh06cO/ePZSVlctdEkZPT6/UA64SEhJKBVGrqyrXZXVVZfwGBQUxYMAAKXhqaGiIgYEB4eHh0n33+fPnnD9/vtSyO0VFRezZs4exY8dW6fjfvHnD69evefPmTbWCtb/99pv05cbTp09JS0vD1NQUoNJrzNjYmIKCAuLj46VZGhkZGdLsBkEQBEEQBEEQhD/DB1sG4cGDB8TFxTFw4EDpNUdHRwwMDHBwcCA6Oprr169z5MgR6cEkc+bMwc/PDx8fH9LT01m/fj2BgYHVypZr1qwZMpmMX375hYcPH5KXl4empibu7u64ubnh7+9PZmYmly5dYvPmzdKDmqqiefPm3Lhxg4SEBB49ekR+fj5hYWEYGRkpfHj38PAgNjaWKVOmkJSUxLVr1/Dx8eHRo0eoq6vz9ddfM2fOHMLCwkhOTsbV1ZWXL18qTBVt3rw5VlZWuLi4UFhYWOE01NGjRyOTyXB1dSU5OZnjx4+XOZ00IyODhIQE7t27x++//05CQgIJCQlSdtqjR4/Ytm0b165dIyEhgRkzZnDo0KG/5KnYrVq1Ii4ujhMnTpCWlsaiRYuIjY1VKDNt2jRWr15NUFAQqampzJgxg6dPn0rBi3ft5+nTpxMWFsa6detIT09ny5YtCuvVytsnf+BRYmIio0ePLpWx1rx5c86ePcudO3d49OiRtJ08czYlJYVJkyZx//59aZvz58+zatUq4uLiyM7OJjAwkIcPH0rBhmXLlrF69Wo2bdpEWloaly9fZs+ePaxfvx4oDlCqqqoSFhbG/fv3yc3NpaCggNDQUIUxo66uzs6dOwkJCWHQoEGcPn2arKws4uLimDt3LpMnTwZgypQp3Lp1i2nTpnHt2jWCgoJYsmQJs2bNUshCdHJyIiQkhN27d5cbSJabMWMGnp6e/Pzzz1y7do0pU6bw7NkzhTJ5eXnSeASk66zklOxDhw4RERHB9evXCQoKom/fvjg4OPD555+Xu++qXBtVGXvNmzcnKSmJ1NRUHj16xOvXr2nVqhXZ2dkcOHCAzMxMNm3apBAI//3335k6dSoRERHcvHmT6OhoYmNjpb6dN28eMTEx0oPt0tPTCQoKUlg3tqwx9XYmv7zc+fPnycrK4tGjRxVmZFZlLFdXWW2C4i8ivvrqK3x8fDh37lylSyCURUdHh7p167Jjxw4yMjL49ddfmTVr1n/V3nfRp08fLC0tcXBw4OTJk2RlZRETE8OCBQuIi4sDoFevXsTFxbF3717S09NZsmRJqeDtu6jqdVkdlY1fKN2vMpmMmTNnsnLlSoKDg7l8+TJjx46lYcOGODg4KGz766+/cuPGDSZMmFBq3/v27ePgwYOkpKRw/fp1Dh48iIeHByNHjpQCu0ePHq10jW0ozqgPDw/nypUrODs7U69ePaktlV1jJiYm9OnTh4kTJ3LhwgXi4+OZOHEiqqqqCktOCIIgCIIgCIIgvE8fLFh77NgxunTpQr169aTXatWqxcmTJ6lfvz79+/fHzMwMT09PKYvGwcEBb29v1q1bR5s2bdi+fTt79uzB2tq6yvtt1KgRy5YtY/78+ejr60sfylasWMGiRYtYvXo1pqam2NnZERISgqGhYZXrHjZsGHZ2dtjY2KCnp8f+/fvLXDvSyMiIkydPkpiYSJcuXbC0tCQoKAhl5eJEZ09PT4YNG8aYMWPo0KEDGRkZnDhxotQ6eU5OTiQmJjJkyJAKp+xraGhw7NgxLl++jIWFBQsWLGDNmjWlyk2YMAELCwu2b99OWloaFhYWWFhYcPfuXamMv78/nTp1onv37ly9epWIiAiFdWL/LJMmTWLo0KGMHDmSrl278vjxY4VMRyj+4O3o6MjYsWOxtLSU1h8suR7pu/Rzt27d8PX1xdvbG3Nzc06ePFnqYW7r169HR0cHKysr7O3tsbW1LZUZunz5crKysvjkk0+kTOSFCxfSoUMHbG1tsba2lr6skNPS0uLs2bP0798fIyMjFi5ciJeXl7Se7oQJE9i5cyd79uzBzMyMnj174ufnJx2PsrIymzZtYvv27TRs2JDBgwcTGRmJhoZGqfYNHjyYmJgYatasyejRozExMcHR0ZHc3FzpqfKNGjXi+PHjXLhwAXNzcyZPnoyLi0up89GrVy90dXVJTU1l9OjR5Z5bgNmzZzNmzBjGjRsnLTMgz+qUi4uLk8YjFK/1amFhweLFi6UyOTk5jBkzBhMTE6ZPn86YMWPYv39/hfuuyrVRlbHn6uqKsbExnTp1Qk9Pj+joaAYNGoSbmxtTp06lffv2xMTEsGjRImkbJSUlHj9+zNixYzEyMmLEiBH069dPyrhv164dkZGRpKWl8emnn0rHK39AF5QeUy9evCA8PLzUPcfd3R0lJSVat26Nnp5ehWu5VmUsV1d5wVoofjBZbm4ubdq0KbWcR1XUqFGDAwcOcPHiRdq2bYubmxtr1679r9r7LmQyGcePH+ezzz5j/PjxGBkZMWrUKG7evCmtMWtra8uiRYuYO3cunTt35j//+Q9jx479r/dd1euyOiobv5mZmWRkZGBra6uw3dy5c5k2bRoTJ06kc+fO5OXlERYWpnAfhuIHi1lZWZUZcFVWVmbNmjV06dKFdu3asWzZMqZOncrOnTulMrm5uaSmplZ6HJ6ensyYMYOOHTty7949jh07Js04qMo1tnfvXvT19fnss88YMmQIrq6uaGpqljoeQRAEQRAEQRCE90VWVNUnC71ngwYNokePHgpPlf6nKSgoQF9fn9DQ0L8koCkoevPmDaampowYMUKaCi8UZwoXFBSwdevWD90U4T0LDAxk4cKFJCcnf+imSC5dukSvXr14+PDhfz3dX/h4rF+/ntOnT3P8+PEP3RQAUlNTMTExIT09nZYtWxIREYGNjQ1Pnz6V1gx+H27fvk2TJk04ffp0uQ8KLen58+doa2vTZU0XlFU/6MpTgiAIgiAIgvA/JXpa9IduggL5Z4Pc3Fy0tLQqLPvBPjn06NEDR0fHD7X7v8STJ09wc3Ojc+fOH7op/xNu3rzJyZMn6dmzJ/n5+WzZsoUbN25Umtn5v6Zt27b/9UPEhI+ThoZGmVnzH1JBQQGbN28Wgdp/mMaNG+Ph4fGhmwEU/609fPgwWlpa0kPJ3pdff/2VvLw8zMzMyMnJYe7cuTRv3lxaY1sQBEEQBEEQBOF9+2CZtYLwvt26dYtRo0Zx5coVioqKaNu2LZ6enuJDtSAIwj/YkCFDuHjxIp6entKXc+8rs/bEiRPMnj2b69evo6mpiZWVFRs3bizzYZRlEZm1giAIgiAIgvBh/J0za0WwVhAEQRAE4U9QnX+QCYIgCIIgCILwz1WdzwYf7AFjgiAIgiAIgiAIgiAIgiAIwv8RwVpBEARBEARBEARBEARBEISPgAjWCoIgCIIgCIIgCIIgCIIgfAREsFYQBEEQBEEQBEEQBEEQBOEjIB5NLAiCIAiC8Ce65dkNTRWlD90MQRAEQRAEQfif0XTx5Q/dhHcmMmsFQRAEQRAEQRAEQRAEQRA+AiJYKwiCIAiCIAiCIAiCIAiC8BEQwVpBEARBEARBEARBEARBEISPgAjWCv8oMpmMn3/+udz3s7KykMlkJCQk/OltcXZ2xsHB4U/fz1/Jz8+POnXqfOhm/C0tXbqU9u3bV1jmQ46Zv/La+Ltq3rw5Gzdu/NDN+CA+9vHxT7zfCoIgCIIgCILwv0kEaz+g8ePHs3Dhwr9kXxEREchkMp49e/be664sCGVoaMjp06ff+37LkpOTQ79+/aq1zfTp0+nYsSO1a9cu9zgOHjxI+/btUVNTo1mzZqxdu7bSer29vfHz86tWW/6JPkSAq7LA0rJly/jyyy+l3+Pj4xk+fDj6+vqoqKjQqlUrXF1dSUtLe29tcnd3Jzw8vFrbnD17Fnt7exo2bFjuFxH379/H2dmZhg0boqamhp2dHenp6e+p1RX7UAGyisZUZGQkTZo0AcDa2pqZM2e+t/3GxsYyceLEam938+ZNVFVVycvLY+nSpchkMiZPnqxQJiEhAZlMRlZW1ntq7V+j5LEBHDp0CBMTE1RUVDAzM+P48eMK5asyXnfs2IG1tTVaWlpV/rsl7reCIAiCIAiCIPxTiGDtB1JYWMgvv/zCoEGDPnRT/lRJSUk8ffqUnj17/iX7MzAwoHbt2tXe7quvvmLkyJFlvhcaGoqTkxOTJ0/mypUrbN26lQ0bNrBly5YK69TW1hZZqB+poKAg6dr75Zdf6NatG/n5+ezbt4+UlBT+9a9/oa2tzaJFi97bPjU0NKhbt261tnnx4gXm5ub88MMPZb5fVFSEg4MD169fJygoiPj4eJo1a0afPn148eLF+2j2305QUBD29vZVLl9UVERBQUGVyurp6aGmpvZObbKxsUFDQwMAFRUVdu3a9d6D6q9evXqv9VVFyWOLiYnB0dERFxcX4uPjcXBwwMHBgStXrgBVH68vX77Ezs6Ob7/9tsrtEPdbQRAEQRAEQRD+KUSw9gOJiYmhZs2adO7cGYDbt2/j6OiIrq4u6urqdOrUifPnz0vlfXx8+OSTT6hVqxbGxsb8+OOPCvXJZDJ27tzJkCFDUFNTo1WrVgQHBwPFWYY2NjYA6OjoIJPJcHZ2BuDNmzesXr0aQ0NDVFVVMTc35/Dhw1K98ozc8PBwOnXqhJqaGlZWVqSmpgLF0+KXLVtGYmIiMpkMmUymkN0UFBSEnZ0dNWvWBCA6Ohpra2vU1NTQ0dHB1taWp0+fApCfn8/06dOpX78+Kioq9OjRg9jYWKmdjRs3xsfHR+G44+PjqVGjBjdv3pTOQ8nswwsXLmBhYYGKigqdOnUiPj6+VF9s2rSJb775hhYtWpTZVz/++CMODg5MnjyZFi1aMGDAADw8PFizZg1FRUVlbgOlsw6tra2ZNm0aM2fOREdHB319fXx9fXnx4gXjx49HU1OTli1bEhoaKm1TWFiIi4uL1D/GxsZ4e3sr7KegoIDp06dTp04d6taty7x58xg3bpzCvivr5/L4+fnRtGlT1NTUGDJkCI8fP1Z4PzMzk8GDB6Ovr4+GhgadO3dWyKK2trbm5s2buLm5SeMD4PHjxzg6OtKoUSPU1NQwMzNj//79CnUfPnwYMzMzVFVVqVu3bqmAzs6dOzE1NUVFRQUTExO2bt0qvWdoaAiAhYUFMpkMa2tr6b1bt25x9epV7OzsePnyJePHj6d///4EBwfTp08fDA0N6dq1K+vWrWP79u3SdpGRkXTp0oXatWvToEED5s+fLwX5duzYQcOGDXnz5o3CMQwePJivvvoKKJ2BXlhYyKxZs6R+mzt3bqnx1K9fP1auXMmQIUPK7J/09HR+++03fHx86Ny5M8bGxvj4+PD777+XOp9vq+zaqGzsLV26FH9/f4KCgqS+jYiIAGDevHkYGRmhpqZGixYtWLRoEa9fv5a2TUxMxMbGBk1NTbS0tOjYsSNxcXHS+1FRUXz66aeoqqrSpEkTpk+fLvV9eWNKLjg4mEGDBuHs7ExkZCTe3t5SuaysLOmeFhoaKmXUR0VFVTqWoXRGb0X33ZJKfjkAYGxsjI2NDQsWLKiwjyoac/JzMXXqVGbOnEm9evWwtbWVju/EiRNYWFigqqpKr169ePDgAaGhoZiamqKlpcXo0aN5+fKlVFdYWBg9evSQxuPAgQPJzMyssH1vH5u3tzd2dnbMmTMHU1NTVqxYQYcOHaQvtqo6XmfOnMn8+fPp1q1bpfuXK+t+O3XqVKZOnYq2tjb16tVj0aJFCtdYfn4+7u7uNGrUCHV1dbp27SqNYTlfX1+aNGki3QPXr18vgsKCIAiCIAiCIPypRLD2AwkODsbe3h6ZTEZeXh49e/bkzp07BAcHk5iYyNy5c6XAz9GjR5kxYwazZ8/mypUrTJo0ifHjx3PmzBmFOpctW8aIESNISkqif//+ODk58eTJE5o0acKRI0cASE1NJScnRwq6rF69mr1797Jt2zauXr2Km5sbX375JZGRkQp1L1iwAC8vL+Li4lBWVpYCUCNHjmT27Nm0adOGnJwccnJyFDJUg4ODGTx4MFA8zbd37960bt2ac+fOERUVhb29PYWFhQDMnTuXI0eO4O/vz6VLl2jZsiW2trY8efKEGjVq4OjoSEBAgEK79u3bR/fu3WnWrFmpc5yXl8fAgQNp3bo1Fy9eZOnSpbi7u1e7r/Lz81FRUVF4TVVVldu3b0tB4qry9/enXr16XLhwgWnTpvH1118zfPhwrKysuHTpEp9//jljxoyRgijyIPWhQ4dITk5m8eLFfPvttxw8eFCqc82aNezbt489e/YQHR3N8+fPS02Xr2o/l3T+/HlcXFyYOnUqCQkJ2NjYsHLlSoUyeXl59O/fn/DwcOLj47Gzs8Pe3p7s7GwAAgMDady4McuXL5fGB8Aff/xBx44dCQkJ4cqVK0ycOJExY8Zw4cIFoHg5C0dHR7766itSUlKIiIhg6NChUqBl3759LF68mO+++46UlBRWrVrFokWL8Pf3B5DqOX36NDk5OQQGBkptDg4OlqZYnzhxgkePHjF37twyz4E8KHPnzh369+9P586dSUxMxMfHh127dknnY/jw4Tx+/Fjhmnzy5AlhYWE4OTmVWbeXlxd+fn7s3r2bqKgonjx5wtGjR8vtj7Lk5+cDKIzPGjVqSAHI8lTl2qhs7Lm7uzNixAjs7OykvrWysgJAU1MTPz8/kpOT8fb2xtfXlw0bNkh1Ozk50bhxY2JjY7l48SLz58+XvtDJzMzEzs6OYcOGkZSUxE8//URUVBRTp04Fyh9TAFevXuXBgwf06tULb29vLC0tcXV1lcrJl0cAmD9/Pp6enqSkpNCuXbtKx3J5yrvvyj179oyoqKhSsyg8PT05cuSIQpC6pMrGnJy/vz+1atUiOjqabdu2Sa8vXbqULVu2EBMTw61btxgxYgQbN24kICCAkJAQTp48yebNm6XyL168YNasWcTFxREeHk6NGjUYMmRIqS8gSnr72M6dO0efPn0Uytja2nLu3Dng3cfru/L390dZWZkLFy7g7e3N+vXr2blzp/T+1KlTOXfuHAcOHCApKYnhw4crLMsQHR3N5MmTmTFjBgkJCfTt25fvvvuuwn3m5+fz/PlzhR9BEARBEARBEITqUP7QDfhfFRQUJAUvAgICePjwIbGxsejq6gLQsmVLqey6detwdnZmypQpAMyaNYvffvuNdevWSRmzUJxZ5OjoCMCqVavYtGkTFy5cwM7OTqq3fv36UgAqPz+fVatWcfr0aSwtLQFo0aIFUVFRbN++XWHpgu+++076ff78+QwYMIA//vgDVVVVNDQ0UFZWxsDAQOEY79y5Q1JSkrSG7Pfff0+nTp0UMiDbtGkDFAcKfHx88PPzk8r7+vpy6tQpdu3axZw5c3BycsLLy4vs7GyaNm3KmzdvOHDgQLnr/gYEBPDmzRt27dqFiooKbdq04fbt23z99ddV66T/z9bWFjc3N5ydnbGxsSEjIwMvLy+gOKjYvHnzKtdlbm4utdfDwwNPT0/q1auHq6srAIsXL8bHx4ekpCS6detGzZo1WbZsmbS9oaEh586d4+DBg4wYMQKAzZs34+HhIWVfbtmyRWGdyOr0c0nyLDl5INPIyIiYmBjCwsIUjsfc3Fz6fcWKFRw9epTg4GCmTp2Krq4uSkpKaGpqKoyPRo0aKQQHp02bxokTJzh48CBdunQhJyeHgoIChg4dKgXizczMpPJLlizBy8uLoUOHSuclOTmZ7du3M27cOPT09ACoW7duqXEZFBQkfYEgD8qYmJiUeQ7ktm7dSpMmTdiyZQsymQwTExPu3r3LvHnzWLx4MTo6OvTr14+AgAB69+4NFGcG16tXT+EaLWnjxo14eHhIx7Bt2zZOnDhRYTveZmJiQtOmTfHw8GD79u2oq6uzYcMGbt++rRDEfFtVro3Kxp6Ghgaqqqrk5+eXOsclr8nmzZvj7u7OgQMHpLGUnZ3NnDlzpPPeqlUrqfzq1atxcnKS1ppt1aoVmzZtomfPnvj4+JQ7pqC4b21tbalVq5b0o6amVqocwPLly+nbt6/0u66uboVjuTwV3XcBjh8/Trt27WjYsKHCdh06dGDEiBHMmzevzLWMKxtzNWrUkM7P999/L20n7/eVK1fSvXt3AFxcXPDw8CAzM1OaQfDFF19w5swZ5s2bB8CwYcMU9r9792709PRITk6mbdu2ZR7728d279499PX1Fcro6+tz79494N3H67tq0qQJGzZsQCaTYWxszOXLl9mwYQOurq5kZ2ezZ88esrOzpfa7u7sTFhbGnj17WLVqFZs3b6Zfv37SvUp+D/zll1/K3efq1asVrhtBEARBEARBEITqEpm1H0BKSgp3796VgjoJCQlYWFhIAdWyyss/dMt1796dlJQUhdfatWsn/b+6ujpaWlo8ePCg3HZkZGTw8uVL+vbti4aGhvSzd+/eUtNfS9bdoEEDgArrhuIMRvm0Wvlxyo/5bZmZmbx+/VrhOGvWrEmXLl2k42zfvj2mpqZSdm1kZCQPHjxg+PDhZdYpz5grmcUlD1ZWh6urK1OnTmXgwIHUqlWLbt26MWrUKKA4Kyw7O1vh/K1atarcukqeRyUlJerWrasQhJQHOkqe2x9++IGOHTuip6eHhoYGO3bskLL9cnNzuX//Pl26dFGot2PHjtLvVennNm3aSK/Lg+UpKSl07dpVof1vn7+8vDzc3d0xNTWlTp06aGhokJKSUmk2YmFhIStWrMDMzAxdXV00NDQ4ceKEtJ25uTm9e/fGzMyM4cOH4+vrKy2X8eLFCzIzM3FxcVE4npUrV1Y6bfv58+dERkZKmYAVLWNRUkpKCpaWlgpT7rt3705eXh63b98GirNFjxw5ImUP7tu3j1GjRklBtZJyc3PJyclROL/Kysp06tSpSu2Rq1mzJoGBgaSlpaGrq4uamhpnzpyhX79+0n4nT56scJ7kx1OVa6OisVeRn376ie7du2NgYICGhgYLFy5U2G7WrFlMmDCBPn364OnpqdBviYmJ+Pn5KbTZ1taWN2/ecOPGjQr3+/ZyAxV5+1y/61iu7L5bUZtWrlzJv//9b06ePFnqvaqMOUDhWi+vXfr6+tKSFCVfK9nO9PR0HB0dadGiBVpaWtKXUBUdf3XON1RtvL5P3bp1Uzh/lpaWpKenU1hYyOXLlyksLMTIyEhhrEVGRkrjMTU1VeHeCpT6/W0eHh7k5uZKP7du3XrvxyUIgiAIgiAIwj+byKz9AIKDg+nbt68UKFFVVX0v9cqnEcvJZLIKp7DKn94dEhJCo0aNFN57+yFdJeuWf/itqG74v7Uj5d7HcTo5OREQEMD8+fMJCAjAzs6u2g9tqi6ZTMaaNWtYtWoV9+7dQ09PT8qEa9GiBTo6OiQkJEjlywu6Q9l9VNG5PXDgAO7u7nh5eWFpaYmmpiZr165VWM+4MlXp5+PHj0trilann9zd3Tl16hTr1q2jZcuWqKqq8sUXX1T6oKO1a9fi7e3Nxo0bMTMzQ11dnZkzZ0rbKSkpcerUKWJiYqTp2gsWLOD8+fPSA558fX1LBZOVlJQq3G9oaCitW7eWpsMbGRkBcO3atXcK5Jdkb29PUVERISEhdO7cmX//+98KU///LB07diQhIYHc3FxevXqFnp4eXbt2lYKRy5cvf6flP9517J07dw4nJyeWLVuGra0t2traHDhwQMpGh+Ip+qNHjyYkJITQ0FCWLFnCgQMHGDJkCHl5eUyaNInp06eXqrtp06bl7jcnJ4f4+HgGDBhQpeNTV1dX+P1dx3JF991Xr14RFhZW7oOyPvnkE1xdXZk/fz67du2qUrsrO46y2vX2febtdkLx+G3WrBm+vr7S+stt27Yt9/jLOjYDAwPu37+vUO7+/fsKmc2Vjde/Sl5eHkpKSly8eLHUfUP+pca7qF279js95FIQBEEQBEEQBEFOZNZ+ACWnYUNxBlRCQoLCOoclmZqaEh0drfBadHQ0rVu3rvI+a9WqBSCtDwvQunVrateuTXZ2Ni1btlT4Kbm2Y1XqLlkvFH8QPnPmTKnjLGu6LyA9PK3kcb5+/ZrY2FiF4xw9ejRXrlzh4sWLHD58uNz1QKH4vCUlJfHHH39Ir/32229VPq63KSkp0ahRI2rVqsX+/fuxtLRET08PZWVlhXNXUbC2uqKjo7GysmLKlClYWFjQsmVLhSxEbW1t9PX1pQexQXEfX7p0Sfq9Kv3crFkz6TV5QNfU1LRUYO7t8xcdHY2zszNDhgzBzMwMAwMDsrKyFMqUNT6io6MZPHgwX375Jebm5rRo0YK0tDSFMjKZjO7du7Ns2TLi4+OpVasWR48eRV9fn4YNG3L9+vVSxyN/sFhZ4x1KX3uff/459erVU5hGXtKzZ8+kc3Hu3DmFTNzo6Gg0NTVp3LgxULwO59ChQ9m3bx/79+/H2NiYDh06lFmvtrY2DRo0UDi/BQUFXLx4sczyVaGtrY2enh7p6enExcVJx1m/fn2FcyQ/nsqujcrGHpTdtzExMTRr1owFCxbQqVMnWrVqVebazkZGRri5uXHy5EmGDh3Knj17gOLlAZKTk0v1bcuWLaV+LWu/x44dw8rKSuH6K6tceaoylqsrIiICHR0dheUV3rZ48WLS0tI4cOCAwutVGXPvy+PHj0lNTWXhwoX07t0bU1NTKZO9PGUdm6WlZal7/KlTp8r8IqS88fo+lXX/atWqFUpKSlhYWFBYWMiDBw9KjTN5cNnY2Fjh3gqU+l0QBEEQBEEQBOF9E8Hav9iDBw+Ii4tj4MCB0muOjo4YGBjg4OBAdHQ0169f58iRI9JDWebMmYOfnx8+Pj6kp6ezfv16AgMDq5Ut16xZM2QyGb/88gsPHz4kLy8PTU1N3N3dcXNzw9/fn8zMTC5dusTmzZulBzVVRfPmzblx4wYJCQk8evSI/Px8wsLCMDIyUljP1cPDg9jYWKZMmUJSUhLXrl3Dx8eHR48eoa6uztdff82cOXMICwsjOTkZV1dXXr58iYuLi8K+rKyscHFxobCwsMIpuKNHj0Ymk+Hq6kpycjLHjx9n3bp1pcplZGSQkJDAvXv3+P3330lISCAhIUHKKHv06BHbtm3j2rVrJCQkMGPGDA4dOqTwVPg/S6tWrYiLi+PEiROkpaWxaNGiUsGCadOmsXr1aoKCgkhNTWXGjBk8ffpUytJ9136ePn06YWFhrFu3jvT0dLZs2aKwXq28fYGBgSQkJJCYmMjo0aNLZVw3b96cs2fPcufOHR49eiRtJ8+cTUlJYdKkSQoZeefPn2fVqlXExcWRnZ1NYGAgDx8+xNTUFCh+qNPq1avZtGkTaWlpXL58mT179rB+/XqgOECpqqpKWFgY9+/fJzc3l4KCAkJDQxXGjLq6Ojt37iQkJIRBgwZx+vRpsrKyiIuLY+7cuUyePBmAKVOmcOvWLaZNm8a1a9cICgpiyZIlzJo1S2H6tpOTEyEhIezevbvCLxIAZsyYgaenJz///DPXrl1jypQpUnBYLi8vTxqPgHSdlZyafujQISIiIrh+/TpBQUH07dsXBwcHPv/883L3XZVroypjr3nz5iQlJZGamsqjR494/fo1rVq1Ijs7mwMHDpCZmcmmTZsUHpz2+++/M3XqVCIiIrh58ybR0dHExsZKfTtv3jxiYmKkB9ulp6cTFBSksG5sWWPq7Ux+ebnz58+TlZXFo0ePKpwNUJWxXF1ltelt+vr6zJo1i02bNim8XtUx9z7o6OhQt25dduzYQUZGBr/++iuzZs2qcJuyjm3GjBmEhYXh5eXFtWvXWLp0KXFxcQp9V5Xxeu/ePRISEsjIyADg8uXLpb7Q7N27N1u2bKmwjdnZ2cyaNYvU1FT279/P5s2bmTFjBlD8ZYGTkxNjx44lMDCQGzducOHCBVavXk1ISAhQfG89fvw469evJz09ne3btxMaGqqwtIIgCIIgCIIgCML7JoK1f7Fjx47RpUsX6tWrJ71Wq1YtTp48Sf369enfvz9mZmZ4enpKUzMdHBzw9vZm3bp1tGnThu3bt7Nnzx6sra2rvN9GjRqxbNky5s+fj76+vvThecWKFSxatIjVq1djamqKnZ0dISEhUoZiVQwbNgw7OztsbGzQ09Nj//79Za5laGRkxMmTJ0lMTKRLly5YWloSFBSEsnLxahyenp4MGzaMMWPG0KFDBzIyMjhx4gQ6OjoK9Tg5OZGYmMiQIUMqnLKvoaHBsWPHuHz5MhYWFixYsIA1a9aUKjdhwgQsLCzYvn07aWlpWFhYYGFhwd27d6Uy/v7+dOrUie7du3P16lUiIiIqXbvwfZg0aRJDhw5l5MiRdO3alcePH0sPmpObN28ejo6OjB07FktLS2mNz5Lrkb5LP3fr1g1fX1+8vb0xNzfn5MmTpR7mtn79enR0dLCyssLe3h5bW9tS2aTLly8nKyuLTz75RHrw18KFC+nQoQO2trZYW1tLX1bIaWlpcfbsWfr374+RkRELFy7Ey8tLWk93woQJ7Ny5kz179mBmZkbPnj3x8/OTjkdZWZlNmzaxfft2GjZsyODBg4mMjERDQ6NU+wYPHkxMTAw1a9Zk9OjRmJiY4OjoSG5uLitXrgSKr5/jx49z4cIFzM3NmTx5Mi4uLqXOR69evdDV1SU1NZXRo0eXe24BZs+ezZgxYxg3bpy0zID8IXFycXFx0niE4rVeLSwsWLx4sVQmJyeHMWPGYGJiwvTp0xkzZgz79++vcN9VuTaqMvZcXV0xNjamU6dO6OnpER0dzaBBg3Bzc2Pq1Km0b9+emJgYFi1aJG2jpKTE48ePGTt2LEZGRowYMYJ+/fpJD2Vq164dkZGRpKWl8emnn0rHW/IBXW+PqRcvXhAeHl7qnuPu7o6SkhKtW7dGT0+vwvVXqzKWq6sqwVp5O9+eel/VMfc+1KhRgwMHDnDx4kXatm2Lm5sba9eurXCbso7NysqKgIAAduzYgbm5OYcPH+bnn39WeEBZVcbrtm3bsLCwkB68+Nlnn2FhYUFwcLBUJjMzUwrUl2fs2LH8/vvvdOnShW+++YYZM2YwceJE6f09e/YwduxYZs+ejbGxMQ4ODsTGxkrLbXTv3p1t27axfv16zM3NCQsLw83NTeHeKgiCIAiCIAiC8L7Jiqr6hB3hvRg0aBA9evSQnor+T1RQUIC+vj6hoaF/SUBTUPTmzRtMTU0ZMWIEK1as+NDN+WhMnz6dgoICtm7d+qGbIrxngYGBLFy4kOTk5A/dFMmlS5fo1asXDx8+LLVe7N/dx3hsjo6OKCkp8a9//QsAa2tr2rdv/95nQLi6unLt2jX+/e9/V6n88+fP0dbW5oqHKZoqFa+pLQiCIAiCIAjC+9N08eUP3QQF8s8Gubm5aGlpVVhWPGDsL9ajRw8cHR0/dDP+VE+ePMHNzY3OnTt/6Kb8T7h58yYnT56kZ8+e5Ofns2XLFm7cuFFpZuf/mrZt2/7XDxETPk4aGhplZs1/SAUFBWzevPmjCWa+Tx/TsRUUFJCWlsa5c+eYNGnSe69/3bp19O3bF3V1dUJDQ/H39xdf+AiCIAiCIAiC8KcSmbWC8Dd369YtRo0axZUrVygqKqJt27Z4enry2WeffeimCYIg/KkSEhKwsrLCxsaGf/3rX9KyOe8rs3bEiBFERETwn//8hxYtWjBt2jRpLeuqEJm1giAIgiAIgvBh/J0za0WwVhAEQRAE4U9QnX+QCYIgCIIgCILwz1WdzwbiAWOCIAiCIAiCIAiCIAiCIAgfARGsFQRBEARBEARBEARBEARB+AiIYK0gCIIgCIIgCIIgCIIgCMJHQARrBUEQBEEQBEEQBEEQBEEQPgLKH7oBgiAIgiAI/2R9t/VFWVX8k0sQBEEQBEEQ/irR06I/dBPemcisFQRBEARBEARBEARBEARB+AiIYK0gCIIgCIIgCIIgCIIgCMJHQARrBUEQBEEQBEEQBEEQBEEQPgIiWPsPJZPJ+Pnnn8t9PysrC5lMRkJCwp/eFmdnZxwcHP70/fyV/Pz8qFOnzoduxt/S0qVLad++fYVlPuSY+Suvjb+r5s2bs3Hjxj99P+/rOhN9WjWV/d34mIk+FgRBEARBEAThn+KjCNaOHz+ehQsX/iX7ioiIQCaT8ezZs/ded2VBKENDQ06fPv3e91uWnJwc+vXrV61tpk+fTseOHaldu3a5x3Hw4EHat2+PmpoazZo1Y+3atZXW6+3tjZ+fX7Xa8k/0VwW4SqosgLFs2TK+/PJL6ff4+HiGDx+Ovr4+KioqtGrVCldXV9LS0t5bm9zd3QkPD6/WNmfPnsXe3p6GDRuWG1C6f/8+zs7ONGzYEDU1Nezs7EhPT39Pra7YhwouVzSmIiMjadKkCQDW1tbMnDnzve03NjaWiRMnVnu7mzdvoqqqyvjx4zE1NS2zTHZ2NkpKSgQHBzNy5Mj3OvYqYm1tjUwmQyaToaKiQuvWrdm6detfsu+Pxbv83QDw9/enR48eABQVFbF48WIaNGiAqqoqffr0Kfc6zM/Pp3379qXuUUuXLpX6ouSPurp6uW1o0qQJOTk5tG3bttrtFwRBEARBEARB+Jh88GBtYWEhv/zyC4MGDfrQTflTJSUl8fTpU3r27PmX7M/AwIDatWtXe7uvvvqKkSNHlvleaGgoTk5OTJ48mStXrrB161Y2bNjAli1bKqxTW1tbZKF+pIKCgqRr75dffqFbt27k5+ezb98+UlJS+Ne//oW2tjaLFi16b/vU0NCgbt261drmxYsXmJub88MPP5T5flFREQ4ODly/fp2goCDi4+Np1qwZffr04cWLF++j2X87QUFB2NvbV7l8UVERBQUFVSqrp6eHmpraO7XJxsaGGTNmcO3aNWJiYkqV8fPzo379+vTv3x9VVVXq169fbn2vXr2qdhsq4urqSk5ODsnJyYwYMYJvvvmG/fv3v9d9fMze9e9GyfvI999/z6ZNm9i2bRvnz59HXV0dW1tb/vjjj1LbzZ07l4YNG5Z63d3dnZycHIWf1q1bM3z48HLboKSkhIGBAcrKytVuvyAIgiAIgiAIwsfkgwdrY2JiqFmzJp07dwbg9u3bODo6oquri7q6Op06deL8+fNSeR8fHz755BNq1aqFsbExP/74o0J9MpmMnTt3MmTIENTU1GjVqhXBwcFAcZahjY0NADo6OshkMpydnQF48+YNq1evxtDQEFVVVczNzTl8+LBUrzwjNzw8nE6dOqGmpoaVlRWpqalAcYBh2bJlJCYmSllAJbNJg4KCsLOzo2bNmgBER0djbW2NmpoaOjo62Nra8vTpU6A422j69OnUr18fFRUVevToQWxsrNTOxo0b4+Pjo3Dc8fHx1KhRg5s3b0rnoWT24YULF7CwsEBFRYVOnToRHx9fqi82bdrEN998Q4sWLcrsqx9//BEHBwcmT55MixYtGDBgAB4eHqxZs4aioqIyt4HSWYfW1tZMmzaNmTNnoqOjg76+Pr6+vrx48YLx48ejqalJy5YtCQ0NlbYpLCzExcVF6h9jY2O8vb0V9lNQUMD06dOpU6cOdevWZd68eYwbN05h35X1c3n8/Pxo2rQpampqDBkyhMePHyu8n5mZyeDBg9HX10dDQ4POnTsrZFFbW1tz8+ZN3NzcpPEB8PjxYxwdHWnUqBFqamqYmZmVCg4dPnwYMzMzVFVVqVu3bqkA5M6dOzE1NUVFRQUTExOFbEBDQ0MALCwskMlkWFtbS+/dunWLq1evYmdnx8uXLxk/fjz9+/cnODiYPn36YGhoSNeuXVm3bh3bt2+XtouMjKRLly7Url2bBg0aMH/+fCnIt2PHDho2bMibN28UjmHw4MF89dVXQOkM9MLCQmbNmiX129y5c0uNp379+rFy5UqGDBlSZv+kp6fz22+/4ePjQ+fOnTE2NsbHx4fff/+90mBbZddGZWNv6dKl+Pv7ExQUJPVtREQEAPPmzcPIyAg1NTVatGjBokWLeP36tbRtYmIiNjY2aGpqoqWlRceOHYmLi5Pej4qK4tNPP0VVVZUmTZowffp0qe/LG1NywcHBDBo0CGdnZyIjI/H29pbKZWVlSfe00NBQKaM+Kiqq0rEMpTN6K7rvliQP6rVv354OHTqwe/duhfeLiorw8/Nj3LhxKCsrl1oGQT52du7ciaGhISoqKgCEhYXRo0cPaQwNHDiQzMzM8rq8XGpqahgYGNCiRQuWLl2qcBzW1tZMnz6duXPnoquri4GBAUuXLlXY/tmzZ0yYMAE9PT20tLTo1asXiYmJ0vtlZWDPnDlT4bp8l/sjVHxdVrX9b//dqGz8Avzxxx+cPHmSQYMGUVRUxMaNG1m4cCGDBw+mXbt27N27l7t375bKhg8NDeXkyZOsW7euVD9oaGhgYGAg/dy/f5/k5GRcXFxKlZV7exaBfHyHhITQrl07VFRU6NatG1euXFHYrqJrDIqzjQcMGICqqiqGhoYEBAR8kFkSgiAIgiAIgiD87/jgwdrg4GDs7e2RyWTk5eXRs2dP7ty5Q3BwMImJicydO1cK/Bw9epQZM2Ywe/Zsrly5wqRJkxg/fjxnzpxRqHPZsmWMGDGCpKQk+vfvj5OTE0+ePKFJkyYcOXIEgNTUVHJycqSgy+rVq9m7dy/btm3j6tWruLm58eWXXxIZGalQ94IFC/Dy8iIuLg5lZWUpADVy5Ehmz55NmzZtpEygkhmqwcHBDB48GICEhAR69+5N69atOXfuHFFRUdjb21NYWAgUZxsdOXIEf39/Ll26RMuWLbG1teXJkyfUqFEDR0dHAgICFNq1b98+unfvTrNmzUqd47y8PAYOHEjr1q25ePEiS5cuxd3dvdp9lZ+fLwVH5FRVVbl9+7YUJK4qf39/6tWrx4ULF5g2bRpff/01w4cPx8rKikuXLvH5558zZswYXr58CfxfkPrQoUMkJyezePFivv32Ww4ePCjVuWbNGvbt28eePXuIjo7m+fPnpQIEVe3nks6fP4+LiwtTp04lISEBGxsbVq5cqVAmLy+P/v37Ex4eTnx8PHZ2dtjb25OdnQ1AYGAgjRs3Zvny5dL4gOJAR8eOHQkJCeHKlStMnDiRMWPGcOHCBaA4UODo6MhXX31FSkoKERERDB06VApm7tu3j8WLF/Pdd9+RkpLCqlWrWLRoEf7+/gBSPadPnyYnJ4fAwECpzcHBwVhbW6OlpcWJEyd49OgRc+fOLfMcyANmd+7coX///nTu3JnExER8fHzYtWuXdD6GDx/O48ePFa7JJ0+eEBYWhpOTU5l1e3l54efnx+7du4mKiuLJkyccPXq03P4oS35+PoDC+KxRo4YUgCxPVa6Nysaeu7s7I0aMwM7OTupbKysrADQ1NfHz8yM5ORlvb298fX3ZsGGDVLeTkxONGzcmNjaWixcvMn/+fOkLnczMTOzs7Bg2bBhJSUn89NNPREVFMXXqVKD8MQVw9epVHjx4QK9evfD29sbS0lLKGs3JyZGWRwCYP38+np6epKSk0K5du0rHcnnKu+/KPXv2jKioKCkD08XFhYMHDyoExiIiIrhx44Z0Xy1LRkYGR44cITAwUArMvXjxglmzZhEXF0d4eDg1atRgyJAhpb40qC5VVVWF7F1/f3/U1dU5f/4833//PcuXL+fUqVPS+8OHD+fBgweEhoZy8eJFOnToQO/evRXOQ1VU9/5Y2XVZ1fa/rbLxCxAeHk6jRo0wMTHhxo0b3Lt3jz59+kjva2tr07VrV86dOye9dv/+fVxdXfnxxx+rlKG9c+dOjIyM+PTTT6t0/kqaM2cOXl5exMbGoqenh729vRRwruwaAxg7dix3794lIiKCI0eOsGPHDh48eFDu/vLz83n+/LnCjyAIgiAIgiAIQnV88PmCQUFB0oe/gIAAHj58SGxsLLq6ugC0bNlSKrtu3TqcnZ2ZMmUKALNmzeK3335j3bp1UsYsFGcvOTo6ArBq1So2bdrEhQsXsLOzk+qtX7++FIDKz89n1apVnD59GktLSwBatGhBVFQU27dvV1i64LvvvpN+nz9/PgMGDOCPP/5AVVUVDQ0NlJWVMTAwUDjGO3fukJSUJK0F+P3339OpUyeFDMg2bdoAxUEHHx8f/Pz8pPK+vr6cOnWKXbt2MWfOHJycnPDy8iI7O5umTZvy5s0bDhw4UO66vwEBAbx584Zdu3ahoqJCmzZtuH37Nl9//XXVOun/s7W1xc3NDWdnZ2xsbMjIyMDLywsoDio2b968ynWZm5tL7fXw8MDT05N69erh6uoKwOLFi/Hx8SEpKYlu3bpRs2ZNli1bJm1vaGjIuXPnOHjwICNGjABg8+bNeHh4SNmXW7Zs4fjx49I21ennkry9vbGzs5MCmUZGRsTExBAWFqZwPObm5tLvK1as4OjRowQHBzN16lR0dXVRUlJCU1NTYXw0atRIITg4bdo0Tpw4wcGDB+nSpQs5OTkUFBQwdOhQKRBvZmYmlV+yZAleXl4MHTpUOi/Jycls376dcePGoaenB0DdunVLjcugoCDpCwT5mpImJiZlngO5rVu30qRJE7Zs2YJMJsPExIS7d+8yb948Fi9ejI6ODv369SMgIIDevXsDxZnB9erVU7hGS9q4cSMeHh7SMWzbto0TJ05U2I63mZiY0LRpUzw8PNi+fTvq6ups2LCB27dvKwQx31aVa6OysaehoYGqqir5+fmlznHJa7J58+a4u7tz4MABaSxlZ2czZ84c6by3atVKKr969WqcnJyktWZbtWrFpk2b6NmzJz4+PuWOKSjuW1tbW2rVqiX9yLNG37Z8+XL69u0r/a6rq1vhWC5PRfddgOPHj9OuXTtp2vvo0aOZPXs2hw4dkmY47Nmzhx49emBkZFTufl69esXevXulsQ0wbNgwhTK7d+9GT0+P5OTkd1rDtLCwkP3795OUlKSwNm+7du1YsmQJUNwfW7ZsITw8nL59+xIVFcWFCxd48OCBtJTAunXr+Pnnnzl8+HC11vit7v2xsuuyRo0alba/LJWNX1BcAuHevXsA6OvrK9Sjr68vvVdUVISzszOTJ0+mU6dOZGVlVXgu/vjjD/bt28f8+fOrdO7etmTJEun4/P39ady4MUePHmXEiBGVXmNZWVmcPn2a2NhYOnXqBBQHjktep29bvXq1wv1CEARBEARBEAShuj5oZm1KSgp3796VgjoJCQlYWFhIAdWyynfv3l3hte7du5OSkqLwWrt27aT/V1dXR0tLq8JMmIyMDF6+fEnfvn3R0NCQfvbu3VtqKm3Juhs0aABQYd1QnMEon6IrP075Mb8tMzOT169fKxxnzZo16dKli3Sc7du3x9TUVMqujYyM5MGDB+Wu5yfPmCuZdSgPVlaHq6srU6dOZeDAgdSqVYtu3boxatQooDiLMTs7W+H8rVq1qty6Sp5HJSUl6tatqxCElH/YL3luf/jhBzp27Iienh4aGhrs2LFDyvbLzc3l/v37dOnSRaHejh07Sr9XpZ/btGkjvS4PlqekpNC1a1eF9r99/vLy8nB3d8fU1JQ6deqgoaFBSkpKpdmIhYWFrFixAjMzM3R1ddHQ0ODEiRPSdubm5vTu3RszMzOGDx+Or6+vtFzGixcvyMzMxMXFReF4Vq5cWekU8OfPnxMZGSkFWSpaxqKklJQULC0tFabcd+/enby8PG7fvg0UZ4seOXJEynbdt28fo0aNkgJGJeXm5pKTk6NwfpWVlaXASFXVrFmTwMBA0tLS0NXVRU1NjTNnztCvXz9pv5MnT1Y4T/Ljqcq1UdHYq8hPP/1E9+7dMTAwQENDg4ULFypsN2vWLCZMmECfPn3w9PRU6LfExET8/PwU2mxra8ubN2+4ceNGhfstGUCrzNvn+l3HcmX33bfbVKdOHYYOHSothfD8+XOOHDlS4VR3gGbNmikEaqH4ywZHR0datGiBlpaW9MVRVfqopK1bt0rBd1dXV9zc3BQC9yWPEYr/BsiPMTExkby8POrWravQZzdu3Kj2kgzVvT9W5bqsrP1lqWz8FhUVcezYsWqtOb9582b+85//4OHhUaXyR48e5T//+Q/jxo2r8j5KKnk96+rqYmxsLP0trewaS01NRVlZmQ4dOkh1tGzZEh0dnXL35+HhQW5urvRz69atd2q3IAiCIAiCIAj/uz5oZm1wcDB9+/aVAiWqqqrvpV75NGI5mUxW4XTYvLw8AEJCQmjUqJHCe28/bKVk3fIPxpVNtZWvHSn3Po7TycmJgIAA5s+fT0BAAHZ2dtV+aFN1yWQy1qxZw6pVq7h37x56enqEh4cDxRmqOjo6Ck/0Li/oDmX3UUXn9sCBA7i7u+Pl5YWlpSWampqsXbtWYT3jylSln48fPy5Nka1OP7m7u3Pq1CnWrVtHy5YtUVVV5Ysvvqj0AUhr167F29ubjRs3YmZmhrq6OjNnzpS2U1JS4tSpU8TExHDy5Ek2b97MggULOH/+vDR92NfXt1QwWUlJqcL9hoaG0rp1a2k6vDyT8dq1a+8UyC/J3t6eoqIiQkJC6Ny5M//+979LTZ3+M3Ts2JGEhARyc3N59eoVenp6dO3aVQpGLl++/J2W/3jXsXfu3DmcnJxYtmwZtra2aGtrc+DAASkbHYrXYB09ejQhISGEhoayZMkSDhw4wJAhQ8jLy2PSpElMnz69VN1NmzYtd785OTnEx8czYMCAKh2furq6wu/vOpYruu++evWKsLAwvv32W4UyLi4u9O7dm4yMDM6cOYOSklKFD5Eqq71QPOaaNWuGr6+vtGZy27Ztq/0AMicnJxYsWICqqioNGjQo9QVDRceYl5dHgwYNpPWKS5J/UVejRo1SX4y8vQZseft5l789Vam3vDqqMn4vXLhAQUGBtOyHPHP7/v370peZ8t/l61T/+uuvnDt3rtTf1k6dOuHk5CQt4SK3c+dOBg4cWCpb932o7BpLS0urdp21a9d+p4e0CYIgCIIgCIIgyH3QYG1QUFCpKaY7d+7kyZMnZQb6TE1NiY6OVsiwiY6OpnXr1lXeZ61atQCk9WEBWrduTe3atcnOzi53KnxV6y5ZLxR/GDxz5ozCA8HatWtHeHh4mVMl5Q9Pi46Olqa9v379mtjYWGmqJhRPIV64cCEXL17k8OHDbNu2rdx2mZqa8uOPP/LHH39IgfHffvvtnY9TSUlJCnbu378fS0tLKdOt5LIV71N0dDRWVlbSEhiAQraatrY2+vr6xMbG8tlnnwHFfXzp0iUpSFCVfi5rzV9TU9NSgbm3z190dDTOzs7SEgx5eXmlpveWNT6io6MZPHgwX375JVAcfElLS1MY0zKZjO7du9O9e3cWL15Ms2bNOHr0KLNmzaJhw4Zcv3693PVgyxrvoLgEAsDnn39OvXr1+P7778tcL/bZs2fUqVMHU1NTjhw5QlFRkRQwio6ORlNTk8aNGwPF68YOHTqUffv2kZGRgbGxsUJmWkna2to0aNCA8+fPS/1WUFAgrff5LrS1tYHibMu4uDhWrFgBFC99Ur9+fYWyVbk2Kht7UHbfxsTE0KxZMxYsWCC9VtbazkZGRhgZGeHm5oajoyN79uxhyJAhdOjQgeTk5AqvqbL2e+zYMaysrBTuoWWVK09VxnJ1RUREoKOjo7C8AoCNjQ2Ghobs2bOHM2fOMGrUqDKDsRV5/Pgxqamp+Pr6SmuaVrROcUW0tbXf+R7WoUMH7t27h7KycrlLwujp6ZV6wFVCQkKpIGp1VeW6rK6qjN+goCAGDBggfTlkaGiIgYEB4eHh0n33+fPnnD9/XspQ3rRpk8Jaunfv3sXW1paffvqp1JdON27c4MyZM2U+rK6qfvvtN+nLjadPn5KWloapqSlApdeYsbExBQUFxMfHS7M0MjIypNkNgiAIgiAIgiAIf4YPtgzCgwcPiIuLY+DAgdJrjo6OGBgY4ODgQHR0NNevX+fIkSPSg0nmzJmDn58fPj4+pKens379egIDA6uVLdesWTNkMhm//PILDx8+JC8vD01NTdzd3XFzc8Pf35/MzEwuXbrE5s2bS2X5VKR58+bcuHGDhIQEHj16RH5+PmFhYRgZGSl8ePfw8CA2NpYpU6aQlJTEtWvX8PHx4dGjR6irq/P1118zZ84cwsLCSE5OxtXVlZcvXypMD27evDlWVla4uLhQWFhY4TTU0aNHI5PJcHV1JTk5mePHj5f5BO6MjAwSEhK4d+8ev//+OwkJCSQkJEjZaY8ePWLbtm1cu3aNhIQEZsyYwaFDh/6Sp2K3atWKuLg4Tpw4QVpaGosWLSI2NlahzLRp01i9ejVBQUGkpqYyY8YMnj59KgUv3rWfp0+fTlhYGOvWrSM9PZ0tW7YorFcrb5/8gUeJiYmMHj26VMZa8+bNOXv2LHfu3OHRo0fSdvLM2ZSUFCZNmsT9+/elbc6fP8+qVauIi4sjOzubwMBAHj58KAUbli1bxurVq9m0aRNpaWlcvnyZPXv2sH79eqA4QKmqqkpYWBj3798nNzeXgoICQkNDFcaMuro6O3fuJCQkhEGDBnH69GmysrKIi4tj7ty5TJ48GYApU6Zw69Ytpk2bxrVr1wgKCmLJkiXMmjVLIQvRycmJkJAQdu/eXW4gWW7GjBl4enry888/c+3aNaZMmcKzZ88UyuTl5UnjEZCus5JTsg8dOkRERATXr18nKCiIvn374uDgwOeff17uvqtybVRl7DVv3pykpCRSU1N59OgRr1+/plWrVmRnZ3PgwAEyMzPZtGmTQiD8999/Z+rUqURERHDz5k2io6OJjY2V+nbevHnExMRID7ZLT08nKChIYd3YssbU25n88nLnz58nKyuLR48eVZiRWZWxXF1ltQmKv4j46quv8PHx4dy5c5UugVAWHR0d6taty44dO8jIyODXX39l1qxZ/1V730WfPn2wtLTEwcGBkydPkpWVRUxMDAsWLCAuLg6AXr16ERcXx969e0lPT2fJkiWlgrfvoqrXZXVUNn6hdL/KZDJmzpzJypUrCQ4O5vLly4wdO5aGDRvi4OAAFGestm3bVvqRZ/V/8sknpQLLu3fvpkGDBtKSNCUdPXq00jW2oTijPjw8nCtXruDs7Ey9evWktlR2jZmYmNCnTx8mTpzIhQsXiI+PZ+LEiaiqqiosOSEIgiAIgiAIgvA+fbBg7bFjx+jSpQv16tWTXqtVqxYnT56kfv369O/fHzMzMzw9PaWsHQcHB7y9vVm3bh1t2rRh+/bt7NmzB2tr6yrvt1GjRixbtoz58+ejr68vfShbsWIFixYtYvXq1ZiammJnZ0dISAiGhoZVrnvYsGHY2dlhY2ODnp4e+/fvL3PtSCMjI06ePEliYiJdunTB0tKSoKAglJWLE509PT0ZNmwYY8aMoUOHDmRkZHDixIlS6+Q5OTmRmJjIkCFDKpyyr6GhwbFjx7h8+TIWFhYsWLCANWvWlCo3YcIELCws2L59O2lpaVhYWGBhYcHdu3elMv7+/nTq1Inu3btz9epVIiIiFNaJ/bNMmjSJoUOHMnLkSLp27crjx48VMh2h+IO3o6MjY8eOxdLSUlp/sOR6pO/Sz926dcPX1xdvb2/Mzc05efJkqYe5rV+/Hh0dHaysrLC3t8fW1rZUZujy5cvJysrik08+kTKRFy5cSIcOHbC1tcXa2lr6skJOS0uLs2fP0r9/f4yMjFi4cCFeXl5S8GLChAns3LmTPXv2YGZmRs+ePfHz85OOR1lZmU2bNrF9+3YaNmzI4MGDiYyMRENDo1T7Bg8eTExMDDVr1mT06NGYmJjg6OhIbm6ulAnXqFEjjh8/zoULFzA3N2fy5Mm4uLiUOh+9evVCV1eX1NRURo8eXe65BZg9ezZjxoxh3Lhx0jID8qxOubi4OGk8QvFarxYWFixevFgqk5OTw5gxYzAxMWH69OmMGTOG/fv3V7jvqlwbVRl7rq6uGBsb06lTJ/T09IiOjmbQoEG4ubkxdepU2rdvT0xMDIsWLZK2UVJS4vHjx4wdOxYjIyNGjBhBv379pIz7du3aERkZSVpaGp9++ql0vPIHdEHpMfXixQvCw8NL3XPc3d1RUlKidevW6OnpVbiWa1XGcnWVF6yF4geT5ebm0qZNm1KZlVVRo0YNDhw4wMWLF2nbti1ubm6sXbv2v2rvu5DJZBw/fpzPPvuM8ePHY2RkxKhRo7h586Y0hd/W1pZFixYxd+5cOnfuzH/+8x/Gjh37X++7qtdldVQ2fjMzM8nIyMDW1lZhu7lz5zJt2jQmTpxI586dycvLIywsTOE+XBVv3rzBz88PZ2fnMpd1yc3NJTU1tdJ6PD09mTFjBh07duTevXscO3ZMmnFQlWts79696Ovr89lnnzFkyBBcXV3R1NSs9vEIgiAIgiAIgiBUlayoqk8Wes8GDRpEjx49FJ4q/U9TUFCAvr4+oaGhf0lAU1D05s0bTE1NGTFihDQVXijOFC4oKGDr1q0fuinCexYYGMjChQtJTk7+0E2RXLp0iV69evHw4cP/erq/8PFYv349p0+f5vjx4x+6KQCkpqZiYmJCeno6LVu2JCIiAhsbG54+fSqtGfw+3L59myZNmnD69OlyHxRa0vPnz9HW1qbLmi4oq37QlacEQRAEQRAE4X9K9LToD90EBfLPBrm5uWhpaVVY9oN9cujRoweOjo4favd/iSdPnuDm5kbnzp0/dFP+J9y8eZOTJ0/Ss2dP8vPz2bJlCzdu3Kg0s/N/Tdu2bf/rh4gJHycNDY0ys+Y/pIKCAjZv3iwCtf8wjRs3xsPD40M3Ayj+W3v48GG0tLSkhya+L7/++it5eXmYmZmRk5PD3Llzad68ubTGtiAIgiAIgiAIwvv2wTJrBeF9u3XrFqNGjeLKlSsUFRXRtm1bPD09xYdqQRCEf7AhQ4Zw8eJFPD09pS/n3ldm7YkTJ5g9ezbXr19HU1MTKysrNm7cWObDKMsiMmsFQRAEQRAE4cP4O2fWimCtIAiCIAjCn6A6/yATBEEQBEEQBOGfqzqfDT7YA8YEQRAEQRAEQRAEQRAEQRCE/yOCtYIgCIIgCIIgCIIgCIIgCB8BEawVBEEQBEEQBEEQBEEQBEH4CIhgrSAIgiAIgiAIgiAIgiAIwkdAPJpYEARBEAThT/TZwv0o1Vb90M0QBEEQBEEQhP8ZF9eO/dBNeGcis1YQBEEQBEEQBEEQBEEQBOEjIIK1giAIgiAIgiAIgiAIgiAIHwERrBUEQRAEQRAEQRAEQRAEQfgIiGCtUIpMJuPnn38u9/2srCxkMhkJCQl/elucnZ1xcHD40/fzV/Lz86NOnTofuhl/S0uXLqV9+/YVlvmQY+avvDb+rpo3b87GjRs/dDOqpCr9GRERgUwm49mzZ39Zu4R383cae4IgCIIgCIIg/O/62wdrx48fz8KFC/+Sff2ZH8orC0IZGhpy+vTp977fsuTk5NCvX79qbTN9+nQ6duxI7dq1yz2OgwcP0r59e9TU1GjWrBlr166ttF5vb2/8/Pyq1ZZ/og8RZKgsULVs2TK+/PJL6ff4+HiGDx+Ovr4+KioqtGrVCldXV9LS0t5bm9zd3QkPD6/WNmfPnsXe3p6GDRuW+0XE/fv3lZxWeQABAABJREFUcXZ2pmHDhqipqWFnZ0d6evp7anXFPlRwuaIxFRkZSZMmTQCwtrZm5syZ722/sbGxTJw4sdrb3bx5E1VVVfLy8gB4/vw5CxYswMTEBBUVFQwMDOjTpw+BgYEUFRW9l7Y2adKEnJwc2rZtW+1tS55DgHv37jFt2jRatGhB7dq1adKkCfb29qXGc0xMDP3790dHRwcVFRXMzMxYv349hYWFABw5cgQlJSXu3LlT5n5btWrFrFmzgNJ9Z21tjUwmQyaTUbt2bRo1aoS9vT2BgYFVOqbs7GwGDBiAmpoa9evXZ86cORQUFCiUiYiIoEOHDtSuXZuWLVuWef/+4YcfaN68OSoqKnTt2pULFy4ovP/HH3/wzTffULduXTQ0NBg2bBj3798vVY+fnx/t2rVDRUWF+vXr880331TY/ncde4IgCIIgCIIgCH+lv3WwtrCwkF9++YVBgwZ96Kb8qZKSknj69Ck9e/b8S/ZnYGBA7dq1q73dV199xciRI8t8LzQ0FCcnJyZPnsyVK1fYunUrGzZsYMuWLRXWqa2tLbJQP1JBQUHStffLL7/QrVs38vPz2bdvHykpKfzrX/9CW1ubRYsWvbd9amhoULdu3Wpt8+LFC8zNzfnhhx/KfL+oqAgHBweuX79OUFAQ8fHxNGvWjD59+vDixYv30ey/naCgIOzt7atcvqioqFTQrjx6enqoqam9U5tsbGzQ0NDg2bNnWFlZsXfvXjw8PLh06RJnz55l5MiRzJ07l9zc3GrXXxYlJSUMDAxQVlZ+p/bKz2FWVhYdO3bk119/Ze3atVy+fJmwsDBsbGwUAoxHjx6lZ8+eNG7cmDNnznDt2jVmzJjBypUrGTVqFEVFRQwaNIi6devi7+9fap9nz54lIyMDFxeXctvl6upKTk4OmZmZHDlyhNatWzNq1KhKg5iFhYUMGDCAV69eERMTg7+/P35+fixevFgqc+PGDQYMGICNjQ0JCQnMnDmTCRMmcOLECanMTz/9xKxZs1iyZAmXLl3C3NwcW1tbHjx4IJVxc3Pj2LFjHDp0iMjISO7evcvQoUMV2rN+/XoWLFjA/PnzuXr1KqdPn8bW1rbCY3jXsScIgiAIgiAIgvBX+lsHa2NiYqhZsyadO3cG4Pbt2zg6OqKrq4u6ujqdOnXi/PnzUnkfHx8++eQTatWqhbGxMT/++KNCfTKZjJ07dzJkyBDU1NRo1aoVwcHBQPGHbRsbGwB0dHSQyWQ4OzsD8ObNG1avXo2hoSGqqqqYm5tz+PBhqV55Rm54eDidOnVCTU0NKysrUlNTgeLsoGXLlpGYmChlPZXMRgoKCsLOzo6aNWsCEB0djbW1NWpqaujo6GBra8vTp08ByM/PZ/r06dSvXx8VFRV69OhBbGys1M7GjRvj4+OjcNzx8fHUqFGDmzdvSuehZPbhhQsXsLCwQEVFhU6dOhEfH1+qLzZt2sQ333xDixYtyuyrH3/8EQcHByZPnkyLFi0YMGAAHh4erFmzpsIsuLezDq2trZk2bRozZ85ER0cHfX19fH19efHiBePHj0dTU5OWLVsSGhoqbVNYWIiLi4vUP8bGxnh7eyvsp6CggOnTp1OnTh3q1q3LvHnzGDdunMK+K+vn8vj5+dG0aVPU1NQYMmQIjx8/Vng/MzOTwYMHo6+vj4aGBp07d1bIora2tubmzZu4ublJ4wPg8ePHODo60qhRI9TU1DAzM2P//v0KdR8+fBgzMzNUVVWpW7duqQDkzp07MTU1RUVFBRMTE7Zu3Sq9Z2hoCICFhQUymQxra2vpvVu3bnH16lXs7Ox4+fIl48ePp3///gQHB9OnTx8MDQ3p2rUr69atY/v27dJ2kZGRdOnShdq1a9OgQQPmz58vBfl27NhBw4YNefPmjcIxDB48mK+++goonYFeWFjIrFmzpH6bO3duqfHUr18/Vq5cyZAhQ8rsn/T0dH777Td8fHzo3LkzxsbG+Pj48Pvvv5c6n2+r7NqobOwtXboUf39/goKCpL6NiIgAYN68eRgZGaGmpkaLFi1YtGgRr1+/lrZNTEzExsYGTU1NtLS06NixI3FxcdL7UVFRfPrpp6iqqtKkSROmT58u9X15Y0ouODiYQYMG4ezsTGRkJN7e3lK5rKws6Z4WGhoqZdRHRUVVOpahdEZvRffdkkp+OfDtt9+SlZXF+fPnGTduHK1bt8bIyAhXV1cSEhLQ0NAA4OnTp4wdOxYdHR3U1NTo16+flDH9/PlzVFVVFe4VUBww1dTU5OXLl2Vmlx8/fhwjIyNUVVWxsbEhKyurVFtLnkOAKVOmIJPJuHDhAsOGDcPIyIg2bdowa9YsfvvtN6D4SwVXV1cGDRrEjh07aN++Pc2bN2fChAn4+/tz+PBhDh48SM2aNRkzZkyZGau7d++ma9eutGnTpsw2AaipqWFgYEDjxo3p1q0ba9asYfv27fj6+lY4e+PkyZMkJyfzr3/9i/bt29OvXz9WrFjBDz/8wKtXrwDYtm0bhoaGeHl5YWpqytSpU/niiy/YsGGDVM/69etxdXVl/PjxtG7dmm3btqGmpsbu3bsByM3NZdeuXaxfv55evXrRsWNH9uzZQ0xMjHSunj59ysKFC9m7dy+jR4/mk08+oV27dpV+cVvW2PPx8aFfv36oqqrSokWLUvf0mJgY2rdvL13jP//8s1jqRBAEQRAEQRCEP9XfOlgbHByMvb09MpmMvLw8evbsyZ07dwgODiYxMZG5c+dKgZ+jR48yY8YMZs+ezZUrV5g0aRLjx4/nzJkzCnUuW7aMESNGkJSURP/+/XFycuLJkyc0adKEI0eOAJCamkpOTo4UdFm9ejV79+5l27ZtXL16FTc3N7788ksiIyMV6l6wYAFeXl7ExcWhrKwsBaBGjhzJ7NmzadOmDTk5OeTk5ChkqAYHBzN48GAAEhIS6N27N61bt+bcuXNERUVhb28vTZGdO3cuR44cwd/fn0uXLtGyZUtsbW158uQJNWrUwNHRkYCAAIV27du3j+7du9OsWbNS5zgvL4+BAwfSunVrLl68yNKlS3F3d692X+Xn56OioqLwmqqqKrdv35aCxFXl7+9PvXr1uHDhAtOmTePrr79m+PDhWFlZcenSJT7//HPGjBnDy5cvgf8LUh86dIjk5GQWL17Mt99+y8GDB6U616xZw759+9izZw/R0dE8f/681HT5qvZzSefPn8fFxYWpU6eSkJCAjY0NK1euVCiTl5dH//79CQ8PJz4+Hjs7O+zt7cnOzgYgMDCQxo0bs3z5cml8QPFU4Y4dOxISEsKVK1eYOHEiY8aMkaYU5+Tk4OjoyFdffUVKSgoREREMHTpUCmbu27ePxYsX891335GSksKqVatYtGiRlLEnr+f06dPk5OQoTJUODg7G2toaLS0tTpw4waNHj5g7d26Z50CeGX3nzh369+9P586dSUxMxMfHh127dknnY/jw4Tx+/Fjhmnzy5AlhYWE4OTmVWbeXlxd+fn7s3r2bqKgonjx5wtGjR8vtj7Lk5+cDKIzPGjVqSAHI8lTl2qhs7Lm7uzNixAjs7OykvrWysgJAU1MTPz8/kpOT8fb2xtfXVyHo5eTkROPGjYmNjeXixYvMnz9f+kInMzMTOzs7hg0bRlJSEj/99BNRUVFMnToVKH9MAVy9epUHDx7Qq1cvvL29sbS0lLIxc3JyFKb2z58/H09PT1JSUmjXrl2lY7k85d135Z49e0ZUVBSDBg3izZs3HDhwACcnJxo2bFiqLg0NDSkT1tnZmbi4OIKDgzl37hxFRUX079+f169fo6WlxcCBA8u8Hzo4OJSZgXnr1i2GDh2Kvb09CQkJTJgwgfnz55cqV/IcysfwN998g7q6eqmy8uvj5MmTPH78uMz7q729PUZGRtKXBy4uLqSnp3P27FmpTF5eHocPH64wq7Y848aNQ0dHp8LlEM6dO4eZmRn6+vrSa7a2tjx//pyrV69KZfr06aOwna2tLefOnQPg1atXXLx4UaFMjRo16NOnj1Tm4sWLvH79WqGMiYkJTZs2/X/s3XlcTfn/wPHXLdKeIrIXWkmSLVlnUJbsIVknjS1RsjS2sTMK2WKylBkxRiiDbGOZylIoS0nWLNmpCRMtvz/63fPtave1zMz383w8eny/997POedzzvmcY+77vs/7I7U5fPgwOTk53L9/H3Nzc2rWrEn//v25e/dumfd95syZ9O3bl/j4eFxcXBg4cCCJiYlAXkDf0dERS0tLzp8/z7x585g6dWqx68vMzCQ9PV3hTxAEQRAEQRAEoSzK/mzn30hYWJgUvAgJCeHJkyfExMSgp6cHQP369aW2vr6+DB8+nLFjxwJIGU2+vr5Sxizkfbl3dnYGYOHChaxcuZKzZ8/i4OAgrbdKlSrSF+zMzEwWLlzIkSNHsLW1BaBu3bpERkayfv16hdIFCxYskF5PmzaNbt268ddff6GmpiYFGAwMDBT28f79+1y8eFGqIfvDDz/QtGlThQxIeRbVq1evCAgIICgoSGofGBjI4cOH2bhxI5MnT8bFxQU/Pz9SUlKoXbu2FPgoqu5vSEgIOTk5bNy4EVVVVRo0aMC9e/cYM2ZM6U7S/7O3t8fT05Phw4fToUMHrl+/jp+fH5AXVDQ0NCz1uqysrKT++vj4sHjxYipXroybmxsAs2bNIiAggIsXL9KyZUvKly/PnDlzpOWNjIw4deoUO3bsoH///gCsWrUKHx8fKfty9erV7N+/X1qmLOc5P39/fxwcHKRApomJCdHR0URERCjsj5WVlfR63rx57N69m/DwcNzd3dHT00NZWRktLS2F8VGjRg2FwM748eM5ePAgO3bsoHnz5qSmppKVlUWfPn2kQLylpaXUfvbs2fj5+UmPFxsZGZGQkMD69esZNmwY+vr6AFSqVKnAuAwLC5N+QJBnKpqZmRV6DOTWrl1LrVq1WL16NTKZDDMzMx48eMDUqVOZNWsWurq6dOnShZCQEL7++msgLzO4cuXKCtdofitWrMDHx0fah3Xr1ik8cl0a8kCQj48P69evR0NDg+XLl3Pv3j2FIOb7SnNtlDT2NDU1UVNTIzMzs8Axzn9NGhoa4u3tzfbt26WxlJKSwuTJk6XjbmxsLLVftGgRLi4uUr1SY2NjVq5cSbt27QgICChyTEHeubW3t0dFRUX6k2djvm/u3Ll06tRJeq2np1fsWC5KcfddyMtmbdSoEdWrV+fx48e8ePGixPGWnJxMeHg4UVFRUgB869at1KpViz179uDk5ISLi4v0w466ujrp6ens27evyIC//OkM+b3L1NSUS5cusWTJkiKP4fXr18nNzS2xv/Lazubm5oV+bmZmJrWxsLCgZcuWbNq0ibZt2wJ5NcFzc3MZOHBgsdspjJKSEiYmJkVmCUNezd38gVpAev3w4cNi26Snp/PmzRtevHhBdnZ2oW2uXr0qrUNFRaVA+ZuqVatK27l58yY5OTksXLgQf39/dHR0mDFjBp06deLixYuoqKiUet+dnJwYOXIkkDdeDx8+zKpVq1i7di0hISHIZDICAwNRVVXFwsKC+/fvS//WFGbRokUK17wgCIIgCIIgCEJZ/WMzaxMTE3nw4IEU1ImLi8Pa2loKqBbW3s7OTuE9Ozs7KYNGrlGjRtL/19DQQFtbW6GW3vuuX7/O69ev6dSpE5qamtLfli1buHHjRpHrrlatGkCx64a8DMbWrVtLX1zlmbWFuXHjBu/evVPYz/Lly9O8eXNpPxs3boy5ubmUTXbixAkeP36Mk5NToeuUZ8zlzzqUByvLws3NDXd3d7p3746KigotW7aUggpKSkqkpKQoHL+FCxcWua78x1FZWZlKlSopBCHlgYD8x3bNmjXY2Nigr6+PpqYmP/74o5Ttl5aWxqNHj2jevLnCem1sbKTXpTnPDRo0kN6XB8sTExNp0aKFQv/fP34ZGRl4e3tjbm5OxYoV0dTUJDExscRsxOzsbObNm4elpSV6enpoampy8OBBaTkrKyu+/vprLC0tcXJyIjAwUCqX8erVK27cuIGrq6vC/syfP7/AuH1feno6J06ckB45Lu1kTomJidja2io8cm9nZ0dGRgb37t0D8rJFQ0NDpWzXrVu3MnDgQJSUCt6q0tLSSE1NVTi+5cqVo2nTpqXqj1z58uXZtWsX165dQ09PD3V1dY4dO0aXLl2k7Y4ePVrhOMn3pzTXRnFjrzi//PILdnZ2GBgYoKmpyYwZMxSW8/LyYuTIkXTs2JHFixcrnLf4+HiCgoIU+mxvb09OTg63bt0qdrv5yw2U5P1j/aFjuaT7bv4+lWW8lStXTmF8VKpUCVNTU+l+2LVrV8qXLy+VXQgNDUVbW7tAdmj+dZZ0PX9of+VK2/6bb75h586d/Pnnn0BeCQQnJye0tLTKtL3825Vfm126dJHGTXElFb6UnJwc3r17x8qVK7G3t6dly5Zs27aN5OTkAk/LlOT982drayuNj6SkpALXeP5/Jwrj4+NDWlqa9Pch2b6CIAiCIAiCIPxv+8dm1oaHh9OpUyfpS5SamtpHWa/8MWI5mUxWoIZmfvKZyfft20eNGjUUPnt/kq7865Z/KS5u3aBY9xA+zn66uLgQEhLCtGnTCAkJwcHBocyTNpWVTCZjyZIlLFy4kIcPH6Kvry/Ngl63bl10dXUVagAWFXSHws9Rccd2+/bteHt74+fnh62tLVpaWixdulShnnFJSnOe9+/fL9UULct58vb25vDhw/j6+lK/fn3U1NTo16+fVAeyKEuXLsXf358VK1ZgaWmJhoYGEydOlJZTVlbm8OHDREdHc+jQIVatWsX06dM5c+aM9Ih3YGBggeCTsrJysds9cOAAFhYW0uPwJiYmAFy9evWDAvn5OTo6kpuby759+2jWrBl//PGHwqP/n4qNjQ1xcXGkpaXx9u1b9PX1adGihRSMnDt37geV//jQsXfq1ClcXFyYM2cO9vb26OjosH37dimjE/Lq3Q4aNIh9+/Zx4MABZs+ezfbt2+nduzcZGRmMGjUKDw+PAuuuXbt2kdtNTU3lwoULdOvWrVT79/5j/R86lou77759+5aIiAi+++47IG+SqIoVK0qZmP8NFRUV+vXrR0hICAMHDiQkJIQBAwZ80IRicu8fQ2NjY2QyWYn9lV9HiYmJUiZwfomJiVhYWEivBw4ciKenJzt27KBt27ZERUWxaNGiD+pzdnY2ycnJUv33DRs28ObNG+A/58bAwEAqjSL36NEj6TP5/8rfy99GW1sbNTU1lJWVUVZWLrRN/nW8ffuWly9fKmTX5m8j/7Ez//HQ19encuXKpfoh5FOqUKHCB03QKQiCIAiCIAiCIPePzazN/xg25GVmxcXFKdQ5zM/c3JyoqCiF96KiohS+7JVE/milvD4s5H1ZrFChAikpKdSvX1/hL39tx9KsO/96IS9AeOzYsQL7KQ9yvk8+eVr+/Xz37h0xMTEK+zlo0CAuX77MuXPn2LlzZ5H1QCHvuF28eJG//vpLek8+ycuHUFZWpkaNGqioqLBt2zZsbW3R19enXLlyCseuuGBtWckfgx47dizW1tbUr19fIQtRR0eHqlWrShOxQd45Pn/+vPS6NOe5Tp060nvygK65uXmBwNz7xy8qKorhw4fTu3dvLC0tMTAwKPA4cmHjIyoqip49ezJ48GCsrKyoW7eu9Ji0nEwmw87Ojjlz5nDhwgVUVFTYvXs3VatWpXr16ty8ebPA/sgnFitsvEPBa69z585UrlyZH374odDj//LlS+lYyOuG5t8HLS0tatasCeTVje3Tpw9bt25l27ZtmJqa0qRJk0LXq6OjQ7Vq1RSOb1ZWFufOnSu0fWno6Oigr69PcnIysbGx0n5WqVJF4RjJ96eka6OksQeFn9vo6Gjq1KnD9OnTadq0KcbGxoXWdjYxMcHT05NDhw7Rp08fNm/eDECTJk1ISEgocG7r168vndfCtrt3715atWqlcP0V1q4opRnLZXX8+HF0dXWl8gpKSkoMHDiQrVu38uDBgwLtMzIyyMrKwtzcnKysLIXx8ezZM5KSkhTuhy4uLkRERHDlyhV+//33Eu+H7wcs3z/n7x9DPT097O3tWbNmjcLkfnLy66Nz587o6ekpBOTlwsPDSU5OlkpFQF5NYycnJzZt2sTmzZsxMTGhTZs2Rfa9OMHBwbx48YK+ffsCeSVW5ONFXkLF1taWS5cuKWQ8Hz58GG1tbel42traFvj36fDhw9KPOCoqKtjY2Ci0ycnJ4ejRo1IbGxsbypcvr9AmKSmJlJQUqY386RH5JJ2QV9/66dOnhdZeL8775+/06dNSKQp5mQt5pj+g8O+EIAiCIAiCIAjCp/CPDNY+fvyY2NhYunfvLr3n7OyMgYEBvXr1Iioqips3bxIaGipNSDJ58mSCgoIICAggOTmZZcuWsWvXrjJly9WpUweZTMZvv/3GkydPyMjIQEtLC29vbzw9PQkODubGjRucP3+eVatWSRM1lYahoSG3bt0iLi6Op0+fkpmZSUREBCYmJgr1XH18fIiJiWHs2LFcvHiRq1evEhAQwNOnT9HQ0GDMmDFMnjyZiIgIEhIScHNz4/Xr1wqTzhgaGtKqVStcXV3Jzs4u9pHnQYMGIZPJcHNzIyEhgf379+Pr61ug3fXr14mLi+Phw4e8efOGuLg44uLipIy6p0+fsm7dOq5evUpcXBwTJkzg119/VZiZ+1MxNjYmNjaWgwcPcu3aNWbOnFngC/f48eNZtGgRYWFhJCUlMWHCBF68eCFl6X7oefbw8CAiIgJfX1+Sk5NZvXq1Qr1aef927dpFXFwc8fHxDBo0qEDGtaGhISdPnuT+/fs8ffpUWk6eOZuYmMioUaMUMtbOnDnDwoULiY2NJSUlhV27dvHkyRMpEDFnzhwWLVrEypUruXbtGpcuXWLz5s0sW7YMyAtQqqmpERERwaNHj0hLSyMrK4sDBw4ojBkNDQ02bNjAvn376NGjB0eOHOH27dvExsYyZcoURo8eDcDYsWO5e/cu48eP5+rVq4SFhTF79my8vLwUyhy4uLiwb98+Nm3aVGzgDGDChAksXryYPXv2cPXqVcaOHSsFv+QyMjKk8QhI11n+DLxff/2V48ePc/PmTcLCwujUqRO9evWic+fORW67NNdGacaeoaEhFy9eJCkpiadPn/Lu3TuMjY1JSUlh+/bt3Lhxg5UrVyrUUX3z5g3u7u4cP36cO3fuEBUVRUxMjHRup06dSnR0tDSxXXJyMmFhYQp1YwsbU+9n8svbnTlzhtu3b/P06dNinwYozVguq8L6tGDBAmrVqkWLFi3YsmULCQkJJCcns2nTJqytrcnIyMDY2JiePXvi5uZGZGQk8fHxDB48mBo1aij82NC2bVsMDAxwcXHByMioQKZ5fqNHjyY5OZnJkyeTlJRESEgIQUFBJfZ3zZo1ZGdn07x5c0JDQ0lOTiYxMZGVK1dKAUgNDQ3Wr19PWFgY3377LRcvXuT27dts3LiR4cOH069fP6nGtpyrqyvR0dGsW7dOmrCyJK9fv+bhw4fcu3eP06dPM3XqVEaPHs2YMWOKrA0NecFkCwsLhgwZQnx8PAcPHmTGjBmMGzdOyiQdPXo0N2/eZMqUKVy9epW1a9eyY8cOPD09pfV4eXkRGBhIcHAwiYmJjBkzhlevXjFixAgg7wcTV1dXvLy8OHbsGOfOnWPEiBHY2trSsmVLIO9Hip49ezJhwgSio6O5fPkyw4YNw8zMTNqH+/fvY2ZmViC4/r5ff/2VTZs2ce3aNWbPns3Zs2el60Q+fr/99lsSExM5ePCgdI3nL+ciCIIgCIIgCILwMf0jg7V79+6lefPmVK5cWXpPRUWFQ4cOUaVKFbp27YqlpSWLFy+WHunu1asX/v7++Pr60qBBA9avX8/mzZtp3759qbdbo0YN5syZw7Rp06hatar0hW7evHnMnDmTRYsWYW5ujoODA/v27ZMyFEujb9++ODg40KFDB/T19dm2bVuhtSNNTEw4dOgQ8fHxNG/eHFtbW8LCwqTHdhcvXkzfvn0ZMmQITZo04fr16xw8eBBdXV2F9bi4uBAfH0/v3r2LfWRfU1OTvXv3cunSJaytrZk+fXqByXQARo4cibW1NevXr+fatWtYW1tjbW2tkPkWHBxM06ZNsbOz48qVKxw/frzE+n8fw6hRo+jTpw8DBgygRYsWPHv2TJpoTm7q1Kk4OzszdOhQbG1tpRqf+WsVfsh5btmyJYGBgfj7+2NlZcWhQ4cKTOa2bNkydHV1adWqFY6Ojtjb2xfIJp07dy63b9+mXr160sRfM2bMoEmTJtjb29O+fXvpxwo5bW1tTp48SdeuXTExMWHGjBn4+flJ9XRHjhzJhg0b2Lx5M5aWlrRr146goCBpf8qVK8fKlStZv3491atXp2fPnpw4cQJNTc0C/evZsyfR0dGUL1+eQYMGYWZmhrOzM2lpacyfPx/Iu37279/P2bNnsbKyYvTo0bi6uhY4Hl999RV6enokJSUxaNCgIo8twKRJkxgyZAjDhg2TygzIJ4mTi42NlcYj5AWLrK2tmTVrltQmNTWVIUOGYGZmhoeHB0OGDGHbtm3Fbrs010Zpxp6bmxumpqY0bdoUfX19oqKi6NGjB56enri7u9O4cWOio6OZOXOmtIyysjLPnj1j6NChmJiY0L9/f7p06SJNbNSoUSNOnDjBtWvXaNOmjbS/1atXl9bx/ph69eoVR48eLXDP8fb2RllZGQsLC/T19Yt9zLw0Y7msCgt+6unpcfr0aQYPHsz8+fOxtramTZs2bNu2jaVLl6KjowPA5s2bsbGxoXv37tja2pKbm8v+/fsLlE1xdnYmPj6+xB8HateuTWhoKHv27MHKyop169Yp1Ncu6hjWrVuX8+fP06FDByZNmkTDhg3p1KkTR48eJSAgQGrXr18/jh07RkpKCm3atMHU1JTly5czffp0tm/fXiBA2Lp1a0xNTUlPT2fo0KGlOp6BgYFUq1aNevXq0adPHxISEvjll18UJq0sjLKyMr/99hvKysrY2toyePBghg4dyty5c6U2RkZG7Nu3j8OHD2NlZYWfnx8bNmzA3t5eajNgwAB8fX2ZNWsWjRs3Ji4ujoiICIVJx5YvX0737t3p27evFEzftWuXQn+2bNlCixYt6NatG+3ataN8+fJERERI5/bdu3ckJSXx+vXrYvdrzpw5bN++nUaNGrFlyxa2bdsmZQpra2uzd+9e4uLiaNy4MdOnT5fuG/n/bRAEQRAEQRAEQfiYZLllnf3kb6BHjx60bt1amhX93ygrK4uqVaty4MCBzxLQFBTl5ORgbm5O//79mTdv3pfuzt+Gh4cHWVlZJQZ2hH+eXbt2MWPGDBISEr50VyTnz5/nq6++4smTJwXq2v4d/R2PofAf1apVY968eYwcORLIC9Tv3r1b4UeukmzdupURI0aQlpZWqtrk6enp6OjoYDV+HcoVPk5tfUEQBEEQBEEQSnZuaekSWj4X+XeDtLQ0tLW1i237j5xgrHXr1gq1+/6Nnj9/jqenpzThi/Bp3blzh0OHDtGuXTsyMzNZvXo1t27dKjGz839Nw4YN/+tJxIS/J01NzUKz5r+krKwsVq1a9Y8I1MLf8xgKeaUfoqKiePToEQ0aNCjTslu2bKFu3brUqFGD+Ph4pk6dSv/+/T/apKaCIAiCIAiCIAjv+0dm1grCx3b37l0GDhzI5cuXyc3NpWHDhixevJi2bdt+6a4JgiAI/4UVK1Ywb948hg0bJtXkhtJl1v7www+sXbuWhw8fUq1aNXr16sWCBQtQV1cv1bZFZq0gCIIgCIIgfBn/5MxaEawVBEEQBEH4BMryH2SCIAiCIAiCIPx7leW7wT9ygjFBEARBEARBEARBEARBEIR/GxGsFQRBEARBEARBEARBEARB+BsQwVpBEARBEARBEARBEARBEIS/gXJfugOCIAiCIAiCIAiCIAiC8N/Kzs7m3bt3X7obwv+g8uXLo6ys/FHWJYK1giAIgiAIn1DbGdtQrqD2pbshCIIgCILwryUDulhUpnW9SpRTVkIm+9I9Er60arqan32bFStWxMDAANl/OQBFsFYQBEEQBEEQBEEQBEH4x+piUZlO5lWpqFcJpfIq5IVvhf9lRtV0P9u2cnNzef36NY8fPwagWrVq/9X6RLBWEARBEARBEARBEARB+EdSLadE63qVqKhXiXJqnz+bUvh7UlVV/azbU1PLe5Lu8ePHVKlS5b8qiSAmGBMEQRAEQRAEQRAEQRD+kbTVylFOWen/M2oF4ctRV1cH+K/rJotgrSAUQyaTsWfPniI/v337NjKZjLi4uE/el+HDh9OrV69Pvp3PKSgoiIoVK37pbvwjff/99zRu3LjYNl9yzHzOa+OfytDQkBUrVnzpbpRKac7n8ePHkclkvHz58rP1S+7feH8UBEEQBEEQSkcJ/r9GrSh9IHxZ/22tWjkRrP0XGTFiBDNmzPgs2/qUX8pLCkIZGRlx5MiRj77dwqSmptKlS5cyLePh4YGNjQ0VKlQocj927NhB48aNUVdXp06dOixdurTE9fr7+xMUFFSmvvwbfYkAV0mBqjlz5jB48GDp9YULF3BycqJq1aqoqqpibGyMm5sb165d+2h98vb25ujRo2Va5uTJkzg6OlK9evUif4h49OgRw4cPp3r16qirq+Pg4EBycvJH6nXxvlTArbgxdeLECWrVqgVA+/btmThx4kfbbkxMDN9++22Zl7tz5w5qampkZGQAkJ6ezvTp0zEzM0NVVRUDAwM6duzIrl27yM3N/Sh9rVWrFqmpqTRs2LDMy+Y/hgBr1qzB0NAQVVVVWrRowdmzZxXa//jjj7Rv3x5tbe1S/zsj7o+CIAiCIAiCIPxbiGDtv0R2dja//fYbPXr0+NJd+aQuXrzIixcvaNeu3WfZnoGBARUqVCjzct988w0DBgwo9LMDBw7g4uLC6NGjuXz5MmvXrmX58uWsXr262HXq6OiILNS/qbCwMOna++2332jZsiWZmZls3bqVxMREfv75Z3R0dJg5c+ZH26ampiaVKlUq0zKvXr3CysqKNWvWFPp5bm4uvXr14ubNm4SFhXHhwgXq1KlDx44defXq1cfo9j9OWFgYjo6OpW6fm5tLVlZWqdrq6+tLj8mUtU8dOnRAU1OTly9f0qpVK7Zs2YKPjw/nz5/n5MmTDBgwgClTppCWllbm9RdGWVkZAwMDypUre6n7/Mfwl19+wcvLi9mzZ3P+/HmsrKywt7eXCvEDvH79GgcHB7777rtSb0PcHwVBEARBEAThw+z+dRstG9b7r9fToLY+Rw/u/wg9Ej4oWPvy5UsOHTrEzz//zJYtWxT+hC8jOjqa8uXL06xZMwDu3buHs7Mzenp6aGho0LRpU86cOSO1DwgIoF69eqioqGBqaspPP/2ksD6ZTMaGDRvo3bs36urqGBsbEx4eDuRlGXbo0AEAXV1dZDIZw4cPByAnJ4dFixZhZGSEmpoaVlZW7Ny5U1qvPCP36NGjNG3aFHV1dVq1akVSUhKQ91j8nDlziI+PRyaTIZPJFLKlwsLCcHBwoHz58gBERUXRvn171NXV0dXVxd7enhcvXgCQmZmJh4cHVapUQVVVldatWxMTEyP1s2bNmgQEBCjs94ULF1BSUuLOnTvScciffXj27Fmsra1RVVWladOmXLhwocC5WLlyJePGjaNu3bqFnquffvqJXr16MXr0aOrWrUu3bt3w8fFhyZIlxWbBvZ912L59e8aPH8/EiRPR1dWlatWqBAYG8urVK0aMGIGWlhb169fnwIED0jLZ2dm4urpK58fU1BR/f3+F7WRlZeHh4UHFihWpVKkSU6dOZdiwYQrbLuk8FyUoKIjatWujrq5O7969efbsmcLnN27coGfPnlStWhVNTU2aNWumkEXdvn177ty5g6enpzQ+AJ49e4azszM1atRAXV0dS0tLtm3bprDunTt3YmlpiZqaGpUqVSoQgNywYQPm5uaoqqpiZmbG2rVrpc+MjIwAsLa2RiaT0b59e+mzu3fvcuXKFRwcHHj9+jUjRoyga9euhIeH07FjR4yMjGjRogW+vr6sX79eWu7EiRM0b96cChUqUK1aNaZNmyYF+X788UeqV69OTk6Owj707NmTb775BiiYgZ6dnY2Xl5d03qZMmVJgPHXp0oX58+fTu3fvQs9PcnIyp0+fJiAggGbNmmFqakpAQABv3rwpcDzfV9K1UdLY+/777wkODiYsLEw6t8ePHwdg6tSpmJiYoK6uTt26dZk5c6ZCDaD4+Hg6dOiAlpYW2tra2NjYEBsbK30eGRlJmzZtUFNTo1atWnh4eEjnvqgxJRceHk6PHj0YPnw4J06cwN/fX2p3+/Zt6Z524MABKaM+MjKyxLEMBTN6i7vv5pf/x4HvvvuO27dvc+bMGYYNG4aFhQUmJia4ubkRFxeHpmbeBAsvXrxg6NCh6Orqoq6uTpcuXaSM6fT0dNTU1BTuFQC7d+9GS0uL169fF5pdvn//fkxMTFBTU6NDhw7cvn27QF/zH0OAZcuW4ebmxogRI7CwsGDdunWoq6uzadMmqf3EiROZNm0aLVu2LHR9hSns/uju7o67uzs6OjpUrlyZmTNnKlwTmZmZeHt7U6NGDTQ0NGjRooU05uQCAwOpVauWdM9atmyZCAoLgiAIgiAIfzvfebkzfuTQL90N4SMpc7B279691K5dGwcHB9zd3ZkwYYL09zEfDxXKJjw8HEdHR2QyGRkZGbRr14779+8THh5OfHw8U6ZMkQI/u3fvZsKECUyaNInLly8zatQoRowYwbFjxxTWOWfOHPr378/Fixfp2rUrLi4uPH/+nFq1ahEaGgpAUlISqampUtBl0aJFbNmyhXXr1nHlyhU8PT0ZPHgwJ06cUFj39OnT8fPzIzY2lnLlykkBqAEDBjBp0iQaNGhAamoqqampChmq4eHh9OzZE4C4uDi+/vprLCwsOHXqFJGRkTg6OpKdnQ3AlClTCA0NJTg4mPPnz1O/fn3s7e15/vw5SkpKODs7ExISotCvrVu3YmdnR506dQoc44yMDLp3746FhQXnzp3j+++/x9vbu8znKjMzs8CshGpqaty7d08KEpdWcHAwlStX5uzZs4wfP54xY8bg5OREq1atOH/+PJ07d2bIkCG8fv0a+E+Q+tdffyUhIYFZs2bx3XffsWPHDmmdS5YsYevWrWzevJmoqCjS09MLPC5f2vOc35kzZ3B1dcXd3Z24uDg6dOjA/PnzFdpkZGTQtWtXjh49yoULF3BwcMDR0ZGUlBQAdu3aRc2aNZk7d640PgD++usvbGxs2LdvH5cvX+bbb79lyJAh0uPVqampODs7880335CYmMjx48fp06ePFLjZunUrs2bNYsGCBSQmJrJw4UJmzpxJcHAwgLSeI0eOkJqayq5du6Q+h4eHS49sHzx4kKdPnzJlypRCj4E8yHP//n26du1Ks2bNiI+PJyAggI0bN0rHw8nJiWfPnilck8+fPyciIgIXF5dC1+3n50dQUBCbNm0iMjKS58+fs3v37iLPR2EyMzMBxVkzlZSUpABkUUpzbZQ09ry9venfvz8ODg7SuW3VqhUAWlpaBAUFkZCQgL+/P4GBgSxfvlxat4uLCzVr1iQmJoZz584xbdo06QedGzdu4ODgQN++fbl48SK//PILkZGRuLu7A0WPKYArV67w+PFjvvrqK/z9/bG1tcXNzU1ql//R/mnTprF48WISExNp1KhRiWO5KEXdd+VevnxJZGQkPXr0ICcnh+3bt+Pi4kL16tULrEtTU1PKhB0+fDixsbGEh4dz6tQpcnNz6dq1K+/evUNbW5vu3bsXej/s1atXodm/d+/epU+fPjg6OhIXF8fIkSOZNm1agXb5j+Hbt285d+4cHTt2lD5XUlKiY8eOnDp1qtjj8iGCg4MpV64cZ8+exd/fn2XLlrFhwwbpc3d3d06dOsX27du5ePEiTk5OCmU/oqKiGD16NBMmTCAuLo5OnTqxYMGCYreZmZlJenq6wp8gCIIgCIIgCEJZlPl5xkmTJvHNN9+wcOHCD3p8U/g0wsLCpOBFSEgIT548ISYmBj09PQDq168vtfX19WX48OGMHTsWAC8vL06fPo2vr6+UMQt5X+6dnZ0BWLhwIStXruTs2bM4ODhI661SpYoUgMrMzGThwoUcOXIEW1tbAOrWrUtkZCTr169XKF2wYMEC6fW0adPo1q0bf/31F2pqalKAwcDAQGEf79+/z8WLF6Uasj/88ANNmzZVyIBs0KABkPe4d0BAAEFBQVL7wMBADh8+zMaNG5k8eTIuLi74+fmRkpJC7dq1pcBHUXV/Q0JCyMnJYePGjaiqqtKgQQPu3bvHmDFjSneS/p+9vT2enp4MHz6cDh06cP36dfz8/IC8oKKhoWGp12VlZSX118fHh8WLF1O5cmXc3NwAmDVrFgEBAVy8eJGWLVtSvnx55syZIy1vZGTEqVOn2LFjB/379wdg1apV+Pj4SNmXq1evZv/+/zzKUJbznJ+/vz8ODg5SINPExITo6GgiIiIU9sfKykp6PW/ePHbv3k14eDju7u7o6emhrKyMlpaWwvioUaOGQnBw/PjxHDx4kB07dtC8eXNSU1PJysqiT58+UiDe0tJSaj979mz8/Pzo06ePdFwSEhJYv349w4YNQ19fH4BKlSoVGJdhYWHSDwjyII+ZmVmhx0Bu7dq11KpVi9WrVyOTyTAzM+PBgwdMnTqVWbNmoaurS5cuXQgJCeHrr78G8jKDK1eurHCN5rdixQp8fHykfVi3bh0HDx4sth/vMzMzo3bt2vj4+LB+/Xo0NDRYvnw59+7dUwhivq8010ZJY09TUxM1NTUyMzMLHOP816ShoSHe3t5s375dGkspKSlMnjxZOu7GxsZS+0WLFuHi4iL9mGhsbMzKlStp164dAQEBRY4pyDu39vb2qKioSH/q6uoF2gHMnTuXTp06Sa/19PSKHctFKe6+C3nZrI0aNaJ69eo8fvyYFy9elDjekpOTCQ8PJyoqSgqAb926lVq1arFnzx6cnJxwcXGRfthRV1cnPT2dffv2FRnwlz+dIb93mZqacunSJZYsWVLkMXzw4AHZ2dlUrVpVoU3VqlW5evVqsfvwIWrVqsXy5cuRyWRS/5YvX46bmxspKSls3ryZlJQUKdDt7e1NREQEmzdvZuHChaxatYouXbpI9xb5Peu3334rcpuLFi1SGOeCIAiCIAiC8KUFBQawZ8c27qXcQadiRdp1tGfSd7PQ0NBUaHf04H58F3zPw9QHNG1hy9wfVlCteg3p898PHWDtiqXcSL5GlSoG9Ow3gG/He35QqTSheGXOrL1//z4eHh4iUPs3kpiYyIMHD6SgTlxcHNbW1lJAtbD2dnZ2Cu/Z2dmRmJio8F6jRo2k/6+hoYG2trZCXcH3Xb9+ndevX9OpUyc0NTWlvy1btnDjxo0i112tWjWAYtcNeRmMrVu3loLD8szawty4cYN3794p7Gf58uVp3ry5tJ+NGzfG3NxcyiY7ceIEjx8/xsnJqdB1yjPm8mcdyoOVZeHm5oa7uzvdu3dHRUWFli1bMnDgQCAvyywlJUXh+C1cuLDIdeU/jsrKylSqVEkhCCkPiuQ/tmvWrMHGxgZ9fX00NTX58ccfpWy/tLQ0Hj16RPPmzRXWa2NjI70uzXlu0KCB9L48WJ6YmEiLFi0U+v/+8cvIyMDb2xtzc3MqVqyIpqYmiYmJJWYjZmdnM2/ePCwtLdHT00NTU5ODBw9Ky1lZWfH1119jaWmJk5MTgYGBUrmMV69ecePGDVxdXRX2Z/78+QXG7fvS09M5ceKE9Ih3aSdzSkxMxNbWVuGRezs7OzIyMrh37x6Qly0aGhoqZbtu3bqVgQMHoqRU8LadlpZGamqqwvEtV64cTZs2LVV/5MqXL8+uXbu4du0aenp6qKurc+zYMbp06SJtd/To0QrHSb4/pbk2iht7xfnll1+ws7PDwMAATU1NZsyYobCcl5cXI0eOpGPHjixevFjhvMXHxxMUFKTQZ3t7e3Jycrh161ax281fbqAk7x/rDx3LJd138/epLOOtXLlyCuOjUqVKmJqaSvfDrl27Ur58eansQmhoKNra2gpZsO+vs6Tr+f3+fm4tW7ZUuMZsbW1JTk4mOzubS5cukZ2djYmJicLYOHHihDR+kpKSFO6FQIHX7/Px8SEtLU36u3v37sffMUEQBEEQBEEoAyWZDJ85Cwk78gcLlq3mbPQf+C2cq9DmzZs3rF+1nEXL1/Bz6D7+TE/He5yb9Pm5M6fw8RzH4BHfEn4kktmLfNmzczs/rlr+/uaEj6DM4W97e3tiY2OLrMcpfH7h4eF06tRJCpSoqal9lPXKHyOWk8lkBWpo5iefmXzfvn3UqFFD4bP3J+nKv275l+ni1g2KdQ/h4+yni4sLISEhTJs2jZCQEBwcHMo8aVNZyWQylixZwsKFC3n48CH6+vocPXoUyMtQ1dXVVagLWVTQHQo/R8Ud2+3bt+Pt7Y2fnx+2trZoaWmxdOlShXrGJSnNed6/f79UU7Qs58nb25vDhw/j6+tL/fr1UVNTo1+/frx9+7bY5ZYuXYq/vz8rVqzA0tISDQ0NJk6cKC2nrKzM4cOHiY6O5tChQ6xatYrp06dz5swZ6YenwMDAAsEnZWXlYrd74MABLCwspMfhTUxMALh69eoHBfLzc3R0JDc3l3379tGsWTP++OMPhUf/PxUbGxvi4uJIS0vj7du36Ovr06JFCykYOXfu3A8q//GhY+/UqVO4uLgwZ84c7O3t0dHRYfv27VJGJ+TVux00aBD79u3jwIEDzJ49m+3bt9O7d28yMjIYNWoUHh4eBdZdu3btIrebmprKhQsX6NatW6n2T0NDQ+H1h47l4u67b9++JSIiQpp4S19fn4oVK36UrFQVFRX69etHSEgIAwcOJCQkhAEDBvxXv5K/fwwrV66MsrIyjx49Umj36NGjQrOVP6WMjAyUlZU5d+5cgetc/iPEh6hQocIHTUopCIIgCIIgCJ/K0JGjpf9fo1Ztxnv7MPe7ycxa8IP0fta7d8yYt5hG1nmJWguXrcbxq1ZcjDtPo8ZNWLvCl5FjPOjllJdoVquOIeMnTcNv4RzGek7+vDv0P6BU38LyT3DSrVs3Jk+eTEJCApaWlgW+WH6pDJr/ZWFhYXz77bfS60aNGrFhwwaeP39eaKDP3NycqKgohg0bJr0XFRWFhYVFqbepoqICINWHBbCwsKBChQqkpKQU+Sh8adedf72Q98X62LFjChOCNWrUiKNHjxb6yKl88rSoqCjpsfd3794RExOjUFt50KBBzJgxg3PnzrFz507WrVtXZL/Mzc356aef+Ouvv6TA+OnTpz94P5WVlaVg57Zt27C1tZUet89ftuJjkj8GLS+BAShkIero6FC1alViYmJo27YtkHeOz58/L01mVZrzXFjNX3Nz8wKBufePX1RUFMOHD5dKMGRkZBSYtKiw8REVFUXPnj0ZPHgwkBecvnbtmsKYlslk2NnZYWdnx6xZs6hTpw67d+/Gy8uL6tWrc/PmzSLrwRY23kGxBAJA586dqVy5Mj/88EOhj4+/fPmSihUrYm5uTmhoKLm5uVJAPSoqCi0tLWrWrAnk1Y3t06cPW7du5fr165iamtKkSZNC+6ejo0O1atU4c+aMdN6ysrI4d+5ckcuUREdHB8h7hD42NpZ58+YBeaVPqlSpotC2NNdGSWMPCj+30dHR1KlTh+nTp0vvFVbb2cTEBBMTEzw9PXF2dmbz5s307t2bJk2akJCQUOw1Vdh29+7dS6tWrRTuoYW1K0ppxnJZHT9+HF1dXam8gpKSEgMHDuSnn35i9uzZBerWZmRkoKqqirm5OVlZWZw5c0Yqg/Ds2TOSkpIUrhEXFxc6derElStX+P333wvUlM7P3Ny8wORn75/z94+hiooKNjY2HD16VJoMLCcnh6NHjxZbGuJDFXa/MTY2RllZGWtra7Kzs3n8+DFt2rQpdHlTU1NpUkq5918LgiAIgiAIwt/dqT9OELjGn1s3ksnI+JPsrGwyM//izZvXqKnlJS+VK1eOhlbW0jJ16xujra3DzeRrNGrchKTEK1yIPcv61f9JIMrJzimwHuHjKFWwNv8My3Jz584t8J5MJiv1F1nh43j8+LE0aYycs7MzCxcupFevXixatIhq1apx4cIFqlevjq2tLZMnT6Z///5YW1vTsWNH9u7dy65duwrMVF6cOnXqIJPJ+O233+jatStqampoaWnh7e2Np6cnOTk5tG7dmrS0NKKiotDW1lYIDhfH0NCQW7duERcXR82aNdHS0iIiIgITExOFeq4+Pj5YWloyduxYRo8ejYqKCseOHcPJyYnKlSszZswYJk+ejJ6eHrVr1+aHH37g9evXuLq6KmyrVatWuLq6kp2dXeyPDYMGDWL69Om4ubnh4+PD7du38fX1LdDu+vXrZGRk8PDhQ968eSNlyVpYWKCiosLTp0/ZuXMn7du356+//mLz5s38+uuvxU7O9bEYGxuzZcsWDh48iJGRET/99BMxMTEYGRlJbcaPH8+iRYuoX78+ZmZmrFq1ihcvXkhBxQ89zx4eHtjZ2eHr60vPnj05ePCgQr1aef927dolTZY3c+bMAhnXhoaGnDx5koEDB1KhQgUqV66MsbExO3fuJDo6Gl1dXZYtW8ajR4+kQNSZM2c4evQonTt3pkqVKpw5c4YnT55gbm4O5E3q5OHhgY6ODg4ODmRmZhIbG8uLFy/w8vKiSpUqqKmpERERQc2aNVFVVUVDQ4MDBw4oZJlqaGiwYcMGnJyc6NGjBx4eHtSvX5+nT5+yY8cOUlJS2L59O2PHjmXFihWMHz8ed3d3kpKSmD17Nl5eXgplDlxcXOjevTtXrlyRAtFFmTBhAosXL8bY2BgzMzOWLVvGy5cvFdpkZGRw/fp16bX8OpNfIwC//vor+vr61K5dm0uXLjFhwgR69epF586di9x2aa6N0ow9Q0NDDh48SFJSEpUqVUJHRwdjY2PpuDVr1qxAHdU3b94wefJk+vXrh5GREffu3SMmJoa+ffsCMHXqVFq2bIm7uzsjR45EQ0ODhIQEDh8+zOrVq4scU+9n8svbnTlzhtu3b6OpqVls1ntpxnJZFdanBQsWcPz4cVq0aMGCBQto2rQp5cuX548//mDRokXExMRgbGxMz549cXNzY/369WhpaTFt2jRq1Kih8GND27ZtMTAwwMXFBSMjowKZ5vmNHj0aPz8/Jk+ezMiRIzl37hxBQUEl9tfLy4thw4bRtGlTmjdvzooVK3j16hUjRoyQ2jx8+JCHDx9KY/XSpUtoaWlRu3Zt6Zh//fXX9O7du9ggb0pKCl5eXowaNYrz58+zatUqKSPbxMQEFxcXhg4dip+fH9bW1jx58oSjR4/SqFEjunXrxvjx42nbti3Lli3D0dGR33//nQMHDiiUVhAEQRAEQRCEv7P7d1MY+40LAwYPZ8KU79CpqMv5mNPMnDyRd2/fUdoHYV+/esU4ryl07FLwycMKFVQLWUL4b5SqZm1OTk6p/kSg9vPbu3cvzZs3p3LlytJ7KioqHDp0iCpVqtC1a1csLS1ZvHix9Khnr1698Pf3x9fXlwYNGrB+/Xo2b95M+/btS73dGjVqMGfOHKZNm0bVqlWlL8zz5s1j5syZLFq0CHNzcxwcHNi3b59CQKYkffv2xcHBgQ4dOqCvr8+2bdsKrXtoYmLCoUOHiI+Pp3nz5tja2hIWFiY9trt48WL69u3LkCFDaNKkCdevX+fgwYPo6uoqrMfFxYX4+Hh69+5d7CP7mpqa7N27l0uXLmFtbc306dMLTKYDMHLkSKytrVm/fj3Xrl3D2toaa2trHjx4ILUJDg6madOm2NnZceXKFY4fP15iLcSPYdSoUfTp04cBAwbQokULnj17ppDpCHnBLWdnZ4YOHYqtra1U4zN/PdIPOc8tW7YkMDAQf39/rKysOHToUIHJ3JYtW4auri6tWrXC0dERe3v7Apmhc+fO5fbt29SrV0/KRJ4xYwZNmjTB3t6e9u3bY2BgoPAjk7a2NidPnqRr166YmJgwY8YM/Pz8pHq6I0eOZMOGDWzevBlLS0vatWtHUFCQtD/lypVj5cqVrF+/nurVq9OzZ09OnDiBpqZmgf717NmT6Ohoypcvz6BBgzAzM8PZ2Zm0tDQpU7FGjRrs37+fs2fPYmVlxejRo3F1dS1wPL766iv09PRISkpi0KBBRR5byJv8cciQIQwbNkwqMyDP6pSLjY2VxiPkBc6sra2ZNWuW1CY1NZUhQ4ZgZmaGh4cHQ4YMYdu2bcVuuzTXRmnGnpubG6ampjRt2hR9fX2ioqLo0aMHnp6euLu707hxY6Kjo5k5c6a0jLKyMs+ePWPo0KGYmJjQv39/unTpImXcN2rUiBMnTnDt2jXatGkj7W/+LNT3x9SrV684evRogXuOt7c3ysrKWFhYoK+vX2z92dKM5bIqLPipp6fH6dOnGTx4MPPnz8fa2po2bdqwbds2li5dKmVIb968GRsbG7p3746trS25ubns37+/QNkUZ2dn4uPji8wyl6tduzahoaHs2bMHKysr1q1bp1Bfu6hjOGDAAHx9fZk1axaNGzcmLi6OiIgIhUnH1q1bh7W1tTRRYtu2bbG2tlb4UfLGjRs8ffq02D4OHTqUN2/e0Lx5c8aNG8eECRMUnkLZvHkzQ4cOZdKkSZiamtKrVy9iYmKkHy7s7OxYt24dy5Ytw8rKioiICDw9PRXuhYIgCIIgCILwd3blUjw5OTlMmTkXqyZNMaxbj8ePHhZol5WVxeWLcdLrWzeuk56eRl3jvFJ/5g0tuX3zOnUM6xb4K2xeFeG/I8st7Qwl/2/Lli0MGDCgQE22t2/fsn37doYOHfpROygUr0ePHrRu3VqaFf3fKCsri6pVq3LgwIHPEtAUFOXk5GBubk7//v2lR+GFvEzhrKws1q5d+6W7Inxku3btYsaMGSQkJHzprkjOnz/PV199xZMnTwqUH/o7+tzH0NnZGWVlZX7++WcA2rdvT+PGjVmxYsVH3Y6bmxtXr17ljz/+KFX79PR0dHR0sBq/DuUKH6eevCAIgiAIgqDIQEuFSR3rUaVaTZTK/f3/W/lT+M7LnQf37zF1luJ39ow/0xnevxfTZs+nfUd7LsSeZcWS+Tx6mMqpS9fR1tFh96/b+H7aJMwbWPLdnIUoK5djwaxpAITsOQBA5InfGTfChVHjvejc1RGZkhJJiVdITkpkwuS8OTUa1NZnZWAwX9t3/bw7XwSLWpVLbvSR/fXXX9y6dQsjI6MCSR7y7wZpaWloa2sXu54yh79HjBhBWlpagff//PNPhccYhc+jdevWODs7f+lufFLPnz/H09OTZs2afemu/E+4c+cOgYGBXLt2jUuXLjFmzBhu3bpVYmbn/5qGDRsyZsyYL90N4RPQ1NQsNGv+S8rKymLVqlX/iEAtfL5jmJWVRUJCAqdOnaJBgwYfff2+vr7Ex8dz/fp1Vq1aRXBwcKlL+giCIAiCIAjC5xRzKop+Xb5S+Nu761emzJrHxoBV9OrUlt/27GTi1BkFllVTU8N1zHimjB/N4L7dUFfXwHdNoPR563ZfsWbzVqJOHmOAY2cG9XJgy4Z1VK9R63Pu4v+MMmfWKikp8ejRI+nxY7n4+Hg6dOjA8+fPP2oHBUH4vO7evcvAgQO5fPkyubm5NGzYkMWLF0sTVwmCIPxdxMXF0apVKzp06MDPP/8slbn5WJm1/fv35/jx4/z555/UrVuX8ePHM3r06JIX/H8is1YQBEEQBOHTE5m1QmH+yZm1pQ7WWltbI5PJiI+Pp0GDBlJdUMibIf3WrVs4ODiwY8eOD9gdQRAEQRCEf5ey/AeZIAiCIAiC8GGKC5AJwuf0sYK15Yr9NB/5ZD1xcXHY29ujqakpfaaiooKhoaE0+7YgCIIgCIIgCIIgCIIgCIJQNqUO1s6ePRsAQ0NDBgwYIH6tEARBEARBEARBEARBEARB+IhKHayVExNrCIIgCIIgCIIgCIIgCIIgfHxlDtZmZ2ezfPlyduzYQUpKCm/fvlX4XEwwJgiCIAiCIAiCIAiCIAiCUHZlDtbOmTOHDRs2MGnSJGbMmMH06dO5ffs2e/bsYdasWZ+ij4IgCIIgCP9YbWdsQ7mC2pfuhiAIgiAIwr+SgZYKkzrWI1v1BUrlyn/p7gh/Exa1Kn/pLnwwpbIusHXrVgIDA5k0aRLlypXD2dmZDRs2MGvWLE6fPv0p+igIgiAIgiAIgiAIgiAIgvCvV+Zg7cOHD7G0tARAU1OTtLQ0ALp3786+ffs+bu8EQRAEQRAEQRAEQRAEQRD+R5Q5WFuzZk1SU1MBqFevHocOHQIgJiaGChUqfNzeCYIgCIIgCIIgCIIgCIIg/I8oc7C2d+/eHD16FIDx48czc+ZMjI2NGTp0KN98881H76Dw+clkMvbs2VPk57dv30YmkxEXF/fJ+zJ8+HB69er1ybfzOQUFBVGxYsUv3Y1/pO+//57GjRsX2+ZLjpnPeW38UxkaGrJixYov3Y1SKc35PH78ODKZjJcvX362fgkfpqR/2wRBEARBEATh3+jsqSga1NYn/f+fjC/M7l+30bJhvc/YK6E4ZQ7WLl68mO+++w6AAQMG8McffzBmzBh27tzJ4sWLP3oHSzJixAhmzJjxWbb1Kb+UlxSEMjIy4siRIx99u4VJTU2lS5cuZVrGw8MDGxsbKlSoUOR+7Nixg8aNG6Ourk6dOnVYunRpiev19/cnKCioTH35N/oSAa6SAlVz5sxh8ODB0usLFy7g5ORE1apVUVVVxdjYGDc3N65du/bR+uTt7S39WFRaJ0+exNHRkerVqxcZrHn06BHDhw+nevXqqKur4+DgQHJy8kfqdfG+VHC5uDF14sQJatWqBUD79u2ZOHHiR9tuTEwM3377bZmXu3PnDmpqamRkZACQnp7O9OnTMTMzQ1VVFQMDAzp27MiuXbvIzc39KH2tVasWqampNGzYsMzL5j+GkFdCaPz48dStW5cKFSpQq1YtHB0dC4zn6Ohounbtiq6uLqqqqlhaWrJs2TKys7MBCA0NRVlZmfv37xe6XWNjY7y8vICC5659+/bIZDJkMhkVKlSgRo0aODo6smvXrlLtU0pKCt26dUNdXZ0qVaowefJksrKyFNocP36cJk2aUKFCBerXr1/o/XvNmjUYGhqiqqpKixYtOHv2rPTZ8+fPGT9+PKampqipqVG7dm08PDykkkvve/bsGTVr1izVv80f8m+bIAiCIAiC8M82ZOX+z/b3oZ48fsSCWdOwt2tK4/o1+LqFFWNHuHA68uRHOQaNbZpxPPYyWtraH2V9wqdXpmDtL7/8gouLC05OTqxbtw6Ali1b4uXlhaOj4yfpYHGys7P57bff6NGjx2ff9ud08eJFXrx4Qbt27T7L9gwMDD6opMU333zDgAEDCv3swIEDuLi4MHr0aC5fvszatWtZvnw5q1evLnadOjo6Igv1byosLEy69n777TdatmxJZmYmW7duJTExkZ9//hkdHR1mzpz50bapqalJpUqVyrTMq1evsLKyYs2aNYV+npubS69evbh58yZhYWFcuHCBOnXq0LFjR169evUxuv2PExYWVqZ7em5uboGgXVH09fVRV1f/oD516NABTU1NXr58SatWrdiyZQs+Pj6cP3+ekydPMmDAAKZMmVJkYK+slJWVMTAwoFy5ch/UX/kxvH37NjY2Nvz+++8sXbqUS5cuERERQYcOHRg3bpy0zO7du2nXrh01a9bk2LFjXL16lQkTJjB//nwGDhxIbm4uPXr0oFKlSgQHBxfY5smTJ7l+/Tqurq5F9svNzY3U1FRu3LhBaGgoFhYWDBw4sMQAenZ2Nt26dePt27dER0cTHBxMUFAQs2bNktrcunWLbt260aFDB+Li4pg4cSIjR47k4MGDUptffvkFLy8vZs+ezfnz57GyssLe3p7Hjx8D8ODBAx48eICvry+XL18mKCiIiIiIIvfJ1dWVRo0aFdt3uQ/9t00QBEEQBEEQPpX7d1Po360jZ6IimTR9NnsOnWT9ll9o3qo182dO/SjbUFFRQb9KVWQy2UdZn/DplTpYGxAQgLOzM7GxsSQnJzNu3DgmT578KftWoujoaMqXL0+zZs0AuHfvHs7Ozujp6aGhoUHTpk05c+aM1D4gIIB69eqhoqKCqakpP/30k8L6ZDIZGzZsoHfv3qirq2NsbEx4eDiQ92W7Q4cOAOjq6iKTyRg+fDgAOTk5LFq0CCMjI9TU1LCysmLnzp3SeuUZuUePHqVp06aoq6vTqlUrkpKSgLzH4ufMmUN8fLyU9ZQ/GyksLAwHBwfKly8PQFRUFO3bt0ddXR1dXV3s7e158eIFAJmZmXh4eFClShVUVVVp3bo1MTExUj9r1qxJQECAwn5fuHABJSUl7ty5Ix2H/NmHZ8+exdraGlVVVZo2bcqFCxcKnIuVK1cybtw46tatW+i5+umnn+jVqxejR4+mbt26dOvWDR8fH5YsWVJsFtz7WYft27dn/PjxTJw4EV1dXapWrUpgYCCvXr1ixIgRaGlpUb9+fQ4cOCAtk52djaurq3R+TE1N8ff3V9hOVlYWHh4eVKxYkUqVKjF16lSGDRumsO2SznNRgoKCqF27Nurq6vTu3Ztnz54pfH7jxg169uxJ1apV0dTUpFmzZgpZ1O3bt+fOnTt4enpK4wPyMsqcnZ2pUaMG6urqWFpasm3bNoV179y5E0tLS9TU1KhUqVKBAOSGDRswNzdHVVUVMzMz1q5dK31mZGQEgLW1NTKZjPbt20uf3b17lytXruDg4MDr168ZMWIEXbt2JTw8nI4dO2JkZESLFi3w9fVl/fr10nInTpygefPmVKhQgWrVqjFt2jQpyPfjjz9SvXp1cnJyFPahZ8+eUomV9zPQs7Oz8fLyks7blClTCoynLl26MH/+fHr37l3o+UlOTub06dMEBATQrFkzTE1NCQgI4M2bNwWO5/tKujZKGnvff/89wcHBhIWFSef2+PHjAEydOhUTExPU1dWpW7cuM2fO5N27d9Ky8fHxdOjQAS0tLbS1tbGxsSE2Nlb6PDIykjZt2qCmpkatWrXw8PCQzn1RY0ouPDycHj16MHz4cE6cOIG/v7/U7vbt29I97cCBA1JGfWRkZIljGQpm9BZ3380v/48D3333Hbdv3+bMmTMMGzYMCwsLTExMcHNzIy4uDk1NTQBevHjB0KFD0dXVRV1dnS5dukgZ0+np6aipqSncKyAvYKqlpcXr168LzS7fv38/JiYmqKmp0aFDB27fvl2gr/mPIcDYsWORyWScPXuWvn37YmJiQoMGDfDy8uL06dNA3o8Kbm5u9OjRgx9//JHGjRtjaGjIyJEjCQ4OZufOnezYsYPy5cszZMiQQjNWN23aRIsWLWjQoEGhfQJQV1fHwMCAmjVr0rJlS5YsWcL69esJDAws9umNQ4cOkZCQwM8//0zjxo3p0qUL8+bNY82aNbx9+xaAdevWYWRkhJ+fH+bm5ri7u9OvXz+WL18urWfZsmW4ubkxYsQILCwsWLduHerq6mzatAmAhg0bEhoaiqOjI/Xq1eOrr75iwYIF7N27t8APAgEBAbx8+RJvb+8i+51f/n/b5Od2+/bttGrVClVVVRo2bMiJEycUlgkPD8fY2BhVVVU6dOhAcHCwKHshCIIgCIIgfDTzZkzJ++/SvQfp3NURw7r1qG9qxnC3MYTsiQDgwf17uLsOoalZHZpbGOE1xpWnT/KSHW7fvEGD2vrcvK74ZGjwhnU4tM6LlRVWBmH3r9v4umVjbExq4+E2jLT/jykJfw+lDtauXr2a2bNnk5SURFxcHMHBwQqBnS8hPDwcR0dHZDIZGRkZtGvXjvv37xMeHk58fDxTpkyRAj+7d+9mwoQJTJo0icuXLzNq1ChGjBjBsWPHFNY5Z84c+vfvz8WLF+natSsuLi48f/6cWrVqERoaCkBSUhKpqalS0GXRokVs2bKFdevWceXKFTw9PRk8eHCBL33Tp0/Hz8+P2NhYypUrJwWgBgwYwKRJk2jQoAGpqamkpqYqZKiGh4fTs2dPAOLi4vj666+xsLDg1KlTREZG4ujoKD0iO2XKFEJDQwkODub8+fPUr18fe3t7nj9/jpKSEs7OzoSEhCj0a+vWrdjZ2VGnTp0CxzgjI4Pu3btjYWHBuXPn+P7770v9xTi/zMxMVFVVFd5TU1Pj3r17UpC4tIKDg6lcuTJnz55l/PjxjBkzBicnJ1q1asX58+fp3LkzQ4YM4fXr18B/gtS//vorCQkJzJo1i++++44dO3ZI61yyZAlbt25l8+bNREVFkZ6eXuBx+dKe5/zOnDmDq6sr7u7uxMXF0aFDB+bPn6/QJiMjg65du3L06FEuXLiAg4MDjo6OpKSkALBr1y5q1qzJ3LlzpfEB8Ndff2FjY8O+ffu4fPky3377LUOGDJEeKU5NTcXZ2ZlvvvmGxMREjh8/Tp8+faRg5tatW5k1axYLFiwgMTGRhQsXMnPmTCljT76eI0eOkJqaqvCodHh4OO3bt0dbW5uDBw/y9OlTpkyZUugxkGdG379/n65du9KsWTPi4+MJCAhg48aN0vFwcnLi2bNnCtfk8+fPiYiIwMXFpdB1+/n5ERQUxKZNm4iMjOT58+fs3r27yPNRmMzMTACF8amkpCQFIItSmmujpLHn7e1N//79cXBwkM5tq1atANDS0iIoKIiEhAT8/f0JDAxUCHq5uLhQs2ZNYmJiOHfuHNOmTZN+0Llx4wYODg707duXixcv8ssvvxAZGYm7uztQ9JgCuHLlCo8fP+arr77C398fW1tbKRszNTVV4dH+adOmsXjxYhITE2nUqFGJY7koRd135V6+fElkZCQ9evQgJyeH7du34+LiQvXq1QusS1NTU8qEHT58OLGxsYSHh3Pq1Clyc3Pp2rUr7969Q1tbm+7duxd6P+zVq1eh2b93796lT58+ODo6EhcXx8iRI5k2bVqBdvmPoXwMjxs3Dg0NjQJt5dfHoUOHePbsWaH3V0dHR0xMTKQfD1xdXUlOTubkyf88FpWRkcHOnTuLzaotyrBhw9DV1S22HMKpU6ewtLSkatWq0nv29vakp6dz5coVqU3Hjh0VlrO3t+fUqVMAvH37lnPnzim0UVJSomPHjlKbwqSlpaGtra2Q4ZyQkMDcuXPZsmULSkplrugkmTx5MpMmTeLChQvY2tri6Ogo/aB269Yt+vXrR69evYiPj2fUqFFMnz692PVlZmaSnp6u8CcIgiAIgiAIhXn58gWRx3/Heeg3qKsX/K6graNDTk4O40cOIe3lC4J3hLNh607updzBe5wbAIZ169GgUWN+26OYSLZv90669upT6HYvXjjHrMkTGTTMldCIYzS3tWP9ymUffweFD1bqZztv3rzJsGHDpNeDBg3C1dWV1NRUqlWr9kk6V5KwsDApeBESEsKTJ0+IiYlBT08PgPr160ttfX19GT58OGPHjgWQMpp8fX2ljFnI+3Lv7OwMwMKFC1m5ciVnz57FwcFBWm+VKlWkL9iZmZksXLiQI0eOYGtrC0DdunWJjIxk/fr1CqULFixYIL2eNm0a3bp146+//kJNTU0KMBgYGCjs4/3797l48aJUZ++HH36gadOmCoFyeRbVq1evCAgIICgoSGofGBjI4cOH2bhxI5MnT8bFxQU/Pz9SUlKoXbu2FPgoqu5vSEgIOTk5bNy4EVVVVRo0aMC9e/cYM2ZM6U7S/7O3t8fT05Phw4fToUMHrl+/jp+fH5AXVDQ0NCz1uqysrKT++vj4sHjxYipXroybW97NatasWQQEBHDx4kVatmxJ+fLlmTNnjrS8kZERp06dYseOHfTv3x+AVatW4ePjI2Vfrl69mv37/1NzpiznOT9/f38cHBykQKaJiQnR0dFEREQo7I+VlZX0et68eezevZvw8HDc3d3R09NDWVkZLS0thfFRo0YNhcDO+PHjOXjwIDt27KB58+akpqaSlZVFnz59pEC8paWl1H727Nn4+fnRp08f6bgkJCSwfv16hg0bhr6+PgCVKlUqMC7DwsKkHxDkmYpmZmaFHgO5tWvXUqtWLVavXo1MJsPMzIwHDx4wdepUZs2aha6uLl26dCEkJISvv/4ayMsMrly5ssI1mt+KFSvw8fGR9mHdunUKj1yXhpmZGbVr18bHx4f169ejoaHB8uXLuXfvnkIQ832luTZKGnuampqoqamRmZlZ4BjnvyYNDQ3x9vZm+/bt0lhKSUlh8uTJ0nE3NjaW2i9atAgXFxepXqmxsTErV66kXbt2BAQEFDmmIO/c2tvbo6KiIv3JszHfN3fuXDp16iS91tPTK3YsF6W4+y7kZbM2atSI6tWr8/jxY168eFHieEtOTiY8PJyoqCgpAL5161Zq1arFnj17cHJywsXFRfphR11dnfT0dPbt21dkwF/+dIb83mVqasqlS5dYsmRJkcfw+vXr5ObmlthfeW1nc3PzQj83MzOT2lhYWNCyZUs2bdpE27Ztgbya4Lm5uQwcOLDY7RRGSUkJExOTIrOEIa/mbv5ALSC9fvjwYbFt0tPTefPmDS9evCA7O7vQNlevXi10u0+fPmXevHkKZRoyMzNxdnZm6dKl1K5dm5s3b5Z6X9/n7u5O3759gbzzGxERwcaNG5kyZQrr16/H1NRUqq9uamrK5cuXWbBgQZHrW7RokcI1LwiCIAiCIAhFSbl9i9zcXIzqGxfZ5nTkSZKvJnIw6hzVqtcAYOHyNfTs2JpL8RewtLKme6++hARvxMPbB8jLtr1yKZ7F/gGFrvOnTT/Suv1XuI4ZD+QFfOPOxRB54vePvIfChyp1OkpmZqZCVpCSkhIqKiq8efPmk3SsJImJiTx48EAK6sTFxWFtbS0FVAtrb2dnp/CenZ0diYmJCu/lr32noaGBtra2VEuvMNevX+f169d06tQJTU1N6W/Lli3cuHGjyHXLA9zFrRvyMhhbt24tBYflmbWFuXHjBu/evVPYz/Lly9O8eXNpPxs3boy5ubmUTXbixAkeP36Mk5NToeuUZ8zlzzqUByvLws3NDXd3d7p3746KigotW7aUggpKSkqkpKQoHL+FCxcWua78x1FZWZlKlSopBCHlgYD8x3bNmjXY2Nigr6+PpqYmP/74o5Ttl5aWxqNHj2jevLnCem1sbKTXpTnPDRo0kN6XB8sTExNp0aKFQv/fP34ZGRl4e3tjbm5OxYoV0dTUJDExscRsxOzsbObNm4elpSV6enpoampy8OBBaTkrKyu+/vprLC0tcXJyIjAwUCqX8erVK27cuIGrq6vC/syfP7/AuH1feno6J06ckB7xLu1kTomJidja2io8cm9nZ0dGRgb37t0D8rJFQ0NDpWzXrVu3MnDgwEIz59LS0khNTVU4vuXKlaNp06al6o9c+fLl2bVrF9euXUNPTw91dXWOHTtGly5dpO2OHj1a4TjJ96c010ZxY684v/zyC3Z2dhgYGKCpqcmMGTMUlvPy8mLkyJF07NiRxYsXK5y3+Ph4goKCFPpsb29PTk4Ot27dKna7+csNlOT9Y/2hY7mk+27+PpVlvJUrV05hfFSqVAlTU1Ppfti1a1fKly8vlV0IDQ1FW1u7QHZo/nWWdD1/aH/lStv+m2++YefOnfz5559AXgkEJycntLS0yrS9/NuVX5tdunSRxk1xJRU+tfT0dLp164aFhQXff/+99L6Pjw/m5uYKExx+qPznT37/kI+PpKQkqcySXP5/Jwrj4+NDWlqa9Hf37t3/uo+CIAiCIAjCv1Qp/tv/5vVrGFSvIQVqAeqbmKKtrcPN5Lxkji49evPg3l3iz+eVxftt904sGjaibhFB4JvXr2HZ2EbhPasmZfseLXxaZZo1ZebMmQqPhr59+5YFCxago6Mjvbds2edJnQ4PD6dTp05SoERNTe2jrFf+GLGcTCYrUEMzP/nM5Pv27aNGjRoKn70/kUn+dcu/FBe3blCsewgfZz9dXFwICQlh2rRphISE4ODgUOZJm8pKJpOxZMkSFi5cyMOHD9HX15dmQa9bty66uroKdSGLCrpD4eeouGO7fft2vL298fPzw9bWFi0tLZYuXapQz7gkpTnP+/fvl2qKluU8eXt7c/jwYXx9falfvz5qamr069dPqgNZlKVLl+Lv78+KFSuwtLREQ0ODiRMnSsspKytz+PBhoqOjOXToEKtWrWL69OmcOXNGuo4DAwMLBJ+UlZWL3e6BAwewsLCQHoc3MTEB4OrVqx8UyM/P0dGR3Nxc9u3bR7Nmzfjjjz8UHv3/VGxsbIiLiyMtLY23b9+ir69PixYtpGDk3LlzP6j8x4eOvVOnTuHi4sKcOXOwt7dHR0eH7du3SxmdkFfvdtCgQezbt48DBw4we/Zstm/fTu/evcnIyGDUqFF4eHgUWHft2rWL3G5qaioXLlygW7dupdq/9x/r/9CxXNx99+3bt0RERPDdd98BeROUVaxYschMzLJQUVGhX79+hISEMHDgQEJCQhgwYMAHTSgm9/4xNDY2RiaTldhf+XWUmJgoZQLnl5iYiIWFhfR64MCBeHp6smPHDtq2bUtUVBSLFi36oD5nZ2eTnJwsBSY3bNgg/RArPzcGBgZSaRS5R48eSZ/J/1f+Xv422traqKmpoaysjLKycqFt3s/c/vPPP3FwcEBLS4vdu3crjJHff/+dS5cuSTXD5QHuypUrM3369C+a2VqhQgUxiZkgCIIgCIJQKrWN6iKTybj1Xr3ZstKvUpUWrdqwb08oVk2asi8slAFDRnykXgpfQqkza9u2bUtSUhIXLlyQ/lq1asXNmzel1/mDbZ9a/sewIS8zKy4uTqHOYX7m5uZERUUpvBcVFaXw5bckKioqAFJ9WMh7HLVChQqkpKRQv359hb/8tR1Ls+7864W8AOGxY8cK7Kc8yPk++eRp+ffz3bt3xMTEKOznoEGDuHz5MufOnWPnzp1F1gOFvON28eJF/vrrL+k9+YQ4H0JZWZkaNWqgoqLCtm3bsLW1RV9fn3Llyikcu+KCtWUlfwx67NixWFtbU79+fYUsRB0dHapWrSpNxAZ55/j8+fPS69Kc5zp16kjvyQO65ubmBQJz7x+/qKgohg8fTu/evbG0tMTAwKDA48iFjY+oqCh69uzJ4MGDsbKyom7dutJj0nIymQw7OzvmzJnDhQsXUFFRYffu3VStWpXq1atz8+bNAvsjn1issPEOBa+9zp07U7lyZX744YdCj798Ih5zc3Opbmj+fdDS0qJmzZpAXt3YPn36sHXrVrZt24apqSlNmjQpdL06OjpUq1ZN4fhmZWVx7ty5QtuXho6ODvr6+iQnJxMbGyvtZ5UqVRSOkXx/Sro2Shp7UPi5jY6Opk6dOkyfPp2mTZtibGxcaG1nExMTPD09OXToEH369GHz5s0ANGnShISEhALntn79+tJ5LWy7e/fupVWrVgrXX2HtilKasVxWx48fR1dXVyqvoKSkxMCBA9m6dSsPHjwo0D4jI4OsrCzMzc3JyspSGB/Pnj0jKSlJ4X7o4uJCREQEV65c4ffffy/xfvh+wPL9c/7+MdTT08Pe3p41a9YoTO4nJ78+OnfujJ6enkJAXi48PJzk5GSpVATk1TR2cnJi06ZNbN68GRMTE9q0aVNk34sTHBzMixcvpHIANWrUkMaLvISKra0tly5dUsh4Pnz4MNra2tLxtLW1LfDv0+HDh6UfcVRUVLCxsVFok5OTw9GjRxV+6ElPT6dz586oqKgQHh5eoN55aGgo8fHxxMXFERcXx4YNGwD4448/GDduXJn2Pf/5k98/5KUoTE1NFSbtAxT+nRAEQRAEQRCE/0bFirrYtevAti2beP264HeF9LQ06tY34eGD+6Q+uC+9f/1aEunpadQzNpXe69arLxG/hRF3LoZ7KXfo6lj4BNsAdeubcClO8Xtz/IUP/x4tfHylDtYeP36cY8eOFfv3+++fp77F48ePiY2NpXv37tJ7zs7OGBgY0KtXL6Kiorh58yahoaHSpCWTJ08mKCiIgIAAkpOTWbZsGbt27SpTtlydOnWQyWT89ttvPHnyhIyMDLS0tPD29sbT05Pg4GBu3LjB+fPnWbVqlTRRU2kYGhpy69Yt4uLiePr0KZmZmURERGBiYqJQz9XHx4eYmBjGjh3LxYsXuXr1KgEBATx9+hQNDQ3GjBnD5MmTiYiIICEhATc3N16/fq0w6YyhoSGtWrXC1dWV7OzsYh95HjRoEDKZDDc3NxISEti/fz++vr4F2l2/fp24uDgePnzImzdvpC/R8oy6p0+fsm7dOq5evUpcXBwTJkzg119/VZgV/lMxNjYmNjaWgwcPcu3aNWbOnFngC/f48eNZtGgRYWFhJCUlMWHCBF68eCFl6X7oefbw8CAiIgJfX1+Sk5NZvXq1Qr1aef927dpFXFwc8fHxDBo0qEDGtaGhISdPnuT+/fs8ffpUWk6eOZuYmMioUaMUMtbOnDnDwoULiY2NJSUlhV27dvHkyRMpEDFnzhwWLVrEypUruXbtGpcuXWLz5s1SdnyVKlVQU1MjIiKCR48ekZaWRlZWFgcOHFAYMxoaGmzYsIF9+/bRo0cPjhw5wu3bt4mNjWXKlCmMHj0agLFjx3L37l3Gjx/P1atXCQsLY/bs2Xh5eSmUOXBxcWHfvn1s2rSp2MAZwIQJE1i8eDF79uzh6tWrjB07tsAs7RkZGdJ4BKTrLP+j+b/++ivHjx/n5s2bhIWF0alTJ3r16kXnzp2L3HZpro3SjD1DQ0MuXrxIUlIST58+5d27dxgbG5OSksL27du5ceMGK1euVKij+ubNG9zd3Tl+/Dh37twhKiqKmJgY6dxOnTqV6OhoaWK75ORkwsLCFOrGFjam3s/kl7c7c+YMt2/f5unTp8U+DVCasVxWhfVpwYIF1KpVixYtWrBlyxYSEhJITk5m06ZNWFtbk5GRgbGxMT179sTNzY3IyEji4+MZPHgwNWrUUPixoW3bthgYGODi4oKRkVGBTPP8Ro8eTXJyMpMnTyYpKYmQkBCCgoJK7O+aNWvIzs6mefPmhIaGkpycTGJiIitXrpSClBoaGqxfv56wsDC+/fZbLl68yO3bt9m4cSPDhw+nX79+Uo1tOVdXV6Kjo1m3bp00YWVJXr9+zcOHD7l37x6nT59m6tSpjB49mjFjxhRZGxrygskWFhYMGTKE+Ph4Dh48yIwZMxg3bpyUSTp69Ghu3rzJlClTuHr1KmvXrmXHjh14enpK6/Hy8iIwMJDg4GASExMZM2YMr169YsSIvF/+5YHaV69esXHjRtLT03n48CEPHz6UfjSoV68eDRs2lP7kPzCZm5tTpUoVIG+CRDMzM+7fv09x1qxZw+7du7l69Srjxo3jxYsX0rEcNWoUV69eZerUqVy7do0dO3ZI5zt/ORdBEARBEARB+FAz5i0hOzubgY72HNq/lzu3bnAj+Ro/b/oRl95dsG3TDmMzc6Z6jCbhUjwX487znec4mrVsRUOrxtJ6OnXpzquMDOZOn0xz29ZUKWTOEbnBI9yIPP47m9ev4c6tG2wN2kDUcVGv9u/kw5/1/IL27t1L8+bNqVy5svSeiooKhw4dYtKkSXTt2pWsrCwsLCxYs2YNAL169cLf3x9fX18mTJiAkZERmzdvpn379qXebo0aNZgzZw7Tpk1jxIgRDB06lKCgIObNm4e+vj6LFi3i5s2bVKxYkSZNmkiP7ZZG37592bVrFx06dODly5ds3ryZo0ePFvjSb2JiwqFDh/juu+9o3rw5ampqtGjRQsq4Wrx4MTk5OQwZMoQ///yTpk2bcvDgQXR1dRXW4+LiwtixYxk6dGixj+xramqyd+9eRo8ejbW1NRYWFixZskTKwJIbOXIkJ06ckF5bW1sDeYExebA5ODgYb29vcnNzsbW15fjx4yXW//sYRo0axYULFxgwYAAymQxnZ2fGjh3LgQMHpDZTp07l4cOHDB06FGVlZb799lvs7e0VSgJ8yHlu2bIlgYGBzJ49m1mzZtGxY0dmzJjBvHnzpDbLli3jm2++oVWrVlSuXJmpU6cWmEF87ty5jBo1inr16pGZmUlubi4zZszg5s2b2Nvbo66uzrfffkuvXr1IS0sDQFtbm5MnT7JixQrS09OpU6cOfn5+Uj3dkSNHoq6uztKlS5k8eTIaGhpYWlpKk1KVK1eOlStXMnfuXGbNmkWbNm2YOXMmmpqaBbJde/bsSXR0NIsWLWLQoEGkp6dTq1YtvvrqK+bPnw/kXT/79+9n8uTJWFlZoaenh6ura4HJ7b766iv09PRISkpi0KBBxZ7bSZMmkZqayrBhw1BSUuKbb76hd+/e0jEAiI2NVQhCeXl5ATBs2DAp8JKamoqXlxePHj2iWrVqDB06lJkzZxa77dJcG6UZe25ubhw/fpymTZtK2fQ9evTA09MTd3d3MjMz6datGzNnzpTqdiorK/Ps2TOGDh3Ko0ePqFy5Mn369JEe/27UqBEnTpxg+vTptGnThtzcXOrVq8eAAQOk7b4/pjIyMjh69GiBH1C8vb0ZNmwYFhYWvHnzptiat6UZy2UVHh7Opk2bFN7T09Pj9OnTLF68mPnz53Pnzh10dXWxtLRk6dKlUmmezZs3M2HCBLp3787bt29p27Yt+/fvL1A2xdnZmR9++IFZs2YV25fatWsTGhqKp6cnq1atonnz5ixcuFAK7r169arQY1i3bl3Onz/PggULpDGrr6+PjY0NAQH/Kfrfr18/jh07xoIFC2jTpg1//fUXxsbGTJ8+nYkTJxYIELZu3RpTU1OuX7/O0KFDS3U8AwMDCQwMREVFhUqVKmFjY8Mvv/wiTa5YFGVlZX777TfGjBmDra0tGhoaDBs2jLlz50ptjIyM2LdvH56envj7+1OzZk02bNiAvb291GbAgAE8efKEWbNm8fDhQxo3bkxERIRUa/z8+fNSNnT+SUJB8d+Tkrx+/ZqkpCSpNE1RFi9ezOLFi4mLi6N+/fqEh4dL/21hZGTEzp07mTRpEv7+/tja2jJ9+nTGjBkjSh0IgiAIgiD8Q/zk0fVLd6FYteoYsnP/UdavXs7S+bN58vgRenqVsLC0YuaCpchkMlZt+ImFs3wY6tQDJSUlWrf7iu/mKpZA09DUpH3HzkT8FsZ8X/9it2nVpClzlixjzbIfWO23hJat2zLKw4t1Kws+5Sd8GbLcss5+8jfQo0cPWrduLc2K/m+UlZVF1apVOXDgwGcJaAqKcnJyMDc3p3///gqB1f91Hh4eZGVlsXbt2i/dFeEj27VrFzNmzCAhIeFLd0Vy/vx5vvrqK548eVKgru3f0d/xGAp5MjMzUVVV5fDhw3Ts2JHbt29jZGTEhQsXaNy4canXs2DBAtatW1fqicPS09PR0dHBavw6lCt8nNr6giAIgiAIgiIDLRUmdaxHlWo1USr39//eIHweFrUql9zoI/vrr7+4desWRkZGBcq5yb8bpKWloa2tXex6/pGZta1bt1ao3fdv9Pz5czw9PQvMRC18Gnfu3OHQoUO0a9eOzMxMVq9eza1bt0rM7Pxf07Bhw/96EjHh70lTU5MlS5Z86W4oyMrKYtWqVf+IQC38PY+hkPcfRbt27UJJSQkzM7MyLbt27VqaNWtGpUqViIqKYunSpQrlRARBEARBEARBED62f2Sw9t+cUStXpUqVAo+HC5+OkpISQUFBUpmGhg0bcuTIEakGqJDn22+//dJdED6R4urzfinNmzf/Rz1Z8Hc8hgLMnj2bkJAQlixZIk1mWFrJycnMnz+f58+fU7t2bSZNmoSPj88n6qkgCIIgCIIgCMI/tAyCIAiCIAjC311ZHnUSBEEQBEEQPkxxj54Lwuf0scogKBX7aRH++OMPBg8ejK2trTTT8k8//URkZOSHrE4QBEEQBEEQBEEQBEEQBOF/XpmDtaGhodjb26OmpsaFCxfIzMwEIC0tjYULF370DgqCIAiCIAiCIAiCIAiCIPwvKHOwdv78+axbt47AwECFSV/s7Ow4f/78R+2cIAiCIAiCIAiCIAiCIAjC/4oyB2uTkpJo27Ztgfd1dHR4+fLlx+iTIAiCIAiCIAiCIAiCIAjC/5xyZV3AwMCA69evY2hoqPB+ZGQkdevW/Vj9EgRBEARB+FdoO2MbyhXUvnQ3BEEQBEEQ/pUMtFSY1LEe2aovUCpXvuQFhP8JFrUqf+kufLAyZ9a6ubkxYcIEzpw5g0wm48GDB2zduhVvb2/GjBnzKfooCIIgCIIgCIIgCIIgCILwr1fmzNpp06aRk5PD119/zevXr2nbti0VKlTA29ub8ePHf4o+CoIgCIIgCIIgCIIgCEKZaG7u8Nm2lTHi2Gfb1pd09lQUIwb04tSl62jr6Hzp7vwrlTmzViaTMX36dJ4/f87ly5c5ffo0T548Yd68eZ+if4IgCIIgCIIgCIIgCILwr/OdlzsNausTuMZf4f2jB/fToLb+F+qV8KWVOVgrp6KigoWFBc2bN0dTU/Nj9kn4wmQyGXv27Cny89u3byOTyYiLi/vkfRk+fDi9evX65Nv5nIKCgqhYseKX7sY/0vfff0/jxo2LbfMlx8znvDb+qQwNDVmxYsWX7kaplOZ8Hj9+HJlMJibY/Af4J409QRAEQRAE4X9HhQqqbApYRdpH/E7x9u3bj7Yu4fMrc7C2d+/e9OnTp8Bf3759cXFxYfbs2SQlJX2KvhZqxIgRzJgx47Ns61N+KS8pCGVkZMSRI0c++nYLk5qaSpcuXcq0jIeHBzY2NlSoUKHI/dixYweNGzdGXV2dOnXqsHTp0hLX6+/vT1BQUJn68m/0JYIMJQWq5syZw+DBg6XXFy5cwMnJiapVq6KqqoqxsTFubm5cu3bto/XJ29ubo0ePlmmZkydP4ujoSPXq1Yv8IeLRo0cMHz6c6tWro66ujoODA8nJyR+p18X7UsHl4sbUiRMnqFWrFgDt27dn4sSJH227MTExfPvtt2Ve7s6dO6ipqZGRkQFAeno606dPx8zMDFVVVQwMDOjYsSO7du0iNzf3o/S1Vq1apKam0rBhwzIvm/8YAjx8+JDx48dTt25dKlSoQK1atXB0dCwwnqOjo+natSu6urqoqqpiaWnJsmXLyM7OBiA0NBRlZWXu379f6HaNjY3x8vICCp679u3bI5PJkMlkVKhQgRo1auDo6MiuXbtKtU8pKSl069YNdXV1qlSpwuTJk8nKylJoc/z4cZo0aUKFChWoX79+offvNWvWYGhoiKqqKi1atODs2bPSZ8+fP2f8+PGYmpqipqZG7dq18fDwIC0tTWEdMTExfP3111SsWBFdXV3s7e2Jj48vtv8fOvYEQRAEQRAE4VNq2botlatUKZBdm9+h/Xvp8XVrGtevQadWTQj6ca3C551aNSHA3w+fieNobmHE99O82P3rNlo2rMfxI4fo1r4lNia1mThqBG/evGbPr9vp1KoJtg3rs3CWj/R9AyA8dAf9u3WkmbkhbW0smDx+FM+ePvlk+y8UVOZgrY6ODr///jvnz5+XvvRduHCB33//naysLH755ResrKyIior6FP1VkJ2dzW+//UaPHj0++ba+pIsXL/LixQvatWv3WbZnYGBAhQoVyrzcN998w4ABAwr97MCBA7i4uDB69GguX77M2rVrWb58OatXry52nTo6OiIL9W8qLCxMuvZ+++03WrZsSWZmJlu3biUxMZGff/4ZHR0dZs6c+dG2qampSaVKlcq0zKtXr7CysmLNmjWFfp6bm0uvXr24efMmYWFhXLhwgTp16tCxY0devXr1Mbr9jxMWFoajo2Op2+fm5hYI2hVFX18fdXX1D+pThw4d0NTU5OXLl7Rq1YotW7bg4+PD+fPnOXnyJAMGDGDKlCkFAnsfSllZGQMDA8qVK3N5d4VjePv2bWxsbPj9999ZunQply5dIiIigg4dOjBu3Dhpmd27d9OuXTtq1qzJsWPHuHr1KhMmTGD+/PkMHDiQ3NxcevToQaVKlQgODi6wzZMnT3L9+nVcXV2L7JebmxupqancuHGD0NBQLCwsGDhwYIlBzOzsbLp168bbt2+Jjo4mODiYoKAgZs2aJbW5desW3bp1o0OHDsTFxTFx4kRGjhzJwYMHpTa//PILXl5ezJ49m/Pnz2NlZYW9vT2PHz8G4MGDBzx48ABfX18uX75MUFAQERERCvuUkZGBg4MDtWvX5syZM0RGRqKlpYW9vT3v3r0rch8+dOwJgiAIgiAIwqekrKzMhCnTCQnawMPUBwU+v3IxnkljR9KlR2/2HDrJWM/JrPJdzO5ftym0C/pxDaYWDdi5/3dGe0wC4M2bN2zdHIjv6h9Z/9N2Yk5H4+E2jD+OHSEgaBuLVqxlR8gWDu0Ll9aTlfWO8d7T2BVxnFWBW3hw7y7TJ4k5qj6nMgdrDQwMGDRoEDdv3iQ0NJTQ0FBu3LjB4MGDqVevHomJiQwbNoypU6d+iv4qiI6Opnz58jRr1gyAe/fu4ezsjJ6eHhoaGjRt2pQzZ85I7QMCAqhXrx4qKiqYmpry008/KaxPJpOxYcMGevfujbq6OsbGxoSH5w3Y27dv06FDXmFqXV1dZDIZw4cPByAnJ4dFixZhZGSEmpoaVlZW7Ny5U1qvPCP36NGjNG3aFHV1dVq1aiVlIAcFBTFnzhzi4+OlAHj+bKSwsDAcHBwoX748AFFRUbRv3x51dXUpo+jFixcAZGZm4uHhQZUqVVBVVaV169bExMRI/axZsyYBAQEK+33hwgWUlJS4c+eOdBzyZx+ePXsWa2trVFVVadq0KRcuXChwLlauXMm4ceOoW7duoefqp59+olevXowePZq6devSrVs3fHx8WLJkSbFZcO9nHbZv357x48czceJEdHV1qVq1KoGBgbx69YoRI0agpaVF/fr1OXDggLRMdnY2rq6u0vkxNTXF31/xF6usrCw8PDyoWLEilSpVYurUqQwbNkxh2yWd56IEBQVRu3Zt1NXV6d27N8+ePVP4/MaNG/Ts2ZOqVauiqalJs2bNFLKo27dvz507d/D09JTGB8CzZ89wdnamRo0aqKurY2lpybZtijfrnTt3YmlpiZqaGpUqVSoQgNywYQPm5uaoqqpiZmbG2rX/+XXOyMgIAGtra2QyGe3bt5c+u3v3LleuXMHBwYHXr18zYsQIunbtSnh4OB07dsTIyIgWLVrg6+vL+vXrpeVOnDhB8+bNqVChAtWqVWPatGlSkO/HH3+kevXq5OTkKOxDz549+eabb4CCGejZ2dl4eXlJ523KlCkFxlOXLl2YP38+vXv3LvT8JCcnc/r0aQICAmjWrBmmpqYEBATw5s2bAsfzfSVdGyWNve+//57g4GDCwsKkc3v8+HEApk6diomJCerq6tStW5eZM2cqBKLi4+Pp0KEDWlpaaGtrY2NjQ2xsrPR5ZGQkbdq0QU1NjVq1auHh4SGd+6LGlFx4eDg9evRg+PDhnDhxAn9/f6nd7du3pXvagQMHpIz6yMjIEscyFMzoLe6+m1/+Hwe+++47bt++zZkzZxg2bBgWFhaYmJjg5uZGXFycVJrnxYsXDB06FF1dXdTV1enSpYuUMZ2eno6amprCvQLyAqZaWlq8fv260Ozy/fv3Y2JigpqaGh06dOD27dsF+pr/GAKMHTsWmUzG2bNn6du3LyYmJjRo0AAvLy9Onz4N5P2o4ObmRo8ePfjxxx9p3LgxhoaGjBw5kuDgYHbu3MmOHTsoX748Q4YMKTRjddOmTbRo0YIGDRoU2icAdXV1DAwMqFmzJi1btmTJkiWsX7+ewMDAYp/eOHToEAkJCfz88880btyYLl26MG/ePNasWSM9YrVu3TqMjIzw8/PD3Nwcd3d3+vXrx/Lly6X1LFu2DDc3N0aMGIGFhQXr1q1DXV2dTZs2AdCwYUNCQ0NxdHSkXr16fPXVVyxYsIC9e/dK94qrV6/y/Plz5s6di6mpKQ0aNGD27Nk8evRI+nesMIWNvYCAALp06YKamhp169YtcE+Pjo6mcePG0jW+Z88eUepEEARBEARB+Og6OnTDrEFD1ixbUuCz4A0BtLRry5gJkzCsW4/eTs44D3Nl8zrFhKQWrdow/Nux1DY0orZh3vf5rHfvmLngB8wbNqJpi1Z07urIhZizzF26gvomprTv2JnmtnacPfWfhMs+A1xo06EjteoYYtWkKT7fL+SPY0d59Srj0x4EQVLmYO3GjRuZOHEiSkr/WVRJSYnx48fz448/IpPJcHd35/Llyx+1o4UJDw/H0dERmUxGRkYG7dq14/79+4SHhxMfH8+UKVOkwM/u3buZMGECkyZN4vLly4waNYoRI0Zw7JjibH1z5syhf//+XLx4ka5du+Li4sLz58+pVasWoaGhACQlJZGamioFXRYtWsSWLVtYt24dV65cwdPTk8GDB3PixAmFdU+fPh0/Pz9iY2MpV66cFIAaMGAAkyZNokGDBqSmppKamqqQoRoeHk7Pnj0BiIuL4+uvv8bCwoJTp04RGRmJo6OjlLI+ZcoUQkNDCQ4O5vz589SvXx97e3ueP3+OkpISzs7OhISEKPRr69at2NnZUadOnQLHOCMjg+7du2NhYcG5c+f4/vvv8fb2LvO5yszMRFVVVeE9NTU17t27V+yX68IEBwdTuXJlzp49y/jx4xkzZgxOTk60atWK8+fP07lzZ4YMGcLr16+B/wSpf/31VxISEpg1axbfffcdO3bskNa5ZMkStm7dyubNm4mKiiI9Pb3A4/KlPc/5nTlzBldXV9zd3YmLi6NDhw7Mnz9foU1GRgZdu3bl6NGjXLhwAQcHBxwdHUlJSQFg165d1KxZk7lz50rjA+Cvv/7CxsaGffv2cfnyZb799luGDBkiPVKcmpqKs7Mz33zzDYmJiRw/fpw+ffpIwcytW7cya9YsFixYQGJiIgsXLmTmzJlSxp58PUeOHCE1NVXhUenw8HDat2+PtrY2Bw8e5OnTp0yZMqXQYyDPjL5//z5du3alWbNmxMfHExAQwMaNG6Xj4eTkxLNnzxSuyefPnxMREYGLi0uh6/bz8yMoKIhNmzYRGRnJ8+fP2b17d5HnozCZmZkACuNTSUlJCkAWpTTXRkljz9vbm/79++Pg4CCd21atWgGgpaVFUFAQCQkJ+Pv7ExgYqBD0cnFxoWbNmsTExHDu3DmmTZsm/aBz48YNHBwc6Nu3LxcvXuSXX34hMjISd3d3oOgxBXDlyhUeP37MV199hb+/P7a2tlI2ZmpqqsKj/dOmTWPx4sUkJibSqFGjEsdyUYq678q9fPmSyMhIevToQU5ODtu3b8fFxYXq1asXWJempqaUCTt8+HBiY2MJDw/n1KlT5Obm0rVrV969e4e2tjbdu3cv9H7Yq1evQjMw7969S58+fXB0dCQuLo6RI0cybdq0Au3yH0P5GB43bhwaGhoF2sqvj0OHDvHs2bNC76+Ojo6YmJhIPx64urqSnJzMyZMnpTYZGRns3Lmz2KzaogwbNgxdXd1iyyGcOnUKS0tLqlatKr1nb29Peno6V65ckdp07NhRYTl7e3tOnToF5NXNOnfunEIbJSUlOnbsKLUpTFpaGtra2tJ5NTU1pVKlSmzcuJG3b9/y5s0bNm7ciLm5OYaGhmXa95kzZ9K3b1/i4+NxcXFh4MCBJCYmAnkBfUdHRywtLTl//jzz5s0r8YfozMxM0tPTFf4EQRAEQRAEoTS8fGYStvMXbiQrlhK8ef0a1k2bK7zXpFlz7ty+qVC+oEEjqwLrVFNTlwK3AJUq61O9Zi00NDQV3nv+7Kn0+srFeMaOcOHrlo1pZm7I8P558ajUIkqxCR9fmZ/tzMrK4urVq5iYmCi8f/XqVWmQqKqqFsjU+hTCwsKk4EVISAhPnjwhJiYGPT09AOrXry+19fX1Zfjw4YwdOxZAymjy9fWVMmYh78u9s7MzAAsXLmTlypWcPXsWBwcHab1VqlSRvmBnZmaycOFCjhw5gq2tLQB169YlMjKS9evXK5QuWLBggfR62rRpdOvWjb/++gs1NTUpwGBgYKCwj/fv3+fixYtSDdkffviBpk2bKmRAyrOoXr16RUBAAEFBQVL7wMBADh8+zMaNG5k8eTIuLi74+fmRkpJC7dq1pcBHUXV/Q0JCyMnJYePGjaiqqtKgQQPu3bvHmDFjSneS/p+9vT2enp4MHz6cDh06cP36dfz8/IC8oGJZvmBbWVlJ/fXx8WHx4sVUrlwZNzc3AGbNmkVAQAAXL16kZcuWlC9fnjlz5kjLGxkZcerUKXbs2EH//v0BWLVqFT4+PlL25erVq9m/f7+0TFnOc37+/v44ODhIgUwTExOio6OJiIhQ2B8rq//cVOfNm8fu3bsJDw/H3d0dPT09lJWV0dLSUhgfNWrUUAjsjB8/noMHD7Jjxw6aN29OamoqWVlZ9OnTRwrEW1paSu1nz56Nn58fffr0kY5LQkIC69evZ9iwYejr5808WalSpQLjMiwsTPoBQZ6paGZmVugxkFu7di21atVi9erVyGQyzMzMePDgAVOnTmXWrFno6urSpUsXQkJC+Prrr4G8zODKlSsrXKP5rVixAh8fH2kf1q1bp/DIdWmYmZlRu3ZtfHx8WL9+PRoaGixfvpx79+4pBDHfV5pro6Sxp6mpiZqaGpmZmQWOcf5r0tDQEG9vb7Zv3y6NpZSUFCZPniwdd2NjY6n9okWLcHFxkeqVGhsbs3LlStq1a0dAQECRYwryzq29vT0qKirSnzwb831z586lU6dO0ms9Pb1ix3JRirvvQl42a6NGjahevTqPHz/mxYsXJY635ORkwsPDiYqKkgLgW7dupVatWuzZswcnJydcXFykH3bU1dVJT09n3759RQb85U9nyO9dpqamXLp0iSVLFH/9zn8Mr1+/Tm5ubon9ldd2Njc3L/RzMzMzqY2FhQUtW7Zk06ZNtG3bFsirCZ6bm8vAgQOL3U5hlJSUMDExKTJLGPJq7uYP1ALS64cPHxbbJj09nTdv3vDixQuys7MLbXP16tVCt/v06VPmzZunUKZBS0uL48eP06tXL+bNmwfkjfGDBw+WuWSFk5MTI0eOBPLG6+HDh1m1ahVr164lJCQEmUxGYGAgqqqqWFhYcP/+fenfmsIsWrRI4ZoXBEEQBEEQhNJq2qIVdu06sGLJfHo5lf2/69XUCiaclCuv+N/HMpms0PfkiY6vX7/i2yH9sWvXgR/8A9CtVJnUB/f4dnB/3r0Tk5Z9LmXOrB0yZAiurq4sX76cyMhIIiMjWb58Oa6urgwdOhTIe9S5uMcwP4bExEQePHggBXXi4uKwtraWAqqFtbezs1N4z87OTsqgkWvUqJH0/zU0NNDW1pZq6RXm+vXrvH79mk6dOqGpqSn9bdmyhRs3bhS57mrVqgEUu27Iy2Bs3bq1FByWZ9YW5saNG7x7905hP8uXL0/z5s2l/WzcuDHm5uZSNtmJEyd4/PgxTk5Oha5TnjGXP+tQHqwsCzc3N9zd3enevTsqKiq0bNlSCiooKSmRkpKicPwWLlxY5LryH0dlZWUqVaqkEISUBwLyH9s1a9ZgY2ODvr4+mpqa/Pjjj1K2X1paGo8ePaJ58+YK67WxsZFel+Y8N2jQQHpfHixPTEykRYsWCv1///hlZGTg7e2Nubk5FStWRFNTk8TExBKzEbOzs5k3bx6Wlpbo6emhqanJwYMHpeWsrKz4+uuvsbS0xMnJicDAQKlcxqtXr7hx4waurq4K+zN//vwC4/Z96enpnDhxQnrEu7STOSUmJmJra6vwQ46dnR0ZGRncu3cPyMsWDQ0NlbJdt27dysCBAxUy+eXS0tJITU1VOL7lypWjadOmpeqPXPny5dm1axfXrl1DT08PdXV1jh07RpcuXaTtjh49WuE4yfenNNdGcWOvOL/88gt2dnYYGBigqanJjBkzFJbz8vJi5MiRdOzYkcWLFyuct/j4eIKCghT6bG9vT05ODrdu3Sp2u/nLDZTk/WP9oWO5pPtu/j6VZbyVK1dOYXxUqlQJU1NT6X7YtWtXypcvL5VdCA0NRVtbu0B2aP51lnQ9f2h/5Urb/ptvvmHnzp38+eefQF4JBCcnJ7S0tMq0vfzblV+bXbp0kcbNp/63vDjp6el069YNCwsLvv/+e+n9N2/e4Orqip2dHadPnyYqKoqGDRvSrVs33rx5U6ZtvH/+bG1tpfGRlJRU4BrP/+9EYXx8fEhLS5P+7t69W6b+CIIgCIIgCP/bPKfN5PiRg8Sd+0+Ju7r1TbgQe1ah3fmYsxga1UNZWfmjbv/W9eu8fPEcz2kzsWlhS936xjx/+rTkBYWPqsyZtcuXL6dq1ar88MMPPHr0CMgLjnl6ekqPB3bu3FnKiPpUwsPD6dSpk/QlSk1N7aOsV/4YsVz+XxgKI5+ZfN++fdSoUUPhs/cn6cq/bvmX4uLWDYp1D+Hj7KeLiwshISFMmzaNkJAQHBwcyjxpU1nJZDKWLFnCwoULefjwIfr6+tIs6HXr1kVXV1ehBmBRQXco/BwVd2y3b9+Ot7c3fn5+2NraoqWlxdKlSxXqGZekNOd5//79Uk3Rspwnb29vDh8+jK+vL/Xr10dNTY1+/fpJdSCLsnTpUvz9/VmxYgWWlpZoaGgwceJEaTllZWUOHz5MdHQ0hw4dYtWqVUyfPp0zZ85Ij3gHBgYWCD6VdLM/cOAAFhYW0uPw8iz7q1evflAgPz9HR0dyc3PZt28fzZo1448//lB49P9TsbGxIS4ujrS0NN6+fYu+vj4tWrSQgpFz5879oPIfHzr2Tp06hYuLC3PmzMHe3h4dHR22b98uZXRCXr3bQYMGsW/fPg4cOMDs2bPZvn07vXv3JiMjg1GjRuHh4VFg3bVr1y5yu6mpqVy4cIFu3bqVav/ef6z/Q8dycffdt2/fEhERwXfffQfkTRJVsWLFIjMxy0JFRYV+/foREhLCwIEDCQkJYcCAAR80oZjc+8fQ2NgYmUxWYn/l11FiYqKUCZxfYmIiFhYW0uuBAwfi6enJjh07aNu2LVFRUSxatOiD+pydnU1ycrJU/33Dhg1S0FN+bgwMDKTSKHLy/waQZ10bGBhI7+Vvo62tjZqaGsrKyigrKxfa5v3M7T///BMHBwe0tLTYvXu3whgJCQnh9u3bnDp1SvpBJSQkBF1dXcLCwj4ou/hjqVChwgdN0CkIgiAIgiAIACZmFnTv1Y+tmwOl94a7jWGAY2cC/P3o4tiLuHMxbAveyIwFBevb/req1ahBeRUVtm7ewIDBw0hOusq6lX4lLyh8VGX+RqqsrMz06dOZPn26VItNW1tboU1xwYCPJSwsTOGxyEaNGrFhwwaeP39eaKDP3NycqKgohg0bJr0XFRWl8OW3JCoqKgAKNUEsLCyoUKECKSkpRT4KX9p1518v5AUIjx07pjAhWKNGjTh69Gihj1nKJ0+LioqSHnt/9+4dMTEx0uPQAIMGDWLGjBmcO3eOnTt3sm7duiL7ZW5uzk8//cRff/0lBcblE+J8CGVlZSnYuW3bNmxtbaXH7fOXrfiY5I9By0tgAApZiDo6OlStWpWYmBjpkeLs7GzOnz8vTWZVmvNcWM1fc3PzAoG5949fVFQUw4cPl0owZGRkFHgcubDxERUVRc+ePRk8eDCQF5y+du2awpiWyWTY2dlhZ2fHrFmzqFOnDrt378bLy4vq1atz8+bNIuvBFjbeQbEEAuT9OFO5cmV++OGHQh8ff/nyJRUrVsTc3JzQ0FCFDL6oqCi0tLSoWbMmkFdCpU+fPmzdupXr169jampKkyZNCu2fjo4O1apV48yZM9J5y8rK4ty5c0UuUxIdHR0g7xH62NhY6RHrKlWqUKVKFYW2pbk2Shp7UPi5jY6Opk6dOkyfPl16r7DaziYmJpiYmODp6YmzszObN2+md+/eNGnShISEhGKvqcK2u3fvXlq1aqVwDy2sXVFKM5bL6vjx4+jq6krlFZSUlBg4cCA//fQTs2fPLlC3NiMjA1VVVczNzcnKyuLMmTNS8PPZs2ckJSUpXCMuLi506tSJK1eu8PvvvxeoKZ2fubl5gcnP3j/n7x9DPT097O3tWbNmDR4eHgUC3PLro3Pnzujp6eHn51cgWBseHk5ycrI0HiGvFICTkxObNm3ixo0bmJiY0KZNm2KPZVGCg4N58eIFffv2BSjwgxTkZZwuWLCAx48fS9fC4cOH0dbWlo6nra2tQvkYeRv5jzgqKirY2Nhw9OhRafLGnJwcjh49qlAmIz09HXt7eypUqEB4eHiBeuevX79GSUlJIUtf/rqkH0Dfd/r0aempIPlra2trIK/Mxc8//0xmZqYUgJVP2CkIgiAIgiD8M2SMOFZyo78Z90lTOfDbHum1haUVfms3sNpvCetW+qFfpSruk6bS28n5o29br1JlFvitwv+HBWwNCsSiYSO8p8/B3XXwR9+WULQyl0HIT1tbu0Cg9nN4/PgxsbGxdO/eXXrP2dkZAwMDevXqRVRUFDdv3iQ0NFSatGTy5MkEBQUREBBAcnIyy5YtY9euXWXKlqtTpw4ymYzffvuNJ0+ekJGRgZaWFt7e3nh6ehIcHMyNGzc4f/48q1atkiZqKg1DQ0Nu3bpFXFwcT58+JTMzk4iICExMTBTqufr4+BATE8PYsWO5ePEiV69eJSAggKdPn6KhocGYMWOYPHkyERERJCQk4ObmxuvXrxUmnTE0NKRVq1a4urqSnZ1d7CPPgwYNQiaT4ebmRkJCAvv378fX17dAu+vXrxMXF8fDhw958+YNcXFxxMXFSRl1T58+Zd26dVy9epW4uDgmTJjAr7/+qjAz96dibGxMbGwsBw8e5Nq1a8ycObPAF+7x48ezaNEiwsLCSEpKYsKECbx48UIKBnzoefbw8CAiIgJfX1+Sk5NZvXq1Qr1aef927dpFXFwc8fHxDBo0qEDAwdDQkJMnT3L//n2e/v8jCMbGxlLmbGJiIqNGjVLIWDtz5gwLFy4kNjaWlJQUdu3axZMnT6SamHPmzGHRokWsXLmSa9eucenSJTZv3syyZcuAvAClmpoaERERPHr0iLS0NLKysjhw4IDCmNHQ0GDDhg3s27ePHj16cOTIEW7fvk1sbCxTpkxh9OjRAIwdO5a7d+8yfvx4rl69SlhYGLNnz8bLy0uhzIGLiwv79u1j06ZNRQaS5SZMmMDixYvZs2cPV69eZezYsbx8+VKhTUZGhjQeAek6y/9o/q+//srx48e5efMmYWFhdOrUiV69etG5c+cit12aa6M0Y8/Q0JCLFy+SlJTE06dPeffuHcbGxqSkpLB9+3Zu3LjBypUrFQLhb968wd3dnePHj3Pnzh2ioqKIiYmRzu3UqVOJjo6WJrZLTk4mLCxMISBW2Jh6P5Nf3u7MmTPcvn2bp0+fFhsMK81YLqvC+rRgwQJq1apFixYt2LJlCwkJCSQnJ7Np0yasra3JyMjA2NiYnj174ubmRmRkJPHx8QwePJgaNWoo/NjQtm1bDAwMcHFxwcjIqECmeX6jR48mOTmZyZMnk5SUREhICEFBQSX2d82aNWRnZ9O8eXNCQ0NJTk4mMTGRlStXSoFMDQ0N1q9fL/0QefHiRW7fvs3GjRsZPnw4/fr1k2psy7m6uhIdHc26deukCStL8vr1ax4+fMi9e/c4ffo0U6dOZfTo0YwZM6bI2tCQ96OMhYUFQ4YMIT4+noMHDzJjxgzGjRsnBTJHjx7NzZs3mTJlClevXmXt2rXs2LEDT09PaT1eXl4EBgYSHBxMYmIiY8aM4dWrV4wYMQLIC9R27tyZV69esXHjRtLT03n48CEPHz6UfjTo1KkTL168YNy4cSQmJnLlyhVGjBhBuXLlpH24f/8+ZmZmBbKB3/frr7+yadMmrl27xuzZszl79qx0ncjH77fffktiYiIHDx6UrvHPUZdfEARBEARB+PdbuGw1qzZsUXivRq3axF2/z5WUJ9J7nbs6En40kvgbDzhy6gIjRo37P/buPC6nvH/8+OsSaU+RsiutSCJLYZStRGQpkiWThjFEZGkQYSxDQxjZxdxhLFEmKtw0t7JFy1BCgyxhLJNvloh+f/Tr3F3tuZthZj7Px6PHfV/Xdc7nfM75fM4x1/t6n/eRW+dY/CVGj5sg994gFzfOXpZPFvpq2kzCok6V24d+AwcTE3eRxOt3CT14BLve9lzJ/A2zVgXlJztad+FK5m9o/P9kJ6H6fVCwdv/+/bi6utK5c2fatWsn9/dnOHz4MB07dqRevXrSe4qKisTExFC/fn0cHR0xNzdn2bJl0i3dzs7OBAUFsXLlSlq1asXGjRvZvn07tra2ld5uo0aNCAgIYPbs2ejq6kpf6BYtWsS8efNYunQpZmZmODg4EBkZib6+fgUt/teQIUNwcHDAzs4OHR0ddu/eXWrtSGNjY2JiYkhOTqZjx45YW1sTHh4u3ba7bNkyhgwZwqhRo2jXrh03btwgOjoaLS0tuXbc3d1JTk5m0KBB5d6yr6amxuHDh/nll1+wtLRkzpw5JR6mAzBu3DgsLS3ZuHEj165dw9LSEktLS+7fvy8ts2PHDqysrOjSpQtXrlzh1KlTFdb/qw7jx49n8ODBDBs2jE6dOvHkyRO5TEcoCG65ubkxevRorK2tpRqfRTO6PmScO3fuzObNmwkKCsLCwoKYmJgSD3P77rvv0NLSwsbGBicnJ+zt7UucSwsXLuTWrVu0aNFCykSeO3cu7dq1w97eHltbW+nHikIaGhr8/PPPODo6YmxszNy5cwkMDJTq6Y4bN44tW7awfft2zM3N6d69OyEhIdL+1KxZkzVr1rBx40YaNmzIwIEDiY2NRU1NrUT/Bg4cSHx8PLVq1WLEiBGYmpri5uZGdna2lKnYqFEjjhw5wvnz57GwsGDChAl4enqWOB49evRAW1ub9PR0RowYUeaxBZg+fTqjRo1izJgxUpmBwqzOQgkJCdJ8hIJgkaWlJf7+/tIyWVlZjBo1ClNTU7y9vRk1ahS7d+8ud9uVOTcqM/e8vLwwMTHBysoKHR0d4uLiGDBgAD4+PkyaNIm2bdsSHx/PvHnzpHUUFBR48uQJo0ePxtjYGFdXV/r27Stl3Ldp04bY2FiuXbtGt27dpP0tmoVafE69ePGCEydOlLjm+Pr6oqCgQMuWLdHR0Sm3/mxl5nJVlRb81NbW5uzZs4wcOZLFixdjaWlJt27d2L17NytWrJAypLdv30779u3p378/1tbW5Ofnc+TIkRJlU9zc3EhOTq7wx4GmTZty4MABDh06hIWFBRs2bJCrr13WMTQwMODSpUvY2dkxffp0WrduTe/evTlx4oTcnRNDhw7l5MmTZGZm0q1bN0xMTFi1ahVz5sxhz549JQKEXbt2xcTEhOfPn8tlh5Zn8+bNNGjQgBYtWjB48GBSU1P58ccf5R5aWRoFBQV++uknFBQUsLa2ZuTIkYwePZqFCxdKy+jr6xMZGcmxY8ewsLAgMDCQLVu2YG9vLy0zbNgwVq5cib+/P23btiUpKYmoqCip1vilS5c4d+4cv/zyC4aGhjRo0ED6K6z/ampqyuHDh0lJScHa2ppu3bpx//59oqKipHrwb9++JT09nZcvX5a7XwEBAezZs4c2bdqwc+dOdu/eLWUKa2hocPjwYZKSkmjbti1z5syRrhvFs30FQRAEQRAEQRCqiyy/ik8/WbNmDXPmzMHDw4NNmzYxduxYMjIyuHDhAl999RXffPPNH9VXyYABA+jatav0VPS/o7y8PHR1dTl69OifEtAU5L1//x4zMzNcXV3lbj3+p/P29iYvL6/CwI7w1xMWFsbcuXNJTU392F2RXLp0iR49evDbb7+VqGv7KfoUj6HwXw0aNGDRokWMGzcOKAjUHzx4UO5HroqEhoYyduxYsrOzK1Wb/Pnz52hqamIxeQMKtauntr4gCIIgCIIgT09dkem9WlC/QWNq1Pz0vzcIf46WTepVvFA1e/36NTdv3kRfX79Egkfhd4Ps7OwKqxRUuWbt+vXr2bRpE25uboSEhDBz5kwMDAzw9/fn6dOnVW3ug3Tt2hU3t+qvzfEpefr0KT4+PtIDX4Q/1u3bt4mJiaF79+7k5uaybt06bt68WWFm5z9N69at/+eHiAmfJjU1tVKz5j+mvLw81q5d+5cI1MKneQyFgtIPcXFxPHz4kFatWlVp3Z07d2JgYECjRo1ITk5m1qxZuLq6VttDTQVBEARBEARBEIqrcrA2MzNTeviJsrIy//d//wfAqFGj6Ny5M+vWraveHpbi75xRW6h+/folbg8X/jg1atQgJCQEX19f8vPzad26NcePH5dqgAoFij7UT/h7Ka8+78fSsWPHv9SdBZ/iMRRg06ZNLFq0iKlTp1b5x6YHDx7g7+/PgwcPaNCgAS4uLn/KHUSCIAiCIAiCIPxzVTlYq6enx9OnT2nWrBlNmzbl7NmzWFhYcPPmTapYUUEQPhlNmjQhLi7uY3dDEARBqGZTp05l6tSpJd6vzH+zzJw58x/xA7EgCIIgCIIgCJ+OKgdre/ToQUREBJaWlowdOxYfHx/2799PQkICgwcP/iP6KAiCIAiC8Jf182K3CutSCYIgCIIgCB9GqhPaQEs8CFb4W6hysHbTpk28f/8egK+++oq6desSHx/PgAEDGD9+fLV3UBAEQRAEQRAEQRAEQRAE4Z+gysHaGjVqUKNGDen18OHDGT58eLV2ShAEQRAEQRAEQRAEQRAE4Z+mysFaKEgxT0lJ4dGjR1KWbaEBAwZUS8cEQRAEQRAEQRAEQRAEQRD+SaocrI2KimL06NE8fvy4xGcymYx3795VS8cEQRAEQRD+Du4s64y6ksLH7oYgCIIgCMLfUp5qA/JsZvHmUR6ymjXkPutx4Is/rR//HrKp2ttcFPg9h6P+zfljB/6ndmLjz2Pv8jkPUuOpo/nPeJZC7YatqrT8rVu30NfXJzExkbZt2/4xnaqkGhUvIm/y5Mm4uLiQlZXF+/fv5f5EoFYQBEEQBEEQBEEQBEEQyjZ4zFc4uZf+3KfT5y6i1Kg1v6Sm4zNhLEd/3Pqn9Mm4Ux+UGrVGqVFrtA070NnehQOHo/+UbX8KmjRpQlZWFq1bt/7YXal6sPbhw4dMmzYNXV3dP6I/giAIgiAIgiAIgiAIgvC35eE2mBM/n+Hu/QclPtv540HaW7TCvKUJaqoq1NWuU2Y7b968rdZ++ftO4lbiKc5F76O9RWtGfunLmQuJ1bqNT5WCggJ6enrUrPlBFWOrVZWDtUOHDuXUqVN/QFcEQRAEQRAEQRAEQRAE4e/NsVd3dOpq8cPecLn3c168JOynGDyGDwYKyiB07D1E+nzc1Dm4fO7NsqCN6Lezw/yz/gCE7o/Apq8r9Yw70qxtd0Z/NZNHj59UuV/qaqro1a+HUYvmBC2Zg7KSEpHHTwEFmbfL12zii2lzqWfcEcMOvdjyr31y69+5l4X7+OnomlnToJUNQ8dO5tade9LnvYd64Ou/TG4dl8+9GTd1jvTauFMflq7eyOfeftQ16oBRx978FHOS3548ZejYydQ16oBVr0FcTL4s187ByGNY2g1EQ98S4059CAwMlPu8efPmLFmyhM8//xx1dXWaNm3Kpk3/LV1x69YtZDIZSUlJALx79w5PT0/09fVRVlbGxMSEoKCgKh/TD1HlYO26desICwvDw8ODwMBA1qxZI/cnCB+TTCbj0KFDZX5e/OT7I3l4eODs7PyHb+fPFBISQp06dT52N/6SFixYUGHdm485Z/7Mc+Ovqnnz5qxevfpjd+Oj+NTnh62tLVOnTv3Y3RAEQRAEQRCESqlZsybuQwfww75D5OfnS+8f+Cmad+/e4+rsWOa6J0+f5VrGLSJ3b+bgju8BeJuXx/wZkzl/7AB7t64h8849vHzm/s99rFWrJm/f5EnvBW3cQfs2rTkXvZ/xY4bj7beIazduFvTh7Vuc3MejpqbCibAdnDz0A6qqKgxwn1DlDOC1m3di3cGSc9H76dvzMz739sNzyte4De7P2ah9GDRrgueUr6VjdynlCu4TpuMyoC8Xjx9k7rSJzJs3j5CQELl2AwMDsbKyIjExkYkTJ/Lll1+Snp5eah/ev39P48aN2bdvH6mpqfj7+/P111+zd+/eKu3Lh6hysHb37t3ExMRw4MAB1q5dy6pVq6S/f+qX2A81duxY5s79306eyjp16hQymYzff/+92tuuKAilr6/P8ePHq327pcnKyqJv375VWsfb25v27dtTu3btMvdj7969tG3bFhUVFZo1a8aKFSsqbDcoKKjEheGf6GMEuCoKLAUEBDBy5EjpdWJiIi4uLujq6qKkpISRkRFeXl5cu3at2vrk6+vLiRMnqrTOzz//jJOTEw0bNizzh4iHDx/i4eFBw4YNUVFRwcHBgevXr1dTr8v3sYLL5c2p2NhYmjRpAlR/AO/ChQt88UXVH1Bw+/ZtlJWVycnJYcGCBchkMiZMmCC3TFJSEjKZjFu3blVTb/8cRfcNYN++fZiamqKkpIS5uTlHjhyRWz4sLIw+ffpQt27dUs/Rp0+fMnnyZExMTFBWVqZp06Z4e3uTnZ1dbj/CwsJYtGhRte6bIAiCIAiCIPyRxgwfxK+37vDzmQvSezt/PISzYy80NdTLXE9VRZkNKxfS0sSQliaGAHgMH4x9j24YNGtCp/YWBC7yI/rf/yHnxcsP6tubN2/5du1msp//H7ZdOkrv2/foxniP4bTQb4rvV57U065DbPx5APZFRPH+fT4bVi6ktZkxpkYt2PzdYu7cyyL2zPkqbd++Rze8RrliaNCMr32+5Pn/5dDeojVDnOwxatGc6RM9uXr9Vx7+VpA9HLRpJ3ZdO/G1zwSMWjRn9DBnJk2aVCJ24+joyMSJEzE0NGTWrFnUq1ePkydPltqHWrVqERAQgJWVFfr6+ri7uzN27NhPM1g7Z84cAgICyM7O5tatW9y8eVP6+/XXX/+IPv4tvXv3jp9++okBAwZ87K78oVJSUnj27Bndu3f/U7anp6dH7dq1q7ze559/zrBhw0r97OjRo7i7uzNhwgQuX77M+vXrWbVqFevWrSu3TU1NTZGF+okKDw+Xzr2ffvqJzp07k5ubS2hoKGlpafzrX/9CU1OTefPmVds21dTUqFu3bpXWefHiBRYWFnz//felfp6fn4+zszO//vor4eHhJCYm0qxZM3r16sWLFy+qo9t/OeHh4Tg5OVV6+fz8fPLy8ipeENDR0UFFReWD+mRnZ4eamhoASkpKbN26tdqD6m/evKnW9iqj6L7Fx8fj5uaGp6cniYmJODs74+zszOXL/7096cWLF3Tt2pXly5eX2t79+/e5f/8+K1eu5PLly4SEhBAVFYWnp2e5/dDW1kZdvez/oBUEQRAEQRCET42JoQGdrdqyY89BADJuZhJ37iIeboPLXa+VqRGKirXk3ruUcoXBY77CsEMv6hl3pPeQsUBBWYKqmLPkO+oadUDL0IrA9dtY/LUPfXv9N55j3tJY+v8ymQxdnXo8evIUgF9S08m4lUk9447UNepAXaMONGhlw+vcXG7eulOlfhTdjq5Owffo1qZG0nv1//97v/3/Ug/p13/FuoOlXBtdunTh+vXrvHv3TnqvTZs2cv3X09Pj0aNHZfbj+++/p3379ujo6KCmpsamTZvIzMys0r58iCoHa9+8ecOwYcOoUaPKqwpFxMfHU6tWLTp06ADA3bt3cXNzQ1tbG1VVVaysrDh37py0fHBwMC1atEBRURETExN++OEHufZkMhlbtmxh0KBBqKioYGRkREREBFCQZWhnZweAlpYWMpkMDw8PoCCte+nSpVINDgsLC/bv3y+1W5iRe+LECaysrFBRUcHGxkZKEw8JCSEgIIDk5GRkMhkymUwumzQ8PBwHBwdq1Sq4kMTFxWFra4uKigpaWlrY29vz7NkzAHJzc/H29qZ+/fooKSnRtWtXLly4IPWzcePGBAcHy+13YmIiNWrU4Pbt29JxKJp9eP78eSwtLVFSUpJS3Ytbs2YNX331FQYGBqWO1Q8//ICzszMTJkzAwMCAfv364efnx/Lly+VuVyiueNahra0tkydPZurUqWhpaaGrq8vmzZt58eIFY8eORV1dHUNDQ44ePSqtU5kaKXl5eXh7e1OnTh3q1q3LrFmzGDNmjNy2KxrnsoSEhNC0aVNUVFQYNGgQT57I17zJyMhg4MCB6OrqoqamRocOHeSyqG1tbbl9+zY+Pj7S/AB48uQJbm5uNGrUCBUVFczNzdm9e7dc2/v378fc3BxlZWXq1q1bIgC5ZcsWzMzMUFJSwtTUlPXr10uf6evrA2BpaYlMJsPW1lb67M6dO1y5cgUHBwdevnzJ2LFjcXR0JCIigl69eqGvr0+nTp1YuXIlGzdulNaLjY2lY8eO1K5dmwYNGjB79mwpyLdp0yYaNmzI+/fv5fZh4MCBfP7550DJDPR3794xbdo0adxmzpxZYj717duXxYsXM2jQoFLH5/r165w9e5bg4GA6dOiAiYkJwcHBvHr1qsTxLK6ic6OiubdgwQJ27NhBeHi4NLaF9cxnzZqFsbExKioqGBgYMG/ePN6+/e9tL8nJydjZ2aGuro6Ghgbt27cnISFB+vz06dN069YNZWVlmjRpgre3tzT2Zc2pQhEREQwYMAAPDw9iY2MJCgqSlrt165Z0TTt69KiUUX/69OkK5zKUzOgt77pbVNEfBwBMTEyws7Njzpw5JZYtqrw5V3gsJk2axNSpU6lXrx729vbS/kVHR2NpaYmysjI9evTg0aNHHD16FDMzMzQ0NBgxYgQvX/73V/aoqCi6du0qzcf+/fuTkZFRbv+K71tQUBAODg7MmDEDMzMzFi1aRLt27eR+2Bo1ahT+/v706tWr1PZat27NgQMHcHJyokWLFvTo0YNvvvmGw4cPlxtUL55F3bx5cxYtWoSbmxuqqqo0atSoxI8ev//+O+PGjUNHRwcNDQ169OhBcnKy3DKLFy+mfv36qKurM27cOGbPnl1hORNBEARBEARBqCwPt8EcOnKc/8t5wY4fD2LQvAmfWXcodx3VYgkkL16+xGnEeNTV1QhZt5y4I3v4cetqoOoPIPOZMJbzMQfISDjBg9R4fL+ST5qoVVM+SCyTyaTvwTkvXtKuTUvOxxyQ+7v8n0iGDeoHQA1ZDfKR/95b9Ltiadsp/M5Xq1bNEu+9f192TKY0hbGp0vpf3J49e/D19cXT05OYmBiSkpIYO3bsn5IkU+WI65gxY/jxxx//iL78o0RERODk5IRMJiMnJ4fu3btz7949IiIiSE5OZubMmdKEOXjwIFOmTGH69OlcvnyZ8ePHM3bs2BKp2gEBAbi6upKSkoKjoyPu7u48ffqUJk2acODAAQDS09PJysqSgi5Lly5l586dbNiwgStXruDj48PIkSOJjY2Va3vOnDkEBgaSkJBAzZo1pQDUsGHDmD59Oq1atSIrK4usrCy5DNWIiAgGDhwIFNzm27NnT1q2bMmZM2c4ffo0Tk5O0q8cM2fO5MCBA+zYsYNLly5haGiIvb09T58+pUaNGri5ubFr1y65foWGhtKlSxeaNWtW4hjn5OTQv39/WrZsycWLF1mwYAG+vr5VHqvc3FyUlJTk3lNWVubu3btSkLiyduzYQb169Th//jyTJ0/myy+/xMXFBRsbGy5dukSfPn0YNWqUFESpTI2U5cuXExoayvbt24mLi+P58+clbpev7DgXde7cOTw9PZk0aRJJSUnY2dmxePFiuWVycnJwdHTkxIkTJCYm4uDggJOTk/RLU1hYGI0bN2bhwoXS/AB4/fo17du3JzIyksuXL/PFF18watQozp8vuDUiKysLNzc3Pv/8c9LS0jh16hSDBw+WgpmhoaH4+/vzzTffkJaWxpIlS5g3bx47duwAkNo5fvw4WVlZhIWFSX2OiIjA1tYWDQ0NoqOjefz4MTNnziz1GBRmRt+7dw9HR0c6dOhAcnIywcHBbN26VToeLi4uPHnyRO6cfPr0KVFRUbi7u5fadmBgICEhIWzbto3Tp0/z9OlTDh48WOZ4lCY3NxdAbn7WqFFDCkCWpTLnRkVzz9fXF1dXVxwcHKSxtbGxAUBdXZ2QkBBSU1MJCgpi8+bNrFq1Smrb3d2dxo0bc+HCBS5evMjs2bOlfzQzMjJwcHBgyJAhpKSk8OOPP3L69GkmTZoElD2nAK5cucKjR4/o0aMHQUFBWFtb4+XlJS1XWB4BYPbs2Sxbtoy0tDTatGlT4VwuS1nX3UK///47p0+fLnEXxbJlyzhw4IBckLqoiuZcoR07dqCoqEhcXBwbNmyQ3l+wYAHr1q0jPj6eO3fu4OrqyurVq9m1axeRkZHExMSwdu1aafkXL14wbdo0EhISOHHiBDVq1GDQoEFl/odLaft25syZEkFYe3t7zpw5U+4xrEh2djYaGhpVfirrihUrsLCwIDExkdmzZzNlyhSOHTsmfe7i4iIFsS9evEi7du3o2bOnNH6hoaF88803LF++nIsXL9K0adMSPxgWl5uby/Pnz+X+BEEQBEEQBKEsQ50cqFFDxp6DkYTuj2DMsEElElIqkn7jJk+e/c5iv6l07dQeE0MDfnv8tOIVS1FPW4sW+k3Rq1+vyv1oa96SGzdvo1NPmxb6TeX+Css66NTV4sHDx9I6796940r6jQ/qa1EmRgacuSCfgBQXF4exsTEKCgof1GZcXBw2NjZMnDgRS0tLDA0NK5XQUh2q9s2HggP57bffEh0dTZs2bUpEpb/77rtq69zfWXh4uBS82LVrF7/99hsXLlxAW1sbAENDQ2nZlStX4uHhwcSJEwGYNm0aZ8+eZeXKlVLGLBRkcrq5uQGwZMkS1qxZw/nz53FwcJDarV+/vhSAys3NZcmSJRw/fhxra2sADAwMOH36NBs3bpQrXfDNN99Ir2fPnk2/fv14/fo1ysrKqKmpUbNmTfT09OT28d69e6SkpEg1ZL/99lusrKzkMiBbtWoFFAQKgoODCQkJkZbfvHkzx44dY+vWrcyYMQN3d3cCAwPJzMykadOmvH//nj179pRZ93fXrl28f/+erVu3oqSkRKtWrbh79y5ffvll5Qbp/7O3t8fHxwcPDw/s7Oy4ceOG9FTBrKwsmjdvXum2LCwspP76+fmxbNky6tWrh5eXFwD+/v4EBweTkpJC586dpRophfT19Tlz5gx79+7F1dUVgLVr1+Ln5ydlX65bt06uTmRVxrmowiy5wkCmsbEx8fHxREVFye2PhYWF9HrRokUcPHiQiIgIJk2ahLa2NgoKCqirq8vNj0aNGskFBydPnkx0dDR79+6lY8eOZGVlkZeXx+DBg6VAvLm5ubT8/PnzCQwMZPDgwdJxSU1NZePGjYwZMwYdHR0A6tatW2JehoeHSz8gFN6GbmpqWuoxKLR+/XqaNGnCunXrkMlkmJqacv/+fWbNmoW/vz9aWlr07duXXbt20bNnT6AgM7hevXpy52hRq1evxs/PT9qHDRs2EB0dXW4/ijM1NaVp06b4+fmxceNGVFVVWbVqFXfv3pULYhZXmXOjormnpqaGsrIyubm5JY5x0XOyefPm+Pr6smfPHmkuZWZmMmPGDOm4Gxn993aWpUuX4u7uLmVJGhkZsWbNGrp3705wcHCZcwoKxtbe3h5FRUXpT0VFpcRyAAsXLqR3797Sa21t7XLnclnKu+4CHDlyhDZt2tCwYUO59dq1a4erqyuzZs0qtZZxRXOu8O4WIyMjvv32W2m9wnFfvHgxXbp0AcDT0xM/Pz8yMjKkOwiGDh3KyZMnmTVrFgBDhgwpunm2bduGjo4OqamptG7dutR9L75vDx48QFdXV24ZXV1dHjx4UObxq8jjx49ZtGjRB9UK7tKlC7NnzwYKrl9xcXGsWrWK3r17c/r0ac6fP8+jR4+k0jkrV67k0KFD7N+/ny+++IK1a9fi6enJ2LEFt5D5+/sTExMj1ectzdKlS+XOG0EQBEEQBEEoj5qqCkMHOOC/bDXP/+8Fo1ydq9xGk0YNUFSsRfD2XYwb5Upq+g2Wrt5Y8YrVzG1wP1YFb2fo2Mn4z5hEowa6ZN69T/jR40z78nMaN9Sje5dOzApYwdHjsRg0b0LQpp1kP/+//3nbU8ePoYvjcJas2oDLAAfOXkxm3bp1cvGnqjIyMmLnzp1ER0ejr6/PDz/8wIULF6Q7ef9IVQ7W/vLLL1haFtSBKFqHDqhy1P2fKi0tjfv370tBnaSkJCwtLaWAamnLF/+i2qVLlxK3wxetvaGqqoqGhka5tTdu3LjBy5cv5QIWUFDqonCMS2u7QYMGADx69IimTZuW2X5ERIR0Wy0U7KeLi0upy2ZkZPD27VspuAAFwaKOHTuSlpYGQNu2bTEzM2PXrl3Mnj2b2NhYHj16VGabhRlzRbMOC4OVVeHl5UVGRgb9+/fn7du3aGhoMGXKFBYsWECNGjXIzMykZcuW0vJff/01X3/9daltFT2OCgoK1K1bVy4IWRjoKDpu33//Pdu2bSMzM5NXr17x5s0b6Tbc7OxsHj58SMeOHeXabd++vZQRV5lxbtWqlZQl3K1bN44ePUpaWlqJ2++tra3lgrWFD0yKjIyUAqyvXr2qMBvx3bt3LFmyhL1793Lv3j3evHlDbm6uVA/UwsKCnj17Ym5ujr29PX369GHo0KFoaWnx4sULMjIy8PT0lILcUFAOQlNTs9ztPn/+nNjYWLZu3QpQbhmLotLS0rC2tpa7xnXp0oWcnBzu3r1L06ZNcXd3x8vLi/Xr11O7dm1CQ0MZPnx4qSVjsrOzycrKolOnTtJ7NWvWxMrKqtJ9goJzJCwsDE9PTymI2atXL/r27Su1M2HCBP71r39J6+Tk5FT63Chv7pXnxx9/ZM2aNWRkZJCTk0NeXh4aGhrS59OmTWPcuHH88MMP9OrVCxcXF1q0aAEUlEhISUkhNDRUWj4/P5/3799z8+ZNzMzMytxueHh4uYHVoqysrORef+hcrui6W7wEQlGLFy/GzMyMmJgY6tevL/dZZeYcQPv27Svsl66urlSSouh7hRnoUPDDhb+/P+fOnePx48fS9SMzM7PMYG15+1Ydnj9/Tr9+/WjZsiULFiyo8vrF57S1tbVUxiI5OZmcnJwSdaRfvXol/Vqenp4u/UhaqGPHjvz73/8uc5t+fn5MmzZNbh+KZnQLgiAIgiAIf65/D9n0sbtQIY/hgwnZHYZDj2401Ktf8QrF6NTVZvOqb/BfFsT320KxbG3Gsnm+DBlbue9G1UVFWZnjYTuY8813DB83lf978YKGevWx69oZDfWC53d4DB/EL6npeE75mpo1FZjsNZruNh0raLliluYtCd0QyMKV61gatAG9+josXLhQKgH6IcaPH09iYiLDhg1DJpPh5ubGxIkT5UpX/lGqHKwt6ylpQuVFRETQu3dvKVCirKxcLe1WpfYGIGUHRUZG0qhRI7nPij+kq2jb/60NUnbb8N/akYWqYz/d3d2lYO2uXbtwcHCo8kObqkomk7F8+XKWLFnCgwcP0NHRkTLhDAwM0NLSknuieVlBdyh9jMo7toU1UgIDA7G2tkZdXZ0VK1bI1TOuSGXG+ciRI1KdmKqMk6+vL8eOHWPlypUYGhqirKzM0KFDK6zhsmLFCoKCgli9ejXm5uaoqqoydepUaT0FBQWOHTtGfHy8dLv2nDlzOHfunBTQ3bx5s1yws3C98hw9epSWLVtKwRNj44Ki5VevXv2gQH5RTk5O5OfnExkZSYcOHfjPf/4jd+v/H6V9+/YkJSWRnZ3Nmzdv0NHRoVOnTlIwcuHChR9U/uND596ZM2dwd3cnICAAe3t7NDU12bNnj5SNDgW36I8YMYLIyEiOHj3K/Pnz2bNnD4MGDSInJ4fx48fj7e1dou3yfhzKysoiMTGRfv36VWr/VFVV5V5/6Fwu77r75s0boqKiyvzxpkWLFnh5eTF79mzpB4SqKr4fpfWr+HWmeD+hYP42a9aMzZs3S/WXW7duXeb+l7Zvenp6PHz4UG65hw8flprZXJH/+7//w8HBAXV1dQ4ePFii//+rnJwcGjRoINVZLup/eTBk7dq1P+ghl4IgCIIgCMI/V2ertry+d7nUz+ZN/4p507+SXm9Z/U2pyw1zdmSYs6Pce0Xb7G7TscxtFLp2LqbKn58/dkDutV79emwNWlJmG7Vq1WLN0nmsWVr2w7xL207xvjdv0qjEe4P69WZQv/8mqdVu2Eru81u3bpVot2gsp3nz5nLJU7Vr12b79u1s375dbp2lS5eW2ffqIp4S9hEUvQ0bCjKgkpKS5OocFmVmZkZcXJzce3FxcXLZnBVRVFQEkHsKXsuWLalduzaZmZkYGhrK/VUlE0hRUVGuXSj4Inzy5MkS+1na7b6A9PC0ovv59u1bLly4ILefI0aM4PLly1y8eJH9+/eXWQ8UCo5bSkoKr1+/lt47e/ZspferOAUFBRo1aoSioiK7d+/G2toaHR0datasKXfsygvWVlVFNVI0NTXR1dWVHsQGBWN86dIl6XVlxrlZs2bSe4UBXTMzsxKBueLHLy4uDg8PDwYNGoS5uTl6enolLoClzY+4uDgGDhzIyJEjsbCwwMDAgGvXrsktI5PJ6NKlCwEBASQmJqKoqMjBgwfR1dWlYcOG/PrrryX2p/B2hNLmO5Q89/r06UO9evXkbiMv6vfff5eOxZkzZ+Qu3HFxcairq9O4cWOgoG7s4MGDCQ0NZffu3ZiYmNCuXbtS29XU1KRBgwZyxzcvL4+LFy+WunxlaGpqoqOjw/Xr10lISJD2s379+nLHqHB/Kjo3KlOfp7SxjY+Pp1mzZsyZMwcrKyuMjIxKre1sbGyMj48PMTExDB48WPoHsF27dqSmppYYW0NDQ2lcS9vu4cOHsbGxkTv/SluuLJWZy1V16tQptLS05MorFOfv78+1a9fYs2eP3PuVmXPV5cmTJ6SnpzN37lx69uyJmZmZ9ODHspS2b9bW1iWu8ceOHavyDyHPnz+nT58+KCoqEhERUaJmeGUVn9Nnz56VMrPbtWvHgwcPSly/DQ0NqVevHlDwILii11agxGtBEARBEARBEITqVunM2sK6ihUp+iAfoaRHjx6RkJAg98RwNzc3lixZgrOzM0uXLqVBgwYkJibSsGFDrK2tmTFjBq6urlhaWtKrVy8OHz5MWFhYiSeVl6dZs2bIZDJ++uknHB0dUVZWRl1dHV9fX3x8fHj//j1du3YlOzubuLg4NDQ0GDNmTKXabt68OTdv3iQpKYnGjRujrq5OVFQUxsbGcvVc/fz8MDc3Z+LEiUyYMAFFRUVOnjyJi4sL9erV48svv2TGjBloa2vTtGlTvv32W16+fImnp6fctmxsbPD09OTdu3fl3oI7YsQI5syZg5eXF35+fty6dYuVK1eWWO7GjRvk5OTw4MEDXr16Jf2y0rJlSxQVFXn8+DH79+/H1taW169fs337dvbt21fuw7mqS2VqpEyePJmlS5diaGiIqakpa9eu5dmzZ1KW7oeOs7e3N126dGHlypUMHDiQ6OhouRIIhf0LCwuTHpY3b968EhnXzZs35+eff2b48OHUrl2bevXqYWRkxP79+4mPj0dLS4vvvvuOhw8fSoH5c+fOceLECfr06UP9+vU5d+4cv/32mxRoCQgIwNvbG01NTRwcHMjNzSUhIYFnz54xbdo06tevj7KyMlFRUTRu3BglJSVUVVU5evSoXJapqqoqW7ZswcXFhQEDBuDt7Y2hoSGPHz9m7969ZGZmsmfPHiZOnMjq1auZPHkykyZNIj09nfnz5zNt2jS5Mgfu7u7079+fK1euMHLkyHLHdsqUKSxbtgwjIyNMTU357rvvpOBwoZycHG7c+G+x9cLzrPAcAdi3bx86Ojo0bdqUX375hSlTpuDs7EyfPn3K3HZlzo3KzL3mzZsTHR1Neno6devWRVNTEyMjI+m4dejQgcjISLkHp7169YoZM2YwdOhQ9PX1uXv3LhcuXJBqps6aNYvOnTszadIkxo0bh6qqKqmpqRw7dox169aVOaeKZ/IXLnfu3Dlu3bqFmppauT+kVGYuV1VpfSpOV1eXadOmsWLFCrn3KzvnqoOWlhZ169Zl06ZNNGjQgMzMTKnWa1lK27cpU6bQvXt3AgMD6devH3v27CEhIYFNm/5769nTp0/JzMzk/v37QEGpASjIytXT05MCtS9fvuRf//qX3EO6dHR0pOx5U1NTli5dWqJUS1FxcXF8++23ODs7c+zYMfbt20dkZCQAvXr1wtraGmdnZ7799luMjY25f/8+kZGRDBo0CCsrKyZPnoyXlxdWVlbY2Njw448/kpKSIldOQhAEQRAEQRAEobpV+hufpqZmpf6E8h0+fJiOHTtKmTtQkP1VWLPQ0dERc3Nzli1bJn0pdXZ2JigoiJUrV9KqVSs2btzI9u3bsbW1rfR2GzVqREBAALNnz0ZXV1eq67ho0SLmzZvH0qVLMTMzw8HBgcjIyCoVTB4yZAgODg7Y2dmho6PD7t27S61laGxsTExMDMnJyXTs2BFra2vCw8OlJ3wvW7aMIUOGMGrUKNq1a8eNGzeIjo5GS0tLrh13d3eSk5MZNGhQubfsq6mpcfjwYanO8pw5c1i+fHmJ5caNG4elpSUbN27k2rVrWFpaYmlpKQUToOCJ61ZWVnTp0oUrV65w6tQpuTqxf5Tx48czePBghg0bRqdOnXjy5EmJGoqzZs3Czc2N0aNHY21tjZqaGvb29nLZaB8yzp07d2bz5s0EBQVhYWFBTExMiYe5fffdd2hpaWFjY4OTkxP29vYlskkXLlzIrVu3aNGihfTgr7lz59KuXTvs7e2xtbVFT08PZ2dnaR0NDQ1+/vlnHB0dMTY2Zu7cuQQGBkoPnxs3bhxbtmxh+/btmJub0717d0JCQqT9qVmzJmvWrGHjxo00bNiQgQMHEhsbi5qaWon+DRw4kPj4eGrVqsWIESMwNTXFzc2N7OxsFi9eDBScP0eOHOH8+fNYWFgwYcIEPD09SxyPHj16oK2tTXp6OiNGjCjz2AJMnz6dUaNGMWbMGKnMQPHAU0JCgjQfoaDWq6WlJf7+/tIyWVlZjBo1ClNTU7y9vRk1ahS7d+8ud9uVOTcqM/e8vLwwMTHBysoKHR0d4uLiGDBgAD4+PkyaNIm2bdsSHx/PvHn/vcVFQUGBJ0+eMHr0aIyNjXF1daVv377SQ5natGlDbGws165do1u3btL+Fn1AV/E59eLFC06cOFHimuPr64uCggItW7ZER0en3PqzlZnLVVWZYG1hP9XU1OTeq+ycqw41atRgz549XLx4kdatW+Pj41MieFxcaftmY2PDrl272LRpExYWFuzfv59Dhw7J1byNiIjA0tJSKlcxfPhwLC0t2bBhAwCXLl3i3Llz/PLLLxgaGtKgQQPp786dO1I76enpZGdnl9vH6dOnS+fQ4sWL+e6777C3twcKMvePHDnCZ599xtixYzE2Nmb48OHcvn1bqh3u7u6On58fvr6+tGvXjps3b+Lh4fHBmb6CIAiCIAiCIAiVIcuvytNshP/ZgAED6Nq1q/RU9L+jvLw8dHV1OXr06J8S0BTkvX//HjMzM1xdXVm0aNHH7s4nw9vbm7y8vP/paZDCpyksLIy5c+eSmpr6sbsiuXTpEj169OC3336r9nqrH9unuG/W1tb07NlT+oGlefPmTJ06lalTp1brdnr37o2enh4//PBDpZZ//vw5mpqaXPYzQ12p/JragiAIgiAIwofJU23AC5tZNGtUn9o1RbVPoUDxmrV/htevX3Pz5k309fVLJHkUfjfIzs6WewB3aar8gDHhf9O1a1fc3Nw+djf+UE+fPsXHx4cOHTp87K78I9y+fZuYmBi6d+9Obm4u69at4+bNmxVmdv7TtG7d+n9+iJjwaVJTUys1a/5jysvLY+3atZ9MMLM6fUr7lpubyy+//MKVK1dKfSjd/+Lly5ds2LABe3t7FBQU2L17N8ePH+fYsWPVuh1BEARBEAThf/UeyEekIgofW3Xlw4rMWkH4i7tz5w7Dhw/n8uXL5Ofn07p1a5YtW8Znn332sbsmCILwhzp06BCjR49mwIABbN++XQogV0dm7atXr3ByciIxMZHXr19jYmLC3LlzK13DH0RmrSAIgiAIwp/hfU0lnn+2iPp6DdFSEf/NJRT4GJm1T5484dGjRxgbG0ulTQtVJbNWBGsFQRAEQRD+ACJYKwiCIAiC8Od4YejEO0N76mlroVxLxv9/3rbwD6ZY3+hP21Z+fj4vX77k0aNH1KlThwYNGpRYRpRBEARBEARB+EQ0mX22wv8gEwRBEARBED5cfn4+Dx484Nnvv/Ps7cfujfBJuHnzT99knTp10NPT+5/bEcFaQRAEQRAEQRAEQRAE4S9LJpPRoEED6tevz9u3Ilor/Plq1apVovTBhxLBWkEQBEEQBEEQBEEQBOEvT0FBodoCZoLwsdT42B0QBEEQBEEQBEEQBEEQBEEQRGatIAiCIAjCH+qzubtRqK38sbshCIIgCIIgCP8YF1eM/thd+GAis1YQBEEQBEEQBEEQBEEQBOETIIK1giAIgiAIgiAIgiAIgiAInwARrBUEQRAEQRAEQRAEQRAEQfgEiGCtIAiCIAiCIAiCIAiCIAjCJ0AEa4USZDIZhw4dKvPzW7duIZPJSEpK+sP74uHhgbOz8x++nT9TSEgIderU+djd+EtasGABbdu2LXeZjzln/sxz46+qefPmrF69+mN3o1IqM56nTp1CJpPx+++//2n9Ej7MX2nuCYIgCIIgCILwz/WXD9aOHTuWuXPn/inb+iO/lFcUhNLX1+f48ePVvt3SZGVl0bdv3yqt4+3tTfv27aldu3aZ+7F3717atm2LiooKzZo1Y8WKFRW2GxQUREhISJX68nf0MYIMFQWqAgICGDlypPQ6MTERFxcXdHV1UVJSwsjICC8vL65du1ZtffL19eXEiRNVWufnn3/GycmJhg0blvlDxMOHD/Hw8KBhw4aoqKjg4ODA9evXq6nX5ftYweXy5lRsbCxNmjQBwNbWlqlTp1bbdi9cuMAXX3xR5fVu376NsrIyOTk5ADx//pw5c+ZgamqKkpISenp69OrVi7CwMPLz86ulr02aNCErK4vWrVtXed2ixxDgwYMHTJ48GQMDA2rXrk2TJk1wcnIqMZ/j4+NxdHRES0sLJSUlzM3N+e6773j37h0ABw4cQEFBgXv37pW6XSMjI6ZNmwaUHDtbW1tkMhkymYzatWvTqFEjnJycCAsLq9Q+ZWZm0q9fP1RUVKhfvz4zZswgLy9PbplTp07Rrl07ateujaGhYanX7++//57mzZujpKREp06dOH/+vNzn48ePp0WLFigrK6Ojo8PAgQO5evWq3DIXLlygZ8+e1KlTBy0tLezt7UlOTi63/x869wRBEARBEARBEP5Mf+lg7bt37/jpp58YMGDAx+7KHyolJYVnz57RvXv3P2V7enp61K5du8rrff755wwbNqzUz44ePYq7uzsTJkzg8uXLrF+/nlWrVrFu3bpy29TU1BRZqJ+o8PBw6dz76aef6Ny5M7m5uYSGhpKWlsa//vUvNDU1mTdvXrVtU01Njbp161ZpnRcvXmBhYcH3339f6uf5+fk4Ozvz66+/Eh4eTmJiIs2aNaNXr168ePGiOrr9lxMeHo6Tk1Oll8/Pzy8RtCuLjo4OKioqH9QnOzs71NTU+P3337GxsWHnzp34+flx6dIlfv75Z4YNG8bMmTPJzs6ucvulUVBQQE9Pj5o1a35QfwuP4a1bt2jfvj3//ve/WbFiBb/88gtRUVHY2dnx1VdfSescPHiQ7t2707hxY06ePMnVq1eZMmUKixcvZvjw4eTn5zNgwADq1q3Ljh07Smzz559/5saNG3h6epbZLy8vL7KyssjIyODAgQO0bNmS4cOHVxjEfPfuHf369ePNmzfEx8ezY8cOQkJC8Pf3l5a5efMm/fr1w87OjqSkJKZOncq4ceOIjo6Wlvnxxx+ZNm0a8+fP59KlS1hYWGBvb8+jR4+kZdq3b8/27dtJS0sjOjqa/Px8+vTpIwWsc3JycHBwoGnTppw7d47Tp0+jrq6Ovb09b9++LXMfPnTuCYIgCIIgCIIg/Jn+0sHa+Ph4atWqRYcOHQC4e/cubm5uaGtro6qqipWVFefOnZOWDw4OpkWLFigqKmJiYsIPP/wg155MJmPLli0MGjQIFRUVjIyMiIiIAAq+bNvZ2QGgpaWFTCbDw8MDgPfv37N06VL09fVRVlbGwsKC/fv3S+0WZuSeOHECKysrVFRUsLGxIT09HSi4LT4gIIDk5GQp66loNlJ4eDgODg7UqlULgLi4OGxtbVFRUZEyip49ewZAbm4u3t7e1K9fHyUlJbp27cqFCxekfjZu3Jjg4GC5/U5MTKRGjRrcvn1bOg5Fsw/Pnz+PpaUlSkpKWFlZkZiYWGIs1qxZw1dffYWBgUGpY/XDDz/g7OzMhAkTMDAwoF+/fvj5+bF8+fJys+CKZx3a2toyefJkpk6dipaWFrq6umzevJkXL14wduxY1NXVMTQ05OjRo9I67969w9PTUxofExMTgoKC5LaTl5eHt7c3derUoW7dusyaNYsxY8bIbbuicS5LSEgITZs2RUVFhUGDBvHkyRO5zzMyMhg4cCC6urqoqanRoUMHuSxqW1tbbt++jY+PjzQ/AJ48eYKbmxuNGjVCRUUFc3Nzdu/eLdf2/v37MTc3R1lZmbp165YIQG7ZsgUzMzOUlJQwNTVl/fr10mf6+voAWFpaIpPJsLW1lT67c+cOV65cwcHBgZcvXzJ27FgcHR2JiIigV69e6Ovr06lTJ1auXMnGjRul9WJjY+nYsSO1a9emQYMGzJ49Wwrybdq0iYYNG/L+/Xu5fRg4cCCff/45UDID/d27d0ybNk0at5kzZ5aYT3379mXx4sUMGjSo1PG5fv06Z8+eJTg4mA4dOmBiYkJwcDCvXr0qcTyLq+jcqGjuLViwgB07dhAeHi6N7alTpwCYNWsWxsbGqKioYGBgwLx58+QCUcnJydjZ2aGuro6Ghgbt27cnISFB+vz06dN069YNZWVlmjRpgre3tzT2Zc2pQhEREQwYMAAPDw9iY2MJCgqSlrt165Z0TTt69KiUUX/69OkK5zKUzOgt77pbVNEfB77++mtu3brFuXPnGDNmDC1btsTY2BgvLy+SkpJQU1MD4NmzZ4wePRotLS1UVFTo27evlDH9/PlzlJWV5a4VUBAwVVdX5+XLl6Vmlx85cgRjY2OUlZWxs7Pj1q1bJfpa9BgCTJw4EZlMxvnz5xkyZAjGxsa0atWKadOmcfbsWaDgRwUvLy8GDBjApk2baNu2Lc2bN2fcuHHs2LGD/fv3s3fvXmrVqsWoUaNKzVjdtm0bnTp1olWrVqX2CUBFRQU9PT0aN25M586dWb58ORs3bmTz5s3l3r0RExNDamoq//rXv2jbti19+/Zl0aJFfP/997x58waADRs2oK+vT2BgIGZmZkyaNImhQ4eyatUqqZ3vvvsOLy8vxo4dS8uWLdmwYQMqKips27ZNWuaLL77gs88+o3nz5rRr147Fixdz584d6VhfvXqVp0+fsnDhQkxMTGjVqhXz58/n4cOH0r9jpSlt7gUHB9O3b1+UlZUxMDAocU2Pj4+nbdu20jl+6NChcu84yM3N5fnz53J/giAIgiAIgiAIVfGXDtZGRETg5OSETCYjJyeH7t27c+/ePSIiIkhOTmbmzJlS4OfgwYNMmTKF6dOnc/nyZcaPH8/YsWM5efKkXJsBAQG4urqSkpKCo6Mj7u7uPH36lCZNmnDgwAEA0tPTycrKkoIuS5cuZefOnWzYsIErV67g4+PDyJEjiY2NlWt7zpw5BAYGkpCQQM2aNaUA1LBhw5g+fTqtWrUiKyuLrKwsuQzViIgIBg4cCEBSUhI9e/akZcuWnDlzhtOnT+Pk5CRlHM2cOZMDBw6wY8cOLl26hKGhIfb29jx9+pQaNWrg5ubGrl275PoVGhpKly5daNasWYljnJOTQ//+/WnZsiUXL15kwYIF+Pr6VnmscnNzUVJSkntPWVmZu3fvlvvlujQ7duygXr16nD9/nsmTJ/Pll1/i4uKCjY0Nly5dok+fPowaNYqXL18C/w1S79u3j9TUVPz9/fn666/Zu3ev1Oby5csJDQ1l+/btxMXF8fz58xK3y1d2nIs6d+4cnp6eTJo0iaSkJOzs7Fi8eLHcMjk5OTg6OnLixAkSExNxcHDAycmJzMxMAMLCwmjcuDELFy6U5gfA69evad++PZGRkVy+fJkvvviCUaNGSbcUZ2Vl4ebmxueff05aWhqnTp1i8ODBUjAzNDQUf39/vvnmG9LS0liyZAnz5s2TMvYK2zl+/DhZWVlyt0pHRERga2uLhoYG0dHRPH78mJkzZ5Z6DAozo+/du4ejoyMdOnQgOTmZ4OBgtm7dKh0PFxcXnjx5IndOPn36lKioKNzd3UttOzAwkJCQELZt28bp06d5+vQpBw8eLHM8SpObmwsgNz9r1KghBSDLUplzo6K55+vri6urKw4ODtLY2tjYAKCurk5ISAipqakEBQWxefNmuaCXu7s7jRs35sKFC1y8eJHZs2dLP+hkZGTg4ODAkCFDSElJ4ccff+T06dNMmjQJKHtOAVy5coVHjx7Ro0cPgoKCsLa2lrIxs7Ky5G7tnz17NsuWLSMtLY02bdpUOJfLUtZ1t9Dvv//O6dOnGTBgAO/fv2fPnj24u7vTsGHDEm2pqalJmbAeHh4kJCQQERHBmTNnyM/Px9HRkbdv36KhoUH//v1LvR46OzuXmoF5584dBg8ejJOTE0lJSYwbN47Zs2eXWK7oMSycw1999RWqqqolli08P2JiYnjy5Emp11cnJyeMjY2lHw88PT25fv06P//8s7RMTk4O+/fvLzertixjxoxBS0ur3HIIZ86cwdzcHF1dXek9e3t7nj9/zpUrV6RlevXqJbeevb09Z86cAeDNmzdcvHhRbpkaNWrQq1cvaZniXrx4wfbt29HX15fmnomJCXXr1mXr1q28efOGV69esXXrVszMzGjevHmV9n3evHkMGTKE5ORk3N3dGT58OGlpaUBBQN/JyQlzc3MuXbrEokWLmDVrVrntLV26FE1NTemv6PkiCIIgCIIgCIJQGVW/t/MTEh4eLgUvdu3axW+//caFCxfQ1tYGwNDQUFp25cqVeHh4MHHiRAApo2nlypVSxiwUfLl3c3MDYMmSJaxZs4bz58/j4OAgtVu/fn3pC3Zubi5Llizh+PHjWFtbA2BgYMDp06fZuHGjXOmCb775Rno9e/Zs+vXrx+vXr1FWVpYCDHp6enL7eO/ePVJSUqQast9++y1WVlZyGZCFWVQvXrwgODiYkJAQafnNmzdz7Ngxtm7dyowZM3B3dycwMJDMzEyaNm0qBT7Kqvu7a9cu3r9/z9atW1FSUqJVq1bcvXuXL7/8snKD9P/Z29vj4+ODh4cHdnZ23Lhxg8DAQKAgqFiVL9gWFhZSf/38/Fi2bBn16tXDy8sLAH9/f4KDg0lJSaFz587UqlWLgIAAaX19fX3OnDnD3r17cXV1BWDt2rX4+flJ2Zfr1q3jyJEj0jpVGeeigoKCcHBwkAKZxsbGxMfHExUVJbc/FhYW0utFixZx8OBBIiIimDRpEtra2igoKKCuri43Pxo1aiQX2Jk8eTLR0dHs3buXjh07kpWVRV5eHoMHD5YC8ebm5tLy8+fPJzAwkMGDB0vHJTU1lY0bNzJmzBh0dHQAqFu3bol5GR4eLv2AUJipaGpqWuoxKLR+/XqaNGnCunXrkMlkmJqacv/+fWbNmoW/vz9aWlr07duXXbt20bNnT6AgM7hevXpy52hRq1evxs/PT9qHDRs2yN1yXRmmpqY0bdoUPz8/Nm7ciKqqKqtWreLu3btyQcziKnNuVDT31NTUUFZWJjc3t8QxLnpONm/eHF9fX/bs2SPNpczMTGbMmCEddyMjI2n5pUuX4u7uLtUrNTIyYs2aNXTv3p3g4OAy5xQUjK29vT2KiorSX2E2ZnELFy6kd+/e0mttbe1y53JZyrvuQkE2a5s2bWjYsCGPHj3i2bNnFc6369evExERQVxcnBQADw0NpUmTJhw6dAgXFxfc3d2lH3ZUVFR4/vw5kZGRZQb8C+/OKLx2mZiY8Msvv7B8+fIyj+GNGzfIz8+vsL+FtZ3NzMxK/dzU1FRapmXLlnTu3Jlt27bx2WefAQU1wfPz8xk+fHi52ylNjRo1MDY2LjNLGApq7hYN1ALS6wcPHpS7zPPnz3n16hXPnj3j3bt3pS5TvCbt+vXrmTlzJi9evMDExIRjx46hqKgIFPyQcerUKZydnVm0aBFQMMejo6OrXLLCxcWFcePGAQXz9dixY6xdu5b169eza9cuZDIZmzdvRklJiZYtW3Lv3j3p35rS+Pn5STWDoSDgKwK2giAIgiAIgiBUxV82szYtLY379+9LQZ2kpCQsLS2lgGppy3fp0kXuvS5dukgZNIXatGkj/X9VVVU0NDTkaukVd+PGDV6+fEnv3r1RU1OT/nbu3ElGRkaZbTdo0ACg3LahIIOxa9euUnC4MLO2NBkZGbx9+1ZuP2vVqkXHjh2l/Wzbti1mZmZSNllsbCyPHj3CxcWl1DYLM+aKZh0WBiurwsvLi0mTJtG/f38UFRXp3LmzFFSoUaMGmZmZcsdvyZIlZbZV9DgqKChQt25duSBkYSCg6LH9/vvvad++PTo6OqipqbFp0yYp2y87O5uHDx/SsWNHuXbbt28vva7MOLdq1Up6vzBYnpaWRqdOneT6X/z45eTk4Ovri5mZGXXq1EFNTY20tLQKsxHfvXvHokWLMDc3R1tbGzU1NaKjo6X1LCws6NmzJ+bm5ri4uLB582apXMaLFy/IyMjA09NTbn8WL15cYt4W9/z5c2JjY6VbvCv7MKe0tDSsra3lbrnv0qULOTk53L17FyjIFj1w4ICU7RoaGsrw4cOpUaPkpSo7O5usrCy541uzZk2srKwq1Z9CtWrVIiwsjGvXrqGtrY2KigonT56kb9++0nYnTJggd5wK96cy50Z5c688P/74I126dEFPTw81NTXmzp0rt960adMYN24cvXr1YtmyZXLjlpycTEhIiFyf7e3tef/+PTdv3ix3u0XLDVSk+LH+0Llc0XW3aJ+qMt9q1qwpNz/q1q2LiYmJdD10dHSkVq1aUtmFAwcOoKGhUSI7tGibFZ3PH9rfQpVd/vPPP2f//v383//9H1BQAsHFxQV1dfUqba/odgvPzb59+0rzprySCn8kd3d3EhMTiY2NxdjYGFdXV16/fg3Aq1ev8PT0pEuXLpw9e5a4uDhat25Nv379ePXqVZW2U3z8rK2tpfmRnp5e4hwv+u9EaWrXro2GhobcnyAIgiAIgiAIQlX8ZTNrIyIi6N27t/QlSllZuVraLbyNuJBMJitRQ7OowieTR0ZG0qhRI7nPij+kq2jbhV+Ky2sb5OseQvXsp7u7O7t27WL27Nns2rULBweHKj+0qapkMhnLly9nyZIlPHjwAB0dHekp6AYGBmhpacnVACwr6A6lj1F5x3bPnj34+voSGBiItbU16urqrFixQq6ecUUqM85HjhyRaopWZZx8fX05duwYK1euxNDQEGVlZYYOHSrVgSzLihUrCAoKYvXq1Zibm6OqqsrUqVOl9RQUFDh27Bjx8fHExMSwdu1a5syZw7lz56RbvDdv3lwi+KSgoFDudo8ePUrLli2lbDFjY2OgoI7khwTyi3JyciI/P5/IyEg6dOjAf/7zH7lb//8o7du3JykpiezsbN68eYOOjg6dOnWSgpELFy78oPIfHzr3zpw5g7u7OwEBAdjb26OpqcmePXukjE4oqHc7YsQIIiMjOXr0KPPnz2fPnj0MGjSInJwcxo8fj7e3d4m2mzZtWuZ2s7KySExMpF+/fpXav+K39X/oXC7vuvvmzRuioqL4+uuvgYKHRNWpU6dEJuaHUFRUZOjQoezatYvhw4eza9cuhg0b9kEPFCtU/BgaGRkhk8kq7G/heZSWliZlAheVlpZGy5YtpdfDhw/Hx8eHvXv38tlnnxEXF8fSpUs/qM/v3r3j+vXrUv33LVu2SEHPwrHR09OTSqMUevjwofRZ4f8Wvld0GQ0NDZSVlVFQUEBBQaHUZYpnbheWETAyMqJz585oaWlx8OBBqZTPrVu3OHPmjPSDyq5du9DS0iI8PPyDsosFQRAEQRAEQRA+FX/ZzNqit2FDQWZWUlKSXJ3DoszMzIiLi5N7Ly4uTu7Lb0UKb8EsrA8LBbej1q5dm8zMTAwNDeX+qnLro6Kioly7UBAgPHnyZIn9LAxyFlf48LSi+/n27VsuXLggt58jRozg8uXLXLx4kf3795dZDxQKjltKSoqU0QRID8T5EAoKCjRq1AhFRUV2796NtbU1Ojo61KxZU+7YlResrarC26AnTpyIpaUlhoaGclmImpqa6OrqSg9ig4IxvnTpkvS6MuPcrFkz6b3CgK6ZmVmJwFzx4xcXF4eHhweDBg3C3NwcPT29ErcjlzY/4uLiGDhwICNHjsTCwgIDAwPpNulCMpmMLl26EBAQQGJiIoqKihw8eBBdXV0aNmzIr7/+WmJ/Ch8sVtp8h5LnXp8+fahXrx7ffvttqcf/999/l45FYd3Qovugrq5O48aNgYK6sYMHDyY0NJTdu3djYmJCu3btSm1XU1OTBg0ayB3fvLw8Ll68WOrylaGpqYmOjg7Xr18nISFB2s/69evLHaPC/ano3Kho7kHpYxsfH0+zZs2YM2cOVlZWGBkZlVrb2djYGB8fH2JiYhg8eDDbt28HoF27dqSmppYYW0NDQ2lcS9vu4cOHsbGxkTv/SluuLJWZy1V16tQptLS0pPIKNWrUYPjw4YSGhnL//v0Sy+fk5JCXl4eZmRl5eXly8+PJkyekp6fLXQ/d3d2JioriypUr/Pvf/67welg8YFl8zIsfQ21tbezt7fn+++/lHu5XqPD86NOnD9ra2nIB+UIRERFcv35dKhUBBaUAXFxc2LZtG9u3b8fY2Jhu3bqV2ffy7Nixg2fPnjFkyBCgoMRK4XwpLKFibW3NL7/8IpfxfOzYMTQ0NKTjaW1tXeLfp2PHjkk/4igqKtK+fXu5Zd6/f8+JEyfK/aEnPz+f/Px8KeP+5cuX1KhRQy5Lv/B1RT+AFld8/M6ePSuVoigsc1G4XUDu3wlBEARBEARBEIQ/wl8yWPvo0SMSEhLo37+/9J6bmxt6eno4OzsTFxfHr7/+yoEDB6SHlsyYMYOQkBCCg4O5fv063333HWFhYVXKlmvWrBkymYyffvqJ3377jZycHNTV1fH19cXHx4cdO3aQkZHBpUuXWLt2rfSgpspo3rw5N2/eJCkpicePH5Obm0tUVBTGxsZy9Vz9/Py4cOECEydOJCUlhatXrxIcHMzjx49RVVXlyy+/ZMaMGURFRZGamoqXlxcvX76Ue+hM8+bNsbGxwdPTk3fv3pV7y/OIESOQyWR4eXmRmprKkSNHWLlyZYnlbty4QVJSEg8ePODVq1ckJSWRlJQkZdQ9fvyYDRs2cPXqVZKSkpgyZQr79u2TezL3H8XIyIiEhASio6O5du0a8+bNK/GFe/LkySxdupTw8HDS09OZMmUKz549k4IBHzrO3t7eREVFsXLlSq5fv866devk6tUW9i8sLIykpCSSk5MZMWJEiYBD8+bN+fnnn7l37x6PHz+W1ivMnE1LS2P8+PFyGWvnzp1jyZIlJCQkkJmZSVhYGL/99psUiAgICGDp0qWsWbOGa9eu8csvv7B9+3a+++47oCBAqaysTFRUFA8fPiQ7O5u8vDyOHj0qN2dUVVXZsmULkZGRDBgwgOPHj3Pr1i0SEhKYOXMmEyZMAGDixIncuXOHyZMnc/XqVcLDw5k/fz7Tpk2TK3Pg7u5OZGQk27ZtKzdwBjBlyhSWLVvGoUOHuHr1KhMnTpSCX4VycnKk+QhI51nRW/P37dvHqVOn+PXXXwkPD6d37944OzvTp0+fMrddmXOjMnOvefPmpKSkkJ6ezuPHj3n79i1GRkZkZmayZ88eMjIyWLNmjVwd1VevXjFp0iROnTrF7du3iYuL48KFC9LYzpo1i/j4eOnBdtevXyc8PFyubmxpc6p4Jn/hcufOnePWrVs8fvy43GBYZeZyVZXWp2+++YYmTZrQqVMndu7cSWpqKtevX2fbtm1YWlqSk5ODkZERAwcOxMvLi9OnT5OcnMzIkSNp1KiR3I8Nn332GXp6eri7u6Ovr18i07yoCRMmcP36dWbMmEF6ejq7du0iJCSkwv5+//33vHv3jo4dO3LgwAGuX79OWloaa9askYKUqqqqbNy4kfDwcL744gtSUlK4desWW7duxcPDg6FDh0o1tgt5enoSHx/Phg0bpAdWVuTly5c8ePCAu3fvcvbsWWbNmsWECRP48ssvy6wNDQXB5JYtWzJq1CiSk5OJjo5m7ty5fPXVV9LdBRMmTODXX39l5syZXL16lfXr17N37158fHykdqZNm8bmzZvZsWMHaWlpfPnll7x48YKxY8cC8Ouvv7J06VIuXrxIZmYm8fHxuLi4oKysjKOjIwC9e/fm2bNnfPXVV6SlpXHlyhXGjh1LzZo1pX24d+8epqamJYLrxe3bt49t27Zx7do15s+fz/nz56XzpHD+fvHFF6SlpREdHS2d40UDxYIgCIIgCIIgCNXpLxmsPXz4MB07dqRevXrSe4qKisTExFC/fn0cHR0xNzdn2bJl0i3dzs7OBAUFsXLlSlq1asXGjRvZvn07tra2ld5uo0aNCAgIYPbs2ejq6kpf6BYtWsS8efNYunQpZmZmODg4EBkZKWUoVsaQIUNwcHDAzs4OHR0ddu/eXWrtSGNjY2JiYkhOTqZjx45YW1sTHh4u3ba7bNkyhgwZwqhRo2jXrh03btwgOjoaLS0tuXbc3d1JTk5m0KBB5d6yr6amxuHDh/nll1+wtLRkzpw5JR6mAzBu3DgsLS3ZuHEj165dw9LSEktLS7nMtx07dmBlZUWXLl24cuUKp06dqrD+X3UYP348gwcPZtiwYXTq1IknT55ID5orNGvWLNzc3Bg9ejTW1tZSjc+itQo/ZJw7d+7M5s2bCQoKwsLCgpiYmBIPc/vuu+/Q0tLCxsYGJycn7O3tS2STLly4kFu3btGiRQvpwV9z586lXbt22NvbY2trK/1YUUhDQ4Off/4ZR0dHjI2NmTt3LoGBgVI93XHjxrFlyxa2b9+Oubk53bt3JyQkRNqfmjVrsmbNGjZu3EjDhg0ZOHAgsbGxqKmplejfwIEDiY+Pp1atWowYMQJTU1Pc3NzIzs5m8eLFQMH5c+TIEc6fP4+FhQUTJkzA09OzxPHo0aMH2trapKenM2LEiDKPLcD06dMZNWoUY8aMkcoMFD4krlBCQoI0H6EgWGRpaYm/v7+0TFZWFqNGjcLU1BRvb29GjRrF7t27y912Zc6Nysw9Ly8vTExMsLKyQkdHh7i4OAYMGICPjw+TJk2ibdu2xMfHM2/ePGkdBQUFnjx5wujRo6V6nn379pUeZtamTRtiY2O5du0a3bp1k/a3YcOGUhvF59SLFy84ceJEiWuOr68vCgoKtGzZEh0dnXLrz1ZmLldVacFPbW1tzp49y8iRI1m8eDGWlpZ069aN3bt3s2LFCjQ1NQHYvn077du3p3///lhbW5Ofn8+RI0dKlE1xc3MjOTm5wh8HmjZtyoEDBzh06BAWFhZs2LBBrr52WcfQwMCAS5cuYWdnx/Tp02ndujW9e/fmxIkTBAcHS8sNHTqUkydPkpmZSbdu3TAxMWHVqlXMmTOHPXv2lAgQdu3aFRMTE54/f87o0aMrdTw3b95MgwYNaNGiBYMHDyY1NZUff/xR7qGVpVFQUOCnn35CQUEBa2trRo4cyejRo1m4cKG0jL6+PpGRkRw7dgwLCwsCAwPZsmUL9vb20jLDhg1j5cqV+Pv707ZtW5KSkoiKipJqjSspKfGf//wHR0dHDA0NGTZsGOrq6sTHx1O/fn2g4GFrhw8fJiUlBWtra7p168b9+/eJioqS6sG/ffuW9PR0Xr58We5+BQQEsGfPHtq0acPOnTvZvXu3lCmsoaHB4cOHSUpKom3btsyZM0e6bhT9t0EQBEEQBEEQBKE6yfKr+vSTT8CAAQPo2rWr9FT0v6O8vDx0dXU5evTonxLQFOS9f/8eMzMzXF1dpaeNCwWZwnl5eRUGdoS/nrCwMObOnUtqaurH7ork0qVL9OjRg99++61EXdtP0ad4DIX/atCgAYsWLWLcuHFAQaD+4MGDcj9yVSQ0NJSxY8eSnZ1dqdrkz58/R1NTE4vJG1CoXT219QVBEARBEARBqNjFFZVLaPmzFH43yM7OrvBBxH/JB4x17dpVrnbf39HTp0/x8fGRHvgi/LFu375NTEwM3bt3Jzc3l3Xr1nHz5s0KMzv/aVq3bv0/P0RM+DSpqamVmjX/MeXl5bF27dq/RKAWPs1jKBSUfoiLi+Phw4e0atWqSuvu3LkTAwMDGjVqRHJyMrNmzcLV1bXaHmoqCIIgCIIgCIJQ3F8ys1YQqtudO3cYPnw4ly9fJj8/n9atW7Ns2TI+++yzj901QRAE4X+wevVqFi1axJgxY6Sa3FC5zNpvv/2W9evX8+DBAxo0aICzszPffPMNKioqldq2yKwVBEEQBEEQhI/jr5xZK4K1giAIgiAIf4Cq/AeZIAiCIAiCIAh/X1X5bvCXfMCYIAiCIAiCIAiCIAiCIAjC340I1gqCIAiCIAiCIAiCIAiCIHwCRLBWEARBEARBEARBEARBEAThE1DzY3dAEARBEATh7+zOss6oKyl87G4IgiAIgiAIwj9GU/9fPnYXPpjIrBUEQRAEQRAEQRAEQRAEQfgEiGCtIAiCIAiCIAiCIAiCIAjCJ0AEawVBEARBEARBEARBEARBED4BIlgrCIIgCIIgCIIgCIIgCILwCRDBWuFvRSaTcejQoTI/v3XrFjKZjKSkpD+8Lx4eHjg7O//h2/kzhYSEUKdOnY/djb+kBQsW0LZt23KX+Zhz5s88N/6qmjdvzurVqz92Nz6KT31+/JPHRhAEQRAEQRCEvxcRrP2Ixo4dy9y5c/+UbZ06dQqZTMbvv/9e7W1XFITS19fn+PHj1b7d0mRlZdG3b98qrePt7U379u2pXbt2mfuxd+9e2rZti4qKCs2aNWPFihUVthsUFERISEiV+vJ39DGCKBUFlgICAhg5cqT0OjExERcXF3R1dVFSUsLIyAgvLy+uXbtWbX3y9fXlxIkTVVrn559/xsnJiYYNG5b5Q8TDhw/x8PCgYcOGqKio4ODgwPXr16up1+X7WMHl8uZUbGwsTZo0AcDW1papU6dW23YvXLjAF198UeX1bt++jbKyMjk5OSxYsACZTMaECRPklklKSkImk3Hr1q1q6u2fo+i+Aezbtw9TU1OUlJQwNzfnyJEj0rJv375l1qxZmJubo6qqSsOGDRk9ejT379+Xa3PAgAE0bdoUJSUlGjRowKhRo0osU9yHjo0gCIIgCIIgCMKnRgRrP5J3797x008/MWDAgI/dlT9USkoKz549o3v37n/K9vT09Khdu3aV1/v8888ZNmxYqZ8dPXoUd3d3JkyYwOXLl1m/fj2rVq1i3bp15bapqakpslA/UeHh4dK599NPP9G5c2dyc3MJDQ0lLS2Nf/3rX2hqajJv3rxq26aamhp169at0jovXrzAwsKC77//vtTP8/PzcXZ25tdffyU8PJzExESaNWtGr169ePHiRXV0+y8nPDwcJyenSi+fn59PXl5epZbV0dFBRUXlg/pkZ2eHmpoaAEpKSmzdurXag+pv3ryp1vYqo+i+xcfH4+bmhqenJ4mJiTg7O+Ps7Mzly5cBePnyJZcuXWLevHlcunSJsLAw0tPTS/w7aGdnx969e0lPT+fAgQNkZGQwdOjQcvvxoWMjCIIgCIIgCILwqRHB2o8kPj6eWrVq0aFDBwDu3r2Lm5sb2traqKqqYmVlxblz56Tlg4ODadGiBYqKipiYmPDDDz/ItSeTydiyZQuDBg1CRUUFIyMjIiIigIIsQzs7OwC0tLSQyWR4eHgA8P79e5YuXYq+vj7KyspYWFiwf/9+qd3CjNwTJ05gZWWFiooKNjY2pKenAwW3xQcEBJCcnIxMJkMmk8llk4aHh+Pg4ECtWrUAiIuLw9bWFhUVFbS0tLC3t+fZs2cA5Obm4u3tTf369VFSUqJr165cuHBB6mfjxo0JDg6W2+/ExERq1KjB7du3peNQNPvw/PnzWFpaoqSkhJWVFYmJiSXGYs2aNXz11VcYGBiUOlY//PADzs7OTJgwAQMDA/r164efnx/Lly8nPz+/1HWgZNahra0tkydPZurUqWhpaaGrq8vmzZt58eIFY8eORV1dHUNDQ44ePSqt8+7dOzw9PaXxMTExISgoSG47eXl5eHt7U6dOHerWrcusWbMYM2aM3LYrGueyhISE0LRpU1RUVBg0aBBPnjyR+zwjI4OBAweiq6uLmpoaHTp0kMuitrW15fbt2/j4+EjzA+DJkye4ubnRqFEjVFRUMDc3Z/fu3XJt79+/H3Nzc5SVlalbt26JAOSWLVswMzNDSUkJU1NT1q9fL32mr68PgKWlJTKZDFtbW+mzO3fucOXKFRwcHHj58iVjx47F0dGRiIgIevXqhb6+Pp06dWLlypVs3LhRWi82NpaOHTtSu3ZtGjRowOzZs6Ug36ZNm2jYsCHv37+X24eBAwfy+eefAyUz0N+9e8e0adOkcZs5c2aJ+dS3b18WL17MoEGDSh2f69evc/bsWYKDg+nQoQMmJiYEBwfz6tWrEsezuIrOjYrm3oIFC9ixYwfh4eHS2J46dQqAWbNmYWxsjIqKCgYGBsybN4+3b99K6yYnJ2NnZ4e6ujoaGhq0b9+ehIQE6fPTp0/TrVs3lJWVadKkCd7e3tLYlzWnCkVERDBgwAA8PDyIjY0lKChIWu7WrVvSNe3o0aNSRv3p06crnMtQMqO3vOtuUUV/HAAwMTHBzs6OOXPmlDtG5c25wmMxadIkpk6dSr169bC3t5f2Lzo6GktLS5SVlenRowePHj3i6NGjmJmZoaGhwYgRI3j58qXUVlRUFF27dpXmY//+/cnIyCi3f8X3LSgoCAcHB2bMmIGZmRmLFi2iXbt20g9bmpqaHDt2DFdXV0xMTOjcuTPr1q3j4sWLZGZmSm36+PjQuXNnmjVrho2NDbNnz+bs2bNyc6i40sYmODiYvn37oqysjIGBQYlr3p07d3B1daVOnTpoa2szcOBAuczmylxbBUEQBEEQBEEQqpsI1n4kERERODk5IZPJyMnJoXv37ty7d4+IiAiSk5OZOXOmFPg5ePAgU6ZMYfr06Vy+fJnx48czduxYTp48KddmQEAArq6upKSk4OjoiLu7O0+fPqVJkyYcOHAAgPT0dLKysqSgy9KlS9m5cycbNmzgypUr+Pj4MHLkSGJjY+XanjNnDoGBgSQkJFCzZk0pADVs2DCmT59Oq1atyMrKIisrSy5DNSIigoEDBwIFt/n27NmTli1bcubMGU6fPo2TkxPv3r0DYObMmRw4cIAdO3Zw6dIlDA0Nsbe35+nTp9SoUQM3Nzd27dol16/Q0FC6dOlCs2bNShzjnJwc+vfvT8uWLbl48SILFizA19e3ymOVm5uLkpKS3HvKysrcvXtXChJX1o4dO6hXrx7nz59n8uTJfPnll7i4uGBjY8OlS5fo06cPo0aNkoIohUHqffv2kZqair+/P19//TV79+6V2ly+fDmhoaFs376duLg4nj9/XuJ2+cqOc1Hnzp3D09OTSZMmkZSUhJ2dHYsXL5ZbJicnB0dHR06cOEFiYiIODg44OTlJgZewsDAaN27MwoULpfkB8Pr1a9q3b09kZCSXL1/miy++YNSoUZw/fx4oKGfh5ubG559/TlpaGqdOnWLw4MFSMDM0NBR/f3+++eYb0tLSWLJkCfPmzWPHjh0AUjvHjx8nKyuLsLAwqc8RERHY2tqioaFBdHQ0jx8/ZubMmaUeg8LM6Hv37uHo6EiHDh1ITk4mODiYrVu3SsfDxcWFJ0+eyJ2TT58+JSoqCnd391LbDgwMJCQkhG3btnH69GmePn3KwYMHyxyP0uTm5gLIzc8aNWpIAciyVObcqGju+fr64urqioODgzS2NjY2AKirqxMSEkJqaipBQUFs3ryZVatWSW27u7vTuHFjLly4wMWLF5k9e7b0g05GRgYODg4MGTKElJQUfvzxR06fPs2kSZOAsucUwJUrV3j06BE9evQgKCgIa2trvLy8pOUKyyMAzJ49m2XLlpGWlkabNm0qnMtlKeu6W+j333/n9OnTJbJHly1bxoEDB+SC1EVVNOcK7dixA0VFReLi4tiwYYP0/oIFC1i3bh3x8fFSUHL16tXs2rWLyMhIYmJiWLt2rbT8ixcvmDZtGgkJCZw4cYIaNWowaNCgEj9AFFV8386cOUOvXr3klrG3t+fMmTNltpGdnY1MJivzLoSnT58SGhqKjY2NNEcqa968eQwZMoTk5GTc3d0ZPnw4aWlpQEFJBnt7e9TV1fnPf/5DXFwcampqODg4SBnKlbm2Fpebm8vz58/l/gRBEARBEARBEKqi5sfuwD9VeHi4FLzYtWsXv/32GxcuXEBbWxsAQ0NDadmVK1fi4eHBxIkTAZg2bRpnz55l5cqVUsYsFGRyurm5AbBkyRLWrFnD+fPncXBwkNqtX7++9KU4NzeXJUuWcPz4caytrQEwMDDg9OnTbNy4Ua50wTfffCO9nj17Nv369eP169coKyujpqZGzZo10dPTk9vHe/fukZKSItWQ/fbbb7GyspLLgGzVqhVQECgIDg4mJCREWn7z5s0cO3aMrVu3MmPGDNzd3QkMDCQzM5OmTZvy/v179uzZU2bd3127dvH+/Xu2bt2KkpISrVq14u7du3z55ZeVG6T/z97eHh8fHzw8PLCzs+PGjRsEBgYCBUHF5s2bV7otCwsLqb9+fn4sW7aMevXq4eXlBYC/vz/BwcGkpKTQuXNnatWqRUBAgLS+vr4+Z86cYe/evbi6ugKwdu1a/Pz8pOzLdevWydWJrMo4F1WYJVcYyDQ2NiY+Pp6oqCi5/bGwsJBeL1q0iIMHDxIREcGkSZPQ1tZGQUEBdXV1ufnRqFEjueDg5MmTiY6OZu/evXTs2JGsrCzy8vIYPHiwFIg3NzeXlp8/fz6BgYEMHjxYOi6pqals3LiRMWPGoKOjA0DdunVLzMvw8HDpB4TC29BNTU1LPQaF1q9fT5MmTVi3bh0ymQxTU1Pu37/PrFmz8Pf3R0tLi759+7Jr1y569uwJFGQG16tXT+4cLWr16tX4+flJ+7Bhwwaio6PL7UdxpqamNG3aFD8/PzZu3IiqqiqrVq3i7t27ckHM4ipzblQ099TU1FBWViY3N7fEMS56TjZv3hxfX1/27NkjzaXMzExmzJghHXcjIyNp+aVLl+Lu7i7VmjUyMmLNmjV0796d4ODgMucUFIytvb09ioqK0p+KikqJ5QAWLlxI7969pdfa2trlzuWylHfdBThy5Aht2rShYcOGcuu1a9cOV1dXZs2aVWot44rmXI0aNaTj8+2330rrFY774sWL6dKlCwCenp74+fmRkZEh3UEwdOhQTp48yaxZswAYMmSI3Pa3bduGjo4OqamptG7dutR9L75vDx48QFdXV24ZXV1dHjx4UOr6r1+/ZtasWbi5uaGhoSH32axZs1i3bh0vX76kc+fO/PTTT6W2UR4XFxfGjRsHFIznsWPHWLt2LevXr+fHH3/k/fv3bNmyRcrO3r59O3Xq1OHUqVP06dOnwmtraZYuXSp33giCIAiCIAiCIFSVyKz9CNLS0rh//74U1ElKSsLS0lIKqJa2fOGX7kJdunSRMoQKtWnTRvr/qqqqaGho8OjRozL7cePGDV6+fEnv3r1RU1OT/nbu3Fni9teibTdo0ACg3LahIIOx8Lbawv0s3OfiMjIyePv2rdx+1qpVi44dO0r72bZtW8zMzKTs2tjYWB49eoSLi0upbRZmzBXNOiwMVlaFl5cXkyZNon///igqKtK5c2eGDx8OFGQxZmZmyh2/JUuWlNlW0eOooKBA3bp15YKQhYGOosf2+++/p3379ujo6KCmpsamTZukbL/s7GwePnxIx44d5dpt37699Loy49yqVSvp/cJgeVpaGp06dZLrf/Hjl5OTg6+vL2ZmZtSpUwc1NTXS0tIqzEZ89+4dixYtwtzcHG1tbdTU1IiOjpbWs7CwoGfPnpibm+Pi4sLmzZulchkvXrwgIyMDT09Puf1ZvHhxhbdtP3/+nNjYWCkTsLwyFkWlpaVhbW0td8t9ly5dyMnJ4e7du0BBtuiBAwekbNfQ0FCGDx8uBdWKys7OJisrS+741qxZEysrq0r1p1CtWrUICwvj2rVraGtro6KiwsmTJ+nbt6+03QkTJsgdp8L9qcy5Ud7cK8+PP/5Ily5d0NPTQ01Njblz58qtN23aNMaNG0evXr1YtmyZ3LglJycTEhIi12d7e3vev3/PzZs3y91u8XID5Sl+rD90Lld03S2vT4sXL+Y///kPMTExJT6rzJwD5M71svqlq6srlaQo+l7Rfl6/fh03NzcMDAzQ0NCQfoQqb/+rcryLe/v2La6uruTn55cobwMwY8YMEhMTiYmJQUFBgdGjR1f6fC1UfE5bW1tL/54kJydz48YN1NXVpXmmra3N69evycjIqNS1tTR+fn5kZ2dLf3fu3KlSnwVBEARBEARBEERm7UcQERFB7969pUCJsrJytbRb/BZRmUxW7i2shU/vjoyMpFGjRnKfFX9IV9G2C4MH5bUN/60dWag69tPd3Z1du3Yxe/Zsdu3ahYODQ5Uf2lRVMpmM5cuXs2TJEh48eICOjo6UCWdgYICWlhZJSUnS8mUF3aH0MSrv2O7ZswdfX18CAwOxtrZGXV2dFStWyNUzrkhlxvnIkSNSPciqjJOvry/Hjh1j5cqVGBoaoqyszNChQyt80NGKFSsICgpi9erV0pPhp06dKq2noKDAsWPHiI+Pl27XnjNnDufOnZMeIrR58+YSwWQFBYVyt3v06FFatmwp3Q5vbGwMwNWrVz8okF+Uk5MT+fn5REZG0qFDB/7zn//I3fr/R2nfvj1JSUlkZ2fz5s0bdHR06NSpkxSMXLhw4QeV//jQuXfmzBnc3d0JCAjA3t4eTU1N9uzZI2WjQ8Et+iNGjCAyMpKjR48yf/589uzZw6BBg8jJyWH8+PF4e3uXaLtp06ZlbjcrK4vExET69etXqf1TVVWVe/2hc7m86+6bN2+Iiori66+/LnXdFi1a4OXlxezZs9m6dWul+l3RfpTWr+LXmeL9hIL526xZMzZv3izVX27dunWZ+1/avunp6fHw4UO55R4+fFgis7kwUHv79m3+/e9/l8iqBahXrx716tXD2NgYMzMzmjRpwtmzZ//n87RQTk4O7du3JzQ0tMRnhZn5H6J27dof9JBLQRAEQRAEQRCEQiKz9iMoehs2FGRAJSUlydU5LMrMzIy4uDi59+Li4mjZsmWlt6moqAgg1YcFaNmyJbVr1yYzMxNDQ0O5v6K1HSvTdtF2oeCL8MmTJ0vsZ2m3+wLSw9OK7ufbt2+5cOGC3H6OGDGCy5cvc/HiRfbv319mPVAoOG4pKSm8fv1aeu/s2bOV3q/iFBQUaNSoEYqKiuzevRtra2t0dHSoWbOm3LErL1hbVXFxcdjY2DBx4kQsLS0xNDSUy0LU1NREV1dXehAbFIzxpUuXpNeVGedmzZpJ7xUGdM3MzEoE5oofv7i4ODw8PBg0aBDm5ubo6enJPaAHSp8fcXFxDBw4kJEjR2JhYYGBgQHXrl2TW0Ymk9GlSxcCAgJITExEUVGRgwcPoqurS8OGDfn1119L7E/hg8VKm+9Q8tzr06cP9erVk7uNvKjff/9dOhZnzpyRy+yLi4tDXV2dxo0bAwV1YwcPHkxoaCi7d+/GxMSEdu3aldqupqYmDRo0kDu+eXl5XLx4sdTlK0NTUxMdHR2uX79OQkKCtJ/169eXO0aF+1PRuVHR3IPSxzY+Pp5mzZoxZ84crKysMDIyKrW2s7GxMT4+PsTExDB48GC2b98OFJQHSE1NLTG2hoaG0riWtt3Dhw9jY2Mjd/6VtlxZKjOXq+rUqVNoaWnJlVcozt/fn2vXrrFnzx659ysz56rLkydPSE9PZ+7cufTs2RMzMzMpk70spe2btbV1iWv8sWPH5AKshYHa69evc/z48Ur92FYYVC7MWq+s4nP67NmzmJmZAQXz7Pr16yXOD0NDQzQ1NSt1bRUEQRAEQRAEQfgjiGDtn+zRo0ckJCTQv39/6T03Nzf09PRwdnYmLi6OX3/9lQMHDkgPZZkxYwYhISEEBwdz/fp1vvvuO8LCwqqULdesWTNkMhk//fQTv/32Gzk5Oairq+Pr64uPjw87duwgIyODS5cusXbtWulBTZXRvHlzbt68SVJSEo8fPyY3N5eoqCiMjY3l6rn6+flx4cIFJk6cSEpKClevXiU4OJjHjx+jqqrKl19+yYwZM4iKiiI1NRUvLy9evnyJp6en3LZsbGzw9PTk3bt35d6CO2LECGQyGV5eXqSmpnLkyBFWrlxZYrkbN26QlJTEgwcPePXqFUlJSSQlJUkZZY8fP2bDhg1cvXqVpKQkpkyZwr59++SePP5HMTIyIiEhgejoaK5du8a8efPkggdQUO916dKlhIeHk56ezpQpU3j27JmUpfuh4+zt7U1UVBQrV67k+vXrrFu3Tq5ebWH/wsLCSEpKIjk5mREjRpTIuG7evDk///wz9+7d4/Hjx9J6hZmzaWlpjB8/Xi4j79y5cyxZsoSEhAQyMzMJCwvjt99+kwItAQEBLF26lDVr1nDt2jV++eUXtm/fznfffQcUBCiVlZWJiori4cOHZGdnk5eXx9GjR+XmjKqqKlu2bCEyMpIBAwZw/Phxbt26RUJCAjNnzmTChAkATJw4kTt37jB58mSuXr1KeHg48+fPZ9q0aXJlDtzd3YmMjGTbtm3l/pAAMGXKFJYtW8ahQ4e4evUqEydOlILDhXJycqT5CEjnWdFb0/ft28epU6f49ddfCQ8Pp3fv3jg7O9OnT58yt12Zc6Myc6958+akpKSQnp7O48ePefv2LUZGRmRmZrJnzx4yMjJYs2aN3IPTXr16xaRJkzh16hS3b98mLi6OCxcuSGM7a9Ys4uPjpQfbXb9+nfDwcLm6saXNqeKZ/IXLnTt3jlu3bvH48RUCteQAANi0SURBVONy7waozFyuqtL6VJyuri7Tpk1jzZo1cu9Xds5VBy0tLerWrcumTZu4ceMG//73v5k2bVq565S2b1OmTCEqKorAwECuXr3KggULSEhIkMbu7du3DB06lISEBEJDQ3n37h0PHjzgwYMH0vX23LlzrFu3jqSkJCnz1s3NjRYtWkhB33v37mFqaio9SLAs+/btY9u2bVy7do358+dz/vx5qS/u7u7Uq1ePgQMH8p///IebN29y6tQpvL29pTITFV1bBUEQBEEQBEEQ/ggiWPsnO3z4MB07dqRevXrSe4qKisTExFC/fn0cHR0xNzdn2bJl0i3dzs7OBAUFsXLlSlq1asXGjRvZvn07tra2ld5uo0aNCAgIYPbs2ejq6kpfWBctWsS8efNYunQpZmZmODg4EBkZKWUoVsaQIUNwcHDAzs4OHR0ddu/eXWotQ2NjY2JiYkhOTqZjx45YW1sTHh5OzZoF1TiWLVvGkCFDGDVqFO3atePGjRtER0ejpaUl1467uzvJyckMGjSo3Fv21dTUOHz4ML/88guWlpbMmTOH5cuXl1hu3LhxWFpasnHjRq5du4alpSWWlpbcv39fWmbHjh1YWVnRpUsXrly5wqlTp+RqGf5Rxo8fz+DBgxk2bBidOnXiyZMn0oPmChU+oGf06NFYW1tLNT6L1iP9kHHu3LkzmzdvJigoCAsLC2JiYko8zO27775DS0sLGxsbnJycsLe3L5FNunDhQm7dukWLFi2k24vnzp1Lu3btsLe3x9bWVvqxopCGhgY///wzjo6OGBsbM3fuXAIDA6V6uuPGjWPLli1s374dc3NzunfvTkhIiLQ/NWvWZM2aNWzcuJGGDRsycOBAYmNjUVNTK9G/gQMHEh8fT61atRgxYgSmpqa4ubmRnZ3N4sWLgYLz58iRI5w/fx4LCwsmTJiAp6dniePRo0cPtLW1SU9PZ8SIEWUeW4Dp06czatQoxowZI5UZKHyQUaGEhARpPkJBrVdLS0v8/f2lZbKyshg1ahSmpqZ4e3szatQodu/eXe62K3NuVGbueXl5YWJigpWVFTo6OsTFxTFgwAB8fHyYNGkSbdu2JT4+nnnz5knrKCgo8OTJE0aPHo2xsTGurq707dtXeihTmzZtiI2N5dq1a3Tr1k3a36IP6Co+p168eMGJEydKXHN8fX1RUFCgZcuW6OjolFt/tTJzuaoqE6wt7GdhPeFClZ1z1aFGjRrs2bOHixcv0rp1a3x8fFixYkW565S2bzY2NuzatYtNmzZhYWHB/v37OXTokPSAsnv37hEREcHdu3dp27YtDRo0kP7i4+MBUFFRISwsjJ49e2JiYoKnp6c0JwrLC7x9+5b09HRevnxZbh8DAgLYs2cPbdq0YefOnezevVu6U0NFRYWff/6Zpk2bMnjwYMzMzPD09OT169dSWYbKXFsFQRAEQRAEQRCqmyy/qk/sEP4nAwYMoGvXrtJT0f+O8vLy0NXV5ejRo39KQFOQ9/79e8zMzHB1dWXRokUfuzufDG9vb/Ly8li/fv3H7opQzcLCwpg7dy6pqakfuyuSS5cu0aNHD3777bcS9WL/6j7FfWvQoAGLFi1i3LhxQEEZlYMHD8r9CPS/+pBr6/Pnz9HU1OSynxnqSuXX1BYEQRAEQRAEofo09f/lY3dBTuF3g+zs7FKf21GUeMDYn6xr1664ubl97G78oZ4+fYqPjw8dOnT42F35R7h9+zYxMTF0796d3Nxc1q1bx82bNyvM7Pynad26dbU9nEj4tKipqZWaNf8x5eXlsXbt2k8mmFmdPqV9e/nyJXFxcTx8+JBWrVpVa9vi2ioIgiAIgiAIwscgMmsF4S/uzp07DB8+nMuXL5Ofn0/r1q1ZtmwZn3322cfumiAIwh9q9erVLFq0iDFjxkg1q6F6Mmur49oqMmsFQRAEQRAE4eP4K2fWimCtIAiCIAjCH6Aq/0EmCIIgCIIgCMLfV1W+G4gHjAmCIAiCIAiCIAiCIAiCIHwCRLBWEARBEARBEARBEARBEAThEyCCtYIgCIIgCIIgCIIgCIIgCJ+Amh+7A4IgCIIgCH9nvTf0pqay+E8uQRAEQRAEQfizxE2O+9hd+GAis1YQBEEQBEEQBEEQBEEQBOETIIK1giAIgiAIgiAIgiAIgiAInwARrBUEQRAEQRAEQRAEQRAEQfgEiGCtIAiCIAiCIAiCIAiCIAjCJ0AEa/+mZDIZhw4dKvPzW7duIZPJSEpK+sP74uHhgbOz8x++nT9TSEgIderU+djd+EtasGABbdu2LXeZjzln/sxz46+qefPmrF69+g/fTnWdZ2JMK6eifzc+ZWKMBUEQBEEQBEH4u/gkgrVjx45l7ty5f8q2Tp06hUwm4/fff6/2tisKQunr63P8+PFq325psrKy6Nu3b5XW8fb2pn379tSuXbvM/di7dy9t27ZFRUWFZs2asWLFigrbDQoKIiQkpEp9+Tv6swJcRVUUwAgICGDkyJHS68TERFxcXNDV1UVJSQkjIyO8vLy4du1atfXJ19eXEydOVGmdn3/+GScnJxo2bFhmQOnhw4d4eHjQsGFDVFRUcHBw4Pr169XU6/J9rOByeXMqNjaWJk2aAGBra8vUqVOrbbsXLlzgiy++qPJ6t2/fRllZmbFjx2JmZlbqMpmZmSgoKBAREcGwYcOqde6Vx9bWFplMhkwmQ0lJiZYtW7J+/fo/Zdufig/5dwNgx44ddO3aFYD8/Hz8/f1p0KABysrK9OrVq8R5OGDAAJo2bYqSkhINGjRg1KhR3L9/X/r81KlTDBw4kAYNGqCqqkrbtm0JDQ0ttw9NmjQhKyuL1q1bV7n/giAIgiAIgiAIn5KPHqx99+4dP/30EwMGDPjYXflDpaSk8OzZM7p37/6nbE9PT4/atWtXeb3PP/+cYcOGlfrZ0aNHcXd3Z8KECVy+fJn169ezatUq1q1bV26bmpqaIgv1ExUeHi6dez/99BOdO3cmNzeX0NBQ0tLS+Ne//oWmpibz5s2rtm2qqalRt27dKq3z4sULLCws+P7770v9PD8/H2dnZ3799VfCw8NJTEykWbNm9OrVixcvXlRHt/9ywsPDcXJyqvTy+fn55OXlVWpZHR0dVFRUPqhPdnZ2TJkyhatXrxIfH19imZCQEOrXr4+joyPKysrUr1+/zPbevHlT5T6Ux8vLi6ysLFJTU3F1deWrr75i9+7d1bqNT9mH/rtR9Dry7bffsmbNGjZs2MC5c+dQVVXF3t6e169fS8vb2dmxd+9e0tPTOXDgABkZGQwdOlT6PD4+njZt2nDgwAFSUlIYO3Yso0eP5qeffiqzDwoKCujp6VGzZs0q918QBEEQBEEQBOFT8tGDtfHx8dSqVYsOHToAcPfuXdzc3NDW1kZVVRUrKyvOnTsnLR8cHEyLFi1QVFTExMSEH374Qa49mUzGli1bGDRoECoqKhgZGREREQEUZBna2dkBoKWlhUwmw8PDA4D379+zdOlS9PX1UVZWxsLCgv3790vtFmbknjhxAisrK1RUVLCxsSE9PR0oCDAEBASQnJwsZWcVzSYNDw/HwcGBWrVqARAXF4etrS0qKipoaWlhb2/Ps2fPAMjNzcXb25v69eujpKRE165duXDhgtTPxo0bExwcLLffiYmJ1KhRg9u3b0vHoWj24fnz57G0tERJSQkrKysSExNLjMWaNWv46quvMDAwKHWsfvjhB5ydnZkwYQIGBgb069cPPz8/li9fTn5+fqnrQMmsQ1tbWyZPnszUqVPR0tJCV1eXzZs38+LFC8aOHYu6ujqGhoYcPXpUWufdu3d4enpK42NiYkJQUJDcdvLy8vD29qZOnTrUrVuXWbNmMWbMGLltVzTOZQkJCaFp06aoqKgwaNAgnjx5Ivd5RkYGAwcORFdXFzU1NTp06CCXRW1ra8vt27fx8fGR5gfAkydPcHNzo1GjRqioqGBubl4iOLR//37Mzc1RVlambt26JQKQW7ZswczMDCUlJUxNTeWyAfX19QGwtLREJpNha2srfXbnzh2uXLmCg4MDL1++ZOzYsTg6OhIREUGvXr3Q19enU6dOrFy5ko0bN0rrxcbG0rFjR2rXrk2DBg2YPXu2FOTbtGkTDRs25P3793L7MHDgQD7//HOgZAb6u3fvmDZtmjRuM2fOLDGf+vbty+LFixk0aFCp43P9+nXOnj1LcHAwHTp0wMTEhODgYF69elVhsK2ic6OiubdgwQJ27NhBeHi4NLanTp0CYNasWRgbG6OiooKBgQHz5s3j7du30rrJycnY2dmhrq6OhoYG7du3JyEhQfr89OnTdOvWDWVlZZo0aYK3t7c09mXNqUIREREMGDAADw8PYmNjCQoKkpa7deuWdE07evSolFF/+vTpCucylMzoLe+6W1RhUK9t27a0a9eObdu2yX2en59PSEgIY8aMoWbNmiXKIBTOnS1btqCvr4+SkhIAUVFRdO3aVZpD/fv3JyMjo6whL5OKigp6enoYGBiwYMECuf2wtbXF29ubmTNnoq2tjZ6eHgsWLJBb//fff2fcuHHo6OigoaFBjx49SE5Olj4vLQN76tSpcuflh1wfofzzsrL9L/7vRkXzF+D169fExMQwYMAA8vPzWb16NXPnzmXgwIG0adOGnTt3cv/+fbl2fXx86Ny5M82aNcPGxobZs2dz9uxZqe2vv/6aRYsWYWNjQ4sWLZgyZQoODg6EhYWVOXbF7yIonN+RkZG0adMGJSUlOnfuzOXLl+XWK+8cg4Js4379+qGsrIy+vj67du36KHdJCIIgCIIgCILwz/HRg7URERE4OTkhk8nIycmhe/fu3Lt3j4iICJKTk5k5c6YU+Dl48CBTpkxh+vTpXL58mfHjxzN27FhOnjwp12ZAQACurq6kpKTg6OiIu7s7T58+pUmTJhw4cACA9PR0srKypKDL0qVL2blzJxs2bODKlSv4+PgwcuRIYmNj5dqeM2cOgYGBJCQkULNmTSkANWzYMKZPn06rVq3IysoiKytLLkM1IiKCgQMHApCUlETPnj1p2bIlZ86c4fTp0zg5OfHu3TsAZs6cyYEDB9ixYweXLl3C0NAQe3t7nj59So0aNXBzc2PXrl1y/QoNDaVLly40a9asxDHOycmhf//+tGzZkosXL7JgwQJ8fX2rPFa5ublScKSQsrIyd+/elYLElbVjxw7q1avH+fPnmTx5Ml9++SUuLi7Y2Nhw6dIl+vTpw6hRo3j58iXw3yD1vn37SE1Nxd/fn6+//pq9e/dKbS5fvpzQ0FC2b99OXFwcz58/L3G7fGXHuahz587h6enJpEmTSEpKws7OjsWLF8stk5OTg6OjIydOnCAxMREHBwecnJzIzMwEICwsjMaNG7Nw4UJpfkBBoKN9+/ZERkZy+fJlvvjiC0aNGsX58+eBgkCBm5sbn3/+OWlpaZw6dYrBgwdLwczQ0FD8/f355ptvSEtLY8mSJcybN48dO3YASO0cP36crKwsuWBHREQEtra2aGhoEB0dzePHj5k5c2apx6AwYHbv3j0cHR3p0KEDycnJBAcHs3XrVul4uLi48OTJE7lz8unTp0RFReHu7l5q24GBgYSEhLBt2zZOnz7N06dPOXjwYJnjUZrc3FwAuflZo0YNKQBZlsqcGxXNPV9fX1xdXXFwcJDG1sbGBgB1dXVCQkJITU0lKCiIzZs3s2rVKqltd3d3GjduzIULF7h48SKzZ8+WftDJyMjAwcGBIUOGkJKSwo8//sjp06eZNGkSUPacArhy5QqPHj2iR48eBAUFYW1tLWWNZmVlSeURAGbPns2yZctIS0ujTZs2Fc7lspR13S30+++/c/r0aSkD09PTk71798oFxk6dOsXNmzel62ppbty4wYEDBwgLC5MCcy9evGDatGkkJCRw4sQJatSowaBBg0r8aFBVysrKctm7O3bsQFVVlXPnzvHtt9+ycOFCjh07Jn3u4uLCo0ePOHr0KBcvXqRdu3b07NlT7jhURlWvjxWdl5Xtf3EVzV+AEydO0KhRI0xNTbl58yYPHjygV69e0ueampp06tSJM2fOlLqNp0+fEhoaio2NjTT3S5OdnY22tnaFx664GTNmEBgYyIULF9DR0cHJyUkKCld0jgGMHj2a+/fvc+rUKQ4cOMCmTZt49OhRmdvLzc3l+fPncn+CIAiCIAiCIAhV8dHvFwwPD5e+/O3atYvffvuNCxcuSF/KDA0NpWVXrlyJh4cHEydOBGDatGmcPXuWlStXShmzUJC95ObmBsCSJUtYs2YN58+fx8HBQWq3fv36UgAqNzeXJUuWcPz4caytrQEwMDDg9OnTbNy4Ua50wTfffCO9nj17Nv369eP169coKyujpqZGzZo10dPTk9vHe/fukZKSItUC/Pbbb7GyspLLgGzVqhVQEHQIDg4mJCREWn7z5s0cO3aMrVu3MmPGDNzd3QkMDCQzM5OmTZvy/v179uzZU2bd3127dvH+/Xu2bt2KkpISrVq14u7du3z55ZeVG6T/z97eHh8fHzw8PLCzs+PGjRsEBgYCBUHF5s2bV7otCwsLqb9+fn4sW7aMevXq4eXlBYC/vz/BwcGkpKTQuXNnatWqRUBAgLS+vr4+Z86cYe/evbi6ugKwdu1a/Pz8pOzLdevWceTIEWmdqoxzUUFBQTg4OEiBTGNjY+Lj44mKipLbHwsLC+n1okWLOHjwIBEREUyaNAltbW0UFBRQV1eXmx+NGjWSCw5OnjyZ6Oho9u7dS8eOHcnKyiIvL4/BgwdLgXhzc3Np+fnz5xMYGMjgwYOl45KamsrGjRsZM2YMOjo6ANStW7fEvAwPD5d+QCisKWlqalrqMSi0fv16mjRpwrp165DJZJiamnL//n1mzZqFv78/Wlpa9O3bl127dtGzZ0+gIDO4Xr16cudoUatXr8bPz0/ahw0bNhAdHV1uP4ozNTWladOm+Pn5sXHjRlRVVVm1ahV3796VC2IWV5lzo6K5p6amhrKyMrm5uSWOcdFzsnnz5vj6+rJnzx5pLmVmZjJjxgzpuBsZGUnLL126FHd3d6nWrJGREWvWrKF79+4EBweXOaegYGzt7e1RVFSU/gqzRotbuHAhvXv3ll5ra2uXO5fLUt51F+DIkSO0adOGhg0bAjBixAimT5/Ovn37pDsctm/fTteuXTE2Ni5zO2/evGHnzp3S3AYYMmSI3DLbtm1DR0eH1NTUD6ph+u7dO3bv3k1KSopcbd42bdowf/58oGA81q1bx4kTJ+jduzenT5/m/PnzPHr0SColsHLlSg4dOsT+/furVOO3qtfHis7LGjVqVNj/0lQ0f0G+BMKDBw8A0NXVlWtHV1dX+qzQrFmzWLduHS9fvqRz587lljjYu3cvFy5ckMvwr6z58+dL+7djxw4aN27MwYMHcXV1rfAcu3XrFsePH+fChQtYWVkBBXcyFD1Pi1u6dKnc9UIQBEEQBEEQBKGqPmpmbVpaGvfv35eCOklJSVhaWpaZPZOWlkaXLl3k3uvSpQtpaWly77Vp00b6/6qqqmhoaJSbCXPjxg1evnxJ7969UVNTk/527txZ4lbaom03aNAAoNy2oSCDsfAW3cL9LNzn4jIyMnj79q3cftaqVYuOHTtK+9m2bVvMzMyk7NrY2FgePXqEi4tLqW0WZswVzTosDFZWhZeXF5MmTaJ///4oKirSuXNnhg8fDhRkMWZmZsodvyVLlpTZVtHjqKCgQN26deWCkIVf9ose2++//5727dujo6ODmpoamzZtkrL9srOzefjwIR07dpRrt3379tLryoxzq1atpPcLg+VpaWl06tRJrv/Fj19OTg6+vr6YmZlRp04d1NTUSEtLqzAb8d27dyxatAhzc3O0tbVRU1MjOjpaWs/CwoKePXtibm6Oi4sLmzdvlsplvHjxgoyMDDw9PeX2Z/HixRXeAv78+XNiY2OlIEt5ZSyKSktLw9raWu6W+y5dupCTk8Pdu3eBgmzRAwcOSNmuoaGhDB8+XAoYFZWdnU1WVpbc8a1Zs6YUGKmsWrVqERYWxrVr19DW1kZFRYWTJ0/St29fabsTJkyQO06F+1OZc6O8uVeeH3/8kS5duqCnp4eamhpz586VW2/atGmMGzeOXr16sWzZMrlxS05OJiQkRK7P9vb2vH//nps3b5a73aIBtIoUP9YfOpcruu4W71OdOnUYPHiwVArh+fPnHDhwAE9Pz3K306xZM7lALRT82ODm5oaBgQEaGhrSD0eVGaOi1q9fLwXfvby88PHxkQvcF91HKPg3oHAfk5OTycnJoW7dunJjdvPmzSqXZKjq9bEy52VF/S9NRfM3Pz+fw4cPf1DN+RkzZpCYmEhMTAwKCgqMHj261OvQyZMnGTt2LJs3b5Z+1KyKoueztrY2JiYm0r+lFZ1j6enp1KxZk3bt2kltGBoaoqWlVeb2/Pz8yM7Olv7u3LlT5T4LgiAIwv9j797jasr+x4+/jly6SpFyLYYUkhAqM8plyiXCMNIgk4bxISLUuF+GkEsYMTGV+aJxyZRJiT5qxsml6DKUUuSa+8g3l4h+f/Q7+9vR3ccMM5/1fDx6PJxz9l577b3W3sd57/deSxAEQfjv9l4zayMiIujfv78UKFFTU3sn5b75KKVMJqv0cdiCggIAIiMjadasmdJnb062UrpsxQ/jqh61VYwdqfAu9tPFxYXdu3fj7e3N7t27cXBwqPGkTTUlk8lYtWoVK1as4Pbt2+jp6REbGwuUZKjq6OhIjyUDlT6yWl4bVXZsQ0ND8fLyYu3atVhZWaGlpcWaNWuUxjOuSnXa+fDhw9IjsjVpJy8vL44ePYqfnx9t2rRBTU2Nzz77rMoJkNasWYO/vz8bNmzAzMwMDQ0NZsyYIa2noqLC0aNHSUhIICYmhk2bNjFv3jxOnz4tTfAUGBhYJpisoqJS6XajoqJo37699Di8IpPx4sWLbxXIL83R0ZHi4mIiIyOxtLTkt99+K/Po9J+ha9eupKSkkJ+fz4sXL9DT06NHjx5SMHLp0qVvNfzH2/a9kydP4uLiwpIlS7C3t0dbW5vQ0FApGx1KxmAdM2YMkZGRREVFsWjRIkJDQxk2bBgFBQVMmjQJDw+PMmW3bNmywu3m5eWRnJzMoEGDqrV/GhoaSq/fti9Xdt198eIF0dHRfPPNN0rLuLm50bdvX7Kzszl+/DgqKioV3nSqqL5Q0ucMDQ0JDAyUxkzu2LFjjScgc3FxYd68eaipqdGkSZMyNxgq28eCggKaNGkijVdcmuJGXa1atcoEJN8cA7ai7bzNd091yq2ojOr03zNnzlBUVCQN+6HI3L5z5450M1PxuvQ41QCNGjWiUaNGGBsbY2pqSosWLTh16pTS9Sc+Ph5HR0fWr1/PuHHjarSv1VHVOZaVlVXjMuvVq/dWk7QJgiAIgiAIgiAovNdgbXh4eJlHTLdv387Dhw/LDfSZmpoil8sZP3689J5cLqd9+/bV3mbdunUBpPFhAdq3b0+9evW4du1ahY/CV7fs0uVCyY/B48ePK00I1qlTJ2JjY8t9VFIxeZpcLpcee3/58iWJiYnSo5pQ8gjx/PnzOXv2LPv372fr1q0V1svU1JQff/yR58+fS4HxU6dOvfV+qqioSMHOPXv2YGVlJWW6lR624l2Sy+VYW1tLQ2AAStlq2tra6Ovrk5iYyCeffAKUtPG5c+ekIEF12rm8MX9NTU3LBObePH5yuRxXV1dpCIaCggJyc3OVlimvf8jlcoYOHcoXX3wBlARfsrKylPq0TCbDxsYGGxsbFi5ciKGhIQcPHmTmzJk0bdqUy5cvVzgebHn9HZSHQAD49NNPadSoEatXry53vNhHjx7RoEEDTE1NOXDgAMXFxVLASC6Xo6WlRfPmzYGScWOHDx/Orl27yM7Opl27dkqZaaVpa2vTpEkTTp8+LbVbUVGRNN7n29DW1gZKsi2TkpJYtmwZUDL0SePGjZWWrc65UVXfg/LbNiEhAUNDQ+bNmye9V97YzsbGxhgbG+Pp6YmzszNBQUEMGzaMLl26kJ6eXuk5Vd52Dx06hLW1tdI1tLzlKlKdvlxTcXFx6OjoKA2vAGBnZ0erVq0ICgri+PHjjB49utxgbGUePHhAZmYmgYGBfPzxxwCVjlNcGW1t7be+hnXp0oXbt29Tu3btCoeE0dPTKzPBVUpKSqVjtVZHdc7LmqpO/w0PD2fQoEHSzaFWrVphYGBAbGysdN19/Pgxp0+frnTYHUXAWJGNDyV9ZvDgwaxatapGQ0i86dSpU9LNjT/++IOsrCxMTU0BqjzH2rVrR1FREcnJydJTGtnZ2dLTDYIgCIIgCIIgCH+G9zYMwt27d0lKSmLw4MHSe87OzhgYGODk5IRcLufy5cscOHBAmphk9uzZBAcHExAQwKVLl1i3bh1hYWE1ypYzNDREJpPxyy+/cO/ePQoKCtDS0sLLywtPT09CQkLIycnh3LlzbNq0SZqoqTqMjIy4cuUKKSkp3L9/n8LCQqKjozE2Nlb68e7j40NiYiJTpkwhLS2NixcvEhAQwP3799HQ0ODrr79m9uzZREdHk56ejru7O0+fPlV6PNjIyAhra2vc3Nx49epVpY+hjhkzBplMhru7O+np6Rw+fBg/P78yy2VnZ5OSksLt27d59uwZKSkppKSkSNlp9+/fZ+vWrVy8eJGUlBSmT5/Ovn37/pJZsdu2bUtSUhJHjhwhKyuLBQsWkJiYqLTMtGnTWLlyJeHh4WRmZjJ9+nT++OMPKXjxtu3s4eFBdHQ0fn5+XLp0ic2bNyuNV6uon2LCo9TUVMaMGVMmY83IyIhff/2Vmzdvcv/+fWk9ReZsRkYGkyZN4s6dO9I6p0+fZsWKFSQlJXHt2jXCwsK4d++eFGxYsmQJK1euZOPGjWRlZfH7778TFBTEunXrgJIApZqaGtHR0dy5c4f8/HyKioqIiopS6jMaGhps376dyMhIhgwZwrFjx8jNzSUpKYk5c+YwefJkAKZMmcL169eZNm0aFy9eJDw8nEWLFjFz5kylLEQXFxciIyP54YcfKgwkK0yfPh1fX19+/vlnLl68yJQpU3j06JHSMgUFBVJ/BKTzrPQj2fv27SMuLo7Lly8THh5O//79cXJy4tNPP61w29U5N6rT94yMjEhLSyMzM5P79+/z8uVL2rZty7Vr1wgNDSUnJ4eNGzcqBcKfPXvG1KlTiYuL4+rVq8jlchITE6W2nTt3LgkJCdLEdpcuXSI8PFxp3Njy+tSbmfyK5U6fPk1ubi7379+vNCOzOn25psqrE5TciPjyyy8JCAjg5MmTVQ6BUB4dHR0aNmzI999/T3Z2Nv/+97+ZOXPmf1Tft9GvXz+srKxwcnIiJiaG3NxcEhISmDdvHklJSQD06dOHpKQkdu7cyaVLl1i0aFGZ4O3bqO55WRNV9V8o264ymYwZM2awfPlyIiIi+P333xk3bhxNmzbFyckJKLmmbd68mZSUFK5evcq///1vnJ2d+eijj6Ss2uPHjzNo0CA8PDwYMWIEt2/f5vbt20oTtR08eLDKMbahJKM+NjaW8+fP4+rqSqNGjaS6VHWOmZiY0K9fP7766ivOnDlDcnIyX331FWpqakpDTgiCIAiCIAiCILxL7y1Ye+jQIbp3706jRo2k9+rWrUtMTAyNGzdm4MCBmJmZ4evrK2XtODk54e/vj5+fHx06dGDbtm0EBQVha2tb7e02a9aMJUuW4O3tjb6+vvSjbNmyZSxYsICVK1diamqKg4MDkZGRtGrVqtpljxgxAgcHB+zs7NDT02PPnj3ljh1pbGxMTEwMqampdO/eHSsrK8LDw6lduyTR2dfXlxEjRjB27Fi6dOlCdnY2R44cKTNOnouLC6mpqQwbNqzSR/Y1NTU5dOgQv//+OxYWFsybN49Vq1aVWW7ixIlYWFiwbds2srKysLCwwMLCglu3bknLhISE0K1bN2xsbLhw4QJxcXFK48T+WSZNmsTw4cP5/PPP6dGjBw8ePFDKdISSH97Ozs6MGzcOKysrafzB0uORvk079+zZk8DAQPz9/TE3NycmJqbMZG7r1q1DR0cHa2trHB0dsbe3L5MZunTpUnJzc/noo4+kTOT58+fTpUsX7O3tsbW1lW5WKNSvX59ff/2VgQMHYmxszPz581m7dq00nu7EiRPZvn07QUFBmJmZ0bt3b4KDg6X9qV27Nhs3bmTbtm00bdqUoUOHEh8fj6amZpn6DR06lISEBOrUqcOYMWMwMTHB2dmZ/Px8aVb5Zs2acfjwYc6cOYO5uTmTJ0/Gzc2tzPHo06cPurq6ZGZmMmbMmAqPLcCsWbMYO3Ys48ePl4YZUGR1KiQlJUn9EUrGerWwsGDhwoXSMnl5eYwdOxYTExM8PDwYO3Yse/bsqXTb1Tk3qtP33N3dadeuHd26dUNPTw+5XM6QIUPw9PRk6tSpdO7cmYSEBBYsWCCto6KiwoMHDxg3bhzGxsaMGjWKAQMGSBn3nTp1Ij4+nqysLD7++GNpfxUTdEHZPvXkyRNiY2PLXHO8vLxQUVGhffv26OnpVTqWa3X6ck1VFKyFkonJ8vPz6dChQ5nhPKqjVq1ahIaGcvbsWTp27Iinpydr1qz5j+r7NmQyGYcPH+aTTz5hwoQJGBsbM3r0aK5evSqNMWtvb8+CBQuYM2cOlpaW/O///u87eby/uudlTVTVf3NycsjOzsbe3l5pvTlz5jBt2jS++uorLC0tKSgoIDo6WroOq6urExYWRt++fWnXrh1ubm5SX1cMHxASEsLTp09ZuXIlTZo0kf4UkxBCyXjXmZmZVe6Hr68v06dPp2vXrty+fZtDhw5JTxxU5xzbuXMn+vr6fPLJJwwbNgx3d3e0tLSUvlcEQRAEQRAEQRDeJVlxdWcWeseGDBlCr169lGaV/qcpKipCX1+fqKiovySgKSh7/fo1pqamjBo1SnoUXijJFC4qKmLLli3vuyrCOxYWFsb8+fNJT09/31WRnDt3jj59+nDv3r3/+HF/4cOxbt06jh07xuHDh993VQDIzMzExMSES5cu0aZNG+Li4rCzs+OPP/6Qxgx+F27cuEGLFi04duxYhROFlvb48WO0tbXpvqo7tdXe68hTgiAIgiAIgvBfRT5N/r6roETx2yA/P5/69etXuux7++XQq1cvnJ2d39fm/xIPHz7E09MTS0vL912V/wpXr14lJiaG3r17U1hYyObNm7ly5UqVmZ3/bTp27PgfTyImfJg0NTXLzZp/n4qKiti0aZMI1P7DNG/eHB8fn/ddDaDku3b//v3Ur19fmjTxXfn3v/9NQUEBZmZm5OXlMWfOHIyMjKQxtgVBEARBEARBEN6195ZZKwjv2vXr1xk9ejTnz5+nuLiYjh074uvrK35UC4Ig/IMNGzaMs2fP4uvrK92ce1eZtUeOHGHWrFlcvnwZLS0trK2t2bBhQ7mTUZZHZNYKgiAIgiAIwvvxd86sFcFaQRAEQRCEP0FN/kMmCIIgCIIgCMI/V01+G7y3CcYEQRAEQRAEQRAEQRAEQRCE/yOCtYIgCIIgCIIgCIIgCIIgCB8AEawVBEEQBEEQBEEQBEEQBEH4AIhgrSAIgiAIgiAIgiAIgiAIwgdATE0sCIIgCILwJ+q/tT+11cR/uQRBEARBEAThryKfJn/fVXhrIrNWEARBEARBEARBEARBEAThAyCCtYIgCIIgCIIgCIIgCIIgCB8AEawVBEEQBEEQBEEQBEEQBEH4AIhg7X8pmUzGzz//XOHnubm5yGQyUlJS/vS6uLq64uTk9Kdv568UHBxMgwYN3nc1/pYWL15M586dK13mffaZv/Lc+LsyMjJiw4YNf/p23tV5Jtq0eqr63nifbG1tmTFjxvuuhiAIgiAIgiAIwn/sbxGsnTBhAvPnz/9LthUXF4dMJuPRo0fvvOyqglCtWrXi2LFj73y75cnLy2PAgAE1WsfDw4OuXbtSr169Cvdj7969dO7cGXV1dQwNDVmzZk2V5fr7+xMcHFyjuvwT/VUBrtKqClItWbKEL774QnqdnJzMyJEj0dfXR1VVlbZt2+Lu7k5WVtY7q5OXlxexsbE1WufXX3/F0dGRpk2bVhhQunPnDq6urjRt2hR1dXUcHBy4dOnSO6p15d5XcLmyPhUfH0+LFi2Adx/oSkxM5KuvvqrxelevXkVNTY0JEyZgampa7jLXrl1DRUWFiIgIPv/883fa9ypja2uLTCZDJpOhqqpK+/bt2bJly1+y7Q/F23xvAISEhNCrVy8AiouLWbhwIU2aNEFNTY1+/fqVex5GRkbSo0cP1NTU0NHRqfL8CQsLY9myZTWumyAIgiAIgiAIwofmgw/Wvnr1il9++YUhQ4a876r8qdLS0vjjjz/o3bv3X7I9AwMD6tWrV+P1vvzySz7//PNyP4uKisLFxYXJkydz/vx5tmzZwvr169m8eXOlZWpra4ss1A9UeHi4dO798ssv9OzZk8LCQnbt2kVGRgb/8z//g7a2NgsWLHhn29TU1KRhw4Y1WufJkyeYm5vz3Xfflft5cXExTk5OXL58mfDwcJKTkzE0NKRfv348efLkXVT7byc8PBxHR8dqL19cXExRUVG1ltXT00NdXf2t6mRnZ8f06dO5ePEiCQkJZZYJDg6mcePGDBw4EDU1NRo3blxheS9evKhxHSrj7u5OXl4e6enpjBo1in/961/s2bPnnW7jQ/a23xulryOrV69m48aNbN26ldOnT6OhoYG9vT3Pnz+Xlj9w4ABjx45lwoQJpKamIpfLGTNmTKXb0NXVRUtLq8Z1EwRBEARBEARB+NB88MHahIQE6tSpg6WlJQA3btzA2dkZXV1dNDQ06NatG6dPn5aWDwgI4KOPPqJu3bq0a9eOH3/8Uak8mUzG9u3bGTZsGOrq6rRt25aIiAigJMvQzs4OAB0dHWQyGa6urgC8fv2alStX0qpVK9TU1DA3N2f//v1SuYqM3NjYWLp164a6ujrW1tZkZmYCJQGGJUuWkJqaKmVnlc4mDQ8Px8HBgTp16gAgl8uxtbVFXV0dHR0d7O3t+eOPPwAoLCzEw8ODxo0bo6qqSq9evUhMTJTq2bx5cwICApT2Ozk5mVq1anH16lXpOJTOPjxz5gwWFhaoqqrSrVs3kpOTy7TFxo0b+de//kXr1q3Lbasff/wRJycnJk+eTOvWrRk0aBA+Pj6sWrWK4uLicteBslmHtra2TJs2jRkzZqCjo4O+vj6BgYE8efKECRMmoKWlRZs2bYiKipLWefXqFW5ublL7tGvXDn9/f6XtFBUV4eHhQYMGDWjYsCFz585l/PjxStuuqp0rEhwcTMuWLVFXV2fYsGE8ePBA6fOcnByGDh2Kvr4+mpqaWFpaKmVR29racvXqVTw9PaX+AfDgwQOcnZ1p1qwZ6urqmJmZlQkO7d+/HzMzM9TU1GjYsGGZAOT27dsxNTVFVVUVExMTpWzAVq1aAWBhYYFMJsPW1lb67Pr161y4cAEHBweePn3KhAkTGDhwIBEREfTr149WrVrRo0cP/Pz82LZtm7RefHw83bt3p169ejRp0gRvb28pyPf999/TtGlTXr9+rbQPQ4cO5csvvwTKZqC/evWKmTNnSu02Z86cMv1pwIABLF++nGHDhpXbPpcuXeLUqVMEBARgaWlJu3btCAgI4NmzZ1UG26o6N6rqe4sXLyYkJITw8HCpbePi4gCYO3cuxsbGqKur07p1axYsWMDLly+ldVNTU7Gzs0NLS4v69evTtWtXkpKSpM9PnDjBxx9/jJqaGi1atMDDw0Nq+4r6lEJERARDhgzB1dWV+Ph4/P39peVyc3Ola1pUVJSUUX/ixIkq+zKUzeit7LpbmiKo17lzZ7p06cIPP/yg9HlxcTHBwcGMHz+e2rVrlxkGQdF3tm/fTqtWrVBVVQUgOjqaXr16SX1o8ODB5OTkVNTkFVJXV8fAwIDWrVuzePFipf2wtbXFw8ODOXPmoKuri4GBAYsXL1Za/9GjR0ycOBE9PT3q169Pnz59SE1NlT4vLwN7xowZSufl21wfofLzsrr1f/N7o6r+C/D8+XNiYmIYMmQIxcXFbNiwgfnz5zN06FA6derEzp07uXXrllRuUVER06dPZ82aNUyePBljY2Pat2/PqFGjKm2bN7PDjYyMWLZsGc7OzmhoaNCsWbMyN3Oqag+A5cuX07hxY7S0tJg4cSLe3t5VDtMiCIIgCIIgCILwn/jgg7URERE4Ojoik8koKCigd+/e3Lx5k4iICFJTU5kzZ44U+Dl48CDTp09n1qxZnD9/nkmTJjFhwgSOHz+uVOaSJUsYNWoUaWlpDBw4EBcXFx4+fEiLFi04cOAAAJmZmeTl5UlBl5UrV7Jz5062bt3KhQsX8PT05IsvviA+Pl6p7Hnz5rF27VqSkpKoXbu2FID6/PPPmTVrFh06dCAvL4+8vDylDNWIiAiGDh0KQEpKCn379qV9+/acPHmSEydO4OjoyKtXrwCYM2cOBw4cICQkhHPnztGmTRvs7e15+PAhtWrVwtnZmd27dyvVa9euXdjY2GBoaFjmGBcUFDB48GDat2/P2bNnWbx4MV5eXjVuq8LCQik4oqCmpsaNGzekIHF1hYSE0KhRI86cOcO0adP4+uuvGTlyJNbW1pw7d45PP/2UsWPH8vTpU+D/gtT79u0jPT2dhQsX8s0337B3716pzFWrVrFr1y6CgoKQy+U8fvy4zOPy1W3n0k6fPo2bmxtTp04lJSUFOzs7li9frrRMQUEBAwcOJDY2luTkZBwcHHB0dOTatWtAySO8zZs3Z+nSpVL/gJJAR9euXYmMjOT8+fN89dVXjB07ljNnzgAljyU7Ozvz5ZdfkpGRQVxcHMOHD5eCmbt27WLhwoV8++23ZGRksGLFChYsWEBISAiAVM6xY8fIy8sjLCxMqnNERAS2trbUr1+fI0eOcP/+febMmVPuMVAEzG7evMnAgQOxtLQkNTWVgIAAduzYIR2PkSNH8uDBA6Vz8uHDh0RHR+Pi4lJu2WvXriU4OJgffviBEydO8PDhQw4ePFhhe5SnsLAQQKl/1qpVSwpAVqQ650ZVfc/Ly4tRo0bh4OAgta21tTUAWlpaBAcHk56ejr+/P4GBgaxfv14q28XFhebNm5OYmMjZs2fx9vaWbujk5OTg4ODAiBEjSEtL46effuLEiRNMnToVqLhPAVy4cIG7d+/Sp08f/P39sbKykrJG8/LypOERALy9vfH19SUjI4NOnTpV2ZcrUtF1V+HRo0ecOHFCysB0c3Nj7969Sjce4uLiuHLlinRdLU92djYHDhwgLCxMGt7jyZMnzJw5k6SkJGJjY6lVqxbDhg0rc9OgptTU1JSyd0NCQtDQ0OD06dOsXr2apUuXcvToUenzkSNHcvfuXaKiojh79ixdunShb9++SsehOmp6fazqvKxu/d9UVf8FiI2NpVmzZpiYmHDlyhVu375Nv379pM+1tbXp0aMHJ0+eBODcuXPcvHmTWrVqYWFhQZMmTRgwYADnz5+v0TECWLNmDebm5iQnJ+Pt7c306dNr1B67du3i22+/ZdWqVZw9e5aWLVuWuRH6psLCQh4/fqz0JwiCIAiCIAiCUBO133cFqhIeHi79+Nu9ezf37t0jMTERXV1dANq0aSMt6+fnh6urK1OmTAFg5syZnDp1Cj8/PyljFkqyl5ydnQFYsWIFGzdu5MyZMzg4OEjlNm7cWApAFRYWsmLFCo4dO4aVlRUArVu35sSJE2zbtk1p6IJvv/1Weu3t7c2gQYN4/vw5ampqaGpqUrt2bQwMDJT28ebNm6SlpUljAa5evZpu3bopZUB26NABKAk6BAQEEBwcLC0fGBjI0aNH2bFjB7Nnz8bFxYW1a9dy7do1WrZsyevXrwkNDa1w3N/du3fz+vVrduzYgaqqKh06dODGjRt8/fXX1Wuk/8/e3h5PT09cXV2xs7MjOzubtWvXAiVBRSMjo2qXZW5uLtXXx8cHX19fGjVqhLu7OwALFy4kICCAtLQ0evbsSZ06dViyZIm0fqtWrTh58iR79+6VMrI2bdqEj4+PlH25efNmDh8+LK1Tk3Yuzd/fHwcHBymQaWxsTEJCAtHR0Ur7Y25uLr1etmwZBw8eJCIigqlTp6Krq4uKigpaWlpK/aNZs2ZKwcFp06Zx5MgR9u7dS/fu3cnLy6OoqIjhw4dLgXgzMzNp+UWLFrF27VqGDx8uHZf09HS2bdvG+PHj0dPTA6Bhw4Zl+mV4eLh0A0ExpqSJiUm5x0Bhy5YttGjRgs2bNyOTyTAxMeHWrVvMnTuXhQsXoqOjw4ABA9i9ezd9+/YFSjKDGzVqpHSOlrZhwwZ8fHykfdi6dStHjhyptB5vMjExoWXLlvj4+LBt2zY0NDRYv349N27cUApivqk650ZVfU9TUxM1NTUKCwvLHOPS56SRkRFeXl6EhoZKfenatWvMnj1bOu5t27aVll+5ciUuLi5SNmHbtm3ZuHEjvXv3JiAgoMI+BSVta29vT926daU/Rdbom5YuXUr//v2l17q6upX25YpUdt0FOHz4MJ06daJp06YAjBkzhlmzZrFv3z7pCYegoCB69eqFsbFxhdt58eIFO3fulPo2wIgRI5SW+eGHH9DT0yM9PZ2OHTtWWFZFXr16xZ49e0hLS1Mam7dTp04sWrQIKGmPzZs3ExsbS//+/Tlx4gRnzpzh7t270lACfn5+/Pzzz+zfv79GY/zW9PpY1XlZq1atKutfnqr6LygPgXD79m0A9PX1lcrR19eXPrt8+TJQkiW9bt06jIyMWLt2Lba2tmRlZUnf0dVhY2ODt7c3UHJdlsvlrF+/vtrtsWnTJtzc3JgwYYJ0XGNiYigoKKhwmytXrlS6HgiCIAiCIAiCINTUB51Zm5GRwa1bt6SgTkpKChYWFhX+WMvIyMDGxkbpPRsbGzIyMpTe69Spk/RvDQ0N6tevz927dyusR3Z2Nk+fPqV///5oampKfzt37izzKG3psps0aQJQadlQksGoeERXsZ+KfX5TTk4OL1++VNrPOnXq0L17d2k/O3fujKmpqZRdGx8fz927dxk5cmS5ZSoy5kpnHSqClTXh7u7O1KlTGTx4MHXr1qVnz56MHj0aKMlivHbtmtLxW7FiRYVllT6OKioqNGzYUCkIqfixX/rYfvfdd3Tt2hU9PT00NTX5/vvvpWy//Px87ty5Q/fu3ZXK7dq1q/S6Ou3coUMH6X1FsDwjI4MePXoo1f/N41dQUICXlxempqY0aNAATU1NMjIyqsxGfPXqFcuWLcPMzAxdXV00NTU5cuSItJ65uTl9+/bFzMyMkSNHEhgYKA2X8eTJE3JycnBzc1Pan+XLl1f5CPjjx4+Jj4+XgiyVDWNRWkZGBlZWVkqP3NvY2FBQUMCNGzeAkmzRAwcOSNmuu3btYvTo0VLAqLT8/Hzy8vKUjm/t2rXp1q1bteqjUKdOHcLCwqRgj7q6OsePH2fAgAHSdidPnqx0nBT7U51zo7K+V5mffvoJGxsbDAwM0NTUZP78+UrrzZw5k4kTJ9KvXz98fX2V2i01NZXg4GClOtvb2/P69WuuXLlS6XZLB9Cq8uaxftu+XNV19806NWjQgOHDh0tDITx+/JgDBw7g5uZW6XYMDQ2VArVQcrPB2dmZ1q1bU79+fenGUXXaqLQtW7ZIwXd3d3c8PT2VAvel9xFKvgMU+5iamkpBQQENGzZUarMrV67UeEiGml4fq3NeVlX/8lTVf4uLizl06FCNxpxXZDvPmzePESNG0LVrV4KCgpDJZOzbt6/a5UDZc9XKykr6nqxOe2RmZip9ZwBlXr/Jx8eH/Px86e/69es1qrMgCIIgCIIgCMIHnVkbERFB//79pUCJmpraOylX8Rixgkwmq/RxWEUWTWRkJM2aNVP67M3JVkqXrfhhXNWjtoqxIxXexX66uLiwe/duvL292b17Nw4ODjWetKmmZDIZq1atYsWKFdy+fRs9PT1iY2OBkgxVHR0d6bFkoNIMqfLaqLJjGxoaipeXF2vXrsXKygotLS3WrFmjNJ5xVarTzocPH5bGZKxJO3l5eXH06FH8/Pxo06YNampqfPbZZ1VOgLRmzRr8/f3ZsGEDZmZmaGhoMGPGDGk9FRUVjh49SkJCAjExMWzatIl58+Zx+vRpaYKnwMDAMsFkFRWVSrcbFRVF+/btpcfhFZmMFy9efKtAfmmOjo4UFxcTGRmJpaUlv/32W5lHp/8MXbt2JSUlhfz8fF68eIGenh49evSQgpFLly59q+E/3rbvnTx5EhcXF5YsWYK9vT3a2tqEhoZK2ehQkl04ZswYIiMjiYqKYtGiRYSGhjJs2DAKCgqYNGkSHh4eZcpu2bJlhdvNy8sjOTmZQYMGVWv/NDQ0lF6/bV+u7Lr74sULoqOj+eabb5SWcXNzo2/fvmRnZ3P8+HFUVFQqvOlUUX2hpM8ZGhoSGBgojZncsWPHGk9A5uLiwrx581BTU6NJkyZlbjBUto8FBQU0adJEGq+4NMWNulq1apW5MfLmGLAVbedtvnuqU25FZVSn/545c4aioiJp2A9F5vadO3ekm5mK14pxYBXvt2/fXvq8Xr16tG7dusbB9cpUpz3eRr169d5qEjZBEARBEARBEASFDzpYGx4eXuYR0+3bt/Pw4cNyA32mpqbI5XLGjx8vvSeXy5V+9FWlbt26ANL4sFDyo7FevXpcu3atwkfhq1t26XKh5Afj8ePHlcbB69SpE7GxseU+SqmYPE0ul0uPvb98+ZLExESlyVXGjBnD/PnzOXv2LPv372fr1q0V1svU1JQff/yR58+fS4HxU6dOvfV+qqioSMHOPXv2YGVlJWW6lR624l2Sy+VYW1tLQ2AAStlq2tra6Ovrk5iYyCeffAKUtPG5c+ekIEF12rm8MX9NTU3LBObePH5yuRxXV1dpCIaCggJyc3OVlimvf8jlcoYOHcoXX3wBlARfsrKylPq0TCbDxsYGGxsbFi5ciKGhIQcPHmTmzJk0bdqUy5cvVzgebHn9HZSHQAD49NNPadSoEatXry53vNhHjx7RoEEDTE1NOXDgAMXFxVLASC6Xo6WlRfPmzYGScWOHDx/Orl27yM7Opl27dnTp0qXc+mlra9OkSRNOnz4ttVtRUZE0vuTb0NbWBkqyLZOSkli2bBlQMvRJ48aNlZatzrlRVd+D8ts2ISEBQ0ND5s2bJ71X3tjOxsbGGBsb4+npibOzM0FBQQwbNowuXbqQnp5e6TlV3nYPHTqEtbW10jW0vOUqUp2+XFNxcXHo6OgoDa8AYGdnR6tWrQgKCuL48eOMHj263GBsZR48eEBmZiaBgYF8/PHHAJWOU1wZbW3tt76GdenShdu3b1O7du0Kh4TR09MrMzZrSkpKmSBqTVXnvKyp6vTf8PBwBg0aJN0catWqFQYGBsTGxkrX3cePH3P69GkpQ1kxmV1mZia9evUCSr7jcnNzy73+VubNc/XUqVOYmpoC1WuPdu3akZiYyLhx46T3FJN5CoIgCIIgCIIg/Fk+2GEQ7t69S1JSEoMHD5bec3Z2xsDAACcnJ+RyOZcvX+bAgQPSxCSzZ88mODiYgIAALl26xLp16wgLC6tRtpyhoSEymYxffvmFe/fuUVBQgJaWFl5eXnh6ehISEkJOTg7nzp1j06ZN0kRN1WFkZMSVK1dISUnh/v37FBYWEh0djbGxsdKPRR8fHxITE5kyZQppaWlcvHiRgIAA7t+/j4aGBl9//TWzZ88mOjqa9PR03N3defr0qdLjwUZGRlhbW+Pm5sarV68qfQx1zJgxyGQy3N3dSU9P5/Dhw/j5+ZVZLjs7m5SUFG7fvs2zZ89ISUkhJSVFyk67f/8+W7du5eLFi6SkpDB9+nT27dunNCv8n6Vt27YkJSVx5MgRsrKyWLBgQZkf1dOmTWPlypWEh4eTmZnJ9OnT+eOPP6Tgxdu2s4eHB9HR0fj5+XHp0iU2b96sNF6ton6KCY9SU1MZM2ZMmYw1IyMjfv31V27evMn9+/el9RSZsxkZGUyaNIk7d+5I65w+fZoVK1aQlJTEtWvXCAsL4969e1JAYsmSJaxcuZKNGzeSlZXF77//TlBQEOvWrQNKApRqampER0dz584d8vPzKSoqIioqSqnPaGhosH37diIjIxkyZAjHjh0jNzeXpKQk5syZw+TJkwGYMmUK169fZ9q0aVy8eJHw8HAWLVrEzJkzlbIQXVxciIyM5IcffqgwkKwwffp0fH19+fnnn7l48SJTpkzh0aNHSssUFBRI/RGQzrPSmXj79u0jLi6Oy5cvEx4eTv/+/XFycuLTTz+tcNvVOTeq0/eMjIxIS0sjMzOT+/fv8/LlS9q2bcu1a9cIDQ0lJyeHjRs3KgXCnz17xtSpU4mLi+Pq1avI5XISExOltp07dy4JCQnSxHaXLl0iPDxcadzY8vrUm5n8iuVOnz5Nbm4u9+/frzQjszp9uabKqxOU3Ij48ssvCQgI4OTJk1UOgVAeHR0dGjZsyPfff092djb//ve/mTlz5n9U37fRr18/rKyscHJyIiYmhtzcXBISEpg3bx5JSUkA9OnTh6SkJHbu3MmlS5dYtGjRW02s9abqnpc1UVX/hbLtKpPJmDFjBsuXLyciIoLff/+dcePG0bRpU5ycnACoX78+kydPZtGiRcTExJCZmSkFcktnVZuYmFQ50aBcLmf16tVkZWXx3XffsW/fPqZPnw5Urz2mTZvGjh07CAkJ4dKlSyxfvpy0tDSl4SQEQRAEQRAEQRDetQ82WHvo0CG6d+9Oo0aNpPfq1q1LTEwMjRs3ZuDAgZiZmeHr6ytl7Tg5OeHv74+fnx8dOnRg27ZtBAUFYWtrW+3tNmvWjCVLluDt7Y2+vr4U+Fi2bBkLFixg5cqVmJqa4uDgQGRkJK1atap22SNGjMDBwQE7Ozv09PTYs2dPuWNHGhsbExMTQ2pqKt27d8fKyorw8HBq1y5JhPb19WXEiBGMHTuWLl26kJ2dzZEjR9DR0VEqx8XFhdTUVIYNG1bpI/uampocOnSI33//HQsLC+bNm8eqVavKLDdx4kQsLCzYtm0bWVlZWFhYYGFhwa1bt6RlQkJC6NatGzY2Nly4cIG4uLgqx/h7FyZNmsTw4cP5/PPP6dGjBw8ePFDKdISS4JazszPjxo3DyspKGuOz9Hikb9POPXv2JDAwEH9/f8zNzYmJiSkzmdu6devQ0dHB2toaR0dH7O3ty2SGLl26lNzcXD766CMpE3n+/Pl06dIFe3t7bG1tpZsVCvXr1+fXX39l4MCBGBsbM3/+fNauXSuNpztx4kS2b99OUFAQZmZm9O7dm+DgYGl/ateuzcaNG9m2bRtNmzZl6NChxMfHo6mpWaZ+Q4cOJSEhgTp16jBmzBhMTExwdnYmPz9fmlW+WbNmHD58mDNnzmBubs7kyZNxc3Mrczz69OmDrq4umZmZjBkzpsJjCzBr1izGjh3L+PHjpWEGFFmdCklJSVJ/hJKxXi0sLFi4cKG0TF5eHmPHjsXExAQPDw/Gjh3Lnj17Kt12dc6N6vQ9d3d32rVrR7du3dDT00MulzNkyBA8PT2ZOnUqnTt3JiEhgQULFkjrqKio8ODBA8aNG4exsTGjRo1iwIABUsZ9p06diI+PJysri48//ljaX8UEXVC2Tz158oTY2Ngy1xwvLy9UVFRo3749enp6lT5uXp2+XFMVBWuhZGKy/Px8OnToUGY4j+qoVasWoaGhnD17lo4dO+Lp6cmaNWv+o/q+DZlMxuHDh/nkk0+YMGECxsbGjB49mqtXr0pjzNrb27NgwQLmzJmDpaUl//u//6uU1fm2qnte1kRV/TcnJ4fs7Gzs7e2V1pszZw7Tpk3jq6++wtLSkoKCAqKjo5Wuw2vWrGH06NGMHTsWS0tLrl69yr///W+l77jMzEzy8/MrreOsWbOka8Py5ctZt26dVJ/qtIeLiws+Pj54eXnRpUsXrly5gqurq1JdBUEQBEEQBEEQ3jVZcXVnDvqLDRkyhF69einNKv1PU1RUhL6+PlFRUX9JQFNQ9vr1a0xNTRk1apT0KLxQkilcVFTEli1b3ndVhHcsLCyM+fPnk56e/r6rIjl37hx9+vTh3r17//Hj/sKHY926dRw7dozDhw//JduzsrKib9++0o0jIyMjZsyYoTQ80LvQv39/DAwM+PHHH6u1/OPHj9HW1qb7qu7UVvugR54SBEEQBEEQhH8U+TT5+66CEsVvg/z8fOrXr1/psh/sL4devXrh7Oz8vqvxp3r48CGenp5YWlq+76r8V7h69SoxMTH07t2bwsJCNm/ezJUrV6rM7Pxv07Fjx/94EjHhw6SpqVlu1vz7VFRUxKZNm0Sg9h+mefPm+Pj4/OnbKSws5Pfff+fChQvlTrb3n3j69Clbt27F3t4eFRUV9uzZw7Fjxzh69Og73Y4gCIIgCIIgCEJpH2xmrSC8a9evX2f06NGcP3+e4uJiOnbsiK+vrzRxlSAIgvD38vPPPzNu3DiGDBlCUFCQFPR/F5m1z549w9HRkeTkZJ4/f067du2YP38+w4cPr3YZIrNWEARBEARBEN6Pv3NmrQjWCoIgCIIg/Alq8h8yQRAEQRAEQRD+uWry2+CDnWBMEARBEARBEARBEARBEAThv4kI1gqCIAiCIAiCIAiCIAiCIHwARLBWEARBEARBEARBEARBEAThAyCCtYIgCIIgCIIgCIIgCIIgCB8AMTWxIAiCIAjCn6j/1v7UVhP/5RIEQRAEQRCEv4p8mvx9V+GticxaQRAEQRAEQRAEQRAEQRCED4AI1gqCIAiCIAiCIAiCIAiCIHwARLBWEARBEARBEARBEARBEAThAyCCtf+lZDIZP//8c4Wf5+bmIpPJSElJ+dPr4urqipOT05++nb9ScHAwDRo0eN/V+FtavHgxnTt3rnSZ99ln/spz4+/KyMiIDRs2/OnbeVfnmWjT6qnqe+N9+qv6nCAIgiAIgiAIwp/tbxGsnTBhAvPnz/9LthUXF4dMJuPRo0fvvOyqglCtWrXi2LFj73y75cnLy2PAgAE1WsfDw4OuXbtSr169Cvdj7969dO7cGXV1dQwNDVmzZk2V5fr7+xMcHFyjuvwTvY9gQ1VBqiVLlvDFF19Ir5OTkxk5ciT6+vqoqqrStm1b3N3dycrKemd18vLyIjY2tkbr/Prrrzg6OtK0adMKA0p37tzB1dWVpk2boq6ujoODA5cuXXpHta7c+wouV9an4uPjadGiBQC2trbMmDHjnW03MTGRr776qsbrXb16FTU1NSZMmICpqWm5y1y7dg0VFRUiIiL4/PPP32nfq4ytrS0ymQyZTIaqqirt27dny5Ytf8m2PxRv870BEBISQq9evQAoLi5m4cKFNGnSBDU1Nfr166d0Hubm5uLm5karVq1QU1Pjo48+YtGiRbx48aLSbbxtnxMEQRAEQRAEQfjQfPDB2levXvHLL78wZMiQ912VP1VaWhp//PEHvXv3/ku2Z2BgQL169Wq83pdffsnnn39e7mdRUVG4uLgwefJkzp8/z5YtW1i/fj2bN2+utExtbW2RhfqBCg8Pl869X375hZ49e1JYWMiuXbvIyMjgf/7nf9DW1mbBggXvbJuampo0bNiwRus8efIEc3Nzvvvuu3I/Ly4uxsnJicuXLxMeHk5ycjKGhob069ePJ0+evItq/+2Eh4fj6OhY7eWLi4spKiqq1rJ6enqoq6u/VZ3s7OyYPn06Fy9eJCEhocwywcHBNG7cmIEDB6Kmpkbjxo0rLK+qAF9Nubu7k5eXR3p6OqNGjeJf//oXe/bseafb+JC97fdG6evI6tWr2bhxI1u3buX06dNoaGhgb2/P8+fPAbh48SKvX79m27ZtXLhwgfXr17N161a++eabSrfxtn1OEARBEARBEAThQ/PBB2sTEhKoU6cOlpaWANy4cQNnZ2d0dXXR0NCgW7dunD59Wlo+ICCAjz76iLp169KuXTt+/PFHpfJkMhnbt29n2LBhqKur07ZtWyIiIoCSjB47OzsAdHR0kMlkuLq6AvD69WtWrlwpZfuYm5uzf/9+qVxFRm5sbCzdunVDXV0da2trMjMzgZIAw5IlS0hNTZWys0pnk4aHh+Pg4ECdOnUAkMvl2Nraoq6ujo6ODvb29vzxxx8AFBYW4uHhQePGjVFVVaVXr14kJiZK9WzevDkBAQFK+52cnEytWrW4evWqdBxKZx+eOXMGCwsLVFVV6datG8nJyWXaYuPGjfzrX/+idevW5bbVjz/+iJOTE5MnT6Z169YMGjQIHx8fVq1aRXFxcbnrQNmsQ1tbW6ZNm8aMGTPQ0dFBX1+fwMBAnjx5woQJE9DS0qJNmzZERUVJ67x69UopG6tdu3b4+/srbaeoqAgPDw8aNGhAw4YNmTt3LuPHj1fadlXtXJHg4GBatmyJuro6w4YN48GDB0qf5+TkMHToUPT19dHU1MTS0lIpi9rW1parV6/i6ekp9Q+ABw8e4OzsTLNmzVBXV8fMzKxMcGj//v2YmZmhpqZGw4YNywQgt2/fjqmpKaqqqpiYmChlA7Zq1QoACwsLZDIZtra20mfXr1/nwoULODg48PTpUyZMmMDAgQOJiIigX79+tGrVih49euDn58e2bduk9eLj4+nevTv16tWjSZMmeHt7S0G+77//nqZNm/L69WulfRg6dChffvklUDYD/dWrV8ycOVNqtzlz5pTpTwMGDGD58uUMGzas3Pa5dOkSp06dIiAgAEtLS9q1a0dAQADPnj2rMthW1blRVd9bvHgxISEhhIeHS20bFxcHwNy5czE2NkZdXZ3WrVuzYMECXr58Ka2bmpqKnZ0dWlpa1K9fn65du5KUlCR9fuLECT7++GPU1NRo0aIFHh4eUttX1KcUIiIiGDJkCK6ursTHx+Pv7y8tl5ubK13ToqKipIz6EydOVNmXoWxGb2XX3dIUQb3OnTvTpUsXfvjhB6XPi4uLCQ4OZvz48dSuXbvMMAiKvrN9+3ZatWqFqqoqANHR0fTq1UvqQ4MHDyYnJ6eiJq+Quro6BgYGtG7dmsWLFyvth62tLR4eHsyZMwddXV0MDAxYvHix0vqPHj1i4sSJ6OnpUb9+ffr06UNqaqr0eXkZ2DNmzFA6L9/m+giVn5fVrf+b3xtV9V+A58+fExMTw5AhQyguLmbDhg3Mnz+foUOH0qlTJ3bu3MmtW7ekch0cHAgKCuLTTz+ldevWDBkyBC8vL8LCwiptm/L6XEBAAAMGDEBNTY3WrVuXuZZfv36dUaNG0aBBA3R1dRk6dCi5ubnS59X5zhAEQRAEQRAEQXjXPvhgbUREBI6OjshkMgoKCujduzc3b94kIiKC1NRU5syZIwV+Dh48yPTp05k1axbnz59n0qRJTJgwgePHjyuVuWTJEkaNGkVaWhoDBw7ExcWFhw8f0qJFCw4cOABAZmYmeXl5UtBl5cqV7Ny5k61bt3LhwgU8PT354osviI+PVyp73rx5rF27lqSkJGrXri0FoD7//HNmzZpFhw4dyMvLIy8vTylDNSIigqFDhwKQkpJC3759ad++PSdPnuTEiRM4Ojry6tUrAObMmcOBAwcICQnh3LlztGnTBnt7ex4+fEitWrVwdnZm9+7dSvXatWsXNjY2GBoaljnGBQUFDB48mPbt23P27FkWL16Ml5dXjduqsLBQCo4oqKmpcePGDSlIXF0hISE0atSIM2fOMG3aNL7++mtGjhyJtbU1586d49NPP2Xs2LE8ffoU+L8g9b59+0hPT2fhwoV888037N27Vypz1apV7Nq1i6CgIORyOY8fPy7zuHx127m006dP4+bmxtSpU0lJScHOzo7ly5crLVNQUMDAgQOJjY0lOTkZBwcHHB0duXbtGgBhYWE0b96cpUuXSv0DSgIdXbt2JTIykvPnz/PVV18xduxYzpw5A5Q8luzs7MyXX35JRkYGcXFxDB8+XApm7tq1i4ULF/Ltt9+SkZHBihUrWLBgASEhIQBSOceOHSMvL08pIBIREYGtrS3169fnyJEj3L9/nzlz5pR7DBQBs5s3bzJw4EAsLS1JTU0lICCAHTt2SMdj5MiRPHjwQOmcfPjwIdHR0bi4uJRb9tq1awkODuaHH37gxIkTPHz4kIMHD1bYHuUpLCwEUOqftWrVkgKQFanOuVFV3/Py8mLUqFE4ODhIbWttbQ2AlpYWwcHBpKen4+/vT2BgIOvXr5fKdnFxoXnz5iQmJnL27Fm8vb2lGzo5OTk4ODgwYsQI0tLS+Omnnzhx4gRTp04FKu5TABcuXODu3bv06dMHf39/rKyspKzRvLw8aXgEAG9vb3x9fcnIyKBTp05V9uWKVHTdVXj06BEnTpyQMjDd3NzYu3ev0o2HuLg4rly5Il1Xy5Odnc2BAwcICwuThvd48uQJM2fOJCkpidjYWGrVqsWwYcPK3DSoKTU1NaXs3ZCQEDQ0NDh9+jSrV69m6dKlHD16VPp85MiR3L17l6ioKM6ePUuXLl3o27ev0nGojppeH6s6L6tb/zdV1X8BYmNjadasGSYmJly5coXbt2/Tr18/6XNtbW169OjByZMnK9xOfn4+urq6NTpGAAsWLGDEiBGkpqbi4uLC6NGjycjIAODly5fY29ujpaXFb7/9hlwuR1NTEwcHB6lNq/Od8abCwkIeP36s9CcIgiAIgiAIglATtd93BaoSHh4u/fjbvXs39+7dIzExUfrh1qZNG2lZPz8/XF1dmTJlCgAzZ87k1KlT+Pn5SRmzUJK95OzsDMCKFSvYuHEjZ86cwcHBQSq3cePGUgCqsLCQFStWcOzYMaysrABo3bo1J06cYNu2bUpDF3z77bfSa29vbwYNGsTz589RU1NDU1OT2rVrY2BgoLSPN2/eJC0tTRoLcPXq1XTr1k0pA7JDhw5ASdAhICCA4OBgafnAwECOHj3Kjh07mD17Ni4uLqxdu5Zr167RsmVLXr9+TWhoaIXj/u7evZvXr1+zY8cOVFVV6dChAzdu3ODrr7+uXiP9f/b29nh6euLq6oqdnR3Z2dmsXbsWKAkqGhkZVbssc3Nzqb4+Pj74+vrSqFEj3N3dAVi4cCEBAQGkpaXRs2dP6tSpw5IlS6T1W7VqxcmTJ9m7dy+jRo0CYNOmTfj4+EjZl5s3b+bw4cPSOjVp59L8/f1xcHCQApnGxsYkJCQQHR2ttD/m5ubS62XLlnHw4EEiIiKYOnUqurq6qKiooKWlpdQ/mjVrphQcnDZtGkeOHGHv3r10796dvLw8ioqKGD58uBSINzMzk5ZftGgRa9euZfjw4dJxSU9PZ9u2bYwfPx49PT0AGjZsWKZfhoeHSzcQFGNKmpiYlHsMFLZs2UKLFi3YvHkzMpkMExMTbt26xdy5c1m4cCE6OjoMGDCA3bt307dvX6AkM7hRo0ZK52hpGzZswMfHR9qHrVu3cuTIkUrr8SYTExNatmyJj48P27ZtQ0NDg/Xr13Pjxg2lIOabqnNuVNX3NDU1UVNTo7CwsMwxLn1OGhkZ4eXlRWhoqNSXrl27xuzZs6Xj3rZtW2n5lStX4uLiIo0127ZtWzZu3Ejv3r0JCAiosE9BSdva29tTt25d6U+RNfqmpUuX0r9/f+m1rq5upX25IpVddwEOHz5Mp06daNq0KQBjxoxh1qxZ7Nu3T3rCISgoiF69emFsbFzhdl68eMHOnTulvg0wYsQIpWV++OEH9PT0SE9Pp2PHjhWWVZFXr16xZ88e0tLSlMZJ7dSpE4sWLQJK2mPz5s3ExsbSv39/Tpw4wZkzZ7h79640lICfnx8///wz+/fvr9F4qzW9PlZ1XtaqVavK+penqv4LykMg3L59GwB9fX2lcvT19aXP3pSdnc2mTZvw8/Or9vFRGDlyJBMnTgRK+unRo0fZtGkTW7Zs4aeffuL169ds375dyjoPCgqiQYMGxMXF8emnn1b5nVGelStXKl0PBEEQBEEQBEEQauqDzqzNyMjg1q1bUlAnJSUFCwuLCjNsMjIysLGxUXrPxsZGyqRR6NSpk/RvDQ0N6tevz927dyusR3Z2Nk+fPqV///5oampKfzt37izzKG3psps0aQJQadlQksGoeERXsZ+KfX5TTk4OL1++VNrPOnXq0L17d2k/O3fujKmpqZRdGx8fz927dxk5cmS5ZSoy5kpnHSqClTXh7u7O1KlTGTx4MHXr1qVnz56MHj0aKMlivHbtmtLxW7FiRYVllT6OKioqNGzYUCkIqfixX/rYfvfdd3Tt2hU9PT00NTX5/vvvpWy//Px87ty5Q/fu3ZXK7dq1q/S6Ou3coUMH6X1FsDwjI4MePXoo1f/N41dQUICXlxempqY0aNAATU1NMjIyqsxGfPXqFcuWLcPMzAxdXV00NTU5cuSItJ65uTl9+/bFzMyMkSNHEhgYKA2X8eTJE3JycnBzc1Pan+XLl1f5CPjjx4+Jj4+XgiyVDWNRWkZGBlZWVkqP3NvY2FBQUMCNGzeAkmzRAwcOSNmuu3btYvTo0VLAqLT8/Hzy8vKUjm/t2rXp1q1bteqjUKdOHcLCwsjKykJXVxd1dXWOHz/OgAEDpO1OnjxZ6Tgp9qc650Zlfa8yP/30EzY2NhgYGKCpqcn8+fOV1ps5cyYTJ06kX79++Pr6KrVbamoqwcHBSnW2t7fn9evXXLlypdLtlg6gVeXNY/22fbmq6+6bdWrQoAHDhw+XhkJ4/PgxBw4cwM3NrdLtGBoaKgVqoeRmg7OzM61bt6Z+/frSjaPqtFFpW7ZskYLv7u7ueHp6KgXuS+8jlHwHKPYxNTWVgoICGjZsqNRmV65cqfGQDDW9PlbnvKyq/uWpqv8WFxdz6NChtx5z/ubNmzg4ODBy5EgpEF0Tb56rVlZW0vdkamoq2dnZaGlpSW2hq6vL8+fPycnJqdZ3Rnl8fHzIz8+X/q5fv17jeguCIAiCIAiC8N/tg86sjYiIoH///lKgRE1N7Z2Uq3iMWEEmk1X6OGxBQQEAkZGRNGvWTOmzNydbKV224odxVY/aKsaOVHgX++ni4sLu3bvx9vZm9+7dODg41HjSppqSyWSsWrWKFStWcPv2bfT09IiNjQVKMlR1dHSkx5KBSh9rLa+NKju2oaGheHl5sXbtWqysrNDS0mLNmjVK4xlXpTrtfPjwYWlMxpq0k5eXF0ePHsXPz482bdqgpqbGZ599VuUESGvWrMHf358NGzZgZmaGhoYGM2bMkNZTUVHh6NGjJCQkEBMTw6ZNm5g3bx6nT5+WJtsJDAwsE0xWUVGpdLtRUVG0b99eehxekcl48eLFtwrkl+bo6EhxcTGRkZFYWlry22+/lXl0+s/QtWtXUlJSyM/P58WLF+jp6dGjRw8pGLl06dK3Gv7jbfveyZMncXFxYcmSJdjb26OtrU1oaKiUjQ4lY7COGTOGyMhIoqKiWLRoEaGhoQwbNoyCggImTZqEh4dHmbJbtmxZ4Xbz8vJITk5m0KBB1do/DQ0Npddv25cru+6+ePGC6OjoMpNIubm50bdvX7Kzszl+/DgqKioV3nSqqL5Q0ucMDQ0JDAyUxkzu2LFjjScgc3FxYd68eaipqdGkSZMyNxgq28eCggKaNGkijVdcmuJGXa1atcrcGHlzDNiKtvM23z3VKbeiMqrTf8+cOUNRUZE07Icic/vOnTvSzUzF69LjVAPcunULOzs7rK2t+f7772u0H9VRUFBA165d2bVrV5nP3gz210S9evXeahI2QRAEQRAEQRAEhQ86WBseHl7mEdPt27fz8OHDcgN9pqamyOVyxo8fL70nl8tp3759tbdZt25dAGl8WID27dtTr149rl27VuGj8NUtu3S5UPKD8fjx40oTgnXq1InY2NhyH6VUTJ4ml8ulx95fvnxJYmKi9Dg0lDxCPH/+fM6ePcv+/fvZunVrhfUyNTXlxx9/5Pnz51Jg/NSpU2+9nyoqKlKwc8+ePVhZWUk/fksPW/EuyeVyrK2tpSEwAKVsNW1tbfT19UlMTOSTTz4BStr43LlzUpCgOu1c3pi/pqamZQJzbx4/uVyOq6ur9DhtQUGB0kQ2UH7/kMvlDB06lC+++AIoCb5kZWUp9WmZTIaNjQ02NjYsXLgQQ0NDDh48yMyZM2natCmXL1+ucDzY8vo7KA+BAPDpp5/SqFEjVq9eXe54sY8ePaJBgwaYmppy4MABiouLpYCRXC5HS0uL5s2bAyXjxg4fPpxdu3aRnZ1Nu3bt6NKlS7n109bWpkmTJpw+fVpqt6KiImm8z7ehra0NlGRbJiUlsWzZMqBk6JPGjRsrLVudc6Oqvgflt21CQgKGhobMmzdPeq+8sZ2NjY0xNjbG09MTZ2dngoKCGDZsGF26dCE9Pb3Sc6q87R46dAhra2ula2h5y1WkOn25puLi4tDR0VEaXgHAzs6OVq1aERQUxPHjxxk9enS5wdjKPHjwgMzMTAIDA/n4448BKh2nuDLa2tpvfQ3r0qULt2/fpnbt2hUOCaOnp8f58+eV3ktJSSkTRK2p6pyXNVWd/hseHs6gQYOkm0OtWrXCwMCA2NhY6br7+PFjTp8+rZShfPPmTezs7OjatStBQUHlZt1Xx6lTpxg3bpzSawsLC6CkPX766ScaN25M/fr1y12/qu8MQRAEQRAEQRCEP8MHOwzC3bt3SUpKYvDgwdJ7zs7OGBgY4OTkhFwu5/Llyxw4cECamGT27NkEBwcTEBDApUuXWLduHWFhYTXKljM0NEQmk/HLL79w7949CgoK0NLSwsvLC09PT0JCQsjJyeHcuXNs2rRJmqipOoyMjLhy5QopKSncv3+fwsJCoqOjMTY2Vvrx7uPjQ2JiIlOmTCEtLY2LFy8SEBDA/fv30dDQ4Ouvv2b27NlER0eTnp6Ou7s7T58+VXo82MjICGtra9zc3Hj16lWlj6GOGTMGmUyGu7s76enpHD58uNzxAbOzs0lJSeH27ds8e/aMlJQUUlJSpOy0+/fvs3XrVi5evEhKSgrTp09n3759SjN0/1natm1LUlISR44cISsriwULFpCYmKi0zLRp01i5ciXh4eFkZmYyffp0/vjjDyl48bbt7OHhQXR0NH5+fly6dInNmzcrjVerqJ9iwqPU1FTGjBlTJmPNyMiIX3/9lZs3b3L//n1pPUXmbEZGBpMmTeLOnTvSOqdPn2bFihUkJSVx7do1wsLCuHfvHqampkDJpE4rV65k48aNZGVl8fvvvxMUFMS6deuAkgClmpoa0dHR3Llzh/z8fIqKioiKilLqMxoaGmzfvp3IyEiGDBnCsWPHyM3NJSkpiTlz5jB58mQApkyZwvXr15k2bRoXL14kPDycRYsWMXPmTKWAi4uLC5GRkfzwww8VBpIVpk+fjq+vLz///DMXL15kypQpPHr0SGmZgoICqT8C0nlW+pHsffv2ERcXx+XLlwkPD6d///44OTnx6aefVrjt6pwb1el7RkZGpKWlkZmZyf3793n58iVt27bl2rVrhIaGkpOTw8aNG5UC4c+ePWPq1KnExcVx9epV5HI5iYmJUtvOnTuXhIQEaWK7S5cuER4erjRubHl96s1MfsVyp0+fJjc3l/v371eakVmdvlxT5dUJSm5EfPnllwQEBHDy5Mkqh0Aoj46ODg0bNuT7778nOzubf//738ycOfM/qu/b6NevH1ZWVjg5ORETE0Nubi4JCQnMmzePpKQkAPr06UNSUhI7d+7k0qVLLFq0qEzw9m1U97ysiar6L5RtV5lMxowZM1i+fDkRERH8/vvvjBs3jqZNm+Lk5ASUBGptbW1p2bIlfn5+3Lt3j9u3byuNaXvz5k1MTEykCRIrsm/fPn744QeysrJYtGgRZ86ckc4PFxcXGjVqxNChQ/ntt9+4cuUKcXFxeHh4SENDVPWdIQiCIAiCIAiC8Gf4YIO1hw4donv37jRq1Eh6r27dusTExNC4cWMGDhyImZkZvr6+UtaOk5MT/v7++Pn50aFDB7Zt20ZQUBC2trbV3m6zZs1YsmQJ3t7e6OvrSz/sli1bxoIFC1i5ciWmpqY4ODgQGRlJq1atql32iBEjcHBwwM7ODj09Pfbs2VPu2JHGxsbExMSQmppK9+7dsbKyIjw8nNq1SxKhfX19GTFiBGPHjqVLly5kZ2dz5MgRdHR0lMpxcXEhNTWVYcOGVfrIvqamJocOHeL333/HwsKCefPmsWrVqjLLTZw4EQsLC7Zt20ZWVhYWFhZYWFhw69YtaZmQkBC6deuGjY0NFy5cIC4uTmnMvz/LpEmTGD58OJ9//jk9evTgwYMHSpmOUBLccnZ2Zty4cVhZWUljfJYej/Rt2rlnz54EBgbi7++Pubk5MTExZSZzW7duHTo6OlhbW+Po6Ii9vX2ZzNClS5eSm5vLRx99JGUiz58/ny5dumBvb4+tra10s0Khfv36/PrrrwwcOBBjY2Pmz5/P2rVrpfF0J06cyPbt2wkKCsLMzIzevXsTHBws7U/t2rXZuHEj27Zto2nTpgwdOpT4+Hg0NTXL1G/o0KEkJCRQp04dxowZg4mJCc7OzuTn50uzyjdr1ozDhw9z5swZzM3NmTx5Mm5ubmWOR58+fdDV1SUzM5MxY8ZUeGwBZs2axdixYxk/frw0zIAiq1MhKSlJ6o9QMtarhYUFCxculJbJy8tj7NixmJiY4OHhwdixY9mzZ0+l267OuVGdvufu7k67du3o1q0benp6yOVyhgwZgqenJ1OnTqVz584kJCSwYMECaR0VFRUePHjAuHHjMDY2ZtSoUQwYMEDKuO/UqRPx8fFkZWXx8ccfS/urmKALyvapJ0+eEBsbW+aa4+XlhYqKCu3bt0dPT6/SsVyr05drqqJgLZRMTJafn0+HDh3KDOdRHbVq1SI0NJSzZ8/SsWNHPD09WbNmzX9U37chk8k4fPgwn3zyCRMmTMDY2JjRo0dz9epVaYxZe3t7FixYwJw5c7C0tOR///d/lTJD31Z1z8uaqKr/5uTkkJ2djb29vdJ6c+bMYdq0aXz11VdYWlpSUFBAdHS0dB0+evQo2dnZxMbG0rx5c5o0aSL9Kbx8+ZLMzEyePn1aaR2XLFlCaGgonTp1YufOnezZs0d6KkFdXZ1ff/2Vli1bMnz4cExNTXFzc+P58+dSpm11vjMEQRAEQRAEQRDeNVlxdWcO+osNGTKEXr16Kc0q/U9TVFSEvr4+UVFRf0lAU1D2+vVrTE1NGTVqlPQovFCSKVxUVMSWLVved1WEdywsLIz58+eTnp7+vqsiOXfuHH369OHevXv/8eP+wodj3bp1HDt2jMOHD/8l22vSpAnLli1j4sSJQElw/ODBg0o3t/5Tb/Od8fjxY7S1tem+qju11T7okacEQRAEQRAE4R9FPk3+vqugRPHbID8/v8Kh2BQ+2F8OvXr1wtnZ+X1X40/18OFDPD09sbS0fN9V+a9w9epVYmJi6N27N4WFhWzevJkrV65Umdn536Zjx47/8SRiwodJU1Oz3Kz596moqIhNmzaJQO0/TPPmzfHx8fnTt/P06VPkcjl37tyhQ4cO77Rs8Z0hCIIgCIIgCML78MFm1grCu3b9+nVGjx7N+fPnKS4upmPHjvj6+kqTxwiCIAh/Lxs2bGDZsmWMHz9eGosb3k1m7bv4zhCZtYIgCIIgCILwfvydM2tFsFYQBEEQBOFPUJP/kAmCIAiCIAiC8M9Vk98GH+wEY4IgCIIgCIIgCIIgCIIgCP9NRLBWEARBEARBEARBEARBEAThAyCCtYIgCIIgCIIgCIIgCIIgCB8AEawVBEEQBEEQBEEQBEEQBEH4AIipiQVBEARBEP5E1317oqWq8r6rIQiCIAiCIAj/NVou/P19V+GticxaQRAEQRAEQRAEQRAEQRCED4AI1gqCIAiCIAiCIAiCIAiCIHwARLBWEARBEARBEARBEARBEAThAyCCtcI/ikwm4+eff67w89zcXGQyGSkpKX96XVxdXXFycvrTt/NXCg4OpkGDBu+7Gn9LixcvpnPnzpUu8z77zF95bvxdGRkZsWHDhvddjffiQ+8ftra2zJgx431XQxAEQRAEQRAE4T8mgrXv0YQJE5g/f/5fsq24uDhkMhmPHj1652VXFYRq1aoVx44de+fbLU9eXh4DBgyo0ToeHh507dqVevXqVbgfe/fupXPnzqirq2NoaMiaNWuqLNff35/g4OAa1eWf6H0EuKoKLC1ZsoQvvvhCep2cnMzIkSPR19dHVVWVtm3b4u7uTlZW1jurk5eXF7GxsTVa59dff8XR0ZGmTZtWeCPizp07uLq60rRpU9TV1XFwcODSpUvvqNaVe1/B5cr6VHx8PC1atADefQAvMTGRr776qsbrXb16FTU1NQoKCli8eDEymYzJkycrLZOSkoJMJiM3N/cd1favUXrfAPbt24eJiQmqqqqYmZlx+PDhMutkZGQwZMgQtLW10dDQwNLSkmvXrkmfP3/+nH/96180bNgQTU1NRowYwZ07dyqtR1hYGMuWLXu3OycIgiAIgiAIgvAeiGDte/Lq1St++eUXhgwZ8r6r8qdKS0vjjz/+oHfv3n/J9gwMDKhXr16N1/vyyy/5/PPPy/0sKioKFxcXJk+ezPnz59myZQvr169n8+bNlZapra0tslA/UOHh4dK598svv9CzZ08KCwvZtWsXGRkZ/M///A/a2tosWLDgnW1TU1OThg0b1midJ0+eYG5uznfffVfu58XFxTg5OXH58mXCw8NJTk7G0NCQfv368eTJk3dR7b+d8PBwHB0dq718cXExRUVF1VpWT08PdXX1t6qTnZ0dmpqaAKiqqrJjx453HlR/8eLFOy2vOkrvW0JCAs7Ozri5uZGcnIyTkxNOTk6cP39eWj4nJ4devXphYmJCXFwcaWlpLFiwAFVVVWkZT09PDh06xL59+4iPj+fWrVsMHz680nro6uqipaX1p+2nIAiCIAiCIAjCX0UEa9+ThIQE6tSpg6WlJQA3btzA2dkZXV1dNDQ06NatG6dPn5aWDwgI4KOPPqJu3bq0a9eOH3/8Uak8mUzG9u3bGTZsGOrq6rRt25aIiAigJMvQzs4OAB0dHWQyGa6urgC8fv2alStX0qpVK9TU1DA3N2f//v1SuYqM3NjYWLp164a6ujrW1tZkZmYCJY/FL1myhNTUVGQyGTKZTCmbNDw8HAcHB+rUqQOAXC7H1tYWdXV1dHR0sLe3548//gCgsLAQDw8PGjdujKqqKr169SIxMVGqZ/PmzQkICFDa7+TkZGrVqsXVq1el41A6+/DMmTNYWFigqqpKt27dSE5OLtMWGzdu5F//+hetW7cut61+/PFHnJycmDx5Mq1bt2bQoEH4+PiwatUqiouLy10HymYd2traMm3aNGbMmIGOjg76+voEBgby5MkTJkyYgJaWFm3atCEqKkpa59WrV7i5uUnt065dO/z9/ZW2U1RUhIeHBw0aNKBhw4bMnTuX8ePHK227qnauSHBwMC1btkRdXZ1hw4bx4MEDpc9zcnIYOnQo+vr6aGpqYmlpqZRFbWtry9WrV/H09JT6B8CDBw9wdnamWbNmqKurY2Zmxp49e5TK3r9/P2ZmZqipqdGwYcMyAcjt27djamqKqqoqJiYmbNmyRfqsVatWAFhYWCCTybC1tZU+u379OhcuXMDBwYGnT58yYcIEBg4cSEREBP369aNVq1b06NEDPz8/tm3bJq0XHx9P9+7dqVevHk2aNMHb21sK8n3//fc0bdqU169fK+3D0KFD+fLLL4GyGeivXr1i5syZUrvNmTOnTH8aMGAAy5cvZ9iwYeW2z6VLlzh16hQBAQFYWlrSrl07AgICePbsWZnj+aaqzo2q+t7ixYsJCQkhPDxcatu4uDgA5s6di7GxMerq6rRu3ZoFCxbw8uVLad3U1FTs7OzQ0tKifv36dO3alaSkJOnzEydO8PHHH6OmpkaLFi3w8PCQ2r6iPqUQERHBkCFDcHV1JT4+Hn9/f2m53Nxc6ZoWFRUlZdSfOHGiyr4MZTN6K7vullb65gBAu3btsLOzY968eZW2UWV9TnEspk6dyowZM2jUqBH29vbS/h05cgQLCwvU1NTo06cPd+/eJSoqClNTU+rXr8+YMWN4+vSpVFZ0dDS9evWS+uPgwYPJycmptH5v7pu/vz8ODg7Mnj0bU1NTli1bRpcuXZRubM2bN4+BAweyevVqLCws+OijjxgyZAiNGzcGID8/nx07drBu3Tr69OlD165dCQoKIiEhgVOnTlVYjzezqI2MjFi2bBnOzs5oaGjQrFmzMjc9Hj16xMSJE9HT06N+/fr06dOH1NRUpWWWL19O48aN0dLSYuLEiXh7e1c5nIkgCIIgCIIgCMJ/QgRr35OIiAgcHR2RyWQUFBTQu3dvbt68SUREBKmpqcyZM0cK/Bw8eJDp06cza9Yszp8/z6RJk5gwYQLHjx9XKnPJkiWMGjWKtLQ0Bg4ciIuLCw8fPqRFixYcOHAAgMzMTPLy8qSgy8qVK9m5cydbt27lwoULeHp68sUXXxAfH69U9rx581i7di1JSUnUrl1bCkB9/vnnzJo1iw4dOpCXl0deXp5ShmpERARDhw4FSh7z7du3L+3bt+fkyZOcOHECR0dHXr16BcCcOXM4cOAAISEhnDt3jjZt2mBvb8/Dhw+pVasWzs7O7N69W6leu3btwsbGBkNDwzLHuKCggMGDB9O+fXvOnj3L4sWL8fLyqnFbFRYWKmV9AaipqXHjxg0pSFxdISEhNGrUiDNnzjBt2jS+/vprRo4cibW1NefOnePTTz9l7NixUhBFEaTet28f6enpLFy4kG+++Ya9e/dKZa5atYpdu3YRFBSEXC7n8ePHZR6Xr247l3b69Gnc3NyYOnUqKSkp2NnZsXz5cqVlCgoKGDhwILGxsSQnJ+Pg4ICjo6P0SHNYWBjNmzdn6dKlUv+Aksecu3btSmRkJOfPn+err75i7NixnDlzBigZzsLZ2Zkvv/ySjIwM4uLiGD58uBTM3LVrFwsXLuTbb78lIyODFStWsGDBAkJCQgCkco4dO0ZeXh5hYWFSnSMiIrC1taV+/focOXKE+/fvM2fOnHKPgSIz+ubNmwwcOBBLS0tSU1MJCAhgx44d0vEYOXIkDx48UDonHz58SHR0NC4uLuWWvXbtWoKDg/nhhx84ceIEDx8+5ODBgxW2R3kKCwsBlPpnrVq1pABkRapzblTV97y8vBg1ahQODg5S21pbWwOgpaVFcHAw6enp+Pv7ExgYyPr166WyXVxcaN68OYmJiZw9exZvb2/phk5OTg4ODg6MGDGCtLQ0fvrpJ06cOMHUqVOBivsUwIULF7h79y59+vTB398fKysr3N3dpeUUwyMAeHt74+vrS0ZGBp06daqyL1ekouuuwqNHjzhx4kSZpyh8fX05cOCAUpC6tKr6nEJISAh169ZFLpezdetW6f3FixezefNmEhISuH79OqNGjWLDhg3s3r2byMhIYmJi2LRpk7T8kydPmDlzJklJScTGxlKrVi2GDRtW5gZEaW/u28mTJ+nXr5/SMvb29pw8eRIo6VORkZEYGxtjb29P48aN6dGjh9L16uzZs7x8+VKpHBMTE1q2bCmVU11r1qzB3Nyc5ORkvL29mT59OkePHpU+HzlypBTEPnv2LF26dKFv375S++3atYtvv/2WVatWcfbsWVq2bFnmhuGbCgsLefz4sdKfIAiCIAiCIAhCTdR+3xX4bxUeHi4FL3bv3s29e/dITExEV1cXgDZt2kjL+vn54erqypQpUwCYOXMmp06dws/PT8qYhZJMTmdnZwBWrFjBxo0bOXPmDA4ODlK5jRs3lgJQhYWFrFixgmPHjmFlZQVA69atOXHiBNu2bVMauuDbb7+VXnt7ezNo0CCeP3+Ompoampqa1K5dGwMDA6V9vHnzJmlpadIYsqtXr6Zbt25KGZAdOnQASgIFAQEBBAcHS8sHBgZy9OhRduzYwezZs3FxcWHt2rVcu3aNli1b8vr1a0JDQysc93f37t28fv2aHTt2oKqqSocOHbhx4wZff/119Rrp/7O3t8fT0xNXV1fs7OzIzs5m7dq1QElQ0cjIqNplmZubS/X18fHB19eXRo0a4e7uDsDChQsJCAggLS2Nnj17UqdOHZYsWSKt36pVK06ePMnevXsZNWoUAJs2bcLHx0fKvty8ebPSOJE1aefSFFlyikCmsbExCQkJREdHK+2Pubm59HrZsmUcPHiQiIgIpk6diq6uLioqKmhpaSn1j2bNmikFB6dNm8aRI0fYu3cv3bt3Jy8vj6KiIoYPHy4F4s3MzKTlFy1axNq1a6VHo1u1akV6ejrbtm1j/Pjx6OnpAdCwYcMy/TI8PFy6gaB4DN3ExKTcY6CwZcsWWrRowebNm5HJZJiYmHDr1i3mzp3LwoUL0dHRYcCAAezevZu+ffsCJZnBjRo1UjpHS9uwYQM+Pj7SPmzdupUjR45UWo83KYJYPj4+bNu2DQ0NDdavX8+NGzeUgphvqs65UVXf09TURE1NjcLCwjLHuPQ5aWRkhJeXF6GhoVJfunbtGrNnz5aOe9u2baXlV65ciYuLi5Ql2bZtWzZu3Ejv3r0JCAiosE9BSdva29tTt25d6U9dXb3McgBLly6lf//+0mtdXd1K+3JFKrvuAhw+fJhOnTrRtGlTpfW6dOnCqFGjmDt3brljGVfV52rVqiUdn9WrV0vrKdp9+fLl2NjYAODm5oaPjw85OTnSEwSfffYZx48fZ+7cuQCMGDFCafs//PADenp6pKen07Fjx3L3/c19u337Nvr6+krL6Ovrc/v2bQDu3r1LQUEBvr6+LF++nFWrVhEdHc3w4cM5fvw4vXv35vbt29StW7fMEDKly6kuGxsbvL29gZLrl1wuZ/369fTv358TJ05w5swZ7t69Kw2d4+fnx88//8z+/fv56quv2LRpE25ubkyYMAEouT7HxMRI4/OWZ+XKlUrnjSAIgiAIgiAIQk2JzNr3ICMjg1u3bklBnZSUFCwsLKSAannLK350K9jY2JCRkaH0XqdOnaR/a2hoUL9+fe7evVthPbKzs3n69Cn9+/dHU1NT+tu5c2eZx19Ll92kSROASsuGkgxGxWO1iv1U7PObcnJyePnypdJ+1qlTh+7du0v72blzZ0xNTaXs2vj4eO7evcvIkSPLLVORMVc661ARrKwJd3d3pk6dyuDBg6lbty49e/Zk9OjRQEkW47Vr15SO34oVKyosq/RxVFFRoWHDhkpBSEWgo/Sx/e677+jatSt6enpoamry/fffS9l++fn53Llzh+7duyuV27VrV+l1ddq5Q4cO0vuKYHlGRgY9evRQqv+bx6+goAAvLy9MTU1p0KABmpqaZGRkVJmN+OrVK5YtW4aZmRm6urpoampy5MgRaT1zc3P69u2LmZkZI0eOJDAwUBou48mTJ+Tk5ODm5qa0P8uXL6/yse3Hjx8THx8vZQJWNoxFaRkZGVhZWSk9cm9jY0NBQQE3btwASrJFDxw4IGW77tq1i9GjR0tBtdLy8/PJy8tTOr61a9emW7du1aqPQp06dQgLCyMrKwtdXV3U1dU5fvw4AwYMkLY7efJkpeOk2J/qnBuV9b3K/PTTT9jY2GBgYICmpibz589XWm/mzJlMnDiRfv364evrq9RuqampBAcHK9XZ3t6e169fc+XKlUq3++ZwA5V581i/bV+u6rpbWZ2WL1/Ob7/9RkxMTJnPqtPnAKVzvaJ66evrS0NSlH6vdD0vXbqEs7MzrVu3pn79+tJNqMr2vybHG5CydIcOHYqnpyedO3fG29ubwYMHK2UFvytv9mkrKyvp+yQ1NZWCggJpEjPF35UrV6T+mJmZqXRtBcq8fpOPjw/5+fnS3/Xr19/hHgmCIAiCIAiC8N9AZNa+BxEREfTv318KlKipqb2TchWPESvIZLJKH2FVZAdFRkbSrFkzpc/enKSrdNmK4EFlZcP/jR2p8C7208XFhd27d+Pt7c3u3btxcHCo8aRNNSWTyVi1ahUrVqzg9u3b6OnpSZlwrVu3RkdHh5SUFGn5ioLuUH4bVXZsQ0ND8fLyYu3atVhZWaGlpcWaNWuUxjOuSnXa+fDhw9KYojVpJy8vL44ePYqfnx9t2rRBTU2Nzz77rMqJjtasWYO/vz8bNmzAzMwMDQ0NZsyYIa2noqLC0aNHSUhIkB7XnjdvHqdPn5YmeAoMDCwTTFZRUal0u1FRUbRv3156HN7Y2BiAixcvvlUgvzRHR0eKi4uJjIzE0tKS3377TenR/z9L165dSUlJIT8/nxcvXqCnp0ePHj2kYOTSpUvfaviPt+17J0+exMXFhSVLlmBvb4+2tjahoaFSNjqUPKI/ZswYIiMjiYqKYtGiRYSGhjJs2DAKCgqYNGkSHh4eZcpu2bJlhdvNy8sjOTmZQYMGVWv/NDQ0lF6/bV+u7Lr74sULoqOj+eabb8pd96OPPsLd3R1vb2927NhRrXpXtR/l1evN68yb9YSS/mtoaEhgYKA0/nLHjh0r3P/y9s3AwIA7d+4oLXfnzh0ps7lRo0bUrl2b9u3bKy1jamoqDdthYGDAixcvePTokVJ2bely3oWCggKaNGkijbNc2n8yMWS9evXeapJLQRAEQRAEQRAEBZFZ+x6UfgwbSjKgUlJSlMY5LM3U1BS5XK70nlwuL/ODtzJ169YFkMaHBWjfvj316tXj2rVrtGnTRumv9NiO1Sm7dLlQ8kP4+PHjZfazvMd9AWnytNL7+fLlSxITE5X2c8yYMZw/f56zZ8+yf//+CscDhZLjlpaWxvPnz6X3KpugpioqKio0a9aMunXrsmfPHqysrNDT06N27dpKx66yYG1NyeVyrK2tmTJlChYWFrRp00YpC1FbWxt9fX1pIjYoaeNz585Jr6vTzoaGhtJ7ioCuqalpmcDcm8dPLpfj6urKsGHDMDMzw8DAgNzcXKVlyusfcrmcoUOH8sUXX2Bubk7r1q3JyspSWkYmk2FjY8OSJUtITk6mbt26HDx4EH19fZo2bcrly5fL7I9iYrHy+juUPfc+/fRTGjVqpPQYeWmPHj2SjsXJkyeVMnHlcjlaWlo0b94cKBk3dvjw4ezatYs9e/bQrl07unTpUm652traNGnSROn4FhUVcfbs2XKXrw5tbW309PS4dOkSSUlJ0n42btxY6Rgp9qeqc6Oqvgflt21CQgKGhobMmzePbt260bZt23LHdjY2NsbT05OYmBiGDx9OUFAQUDI8QHp6epm2bdOmjdSu5W330KFDWFtbK51/5S1Xker05ZqKi4tDR0dHaXiFNy1cuJCsrCxCQ0OV3q9On3tXHjx4QGZmJvPnz6dv376YmppKmewVKW/frKysylzjjx49Kt0IqVu3LpaWltIElQpZWVnScCddu3alTp06SuVkZmZy7dq1Gt9QebNPnzp1ClNTU6Ckn92+fbvM9btNmzY0atQIKJkIrvS1FSjzWhAEQRAEQRAE4V0Twdq/2N27d0lKSmLw4MHSe87OzhgYGODk5IRcLufy5cscOHBAmkxl9uzZBAcHExAQwKVLl1i3bh1hYWE1ypYzNDREJpPxyy+/cO/ePQoKCtDS0sLLywtPT09CQkLIycnh3LlzbNq0SZqoqTqMjIy4cuUKKSkp3L9/n8LCQqKjozE2NlYaz9XHx4fExESmTJlCWloaFy9eJCAggPv376OhocHXX3/N7NmziY6OJj09HXd3d54+fYqbm5vStqytrXFzc+PVq1eVPoI7ZswYZDIZ7u7upKenc/jwYfz8/Mosl52dTUpKCrdv3+bZs2ekpKSQkpIiZZTdv3+frVu3cvHiRVJSUpg+fTr79u1TmhX+z9K2bVuSkpI4cuQIWVlZLFiwoEywYNq0aaxcuZLw8HAyMzOZPn06f/zxh5Sl+7bt7OHhQXR0NH5+fly6dInNmzcrjVerqF9YWBgpKSmkpqYyZsyYMhnXRkZG/Prrr9y8eZP79+9L6ykyZzMyMpg0aZJSRt7p06dZsWIFSUlJXLt2jbCwMO7duycFWpYsWcLKlSvZuHEjWVlZ/P777wQFBbFu3TqgJECppqZGdHQ0d+7cIT8/n6KiIqKiopT6jIaGBtu3bycyMpIhQ4Zw7NgxcnNzSUpKYs6cOUyePBmAKVOmcP36daZNm8bFixcJDw9n0aJFzJw5U2mYAxcXFyIjI/nhhx8qvZEAMH36dHx9ffn555+5ePEiU6ZMkYLDCgUFBVJ/BKTzrPSj6fv27SMuLo7Lly8THh5O//79cXJy4tNPP61w29U5N6rT94yMjEhLSyMzM5P79+/z8uVL2rZty7Vr1wgNDSUnJ4eNGzcqTZz27Nkzpk6dSlxcHFevXkUul5OYmCi17dy5c0lISJAmtrt06RLh4eFK48aW16fezORXLHf69Glyc3O5f/9+pU8DVKcv11R5dXqTvr4+M2fOZOPGjUrvV7fPvQs6Ojo0bNiQ77//nuzsbP79738zc+bMStcpb9+mT59OdHQ0a9eu5eLFiyxevJikpCSltps9ezY//fQTgYGBZGdns3nzZg4dOiSNya6trY2bmxszZ87k+PHjnD17lgkTJmBlZUXPnj2lckxMTKqckE8ul7N69WqysrL47rvv2LdvH9OnTwegX79+WFlZ4eTkRExMDLm5uSQkJDBv3jxp0rdp06axY8cOQkJCuHTpEsuXLyctLU1paApBEARBEARBEIR3TQRr/2KHDh2ie/fuUuYOlGQbxcTE0LhxYwYOHIiZmRm+vr7SI91OTk74+/vj5+dHhw4d2LZtG0FBQdja2lZ7u82aNWPJkiV4e3ujr68v/XhetmwZCxYsYOXKlZiamuLg4EBkZKSUoVgdI0aMwMHBATs7O/T09NizZ0+5YxkaGxsTExNDamoq3bt3x8rKivDwcGrXLhmNw9fXlxEjRjB27Fi6dOlCdnY2R44cQUdHR6kcFxcXUlNTGTZsWKWP7GtqanLo0CF+//13LCwsmDdvHqtWrSqz3MSJE7GwsGDbtm1kZWVhYWGBhYUFt27dkpYJCQmhW7du2NjYcOHCBeLi4qocu/BdmDRpEsOHD+fzzz+nR48ePHjwQApqKMydOxdnZ2fGjRuHlZWVNMZn6fFI36ade/bsSWBgIP7+/pibmxMTE1NmMrd169aho6ODtbU1jo6O2Nvbl8kmXbp0Kbm5uXz00UfSxF/z58+nS5cu2NvbY2trK92sUKhfvz6//vorAwcOxNjYmPnz57N27VppPN2JEyeyfft2goKCMDMzo3fv3gQHB0v7U7t2bTZu3Mi2bdto2rQpQ4cOJT4+Hk1NzTL1Gzp0KAkJCdSpU4cxY8ZgYmKCs7Mz+fn5LF++HCg5fw4fPsyZM2cwNzdn8uTJuLm5lTkeffr0QVdXl8zMTMaMGVPhsQWYNWsWY8eOZfz48dIwA4pJ4hSSkpKk/gglY71aWFiwcOFCaZm8vDzGjh2LiYkJHh4ejB07lj179lS67eqcG9Xpe+7u7rRr145u3bqhp6eHXC5nyJAheHp6MnXqVDp37kxCQgILFiyQ1lFRUeHBgweMGzcOY2NjRo0axYABA6RJmTp16kR8fDxZWVl8/PHH0v6WnqDrzT715MkTYmNjy1xzvLy8UFFRoX379ujp6VU6/mp1+nJNVSdYq6inYjxhher2uXehVq1ahIaGcvbsWTp27Iinpydr1qypdJ3y9s3a2prdu3fz/fffY25uzv79+/n555+VJigbNmwYW7duZfXq1ZiZmbF9+3YOHDhAr169pGXWr1/P4MGDGTFiBJ988gkGBgaEhYUpbSszM5P8/PxK6zhr1izpHFq+fDnr1q3D3t4eKMncP3z4MJ988gkTJkzA2NiY0aNHc/XqVWnscBcXF3x8fPDy8qJLly5cuXIFV1dXpWurIAiCIAiCIAjCuyYrru4MO8I7MWTIEHr16iXNiv5PVFRUhL6+PlFRUX9JQFNQ9vr1a0xNTRk1ahTLli1739X5YHh4eFBUVMSWLVved1WEdywsLIz58+eTnp7+vqsiOXfuHH369OHevXtlxov9u/sQ983Kyoq+fftKN1iMjIyYMWMGM2bMeKfb6d+/PwYGBvz444/VWv7x48doa2tz3scULdXKx9QWBEEQBEEQBOHdabnw9/ddBSWK3wb5+fnUr1+/0mXFBGN/sV69euHs7Py+q/GnevjwIZ6enlhaWr7vqvxXuHr1KjExMfTu3ZvCwkI2b97MlStXqszs/G/TsWPH/3gSMeHDpKmpWW7W/PtUVFTEpk2bPphg5rv0Ie1bYWEhv//+OxcuXCh3Urr/xNOnT9m6dSv29vaoqKiwZ88ejh07xtGjR9/pdgRBEARBEARBEEoTmbWC8Dd3/fp1Ro8ezfnz5ykuLqZjx474+vryySefvO+qCYIg/Kl+/vlnxo0bx5AhQwgKCpICyO8is/bZs2c4OjqSnJzM8+fPadeuHfPnz2f48OHVLkNk1gqCIAiCIAjC+/F3zqwVwVpBEARBEIQ/QU3+QyYIgiAIgiAIwj9XTX4biAnGBEEQBEEQBEEQBEEQBEEQPgAiWCsIgiAIgiAIgiAIgiAIgvABEMFaQRAEQRAEQRAEQRAEQRCED4AI1gqCIAiCIAiCIAiCIAiCIHwAar/vCgiCIAiCIPyTfTJ/Dyr11N53NQRBEARBEAThv8bZNePedxXemsisFQRBEARBEARBEARBEARB+ACIYK0gCIIgCIIgCIIgCIIgCMIHQARrBUEQBEEQBEEQBEEQBEEQPgAiWCsIlZDJZPz8888Vfp6bm4tMJiMlJeVPr4urqytOTk5/+nb+SsHBwTRo0OB9V+NvafHixXTu3LnSZd5nn/krz42/KyMjIzZs2PC+q1Et1WnPuLg4ZDIZjx49+svqVRNVXc8FQRAEQRAEQRA+BCJY+w8yYcIE5s+f/5ds68/8UV5VEKpVq1YcO3bsnW+3PHl5eQwYMKBG63h4eNC1a1fq1atX4X7s3buXzp07o66ujqGhIWvWrKmyXH9/f4KDg2tUl3+i9xHgqipQtWTJEr744gvpdXJyMiNHjkRfXx9VVVXatm2Lu7s7WVlZ76xOXl5exMbG1midX3/9FUdHR5o2bVph4OrOnTu4urrStGlT1NXVcXBw4NKlS++o1pV7X8HlyvpUfHw8LVq0AMDW1pYZM2a8s+0mJiby1Vdf1Xi9q1evoqamRkFBAQCPHz9m3rx5mJiYoKqqioGBAf369SMsLIzi4uJ3UtcWLVqQl5dHx44da7xu6WMI8N1332FkZISqqio9evTgzJkz0meKc628v3379gHw4MEDHBwcaNq0KfXq1aNFixZMnTqVx48fV1qPt7meC4IgCIIgCIIg/NVEsPYf4tWrV/zyyy8MGTLkfVflT5WWlsYff/xB7969/5LtGRgYUK9evRqv9+WXX/L555+X+1lUVBQuLi5MnjyZ8+fPs2XLFtavX8/mzZsrLVNbW1tkoX6gwsPDpXPvl19+oWfPnhQWFrJr1y4yMjL4n//5H7S1tVmwYME726ampiYNGzas0TpPnjzB3Nyc7777rtzPi4uLcXJy4vLly4SHh5OcnIyhoSH9+vXjyZMn76Lafzvh4eE4OjpWe/ni4mKKioqqtayenh7q6upvVSc7Ozs0NTV59OgR1tbW7Ny5Ex8fH86dO8evv/7K559/zpw5c8jPz69x+eVRUVHBwMCA2rVrv1V9Fcfwp59+YubMmSxatIhz585hbm6Ovb09d+/eBf4vKFz6b8mSJWhqakqB1lq1ajF06FAiIiLIysoiODiYY8eOMXny5Err8bbXc0EQBEEQBEEQhL+SCNb+QyQkJFCnTh0sLS0BuHHjBs7Ozujq6qKhoUG3bt04ffq0tHxAQAAfffQRdevWpV27dvz4449K5clkMrZv386wYcNQV1enbdu2REREACWZT3Z2dgDo6Oggk8lwdXUF4PXr16xcuZJWrVqhpqaGubk5+/fvl8pVZOTGxsbSrVs31NXVsba2JjMzEyh5LH7JkiWkpqZK2VSls0nDw8NxcHCgTp06AMjlcmxtbVFXV0dHRwd7e3v++OMPAAoLC/Hw8KBx48aoqqrSq1cvEhMTpXo2b96cgIAApf1OTk6mVq1aXL16VToOpbMPz5w5g4WFBaqqqnTr1o3k5OQybbFx40b+9a9/0bp163Lb6scff8TJyYnJkyfTunVrBg0ahI+PD6tWrao0C+7NrENbW1umTZvGjBkz0NHRQV9fn8DAQJ48ecKECRPQ0tKiTZs2REVFSeu8evUKNzc3qX3atWuHv7+/0naKiorw8PCgQYMGNGzYkLlz5zJ+/HilbVfVzhUJDg6mZcuWqKurM2zYMB48eKD0eU5ODkOHDkVfXx9NTU0sLS2VsqhtbW25evUqnp6eUv+Akkw7Z2dnmjVrhrq6OmZmZuzZs0ep7P3792NmZoaamhoNGzYsE4Dcvn07pqamqKqqYmJiwpYtW6TPWrVqBYCFhQUymQxbW1vps+vXr3PhwgUcHBx4+vQpEyZMYODAgURERNCvXz9atWpFjx498PPzY9u2bdJ68fHxdO/enXr16tGkSRO8vb2lIN/3339P06ZNef36tdI+DB06lC+//BIom4H+6tUrZs6cKbXbnDlzyvSnAQMGsHz5coYNG1Zu+1y6dIlTp04REBCApaUl7dq1IyAggGfPnpU5nm+q6tyoqu8tXryYkJAQwsPDpbaNi4sDYO7cuRgbG6Ourk7r1q1ZsGABL1++lNZNTU3Fzs4OLS0t6tevT9euXUlKSpI+P3HiBB9//DFqamq0aNECDw8Pqe0r6lMKERERDBkyBFdXV+Lj4/H395eWy83Nla5pUVFRUkb9iRMnquzLUDajt7Lrbmmlbw5888035Obmcvr0acaPH0/79u0xNjbG3d2dlJQUNDU1Afjjjz8YN24cOjo6qKurM2DAAClj+vHjx6ipqSldKwAOHjyIlpYWT58+LTe7/PDhwxgbG6OmpoadnR25ubll6lr6GAKsW7cOd3d3JkyYQPv27dm6dSvq6ur88MMPwP8FhUv/HTx4kFGjRkn7oqOjw9dff023bt0wNDSkb9++TJkyhd9++63c7Zc+vorruWJ/QkNDsba2RlVVlY4dOxIfH1+m7m3btkVVVRU7OztCQkI+6KEeBEEQBEEQBEH4+xPB2n+IiIgIHB0dkclkFBQU0Lt3b27evElERASpqanMmTNHCvwcPHiQ6dOnM2vWLM6fP8+kSZOYMGECx48fVypzyZIljBo1irS0NAYOHIiLiwsPHz6kRYsWHDhwAIDMzEzy8vKkoMvKlSvZuXMnW7du5cKFC3h6evLFF1+U+QE8b9481q5dS1JSErVr15YCUJ9//jmzZs2iQ4cOUlZV6QzViIgIhg4dCkBKSgp9+/alffv2nDx5khMnTuDo6MirV68AmDNnDgcOHCAkJIRz587Rpk0b7O3tefjwIbVq1cLZ2Zndu3cr1WvXrl3Y2NhgaGhY5hgXFBQwePBg2rdvz9mzZ1m8eDFeXl41bqvCwkJUVVWV3lNTU+PGjRtSkLi6QkJCaNSoEWfOnGHatGl8/fXXjBw5Emtra86dO8enn37K2LFjefr0KfB/Qep9+/aRnp7OwoUL+eabb9i7d69U5qpVq9i1axdBQUHI5XIeP35c5nH56rZzaadPn8bNzY2pU6eSkpKCnZ0dy5cvV1qmoKCAgQMHEhsbS3JyMg4ODjg6OnLt2jUAwsLCaN68OUuXLpX6B8Dz58/p2rUrkZGRnD9/nq+++oqxY8dKj1fn5eXh7OzMl19+SUZGBnFxcQwfPlwKZu7atYuFCxfy7bffkpGRwYoVK1iwYAEhISEAUjnHjh0jLy+PsLAwqc4RERHY2tpSv359jhw5wv3795kzZ065x0CRGX3z5k0GDhyIpaUlqampBAQEsGPHDul4jBw5kgcPHiidkw8fPiQ6OhoXF5dyy167di3BwcH88MMPnDhxgocPH3Lw4MEK26M8hYWFAEr9s1atWlIAsiLVOTeq6nteXl6MGjUKBwcHqW2tra0B0NLSIjg4mPT0dPz9/QkMDGT9+vVS2S4uLjRv3pzExETOnj2Lt7e3dEMnJycHBwcHRowYQVpaGj/99BMnTpxg6tSpQMV9CuDChQvcvXuXPn364O/vj5WVFe7u7tJypR/t9/b2xtfXl4yMDDp16lRlX65IRdddhUePHnHixAmGDBnC69evCQ0NxcXFhaZNm5YpS1NTU8qEdXV1JSkpiYiICE6ePElxcTEDBw7k5cuX1K9fn8GDB5d7PXRycio3+/f69esMHz4cR0dHUlJSmDhxIt7e3mWWK30MX7x4wdmzZ+nXr5/0ea1atejXrx8nT54s93icPXuWlJQU3NzcKjxmt27dIiws7K2euJg9ezazZs0iOTkZKysrHB0dpZtIV65c4bPPPsPJyYnU1FQmTZrEvHnzKi2vsLCQx48fK/0JgiAIgiAIgiDURM2fZxQ+SOHh4VLwYvfu3dy7d4/ExER0dXUBaNOmjbSsn58frq6uTJkyBYCZM2dy6tQp/Pz8pIxZKPlx7+zsDMCKFSvYuHEjZ86cwcHBQSq3cePGUgCqsLCQFStWcOzYMaysrABo3bo1J06cYNu2bUo/pL/99lvptbe3N4MGDeL58+eoqalJAQYDAwOlfbx58yZpaWnSo7CrV6+mW7duShmQHTp0AEoe9w4ICCA4OFhaPjAwkKNHj7Jjxw5mz56Ni4sLa9eu5dq1a7Rs2VIKfFQ07u/u3bt5/fo1O3bsQFVVlQ4dOnDjxg2+/vrr6jXS/2dvb4+npyeurq7Y2dmRnZ3N2rVrgZKgopGRUbXLMjc3l+rr4+ODr68vjRo1wt3dHYCFCxcSEBBAWloaPXv2pE6dOixZskRav1WrVpw8eZK9e/cyatQoADZt2oSPj4+Ufbl582YOHz4srVOTdi7N398fBwcHKZBpbGxMQkIC0dHRSvtjbm4uvV62bBkHDx4kIiKCqVOnoquri4qKClpaWkr9o1mzZkrBwWnTpnHkyBH27t1L9+7dycvLo6ioiOHDh0uBeDMzM2n5RYsWsXbtWoYPHy4dl/T0dLZt28b48ePR09MDoGHDhmX6ZXh4uHQDQZGpaGJiUu4xUNiyZQstWrRg8+bNyGQyTExMuHXrFnPnzmXhwoXo6OgwYMAAdu/eTd++fYGSzOBGjRopnaOlbdiwAR8fH2kftm7dypEjRyqtx5tMTExo2bIlPj4+bNu2DQ0NDdavX8+NGzeUgphvqs65UVXf09TURE1NjcLCwjLHuPQ5aWRkhJeXF6GhoVJfunbtGrNnz5aOe9u2baXlV65ciYuLizTWbNu2bdm4cSO9e/cmICCgwj4FJW1rb29P3bp1pT91dfUyywEsXbqU/v37S691dXUr7csVqey6CyXZrJ06daJp06bcvXuXP/74o8r+dunSJSIiIpDL5VIAfNeuXbRo0YKff/6ZkSNH4uLiIt3YUVdX5/Hjx0RGRlYY8Fc8naG4drVr147ff/+dVatWVXgMb926xatXr9DX11daRl9fn4sXL5a7nR07dmBqairVuzRnZ2fCw8N59uwZjo6ObN++vdLjUJ6pU6cyYsQIaZ+io6PZsWMHc+bMYdu2bbRr104aU7xdu3acP3+eb7/9tsLyVq5cqdTPBUEQBEEQBEEQakpk1v4DZGRkcOvWLSmok5KSgoWFhRRQLW95GxsbpfdsbGzIyMhQeq9Tp07SvzU0NKhfv740rmB5srOzefr0Kf3790dTU1P627lzJzk5ORWW3aRJE4BKy4aSDMZevXpJwWFFZm15cnJyePnypdJ+1qlTh+7du0v72blzZ0xNTaVssvj4eO7evcvIkSPLLVORMVc661ARrKwJd3d3pk6dyuDBg6lbty49e/Zk9OjRQEmW2bVr15SO34oVKyosq/RxVFFRoWHDhkpBSEVQpPSx/e677+jatSt6enpoamry/fffS9l++fn53Llzh+7duyuV27VrV+l1ddq5Q4cO0vuKYHlGRgY9evRQqv+bx6+goAAvLy9MTU1p0KABmpqaZGRkVJmN+OrVK5YtW4aZmRm6urpoampy5MgRaT1zc3P69u2LmZkZI0eOJDAwUBou48mTJ+Tk5ODm5qa0P8uXLy/Tb9/0+PFj4uPjpUe8qzuZU0ZGBlZWVkqP3NvY2FBQUMCNGzeAkmzRAwcOSNmuu3btYvTo0dSqVfaynZ+fT15entLxrV27Nt26datWfRTq1KlDWFgYWVlZ6Orqoq6uzvHjxxkwYIC03cmTJysdJ8X+VOfcqKzvVeann37CxsYGAwMDNDU1mT9/vtJ6M2fOZOLEifTr1w9fX1+ldktNTSU4OFipzvb29rx+/ZorV65Uut3Sww1U5c1j/bZ9uarrbuk61aS/1a5dW6l/NGzYkHbt2knXw4EDB1KnTh1p2IUDBw5Qv359pSzYN8us6nx+s7419ezZM3bv3l1hVu369es5d+4c4eHh5OTkMHPmzBpvo3SdFeeM4phkZmZKQwsplL42lsfHx4f8/Hzp7/r16zWukyAIgiAIgiAI/91EZu0/QEREBP3795cCJWpqau+kXMVjxAoymazMGJqlKWYmj4yMpFmzZkqfvTmpS+myFQGrysoG5XEP4d3sp4uLC7t378bb25vdu3fj4OBQ40mbakomk7Fq1SpWrFjB7du30dPTIzY2FijJUNXR0VEaF7KioDuU30aVHdvQ0FC8vLxYu3YtVlZWaGlpsWbNGqXxjKtSnXY+fPiwNKZoTdrJy8uLo0eP4ufnR5s2bVBTU+Ozzz7jxYsXla63Zs0a/P392bBhA2ZmZmhoaDBjxgxpPRUVFY4ePUpCQgIxMTFs2rSJefPmcfr0aekR78DAwDLBJxUVlUq3GxUVRfv27aXH4Y2NjQG4ePHiWwXyS3N0dKS4uJjIyEgsLS357bfflB79/7N07dqVlJQU8vPzefHiBXp6evTo0UMKRi5duvSthv9427538uRJXFxcWLJkCfb29mhraxMaGipldELJeLdjxowhMjKSqKgoFi1aRGhoKMOGDaOgoIBJkybh4eFRpuyWLVtWuN28vDySk5MZNGhQtfZPQ0ND6fXb9uXKrrsvXrwgOjqab775BiiZoKxBgwYVZqXWRN26dfnss8/YvXs3o0ePZvfu3Xz++edvNaGYwpvHsFGjRqioqHDnzh2l5e7cuVNutvL+/ft5+vQp48aNK7d8xZi2JiYm6Orq8vHHH7NgwQLpBuD7UK9ePTGJmSAIgiAIgiAI/xGRWfsPUPoxbCjJzEpJSVEa57A0U1NT5HK50ntyuZz27dtXe5t169YFkMaHBWjfvj316tXj2rVrtGnTRumv9NiO1Sm7dLlQEiA8fvx4mf1UBDnfpJg8rfR+vnz5ksTERKX9HDNmDOfPn+fs2bPs37+/wvFAoeS4paWl8fz5c+m9U6dOVXu/3qSiokKzZs2oW7cue/bswcrKCj09PWrXrq107CoL1taU4jHoKVOmYGFhQZs2bZSyELW1tdHX15cmYoOSNj537pz0ujrtbGhoKL2nCOiampqWCcy9efzkcjmurq4MGzYMMzMzDAwMykxaVF7/kMvlDB06lC+++AJzc3Nat25NVlaW0jIymQwbGxuWLFlCcnIydevW5eDBg+jr69O0aVMuX75cZn8UE4uV19+h7Ln36aef0qhRI1avXl3u8VdMSmRqaiqNG1p6H7S0tGjevDlQMm7s8OHD2bVrF3v27KFdu3Z06dKl3HK1tbVp0qSJ0vEtKiri7Nmz5S5fHdra2ujp6XHp0iWSkpKk/WzcuLHSMVLsT1XnRlV9D8pv24SEBAwNDZk3bx7dunWjbdu25Y7tbGxsjKenJzExMQwfPpygoCAAunTpQnp6epm2bdOmjdSu5W330KFDWFtbK51/5S1Xker05ZqKi4tDR0dHGl6hVq1ajB49ml27dnHr1q0yyxcUFFBUVISpqSlFRUVK/ePBgwdkZmYqXQ9dXFyIjo7mwoUL/Pvf/67yeqgYy1nhzTZ/8xjWrVuXrl27Kl23X79+TWxsbLk3N3bs2MGQIUOkYUgqowhoKzLRq6t0nRXnjKmpKVAy7EHpieoApWujIAiCIAiCIAjCn0EEa//m7t69S1JSEoMHD5bec3Z2xsDAACcnJ+RyOZcvX+bAgQPSBC6zZ88mODiYgIAALl26xLp16wgLC6tRtpyhoSEymYxffvmFe/fuUVBQgJaWFl5eXnh6ehISEkJOTg7nzp1j06ZN0kRN1WFkZMSVK1dISUnh/v37FBYWEh0djbGxsdJ4rj4+PiQmJjJlyhTS0tK4ePEiAQEB3L9/Hw0NDb7++mtmz55NdHQ06enpuLu78/TpU6VHao2MjLC2tsbNzY1Xr15V+rjumDFjkMlkuLu7k56ezuHDh/Hz8yuzXHZ2NikpKdy+fZtnz56RkpJCSkqKlFF3//59tm7dysWLF0lJSfl/7d15XI3p/z/w15GlTSnSQpQhhUr2rCEKk8LHkiYijcZSyj6yG0IZTCOEynxkj6JkaZRRJoXCSBsJkyXrlBEtvz/6dX87Wk+fKLyej0ePh3POdd/3dd/3dZ/jvM/7fl9wdnbG4cOHxWaF/1jatWuHuLg4nD59GsnJyVi6dGmp4MPs2bOxbt06BAUFISkpCc7Oznjx4oWQpVvd8+zk5ISwsDB4eHggJSUFXl5eYvVqi/sXGBiI+Ph4JCQkYOLEiaUyrrW0tHDhwgU8fPgQWVlZwnLFmbOJiYmYPn26WPZeTEwM1q5di7i4OGRkZCAwMBBPnz4VgjIrV67EunXrsHXrViQnJ+PGjRvw9fXFpk2bABQFKGVkZBAWFobHjx/j1atXyMvLw6lTp8TGjJycHHbt2oWQkBCMHDkS586dQ3p6OuLi4rBgwQI4OjoCAGbMmIH79+9j9uzZuH37NoKCgrB8+XK4urqKlTmwsbFBSEgI9uzZU2HgDACcnZ3h7u6O48eP4/bt25gxY0apGeuzs7OF8QhAuM5K3pp/+PBhRERE4M6dOwgKCsKQIUNgZWWFoUOHlrvtqlwbVRl7WlpauH79OpKSkpCVlYX379+jXbt2yMjIwIEDB5CWloatW7eK1VH9999/MWvWLERERODevXuIiopCbGyscG4XLlyI6OhoYWK7lJQUBAUFidWNLWtMfZjJX9wuJiYG6enpyMrKqvBugKqMZUmV1aeffvoJmpqa6NmzJ/bu3Ytbt24hJSUFe/bsgZGREbKzs9GuXTtYWlrCwcEBFy9eREJCAr777ju0aNFC7MeG/v37Q01NDTY2NtDW1i6VaV6So6MjUlJSMH/+fCQlJSEgIAB+fn6V9tfV1RU+Pj7w9/dHYmIifvjhB+Tk5GDKlCli7VJTU3HhwgVMmzat1LZDQ0Ph6+uLmzdvIj09HSEhIXB0dESfPn2Ez4jLly9DV1cXDx8+rPCY/vrrrzh27Bhu376NmTNn4sWLF8KEl9OnT8ft27excOFCJCcn49ChQ8I+lixhQkREREREVJMYrP3MnThxAj169ECzZs2E5xo2bIgzZ86gefPmGD58OPT19eHu7i7c0m1lZYUtW7bAw8MDHTt2xI4dO+Dr6wsTE5Mqb7dFixZYuXIlFi1aBFVVVSHwsXr1aixduhTr1q2Dnp4ezM3NERISImQoVsWYMWNgbm6OgQMHQkVFBfv37y+z7qGOjg7OnDmDhIQE9OjRA8bGxggKChJu23V3d8eYMWNga2uLLl26IDU1FadPn4aSkpLYemxsbJCQkIBRo0ZVeMu+vLw8Tpw4gRs3bsDIyAhLliwpNZkOAEybNg1GRkbYsWMHkpOTYWRkBCMjI7HMN39/f3Tr1g19+vTBX3/9hYiIiEprIdaE6dOnY/To0Rg/fjx69uyJZ8+eCRPNFVu4cCGsra0xadIkGBsbCzU+S9Yjrc557tWrF3x8fLBlyxYYGhrizJkzpSZz27RpE5SUlNC7d29YWFjAzMysVDbpqlWrkJ6ejm+++UbIuHNzc0OXLl1gZmYGExMT4ceKYgoKCrhw4QKGDx8OHR0duLm5wdPTU6inO23aNOzatQu+vr7Q19fHgAED4OfnJ+xP/fr1sXXrVuzYsQMaGhqwtLREZGQk5OXlS/XP0tIS0dHRaNCgASZOnAhdXV1YW1vj1atXWLNmDYCi6yc0NBSXL1+GoaEhHB0dYW9vX+p4DBo0CMrKykhKSsLEiRPLPbYAMHfuXNja2mLy5MlCmYHiSeKKxcXFCeMRKAqcGRkZYdmyZUKbzMxM2NraQldXF05OTrC1tcX+/fsr3HZVro2qjD0HBwe0b98e3bp1g4qKCqKiojBy5Ei4uLhg1qxZ6Ny5M6Kjo7F06VJhGSkpKTx79gyTJk2Cjo4Oxo0bh2HDhgmTPBkYGCAyMhLJycno16+fsL8aGhrCOj4cUzk5OQgPDy/1njNv3jxISUmhQ4cOUFFRqbD+bFXGsqTKCn4qKyvjzz//xHfffYc1a9bAyMgI/fr1w/79+7Fx40YoKioCAHx9fdG1a1d8++23MDY2RmFhIUJDQ0uVTbG2tkZCQkKlPw60atUKR48exfHjx2FoaIjt27eL1dcu7xiOHz8eHh4eWLZsGTp37oz4+HiEhYWVmnRsz549aNmyZZk/EsjIyMDHxwd9+/aFnp4eXFxcMHLkSJw8eVJo8+bNGyQlJQnlWMrj7u4Od3d3GBoa4uLFiwgODhY+T7W1tXHkyBEEBgbCwMAA3t7eWLJkCYDSpX2IiIiIiIhqiqiwqjOUUJ00cuRI9O3bV5gV/UuUl5cHVVVVnDp16pMENElcQUEB9PT0MG7cOKxevbq2u1NnODk5IS8vD9u2bavtrlANCwwMhJubG27dulXbXRFcvXoVgwYNwtOnT0vVta2L6toxzM3NhbS0NM6ePQtTU1Okp6dDW1sb165dQ+fOnau8np9++gnbt2+v8sRhr1+/hqKiIgxnb4dUo5qpJ09ERERERJW7srHsuS9qS/F3g1evXkFBQaHCtpxg7DPXt29fWFtb13Y3Pqrnz5/DxcWl1Kzc9HHcu3cPZ86cwYABA5CbmwsvLy/cvXu30szOr02nTp3+50nEqG6Sl5cvM2u+NuXl5eGXX375LAK1QN06hq9fv0ZgYCDq1asHXV1diZbdtm0bunfvjqZNmyIqKgobN24UK6FBRERERERU05hZS0Ri7t+/jwkTJuDmzZsoLCxEp06d4O7ujv79+9d214iIJObi4oKAgADMnz9fqM1e1cxaFxcXHDx4EM+fP0erVq1ga2uLxYsXC+V2KsPMWiIiIiKi2vE5Z9YyWEtERET0EUjyHzIiIiIiIvpySfLdgBOMEREREREREREREdUBDNYSERERERERERER1QEM1hIRERERERERERHVAQzWEhEREREREREREdUBVZvOmIiIiIiqZcj2Iagvw/9yERERERF9KlGzo2q7C9XGzFoiIiIiIiIiIiKiOoDBWiIiIiIiIiIiIqI6gMFaIiIiIiIiIiIiojqAwdovlEgkwvHjx8t9PT09HSKRCPHx8R+9L3Z2drCysvro2/mU/Pz80KRJk9ruxmdpxYoV6Ny5c4VtanPMfMpr43OlpaWFzZs3f/Tt1NR1xnNaNZV9btRlPMdERERERPSlqBPB2ilTpsDNze2TbCsiIgIikQgvX76s8XVXFoTS1tbGuXPnany7ZcnMzMSwYcMkWsbJyQldu3ZFo0aNyt2PQ4cOoXPnzpCVlUXr1q2xcePGSte7ZcsW+Pn5SdSXL9GnCnCVVFkAY+XKlfjuu++Ex9euXcPYsWOhqqoKaWlptGvXDg4ODkhOTq6xPs2bNw/h4eESLXPhwgVYWFhAQ0Oj3IDS48ePYWdnBw0NDcjKysLc3BwpKSk11OuK1VZwuaIxFRkZCU1NTQCAiYkJ5syZU2PbjY2Nxffffy/xcvfu3YOMjAymTJkCPT29MttkZGRASkoKwcHBGD9+fI2OvYqYmJhAJBJBJBJBWloaHTp0wLZt2z7JtuuK6nxuAIC/vz/69u0LACgsLMSyZcugrq4OGRkZmJqalroOtbS0hGNd/Ofu7i68HhERAUtLS6irq0NOTg6dO3fGvn37KuyDpqYmMjMz0alTJ4n7T0REREREVJfUerA2Pz8fJ0+exMiRI2u7Kx/V9evX8eLFCwwYMOCTbE9NTQ2NGjWSeLmpU6di/PjxZb526tQp2NjYwNHRETdv3sS2bdvw888/w8vLq8J1KioqMgu1jgoKChKuvZMnT6JXr17Izc3Fvn37kJiYiP/+979QVFTE0qVLa2yb8vLyaNq0qUTL5OTkwNDQEL/++muZrxcWFsLKygp37txBUFAQrl27htatW8PU1BQ5OTk10e3PTlBQECwsLKrcvrCwEHl5eVVqq6KiAllZ2Wr1aeDAgXB2dsbt27cRHR1dqo2fnx+aN2+O4cOHQ0ZGBs2bNy93fe/evZO4DxVxcHBAZmYmbt26hXHjxmHmzJnYv39/jW6jLqvu50bJ95ENGzZg69at2L59O2JiYiAnJwczMzO8fftWbJlVq1YhMzNT+Js9e7bwWnR0NAwMDHD06FFcv34dU6ZMwaRJk3Dy5Mly+yAlJQU1NTXUr19f4v4TERERERHVJbUerI2OjkaDBg3QvXt3AMCDBw9gbW0NZWVlyMnJoVu3boiJiRHae3t745tvvkHDhg3Rvn17/Pbbb2LrE4lE2LVrF0aNGgVZWVm0a9cOwcHBAIqyDAcOHAgAUFJSgkgkgp2dHQCgoKAA69atg7a2NmRkZGBoaIgjR44I6y3OyA0PD0e3bt0gKyuL3r17IykpCUBRgGHlypVISEgQMoVKZpMGBQXB3NwcDRo0AABERUXBxMQEsrKyUFJSgpmZGV68eAEAyM3NhZOTE5o3bw5paWn07dsXsbGxQj9btmwJb29vsf2+du0a6tWrh3v37gnHoWT24eXLl2FkZARpaWl069YN165dK3Uutm7dipkzZ6JNmzZlnqvffvsNVlZWcHR0RJs2bTBixAgsXrwY69evR2FhYZnLAKWzDk1MTDB79mzMmTMHSkpKUFVVhY+PD3JycjBlyhQ0btwYbdu2xalTp4Rl8vPzYW9vL5yf9u3bY8uWLWLbycvLg5OTE5o0aYKmTZti4cKFmDx5sti2KzvP5fHz80OrVq0gKyuLUaNG4dmzZ2Kvp6WlwdLSEqqqqpCXl0f37t3FsqhNTExw7949uLi4COMDAJ49ewZra2u0aNECsrKy0NfXLxUcOnLkCPT19SEjI4OmTZuWCkDu2rULenp6kJaWhq6urlg2oLa2NgDAyMgIIpEIJiYmwmv379/HX3/9BXNzc7x58wZTpkzB8OHDERwcDFNTU2hra6Nnz57w8PDAjh07hOUiIyPRo0cPNGrUCOrq6li0aJEQ5Nu5cyc0NDRQUFAgtg+WlpaYOnUqgNIZ6Pn5+XB1dRXO24IFC0qNp2HDhmHNmjUYNWpUmecnJSUFf/75J7y9vdG9e3e0b98e3t7e+PfffysNtlV2bVQ29lasWAF/f38EBQUJ5zYiIgIAsHDhQujo6EBWVhZt2rTB0qVL8f79e2HZhIQEDBw4EI0bN4aCggK6du2KuLg44fWLFy+iX79+kJGRgaamJpycnIRzX96YKhYcHIyRI0fCzs4OkZGR2LJli9AuPT1deE87deqUkFF/8eLFSscyUDqjt6L33ZKKg3qdO3dGly5dsGfPHrHXCwsL4efnh8mTJ6N+/fqlyiAUj51du3ZBW1sb0tLSAICwsDD07dtXGEPffvst0tLSyjvl5ZKVlYWamhratGmDFStWiO2HiYkJnJycsGDBAigrK0NNTQ0rVqwQW/7ly5eYNm0aVFRUoKCggEGDBiEhIUF4vawM7Dlz5ohdl9V5fwQqvi6r2v8PPzcqG78A8PbtW5w5cwYjR45EYWEhNm/eDDc3N1haWsLAwAB79+7F33//XSobvnHjxlBTUxP+5OTkhNd+/PFHrF69Gr1798Y333wDZ2dnmJubIzAwsKzTBqD0XQTF4zskJAQGBgaQlpZGr169cPPmTbHlKrrGgKJs4xEjRkBGRgba2toICAiolbskiIiIiIjo61Hrwdrg4GBYWFhAJBIhOzsbAwYMwMOHDxEcHIyEhAQsWLBACPwcO3YMzs7OmDt3Lm7evInp06djypQpOH/+vNg6V65ciXHjxuH69esYPnw4bGxs8Pz5c2hqauLo0aMAgKSkJGRmZgpBl3Xr1mHv3r3Yvn07/vrrL7i4uOC7775DZGSk2LqXLFkCT09PxMXFoX79+kIAavz48Zg7dy46duwoZAqVzFANDg6GpaUlACA+Ph6DBw9Ghw4dcOnSJVy8eBEWFhbIz88HACxYsABHjx6Fv78/rl69irZt28LMzAzPnz9HvXr1YG1tjYCAALF+7du3D3369EHr1q1LHePs7Gx8++236NChA65cuYIVK1Zg3rx5Ep+r3NxcIThSTEZGBg8ePBCCxFXl7++PZs2a4fLly5g9ezZ++OEHjB07Fr1798bVq1cxdOhQ2Nra4s2bNwD+L0h9+PBh3Lp1C8uWLcOPP/6IQ4cOCetcv3499u3bB19fX0RFReH169elAgRVPc8lxcTEwN7eHrNmzUJ8fDwGDhyINWvWiLXJzs7G8OHDER4ejmvXrsHc3BwWFhbIyMgAAAQGBqJly5Zi2WRAUaCja9euCAkJwc2bN/H999/D1tYWly9fBlAUKLC2tsbUqVORmJiIiIgIjB49Wghm7tu3D8uWLcNPP/2ExMRErF27FkuXLoW/vz8ACOs5d+4cMjMzxYIdwcHBMDExgYKCAk6fPo2srCwsWLCgzGNQHDB7+PAhhg8fju7duyMhIQHe3t7YvXu3cDzGjh2LZ8+eiV2Tz58/R1hYGGxsbMpct6enJ/z8/LBnzx5cvHgRz58/x7Fjx8o9H2XJzc0FALHxWa9ePSEAWZ6qXBuVjb158+Zh3LhxMDc3F85t7969ARQFpPz8/HDr1i1s2bIFPj4++Pnnn4V129jYoGXLloiNjcWVK1ewaNEi4QedtLQ0mJubY8yYMbh+/ToOHjyIixcvYtasWQDKH1MA8Ndff+HJkycYNGgQtmzZAmNjYyFrNDMzUyiPAACLFi2Cu7s7EhMTYWBgUOlYLk9577vFXr58iYsXLwoZmPb29jh06JBYYCwiIgJ3794V3lfLkpqaiqNHjyIwMFAIzOXk5MDV1RVxcXEIDw9HvXr1MGrUqFI/GkhKRkZGLHvX398fcnJyiImJwYYNG7Bq1SqcPXtWeH3s2LF48uQJTp06hStXrqBLly4YPHiw2HGoCknfHyu7Lqva/w9VNn4BIDw8HC1atICuri7u3r2LR48ewdTUVHhdUVERPXv2xKVLl8SWc3d3R9OmTWFkZISNGzdWmtX96tUrKCsrV+n4lTR//nx4enoiNjYWKioqsLCwEALOlV1jADBp0iT8/fffiIiIwNGjR7Fz5048efKk3O3l5ubi9evXYn9ERERERESSqPX7BYOCgoQvfwEBAXj69CliY2OFL2Vt27YV2np4eMDOzg4zZswAALi6uuLPP/+Eh4eHkDELFGUvWVtbAwDWrl2LrVu34vLlyzA3NxfW27x5cyEAlZubi7Vr1+LcuXMwNjYGALRp0wYXL17Ejh07xEoX/PTTT8LjRYsWYcSIEXj79i1kZGQgLy+P+vXrQ01NTWwfHz58iOvXrwu1ADds2IBu3bqJZUB27NgRQFHQwdvbG35+fkJ7Hx8fnD17Frt378b8+fNhY2MDT09PZGRkoFWrVigoKMCBAwfKrfsbEBCAgoIC7N69G9LS0ujYsSMePHiAH374oWon6f8zMzODi4sL7OzsMHDgQKSmpsLT0xNAUVBRS0uryusyNDQU+rt48WK4u7ujWbNmcHBwAAAsW7YM3t7euH79Onr16oUGDRpg5cqVwvLa2tq4dOkSDh06hHHjxgEAfvnlFyxevFjIvvTy8kJoaKiwjCTnuaQtW7bA3NxcCGTq6OggOjoaYWFhYvtjaGgoPF69ejWOHTuG4OBgzJo1C8rKypCSkhKyyYq1aNFCLDg4e/ZsnD59GocOHUKPHj2QmZmJvLw8jB49WgjE6+vrC+2XL18OT09PjB49Wjgut27dwo4dOzB58mSoqKgAAJo2bVpqXAYFBQk/IBTXlNTV1S3zGBTbtm0bNDU14eXlBZFIBF1dXfz9999YuHAhli1bBiUlJQwbNgwBAQEYPHgwgKLM4GbNmoldoyVt3rwZixcvFvZh+/btOH36dIX9+JCuri5atWqFxYsXY8eOHZCTk8PPP/+MBw8eiAUxP1SVa6OysScvLw8ZGRnk5uaWOsYlr0ktLS3MmzcPBw4cEMZSRkYG5s+fLxz3du3aCe3XrVsHGxsbodZsu3btsHXrVgwYMADe3t7ljimg6NyamZmhYcOGwl9x1uiHVq1ahSFDhgiPlZWVKxzL5anofRcAQkNDYWBgAA0NDQDAxIkTMXfuXBw+fFi4w8HX1xd9+/aFjo5Oudt59+4d9u7dK4xtABgzZoxYmz179kBFRQW3bt2qVg3T/Px87N+/H9evXxerzWtgYIDly5cDKDofXl5eCA8Px5AhQ3Dx4kVcvnwZT548EUoJeHh44Pjx4zhy5IhENX4lfX+s7LqsV69epf0vS2XjFxAvgfDo0SMAgKqqqth6VFVVhdeAovroXbp0gbKyMqKjo7F48WJkZmZi06ZNZfbj0KFDiI2NFcvwr6rly5cL++fv74+WLVvi2LFjGDduXKXXWHp6Os6dO4fY2Fh069YNQNGdDCWv0w+tW7dO7P2CiIiIiIhIUrWaWZuYmIi///5bCOrEx8fDyMio3OyZxMRE9OnTR+y5Pn36IDExUew5AwMD4d9ycnJQUFCoMBMmNTUVb968wZAhQyAvLy/87d27t9SttCXXra6uDgAVrhsoymAsvkW3eD+L9/lDaWlpeP/+vdh+NmjQAD169BD2s3PnztDT0xOyayMjI/HkyROMHTu2zHUWZ8yVzDosDlZKwsHBAbNmzcK3336Lhg0bolevXpgwYQKAoizGjIwMseO3du3actdV8jhKSUmhadOmYkHI4i/7JY/tr7/+iq5du0JFRQXy8vLYuXOnkO336tUrPH78GD169BBbb9euXYXHVTnPHTt2FJ4vDpYnJiaiZ8+eYv3/8PhlZ2dj3rx50NPTQ5MmTSAvL4/ExMRKsxHz8/OxevVq6OvrQ1lZGfLy8jh9+rSwnKGhIQYPHgx9fX2MHTsWPj4+QrmMnJwcpKWlwd7eXmx/1qxZU+kt4K9fv0ZkZKQQZKmojEVJiYmJMDY2Frvlvk+fPsjOzsaDBw8AFGWLHj16VMh23bdvHyZMmCAEjEp69eoVMjMzxY5v/fr1hcBIVTVo0ACBgYFITk6GsrIyZGVlcf78eQwbNkzYrqOjo9hxKt6fqlwbFY29ihw8eBB9+vSBmpoa5OXl4ebmJracq6srpk2bBlNTU7i7u4udt4SEBPj5+Yn12czMDAUFBbh7926F2y0ZQKvMh8e6umO5svfdD/vUpEkTjB49WiiF8Pr1axw9ehT29vYVbqd169ZigVqg6McGa2trtGnTBgoKCsIPR1U5RyVt27ZNCL47ODjAxcVFLHBfch+Bos+A4n1MSEhAdnY2mjZtKnbO7t69K3FJBknfH6tyXVbW/7JUNn4LCwtx4sQJiWvOu7q6wsTEBAYGBnB0dISnpyd++eUX4T2jpPPnz2PKlCnw8fERftSURMnrWVlZGe3btxc+Syu7xpKSklC/fn106dJFWEfbtm2hpKRU7vYWL16MV69eCX/379+XuM9ERERERPR1q9XM2uDgYAwZMkQIlMjIyNTIeotvIy4mEokqvB02OzsbABASEoIWLVqIvfbhZCsl1138xbiyW22La0cWq4n9tLGxQUBAABYtWoSAgACYm5tLPGmTpEQiEdavX4+1a9fi0aNHUFFRQXh4OICiDFUlJSXhtmQAFd6yWtY5qujYHjhwAPPmzYOnpyeMjY3RuHFjbNy4UayecWWqcp5DQ0OFW2QlOU/z5s3D2bNn4eHhgbZt20JGRgb/+c9/Kp0AaePGjdiyZQs2b94MfX19yMnJYc6cOcJyUlJSOHv2LKKjo3HmzBn88ssvWLJkCWJiYoQJnnx8fEoFk6WkpCrc7qlTp9ChQwfhdvjiTMbbt29XK5BfkoWFBQoLCxESEoLu3bvjjz/+KHXr9MfQtWtXxMfH49WrV3j37h1UVFTQs2dPIRi5atWqapX/qO7Yu3TpEmxsbLBy5UqYmZlBUVERBw4cELLRgaIarBMnTkRISAhOnTqF5cuX48CBAxg1ahSys7Mxffp0ODk5lVp3q1atyt1uZmYmrl27hhEjRlRp/0rWCgWqP5Yret999+4dwsLC8OOPP4q1sbe3x+DBg5Gamorz589DSkqq3B+dyusvUDTmWrduDR8fH6FmcqdOnSSegMzGxgZLliyBjIwM1NXVS/3AUNE+ZmdnQ11dXahXXFLxD3X16tUr9cPIhzVgy9tOdT57qrLe8tZRlfF7+fJl5OXlCWU/ijO3Hz9+LPyYWfy4ZJ3qD/Xs2RN5eXlIT09H+/bthecjIyNhYWGBn3/+GZMmTZJoX6uismssOTlZ4nU2atSoWpO0ERERERERFavVYG1QUFCpW0x37dqF58+flxno09PTQ1RUFCZPniw8FxUVhQ4dOlR5mw0bNgQAoT4sAHTo0AGNGjVCRkZGubfCV3XdJdcLFH0ZPH/+vNiEYAYGBggPDy/zVsniydOioqKE297fv3+P2NhY4VZNoOgWYjc3N1y5cgVHjhzB9u3by+2Xnp4efvvtN7x9+1YIjP/555/V3k8pKSkh2Ll//34YGxsLmW4ly1bUpKioKPTu3VsogQFALFtNUVERqqqqiI2NRf/+/QEUneOrV68KQYKqnOeyav7q6emVCsx9ePyioqJgZ2cnlGDIzs5Genq6WJuyxkdUVBQsLS3x3XffASgKviQnJ4uNaZFIhD59+qBPnz5YtmwZWrdujWPHjsHV1RUaGhq4c+dOufVgyxrvgHgJBAAYOnQomjVrhg0bNpRZL/bly5do0qQJ9PT0cPToURQWFgoBo6ioKDRu3BgtW7YEUFQ3dvTo0di3bx9SU1PRvn17scy0khQVFaGuro6YmBjhvOXl5Qn1PqtDUVERQFG2ZVxcHFavXg2gqPRJ8+bNxdpW5dqobOwBZZ/b6OhotG7dGkuWLBGeK6u2s46ODnR0dODi4gJra2v4+vpi1KhR6NKlC27dulXhNVXWdk+cOIHevXuLvYeW1a48VRnLkoqIiICSkpJYeQUAGDhwILS1teHr64vz589jwoQJZQZjK/Ls2TMkJSXBx8cH/fr1A4AK6xRXRFFRsdrvYV26dMGjR49Qv379ckvCqKiolJrgKj4+vlQQVVJVuS4lVZXxGxQUhBEjRgg/Dmlra0NNTQ3h4eHC++7r168RExNTYdmd+Ph41KtXT+z6jIiIwLfffov169dLVELiQ3/++afw48aLFy+QnJwMPT09AKj0Gmvfvj3y8vJw7do14S6N1NRU4e4GIiIiIiKij6HWyiA8efIEcXFx+Pbbb4XnrK2toaamBisrK0RFReHOnTs4evSoMDHJ/Pnz4efnB29vb6SkpGDTpk0IDAyUKFuudevWEIlEOHnyJJ4+fYrs7Gw0btwY8+bNg4uLC/z9/ZGWloarV6/il19+ESZqqgotLS3cvXsX8fHxyMrKQm5uLsLCwqCjoyP25X3x4sWIjY3FjBkzcP36ddy+fRve3t7IysqCnJwcfvjhB8yfPx9hYWG4desWHBwc8ObNG7Hbg7W0tNC7d2/Y29sjPz+/wttQJ06cCJFIBAcHB9y6dQuhoaHw8PAo1S41NRXx8fF49OgR/v33X8THxyM+Pl7ITsvKysL27dtx+/ZtxMfHw9nZGYcPH/4ks2K3a9cOcXFxOH36NJKTk7F06VLExsaKtZk9ezbWrVuHoKAgJCUlwdnZGS9evBCCF9U9z05OTggLC4OHhwdSUlLg5eUlVq+2uH/FEx4lJCRg4sSJpTLWtLS0cOHCBTx8+BBZWVnCcsWZs4mJiZg+fToeP34sLBMTE4O1a9ciLi4OGRkZCAwMxNOnT4Vgw8qVK7Fu3Tps3boVycnJuHHjBnx9fYXaj82bN4eMjAzCwsLw+PFjvHr1Cnl5eTh16pTYmJGTk8OuXbsQEhKCkSNH4ty5c0hPT0dcXBwWLFgAR0dHAMCMGTNw//59zJ49G7dv30ZQUBCWL18OV1dXsSxEGxsbhISEYM+ePeUGkos5OzvD3d0dx48fx+3btzFjxgy8fPlSrE12drYwHgEI11nJW7IPHz6MiIgI3LlzB0FBQRgyZAisrKwwdOjQcrddlWujKmNPS0sL169fR1JSErKysvD+/Xu0a9cOGRkZOHDgANLS0rB161axQPi///6LWbNmISIiAvfu3UNUVBRiY2OFc7tw4UJER0cLE9ulpKQgKChIrG5sWWPqw0z+4nYxMTFIT09HVlZWhRmZVRnLkiqrT0DRDxFTp06Ft7c3Ll26VGkJhLIoKSmhadOm2LlzJ1JTU/H777/D1dX1f+pvdZiamsLY2BhWVlY4c+YM0tPTER0djSVLliAuLg4AMGjQIMTFxWHv3r1ISUnB8uXLSwVvq6Oq16UkKhu/QOnzKhKJMGfOHKxZswbBwcG4ceMGJk2aBA0NDVhZWQEoytjdvHkzEhIScOfOHezbt0+Y6LG4vMD58+cxYsQIODk5YcyYMXj06BEePXokNlHbsWPHKq2xDRRl1IeHh+PmzZuws7NDs2bNhL5Udo3p6urC1NQU33//PS5fvoxr167h+++/h4yMjFjJCSIiIiIioppUa8HaEydOoEePHmjWrJnwXMOGDXHmzBk0b94cw4cPh76+Ptzd3YWsHSsrK2zZsgUeHh7o2LEjduzYAV9fX5iYmFR5uy1atMDKlSuxaNEiqKqqCl/KVq9ejaVLl2LdunXQ09ODubk5QkJCoK2tXeV1jxkzBubm5hg4cCBUVFSwf//+MmtH6ujo4MyZM0hISECPHj1gbGyMoKAg1K9flOjs7u6OMWPGwNbWFl26dEFqaipOnz5dqk6ejY0NEhISMGrUqApv2ZeXl8eJEydw48YNGBkZYcmSJVi/fn2pdtOmTYORkRF27NiB5ORkGBkZwcjICH///bfQxt/fH926dUOfPn3w119/ISIiQqxO7Mcyffp0jB49GuPHj0fPnj3x7NkzsUxHoOiLt7W1NSZNmgRjY2Oh/mDJeqTVOc+9evWCj48PtmzZAkNDQ5w5c6bUZG6bNm2CkpISevfuDQsLC5iZmZXKDF21ahXS09PxzTffCJnIbm5u6NKlC8zMzGBiYiL8WFFMQUEBFy5cwPDhw6GjowM3Nzd4enoK9XSnTZuGXbt2wdfXF/r6+hgwYAD8/PyE/alfvz62bt2KHTt2QENDA5aWloiMjIS8vHyp/llaWiI6OhoNGjTAxIkToaurC2tra7x69UqYVb5FixYIDQ3F5cuXYWhoCEdHR9jb25c6HoMGDYKysjKSkpIwceLEco8tAMydOxe2traYPHmyUGagOKuzWFxcnDAegaKal0ZGRli2bJnQJjMzE7a2ttDV1YWTkxNsbW2xf//+CrddlWujKmPPwcEB7du3R7du3aCiooKoqCiMHDkSLi4umDVrFjp37ozo6GgsXbpUWEZKSgrPnj3DpEmToKOjg3HjxmHYsGFCxr2BgQEiIyORnJyMfv36CftbPEEXUHpM5eTkIDw8vNR7zrx58yAlJYUOHTpARUWlwlquVRnLkiovWAsUTUz26tUrdOzYsVQ5j6qoV68eDhw4gCtXrqBTp05wcXHBxo0b/6f+VodIJEJoaCj69++PKVOmQEdHBxMmTMC9e/eEGrNmZmZYunQpFixYgO7du+Off/6pkdv7q3pdSqKy8ZuWlobU1FSYmZmJLbdgwQLMnj0b33//Pbp3747s7GyEhYUJ78ONGjXCgQMHMGDAAHTs2BE//fQTXFxcsHPnTmEd/v7+ePPmDdatWwd1dXXhr3gSQqCo3nVSUlKl++Hu7g5nZ2d07doVjx49wokTJ4Q7Dqpyje3duxeqqqro378/Ro0aBQcHBzRu3Fjsc4WIiIiIiKgmiQqrOrNQDRs5ciT69u0rNqv0lyYvLw+qqqo4derUJwlokriCggLo6elh3Lhxwq3wVJQpnJeXh23bttV2V6iGBQYGws3NDbdu3artrgiuXr2KQYMG4enTp//z7f5Ud2zatAnnzp1DaGhobXcFAJCUlARdXV2kpKSgbdu2iIiIwMCBA/HixQuhZnBNePDgATQ1NXHu3LlyJwot6fXr11BUVESP9T1QX6ZWK08REREREX1VomZH1XYXxBR/N3j16hUUFBQqbFtr3xz69u0La2vr2tr8J/H8+XO4uLige/futd2Vr8K9e/dw5swZDBgwALm5ufDy8sLdu3crzez82nTq1Ol/nkSM6iZ5efkys+ZrU15eHn755RcGar8wLVu2xOLFi2u7GwCKPmuPHDkCBQUFYdLEmvL7778jOzsb+vr6yMzMxIIFC6ClpSXU2CYiIiIiIqpptZZZS1TT7t+/jwkTJuDmzZsoLCxEp06d4O7uzi/VRERfsFGjRuHKlStwd3cXfpyrqcza06dPY+7cubhz5w4aN26M3r17Y/PmzWVORlkWZtYSEREREdWOzzmzlsFaIiIioo9Akv+QERERERHRl0uS7wa1NsEYEREREREREREREf0f3pNHRERE9BEU37z0+vXrWu4JERERERHVpuLvBFUpcMBgLREREdFH8OzZMwCo8YnPiIiIiIjo8/TPP/9AUVGxwjYM1hIRERF9BMrKygCAjIyMSv9DRlSZ169fQ1NTE/fv32cNZPqfcCxRTeJ4oprE8UQ1pS6OpcLCQvzzzz/Q0NCotC2DtUREREQfQb16RVMDKCoq1pn/JNLnT0FBgeOJagTHEtUkjieqSRxPVFPq2liqagIHJxgjIiIiIiIiIiIiqgMYrCUiIiIiIiIiIiKqAxisJSIiIvoIGjVqhOXLl6NRo0a13RX6AnA8UU3hWKKaxPFENYnjiWrK5z6WRIWFhYW13QkiIiIiIiIiIiKirx0za4mIiIiIiIiIiIjqAAZriYiIiIiIiIiIiOoABmuJiIiIiIiIiIiI6gAGa4mIiIiIiIiIiIjqAAZriYiIiKrp119/hZaWFqSlpdGzZ09cvny5wvaHDx+Grq4upKWloa+vj9DQ0E/UU/ocSDKefHx80K9fPygpKUFJSQmmpqaVjj/6ekj63lTswIEDEIlEsLKy+rgdpM+KpOPp5cuXmDlzJtTV1dGoUSPo6Ojw844ASD6WNm/ejPbt20NGRgaamppwcXHB27dvP1FvqS67cOECLCwsoKGhAZFIhOPHj1e6TEREBLp06YJGjRqhbdu28PPz++j9rC4Ga4mIiIiq4eDBg3B1dcXy5ctx9epVGBoawszMDE+ePCmzfXR0NKytrWFvb49r167BysoKVlZWuHnz5ifuOdVFko6niIgIWFtb4/z587h06RI0NTUxdOhQPHz48BP3nOoaScdSsfT0dMybNw/9+vX7RD2lz4Gk4+ndu3cYMmQI0tPTceTIESQlJcHHxwctWrT4xD2nukbSsRQQEIBFixZh+fLlSExMxO7du3Hw4EH8+OOPn7jnVBfl5OTA0NAQv/76a5Xa3717FyNGjMDAgQMRHx+POXPmYNq0aTh9+vRH7mn1iAoLCwtruxNEREREn5uePXuie/fu8PLyAgAUFBRAU1MTs2fPxqJFi0q1Hz9+PHJycnDy5EnhuV69eqFz587Yvn37J+s31U2SjqcP5efnQ0lJCV5eXpg0adLH7i7VYdUZS/n5+ejfvz+mTp2KP/74Ay9fvqxSlhJ9+SQdT9u3b8fGjRtx+/ZtNGjQ4FN3l+owScfSrFmzkJiYiPDwcOG5uXPnIiYmBhcvXvxk/aa6TyQS4dixYxXeFbJw4UKEhISIJUlMmDABL1++RFhY2CfopWSYWUtEREQkoXfv3uHKlSswNTUVnqtXrx5MTU1x6dKlMpe5dOmSWHsAMDMzK7c9fT2qM54+9ObNG7x//x7Kysofq5v0GajuWFq1ahWaN28Oe3v7T9FN+kxUZzwFBwfD2NgYM2fOhKqqKjp16oS1a9ciPz//U3Wb6qDqjKXevXvjypUrQqmEO3fuIDQ0FMOHD/8kfaYvy+f2//D6td0BIiIios9NVlYW8vPzoaqqKva8qqoqbt++XeYyjx49KrP9o0ePPlo/6fNQnfH0oYULF0JDQ6PUFxH6ulRnLF28eBG7d+9GfHz8J+ghfU6qM57u3LmD33//HTY2NggNDUVqaipmzJiB9+/fY/ny5Z+i21QHVWcsTZw4EVlZWejbty8KCwuRl5cHR0dHlkGgainv/+GvX7/Gv//+CxkZmVrqWdmYWUtERERE9Blzd3fHgQMHcOzYMUhLS9d2d+gz8s8//8DW1hY+Pj5o1qxZbXeHvgAFBQVo3rw5du7cia5du2L8+PFYsmQJy/2QxCIiIrB27Vps27YNV69eRWBgIEJCQrB69era7hrRR8fMWiIiIiIJNWvWDFJSUnj8+LHY848fP4aamlqZy6ipqUnUnr4e1RlPxTw8PODu7o5z587BwMDgY3aTPgOSjqW0tDSkp6fDwsJCeK6goAAAUL9+fSQlJeGbb775uJ2mOqs6703q6upo0KABpKSkhOf09PTw6NEjvHv3Dg0bNvyofaa6qTpjaenSpbC1tcW0adMAAPr6+sjJycH333+PJUuWoF495h5S1ZX3/3AFBYU6l1ULMLOWiIiISGINGzZE165dxSa9KCgoQHh4OIyNjctcxtjYWKw9AJw9e7bc9vT1qM54AoANGzZg9erVCAsLQ7du3T5FV6mOk3Qs6erq4saNG4iPjxf+Ro4cKcyWramp+Sm7T3VMdd6b+vTpg9TUVCHoDwDJyclQV1dnoPYrVp2x9ObNm1IB2eIfAQoLCz9eZ+mL9Ln9P5yZtURERETV4OrqismTJ6Nbt27o0aMHNm/ejJycHEyZMgUAMGnSJLRo0QLr1q0DADg7O2PAgAHw9PTEiBEjcODAAcTFxWHnzp21uRtUR0g6ntavX49ly5YhICAAWlpaQu1jeXl5yMvL19p+UO2TZCxJS0ujU6dOYss3adIEAEo9T18nSd+bfvjhB3h5ecHZ2RmzZ89GSkoK1q5dCycnp9rcDaoDJB1LFhYW2LRpE4yMjNCzZ0+kpqZi6dKlsLCwEMvcpq9TdnY2UlNThcd3795FfHw8lJWV0apVKyxevBgPHz7E3r17AQCOjo7w8vLCggULMHXqVPz+++84dOgQQkJCamsXKsRgLREREVE1jB8/Hk+fPsWyZcvw6NEjdO7cGWFhYcLkBRkZGWIZIb1790ZAQADc3Nzw448/ol27djh+/DgDIgRA8vHk7e2Nd+/e4T//+Y/YepYvX44VK1Z8yq5THSPpWCKqiKTjSVNTE6dPn4aLiwsMDAzQokULODs7Y+HChbW1C1RHSDqW3NzcIBKJ4ObmhocPH0JFRQUWFhb46aefamsXqA6Ji4vDwIEDhceurq4AgMmTJ8PPzw+ZmZnIyMgQXtfW1kZISAhcXFywZcsWtGzZErt27YKZmdkn73tViAqZP05ERERERERERERU6/iTKhEREREREREREVEdwGAtERERERERERERUR3AYC0RERERERERERFRHcBgLREREREREREREVEdwGAtERERERERERERUR3AYC0RERERERERERFRHcBgLREREREREREREVEdwGAtERERERERERERUR3AYC0RERERERERERFRHcBgLREREREREX1x7OzsIBKJSv2lpqbWdteIiIjKVb+2O0BERERERET0MZibm8PX11fsORUVFbHH7969Q8OGDT9lt4iIiMrFzFoiIiIiIiL6IjVq1Ahqampif4MHD8asWbMwZ84cNGvWDGZmZgCAmzdvYtiwYZCXl4eqqipsbW2RlZUlrCsnJweTJk2CvLw81NXV4enpCRMTE8yZM0doIxKJcPz4cbE+NGnSBH5+fsLj+/fvY9y4cWjSpAmUlZVhaWmJ9PR04XU7OztYWVnBw8MD6urqaNq0KWbOnIn3798LbXJzc7Fw4UJoamqiUaNGaNu2LXbv3o3CwkK0bdsWHh4eYn2Ij49nVjER0WeCwVoiIiIiIiL6qvj7+6Nhw4aIiorC9u3b8fLlSwwaNAhGRkaIi4tDWFgYHj9+jHHjxgnLzJ8/H5GRkQgKCsKZM2cQERGBq1evSrTd9+/fw8zMDI0bN8Yff/yBqKgoyMvLw9zcHO/evRPanT9/HmlpaTh//jz8/f3h5+cnFvCdNGkS9u/fj61btyIxMRE7duyAvLw8RCIRpk6dWiqb2NfXF/3790fbtm2rd8CIiOiTYRkEIiIiIiIi+iKdPHkS8vLywuNhw4YBANq1a4cNGzYIz69ZswZGRkZYu3at8NyePXugqamJ5ORkaGhoYPfu3fjvf/+LwYMHAygK+LZs2VKi/hw8eBAFBQXYtWsXRCIRgKJAapMmTRAREYGhQ4cCAJSUlODl5QUpKSno6upixIgRCA8Ph4ODA5KTk3Ho0CGcPXsWpqamAIA2bdoI27Czs8OyZctw+fJl9OjRA+/fv0dAQECpbFsiIqqbGKwlIiIiIiKiL9LAgQPh7e0tPJaTk4O1tTW6du0q1i4hIQHnz58XC+wWS0tLw7///ot3796hZ8+ewvPKyspo3769RP1JSEhAamoqGjduLPb827dvkZaWJjzu2LEjpKSkhMfq6uq4ceMGgKKSBlJSUhgwYECZ29DQ0MCIESOwZ88e9OjRAydOnEBubi7Gjh0rUV+JiKh2MFhLREREREREXyQ5Obkyb/2Xk5MTe5ydnQ0LCwusX7++VFt1dfUq13oViUQoLCwUe65krdns7Gx07doV+/btK7VsyYnPGjRoUGq9BQUFAAAZGZlK+zFt2jTY2tri559/hq+vL8aPHw9ZWdkq7QMREdUuBmuJiIiIiIjoq9alSxccPXoUWlpaqF+/9Nfkb775Bg0aNEBMTAxatWoFAHjx4gWSk5PFMlxVVFSQmZkpPE5JScGbN2/EtnPw4EE0b94cCgoK1eqrvr4+CgoKEBkZKZRB+NDw4cMhJycHb29vhIWF4cKFC9XaFhERfXqcYIyIiIiIiIi+ajNnzsTz589hbW2N2NhYpKWl4fTp05gyZQry8/MhLy8Pe3t7zJ8/H7///jtu3rwJOzs71Ksn/pV60KBB8PLywrVr1xAXFwdHR0exLFkbGxs0a9YMlpaW+OOPP3D37l1ERETAyckJDx48qFJftbS0MHnyZEydOhXHjx8X1nHo0CGhjZSUFOzs7LB48WK0a9cOxsbGNXOgiIjoo2OwloiIiIiIiL5qGhoaiIqKQn5+PoYOHQp9fX3MmTMHTZo0EQKyGzduRL9+/WBhYQFTU1P07du3VO1bT09PaGpqol+/fpg4cSLmzZsnVn5AVlYWFy5cQKtWrTB69Gjo6enB3t4eb9++lSjT1tvbG//5z38wY8YM6OrqwsHBATk5OWJt7O3t8e7dO0yZMuV/ODJERPSpiQo/LKhDRERERERERJUyMTFB586dsXnz5truSil//PEHBg8ejPv370NVVbW2u0NERFXEmrVEREREREREX4jc3Fw8ffoUK1aswNixYxmoJSL6zLAMAhEREREREdEXYv/+/WjdujVevnyJDRs21HZ3iIhIQiyDQERERERERERERFQHMLOWiIiIiIiIiIiIqA5gsJaIiIiIiIiIiIioDmCwloiIiIiIiIiIiKgOYLCWiIiIiIiIiIiIqA5gsJaIiIiIiIiIiIioDmCwloiIiIiIiIiIiKgOYLCWiIiIiIiIiIiIqA5gsJaIiIiIiIiIiIioDvh//h/y7+zaf5IAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Column Image_Path has 200 unique values.\n", + "Column Label has 3 unique values.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Label\n", + "Covid 91\n", + "Normal 56\n", + "Viral Pneumonia 53\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "# Count unique image paths\n", + "unique_paths = train_df['Image_Path'].nunique()\n", + "print(f\"Number of unique image paths: {unique_paths}\")\n", + "\n", + "# Image paths distribution by label (top 20 paths for readability)\n", + "plt.figure(figsize=(10, 6))\n", + "sns.countplot(data=train_df, y='Image_Path', hue='Label', order=train_df['Image_Path'].value_counts().index[:20])\n", + "plt.title('Top 20 Image Paths Distribution by Label')\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Image Path')\n", + "plt.show()\n", + "\n", + "# Unique values for each categorical column\n", + "for column in train_df.select_dtypes(include=['object']).columns:\n", + " unique_values = train_df[column].nunique()\n", + " print(f\"Column {column} has {unique_values} unique values.\")\n", + "\n", + "# Missing values heatmap\n", + "plt.figure(figsize=(12, 8))\n", + "sns.heatmap(train_df.isnull(), cbar=False, cmap='viridis')\n", + "plt.title('Heatmap of Missing Values')\n", + "plt.show()\n", + "\n", + "# Label counts summary\n", + "label_counts = train_df['Label'].value_counts()\n", + "print(label_counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IVxxrO5HHEkt", + "outputId": "7f900276-51d9-49a2-c8c5-3fb349def0ff" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Image_Path 0\n", + "Label 0\n", + "dtype: int64\n", + "0\n" + ] + } + ], + "source": [ + "# Data Cleaning\n", + "print(train_df.isnull().sum())\n", + "train_df.fillna(method='ffill', inplace=True)\n", + "print(train_df.duplicated().sum())\n", + "train_df.drop_duplicates(inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oQjzKhMJlKIL" + }, + "source": [ + "# Customizing model according to our usecase\n", + "This code snippet summarizes the process of creating a custom keras categorical classification model in Keras. It involves loading the pre-trained Xception , VGG16 and ResNet50 model, freezing its layers, adding custom layers for classification, compiling the model, shuffling the training data, and training the model. Finally, the trained model is saved as an HDF5 file ." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "id": "-O7Tlhks4Wq9" + }, + "outputs": [], + "source": [ + "from keras import Sequential\n", + "from keras.layers import Dense\n", + "from keras import optimizers\n", + "from keras.layers import Dense, GlobalAveragePooling2D\n", + "\n", + "from keras.layers import Dropout\n", + "\n", + "def create_model(base_model, input_shape, num_classes):\n", + " base_model.trainable = True # Unfreeze the base model\n", + " model = Sequential([\n", + " base_model,\n", + " GlobalAveragePooling2D(),\n", + " Dense(512, activation='relu'),\n", + " Dropout(0.5),\n", + " Dense(256, activation='relu'),\n", + " Dropout(0.5),\n", + " Dense(num_classes, activation='softmax')\n", + " ])\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "id": "DExUmXHQsy4C" + }, + "outputs": [], + "source": [ + "from keras.callbacks import EarlyStopping , ReduceLROnPlateau\n", + "def train_and_evaluate(model, train_data, val_data, model_name, epochs=10):\n", + " # Compile the model\n", + " model.compile(optimizer=optimizers.Adam(learning_rate=0.0001), loss='categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + " # Early stopping callback\n", + " early_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n", + " reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=3, min_lr=0.001)\n", + "\n", + " # Train the model with the specified number of epochs\n", + " history = model.fit(train_generator,\n", + " validation_data=validation_generator,\n", + " steps_per_epoch=len(train_generator),\n", + " epochs=epochs,\n", + " callbacks=[early_stopping])\n", + "\n", + " # Evaluate the model\n", + " val_accuracy = history.history['val_accuracy'][-1]\n", + " print(f'{model_name} Validation Accuracy: {val_accuracy:.4f}')\n", + "\n", + " # Plot training history\n", + " plt.plot(history.history['accuracy'], label='accuracy')\n", + " plt.plot(history.history['val_accuracy'], label='val_accuracy')\n", + " plt.xlabel('Epoch')\n", + " plt.ylabel('Accuracy')\n", + " plt.ylim([0, 1])\n", + " plt.legend(loc='lower right')\n", + " plt.title(f'{model_name} Accuracy')\n", + " plt.show()\n", + "\n", + " return history" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "id": "18wq4-fQtA07" + }, + "outputs": [], + "source": [ + "def model_training (base_models):\n", + " # Directory to save the models\n", + " save_dir = 'saved_models'\n", + " if not os.path.exists(save_dir):\n", + " os.makedirs(save_dir)\n", + "\n", + " # Train and evaluate each model\n", + " histories = {}\n", + " for base_model, input_shape, model_name in base_models:\n", + " # Resize data if necessary (dummy data, so not applicable here)\n", + " if input_shape != (224, 224, 3):\n", + " # Resize X_train and X_val to the required input_shape\n", + " # This is just a placeholder, implement actual resizing if needed\n", + " pass\n", + "\n", + " # Create the model\n", + " model = create_model(base_model, input_shape, num_classes)\n", + "\n", + " epochs = 20\n", + " optimizer = optimizers.Adam()\n", + "\n", + " # Compile the model\n", + " model.compile(optimizer=optimizer, loss='categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + " print(f'Training {model_name}...')\n", + " history = train_and_evaluate(model, train_generator, validation_generator, model_name, epochs=epochs)\n", + " histories[model_name] = history\n", + "\n", + " # Saving the model after training\n", + " model.save(os.path.join(save_dir, f'{model_name}_saved.h5'))\n", + " print(f'Saved {model_name} model to {save_dir}/{model_name}_saved.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XVan93SBxnp1" + }, + "source": [ + "# Loading the Base-Model\n", + "This code snippet defines Xception , ResNet50 and VGG16 base model in Keras. The model is configured with an input shape of (224, 224, 3) for VGG16 & ResNet50 and input shape of (299 , 299 , 3) for Xception to match the size and channels of the images in the dataset. It includes all layers of the MobileNetV2 model up to the final fully connected layers but excludes the last fully connected layer, which is often customized for specific tasks." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "0MzS7OyUxaNE", + "outputId": "181b779e-6380-4fb3-e659-b41c0920f803" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training VGG16...\n", + "Epoch 1/20\n", + "7/7 [==============================] - 14s 1s/step - loss: 1.2237 - accuracy: 0.3950 - val_loss: 1.0243 - val_accuracy: 0.3922\n", + "Epoch 2/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 1.0931 - accuracy: 0.4050 - val_loss: 0.9318 - val_accuracy: 0.5686\n", + "Epoch 3/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.9017 - accuracy: 0.5300 - val_loss: 0.8318 - val_accuracy: 0.5686\n", + "Epoch 4/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.8211 - accuracy: 0.6150 - val_loss: 0.7879 - val_accuracy: 0.5490\n", + "Epoch 5/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.8249 - accuracy: 0.5900 - val_loss: 0.8915 - val_accuracy: 0.5294\n", + "Epoch 6/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.7604 - accuracy: 0.6250 - val_loss: 0.7342 - val_accuracy: 0.6078\n", + "Epoch 7/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.8071 - accuracy: 0.5900 - val_loss: 0.7301 - val_accuracy: 0.5686\n", + "Epoch 8/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.8819 - accuracy: 0.5450 - val_loss: 0.8822 - val_accuracy: 0.5490\n", + "Epoch 9/20\n", + "7/7 [==============================] - 11s 2s/step - loss: 0.7595 - accuracy: 0.6550 - val_loss: 0.6997 - val_accuracy: 0.6471\n", + "Epoch 10/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.7371 - accuracy: 0.6350 - val_loss: 0.6868 - val_accuracy: 0.7059\n", + "Epoch 11/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.6680 - accuracy: 0.6600 - val_loss: 0.8133 - val_accuracy: 0.5294\n", + "Epoch 12/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.6625 - accuracy: 0.6400 - val_loss: 0.6111 - val_accuracy: 0.7647\n", + "Epoch 13/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.6065 - accuracy: 0.6900 - val_loss: 0.7532 - val_accuracy: 0.6863\n", + "Epoch 14/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.5317 - accuracy: 0.7300 - val_loss: 0.5088 - val_accuracy: 0.7843\n", + "Epoch 15/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.4846 - accuracy: 0.7900 - val_loss: 0.6793 - val_accuracy: 0.8039\n", + "Epoch 16/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.5316 - accuracy: 0.7550 - val_loss: 0.5469 - val_accuracy: 0.8627\n", + "Epoch 17/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.5063 - accuracy: 0.7650 - val_loss: 0.4424 - val_accuracy: 0.8431\n", + "Epoch 18/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.5289 - accuracy: 0.7850 - val_loss: 0.4172 - val_accuracy: 0.8627\n", + "Epoch 19/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.4831 - accuracy: 0.7800 - val_loss: 0.5437 - val_accuracy: 0.8039\n", + "Epoch 20/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.4753 - accuracy: 0.8200 - val_loss: 0.4575 - val_accuracy: 0.8039\n", + "VGG16 Validation Accuracy: 0.8039\n" + ] + }, + { + "data": { + "image/png": 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ujru7e7rlvr6+Sm5EREQKmex0KbHraKmcatKkCcuWLUuzbMmSJTRp0sROEYmIiEhBY9fkJi4ujm3btrFt2zbAHOq9bds2Tpw4AZi3lPr06ZO6/bPPPsuRI0d49dVX2bdvH5999hk//fQT//3vf+0RvoiIiBRAdk1u/v77b+rVq0e9evUAGDx4MPXq1WP48OEAnD17NjXRAahQoQLz589nyZIl1KlTh7Fjx/L111/Trl07u8QvIiIiBU+Bmecmv8TExODn50d0dLT63IiIiBQSOfn+LlR9bkRERERuRsmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiLieGIjITHW3lHcmqR4iDlj7ygKNRd7ByAiIpKrtv4I814EixNUuBuqdoSqHcCvjL0jy1xsBBxYCPv/gCMrISUR2r0PTZ63d2SFksUwDMPeQeSnmJgY/Pz8iI6OxtfX197hiIhIblr7MSwZnvG64LB/Ep2SdcBiyd/YbmQYcG4v7J9vJjSnN2e83d0vQ8th9o21gMjJ97eSGxERKfwMw0xq1n1iPm8yAOr3MVtD9i2Ak38BN3zd+ZaGKu2hWkcofze4uOd9jNZkOL7OTGb2L4DLx9OuL93ATLyqdjTXL3/XXF6/L3T+CJyc8z7GAkzJTRaU3IiIOBhrCvw2ELb9aD5v8z9o9lLabeLPw4FFZtJweDkkJ/yzzs0bKrUyk4rKbcGzeO7FdjUaDi4xE5qDSyAx+p91zu4Qep+ZYFVpDz7Baff9ezLMHwyGDap3gW5fg6tH7sVWyCi5yYKSGxERB5J8BWb3M5MWixPc/ynUe/wm+1yFo6vMffb/AXER/6yzOEHZJv+0oJSomPOYLh2/1n9mARxbA7aUf9Z5+puJTNUOULEFuHllfaw9v8LPT4E1yWxh6jENPO7M7y4lN1lQciMi4iCuXIbpPeHEOrMV5JHJUK1Tzo5hs8HZrdduFf0BkbvSrvev+k+iU6ZhxreGcuMYWTnyJ8x4DJLizL5CvX4G74CcHcMBKLnJgpIbEREHEBsBUx8yEwl3X+g5A8o3u/3jXm912Tcfjq9N2+riFQBV2plJStkmcOpvs3XmwEKIPfvPdrnR+vNvZ7bC1Ich4TwUD4Xec6BY+ds/biGi5CYLSm5ERAq5i0fghwfh0jHwCoTHf4aSYbl/niuX4dDSjPvL/Fte9tu57vwh87qjT4B3MPT+BYJq5v55CiglN1lQciMiUoid3WG22MSfM1sues8xWzLyWpqRTvPh8gnwKfVP60yFfBpxFXMGfugGUXvBww8e+wnK3pX35y0AlNxkQcmNiEghdWyN2ccmMQaCasPjs9OPMMoPhgEJF8CzhH3mn0m4CNN7mMPbXYrAo9+Zt8scXE6+v1V+QURECr59880Wi8QYKNsUnvjdPokNmAmNl7/9JtbzLA6955q3v1KumAnf9hn2iaWAUnIjIiIF25YfYObjYE00bwH1/gWKFLV3VPbl5mkOCw/rDoYV5jwD6yfaO6oCQ8mNiIgUXGvGw7wB5kR2dR+HR38A1yL2jqpgcHaFrpPgrhfM54vegKVvmbfN7nBKbkREpOCx2WDxUFg6wnze7CV4YAI4q95zGk5O0O49aHXtdVrzkVk01JqS9X4OTr8lIiJSsFiTYd5A2D7NfN7mHWg20L4xFWQWC9w92Ozg/Psg2PoDXLkED31zx5ZrUMuNiIgUHEkJZv+a7dPA4gwPfKbEJrsa9IVHvzdna973O/z4MFyNydcQUqw2vllzlA1HLuTref9NyY2IiBQMVy7D1G7mjL8uHtDjR6jXy95RFS7Vu5iTGrr5wLHVMKUTxJ3Ll1PvOHWZrp+t5Z3f9/DGnJ0kpljz5bwZUXIjIiL2FxsBkzvCifXg7mdOzle1g72jKpwq3A1PzjfLRUTsgG/bmbM555HYq8m8NW83XSeuZdfpGHw9XHiqeSiuTvZLMdTnRkRE7OvCYfihqznrr3cQPP4LBNeyd1SFW8k60G+R+bpePALftM3119UwDBbtjmDEvN1ExiQC8EDdUgztVIMAn3yYrTkLSm5ERMR+zm6/Vk4hCopVuFZOoYK9o3IMJSpCv8Xm63tut9ky9thMKNfktg996lICI37dzbJ95i2vciU8ebdrLe6uXDCqldv9ttTEiRMpX748Hh4ehIeHs3Hjxiy3Hz9+PFWrVqVIkSKEhITw3//+l6tXr+ZTtCIikmuOroYpnc3EJrg29F+sxCa3+ZY0b1GF3GUW/vyhq1kf6xYlW218ueowbcatYtm+c7g6W3ixZSUWDbqnwCQ2YOfaUjNnzqRPnz5MmjSJ8PBwxo8fz6xZs9i/fz+BgYHptp82bRr9+vXj22+/pWnTphw4cIAnnniCHj16MG7cuGydU7WlRETsLDEWdv0CC/7PnHW4XHPoOc0sBCl5IykBZj9pdta2OJsj0DxL5OgQpy5dYcHOs5yLNW9BlS3uScfawfh7Z3ALyqck1H44NyJPVWgKZ4aHh9OoUSMmTJgAgM1mIyQkhBdffJHXX3893fYDBgxg7969LFu2LHXZyy+/zF9//cWaNWuydU4lNyIidhB9Gg78YbYaHF0F1iRzebXOd/R8LPnKmmxO8Ld9et6fq0xjeGpJrh4yJ9/fdutzk5SUxObNmxkyZEjqMicnJ1q3bs369esz3Kdp06ZMnTqVjRs30rhxY44cOcKCBQvo3bt3pudJTEwkMTEx9XlMTP6O+RcRuSMZBkTsNJOZ/Qvg7La064tVgDo94e6XNetwfnF2NecNKt0ATv19080NDE5fvsL2k9FcvTasu2xxT8JK++Hu4pz1zsVDcyPiW2a336jz589jtVoJCgpKszwoKIh9+/ZluM9jjz3G+fPnad68OYZhkJKSwrPPPssbb7yR6XlGjhzJ22+/nauxi4hIBlKSzLlV9l9roYk5dcNKC4Q0Nod3V+0I/lXsV1X7TubkBI3/Y/5k4eTFBIbO3cWfB6IACPX34t2utWhUyT8/orxthSpdXrlyJe+//z6fffYZ4eHhHDp0iJdeeol33nmHYcOGZbjPkCFDGDx4cOrzmJgYQkJC8itkERHHlnARDi01W2cOLoWk2H/WuRSBii3NhKZKe/AuOB1OJWPJVhtfrT7CJ8sOcjXZhpuzE8+3qMiz91bEw/UmrTUFiN2SG39/f5ydnYmMjEyzPDIykuDg4Az3GTZsGL179+app54CoHbt2sTHx/P000/z5ptv4pTBhEHu7u64u9t3vL2IiEO5ePSf203H14Fxw0y0XoH/tM6E3ptpBe8zl68Qn5hC5SCffApabmbz8Yu88csu9keaCWqT0BK8+2AtKgZ42zmynLNbcuPm5kaDBg1YtmwZXbt2BcwOxcuWLWPAgAEZ7pOQkJAugXF2NjNJO/aLFhFxbDYbnN5sJjP7/4CovWnXB9b4J6EpVd+89ZGFdYfO85/v/yY+yUqHWsH8X7uqhBbCL1BHEZ2QzKiF+5i+8QQAxb3ceLNjdbrVL42lkN46tOttqcGDB9O3b18aNmxI48aNGT9+PPHx8Tz55JMA9OnTh9KlSzNy5EgAunTpwrhx46hXr17qbalhw4bRpUuX1CRHRERygc0KBxdfS2gWQvwN9YkszlCuKVTrZN5uysHcNIt3RzBg+laSUmwA/LErgiV7IunZuCwDW1W2+8y29paUYuOvoxc4GBmHXxFXinu5UczLjeKebhTzcsXb3SXXEg7DMJi3/Qzv/L6H83Hm6LVHG5ZhSIfqFPNyy5Vz2Itdk5vu3bsTFRXF8OHDiYiIoG7duixcuDC1k/GJEyfStNQMHToUi8XC0KFDOX36NAEBAXTp0oX33nvPXpcgIuJ4DAN+7g+75/yzzN0XKrU2W2cqt4YixXJ82F+2nOL/Zu/AajNoWyOIF1tWZvzSAyzbd44fNhznly2nePqeijx1dwW83AtVl9DbEns1mT8PRLF4dyQr9p8j9mpKptu6Olso5ulmJj3X//VyvZb8/Hu5mRQVcUv/x/+x8/EMnbuLNYfOA1Ap0Jv3utYiPDRnc98UVHad58YeNM+NiMhN7PoZZvcDJ1do8ARU62hOtOdy63/NT1l7lLd+2wNAt/qlGfNQGC7O5h+v6w9fYNQfe9l+KhqAAB93BrWuTPeGIanbOJpzMVdZsjeSxbsjWX/4AklWW+o6f283GpQrRkKSlYvxSVyKT+JiQhJXk21ZHDFzHq5OaZIfLzcXlu8/R1KKDTcXJwa2rMTT91TEzaVgv9aFZhI/e1ByIyKShfjzMLExJFyA+4bAfeknVM0JwzD4dPkhxi05AMATTcszvHMNnJws6babv/MsYxbu58TFBAAqBnjxavtqtK0RVGj7ftzo0Lk4luyJZPGeCLaeuJxmXQV/L9rWCKJtzSDqhhTD2Sn99V5JsnIpIclMeK7/G5/ExYTk1AToUvw/6y/FJ6dJmv7t7sr+vPNALcr7e+X2peYJJTdZUHIjIpKF2f1h12wIrAlPr7yt1hrDMHh3/l6+WXMUgJdaVWZQ68pZJipJKTam/XWcT5Yf4mK82Q+kYbliDOlYnQblcn4rzJ5sNoNtpy6zeLeZ0ByJik+zvk5IUdrWCKJdzSAqBnjnegJnGAbxSVYu3ZgMJSRxIS6J0AAvWlQNLFRJo5KbLCi5ERHJxL75MOMxsDjBU8ugdP1bPlSK1caQX3Yya7M5kd/wzjXo1zz7HY9jribzxZ+H+WbN0dTbMe1rBvNq+4I9sioxxcq6wxdYvDuSpXsjiYr9Z4Z8V2cLTSr607ZGEG1qBBHkq5ITOaHkJgtKbkREMnDlMkwMh7gIaDYI2tz6zO6JKVZemr6NhbsjcLLA6IfCeKThrU2eGhF9lY+WHGDW5pPYDHB2stCzcQgvtapSYEZWRV9JZuX+cyzeE8nKfeeIT/pn3h9vdxdaVAukbY0g7q0agK+Hqx0jLdyU3GRByY2ISAZ+fQG2ToUSleHZ1ZlOvnczCUkpPPPDZlYfPI+bsxOf9KxL+1olbzu8A5GxjP5jH8v2mUPSPd2cefqeUP5zd6hdRladjb7C0j2RLN5jdghOsf3zVRrk606bGkG0qRHMXaHFb16HSbJFyU0WlNyISL5IiofvH4Ci5eDBLwp2cchDy2BqN8AC/RZC2btu6TDRCck8OWUjW05cxtPNmS97N6R55dytRbThyAVGLvhnZJW/97WRVY1CcM3lkVVWm8GpSwkcjorj8Ll489+oOA5Hxaf2B7qucqA3bWoE0bZmMGGl/dJ1mJbbp+QmC0puRCRf7JkHP/U2H4c/Bx1G2TeezCTGwmdNIPokhD8LHUbf0mHOxV6lzzcb2RcRi6+HC1P6NaZ+2bzpAHx9ZNUHi/Zz/II5sio0wItX21WjXc2cj6yKS0zhyPXE5YYk5tj5hExHG1ksUL9ssdT+MwW5H5CjyMn3dwH+U0JEpBA7suKfx399DkE1oX5v+8WTmaVvm4lN0XLQavgtHeLUpQQe//ovjl1IIMDHnR/6N6ZacN798WixWOgcVoq2NYJTR1YdiYrn2ambaVCuGG90rEaDcsXT7GOzGUTEXL2WwJitL9eTmMiYxEzOBO4uTlTw96JioDcVA7ypGOBFxQBvQgO88HTTV2hBpZYbEZG88HEduHQMyt8Nx1abE+I98fst3/LJE8fWwpSO5uM+v0LofTk+xKFzsTz+9UYiYq5SplgRpvYPz/d5U2KvJvPFn0f4es2R1JFV7WoGUaOkX2oCc/R8PAk3dPT9N39vdzNx+VcSU7poEd1iKiB0WyoLSm5EJM9dPAKf1DMTmteOwtznYO9v4BVgzh3jV8beEUJSAkxqZsZavy/c/0mOD7HzVDR9J2/kYnwSlQK9mdo/nGA/+w1vjoi+yvilB/jpb3Nk1b+5OFkoV8LTTF5uSGJCA7zxK6JRTAWdbkuJiNjT4eXmv2XvAncf6DoJLh6FyF3mPDJPLgQ3T/vGuPJ9M7HxKQVt38nx7n8duUD/7/4mLjGFsDJ+THmyMcXtXGwx2M+DUQ+F0b95Bb5efRSbYaQmMaEBXpQt7pnrnY6lYFJyIyKS2w5f629z/TaPuzf0mAZftYCz281h1w9/a/ZKtYdTf8P6iebjLuPBwy9Huy/fF8lzU7eQmGLjrtDifNWnIT4FaP6WykE+jH44zN5hiB0phRURyU3WZDi6ynxcseU/y4uVg0e/BycX2P0LrBlnn/hSEs3kyrBBWHeo0i5Hu/+67TRPf7+ZxBQbrasHMuXJxgUqsREBJTciIrnr9GZIjIEixaFknbTryjeHDmPMx8vegf1/5H98qz6EqH1m/5/2ORuePnXDcQbN3EaKzaBr3VJ8/ngDPFw1QZ0UPEpuRERy0/X+NqH3gVMGX/yN+kPD/oABPz8F5/bmX2xnd/zTYtTxQ/AsnvX2N/hs5SGGzt2FYUCfJuUY92hd9V+RAku/mSIiuel6f5sbb0n9W4fRUK45JMXB9B6QcDHv47Imm7ejbClQ/X6o2TVbuxmGwcg/9jJm4X4ABrSoxNv319TwaCnQlNyIiOSWK5fh9N/m44otMt/O2RUe/Q6KljXnwpn1BFhT8ja2dZ9AxA4oUsxstckGq83gjTm7+OLPIwC80bEar7SrmuMZgEXym5IbEZHccnSV2VHXv+rN57Lx8oce08HVC47+CYvfzLu4ovbDymv9a9qPAp+gm+6SlGLjpRlbmb7xBBYLjOpWm6fvqZh3MYrkIiU3IiK55Xp/m6xabW4UXAu6fWE+/msSbPk+92OyWc3bUdYkqNzWHCF1E7vPRPPIpHX8vuMsrs4WJvSsT4/GZXM/NpE8ouRGRCQ3GAYcXmY+zqq/zb9V7wL3vWE+/n0wnNiQu3H99QWc2gTuvtB5fJZz68QnpvDu73u4f8Jatp+Kxsfdha/6NKRTWMncjUkkj2kSPxGR3HDxCFw+YZZcKNcsZ/ve83/m7MV758HMx+E/K6BoSO7EtOx/5uM2/wO/0pluumRPJCN+3cWZ6KsAdAoryfDONQjytV85BZFbpeRGRCQ3pCm54J2zfZ2c4MHrJRp2miUa+i26vRINNhvMGwgpV6DCPdDgiQw3Oxt9hbfm7WbR7kgAyhQrwjtda9GiauCtn1vEznRbSkQkNxxZaf6b3f42/+bmBT2ngae/Oarp1+fNW123assUsxq5qyd0+STd7SirzeDbNUdpPfZPFu2OxMXJwrP3VmTJf+9VYiOFnlpuRERuV2YlF3KqaFno/gN81wV2z4GgmuYtq5y6fBIWDzcftxoOxSukWb3zVDRD5uxg1+kYABqUK8Z7D9aiWnDWlZZFCgslNyIit+vGkgvBdW6+fVbKNTXnofl9ECx/FwJrQLVO2d/fMMx9k2IhJBwaP526KvZqMmMXH+D79cewGeDr4cLrHarTo1GIJuUTh6LkRkTkdqUpuZALd/sbPml2MN70NfzyNPRfAkE1srfv9hlwaCk4u8P9E8DJGcMwWLQ7grfm7SEixuww/EDdUgztVIMAH/fbj1ekgFFyIyIFl80Gl49DsfJZDmG2u9T5bW7jltS/tR9lTr53bDXM6GmOoLpZLajYSFj4uvn4vtchoAqnLiXw1rzdLN17DoByJTx554Fa3FMlIPdiFSlg1KFYRAqmxFiY+iB8Uhd2zrZ3NJm7csm8LQW33pk4I86u8Mh3ULTctRINfc2+PZkxDJg/GK5ehpJ1SblrAF+tOkKbcatYuvccrs4WBrSoxKJB9yixEYen5EZECp7482an2usjkDZ9bddwspSTkgs55VUCel4v0bAKFmVRomHPXNj3Ozi5sK/x+3T57C/eW7CXK8lWGpcvzoKBd/NKu6p4uGZQqVzEwSi5EZGC5fJJ+LY9nNlqdtDFAic3mHPAFER5cUvqRkE1oduX5uONX8Dm79JvE38B5r8CwIqA3nT46TJ7z8ZQ1NOVMQ+FMePpu6gc5JM38YkUQEpuRKTgOLcPvmkLFw6CbxlzIrvQe811O36yb2wZMYy8T24AqneGFtdabea/DMfXpw1j4euQcJ5DlOXp4y0wDOhWvzTLBt/LoxoJJXcgJTciUjCc3ATftoPYM+Ytnv6LIaAK1Olprt8x4/YmtcsLN5ZcKJ/Dkgs5dc//QY2uYEs2SzRcPglA1N9zsez8CathYXDifwjx92PaU+GMe7QuJbw1EkruTEpuRMT+Di6F7+83O8OWaQT9Fv5TB6laZ3OW3YtH4NTfdg0znRtLLrh55e25LBbo+hkE14aE8xjTe/Ldog3YfhsEwLe2zrRs1Z4FL91N00r+eRuLSAGn5EZE7GvHLJjeHZIToGIr6PNr2iHP7t5m5WwwW28KksMrzH9zc5RUVty8oMc0bEX8sUTu5IF13QiyXOKsc2laPf8Rg1pXUYdhEZTciIg9/fUF/PIU2FKg1sPQc0bGLSBh3c1/d/0MKUn5G2NmcqvkQg5tjvbm2eRBJBnOFLXEAxDc+ytCS2p4t8h1Sm5EJP8ZBix/D/541Xze+Bno9hW4uGW8feh94B1szilzcHG+hZmlU3+bJQ5yo+RCNhiGweS1R+n+xQYWx4XySZHnMSxO0HQglrzu7yNSyGiGYhHJXzarOeJn82TzeYs3zc6yWc1A7OQMtR+G9RPMW1PVO+dPrFlJHSXVIndKLmQhPjGFIb/sZN72MwB0DivJcw+9hYXXwM07T88tUhgpuRGR/JOSCL/8B/b8Clig01ho1D97+9bpYSY3BxaZLThFiuVpqDeVH0PAgSNRcTw7dTMHIuNwcbIwpGN1+jUrj8ViATR3jUhGdFtKRPJHYiz8+LCZ2Di5wiOTs5/YgDlKKKgWWJNg95y8izM7rlyCM1vMx6F515l44a4I7p+wlgORcQT4uDP96bvo37zCtcRGRDKj5EZE8l78eZjS2eyA6+YNvWZBzQdzfpzrHYu3z8zd+HIqTcmF0rl++BSrjZF/7OXZqZuJS0yhcfnizH+xOY3K36RwpogASm5EJK9dPmFOznd2G3iWgL6/3frQ6dqPgMXJ/uUY8vCW1Pm4RHp/s5Ev/jwCwFPNK/Djf8IJ9PXI9XOJOColNyKSd87tvVZO4RD4hZjlFErXv/Xj+ZaECnYux2AYcChvkpvNxy/R+ZM1rD9yAU83ZyY8Vo+hnWvg6qz/qkVyQp8YEckbJzeaBTBjz0JANTOx8a98+8et08P8d/t0+5RjuHgEonO35IJhGHy37hg9vlxPRMxVKgZ4MW9AMzqHlcqV44vcaTRaSkRy38ElMLM3pFwxyyk89lPaWYdvx/VyDJeOwqlNENL4lg8VFZtI9JUkKgZ4Z7+Tbi6XXEhISuGNX3Yyd5s5zLtT7ZKMfjgMb3f99yxyq/TpEZHcteMnmPucOetwpdbw6Pe5W3fpejmGHTNh+4wcJzcpVhsr9kcxc9MJVuyPwmozKOXnQduawbStEUSjCsWzvg2Ui/1tjp6P59kfNrM/MhZnJwtDOlTTaCiRXKDkRkRumWEYLNkTSbCfB7VL+2H5axIsfN1cWfsR6Po5OLvm/onr9DCTm92/QPtRmc9sfINj5+OZ+fdJft58inOxianL3VycOBN9lSnrjjFl3TF8PVxoVT2ItjWCuKdKAF43tqBYk+HoavPxbSY3i3dH8PJP24lNTMHf252Jj9UjPLTEbR1TRExKbkTkln2z5ijvzt8LGIzwmsOT1tkAWBs9g3OHUXk3c2+Fe8GnpNmf5+DiTGcsvpps5Y9dZ5m56SQbjlxMXV7Cy42HGpTh0YZlKFPMkzUHz7NkTyRL90ZyIT6JOVtPM2fradxcnGheyZ+2NYJoVT2IgItbzJILniUgOOyWQk+x2hi75ACfrzwMQMNyxZjYqz5BGg0lkmuU3IjILTkXe5XxSw/ihI33XSfTw7oMgA+SH+X7TS1pGbudtjWCubdqQO73H7lejmHdpxmWY9h1OpqZm04yd9tpYq+mAGZ1h3urBNC9YQitqgfh5vJP4tW6RhCtawRhtRlsOXGJJXsiWbQ7guMXEli+7xzL953DYtnJmOK/8QgQV7o53reQuJ2PS2Tg9K2sO3wBgH7NKjCkYzWNhhLJZRbDsMdwA/uJiYnBz8+P6OhofH197R2OSKH1f7O2M3fzMb7z/YKmSWsxsDC39Mu8F3kX5+P+qdzt5uxE00olaFsjmNbVA3NvvpaIXTCpGTi7wcv7ibb4MG/7GWZuOsGu0zGpm5UuWoTujUJ4uEEZShUtku3DG4bBwXNxLN4dwZI9kWw/Fc0ct+HUczrE/yU/zbYSnWlTI4i2NYMJK+2Hk1PW/WS2nrjE8z9u4Wz0VTzdnBn9UBhd6mg0lEh25eT7W8mNiOTYtpOX6TpxLa+4zGSAy69mgtHtK6jZFavNYNvJSyzeHcniPZEcPR+fZt96ZYvStkYwbWoEUSnw9oo+Gp83xRK5m1nBgxl6qjGJKTbATKja1gyie6MQmlX0v2nikR0RkWcI/LwmTthonjSBU7Z/Rn8F+bqbiU6NYO4KLZGmVcgwDKb+dYL//babZKtBaIAXkx5vQJUg1YUSyQklN1lQciNye2w2g26fryP51FbmuQ/HGSs8MiXDcgqGYXA4Ko5F1xKd7Scvp1kfGuBF2xrBtK0ZRN0yRbOdhJyLvcrPm0/Duk94LmkKf9uq8HDSW1QJ8qZ7o7I8WK80xb1u3sk4R3bPhVl9IaAa0f3WsHL/ORbvieTP/VHEJaakbubj7sJ91QJpWyOI8NDijFqwj1+2ngagfc1gPngkDB+PPOhkLeLglNxkQcmNyO35efMpXp+1md/dh1LVcsJMah6Zkq19I2OusmSPmeisP3yeZOs///0E+LjTunoQbWsG0bRiCdxdnNPsm2K18eeBKGZsOsnyfeew2gwCucR69wE4Wwx2P/wnNWrWybth1PMGwpbv4K7nof3I1MWJKVbWH77A4j2RLNkTSdQNI7Guc3ay8Fr7qvzn7lAN8xa5RUpusqDkRuTWxSWm0OLDlfRImM7LrrOhSHF4YSN4B+T4WDFXk/lzfxSL90Syct85Ym9o/fByc+a+qoG0rRlElSAfft9xhtmbTxEZ80/i0KBcMbo3DKHbnhdxOboC7hsC972eK9eZjmHA+DBzZuJes6Fymww3s9kMtp+6zOI9kSzeHcHhqHj8vd34tGd9mlTUMG+R26HkJgtKbkRu3cg/9rJ81SoWuL+BKynQ7WsIe+S2j5uUYmPDkQss3mN23r0xiblRcS83utUrTfdGIVS+3mdl+0yY8zQUqwADt5rDonLbhcPwaX2zb9Frx7I9KeHJiwn4ebriq9tQIrctJ9/fGgouItlyJCqO79YcYobrJDOxqdLBHI6dC9xcnLinSgD3VAngf/fXYsfpaJbsiWDx7kgORcVxd+UAejQKofW/hnAD5jDw371ypRxDpq7PShwSnqPZlkOKe+Z+LCJyU0puRCRb3p2/l94soK7TEXD3g87j8qSVxMnJQt2QotQNKcr/tauGzWZk3dHYzetaOYYZt1SOIVtyseSCiOQ9zRwlchNXkqysO3Seq8lWe4diNyv2nePI/u287DLLXNDuXfDNnzlasjWCqk53899dP0NKxre0bpk1GY6uMh8ruREpFNRyI5IJq81g9uaTjFtygMiYREoXLcLLbavQtW7pXJk3pbBISrHxzm+7GO36FR6WZAi9D+r1tndYaaUrx9Al9459ahMkxd1WyQURyV9quRH5F8MwWLY3kg4fr+K1n3cSGZOIkwVOX77C4J+20+nTNaw6EGXvMPPN5LVHaXb5V8Kd9mG4ekGXT/Km0+7tcHI2C3WCeWsqN12/JRXaIu9qZYlIrtInVeQG205epseXG+j/3d8ciIzDr4grQztVZ+vwtrzWvho+Hi7sPRtDn2838vjXf7HrdLS9Q85T52Kv8vPydbzuMh0AS+u3oFg5+waVmTo9zH8PLIKEi1lvmxPqbyNS6Oi2lOSLGRtPcC42ka51S1O2RMEbQXL8QjxjFu1n/o6zgDl658lm5Xn+3kr4eZrDeJ+7ryI9GoUwYcUhflh/nDWHztP50zV0rVuKl9tWdciRMWP+2MdQ2xd4OSdihDTB0ugpe4eUuaCaEFQbInfC7jnQqP/tHzPhIpzZaj6u2OL2jyci+ULJjeS5uVtP8/ovOwEYt+QAzSqVoHujsrStEYSHq/NN9s5bF+IS+XT5IaZuOE6KzcBigW71yjC4bRVKZ1BksZiXG8M61+CJpuX5cPF+ft12hrnbzrBgZwR9mpRjQMtKFPXM5Wn/7WTriUtYtv/IPa47sTm74/TAhIJ/W6ZOd1i8E3bMzJ3k5ugqMGwQUC3fOlCLyO3TJH6Spw6di+P+CWtISLJSKdCbw1FxXP+N8yviyoPXJmSrXjJ/34srSVa+WXOESX8eSa0LdG+VAF7vUC1Hsew8Fc2ohXtZe+gCAL4eLjzfohJPNC1v98TtdthsBv0n/MbHF57B15IAbf4HzV6yd1g3FxsB46qbCcmLW6BExds7XiYlF0Qk/+Xk+9vuf4ZNnDiR8uXL4+HhQXh4OBs3bsxy+8uXL/PCCy9QsmRJ3N3dqVKlCgsWLMinaCUnriRZeeHHLSQkWWkSWoJFg+5h1f+1YGCrypTy8yD6SjJT1h2jw8ereWDCGqb9dYLYq8l5GlOK1caMjSe478MVfLj4AHGJKdQq7cuPT4XzXb/GGSc2W3+EsdVg8TBIjEuzqnYZP6b2N/etFuxDzNUURv2xj5YfrmT25lNYbYXzb4efN5/ksaiP8LUkkBxUF+56wd4hZY9PsDmaC2DHT7d3LMOAwyvMx+pvI1Ko2LXlZubMmfTp04dJkyYRHh7O+PHjmTVrFvv37ycwMDDd9klJSTRr1ozAwEDeeOMNSpcuzfHjxylatCh16tTJ1jnVcpN//m/WdmZtPoW/tzsLXmpOoI9H6jqrzWD1wShmbjrJ0r2RqQUUi7g60ymsJD0ahdCgXLFcKzJojoA6x+iF+zh4zkxQyhQrwv+1q0qXsFKZD+0+tga+fwBs1+oe+ZaBDqOgWud0I4asNoM5W08zbvF+zkRfBaBasA+vd6jGvVUCCk3BxNiryYwa8y7v2cZjtbjg/OxqCKph77CyL7fKMZw/BBMa5LjkgojkjUJTWyo8PJxGjRoxYcIEAGw2GyEhIbz44ou8/nr6AniTJk3igw8+YN++fbi63lqtFiU3+WPW3yf5v9k7cLLA1KfCaVrRP9Ntz8clMmfLaWb+fZJD5/5pGakY4EX3RiF0q18Gf2/3W45l64lLjPxjHxuPmiNoinq6MqBFJXo3KZeu8nQal47Bly3gykVzGPDFw3D5hLmucjvoMBqKV0i329VkK9+tO8aEFYeIvWomRc0qlWBIh+rUKu13y9eRX8b/uo7eWx6lhCWWlHuG4NIyj4pR5pWkePigMiTHQ7/FUDb81o7z15fwx/9BhXug72+5G6OI5FihSG6SkpLw9PRk9uzZdO3aNXV53759uXz5Mr/++mu6fTp27Ejx4sXx9PTk119/JSAggMcee4zXXnsNZ+eMv6QSExNJTPxnxtKYmBhCQkKU3OSh/RGxPDBxDVeTbbzcpgovtqqcrf0Mw2DLiUvM2HiS33ec5cq1GYFdnCy0rh5E98Yh3FM5AOdsTqB37Hw8Hyzaz/yd5ggodxcnnmxWgefuq4hfkZskx4lx8E1bOLcbStaBJxeay1ePhbUfgy0ZXDzg7leg2UBwSZ98XU5IYuKKQ3y37jhJVhsAD9QtxSsFeGTV4ag49n76MJ2d1hNXtBreA1aDSyHsID3nWdg+HRr2g84f3doxpvWAA39A67eg+X9zNTwRyblC0efm/PnzWK1WgoKC0iwPCgoiIiIiw32OHDnC7NmzsVqtLFiwgGHDhjF27FjefffdTM8zcuRI/Pz8Un9CQkJy9TokrfjEFJ7/cTNXk23cXdmfF1pUyva+FouFBuWK88Ejddj4ZitGdqtNnZCipNgMFu6O4MnJm2g+ejnjFu/n5MWETI9zPi6REb/uovW4P5m/8ywWCzzcoAwrXrmP1ztUu3liY7PBnGfMxMYrEHpMAzdP86fVMHhunfnXfMpVWPEufN4UjqxMd5iinm682akGy16+lwfrlQbg121naDX2T975fQ+X4pOy/drkl/k/fUlnp/VYccL70UmFM7EBCLtejuGXWyvHYE2GY6vNx6EaAi5S2Nit5ebMmTOULl2adevW0aRJk9Tlr776Kn/++Sd//fVXun2qVKnC1atXOXr0aGpLzbhx4/jggw84e/ZshudRy03+MQyD/87cxtxtZwj29WD+wOaUuI3bSdfti4hh5qaTzNl6mssJZodjiwWaV/Ln0YYhtK0ZhLuLMwlJKXyz+iiT/jxMfJLZ6nNf1QBea5+zEVCsGAl/jjL7WjwxP+NCjIZh1jFa9AbERZrLaj0M7d4zO7VmYNfpaEb9sY81h84D4OPhwnP3VaRfswoFYmTVqh0HqPZzGwItl7lcfwBF73/P3iHdOpsVPqpplmPoPjXn5RiOr4PJHcySC68cKvhD4EXuADlpubHbPDf+/v44OzsTGRmZZnlkZCTBwRl/OZQsWRJXV9c0t6CqV69OREQESUlJuLml/yvT3d0dd/fb/4KVm5ux6SRzt53B2cnCp4/Vy5XEBqBasC8jutTktfbVWLInkpmbTrLm0HlWHzR/inm60rZGMCv2n+NcrJnI1i7tx5AO1WhaKfO+Phna86uZ2IB5OyOzCtMWC9R+GCq3geXvwaavYNdss65Rizeh0VPgnPbjVau0H1OfCmfVgShG/rGPvWdjGLNwPz+sP87LbavyUP3Sdut0nJhiJX7eawRaLnPBoxwlOgyzSxy55no5hnWfmOUYcprcqOSCSKFmt0+tm5sbDRo0YNmyZanLbDYby5YtS9OSc6NmzZpx6NAhbDZb6rIDBw5QsmTJDBMbyT+7z0QzYt5uAF5pW5VG5Yvn+jk8XJ3pUqcUU58KZ/WrLRjYshLBvh5cSkhm5t8nORebSEjxInzcoy6/vtAs54lNxE6zrwaY85rUezwbQflBxzHwnxVQugEkxsDC1+CrFnDq7wx3uadKAPNfbM64R+tQys+Ds9FXeWXWdp6csolzsVdzFnMuWTrvRzqkLMeGBY+HPwdXj5vvVNDdTjkGlVwQKdTsPhS8b9++fPHFFzRu3Jjx48fz008/sW/fPoKCgujTpw+lS5dm5Ehz8qyTJ09Ss2ZN+vbty4svvsjBgwfp168fAwcO5M0338zWOTVaKvfFXk2my6drOHYhgZbVAvm6T8N8q5pttRmsOhDF0r2RVA70pmd42axHQGUm/rw5Mir6hPnXeq/Z6VpebspmNSd8W/oWXI0GLNCgL7QaAZ4ZJ3tXk61MXnuMj5YeICnFRjFPV0Z2C6N9rYxbL/NCVFQUKRPCKWm5wMEKj1O578R8O3eem9TcTFo7jTVb07Ij4SKMCQUMGLxXMxOLFBCFokMxQPfu3fnwww8ZPnw4devWZdu2bSxcuDC1k/GJEyfS9KUJCQlh0aJFbNq0ibCwMAYOHMhLL72U4bBxyR+GYfD6zzs5diGBUn4ejH2kTr4lNgDOThZaVAvkvQdr80SzCreW2KQkwU99zMSmeCg8/G3OExswb4U07AcDNkPdXoABm6fAhIbmRIAZ/B3h4erMc/dV5PcXm1OjpC+XEpJ5dupmXp29PXXm5Lx2YNrLlLRcIMIpmIrdR+fLOfNN2LXWm+0zs7/P0T8BAwKqK7ERKaRUfkFuy/frjzH81924OFn46dkm1C9bzN4h5dxvg2DzZHDzgf8sg4CquXPc4+vg98EQtdd8XrYJdBqX6YR4SSk2xi05wBerDmMYULa4Jx91r0ODcrl/i++6A38toMofPQE41GEalcI75dm57OJWyjHMexG2fG/Oytz+/byPUUSypdC03EjhtvNUNO/+bn5xv96hWuFMbDZ9bSY2WOChr3MvsQEo1xSeXQ1t3gFXLzix3rxNsnhoujIOYFYif71DNWb85y5KFy3CiYsJPDJpPeMW7yfZasvgBLfHlhiPz6LBAKwv1sXxEhu4Vo7h2lDu7JRjSFNyQUPARQqrHCc35cuX53//+x8nTpzIi3ikkIi+kszz0zaTZLXRtkYQ/Zunn6m3wDu6Cv54zXzcegRUbZ/753B2NSf5G7DRHLFjWGHdpzCxMeyZl+GtqvDQEvwx6G661SuNzYBPlh/i4c/XcSQqfUJ0Ow7OHEJJ21kijBJU6jUuV49doFzvWLxjRoavdxoXDkP0SXMagHJN8z42EckTOU5uBg0axC+//EJoaCht2rRhxowZaeaREcdnGAavzt7OyYtXCClehA8erlNo6ialunQMfupr1oyq/Qg0G5S35/MrY8638tgsKFoOYk7DT71h2qNw8Wi6zX09XBnXvS4THquHXxFXtp+KptMna5i64Ti5cSc5/vB6Kh/5HoCtdUYQ4J++lpvDqNbJbDm7dAxOpp8/K43ro6TK3qVaUiKF2C33udmyZQtTpkxh+vTpWK1WHnvsMfr160f9+vVzO8ZcVWj73CTGmf0AkuLz7hzu3ubQV/8qWRYb/GbNUd75fQ9uzk7Mfq4JYWWK5l1MeSEx9lpphT1Qsi70WwiuRfLv/MlXYPU4WDserElmGYemA80Whgz6hERcGyp+ffK/ltUCGf1QGAE+tziPUEoiUR82JuDqMRa73Md9r8/BzcXB71BfL8fQ4EnoMj7z7VRyQaTAytfaUsnJyXz22We89tprJCcnU7t2bQYOHMiTTz5ZIP+aL7TJzdK3YU0+3TooHgpVO0LVDhByV5qRQ1tOXOLRSetJsRm8fX9N+jYtnz8x5RabzWwx2fe7WVrh6ZXgV9o+sZw/BAteTlu6wb8qVOtovv6lG5gjsACbzWDyumOMXriPpBQbJbzcGPVQGG1qBGV87Cxc/G0YxTd/QpThx76HlnJ3WJVcuqAC7MhKs7q7R1F45UCGtcBISYIxFSApDp5ZZdYUE5ECI1+Sm+TkZObMmcPkyZNZsmQJd911F/379+fUqVNMnDiRli1bMm3atFu6gLxUKJMbmxU+qgWxZ6BaZ/DK4eR02RV9Co6uBusNtxk9ikKVdlC1I5dL3UOnL7Zx+vIVOtUuyYTH6hXIBDZLK96HP0dnXVohPxkG7JkLf0+G42vN22TXeQWkvvaEtgA3T/ZHxPLSjK3si4gFoGfjEIZ2qoGXe/aGrhtntmH7sgXO2JgYMIIXXhicBxdVAN34GXr0B6hxf/ptjq2FKR3B0x9eOaiZiUUKmDxNbrZs2cLkyZOZPn06Tk5O9OnTh6eeeopq1aqlbrNr1y4aNWrElStXbu0K8lChTG6y81dnbkmMM/sd7P8DDiyEK//M7JqMK+us1dlS5C7+89QLeAeWz7s48sLuOTDrCfNx18+h7mN2DSedK5fh0FLztT+4BBKj/1nn4mEmOFU7kFixDePWRfPl6iMYBpQv4cm47nVvPlrNmkzsp3fjc3kvf9jCqTZwDhX876B+JUuGmxXdq3WGHj+mX7/sHVj9odkH66Gv8z8+EclSniY3zs7OtGnThv79+9O1a1dcXdNXWI6Pj2fAgAFMnjw5Z5Hng0KZ3Mx5DrZPu3l/gdxms8LJjbB/Ppe3/krRK/8aIRccZnbWrNrBfFyQW3HO7oBv20FyQuGYvyQlCU6sMxOd/Qvg8r9e+9INORFwL2/sLsOa2ECcnZwY0KISA1pWwtU54xaHlJVjcFn5HpcMb75vMJOX7m+eDxdSgETugc+bgJOr+UfCv2eN/rIFnNkCD3wG9XrZJ0YRyVSeJjfHjx+nXLlytxWgPRW65CYpAT6sbPYD6LfIHMWRzzYdu0iPLzdQzjjN2LAz1LuyHk5sAG741fEtbSY5VTtA+bvztnUpp+KizFpP0SfNDtOPzbq1GYjtxTDMzs/7F8C+BeYX8A3Ou5Zk3pU6LLE1ILFUOGN7NEzfInNuL9bP78bZSGaY80u89upwvLN5K8uhZFaOQSUXRAq8PK0Kfu7cOSIiIggPD0+z/K+//sLZ2ZmGDRvm9JCSlX3zzcSmWHkICb/p5rntQlwiL07bitVmULtuQ+p2r2u20MSfNwsS7l9g3saKOW1OiLfpa3Om30qtzL4ildtkWlcpX6QkmR2Io09C8Yq3XlrBniwWCKpp/tzzfxBz1rxluP8POLIS/+Sz9HM5Sz8WEh3lyapP6nG6fleatXsUS5GiYLOS/MtzuBrJLLPWo27n/9yZiQ2Y5RgidpqVwm9MblRyQcSh5Ph/uBdeeIFXX301XXJz+vRpRo8ezV9/3WQeCcmZ7dPNf8N65PttH5vN4L8/bSci5ioVA7x4/8Ha/3Qg9vI3m+7r9YLkq+aEePvnw/6FEBdhdpLdMxcszmbZgeutOtmZ/j63GAYseMWcGdjdF3pOhyKFcBblf/MtCQ2fNH+S4s0Zdff/gXX/H/hduUAXy1rYtpaUba9jK9cMN99gXCO2EmMUYXrgf/myfhl7X4H91H4YlgyDU5vMCfuu/z6qCriIQ8lxcrNnz54M57KpV68ee/bsyZWg5JrYCDhybSr4sEfz/fSfrTzEqgNReLg68VmvBpmPyHH1gCptzZ9ONji79VpfkT8gchccX2P+LH4z06HOeWLT12aVbizw0De5W1qhoHDzguqdoXpnnG1WbCc2snPFDLyPLaai5QwcX5W66Xspj/Ni13vztbBpgeMTbCYwh5bCjpnQ4o1/lVxQciPiCHKc3Li7uxMZGUloaGia5WfPnsXF5Q5t6s4rO2ebBf/KNM7fFg9g/eELjFtyAIB3HqhF1WCf7O3o5GQmLaUbQMuh5qyw+xearTrH18H5/bBmP6z5KMOhzrnmyJ83lFZ4y0y8HJ2TM07lm1DnySbsPRtD/2nzqXBxNS2ctnHYKIVR93HqhBS1d5T2F9bjn+TmviFw4ZBKLog4mBxnI23btmXIkCH8+uuv+Pn5AXD58mXeeOMN2rRpk+sB3tF2zDD/rdM9X08bFZvIwBlbsRnwcIMyPNIw5NYPVqw83PWs+fPvoc7xUbB1qvlzw1BnqrQHn5xPTpfq4lGY1des41T7UWj20q0fq5CqXtKXiQMf5cNFdei15ih+RVxZ2r66vcMqGKp1Ajfvf8oxnN1uLi/bJHcTbBGxmxyPljp9+jT33HMPFy5coF69egBs27aNoKAglixZQkjIbXwR5oNCM1rqZsNW84jVZtD7m79Yd/gCVYK8+fWF5hRxy4NbRzcOdd63AKLTD3WmagfziyigWvb7G91YWqFUPXjyj/wtrVAAHY6Kw8PVmdJF7+zXIY0bp1eIvdZBWyUXRAq0PJ+hOD4+nh9//JHt27dTpEgRwsLC6NmzZ4Zz3hQ0hSa5udmEY3nkoyUH+HjZQTzdnJk3oBmVArN5O+p23GSoM8XK/1MOomwTs9J2Rmw2mPm4eQvMO8gsraCRL5KR1Ikx/cCaAsnxKrkgUsDla22pwqZQJDc3ThXffSpU75Ivp119MIo+327EMGB897p0rWenmkv/GuqcrhxE5bZmolOplfnldN3y92DVmGulFRZASKP8jlwKixs/Y6CSCyKFQJ7Oc3Pdnj17OHHiBElJSWmW339/BjVbJGeOrjL/073+RZ4PImOuMmjGNgwDejYua7/EBjIY6nxDOYiEC7DzJ/PHyRXKNzdbdZyczcQGoMvHSmwka07O5gjEtePN5xVbKLERcSA5Tm6OHDnCgw8+yM6dO7FYLFxv+Lk+/4nVas3dCO9EO2aa/9bqlm8z/b7+8w4uxCdRvaQvI7rUyJdzZoubl9lyVb2L+df2qU3m7av9f8D5A+ZQ+evD5QGaDCh4NaOkYKrT44bkRkPARRxJjv9Ueemll6hQoQLnzp3D09OT3bt3s2rVKho2bMjKlSvzIMQ7TFI87JlnPg7rkS+n/PvYRVbsj8LFycKnPevh4ZqHc8/cDidns/xEm//BgE0wYDO0eQfKNgWLk9mC0+Z/9o5SCovA6ubIPO9gqNzO3tGISC7KccvN+vXrWb58Of7+/jg5OeHk5ETz5s0ZOXIkAwcOZOvWrXkR551j33yzc2OxChDSOF9OOXaxOZ/NIw3LUCnQO1/OmSv8K4H/QGg20Jwl2dlNtxYkZ3pem26hIBd9FZEcy/E3gdVqxcfHHEHj7+/PmTNmh7xy5cqxf//+3I3uTrT92n+2Yd3z5T/cdYfOs/7IBdycnRjQsnKeny/PuHoosZGcs1iU2Ig4oBy33NSqVYvt27dToUIFwsPDGTNmDG5ubnz55ZfpZi2WHMrncguGYTD22izEPRuHaB4UERFxCDlOboYOHUp8fDwA//vf/+jcuTN33303JUqUYObMmbke4B1l5yyz3EJIeL6UW1h5IIrNxy/h7uLECy0q5fn5RERE8kOOk5t27f7peFepUiX27dvHxYsXKVas2D8Vo+XWbL+WHIblfbkFwzAYd62vTZ8m5Qj09cjzc4qIiOSHHHVSSE5OxsXFhV27dqVZXrx4cSU2tytyN0TuNDvF1nwwz0+3eE8kO09H4+nmzLP35m9RThERkbyUo+TG1dWVsmXLai6bvHC9I3HltnleR8pmM/joWl+bJ5uVp4R3/sylIyIikh9yPLzkzTff5I033uDixYt5Ec+dyWY1+9uAObFYHpu/8yz7ImLx8XDh6bvVaiMiIo4lx31uJkyYwKFDhyhVqhTlypXDy8srzfotW7Zksqdk6ugqszJxPpRbSLHa+Gip2WrzVPNQ/DwLfrFTERGRnMhxctO1a9c8COMOd/2WVK2H8rzcwq/bznAkKp6inq70a14+T88lIiJiDzlObkaMGJEXcdy5kuJh72/m4zy+JZVstfHxsoMAPHNPRXw81GojIiKOR1O62tve381yC8VDoUzeVrKevfkUJy4m4O/tRt+m5fL0XCIiIvaS45YbJyenLId9ayRVDu3In3ILiSlWPr3WavPcfZXwdMvxWy8iIlIo5Pgbbs6cOWmeJycns3XrVr777jvefvvtXAvsjhAbAUdWmo/zuNzCjI0nORN9lWBfD3qFl83Tc4mIiNhTjpObBx54IN2yhx9+mJo1azJz5kz69++fK4HdEW4st1A87+pyXUmyMmHFIQBeaFkJD1fnPDuXiIiIveVan5u77rqLZcuW5dbh7gz5VG5h6objRMUmUrpoEbo3DMnTc4mIiNhbriQ3V65c4ZNPPqF06dK5cbg7Q8SufCm3EJ+Ywud/HgbgpVaVcXNRH3IREXFsOb4t9e8CmYZhEBsbi6enJ1OnTs3V4Bza9Y7EVdrlabmFKeuOcTE+ifIlPOlWX8mniIg4vhwnNx999FGa5MbJyYmAgADCw8MpVqxYrgbnsGxW2DnbfByWd3PbRF9J5otrrTaDWlfBxVmtNiIi4vhynNw88cQTeRDGHebon2a5hSLF8rTcwjdrjhJzNYXKgd50qVMqz84jIiJSkOT4T/nJkycza9asdMtnzZrFd999lytBObzrHYlrdgMXtzw5xaX4JL5dcxSA/7apgrNT3s2hIyIiUpDkOLkZOXIk/v7+6ZYHBgby/vvv50pQDi0xLl/KLXyx6ghxiSnUKOlL+5rBeXYeERGRgibHyc2JEyeoUKFCuuXlypXjxIkTuRKUQ9uX9+UWomIT+W7dMQAGt6mCk1ptRETkDpLj5CYwMJAdO3akW759+3ZKlCiRK0E5tOsVwMN65Fm5hc9XHuZKspU6IUVpVT0wT84hIiJSUOU4uenZsycDBw5kxYoVWK1WrFYry5cv56WXXqJHj7ytal3oxZw1OxNDnpVbiIi+ytS/jgPwcpsqWdYBExERcUQ5Hi31zjvvcOzYMVq1aoWLi7m7zWajT58+6nNzM6nlFu6C4ulv7eWGCSsOkpRio3H54txdOX3fKBEREUeX4+TGzc2NmTNn8u6777Jt2zaKFClC7dq1KVeuXF7E51h2XBslVSdvyi2cvJjAzE0nARjcVq02IiJyZ8pxcnNd5cqVqVy5cm7G4tgidkLkrjwtt/Dp8oMkWw2aV/LnrlD1fxIRkTtTjvvcPPTQQ4wePTrd8jFjxvDII4/kSlAOafsN5RaK5P5MzkfPx/PzltOA2WojIiJyp8pxcrNq1So6duyYbnmHDh1YtWpVrgTlcPKh3MLHSw9gtRm0rBZI/bIqgyEiIneuHCc3cXFxuLmln1XX1dWVmJiYXAnK4RxZCXEReVZu4WBkLL9uPwOY89qIiIjcyXKc3NSuXZuZM2emWz5jxgxq1KiRK0E5nOsdiWs9lCflFj5aegDDgPY1g6lV2i/Xjy8iIlKY5LhD8bBhw+jWrRuHDx+mZcuWACxbtoxp06Yxe/bsXA+w0Lux3EIe3JLafSaaBTsjsFjMGlIiIiJ3uhwnN126dGHu3Lm8//77zJ49myJFilCnTh2WL19O8eLF8yLGwm3f75CcAMUrQpmGuX74j5YcAKBLWCmqBvvk+vFFREQKm1saCt6pUyc6deoEQExMDNOnT+eVV15h8+bNWK3WXA2w0Estt9A918stbDt5maV7z+FkgZdaa1i+iIgI3EKfm+tWrVpF3759KVWqFGPHjqVly5Zs2LAhN2Mr/GLOmJ2JIU/KLYxdvB+AbvXLUDHAO9ePLyIiUhjlqOUmIiKCKVOm8M033xATE8Ojjz5KYmIic+fOVWfijOycBRhQtkmul1vYePQiqw+ex8XJwkut1GojIiJyXbZbbrp06ULVqlXZsWMH48eP58yZM3z66ad5GVvht/3aKKmw3C23YBhGaqvNo41CCCnumavHFxERKcyy3XLzxx9/MHDgQJ577jmVXciOiJ1wbve1cgtdc/XQ6w5f4K+jF3FzdmJAi0q5emwREZHCLtstN2vWrCE2NpYGDRoQHh7OhAkTOH/+fF7GVrilllton6vlFgzD4MNrrTaPhZelVNEiuXZsERERR5Dt5Oauu+7iq6++4uzZszzzzDPMmDGDUqVKYbPZWLJkCbGxsXkZZ+FiTbnW3waok7tz26zcH8XWE5fxcHXi+RYVc/XYIiIijiDHo6W8vLzo168fa9asYefOnbz88suMGjWKwMBA7r///ryIsfA5uhLiIqFIcajUJtcOaxgGY5eYrTZ9m5Qn0Mcj144tIiLiKG55KDhA1apVGTNmDKdOnWL69Om5FVPhd70jca1uuVpuYdHuSHadjsHLzZln7lWrjYiISEZuK7m5ztnZma5duzJv3rxb2n/ixImUL18eDw8PwsPD2bhxY7b2mzFjBhaLha5du97SefNEYpw5KzFAnZ65dlibzUidjbhf8woU98r9GlUiIiKO4JZmKM5NM2fOZPDgwUyaNInw8HDGjx9Pu3bt2L9/P4GBgZnud+zYMV555RXuvvvufIw2G/b+9k+5hdINcry7YRhcjE/iyPl4Dp+L43BUHIej4jl4LpaTF6/g4+HCU81D8yBwERERx2D35GbcuHH85z//4cknnwRg0qRJzJ8/n2+//ZbXX389w32sViu9evXi7bffZvXq1Vy+fDkfI76JHddGSdXpkWW5hRSrjZOXrtyQwJhJzOGoOC4nJGe636DWVfDzdM3tqEVERByGXZObpKQkNm/ezJAhQ1KXOTk50bp1a9avX5/pfv/73/8IDAykf//+rF69OstzJCYmkpiYmPo8Jibm9gPPTMwZOPKn+fhauYWYq8kciYpPl8QcvxBPstXI8DAWC5QuWoTQAG8qBnhRMcCbigHeVAr0JsDHPe/iFxERcQB2TW7Onz+P1WolKCgozfKgoCD27duX4T5r1qzhm2++Ydu2bdk6x8iRI3n77bdvN9Sbir6SzIXlkwnF4JhXGK/POsvhqENExSZmuo+HqxOh/t5UDEybxFTw96KIm3OexywiIuKI7H5bKidiY2Pp3bs3X331Ff7+/tnaZ8iQIQwePDj1eUxMDCEhIbke246TlwjYMh2c4IvLjdhw4WLqukAfdzNxCfwngakY6E1JXw+cnHK3UriIiMidzq7Jjb+/P87OzkRGRqZZHhkZSXBwcLrtDx8+zLFjx+jSpUvqMpvNBoCLiwv79++nYsW0Q6Td3d1xd8/7WznVLMcJcDpJMq6UbNqDcSVLUTHAm9AAL3w81EdGREQkv9g1uXFzc6NBgwYsW7YsdTi3zWZj2bJlDBgwIN321apVY+fOnWmWDR06lNjYWD7++OM8aZHJrgB3G4SE4+oTzMBOje0Wh4iIyJ3O7relBg8eTN++fWnYsCGNGzdm/PjxxMfHp46e6tOnD6VLl2bkyJF4eHhQq1atNPsXLVoUIN3yfFc2HPovhpQk+8YhIiJyh7N7ctO9e3eioqIYPnw4ERER1K1bl4ULF6Z2Mj5x4gROTrky12D+yMUZiUVERCTnLIZhZDwe2UHFxMTg5+dHdHQ0vr6+9g5HREREsiEn39+FqElERERE5OaU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJjYiIiDgUJTciIiLiUJTciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiIg4FCU3IiIi4lCU3IiIiIhDUXIjIiIiDqVAJDcTJ06kfPnyeHh4EB4ezsaNGzPd9quvvuLuu++mWLFiFCtWjNatW2e5vYiIiNxZ7J7czJw5k8GDBzNixAi2bNlCnTp1aNeuHefOnctw+5UrV9KzZ09WrFjB+vXrCQkJoW3btpw+fTqfIxcREZGCyGIYhmHPAMLDw2nUqBETJkwAwGazERISwosvvsjrr79+0/2tVivFihVjwoQJ9OnT56bbx8TE4OfnR3R0NL6+vrcdv4iIiOS9nHx/27XlJikpic2bN9O6devUZU5OTrRu3Zr169dn6xgJCQkkJydTvHjxDNcnJiYSExOT5kdEREQcl12Tm/Pnz2O1WgkKCkqzPCgoiIiIiGwd47XXXqNUqVJpEqQbjRw5Ej8/v9SfkJCQ245bRERECi6797m5HaNGjWLGjBnMmTMHDw+PDLcZMmQI0dHRqT8nT57M5yhFREQkP7nY8+T+/v44OzsTGRmZZnlkZCTBwcFZ7vvhhx8yatQoli5dSlhYWKbbubu74+7univxioiISMFn15YbNzc3GjRowLJly1KX2Ww2li1bRpMmTTLdb8yYMbzzzjssXLiQhg0b5keoIiIiUkjYteUGYPDgwfTt25eGDRvSuHFjxo8fT3x8PE8++SQAffr0oXTp0owcORKA0aNHM3z4cKZNm0b58uVT++Z4e3vj7e1tt+sQERGRgsHuyU337t2Jiopi+PDhREREULduXRYuXJjayfjEiRM4Of3TwPT555+TlJTEww8/nOY4I0aM4K233srP0EVERKQAsvs8N/lN89yIiIgUPoVmnhsRERGR3KbkRkRERByKkhsRERFxKEpuRERExKEouRERERGHouRGREREHIqSGxEREXEoSm5ERETEoSi5EREREYei5EZEREQcipIbERERcShKbkRERMShKLkRERERh+Ji7wBERMTxWa1WkpOT7R2GFHCurq44Ozvf9nGU3IiISJ6Ki4vj1KlTGIZh71CkgLNYLJQpUwZvb+/bOo6SGxERyTNWq5VTp07h6elJQEAAFovF3iFJAWUYBlFRUZw6dYrKlSvfVguOkhsREckzycnJGIZBQEAARYoUsXc4UsAFBARw7NgxkpOTbyu5UYdiERHJc2qxkezIrd8TJTciIiLiUJTciIiIiENRciMiIiIORcmNiIhIIaB5grJPyY2IiEgGFi5cSPPmzSlatCglSpSgc+fOHD58OHX9qVOn6NmzJ8WLF8fLy4uGDRvy119/pa7/7bffaNSoER4eHvj7+/Pggw+mrrNYLMydOzfN+YoWLcqUKVMAOHbsGBaLhZkzZ3Lvvffi4eHBjz/+yIULF+jZsyelS5fG09OT2rVrM3369DTHsdlsjBkzhkqVKuHu7k7ZsmV57733AGjZsiUDBgxIs31UVBRubm4sW7YsN162AkFDwUVEJN8YhsGVZKtdzl3E1TlHo3Hi4+MZPHgwYWFhxMXFMXz4cB588EG2bdtGQkIC9957L6VLl2bevHkEBwezZcsWbDYbAPPnz+fBBx/kzTff5PvvvycpKYkFCxbkOObXX3+dsWPHUq9ePTw8PLh69SoNGjTgtddew9fXl/nz59O7d28qVqxI48aNARgyZAhfffUVH330Ec2bN+fs2bPs27cPgKeeeooBAwYwduxY3N3dAZg6dSqlS5emZcuWOY6voLIYd9iUkTExMfj5+REdHY2vr6+9wxERcWhXr17l6NGjVKhQAQ8PDxKSUqgxfJFdYtnzv3Z4ut363/Tnz58nICCAnTt3sm7dOl555RWOHTtG8eLF023btGlTQkNDmTp1aobHslgszJkzh65du6YuK1q0KOPHj+eJJ57g2LFjVKhQgfHjx/PSSy9lGVfnzp2pVq0aH374IbGxsQQEBDBhwgSeeuqpdNtevXqVUqVKMWnSJB599FEA6tSpQ7du3RgxYkQOXo288e/flxvl5Ptbt6VEREQycPDgQXr27EloaCi+vr6UL18egBMnTrBt2zbq1auXYWIDsG3bNlq1anXbMTRs2DDNc6vVyjvvvEPt2rUpXrw43t7eLFq0iBMnTgCwd+9eEhMTMz23h4cHvXv35ttvvwVgy5Yt7Nq1iyeeeOK2Yy1IdFtKRETyTRFXZ/b8r53dzp0TXbp0oVy5cnz11VeUKlUKm81GrVq1SEpKuulsyzdbb7FY0tXayqjDsJeXV5rnH3zwAR9//DHjx4+ndu3aeHl5MWjQIJKSkrJ1XjBvTdWtW5dTp04xefJkWrZsSbly5W66X2GilhsREck3FosFTzcXu/zkpL/NhQsX2L9/P0OHDqVVq1ZUr16dS5cupa4PCwtj27ZtXLx4McP9w8LCsuygGxAQwNmzZ1OfHzx4kISEhJvGtXbtWh544AEef/xx6tSpQ2hoKAcOHEhdX7lyZYoUKZLluWvXrk3Dhg356quvmDZtGv369bvpeQsbJTciIiL/UqxYMUqUKMGXX37JoUOHWL58OYMHD05d37NnT4KDg+natStr167lyJEj/Pzzz6xfvx6AESNGMH36dEaMGMHevXvZuXMno0ePTt2/ZcuWTJgwga1bt/L333/z7LPP4urqetO4KleuzJIlS1i3bh179+7lmWeeITIyMnW9h4cHr732Gq+++irff/89hw8fZsOGDXzzzTdpjvPUU08xatQoDMNIM4rLUSi5ERER+RcnJydmzJjB5s2bqVWrFv/973/54IMPUte7ubmxePFiAgMD6dixI7Vr12bUqFGpxR7vu+8+Zs2axbx586hbty4tW7Zk48aNqfuPHTuWkJAQ7r77bh577DFeeeUVPD09bxrX0KFDqV+/Pu3ateO+++5LTbBuNGzYMF5++WWGDx9O9erV6d69O+fOnUuzTc+ePXFxcaFnz57pOu46Ao2WEhGRPJPV6Bexn2PHjlGxYkU2bdpE/fr17R1OqtwaLaUOxSIiIneI5ORkLly4wNChQ7nrrrsKVGKTm3RbSkRE5A6xdu1aSpYsyaZNm5g0aZK9w8kzarkRERG5Q9x3333phqA7IrXciIiIiENRciMiIiIORcmNiIiIOBQlNyIiIuJQlNyIiIiIQ1FyIyIiIg5FyY2IiEgeKF++POPHj7d3GHckJTciIiLiUJTciIiISBpWqxWbzWbvMG6ZkhsREZF/+fLLLylVqlS6L/gHHniAfv36cfjwYR544AGCgoLw9vamUaNGLF269JbPN27cOGrXro2XlxchISE8//zzxMXFpdlm7dq13HfffXh6elKsWDHatWvHpUuXALDZbIwZM4ZKlSrh7u5O2bJlee+99wBYuXIlFouFy5cvpx5r27ZtWCwWjh07BsCUKVMoWrQo8+bNo0aNGri7u3PixAk2bdpEmzZt8Pf3x8/Pj3vvvZctW7akievy5cs888wzBAUF4eHhQa1atfj999+Jj4/H19eX2bNnp9l+7ty5eHl5ERsbe8uv180ouRERkfxjGJAUb5+fHJQdeOSRR7hw4QIrVqxIXXbx4kUWLlxIr169iIuLo2PHjixbtoytW7fSvn17unTpwokTJ27pZXFycuKTTz5h9+7dfPfddyxfvpxXX301df22bdto1aoVNWrUYP369axZs4YuXbpgtVoBGDJkCKNGjWLYsGHs2bOHadOmERQUlKMYEhISGD16NF9//TW7d+8mMDCQ2NhY+vbty5o1a9iwYQOVK1emY8eOqYmJzWajQ4cOrF27lqlTp7Jnzx5GjRqFs7MzXl5e9OjRg8mTJ6c5z+TJk3n44Yfx8fG5pdcqO1RbSkRE8k9yArxfyj7nfuMMuHlla9NixYrRoUMHpk2bRqtWrQCYPXs2/v7+tGjRAicnJ+rUqZO6/TvvvMOcOXOYN28eAwYMyHFogwYNSn1cvnx53n33XZ599lk+++wzAMaMGUPDhg1TnwPUrFkTgNjYWD7++GMmTJhA3759AahYsSLNmzfPUQzJycl89tlnaa6rZcuWabb58ssvKVq0KH/++SedO3dm6dKlbNy4kb1791KlShUAQkNDU7d/6qmnaNq0KWfPnqVkyZKcO3eOBQsW3FYrV3ao5UZERCQDvXr14ueffyYxMRGAH3/8kR49euDk5ERcXByvvPIK1atXp2jRonh7e7N3795bbrlZunQprVq1onTp0vj4+NC7d28uXLhAQkIC8E/LTUb27t1LYmJipuuzy83NjbCwsDTLIiMj+c9//kPlypXx8/PD19eXuLi41Ovctm0bZcqUSU1s/q1x48bUrFmT7777DoCpU6dSrlw57rnnntuK9WbUciMiIvnH1dNsQbHXuXOgS5cuGIbB/PnzadSoEatXr+ajjz4C4JVXXmHJkiV8+OGHVKpUiSJFivDwww+TlJSU47COHTtG586dee6553jvvfcoXrw4a9asoX///iQlJeHp6UmRIkUy3T+rdWDe8gLSVANPTk7O8DgWiyXNsr59+3LhwgU+/vhjypUrh7u7O02aNEm9zpudG8zWm4kTJ/L6668zefJknnzyyXTnyW1quRERkfxjsZi3huzxk8MvVA8PD7p168aPP/7I9OnTqVq1KvXr1wfMzr1PPPEEDz74ILVr1yY4ODi1c25Obd68GZvNxtixY7nrrruoUqUKZ86kTQDDwsJYtmxZhvtXrlyZIkWKZLo+ICAAgLNnz6Yu27ZtW7ZiW7t2LQMHDqRjx47UrFkTd3d3zp8/nyauU6dOceDAgUyP8fjjj3P8+HE++eQT9uzZk3rrLC8puREREclEr169mD9/Pt9++y29evVKXV65cmV++eUXtm3bxvbt23nsscdueeh0pUqVSE5O5tNPP+XIkSP88MMPTJo0Kc02Q4YMYdOmTTz//PPs2LGDffv28fnnn3P+/Hk8PDx47bXXePXVV/n+++85fPgwGzZs4Jtvvkk9fkhICG+99RYHDx5k/vz5jB07NluxVa5cmR9++IG9e/fy119/0atXrzStNffeey/33HMPDz30EEuWLOHo0aP88ccfLFy4MHWbYsWK0a1bN/7v//6Ptm3bUqZMmVt6nXJCyY2IiEgmWrZsSfHixdm/fz+PPfZY6vJx48ZRrFgxmjZtSpcuXWjXrl1qq05O1alTh3HjxjF69Ghq1arFjz/+yMiRI9NsU6VKFRYvXsz27dtp3LgxTZo04ddff8XFxexdMmzYMF5++WWGDx9O9erV6d69O+fOnQPA1dWV6dOns2/fPsLCwhg9ejTvvvtutmL75ptvuHTpEvXr16d3794MHDiQwMDANNv8/PPPNGrUiJ49e1KjRg1effXV1FFc112/xdavX79beo1yymIYORgb5wBiYmLw8/MjOjoaX19fe4cjIuLQrl69ytGjR6lQoQIeHh72Dkfs5IcffuC///0vZ86cwc3NLdPtsvp9ycn3tzoUi4iISJ5ISEjg7NmzjBo1imeeeSbLxCY36baUiIhIHvrxxx/x9vbO8Of6XDWOasyYMVSrVo3g4GCGDBmSb+fVbSkREckzui1lTrIXGRmZ4TpXV1fKlSuXzxEVXLotJSIiUgj4+PjkaakBSU+3pURERMShKLkREZE8d4f1gJBblFu/J0puREQkzzg7OwPcUlkCufNc/z25/ntzq9TnRkRE8oyLiwuenp5ERUXh6uqaWudI5N9sNhtRUVF4enqmTk54q5TciIhInrFYLJQsWZKjR49y/Phxe4cjBZyTkxNly5a97cKaSm5ERCRPubm5UblyZd2akptyc3PLlda9ApHcTJw4kQ8++ICIiAjq1KnDp59+SuPGjTPdftasWQwbNoxjx45RuXJlRo8eTceOHfMxYhERyQknJ6c7dp4byX92v/k5c+ZMBg8ezIgRI9iyZQt16tShXbt2qQW//m3dunX07NmT/v37s3XrVrp27UrXrl3ZtWtXPkcuIiIiBZHdZygODw+nUaNGTJgwATA7FIWEhPDiiy/y+uuvp9u+e/fuxMfH8/vvv6cuu+uuu6hbt266EvEZ0QzFIiIihU9Ovr/t2nKTlJTE5s2bad26deoyJycnWrduzfr16zPcZ/369Wm2B2jXrl2m24uIiMidxa59bs6fP4/VaiUoKCjN8qCgIPbt25fhPhERERluHxERkeH2iYmJJCYmpj6Pjo4GzAxQRERECofr39vZueFUIDoU56WRI0fy9ttvp1seEhJih2hERETkdsTGxuLn55flNnZNbvz9/XF2dk5XLTUyMpLg4OAM9wkODs7R9kOGDGHw4MGpz202GxcvXqREiRK3PY7+32JiYggJCeHkyZMO359H1+q47qTr1bU6rjvpeu+UazUMg9jYWEqVKnXTbe2a3Li5udGgQQOWLVtG165dATP5WLZsGQMGDMhwnyZNmrBs2TIGDRqUumzJkiU0adIkw+3d3d1xd3dPs6xo0aK5EX6mfH19HfoX7Ea6Vsd1J12vrtVx3UnXeydc681abK6z+22pwYMH07dvXxo2bEjjxo0ZP3488fHxPPnkkwD06dOH0qVLM3LkSABeeukl7r33XsaOHUunTp2YMWMGf//9N19++aU9L0NEREQKCLsnN927dycqKorhw4cTERFB3bp1WbhwYWqn4RMnTqSZrbBp06ZMmzaNoUOH8sYbb1C5cmXmzp1LrVq17HUJIiIiUoDYPbkBGDBgQKa3oVauXJlu2SOPPMIjjzySx1HlnLu7OyNGjEh3G8wR6Vod1510vbpWx3UnXe+ddK3ZZfdJ/ERERERyk93LL4iIiIjkJiU3IiIi4lCU3IiIiIhDUXIjIiIiDkXJTQ5NnDiR8uXL4+HhQXh4OBs3bsxy+1mzZlGtWjU8PDyoXbs2CxYsyKdIb93IkSNp1KgRPj4+BAYG0rVrV/bv35/lPlOmTMFisaT58fDwyKeIb89bb72VLvZq1apluU9hfF8Bypcvn+5aLRYLL7zwQobbF6b3ddWqVXTp0oVSpUphsViYO3dumvWGYTB8+HBKlixJkSJFaN26NQcPHrzpcXP6mc8vWV1vcnIyr732GrVr18bLy4tSpUrRp08fzpw5k+Uxb+WzkB9u9t4+8cQT6eJu3779TY9bEN/bm11rRp9fi8XCBx98kOkxC+r7mpeU3OTAzJkzGTx4MCNGjGDLli3UqVOHdu3ace7cuQy3X7duHT179qR///5s3bqVrl270rVrV3bt2pXPkefMn3/+yQsvvMCGDRtYsmQJycnJtG3blvj4+Cz38/X15ezZs6k/x48fz6eIb1/NmjXTxL5mzZpMty2s7yvApk2b0lznkiVLALKcWqGwvK/x8fHUqVOHiRMnZrh+zJgxfPLJJ0yaNIm//voLLy8v2rVrx9WrVzM9Zk4/8/kpq+tNSEhgy5YtDBs2jC1btvDLL7+wf/9+7r///pseNyefhfxys/cWoH379mninj59epbHLKjv7c2u9cZrPHv2LN9++y0Wi4WHHnooy+MWxPc1TxmSbY0bNzZeeOGF1OdWq9UoVaqUMXLkyAy3f/TRR41OnTqlWRYeHm4888wzeRpnbjt37pwBGH/++Wem20yePNnw8/PLv6By0YgRI4w6depke3tHeV8NwzBeeuklo2LFiobNZstwfWF9XwFjzpw5qc9tNpsRHBxsfPDBB6nLLl++bLi7uxvTp0/P9Dg5/czby7+vNyMbN240AOP48eOZbpPTz4I9ZHStffv2NR544IEcHacwvLfZeV8feOABo2XLllluUxje19ymlptsSkpKYvPmzbRu3Tp1mZOTE61bt2b9+vUZ7rN+/fo02wO0a9cu0+0LqujoaACKFy+e5XZxcXGUK1eOkJAQHnjgAXbv3p0f4eWKgwcPUqpUKUJDQ+nVqxcnTpzIdFtHeV+TkpKYOnUq/fr1y7KIbGF+X687evQoERERad43Pz8/wsPDM33fbuUzX5BFR0djsVhuWlsvJ5+FgmTlypUEBgZStWpVnnvuOS5cuJDpto7y3kZGRjJ//nz69+9/020L6/t6q5TcZNP58+exWq2pZSGuCwoKIiIiIsN9IiIicrR9QWSz2Rg0aBDNmjXLssRF1apV+fbbb/n111+ZOnUqNpuNpk2bcurUqXyM9taEh4czZcoUFi5cyOeff87Ro0e5++67iY2NzXB7R3hfAebOncvly5d54oknMt2mML+vN7r+3uTkfbuVz3xBdfXqVV577TV69uyZZWHFnH4WCor27dvz/fffs2zZMkaPHs2ff/5Jhw4dsFqtGW7vKO/td999h4+PD926dctyu8L6vt6OAlF+QQquF154gV27dt30/myTJk3SVGZv2rQp1atX54svvuCdd97J6zBvS4cOHVIfh4WFER4eTrly5fjpp5+y9RdRYfXNN9/QoUMHSpUqlek2hfl9FVNycjKPPvoohmHw+eefZ7ltYf0s9OjRI/Vx7dq1CQsLo2LFiqxcuZJWrVrZMbK89e2339KrV6+bdvIvrO/r7VDLTTb5+/vj7OxMZGRkmuWRkZEEBwdnuE9wcHCOti9oBgwYwO+//86KFSsoU6ZMjvZ1dXWlXr16HDp0KI+iyztFixalSpUqmcZe2N9XgOPHj7N06VKeeuqpHO1XWN/X6+9NTt63W/nMFzTXE5vjx4+zZMmSLFttMnKzz0JBFRoair+/f6ZxO8J7u3r1avbv35/jzzAU3vc1J5TcZJObmxsNGjRg2bJlqctsNhvLli1L85ftjZo0aZJme4AlS5Zkun1BYRgGAwYMYM6cOSxfvpwKFSrk+BhWq5WdO3dSsmTJPIgwb8XFxXH48OFMYy+s7+uNJk+eTGBgIJ06dcrRfoX1fa1QoQLBwcFp3reYmBj++uuvTN+3W/nMFyTXE5uDBw+ydOlSSpQokeNj3OyzUFCdOnWKCxcuZBp3YX9vwWx5bdCgAXXq1MnxvoX1fc0Re/doLkxmzJhhuLu7G1OmTDH27NljPP3000bRokWNiIgIwzAMo3fv3sbrr7+euv3atWsNFxcX48MPPzT27t1rjBgxwnB1dTV27txpr0vIlueee87w8/MzVq5caZw9ezb1JyEhIXWbf1/r22+/bSxatMg4fPiwsXnzZqNHjx6Gh4eHsXv3bntcQo68/PLLxsqVK42jR48aa9euNVq3bm34+/sb586dMwzDcd7X66xWq1G2bFnjtddeS7euML+vsbGxxtatW42tW7cagDFu3Dhj69atqaODRo0aZRQtWtT49ddfjR07dhgPPPCAUaFCBePKlSupx2jZsqXx6aefpj6/2WfenrK63qSkJOP+++83ypQpY2zbti3N5zgxMTH1GP++3pt9Fuwlq2uNjY01XnnlFWP9+vXG0aNHjaVLlxr169c3KleubFy9ejX1GIXlvb3Z77FhGEZ0dLTh6elpfP755xkeo7C8r3lJyU0Offrpp0bZsmUNNzc3o3HjxsaGDRtS1917771G375902z/008/GVWqVDHc3NyMmjVrGvPnz8/niHMOyPBn8uTJqdv8+1oHDRqU+roEBQUZHTt2NLZs2ZL/wd+C7t27GyVLljTc3NyM0qVLG927dzcOHTqUut5R3tfrFi1aZADG/v37060rzO/rihUrMvy9vX49NpvNGDZsmBEUFGS4u7sbrVq1SvcalCtXzhgxYkSaZVl95u0pq+s9evRopp/jFStWpB7j39d7s8+CvWR1rQkJCUbbtm2NgIAAw9XV1ShXrpzxn//8J12SUlje25v9HhuGYXzxxRdGkSJFjMuXL2d4jMLyvuYli2EYRp42DYmIiIjkI/W5EREREYei5EZEREQcipIbERERcShKbkRERMShKLkRERERh6LkRkRERByKkhsRERFxKEpuROSOZ7FYmDt3rr3DEJFcouRGROzqiSeewGKxpPtp3769vUMTkULKxd4BiIi0b9+eyZMnp1nm7u5up2hEpLBTy42I2J27uzvBwcFpfooVKwaYt4w+//xzOnToQJEiRQgNDWX27Nlp9t+5cyctW7akSJEilChRgqeffpq4uLg023z77bfUrFkTd3d3SpYsyYABA9KsP3/+PA8++CCenp5UrlyZefPm5e1Fi0ieUXIjIgXesGHDeOihh9i+fTu9evWiR48e7N27F4D4+HjatWtHsWLF2LRpE7NmzWLp0qVpkpfPP/+cF154gaeffpqdO3cyb948KlWqlOYcb7/9No8++ig7duygY8eO9OrVi4sXL+brdYpILrF35U4RubP17dvXcHZ2Nry8vNL8vPfee4ZhmFXqn3322TT7hIeHG88995xhGIbx5ZdfGsWKFTPi4uJS18+fP99wcnJKrQxdqlQp480338w0BsAYOnRo6vO4uDgDMP74449cu04RyT/qcyMidteiRQs+//zzNMuKFy+e+rhJkyZp1jVp0oRt27YBsHfvXurUqYOXl1fq+mbNmmGz2di/fz8Wi4UzZ87QqlWrLGMICwtLfezl5YWvry/nzp271UsSETtSciMidufl5ZXuNlFuKVKkSLa2c3V1TfPcYrFgs9nyIiQRyWPqcyMiBd6GDRvSPa9evToA1atXZ/v27cTHx6euX7t2LU5OTlStWhUfHx/Kly/PsmXL8jVmEbEftdyIiN0lJiYSERGRZpmLiwv+/v4AzJo1i4YNG9K8eXN+/PFHNm7cyDfffANAr169GDFiBH379uWtt94iKiqKF198kd69exMUFATAW2+9xbPPPktgYCAdOnQgNjaWtWvX8uKLL+bvhYpIvlByIyJ2t3DhQkqWLJlmWdWqVdm3bx9gjmSaMWMGzz//PCVLlmT69OnUqFEDAE9PTxYtWsRLL71Eo0aN8PT05KGHHmLcuHGpx+rbty9Xr17lo48+4pVXXsHf35+HH344/y5QRPKVxTAMw95BiIhkxmKxMGfOHLp27WrvUESkkFCfGxEREXEoSm5ERETEoajPjYgUaLpzLiI5pZYbERERcShKbkRERMShKLkRERERh6LkRkRERByKkhsRERFxKEpuRERExKEouRERERGHouRGREREHIqSGxEREXEo/w+U+vzToGF7QgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/engine/training.py:3103: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n", + " saving_api.save_model(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved VGG16 model to saved_models/VGG16_saved.h5\n" + ] + } + ], + "source": [ + "# List of base models with their respective input shapes\n", + "base_models1 = [\n", + " (VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3)), (224, 224, 3),'VGG16')\n", + "]\n", + "model_training (base_models1)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "3q_GeQLI1Nn2", + "outputId": "d7971d48-e306-4a9c-b9ef-be4d7d083677" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training DenseNet121...\n", + "Epoch 1/20\n", + "7/7 [==============================] - 72s 2s/step - loss: 1.5274 - accuracy: 0.3750 - val_loss: 1.3563 - val_accuracy: 0.2745\n", + "Epoch 2/20\n", + "7/7 [==============================] - 11s 2s/step - loss: 1.0386 - accuracy: 0.5600 - val_loss: 1.1600 - val_accuracy: 0.4118\n", + "Epoch 3/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.8259 - accuracy: 0.6500 - val_loss: 1.0231 - val_accuracy: 0.5098\n", + "Epoch 4/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.7232 - accuracy: 0.6800 - val_loss: 0.8635 - val_accuracy: 0.6471\n", + "Epoch 5/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.5694 - accuracy: 0.7700 - val_loss: 0.7336 - val_accuracy: 0.7255\n", + "Epoch 6/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.4223 - accuracy: 0.8300 - val_loss: 0.5850 - val_accuracy: 0.8039\n", + "Epoch 7/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.3732 - accuracy: 0.8350 - val_loss: 0.4556 - val_accuracy: 0.8627\n", + "Epoch 8/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.3117 - accuracy: 0.8850 - val_loss: 0.3827 - val_accuracy: 0.8824\n", + "Epoch 9/20\n", + "7/7 [==============================] - 10s 2s/step - loss: 0.2526 - accuracy: 0.9150 - val_loss: 0.3419 - val_accuracy: 0.8627\n", + "Epoch 10/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.2433 - accuracy: 0.9150 - val_loss: 0.3337 - val_accuracy: 0.8824\n", + "Epoch 11/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.2014 - accuracy: 0.9200 - val_loss: 0.3288 - val_accuracy: 0.8824\n", + "Epoch 12/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.1572 - accuracy: 0.9550 - val_loss: 0.3223 - val_accuracy: 0.8824\n", + "Epoch 13/20\n", + "7/7 [==============================] - 10s 2s/step - loss: 0.1660 - accuracy: 0.9450 - val_loss: 0.2874 - val_accuracy: 0.8824\n", + "Epoch 14/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.2141 - accuracy: 0.9200 - val_loss: 0.3259 - val_accuracy: 0.9020\n", + "Epoch 15/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1302 - accuracy: 0.9500 - val_loss: 0.3755 - val_accuracy: 0.8824\n", + "Epoch 16/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.1586 - accuracy: 0.9400 - val_loss: 0.3480 - val_accuracy: 0.9216\n", + "Epoch 17/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1470 - accuracy: 0.9500 - val_loss: 0.3480 - val_accuracy: 0.9216\n", + "Epoch 18/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.1436 - accuracy: 0.9600 - val_loss: 0.3826 - val_accuracy: 0.9020\n", + "DenseNet121 Validation Accuracy: 0.9020\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved DenseNet121 model to saved_models/DenseNet121_saved.h5\n" + ] + } + ], + "source": [ + "# List of base models with their respective input shapes\n", + "base_models2 = [\n", + " (DenseNet121(weights='imagenet', include_top=False, input_shape=(224, 224, 3)), (224, 224, 3), 'DenseNet121')\n", + "]\n", + "model_training (base_models2)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "JDmAa0JzwTup", + "outputId": "cb35eb2d-6301-4d3e-8d69-726fc3427d28" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "87910968/87910968 [==============================] - 1s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/xception/xception_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "83683744/83683744 [==============================] - 1s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet_v2/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_224_no_top.h5\n", + "9406464/9406464 [==============================] - 0s 0us/step\n", + "Training InceptionV3...\n", + "Epoch 1/20\n", + "7/7 [==============================] - 61s 2s/step - loss: 1.2274 - accuracy: 0.3750 - val_loss: 0.9756 - val_accuracy: 0.5490\n", + "Epoch 2/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 1.0333 - accuracy: 0.5450 - val_loss: 0.8362 - val_accuracy: 0.5490\n", + "Epoch 3/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.8461 - accuracy: 0.6100 - val_loss: 0.7442 - val_accuracy: 0.7059\n", + "Epoch 4/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.6823 - accuracy: 0.7100 - val_loss: 0.6971 - val_accuracy: 0.6471\n", + "Epoch 5/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.5682 - accuracy: 0.7650 - val_loss: 0.7828 - val_accuracy: 0.5490\n", + "Epoch 6/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.4985 - accuracy: 0.8000 - val_loss: 0.7815 - val_accuracy: 0.5882\n", + "Epoch 7/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.3690 - accuracy: 0.8550 - val_loss: 0.8417 - val_accuracy: 0.5686\n", + "Epoch 8/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.5166 - accuracy: 0.8100 - val_loss: 0.5776 - val_accuracy: 0.7647\n", + "Epoch 9/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.3290 - accuracy: 0.8500 - val_loss: 0.5273 - val_accuracy: 0.7843\n", + "Epoch 10/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.2672 - accuracy: 0.8850 - val_loss: 0.6108 - val_accuracy: 0.7451\n", + "Epoch 11/20\n", + "7/7 [==============================] - 7s 1s/step - loss: 0.2748 - accuracy: 0.9050 - val_loss: 0.6910 - val_accuracy: 0.7255\n", + "Epoch 12/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.2246 - accuracy: 0.9200 - val_loss: 0.6007 - val_accuracy: 0.7843\n", + "Epoch 13/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1854 - accuracy: 0.9350 - val_loss: 0.4494 - val_accuracy: 0.8627\n", + "Epoch 14/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1862 - accuracy: 0.9500 - val_loss: 0.3673 - val_accuracy: 0.8627\n", + "Epoch 15/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.1274 - accuracy: 0.9600 - val_loss: 0.3524 - val_accuracy: 0.8431\n", + "Epoch 16/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1114 - accuracy: 0.9650 - val_loss: 0.6711 - val_accuracy: 0.7647\n", + "Epoch 17/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.0882 - accuracy: 0.9750 - val_loss: 0.7017 - val_accuracy: 0.7647\n", + "Epoch 18/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.0776 - accuracy: 0.9800 - val_loss: 0.5568 - val_accuracy: 0.8039\n", + "Epoch 19/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1314 - accuracy: 0.9550 - val_loss: 0.5210 - val_accuracy: 0.7843\n", + "Epoch 20/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1160 - accuracy: 0.9700 - val_loss: 0.4758 - val_accuracy: 0.7843\n", + "InceptionV3 Validation Accuracy: 0.7843\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved InceptionV3 model to saved_models/InceptionV3_saved.h5\n", + "Training Xception...\n", + "Epoch 1/20\n", + "7/7 [==============================] - 51s 3s/step - loss: 1.1130 - accuracy: 0.3700 - val_loss: 1.0392 - val_accuracy: 0.3333\n", + "Epoch 2/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 1.0044 - accuracy: 0.5300 - val_loss: 0.9170 - val_accuracy: 0.5686\n", + "Epoch 3/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.8536 - accuracy: 0.6500 - val_loss: 0.8211 - val_accuracy: 0.6863\n", + "Epoch 4/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.7426 - accuracy: 0.7000 - val_loss: 0.7263 - val_accuracy: 0.7451\n", + "Epoch 5/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.6364 - accuracy: 0.7550 - val_loss: 0.6308 - val_accuracy: 0.7647\n", + "Epoch 6/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.5360 - accuracy: 0.7850 - val_loss: 0.5672 - val_accuracy: 0.6667\n", + "Epoch 7/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.4231 - accuracy: 0.8600 - val_loss: 0.5297 - val_accuracy: 0.7255\n", + "Epoch 8/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.3675 - accuracy: 0.8800 - val_loss: 0.4218 - val_accuracy: 0.8235\n", + "Epoch 9/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.3081 - accuracy: 0.8950 - val_loss: 0.4340 - val_accuracy: 0.8431\n", + "Epoch 10/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.2233 - accuracy: 0.9350 - val_loss: 0.4731 - val_accuracy: 0.8431\n", + "Epoch 11/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1735 - accuracy: 0.9450 - val_loss: 0.6971 - val_accuracy: 0.8431\n", + "Epoch 12/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1341 - accuracy: 0.9600 - val_loss: 0.6222 - val_accuracy: 0.8431\n", + "Epoch 13/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.1062 - accuracy: 0.9700 - val_loss: 0.4658 - val_accuracy: 0.8627\n", + "Xception Validation Accuracy: 0.8627\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved Xception model to saved_models/Xception_saved.h5\n", + "Training MobileNetV2...\n", + "Epoch 1/20\n", + "7/7 [==============================] - 42s 2s/step - loss: 1.2274 - accuracy: 0.4000 - val_loss: 1.1218 - val_accuracy: 0.3922\n", + "Epoch 2/20\n", + "7/7 [==============================] - 10s 2s/step - loss: 1.0524 - accuracy: 0.5400 - val_loss: 1.0478 - val_accuracy: 0.4118\n", + "Epoch 3/20\n", + "7/7 [==============================] - 7s 1s/step - loss: 0.8208 - accuracy: 0.5850 - val_loss: 0.9822 - val_accuracy: 0.4510\n", + "Epoch 4/20\n", + "7/7 [==============================] - 10s 1s/step - loss: 0.7260 - accuracy: 0.7050 - val_loss: 0.9346 - val_accuracy: 0.4118\n", + "Epoch 5/20\n", + "7/7 [==============================] - 12s 2s/step - loss: 0.6577 - accuracy: 0.7450 - val_loss: 0.8736 - val_accuracy: 0.5098\n", + "Epoch 6/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.5071 - accuracy: 0.7800 - val_loss: 0.7862 - val_accuracy: 0.6275\n", + "Epoch 7/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.4355 - accuracy: 0.8350 - val_loss: 0.7155 - val_accuracy: 0.6471\n", + "Epoch 8/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.4064 - accuracy: 0.8500 - val_loss: 0.6710 - val_accuracy: 0.6863\n", + "Epoch 9/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.3303 - accuracy: 0.8700 - val_loss: 0.6395 - val_accuracy: 0.7451\n", + "Epoch 10/20\n", + "7/7 [==============================] - 11s 1s/step - loss: 0.3947 - accuracy: 0.8600 - val_loss: 0.6247 - val_accuracy: 0.7059\n", + "Epoch 11/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.3181 - accuracy: 0.8950 - val_loss: 0.6018 - val_accuracy: 0.7451\n", + "Epoch 12/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.2378 - accuracy: 0.9200 - val_loss: 0.5457 - val_accuracy: 0.7843\n", + "Epoch 13/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.2397 - accuracy: 0.9350 - val_loss: 0.5170 - val_accuracy: 0.7647\n", + "Epoch 14/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.1964 - accuracy: 0.9250 - val_loss: 0.5122 - val_accuracy: 0.7647\n", + "Epoch 15/20\n", + "7/7 [==============================] - 7s 1s/step - loss: 0.2031 - accuracy: 0.9200 - val_loss: 0.5687 - val_accuracy: 0.7059\n", + "Epoch 16/20\n", + "7/7 [==============================] - 11s 2s/step - loss: 0.1377 - accuracy: 0.9650 - val_loss: 0.6219 - val_accuracy: 0.6471\n", + "Epoch 17/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.1686 - accuracy: 0.9400 - val_loss: 0.6219 - val_accuracy: 0.6667\n", + "Epoch 18/20\n", + "7/7 [==============================] - 7s 1s/step - loss: 0.1440 - accuracy: 0.9550 - val_loss: 0.6486 - val_accuracy: 0.6078\n", + "Epoch 19/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1224 - accuracy: 0.9600 - val_loss: 0.6788 - val_accuracy: 0.6078\n", + "MobileNetV2 Validation Accuracy: 0.6078\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved MobileNetV2 model to saved_models/MobileNetV2_saved.h5\n" + ] + } + ], + "source": [ + "base_models3 = [\n", + " (InceptionV3(weights='imagenet', include_top=False, input_shape=(299, 299, 3)), (299, 299, 3), 'InceptionV3'),\n", + " (Xception(weights='imagenet', include_top=False, input_shape=(299, 299, 3)), (299, 299, 3), 'Xception'),\n", + " (MobileNetV2(weights='imagenet', include_top=False, input_shape=(224, 224, 3)), (224, 224, 3), 'MobileNetV2')\n", + "]\n", + "model_training (base_models3)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "hLK0eKrr-p-v", + "outputId": "700f8e92-7cad-410a-bc17-bb275c54a766" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training MobileNetV2...\n", + "Epoch 1/20\n", + "7/7 [==============================] - 35s 2s/step - loss: 1.5131 - accuracy: 0.2900 - val_loss: 1.1193 - val_accuracy: 0.3725\n", + "Epoch 2/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 1.1479 - accuracy: 0.4200 - val_loss: 1.0260 - val_accuracy: 0.4118\n", + "Epoch 3/20\n", + "7/7 [==============================] - 11s 1s/step - loss: 0.9865 - accuracy: 0.5500 - val_loss: 0.9623 - val_accuracy: 0.4706\n", + "Epoch 4/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.7529 - accuracy: 0.6350 - val_loss: 0.8870 - val_accuracy: 0.5098\n", + "Epoch 5/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.6354 - accuracy: 0.7450 - val_loss: 0.8119 - val_accuracy: 0.7059\n", + "Epoch 6/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.5015 - accuracy: 0.7850 - val_loss: 0.7468 - val_accuracy: 0.7255\n", + "Epoch 7/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.5053 - accuracy: 0.8050 - val_loss: 0.6859 - val_accuracy: 0.7451\n", + "Epoch 8/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.4206 - accuracy: 0.8400 - val_loss: 0.6171 - val_accuracy: 0.7647\n", + "Epoch 9/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.3945 - accuracy: 0.8600 - val_loss: 0.5457 - val_accuracy: 0.8235\n", + "Epoch 10/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.3141 - accuracy: 0.8650 - val_loss: 0.4854 - val_accuracy: 0.8235\n", + "Epoch 11/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.2700 - accuracy: 0.9250 - val_loss: 0.4746 - val_accuracy: 0.7843\n", + "Epoch 12/20\n", + "7/7 [==============================] - 7s 1s/step - loss: 0.2255 - accuracy: 0.9250 - val_loss: 0.4446 - val_accuracy: 0.7843\n", + "Epoch 13/20\n", + "7/7 [==============================] - 7s 1s/step - loss: 0.2164 - accuracy: 0.9200 - val_loss: 0.4423 - val_accuracy: 0.7843\n", + "Epoch 14/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.1724 - accuracy: 0.9400 - val_loss: 0.4590 - val_accuracy: 0.7843\n", + "Epoch 15/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1794 - accuracy: 0.9350 - val_loss: 0.4314 - val_accuracy: 0.8039\n", + "Epoch 16/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.1878 - accuracy: 0.9300 - val_loss: 0.4317 - val_accuracy: 0.7843\n", + "Epoch 17/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1623 - accuracy: 0.9350 - val_loss: 0.4172 - val_accuracy: 0.7451\n", + "Epoch 18/20\n", + "7/7 [==============================] - 9s 1s/step - loss: 0.1703 - accuracy: 0.9300 - val_loss: 0.3760 - val_accuracy: 0.8039\n", + "Epoch 19/20\n", + "7/7 [==============================] - 7s 1s/step - loss: 0.1154 - accuracy: 0.9550 - val_loss: 0.3489 - val_accuracy: 0.8431\n", + "Epoch 20/20\n", + "7/7 [==============================] - 8s 1s/step - loss: 0.0820 - accuracy: 0.9650 - val_loss: 0.3735 - val_accuracy: 0.8039\n", + "MobileNetV2 Validation Accuracy: 0.8039\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved MobileNetV2 model to saved_models/MobileNetV2_saved.h5\n" + ] + } + ], + "source": [ + "base_models4 = [\n", + " (MobileNetV2(weights='imagenet', include_top=False, input_shape=(224, 224, 3)), (224, 224, 3), 'MobileNetV2')\n", + "]\n", + "model_training (base_models4)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "W3i-Yr-isQFg" + }, + "source": [ + "# Testing and labeling unseen data" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dTpxTpNHsU4f", + "outputId": "c6d7a7ca-ca0f-45eb-f5d0-70e543bf7c4c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 1s 913ms/step\n", + "1/1 [==============================] - 0s 65ms/step\n", + "1/1 [==============================] - 2s 2s/step\n", + "Predictions saved to /content/saved_models/predicted_Xception_saved.csv\n", + "1/1 [==============================] - 1s 884ms/step\n", + "1/1 [==============================] - 0s 36ms/step\n", + "1/1 [==============================] - 2s 2s/step\n", + "Predictions saved to /content/saved_models/predicted_MobileNetV2_saved.csv\n", + "1/1 [==============================] - 0s 176ms/step\n", + "1/1 [==============================] - 0s 30ms/step\n", + "1/1 [==============================] - 1s 1s/step\n", + "Predictions saved to /content/saved_models/predicted_VGG16_saved.csv\n", + "1/1 [==============================] - 2s 2s/step\n", + "1/1 [==============================] - 0s 63ms/step\n", + "1/1 [==============================] - 4s 4s/step\n", + "Predictions saved to /content/saved_models/predicted_InceptionV3_saved.csv\n", + "1/1 [==============================] - 3s 3s/step\n", + "1/1 [==============================] - 0s 70ms/step\n", + "1/1 [==============================] - 4s 4s/step\n", + "Predictions saved to /content/saved_models/predicted_DenseNet121_saved.csv\n" + ] + } + ], + "source": [ + "import os\n", + "from tqdm import tqdm\n", + "import numpy as np\n", + "import pandas as pd\n", + "from keras.models import load_model\n", + "from keras.preprocessing import image\n", + "\n", + "# Load test dataset\n", + "test_df = pd.read_csv('/content/covid19-image-dataset/Covid19-dataset/test_data.csv')\n", + "\n", + "# Load class indices (assuming you have train_generator with class indices saved)\n", + "class_indices_inverse = {v: k for k, v in train_generator.class_indices.items()}\n", + "\n", + "# Directory containing the saved models\n", + "model_dir = '/content/saved_models'\n", + "\n", + "# Define batch size\n", + "batch_size = 32\n", + "\n", + "# Function to process images in batches\n", + "def process_images_in_batches(image_paths, model, target_size, batch_size):\n", + " num_images = len(image_paths)\n", + " num_batches = (num_images + batch_size - 1) // batch_size # Calculate number of batches\n", + "\n", + " all_predictions = []\n", + "\n", + " for batch_idx in range(num_batches):\n", + " start_idx = batch_idx * batch_size\n", + " end_idx = min((batch_idx + 1) * batch_size, num_images)\n", + " batch_paths = image_paths[start_idx:end_idx]\n", + "\n", + " batch_images = []\n", + " for img_path in batch_paths:\n", + " img = image.load_img(img_path, target_size=target_size)\n", + " img = image.img_to_array(img)\n", + " img = img / 255.0\n", + " batch_images.append(img)\n", + "\n", + " batch_images = np.array(batch_images)\n", + " batch_predictions_probs = model.predict(batch_images)\n", + " batch_predictions = np.argmax(batch_predictions_probs, axis=1)\n", + "\n", + " all_predictions.extend(batch_predictions)\n", + "\n", + " return all_predictions\n", + "\n", + "# Iterate over each model file in the directory\n", + "for model_file in os.listdir(model_dir):\n", + " if model_file.endswith('.h5'):\n", + " # Load the model\n", + " model_path = os.path.join(model_dir, model_file)\n", + " model = load_model(model_path)\n", + "\n", + " # Determine target size based on model\n", + " if \"Xception_saved\" in model_file or \"InceptionV3_saved\" in model_file:\n", + " target_size = (299, 299)\n", + " else:\n", + " target_size = (224, 224)\n", + "\n", + " # Process images in batches and make predictions\n", + " image_paths = test_df['Image_Path'].tolist()\n", + " prediction = process_images_in_batches(image_paths, model, target_size, batch_size)\n", + "\n", + " # Map predictions to class labels\n", + " prediction_labels = [class_indices_inverse[label] for label in prediction]\n", + "\n", + " # Create a DataFrame with predictions\n", + " predicted_df = pd.DataFrame({\n", + " 'Image_Path': test_df['Image_Path'],\n", + " 'Label': prediction_labels,\n", + " })\n", + "\n", + " # Save predictions to CSV\n", + " csv_path = f'/content/saved_models/predicted_{model_file.split(\".\")[0]}.csv'\n", + " predicted_df.to_csv(csv_path, header=True, index=False)\n", + "\n", + " print(f\"Predictions saved to {csv_path}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5CDgY9K0ogRX" + }, + "source": [ + "# image label and prediction and visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "vGaNEEm9Ykml", + "outputId": "f509b81b-924f-4bb5-f11f-90e62df81636" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predictions using: predicted_DenseNet121_saved\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predictions using: predicted_Xception_saved\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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HlWsJrjf+7t17eve7362PfOQjunXrSKenpzrYLdarqkqT8ST8a9OyrqHoUIRhu932TFaJ/aQQMoRvOBwm4fIBdI2CU4Rpdi3M+10ToNURTt5Dm8bjcYIRjh83m43Oz8+1WCy02awTDOi67L1HHdHyXW+y7XpXXdcIlmS7XWu5rJMJHQ6Hmk6nPcd4MpmkgacfvH+9L/jOS6mF6Uf/2yeM1IdLZXHNzXgvl8tev+W+6VLdou59q/OocmXBpXOo3GAw0J/7c1+mT/7k/0e/+Iv/r5bLZRLctm21WC40mUx7A+3mIcznIP2OOWzbVuPxOAlZqRkQlhJ6OGZ0vEtdN5tNEnY0vgs9MGI6nWo6nSaz7k4bjArCjQd9fn6u5XK5gwVNMqtd12o4HBvGDGEeDNxKuDkfqK6DDhsMag2Ho6SFEDzqNp1OexjR+8B9DdfApfLAkfUJ7eNTwiiKO1bcw+f+fAR1sVjo6OgoYfOSVcnvvbLcXk/jesVe+cpX6NlnX6XhcKg3vvH39K5r227nQW+1Wq00mUw0n88TnYbQSkoOiXeI00qSkgZkUNbrtc7Pz3uD4x0NrJhMJnrw4EHq9NFolBwmJsd6vdZwONRqt4PLcDjU/v5+0hbT6TR1tNdrvV5rtVpptVoZjRVcb9tu0/tGo6Gapt1p7GmqZwxUQIXt1oWdAR32cDCYHnwMjKBfqqpKsGW9XvfMfemc0U+uEBxauHPr8IP3lixGablKmdlsVlqv1z0L4YLvY3bVcg3nrOphQDe5lDwDW1Xq00AICI4Hs7106MB0JTyAS1wulz3IIvWpKdcW3EOnABnm87kODw+1Xq91cXGh7XaryWSS4ADthXt1HIyGq6pKq9Uq8b1Z8PLP6As91FaEENgArIhSazIZ99gF71+EGZZiPp9rvtsVCKizXC61XC4TG+GY1tvBRPZCf9PGklXpj3PWtAgwEw1lEhOr0dnZiabTV2h/f18XFxfJmc24ulEOrjy6XJvHdXxXfu6dhCCiUbkGumg8Hifs45rMzTwCg8DCgaIlKAh7dEDu5FLz7O3tpc+3221iCOjkzWajyWSivb29nlb1ZyO4CL2zCQz2YJDr52YVbQ+GxzmJ53ZpsniAJPd334zTL6vVSuPxOFmGuq6TMC8Wi0snOnUKizC61HFygc3Odn+s/W//zCcpz2qaTqvVSgcHB0nz9n2eqveMR5UrC+7du/f0Ez/10xruBiWCC7VGw5HqwUCVsglZLhaazWaqjQnwimLWqOh6vdbR0ZHG43FPs0+nU61WK52dnfU6Dxjg5gpPnO9xmriPf23b6vz8PFFWzjrcuXNHe3t7aTBx/i7zmpum0WazSR0P/s0DGWFc5yjdQfRJNRjUqqpOo1GEm4EtPHswqLVaVZpMZlqv16lu1KFpGu3v7+v27dupb+u6TsIctFwOfPBsNC71d4wsqQdDLmNvHDKAZ+knF1wpOPPz83NNp1PNZrMEvwhQlMrwsQnuyemp/ucvP5e0XRmJoaHj8TjggDkPYCkfZASK+7fbbdKCQImu63R8fNx7JwJI57hG94nhXjh16roIGOzv72u73Wo8Hif4gJll8HAkmACOTZ0mA4ZgTRCsrGn6mgXIhFBEO+ifVuv1Sp77xCRo2zqZfp6Lw7larbRcLrVarfSqV71Kt27d0vn5eXLmwPqRK9C3VPStsxO0q7RKpeC6wGVYkCc611HattXZ2VlyLt2CNU2jtnkCUKHeebouVAihm8G17Z7oJLhjKecmmfnuMIA1A9gH1cQMnc1mPYHHrEOpObxwfMznDCTvQ/M59cakdAFESLxtmLy2bbVYLHqTp+uUMP1ms+lxx5KSJXIc2Md8kbzCLVUlbTaRpDIYjFIdfBKdnp6qaRq99rWvTZNTCi/+4OBAFxcXPY3qEA3hY3yYyC6w7qSV4+UCy3McRgADwd4+DgkbPwmNOxwOdfv2Uz3TioBBNKNdMI8Zv6jXGGY0BUFB20rS8fGxVqtVwmkMlKSkOUiIgSJCa7uGRwvA6Tpf2TRN0t6u0d20A0kc7zFI0+lUy+UytRMBRVuFVoz8hMUiWybMdvRBZMZttxuRfdZ1wVCQdBQBi/hXVbWaZiMCFzhZCOlgMNC9e/fSpCaETT/gYyBIHoDAKavryN1w7ItGdqvm1vYyfFxiX8b/7OxMk8kkjV+eCE9AcKs6OhWzyWBdXFykwcZseoPQjgw2Qk0n40gwg8GgvGNvb0/D4TA5QmUCy3g81t7envb397W/v594Y6fcECZmOYOEdUC7U3c0JQLBJECY27bt0WSl00gfLRYXKVom5XwLJkBgW1IlccA8b6PaZVhJpEuGExca2WGI/75cLnVycqLRaKTZbJb6kgw3rIdTkS5kZd4Eptwz5tz55B8MjlOTZeCDCb5YLHRwcJDwbmmRHp/gqs/1eTSMWYOAOkfodBFkPkKBIHGtJJ2dnaXnMQg+OO4QSWEGz8/PtV6vtVgsdPv27cRvukmkzrwfAh8NgyMoZbLfWY6joyMNBoOUHom2wkkibyBYhs1uoq1tkrXquhzRC4FfazyO0HjUN/KHM78LxAmhJYROymdJbzFhYTxo39HRURJI74/S8nm7SxxO37nG5hkILf3ldUMmSnx8fn6eYCfavdITgQoDzeeRMOHep5tQbzSC6iaFfwcHBz1zTP7CYrHQ6elponDgKhFEftJ5YLC9vT3NZrMk6G6y3XF0k+ge8XA41N7enk5OTpIW530wD95O2oEj5pNstVqqabJlyoM7SNCgabY7KFCrbbsdfRbJ49F/Y3PKMsUWg65LBcTzKPi9aRpdXFwks4z1QHARNmd4nFqkrc6kwFqguFx4yzohpC7E/I3vcnR0lPyW6TXO2ri6c1a/eGKKswduhtyUTCaT5OHT6Nlspul0qg996EN6/vnnE6mPcPrsHgwGOjg46Hnyk8kkJYi7acLpY/LwO++HAUBA27bV/v6+7t+//1CuxGKxSL9TD2dCMvPQaDQaq6pgSIYPkew+iJPJvDfYnq8Rf+fkoIjKheD6M9w/8AABMAY4N5vNNJ/Pk8VCiMtwOW1zoZSy0PL8y8y6My/l59znUAmti2JYb65wLMKuXENwBxoXObbeCPeQXXDpnPl8rr29vYSv3In6wAc+oLt37yYM6ya79F7Bk2jFqFvmUelQsLVPNuABHYcZ9EwvJ/+l7P379ev1OkEY6gYMqutKm812Bx8WatvOyHvaUve0Jv2Iaebv6OdWXcdypTz4JR3J527aadNyuUzcNQ4qCsIjjB4UoW4lnXVZcIji/U1dqUvg8ocjnu4juUJ8VLlWkk0IRr+TaJDjWISKjh2PxyksiWbY29vT2dmZ3vve9+r+/fsaj8eJj/S0vrZttW3WqpRT7HxyePybDvVsJM+sIkrH5AEKYE7pQKCHpMRldl0khJ+cnPSor8FgoNlspsPDwxThGwzW2tvbU9d1u1wGHM8Q3sGgvzQG64FnnbXuQKy9c+hDXyNgPIeJx3doYq65uLjQ4eFhYhyAY+v1Oj3f6S2E0WWAMfTQrvPcl2ncKH02gt/J95jNZsmqPFbBrXccbtAx/UQJj1phkhHc6XSaaBkadPv2bX3gAx/Qr//6r6eoDo4XIdQYlF34eDjQoAbj9TW81PeCye5yrYAmxnyuVqtEpzkMIYuMQT46OkrfLxaLJOzr9Tq1E8ix2Ww0Ho91eHiYLEY4a+vdRBloOByJBYsImFNHhH7DWvTNtWNIN+30K4IKl+4BAtpMYpHnIszn8x7X6iFsnxQl1eU+A84Z40bdouSVEVzv1hrfBqt01XKtJJvQPDlyUzpn4Fi0KlTVdDpN1BM00kc+8hEdHx8nocX0+oxNpqrLyRtczzshsx2v0UEOR+Bb0aQetVkulyKgwHu5hs/bttVqtUrZYySzOBaGl4RhGI1GOjg40NnZaZoQdT3Qet2kFa/D4XBHUw12At9ps1nvnLG+9qMPs+YNJ9C5aufQUQSr1SrlZ4zH40SL0V/z+VxVVenk5KRnAbAoHiFj4sClM0YutK5x4Z9d0TF29DV1uwYbdt0km5xITIOY/ZhkvEO8fegusCANp8K+opZByZxujvtXVdZU3DMajZJAMrEQICm0JDDl9PQ0RcmAEbwPKADN5eaYAQZiuKCyMtU7v23bhHfRcG3b6uTkOGnCwWCgQYrCdVqvQxujzWPS5JzerpPaNlb3ssQl6iW17abHn9JGxsatGEK+Xq/12te+Nk1cSdrb2+s5xT55XWjRzPShC6vDhaztfVFkqxIy8I7z83M1TyLkGxXvL0kvPVEPQnRdp/39/V4jiChFJZse0EcjBeyAqx0kaIKWl7LGx/yh/bAC5+fneuqppxJEOD4+1mKx6GHg+Xyu8XicJpEnoXggxScTVoSBw+SiXR88eNCbmGC4tu00HI6zVjL8GRp/odGoTf5B9C9ClTlSvnOmIu+loIRxESRvE/+Oj4+TVn71q1/9kMM7Ho8THQkc8OQhxg2Bozi0cNZDwh8K6BewYZC+R4jX67W2T2J5el1VyRtGIzLwzEYfWDczDL4UGUJ3797tOWglsI+f2oVBI2bfNKQerjQaTdLAMPge6PjQhz6UCHi8ZzSk47iDgwMRNGDggDVopzK6BAeK0KLBgCGnp6eaTqe6f/9+sgb0S8CNRdKGhHWj7Vs1TU4iIgQM1mfVBFrP8aLTYBRPAnJYB8twdnamxS6Lj76sqiopGw9Lu8JAafAZ4+ssSR8+1jvr0Wq7bUz5PZzb27SZoXhsgitVGo2CT/QMeTrNtRPC5DiQ2Xp+fp6CDOCrk5OTJAjbLbFr2IpGTZMbGM9apw46OztL+HY8Huvo6Eht2+rBgwcPZZXxE0zn/CnPlqT5fJ4cuKwBMzZjokh5YSNCBB7GmnANgxxO6MrwOAlH4ViyGlmqUrjWl8l7XYFHmXKKfQ1Cuw16ThiTF8dSki4uLlIbGTue7djWo2uuiVmNQVsZ474TN1TbXUhNK1Wt1DonnScgfO5Vy9UFt+ovrXEvk0qUwQeEl464e/eu7t69mzKEcGJIegYeBH2Ut2XyGRzCvNFi0WowGKVEGPhJuEpJvXRFBpl3Hhwc9MygZ6xJSvgZCOSCjqD4CgMSgXj3/v5+ws0+4IGn2104eLszn9kkY3XoxxJXu2/g2Wq5j7SDWFVPGzrlhd/Bmjmei4IBv/pkLaks3olgl7Aqf1erUuDxqqm0U7QPUWbL5fLJQIVKofZxZBxnUXk6gEFer9fJ9CyXSx0fH/ecGDx1zy6jREcpwRM+w1xWVRwAE5AlZ3ThXHh0DibDk2qYWAg967kQPLQJZTKZJIFxC0JbXCN2XZc0pwcvAnoMVFWTHfxpegLBiti9vb0kIGSgoTGdEnPBZSw8pMsE8GABE5l6MjbAKCax05fevrKdaFomHXicNg0GWYllGNhfeJudtyvL7XX3VehnvTu36FqBqJXn6J6envYyrdjdBS8YTBcd0qpptj2tkWqQNEFsWNc0IeBHR3ldlwc8mqbRfD5PjuNkMtF0Ok0crJs+SamO4FJCxB4qpdOZHEwmZ1rG47H29/cT5IBjzpGsM7XtamfaYzVwv31RwOYkhkvZlJc5GY5FESosBrTbwcGB9vb2eo4pE9Dv81wNr0uf6spW1y1ryUQMh2M1zUKRe9FPRPeUgeuUq0fOlPGIe7g+aG5WSfBmoB48eKDVaqXz8/O0nDt52d1WsVguY7ROndjusZz5Ts3kjdYWCTttNhudnZ2l+DwWATgxnU61v7/fy2ojcFFmui0WC8vwynSelB00gg9oYTLGwNO0HesCJELjsB0UwsNGfDhO9Cvm3mmpUpFI/a2ZSt8DgcH5JITtEIuJy7P8vV4Yd4djFP89ePROUquq8ihhrr/nWlylXF3jdqQF5lW4DJhjw8FgkLK/4FrPz8917949nZyc9PjUMKWN2tY7e0dgdz5ZCIA8vBkFf282KzXNLGlFKcw9WJPBQvBOT0+T4Dkmdg7U80/d0fMAh2N6hAEnkSR4YAeamGdmqBB4vq4ztUjbeEe5zMmXCCHEknrmmmdgHVxDgtHL+wkFu0B7cQhRCmoJF9C8XrfBAG46U2UBXTY7q3u1cu3l6QgpJhkhphGs4mTFrKcqEsGBJwy+Vsl80NHRKGkwiHVYw2Hel5a6+P6xcJ5QODhsDHxd171VFDggt2/fTg4UEAZ+GBOKoLjHC0b0XIztdqvZbJZ4ZZ4xnU5169atNBFgZPpYMwtcyVkjYGi3ptlquVzsIo11Ekra5rSilNMUs6Lo79zjk5AxpQ3wvQ6JnBP2YJHLhY9T6cBXFU52MEfhhEdgQjYRHlWuLLhgLQfQaBoadHR0pPl8JimHfp977jl95CMfSdwpWKZpNmmgnEKJXVzyOxBMJ7YJnVa7yJIkbTZbnZ+faTAYpokzm81SGJOAQV3XOjk50eHhoS4uLlKUbzgcps09XJNgYhECTKN77Pv7+z3O1jltBvypp55KKyoIAsAwxKbTsQ3RapUdMSwS7UMzwU0PhyOF1mp7FBOTlY1NCO647yEp4XzfOYiN6uo6r+crI3KXRRK9lOzDcOiZbLFpCtqWsb1u+ZhDvj6TwCi3b9/aVUSaz6f64Ad/PeW39mPZeVNfBj+eM9BgENtUutPjmoF/jjsZsKZpNJ3O0u+j0UiLxSJFyUpeEnPrm1OgjYfDoU5OTtJ1CJI7n+6Bcw2aGRNfJm+znEbKyUHrNROm1mCQoUf4Bys1zTYJKhM91qltVVWdViucoXpHJ/Y3LCGoQRtYGkUCP4Lj0UD66eDgIMEDT5ynz93aIgv8xE/wwIQzDizhLzX1YxXcuo4dVhA4BoNGBp0y0HbbajTqL1REcDNmrNMg1XVo35jJjdjZhcb4bCzNXNl5QbxnR5H8XswpdNd0OtXFxUVKmMEUklXGpPRddWgHgoeGpS/A0s5xwwT4ShD32KkDVJtjQtof9OFGXUfe7HYnGDholaoqO5MsA/KwrGNWx+9kti2Xy9QvVVX1Foh2XZeCOk6DwghgHbzfXKGE7EQuxnqzTv5KtK9S1zVJprpraN5rLZaUssb1AR2Pxzo42FfTbHY8pVJuLULkWtp5RQYiimOgy7GY4yxnG6Je/dWm1Ne5RpJf+M4dLl+1ATxgHwRJiRpyOMDE9bwF8Cka2PvL2+Y4tqqq5CzRX6ygzvx20IChqUe7eu/GZ6dxs7O6VtPkvGWe4yxQ7C65SXnIQJnxeKynnnoqLWcnR5nvfGyQAXfY3BJTBoPhLhaQLSQ/r6lsJV1zX4XwGvMuKnRSCEfeAjSEJDQKThGCMBgMUn5CNLrcwaS/4XHJIvSvzUKNABHSpAObptFsNkurLxAm53TDREZwIEx0PqditVrp+Pg43UNd0FYetcOUUhxSOLfp2B4tBmyIZKFw2NwBjEWUob1YoxXvXO0CK1ViJfKq4Zy66BxrSYdB4REqZ/LduXNHFxcXOwg27fHeLqwefCr/cV20I2g/dyK1235f6tReQ4KvgXFJMKl6QgF2QktQLi4uEvlO0rVnUuGJ78RRVdXssG2moEraq1ebS74LweiSI0kuMJr06Oiot40o691ms2nqUJgJz+pn9xv4VDRVTkHMG8g5hXYZIV9VVVr7hRZ0tobJwmph1rGFA1aJhZQSZ16MVVW1hsNByuOl3m7dPGJFv/N3uT5ws9no3r17unXrliaTsVardVIAWFFPbKKUUKGk5Pya7OTuhPZJBSCUXpi1Kp3nzhIDtVhkTetUD/e4l8r97qlfJrz96jy8vsmxKZMjC+dMt2/f7u13y+rX8TgsyfHxyQ7q1L01bZIurSvh64ODg7Ttqe9pRj3d60ZQb926pdlspvv37/fydA8PD/XgwYNdkv1Ak0nkbpBww+6Szi+Hk7UVm+1d5jw7JEJwXUtyHWW73ers7FS3bz+l7bZJmpYlVk6FlRE7h2r+k++c44Uac1rvKuVaUCGwYQ6NUgkcs7yVUvCNmFOnvDCNmCvnENmxsMRBLgQ+m7O5yR203eaQK6Y3zt46TKFetGM4Y/UOA4YAss/BxcVFb3smj+2DkRHe+XyeWBPoJa8ngu7RRZJkuq7rQSf6o/8ZmwZqZ5VyH8IEbLc5OEMd/ZlAEQIRTG4pp3N6v8NoRC7xMPHPrPKg/T4GaFIXVtpP28ulS/TratU/RuuxCW52rLJD4jQLmCwgQKP1epPIdI+l+z86ydkDVj04PnKB9YJG7OPg2M7ItYzjUASHAd1sOIWnSimVJMAgbOQFlNqWjj85OekNkDMdvhKC+/net9ukbYvFQvv7+7pz547W69Vui6mZrRZpelaF9nPOggcanIKiPo7TWa2C4JZYNeq7Te/jWeX5GCU0or/6zEI+zIb2Aq18s5PHLrjABMJ6OGIEGuo6b6RxdnaR0gdDGPMSH366EOTGyD4jwMGSD6VB8g4A0+UTFmMCsWyHf+BQx5xE2zabvABwMsm7vfCOtm1T3gCTbjAYpIWGm80mJfKUAQxJPSow6pi5ZPqM+vBurvvwhz+8mzSxxBtzDXb3SZC532XvPc4YEIWbz+cJ71NfJpmvxOb5Dg15LjwwysBx9GVOdNe1Wq36WYXj8VgXF2fXCvdK10yyYVMy1xBUejqNVL3tdquLi3ymFxlgLqhoBQfz5bqz2Goz8jmbJi/FjhJOGKZyu43N5bq2UbfrtJOTYxH9wav2ujuZjuCEcxMUU1VlViC0cn6fe9k4dH7yZAkTmMTOKpDIApzyAAi5DQcHB9put/rQhz6UhCfC39Ef8MBVVaWlSQgnIe9yYxVYFDStm/fSeZP6hyDyXsYcyFEuEeL3sgwGQ202ee83fnKUwHXKtaGC86Kj0UiTyViz2aQHzLuuSfm3nEZDNhiaFbwGxRMd0aptg/YJAd+q6/qYNjpzmzp1vWZVQj8/NDZVO0zaEc2CmafjHA54fmtg34FYtOjC5iFgBtrj+0TR6rru7ebo0Ml3NMfh8jVlCAw799y9e3e3RVTezA9WAuhDXRaLi0Sl8Sz2mqjrOtFpWJS8mQnwadPD6R59o4+zhZr0Jp7U3+nInWzGhk1AGMPRaLjbF/gJCK66/nljzDKgAgISSTVnaUEktBHmMgSSbCg2u6jUtpWkLJzRiRHTdifDnTH+9skUJe+1devWLT3zzDNJkNwxxKHCUQvBDQ46hDVv+RkmdKiqynBFGqQ9uXwLKOqHM8OKD5Jscvv6e605Lsdcn56epoAAf3tOsHvr0a71rt45s8u5VHA596FQRqNROmoAYZby/mIeqCgTmBzalI51HwNnlgjnNLBwbXj3MQtuJ1Z4DhN4H42GuzBwnrmnp2cp8ECkCS3jcCDCwkFAR0eCo3JSDZtJ9J0v9QaZglnHLBP/f81rXpPM42Kx6A0G1I7nUcBNhwnGC86JzqHJhhoMai1XS43H+WQdBsr5XDSfazi0WhqEYT4KazQapd1m2LmSScZ6tnv37u0SXLK25N3j8USxd0M/h5b+QYFIOQeDSXB2dqbpdKqnn346Cao7yWhl+s4VB1G+0pn2MQq6LqJ643HeXPsyOu5R5dpQAYggdSlJ20H5ycmpTk5Oep4tmiHTLywNYa1UfkbUvVWcCdYnpktu0sluF+zY3TsGi6VD7PwIvnMnizYgYJOJr3potF7naJMURzm1baf9vT2tVhstFstUf9d+OHBAE49UOcsCTOB37vPNO+jP2WymW7du6f79u6lvCEt7/zAJURpkvvnpQggl0Ua+Pzs7SwrAd4AnVZUx9QNTaJ/TYS6MYPwIoPSX/Icy7O/Z9vgEVxl009HT6aTnHZNNhSBkhyI7Ijhn4/GktyzETUs58zJR3Zq2H4vDQeo6NGA4VJMU5Tk8PNR2u9Xt27eTAwXD4GZTkkUBhzvqaZvS9tC+TbNRXQ80mYwT5cN+tggWA+gsgZQzwTDLnvTSNPkYLCaX1OdFEZ6maZJGfvDggTabbXJuwKWevO5YMg36MG+s7fQV5wMzCU5PT3V8fJyO12ItHBMQGo68FNfICDNj6/yyr7CgHqHBn0CSTZiYzU7dR45lpqSyVzoYxP63p6enCcPRoQiI716DwNKxnHPrUZYcHuxv7zObzRJGdQfOJ0tVVb0TzulUHBnujQ6N/WurirMuhj1LgTCv1xuNx6RShsVgIBE65zI9h4PPoZ4c85KpdXJyktgAzizzeg+Hw3TCDkcOrFZLdR0LQSvr35zL7E4WSoAJxYJRh3S+NIm91F75ylfuxn6UkuVns5kWi0UvJwLBdQGmX3yZjrNL1+Fyryy4oSE2ms32VNf9LZUwo8HzjpJT4oMB/cQAhLbhKM8mvcPj1ggpWtEdEbAmeNTNlK96YOMLBJSCg+OzH00a71LKp2AyxPKS2MiDJJXBoB+P93Cs793LO91Jck1K2iUpl4RVXTOR2I0Zf/WrX63Dw8Pd5oHHO4i06QkCW+7nybfR6elp4n5hWxBQKLTJZJKyw5iMZ2dnkqQ7d57aJevnfBXPY3Dc6jRgErph/3yQ6ItIdb1quRbGZQB9O8gSl8Bx4qHSMIQJTRcCyBqmoMVI2/MAg2vZrDUDE2FaqyoWZ/rycynW6t+7d0+veMUrkpkD93lwhMhQ9pQHqut+YkgOnrDor5IU+cPlhEGLIby+FgsLBVzh+UANNpHGKcOM8lxfGoTFuH37tupaevDggSK1dCTPKYlEllHPwSIogQZ04WJhp6SE9XkniuPpp+9oPB4lSo6NXRwmlFawpMtcduK+J6BxGeRoRC0pd342CUGPEblhB0aEyb1OPOsYSBJxwhnqOu3421rsJevwIS9XGaUEGrT4cDjUfD5Pq3gRSDrQNZwL7WTC6oJY4zYc5qOguK9pWsOMOXgBFwmmZ+I4GV/XsZTGHTLnxcugzGazSXuR4WCiDX3SUYf9/UO1rbRcLna026qnwRBa/4emdKsDXGDMGHPgDhTWgwfHevrpO6nNkhJkcH+ldKD5V/ZNQKfJlWXxWjvZQLME9suD41jWt49nMwscDwfpYD/CmTharElnHVVdB4WCyWMQmqZNUSK0O+FOokqYv6qq9Emf9Ek9/hn8RqINEZymCZ55PB6lScl75/O5lstF8orRxKFZp+k6vquqLOClw+kBGyYQLAdsQtM0CeqgqR1qEMVDcw6HQx0fH+v4+HgHr9hEZCjWtYHnYQvwEagHkwKLASbm7+12m9JVj49PdHAQCoLVJUwKJmQOOmWak8nhmjgU2RPYSj+EZbvTVNmhwoxkEJ5pMzqCJTRgStca0Sg2RsOURNg1hDm2GI2sLfBQ38Syf5ibZq/D2dlZ0jjL5TKZPzBp4MmM2T37i07NpH2svdtuGw2HHAzYqKr6G/eFFqklZdyLti1pPhcY4JXv+Xt+fi4pk/YOTZw3ZqVCQI6LnSDEae5Nk/fiZfsAZwhKxQIs8OOcfNd2lMTh4UGCgjh/ZbKOO/Cy04QcRsR4Xllurxc5c2Es6RXI/81mnWYd29QTNbq4uNhpjEpwtaGVpLqOxZIxWNlksbCSnFC43lg5GhvxEXenY0ejUQ+mdF2X8mXruu7tLh4zv9NyudJoRIfLJlUe3OFwoNlsqtVqvRvIjD1zcnZJ6bW7AEbmdtGs7oR2Xd6fd7PZJC3rjh0TzoMlOVEo767IeW+r1VLn5xeSlKhAAgc4jR7AoB7ON/v+DbSV5wV02aTPYBhOTk7M6jwcjPDwdu6nJ7oFU/XQLCl3IIkIVYYGdKwfrBypeeQB1BqPa1XVWBz6EZouv9XTIMOsdmrbSJMbjca9Ge57zPp6rfv37+vw8DAR/WiQjNFi8zkYE/eGM8TgEL1uhyPX6UzaGLhYAJgnNkuapM2G7Kicy+oJK0wQT/55/vnnU/DCsSnakCMKWP7vGJlxmUym6V1YO6JwXRc5HZ6n7Bytm3XGkr/JZ3DuGibE4QL1cdzrqZ3IxHUcM+maiyVZkyXFrGGjNMwUHSYp8XqO+5zwl6TJZJqw5mJxkXjHDOI5BjRHxrLpCTDPkm3fK5coUV3Xevrpp5PGxWOPpTh7uyQaErz9CKhV0shOcTH5YBeC91WKRsUOlJs06Rh4TzJHAJhoXMfgs6SeAXeBg8/1FcbuYKZBtWSguq51enqqBw/ua7NZazKZ9g7Y7rouJfuQpulsgAsq4+h1zrAon53Gfg20kWvzLpJN7/74118p8tgENxqaV9R6Nj0OAnDh/v37abDci8akZQ9cponjNJq2fXj3Pp+t+SdmLQTx6OgowRHuIXnm8PAwhTXn89nOzGWrERYgdlUJTZJxWuZE+/vnRvgzn9mGpRgOa3FAH5rFhYx3MrG8bTh7Hi6m39CEzoOfn58nK4OgIly+UJONQS4uznsaHU3u9ZRyXq4zGUAK1uJxPxobLYuFcFzLtVkB9ROneO8TCUBUCvDsFcLsOsY9Pj55aDEhFQd/hbB4cnW3i2G3qqrtbvAbxWrbfnKNN5h3upABB9DM+/v7esMb3pCgwmQyVqwk7jQcOuzpdiHs7KThDGFNnINF6+FoMFFWq364GEFiwKX+wkX+pk/AmLyXvYOlTE/lKGPORQAiUR+oRyAAPPe9e/fSJCMRx9+PRWSigLMRbnAxfQGLs7e314ONzuN6G6PdndbrVU+Q+wL86HINVqG/BgxHoW3zjihnZ+epgTTef7I8hJBvzspfJuclGhlBjkHaIM03/8jaHo3hiTNuovB8T09PdXBwkHIrYsCr1A7YDik0uAucLz3PHd8XOEwlPDB94FRQ/r6/VEdSsk4eUfMBJ7rl1o1IW13XvaNE6VMmElqY/vD93Jj41McnjoflwcWwHdQLvA2cALKQt+LUGhMiJnlmoyIr8HqMgnRt5ywK2tYdjJOTUy2XqzRYHo3K2HGbkqZzTBwOd7sbVNZJsU4tNrfzswNC6wT8uHXrVi+EiECjCTBzH/dxH7fTRnmQZrP9pJ0QNgbTc07ds0fTIFjuAMZ3edMThACsSgi4ZBRcSJmkCAb7/HrUCQqP3cQZB2i8WA5zkRQGAjyZTDSfz3V0dJQSasC3rpRok2eNseaNLa0IXFB39mFD44/H495GgxkGhYbdbpsdRNttqdVudXCwf2UZvEbIVwlzImCxkyKZX6vUYAbSCWni7wzo2dmZJpOJIqWtUtPUktjgOVITGXiJLZvyQc5AA1LtCHgQdtxut3rw4IG2262efvppxWbPsyRECE3g0QjzcoqPJK3XManoeDq/xNtO++CwSvnsCMyxa3aeA+wpN5RD+/pJmAg18IVoHkJKznHUPXaCR0mwTzAC3LZxlADHGZydnSVmgvvdqaavqDMpos45AyO4xmnJsnS7UH8oMHB+p7Oz86uK4/UOL8Fsxyzr0xloKEzAbDZL9A5axs1WXdfJ+w+Otn8mLD9DC3YajYYajQLHhdfd11Jk8hPwgGe8f/++zs7O9ODBg7RjDfnECK1vate26937o06DQbYcTCQwaIYYeVMQBnC5XFlQBmdxsKPLOm02eVHlaJTPNwNz8nwEB17a82Z9FYpjcMLrfO9YFaZhNpulw0uk0MonJyc6OztLE59AhFNbLsCsxoCew4Hje98ioAw0VJV21jC2A4g+egJpjTRiOp3tzFzWOIB9hBUzdHZ2ljKMGHQ6JGeGYWpx0lgpAIORQ41gL7CyD5gffcRgn56e6v79+xqN4oRHckrX642Gw3oXkcoJLgj9aDRMA+B41IWQ4qFa/ia3NAtnl6jEOEFy3RNKx7U8i5/k1rqQI7zc6zAHSCDlvBGE2Vdm0Abff4Gcj3v37vXOIsaygZ89aleedg90A9MS9nd4FUonFEPT1qqLo6OuUq7F47rzQCaXOysHB/s6P480O4IOTq6XvGDmeasdNJAGAzafk1hvD6fLebgsreb5bRs7vPgW9OAtDxgsFgsdHh4mSxBavp/8EddyqEk+5IQJAhxy6IA3zWDCUUrdLoMqrzJ2zhiH7bJElDRAw2FKXEGrOd+JInBYgmMGRkbIPUUTRgiBYfJPJhPdunUr7TR5cHAgqb+Tj0Ma77dYzFkl4SVSOpvNek5gpr06NdutqqF0dHQ7MU6PVXDV5Yx8clC9A0OAmtRZx8fHknLUi5wBzoHgWQHWt6qqiFp5FIxwb2ijoeo6tOD5+bnOzk4V+2ZVO6w8SEvGfaEfWoPBnUzyHgubTX+bUgIpDCbPBBcCERzn+omWaCR40Ewj5e1D0ZCSUp5ydlT7J/lISk6Rm/7yrAqcJ0mJOiOnwK0GfU6fuBaEnUChHB4e6vz8PNWPf7QJLYtCAkpwPvPe3l4KQjFRAiKEZcWCAGPu37+r+/fvPX7B9cNL6CxeHoLSab0Orx2KSoqTJDn74ezszKJHu/zWbquuzfxwdGzQSqy2cDMaOHq9o8yWiS7a29uTpOQp7+3t7U6XHCQ6JwS42eE8lkX3N6JAUzq94w4VmptO990hS40YwYPYqQUNxX3gS1gNTzry+52VIL+AyXZ+fp40K33DT3IzPPwq5ahayZBgAdgvmCidby1AnoMLMBDSc3pRWqQ5YlUiKrgDuCLfOmShHlRO2T8+wZWUTFxdV2nLdV/ticNG/B72AEEGpPdWH3ShdXG+6AgmB4PmuaHkMjirgTDgSfvEQkOQyRVUTnaEgpqJSRf1zwk7jkM9Vs8EhtFwAYISiqQjzn2QgCUIjHPeHjXzazx0C/3ksIP7ETY0KYJPfcC/CBn4ueu6lBbqE5VFk9knyev0EFjeA+zwLZnu37+v27dvp0kSGHmsnCOM3xAMUl0PpScROdOOJM4mvp9LKVXa3w9Af3Gx0Gq10r1795K26wcR+gkuBAS6rk0gH5ONecTJiwHjTNlI+vbn4BSQ3gdMyIPZJOYjQsKT3ZKkqXxH85KrLRkFaCwErjTz4ZlnIZZyxj/UHeFpJpBTdWgvzxJDmKkT0S94dXIEuD/a60cY5L19M7UYVtGjj2BkcoK9bUwcr6eUhZd8kKaJLfuhBVEkUcf+5h9YMqz0Vcq1eNys6R7eq5aGt22b4AEOGhXzBOPYmik4vuEwttLkWhoaQktIUMpJ5pXatr9CFX4TU+tMBiHP0Wiki4tzzWb5SNDQMiyYHPU4SF8RjCAzEZyT9aQYF1IGFweLvgKLS0rL15mgZd+WTtRisUj0mQsiws12pEwEJsB6vU5Ul6SkPKgr/eQWkfawRJ5FAWUkEEtIP6GoHjx4oKOjox7Uivpcfm6E7zXxqHINjMuxTlXClZ5Tmc11Ph7Ko0JoWLRgdBw5nes0s2l4pnjy3rtSP6czNjzO6XdoCt9dZzgc6ujoSLdu3drxvSut15ue9mIAGSyEBE3rDpknhngQwc08n0+nE52dXaRFhgyg9xnv5acPoodMUQpeF/qXPsNJJUrJ8zzwQPGwO4ILZnbmACiB4Hngwp1zZxp4FxltWCXPIqR4UOfJ0GGqUrhU6id8uDnAq2RwGFgGDU3jGgxvfDIZp1ze6LS8GDIvoIwImwczwJmBjaXBYJ7e6Txz13Waz2eaTMaaz/dEcgcazQfA4QXahPArz/KIGtf59zAiDqkyl/kwPkbg/FqfPMCFi4uLFPCR1DtDzsPN1AUh9r1tfWJ6HzjuRtDPzs7SWLJ/AgEQhJw6e8StriOlktXJfB8WY6WuG6htm/Ts65RrrTnLjal6xDVCcnx80tszDE8UzANGgmP1mHiYna1iB5tYOIlApFh310iddnm4wzRZpOyBk2LHwklwW4YhtU5Pz1JC92w2SZ3s2pwBdaeJd7k28siZa0y02HA40N7eXL6rN23C2eEn/eiRMwIaCG3TNEkAwcrz+bwnuNxbbi8FnKGvaBuhZafNPBfFtT/jCk4GMvhyLCBEOe7enouLnJpaTpTHKrjVbiM5Bsu1al3XevDgWCcnp0mrsoerDzhwgQ0sLi7Ok7NEyDfqHlv1kJfQtq2qWhqPZ5pO54lz9YgXGgz4QN1wPBw7x2nreV2bhFffpT3HMKEINB3vg8VzXeugQeF1Gciug+hn2VG9E4qMX4EDDkcQdOgw3xXSHSRnBLquSwk9rLcDo4LhmeBgY3c6nf+lbjA9vi0qvDz1xJpSXwTRISV1dvztDNJjF9yoXJ0G3mmc4BQjG2m1WiWT6o5ZSfRvNrGKwB0JMocoCMN4HFlN7ohh/sCzdLJvfMFBdDgI4/E48b0hvJm+Wi7xdGPXyEiy6TQaDVL0iAFxYUJYfNGoO6qxQUqtwYBchW5Hu8Wk3Gwe3mIKoSxxNP6Ac71EuNCgnppI4k2c1n6edmbf399P6YmufPgdGOEUGO8jrL7ZbHRwcKCTk5PkjDuW9XE/Pz9PB8kwkQYD+r6/18RjF9wQpE7j8UCe4AItRHz/zp07D+UoeGcsFotkwhxqxAA1UtVpUA9SjgKaBBy8XC57y0hwBBhkJ+1ZQTCfz9MOkvP5fLfMfK3ZLFM/0YERravr/jaqzlZwfSmg3lanqtg8JSi8vJsOmrmuN2rbvtPH9+4E8k7npCUly4fGcq676/IeD56KiAZ0lsc5aocbjDOOLjg8nz2RVxqfnZ0lDOz7ohEs2dvbS/dQVyk7ZU9E40ZjMi6iQby4bbtdYkab+En3ijErCG3OU1B6RlXVGlTZ5NGRdCLr7v25GR81O3pr0Dsh0p0ath5ikm23sfQ9k+ps09+m63CgOMYUoXJt7ZST40xMsONltFdYk3qneeI+chJcaKgbUEHKKx+cT8WR43smSNu22tvbS5QW11Iv3oPWQ/OWCyddWbiFwLFkC1ScR4cAbh2n0+lu93Sc1P4h5FctV88O6yLCNBj0Fy9ut9vdTKp1cLDXywSCv8TrRQvBQfqSEMyvdwwC2DSNTk9P0uc4DkTtMlWWjy5lubovYSEcfH5+oel0oqraaH9/b4eva1UVdM5Qo9EwPR8BKrU7wsTvzo26EPjgOd/MXmRlIrc7RFg0TuEJSm+ZcCzXIzRAKXJwERbP7HIB9sCEa/3SMfZkfersETmEmNUa7O2L0mBvDeDKcrkQkUTK6173uscvuF2b11eBc71hR0dHWiwW2tubpywfjy6xdbwfwQSGQoAddyHQefFdnQIGdFZE2vqbUPSXiDzs3HDm7nbbaDSq1TTbnWM31na7eWiLT9d8zjZgZtlNBvztJp42uADGao+1abPcF2ha6n2ZYDFREF760JPRJ5OJDg4O0qGC1J130B7nknl+aQVLIeYnwspkpC6MEcrF84yBEVKs8B4MztU0WXt/4AMfuKo4Xn9HcjSaa9ymadKiPjQBpLuklHLoK0yBAo65ykgYBVNZVbFxSCRmbLXZNBoMWHuVAX6JNUk4IaXRhWu5XGk2m6quq7RRtecj0NFuXn1AwZ50PmYagXeHVOKY1bVi2QrRtryFFRRh2ZaSaXAt7crgqaeeStsGoCXRlG49SmeMz72NUn8ZupTXGoJ5UTZMZDQ7wk1OhAdG6MvJlG1W216fPVbBbZt8rpV3msfi5/O57t9/oMEgPHG8WadJ6JymaVImkuMrT5RxDRQJIsvERkiZXvPsp7puUgZXDECr+XyevGqWsMSA5xxRhA5T5h4yguIax6k4tI87HAi0ayQy0XKbJrs+zIcXenAjT1hi/HlXGafrwJn7+/vpvSTmOB7m3R5gcWjmdXAn0uGFww20M6Fm+FzC1FgdVkGAw9O5GcOJxuONlssneOoOhHYsnVlqf38vaQkEcjgc6vDwMJkEvEx3IJjNdCzeP5rRgT1aioWUsV/XUFWVl5S70NFReXlPrG8iY4qdHRkQ2nBZO3BImKxuwj0BCO+eyefEu8fyY8LnJBUX0lJgXQO6EDs95c5rLLvPCSoOD8rfEXpgj7ehjCC6lXGr4sLsnDKBJa8nfQPTkCeEFIn2Y202eUI+dsENKipOPeSQZLQTjYxOGerWrSO9973PpWOBPIeUCqKpfLcVVpxWlUe6Yp8xrAhms22bXUdsexqGf64V2OeBdrBCouuapIEdp8F+MBnQVtvtNjkfaDoGGYHBeeFzBjrMaKx+iD11qx3U6SdnIzyY48x7b3rCC8RiEzv3C0rhd0cRreo/GT8v/pmHot3qOEvCsnfGwvM/wLtMmPh9nNgn9oOg3x6r4IJxJe1U/yppr9JktW2Yj7zjyyR1NKt90Y6j0Shtj+TcLoyCe7VSPi+AQSQcSiSI55Dc4SsMgCVc/+DBAy2X9zSfz3oOV13nDTLG48nOoerS6lZwHdqGPkDAXEM75GAwnfukbmg3hNbxa8mxIuxPPfVUb8L6fW56yxxihNlDtDhujqOpu2ei8WzH9vxj/P0wFbRxn7rkxPaBNputhsOxhsP+Ox6f4O7MDRiGPRSY5W4yz87ONBgMdHR0pLqu9cILL6R0OwSHgfeTDweDgZ5++ukeZ0rH0xEeEXKt55qdNMG6jiOQxuOxXvWqVyWcS4phOGNKEUEyni4uOk0msav3arVWrD7NR5e6eXUB8+L40qkqhDUsQFiOus594u0tHWByP/b393VwcJCiWK7VS46d9/IZ73fzz3eXMQjuiPt1nu9QUmwOmYiiok1p53K5TNvvB7yb9KDKo8q1EslR53Qku7ZQ6a7rdHx80pt9w+FQr3nNa7Tdxj4HEbVa9pybuq71zDPPaDSK45183yoGBUEYDAbJPB4eHva+l5SWijAIMAmcW5sHKG8pFRownyTJMaxkp0Vbl9rbm6XVsmhzz1JzJqQ0pV3X9c4DZpJFyY6OO2JYF49s7e3t6datW6m9pfmmz/hOykcLOOYuaTF3hCnOZrhW9TwEx/DUFzjjkIl2o8X5bDab6uKCXcyfAMbFO3YiHXCfN9FYJ/wLReZLQNxbZ2YyK5m9pMDhZDGgmEeiaiTx5FTDZhcgGSRtsF6vNZ/P0xISSWmjutFomEw45zrEO8DGnWI5SeyLizlGaKXMHNAW1mYxYA87mb7jTd6Bpt7thNk02YzTn2BmVt+CyUuzijB4Pq1P/JIbdujhXDX1cg0KBndc7FobNsGdSZalA4PIEwHXYgk4tK9pOh0cHD5+wUVIiXyhCQDkXdftVt7mQzJms5mOj4/TagIqPRwOdevWrWTyOa+BhBkaDD11dHSU8CHCkLjAXV7qeByCeOvW4S5hJtLm2ASEUm5a0baRwxv4dK2mqTWdTjQexz3hUNVpAH0vhzL1D08fIfXBd9PqwpM97zhHzbO+3NHc29tLqzhcM8KrIjBugfgMTO0TR8pr1pjsrqmd6y7lAKiAgoJ9gU+GvfH2I+xANSZa1GOkpln3LNajyrUEF6EFQ4Z22SQztlgsk6kmJu0zldzcZ555JmlKHLc7d+6k2Y4wgp2ZCG7ecEok7TTvNAmHe7G83xOv3UmI3N+g1kLT5VUFZHxxvx9kzcYkrtWwJO4EuSNDCWH3vQmq1J/wnZhl7vO8ZqAEf7sGdgrKKTz/nHrxjz7iXZddi2DTXiYYFgbhRevfv38/tdd5ZD/V3ZUQ77tquTod1mxTx0Igb7c5Cymyr9bqOqXNOtCwCPDR0ZHm81idwK4pVZVzEqbTcXLe3KFwE8Wu6FWltPcYyT/OHjBgzky4A5LJ87GGwziR3bUxWgoYJGVT7xFEikfkaIPTSU5XLRbL3fKhHMbdbrcpDVNSMr2YXeqBg8wEcYwd7clplu5Y+aQqcSzPpZ/cR0CT5tXV2ZkrBRllQSYerI/3Ec8gVI7DWTIXjyrXcs6YVcvlUgcH+2LHPTr65OSktw0lHVxVVTqDFoyIxh2PR4rQ57Bnht3suXNGcezVNP21Sx5/R2Al9QSSOjNxxuN5Yb5yyiK8KWu6eFbJfzJZcHTcOaE9oa0zG+NcsAuFWwucM353ZxiNSZ84Q8OzHDKU2Wo8x/dFKKGAMwmulbE8LuguyF3XpYNX8G+8n6KNObfkiazyhS6KRJq9JLSBcbZarZYpUZpVr5D5w+FQr3zlK5MAV5U0HI40HNY9U0w+LDPVz/p17BidyJlkeSPhUqv4ICDU7oGzCNCjZgw4Ao1ggOUyNu6Hdt1U+yAzWJ5/4CdzeqTJV1YAAdDcLmj+E1/AmQI3/Y553fRTFyaZTxz6B+oMmtCVgEMFfnqUzq/FaSeJn+ejaWNzwUGiKa9SrpXWGHkCbQ/rStqlLGbnYLOJw+W6LlaFxsmHbGgRHjS7JvpmF9GBGcx7aDLP+nyM6nZ7pvF4lIIQzj2WncwzgCW+Zk7qazx3itwkkixSCoK/Dwcl02x55/ZMEw60Xm/Se+g3zL4/wyeGm1L6hfvLeqBhfQJTnHN3jMkkQmPSH6SHQvnxXBde6ufsgpQTetbrtU5PTxNUpE/Z9kliK4LHLLhRiTZVFAGNn9NdfmvVO4eW3AUcszhbIW++7Cfk0JGlmXUqJ0xiLHsZjVit0I/7u8ftXCLOHZjXS8l7Ok+J1XBtwuF2DLzXl3d54rXjdAr3evvIDkPweDbmnec4O+DQxrlxb4/UtzQxlnmdmDtqXj/X1p68QxKTR+pcLkrnj8nTtm06Z86jbiG8/U1CHlWulY/rGBeHQpJWq7Umk3GCCUTDIP8z15lpJde2JV7keocH3Of4FbxcYjAGRFIvt4DZ798jODhJvqCQ97nGQ6uA2Tz/V+pvi4TpdmwHLCLLjc8cgxK7d9NfmnRgBXVyi+Ea3t9f4lM4dxcuv9a1ZgnDfOsth4beTi9unehfNHhAoonaa6xQv+bJknlGe1g1OhAuMrTBbDbT/v5+GmQ8f2avE/neuFLb4ciVnYKZKj1RBh+c7DObwfaE7/4RUG2vHmhs52s9hFnG35098LAng87kCKZgstN2kcEG3sQBk5TYEdfW7vm74yX1cydcY7tQOe70NtMnHljgO8ashADk43ZdlxZB8g4fFxdkoobL5TLFAoAM5dZML1auHYDA21yv47giElbY4QbTRmI5y0ZI9IY54JllA9EUaCYaW5p/99IZaOAJHqpPDAbPKS3qz0RyzeN7jqGFGRCoPAaP73y1sW/j6QEP3/EwuOJt2miaY2GdxkMQmAT+3jK275+79kUAwaLl1v2eHON97diXPnYGwenMqorl7zhYDhm4FvnhuYTM3YpctVwzOyzzddAgCAiD66S8e+jQSTSSjnZT5x0s9TWOx/YRXg8HMwDeEZcFAxwHs8TInRq+p/N5jtN0JVGPwPA7wsnkQgNTT99/TIol8KGVpdlsqqZpe/di1bw/PdG+pJm4pjTPtNUtJsuZvFRV1Vs9TETQ6S76n3czvlgXX+XtfemsgzuXkTrwBOiw6IC8JxX7QsFtkqoo5QBE3vJ+3DPb7myVHQH8cAeHDvT73awSTWKwSvzkwuhYN3WCYdFSezpccBzosX53+nzpDY5Ima7owoXHTYmtODdiYzjHnCgAwuNOQTEpHJZITh9uezvb8G84HKaT5lE6pRWkrU4J8h3f85k72+xq5H3m9UMBIkNlht2LlWs5Z2gAKnB+fq6nn3467f9F48GCYRpHmk7zhnc+A3meOxnunbvWdA2Og+W5qK5VuRYtjYl28+/mD0F2jeLPYgK64KLd/R7aAm6uqioFOTwhxyccCTQMWvRP7F2xXuc2Y0mkzB17kIGJXeJJtCpOtSsDBB9Yw3fkGbgPw/UcQ8U7SjbHJxhJNY67ucethPsCVy0fUz4usxfvlaQYcHDbtrvTuodpNTDCUzbWO53dGF1zuBDl6/pc62XEu5tYx7fOEZcCe5knTSKQTyjSI1nh4fe7s+OY2FkAn4zZ848kmzjTDW2r1F8l9PK6AkPofzQ/a/5IarmMkqNdYF+yunztHdcCB9DcXgfncqkrPsdisdDJyUmvby8TXM9JflS5luByKJ6vqee0G98xnMGczeY9bOrYpvwsNFM4KJhedwikLKzeYWBbOFA3m9Sb9/jAu8kqBdcZAXdCnAnxvAbe4xCknFTlZPXfY1K16ro4his0X/DVHmjwQff6hxCxFi1TXXDqHjDwkC/1woo0Td68DoyLdajrOuVRO0Oz3W7T6hNvG8/ieYyP94VPJGDL4xfc5JzlVRBd16XEEFZ5+kk78JQUsCwNRAg4xK1tt73Oco2CQDk2dVrMt9hE0EstWtJvfO/hVbKdnNlwFoDnuIAzkAyITyIpU21MYq8X9Y8l91iMnKvr4VPe6XsaZAcsLwc6OTnpQY9SGyOYrqkp5Xlq9D/PwpdBebFfBuMCReYKKui/EO67d+8mq42cOJ131XJNjZsPtMM7hb/zELBrsdAk/VRBTEm5h4CE09VPPXTnp/SWvYN81vqsRticz+RzsskcOkCRuTb1/AEXGse4tIn6OJ50K+ATKCfcuAkN4W2anBvhzhaD7HkOWDq0Ik6jZ145dHLn2CcR76IdpVPsdBZ97E6X8+QeukZA9/f300HY7rji8D8RwaWCrpUIMGy3W52enqZwaHZYthoM8irOy5wwCRgwSIk6NAahdVzn2NcFMCexPPw9E8QJfN/bi/N73XxxXck9MgE8ZQ9BdSF2AXfN7yUGuY/lXQM5C+ALEF3b0mbfTJD6w5uDW8tcAvrZoZAHN5wV8Ha6QnBfAce0f6hNhgLD4VAHBwe9sy0cyly1XGt/3GjktuekLZdLTadT3b17N4Ur3SOV4mimyCvIA14C9c0mL5GhY4msXKY1HSP5szzHwTWsm7sy3MxnUn/vB5+gpWlmMMgr5V5+UmcsjKTdpiardA2Bks1m+5BGdoH1gIvDKLc80Grc45PX4YULCBMD5eAW07Wvt9fvAV4B1VzgaadrVPbYLVdw0+YnAxWEBs1OBXkJktKh0gx4JuQ9HzWzAlA6aIDBoK856ZTSGfHBdaFFU3hHlcIrqUehuTZx4URjlma1jOpxjzuRCKDDi+iHPrRhkCeTOCNutdokR6ucqGhC544pPB/Y5fkdDmXIf+Da0mqAQ3G+ESp3cl1L80z6mn88i/4tnWLqw8JYDxWXPsiLlWslklN5XszGa2jgWLa+TOqfiItj3MEgCxidVYYZEeqSmyzxnpth7qVTy8/oZBdUCkLBexz7OaRh4iAsTtiX3C/18OLaHMGWtDsDOfaqcMtQRqdKjeSa3qEYfdP3NZrEhBDEoK7uMLuC8G2cuJ/Vx6y/471YRrQ3QusrJ5wSzExSf4OSq5ZradzYX6BNmpP1URDbdR0nEWLifXO0aJjUNJVms2lyfmhQWWnwbfmZmy735J15oHNcO7mA+6B76NrT8qS+g+gYjzo7PcZgI7QIkQsbJt8tCBMFbO+TNfV9dznveRnOpK54/+65Uz/PqvOJISllyFFXhM8XZIJz6WtyULyNvqbMcTOBIKKtft6bW8ZHlY9J41IJQqFUhF2nAd40Kp8HwQzPIBzhpDPp0MvMRul0OZj3AcdcwzH6Mnf3mhk4Yuzeef78y5w9hxQU1+S+a6FPYi/0Izu/jEb9c4I9/4F6eKTR3+2Wz9kX6lCGtYE7jkvdUvCdMwP8Dl4mJxfhRoBxfHEG2UuOc5xLGoyjU59MAMJOSMmMQXYeaAx/47yRSQWuGo2GigND8rJoZw3QznRWSXl555Zm34UKj7WEFT7x/Bncj/CXDIhrNam/cXOZOYWg4bhAi5VLy/0e6uTatMSpaEsgRMmyoBWBN/Sr87beRuruf7tJj53DBymaRnt8AtNv7rP4od8+rnVdp/3h3PHGoX8iGrcSnReH5tF5CK0PDjFtT4ShMyPZJqJEbrbQRggJgweuKrGQDwCd5xDCB875XedW3Vw6jeUYtIw60UaotEFd7w4v7CfxoJHdWfJno/kZ0MhZGKvr+huHSP0NlrnH6wzO9I0CHd/yLPq2hDj8DGexr4WlHCAiYOETi/4D93p+gx8hRd/Sh6vVSrdu3Ur95JDhKuVaS3eiAyQpa1vCu1SgaZpUAWL0NIaB226btGLCHQ8EBGyGNnGT5zPZYYFfiyNBnXiu57C6ULipdM1aalCKOzKOu3kPgkQfSUrvxuP2ydHHgf3kc8fKrpG4xi0Dz3ZrRd09eZ77EXD/HWXiubK0wfFs13U9ge66LllZ+tc/b9s2BUfAw+fn5+lEI2eirlKuuebMPeg8kzBfdCRajQ5wRwahYkMN11C84zKe1p0SdypcqFzTlELnJtSfW2JlD/e6oPA3GoOUybIuvMc9fNfYpRZ1jbjZwGz00y+9T7z+tJf3+/60jiFdaLuu6zlupBSWzIUvYoUt4t18B23pCeQuI+BfJrBj+r29vbQgAaruifC4PnjRWW2vgq7ZiEL5mnsqGbO4Ebtxl8Ll2oOJUA64swNoJcdz/Q3l+tn45cCX7y9pJP/eeWQ0oHO1/O1hYYSIQXHo4dYDbMh7eJ7/7ZaG+tIvjj2ZPK4A0H7uVCJEXdelMLf3j5Q3GIG3ZpLAJnk9gQLutGWh3cqz/8hpwVm7bEXHi5VrQ4Ws/baKXWSGKZy42WzSgXEMnnOEklKFeZYPStmpPvAurC7YdJg7WWhmIIprV9cI7pS5gDqz4MKF8JUTxy0Ggo/wg/ndMfR+5J7FYqU4FyJWLw8GEbDxa92cO6xiEvjB37z7o7XDnTvMOaWM4rnScIrRWQAUGCthqJNbLXc2N5uNLi4utL+/n+TniQmua7H1eqPZLB+eDLlNphAa1ivUdSxTH/aYCMep3hEIv0deGADXjJ5kjRA7Ji6dOjftPMsFybUKP3HUMJMMlFNPtNGFHA3s67zK68kMy5OVbUj7/Y8FY2IgQOTdSv3tTksmhM/8eVI+S4Pr/ZjTkgf3Se7r9Jxl8rGMn92uLRnyIC/ktlCPq5aPCeOGKdqo62K7JVZAjEajBAfc6+X3MkXPvXieXzoXbrbceaI4dys97L2XxR25EhrQ6T7QvMMDHAgN5hAT6W0unT+pv28Ez6R/wHlR51pd14+0lVq2rutk5bwfSgjiguoYn3c6fMLp4nuwunPsLgdSxsKuCPzaGE+pquLwcr8W5cb7yg29X6xcGyrkwYgzupxN8EZhftASTdNYnubDJsgHl580zjuHzkCrIWSuWXKCz8N7cvlAeidfxm7wLjCz87AICqsG0EC01blRf1cJWQihTqcjrVYZhzLJS86ZyVNicA8YeJ+4snDI5ZFLT8UEb6IVy7Czt4XgEjuLl34E15RJQf4sP1bhOs7ZlQ9P7dT33t20gWMZBEh3AhG+7orO67q8Jiqe1de6/I6G4r1+jQub01eQ2649SwHw78oJ4R3PvXQ67XXtyoC5QDlO5CcaFZjhTm1dDzSfT3rCRf8ShuW5bkmYYAgIfcE70JyXTRx+rtfrdHYGkS76GUtKn3kGWtd1iRmCx8UaOYcOxLpM+BFahzhXKVcWXA/A0mh3OiSltLUS3MP9IeDBSOQ9sgLUr8Sese7cOMbleZD24FuHEs5GuFYqCXnXqiXtRQd7LjD7+Pp1PIPVrPCYpfMjZbjhdJVPhrqutbe3r+l0nJwyggqlFvXJiKAzmfwa58LduWNMSq3o1hG2gXc4/PIwr6S0Lg8GwvvanWy+d7+h5MCvWq4BFfp4yRvBSzHRPkMZQCfDEawQ3q2Gw1p1LcWGeJmScS1dTobLir+nxHd8z/uz5r88uFBqZc83lfp8b1X1z4PwkCv19VwF16ouPJK0tzdXVdU6OztPfVzmDpftSSNkE5O2+46T/j4EGhONoNMWx+q+k49bWxzz4XCo+XyefB2UEX1AvR3eISeXOeZXKdfKVUi/m9Zitxr3KsE+mAnnEGlQH9MM5EeaomXdgXIhYcDQNFJeoo2weWeVZD7Xl5CDz9zR4zM3Y1ib1Ik7OOOhaSkzHGgXv5/2o519LzaHA5455xaEfnJt6niWdhEooc9Kot8FyXljlItbD9eel/UJckDmVzkOWA5wMQ4m1z2RyFklRVb4rrh6d7LbB5uFcx7F8pBudGZwwhwmgpYtZ2Dp6NDJLojOOrjAcg0DUOIrN788yydn+WxJPYFhUD2OX2o22uSaz3EmQusQBwH3Zznc8GQkz3t161TieMf+ZV3TWNu7uM4nubNCPjZcT2IOVsbb4X3ABLpu8EG6Lh3GzyQsjQaDfHxQ+c87EfyHeaLiXTdQ03aqm1Zte/nKU9e0ZSc6DrtMAPv1bXsd7++gbrxPytGoi4sLzefznubjO5yX3J7+uxBEMKjDHYQDxwbmxS2MJ9S49Ulj0nW9Jeg+uco68BlQrlxR4ZPFUzK9ru6QYvFc4cDFHhwcqOtiFTjP8gw1/KEyIeqq5WOiw7zTqkriLAgXCLSbZ9F7jJzruq5TrSwwBDPc3LkgSf01Ua7hS63sP7kXh9AFHHPqDoWvFnYc5k4NmrQUeAaVdznu9na5B17XebEj2hNBIL+5LK55qSv1cG7ataMLiEcwHbc65HJM65bBuXreyWdAwtFolLAv3yPETl0iI09klS+l67o4iCnNPPWwlf/zBG48ZDrNOdHASyGwbN3k5rI0ZW6qXBsh0K7V6ew4IVIaDPpQhLVtjuH4nfeXm097/cBynirIO0suF8EoJ6Nj/7bttF73d6N0TOwalzb7RPZr3UI5c+KakvdQp5xb8PBiSX+nC7+PvedAd13wyxwV5kEcz9PGT3oiGrfr1MO4ZSPKiJVjQx9wEpIB/yVrQLZ8qcVcG/J3nD2xUtflnRqpVwQ/suO23cLx5u2QWKHsZxL7O0l49glUmmEpU13lM1zL+YSmjb4BCQPKmRbktvo7fBJQ3POHf5XUgw7Uh372TL4SmlEv6u+ZZX5CpUMtnu1tZMv8xWKRJjIWCOedidE0kQr7RKFCyedKARdWq6WkjDnRnJgAhG42m/WWQTu2jCT1h+P5DBCdRKcHxxlnB3hCyXq92R1dBeaNfbg8yykGNbZ8oi7ueSOMrpWc6eCe0kHzAXWtTb3LyeGwI4QqOykOJ8p8Wn5H4DHTCKyzBO5oubZGAN1ce9tcCyN8zn077pX6qzmk3N+0jXOV3Wpd1m9XKdeHClKCCl0nxTKcWut1PrDOOwd44EJIR5W42L1mJ7K9ILSLRWgXT0jPTEArNkqOvWbZXbFvpsnGKk+VAWuX7weGMCiuQd1cEymivlJo0NlspouLi6Th3Rt3OFEGEkqN76yHlE+Ux39wh0nqJ3XTBu5hH1scQ4cO/nx4bIo/kzo5rYUjRjINPLfvhO7sxnWiZtJL1LhBZZE6mHEf8W46v23bhGMkpaM9XWDzvriRlBFLWSYPzcRs4mAVlN5Dyc5Kp7bdyI+V8kST1CZjJ9xzdpzt2sUxNAKF8JYY1LPEJPVwf6k96VM35y4QnvHmVinDjHzAiAc8sBa00SOcbDNAPXgG9SGihvXxJVhMcDf59LFz+PgATdOkCc26tJ40PUmNWxYq03UPe7UIgKfjAdJ93yhP4thu+0LmWLfrpOVypc1mLanSdruRFOcpjEbqdXa8OzTg8fGxhsOh9vf3NB7nVaqhNfuhRmcALi4Wms2mPc1b4vgygcRzNdxEuwCWlJgLevzeP4jFIYBbB9fS5D6waZ2zAa7FeTfjxmn1TdMkR6p0KKmrm3eHN/6dsy2eNO/P4mfpGD5RjOsla8Po7NJkUEmSxz2Jo65jMxC0sHujpL+5dxopcBstFsvU2PV6nTYhJktLyiY9FmV2tsbpQqvVYKfxhxqPh2LbejfvOHdN02m93iQz6gLrTimD4APnJlTqJ8q7+ecacH8I1HDHgmQBpo48h78pDm08CcahCJrXMet8Pk+Ci2PmdKGvHHYHrxQ2b5uHur3+Prnd8eP7UgO/WLmG4D4Mnn1w4lTI/pISBsjPnkUz4E0T3/bZhtmhY7bbRqvVWqvVuucg0EmBabMXzv6yROVcAwSmDY09m0203S7TujhvU+AzhCJTQw4FwJrujLi28sAI10s57ZLPLy6WPYHDIoH7vN9LJ4/+9UnkjA6m3jln531xmBAmt37ex8AID+E7hCmtCO+kz3xRJ33pk/k62lb6WHlcA/35s7xlp5tAd2i41qNIdITPWEk7KqtS2zZar7e9NVmSUsZZaIDhLn1ys9vco1PXIUx5eYlrzbrGlMYOPU3TajqdJAjh9Jqvl/NBd28ajeXa1gl5tI+T+fRPNrXSYNA/OsBzO3zi8A7XngjeZTkb/l7PYvO9w6DVPJeByKBzwzyHgIlr/uVymdIkLwtSMHbuT7ilumr52KFCF2k3pcZllrFTuTtX/CQ6VFWV9vb2ksbzmRlr2VbJmeA75y3RkhcXi90ZWSHE4OFYt9UlgSDDjV0jmyYYiO223WHD7C0zeO6psxQpd0GOkOHAoCmJ19N+d7YQsCwgceIO4fOui22q8BvIc3at5Vq8hAmeO5J9hyxgCDdnQzBZeZ5z6xQsmcOXpsl7J/DMi4uLxFSQiM62/H4oomtwPvP3PapcK63RB8y1bXRiaK62zUkVQATPC2XgmPEMMgvmHP+RhO5Z8tvtNu1+7s5H14UQLpfLRDfFe6HHOD83x94Dt9XabqNDLy6WGo2GBkFy1lVMiodPZQf7scWQ01UMKnm9lDCr+YwH2BM2W+m6vHLa+7l0tLweUv8chvwepb4ktM1n3OP7vfEZ1+G04at4aNjHkn8+cQg+LJfLdLAh72Cc6WfX2lcp18K4H61E4nP/5EFmKPSM41ifoWhbtKhrAwTXNTW0yna7TREop2M8DzQEMAcSEBgJsj9n9GeMGPx0CLDTba0Gg5yq2Wc7cgYYn/kO55Q+2xKnv/f9hirBEgQBTeSQwyEG70KD+zkNpTOJ1qZOjIlDunISEN1zqMH4lX8jiE4vMsZsWcCB4WUGmzuyVykvmQ6TwHsRiCB65hoJxoBK02A60feRcqKbTSY8goVjhxCsVqvk4LmGpOMnk3yyYt6UpN1ptW3SRFK2JKCBgA4kPQ+SNQnsDQ6tk1kks8sFpuRSY8KttFrlVQ2z2VTj8UjL5bqH9ZiM/jzHg64YMmTrbxwI1AGDO/b11dHO4Dgm9nIZW+IOKsrBqTD++dZM0bd99uU3jA7rR9CyM+FgHOFECzRNo729vYfSFp3rTc/v8pbtpal1GFKCet7v3irkfIR3Scd7+IwI1zYOWWKA864xROTQ6gxSYLtObBnqOBCLEpM5e+6h5Rqt16HV3TIxkcH4ruWlPKFjguZgDRvL+TuknIcAPPM6InyuzemDMszrn2UolcetFHA0Ntwx7/BVxkTVrlpeknMGSMuCm/k8OqzEL3Vd69atWz3t6g6Bm0Zwr2tYnuGOXBmF8xi8r7wNtmCgptkmOOIOC8/nO08GWa9D6OP9OQgROREhjCHMBCt8R55Yzr/Z5JTFcB6ZjLWqKuBJPD/jS5/krkl9oN2x2d/fTyFW+pa2uzA5dvbzfvPwZqvpcMH7y/la17iZxsyLSrkHeYiAUBzF6ucbX7W85AAEFYdWats+f1lSYev1WicnJ70l3W3b9jalwJN2zcFAlVEZhx5cy/XuYJXOn2vlfnbWMFkAtIPv2BIC3mdKaH9oRYmzLPo7Q9a7hKCg6Pz+ptkqzjhTukaKsOjZ2Vl6hvcjfyOQwCoUguNs16QOGdzJch7Xk8vL95VcsSsMb1N/nVyroCdzWiZ97ON1nfKSBLfMWwic2z9ivoyAMWt9MzxJPQ+cmYpjxpale3t7ms1mCde6NnLzxTsZVE+fdErKU/8YfDYk9iQfbw9/8z7PARiPR72VrAjDdDrRcrnuOSoOY+gfnku9sQhu8rE2/h0Wqu9kZsVCmBhYw3uc9uP55Xtc4EtszSTgXbwPf4Uk8uWyVV33j/ySsgOIFv8N07jq0n9p8KJzgnbqXVo0zIXCv0NYmYV0HPwpQQg2wHAngt/39vZ6Gol3SP29DTCpLvQwEwggtB2D5ia1NLlgSAQz3hMa9eJi+dCmGU6VMXm8vy6jw4BQvlU9S8NLSsotnnv57rjRR7Tdr2esKF4XrvfvGCvuYcy4LtN+/W1Qoc6eyI7kl5dw0Upzsd02ms3GyYtOV6fvM+nM7+6p0gl0NsR3VVUp9U7qY10y6gkCuLeNdin31PIdXJwfdcehTDnk/lILo7GDNhvsJoQShKK+PnD+bo/lu3ZzXCspBQ3cOWKSz+fzBK9Ka+KTw+nBtm17udPeNq7nO9fWPqFJY+TZaGyw82w2S3kkjsvdH/L3XqW8NIyrEi6Ez0aH+WFwPnN9wDwPE6wl6aHghcMHhJDP6Di0FwPgGKok9OFLnT3gXWVSit/X54Tz4sPQhKud0E8esiSEqF3bksklZW2HxipXOruguaPqnCo5v77BHsUnin+GcnE2owy9OhxjTFzb0j7nZqm/n/N8enqanuGTQupnAl6lvGQeN9CCL9fJvJxjLdcgnp/g3ivaBoHhejr05OQkmUUpn/JY15EuGTtBjntJLGBjF1CHBuBEOtHzWqXsaIKTPbzqiTJ5Im7VNO1DnjrvcwrN2+3asHwuph/r4xOKSe0ai8iih2OZxD6h/J0+8XmvFyYG1zLB3MErlYDX8/T0VFKGG6V19c+uUl56AKLrbNm6JLEh3sM7itNpl804wqW+/5QndLim9UH1Z0MBedw+zpzIEIKByTm7eRUGA1fCGQYE7PvRsKhjPIdAruW9rdSZieKOrJtin2TU150cD1LgtPKPiYcAu6amLry/afLGhO4wOSbl3b640a0J/cDYLZfLh46u8jH8aBPlUeVaiyUzk3kZROjSdR4WLTVrCewRCMebnmbnQY0yzErHsR27E+bOABBuBFKUXq1796U5LpkL3xPXJ6AL+2az0cHBQXKGvE5+/JKknsA6JEIT+tIXnl1OXk/1RDjpDz5zjMv7PUWR/oA2lPrnyvlEpr9KRqIca7D3ZrNJOBrHlWfzHocZVylX17gvEo3LETQO8GvTClnXmpcV15p0RnmPCwnFhYqOdFPoKYaukXgnHUe4WHoYFrgZRiCYSGU4FiGV9JBW5HrnkL1t3IumZiARjNFopOl0mrjt1WqVVsW6xXCOe7VapeX+vkymZCPcIfM+9r72ieYatdSwbjFKiyepd0h2OR5ufa9SXnLIlxc7VYKMlt5yaVZpoHc62MgxlO8CyD93ULiXQXS44QPlHeMCX2JxH0gGyKHLZQLok62qqsQ9u/Z2KOGBADf57ph5nwCjMNHkWIAnmXRu1dDM0+k0CW+Zf+sC6oqDyeZjW461+xGObbnuMuVSLpL1514HLjyWJJvy5ZGYnbEVnUVxygSthWPl5psOQhAdD/Gdh4rBsM4kMED+eeZYs2Zzc+4ePe2Q+tSXY09Kf1fxvMMj73ePm34AVrGUW1Jvcq7Xa52fn+v4+FiDwSBt6YkD5kJB3zg95fm2CBM/3UIgdExAnwildi2FkndSSlqNBCTH6G7NJPV+v0r5GM45qx45M6gwzsLBwUHSVGVOAljYV05455YHZFymbUts6liz3JgYAS6DCi7ILty0mXs8E83r4HDBsaRrbpJbGHCcGoQGjhYTTkK2lE+bl4LIPzo60v3799MxtK4lJaUIHc84OjrSZDLR/v6+XvGKV2ixWCTB/9CHPqTRaKTbt2+nug2HQ52fR7i5abZ6/vmPaDqdpvwC75eqigShu3fv6fDwMHHgbPXP6pG6rjWfz3Xv3j1JeQUxk+w6UKHqruvO3ZSb8n9AuTrje1Nuyv9B5UZwb8rLstwI7k15WZYbwb0pL8tyI7g35WVZbgT3prwsy43g3pSXZbkR3Jvysiw3gntTXpbl/wOaPEnCWk3rdAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predictions using: predicted_MobileNetV2_saved\n" + ] + }, + { + "data": { + "image/png": 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", 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KAvG3trZWNO7h4WHs7++XCaysrJRFWX5yE6XNaFVVsbe3Vwi6tLQUq6ursbS0VBgfOII2xPwjPNZM/X4/hsNh+ZzxwqSMmXvDXDC0MZoFDeZGSPgdC0vjezSSmYXPYEoac0PLwxRmAr4DKlRVVfpBeBk/mHVubq5cy3cwONAA2ON7g/Fp9A8tI6KMEabe29srzG/Iwf/TMPDEjIuG8vtOpxPPfOYz4/7774+f+ImfiG/91m9taC8WdHFxsWiAiCiOHCYIk48Ttry8XEA/xI+oBWZ/fz+uXr0aKysr0el04uDgIBYWFmJ5eTmuXr0aW1tbMTs7G4uLiyewJI5RRBRNEzHSuoYOJqa1KoyIhkSzM18ghJstgedkp8XOEE6boc5wOIzFxcWiaa3Z/T9jQ4Dm5uaKxuQ9dGPMi4uLhUEjooFRj46OCtNiaWwxEIw2OGAlhjNqhUWbFt9GTBEOs8YyQTY2NmJvby++7/u+L973vvcVZoFhrL1wKpgoDg3mbG5urmhJmBsYYecBBjw4OCiMfv369Xj00UfjypUrcfny5Xj88cdjZ2enLDrjmJ+fLxEFmATNYA3sOTNftCpzN/Y8PDwsEChiJOjABTtoML+dFSIJ+/v7sbu724APxpF5/L6G+0Ar43u0Hiae38/MzJygrzG6GRWGzhEM/qClnTvTlDmsrq7GzMxM7O/vl+unbU+pkJzJREQsLy/HmTNn4r777ouv1gZB4y3CMpZKiGfcac3EJJk8xMARQ8tUVRW7u7tx+fLlcj2MOhgMotfrFUxMaAimsbNmJgTzmYGtFdFeZgJgRDbhXmzmz3d7e3uxv78fh4eHpb/FxcXCUMzdWDNixPjZxDpq4rEPBoNYWFgo8wN2mV7z8/Oxu7tbaG8Lm2EO87TDacFAEUVEmQsa/KGHHooHH3wwPvWpT8Wjjz4aDz30UDznOc+JX/zFX5yKBydmXC8ejBRRm9yv/MqvjIiIlz255WNmZibuueeemJubi5WVlVhfX4+LFy8W07q5udkwkdbgvV6vLPDy8nLMzs6WzxYXF4tWwxkbDAbxxBNPNEwkWhpTtr+/X8bsKAcEJ9TmxcKpiIiGw8ZCIgAOTTkMmMNfXnxM99HRUXS73RImRCHwPwKC0MOkCDVjxqqYSRgnVtLYk/k5SsL/1qQwqaEAY0KYEEQsQZ4vYyLic3R0FL/yK79S4vEf/ehHo9/vxwMPPBBf+MIXJmXH6ZwzOyLb29vx8MMPx3Oe85xCoMPDw/j4xz8ev/VbvxX3P7lhENMPRiMwfvny5djZ2WkIRLfbjac//ekl+D4/Px8bGxuxvr4ely9fLtGFubm5uHjxYiEyeBg8jXbp9/sNc8hi4+BVVRU7OzsFM9qSDIfDskjMw947TIv2gS4RUbQ5DG+P2lEPFhL6Mp/BYBCHh4cFLtGHGdYMwe+ysIGT0cLcF1qhJfnN0tJScbpYb+7vUJ7De1iSfr9fLKGjJSiUfr8fz3rWs2J1dTU+/elPN+DjZz/72fiO7/iOuDTFCZ9TMy4E29zcjB/90R+Nhx56KBYWFmJtbS2Gw2F85jOfidnZ2UakwAsOk9x///1x7dq1uHLlSqNvsmX7+/tlYhsbG7G0tBRPPPFEcX4cR4WZEQzHQDPUgGDgY4RxSbuMrTFhXGshM4j7sLazpsvOB5ry8PCwCBJ08fWEwPr9ftFoDuQ7qmFsambPzJxDdZ7P/Px8yYwacoCTc2TJtAEiGctjcVEsn/nMZ2J7ezs6nU4sLi4Wod3e3o6f+7mfi7M3OyNDbaqoAgCcDNPm5mY8/PDDERFx7ty52NjYqDt9EqtZUo+OjuLg4CCWl5eLJjh37lwcHx/HtWvXClasqirW19eLJkDC5+fn4+lPf3rs7+/H9evXi2ZEa+AYGCPDtG1hr729vQYjExeOGGF4m2MEAlrYUvA9ixgx0rqYVDM0mTkYkPvZ1DqkZmHDgsEkdp5Yoxy6Y1zMn7lwH8bJuhIuZI6MnX6BEMzTON6x3og6VcwarK+vx/r6ely9ejVe+cpXxgc/+MF45JFHiu8yTXRhKsa1B26cuLS01GBUpNlhmqOjoyJlS0tLRaLvueeegvcs1RsbG4UgMEa32y1hNdcvgL9YKHvMMKBjiltbWyXMs7i42GBosKsXOgfyC/GehANg54xrHWLCadnf3y8MyDWE9HK2jWsyEy8uLjbio8vLyw1cmzUm62DN7vAZAoDwYikNMwxJaMzdEZbM7IaYMHZVVfGRj3wkNjc3iz/y7d/+7fGhD33o1jOuPXz+YIbl5eWYn58vRFhaWir40oPHqTKGnZ+fjzNnzsS1a9dO4DdMx/Xr18tizs/PlxiuoxKEj1ishYWFEp9kgZeWlmJ/f7/8MS6EkHSvg/Dcx94zGsvRAn5HP5hfFhKmxfIgrOBAxm9NzzXgYSceFhcXY2VlpTAEmjJjW8M11pA6EUdKqK+gL5ITS0tLsbOz03DisBQWruFwGPv7+7G0tFSiFkAEBO6JJ56IZz3rWfHMZz4zPvnJT8ZgMIgzZ87E8vJy/NIv/dJUYbGJGZfFJ/a5tLRUTNTS0lLMP3kCOEzc6/UK8SAkGSFrgeFwWHCttQ33RCP2er0i0TB8v99vmFtrGWKdTjujNVgEvgdv2qGwxnF1G1rH2jaHvszoCC7wZHt7u2gnZ5+sfYlxOtJhgUYojNt5haEMG/r9frnGMVxrRSwNAra7uxsLCwtx1113FUWRM3q+N/e9ePFiXL16tRFOhM6Li4vxh3/4h/Hggw/Gs571rHj2s58dH/zgB+PRRx9tKLpbzrhUHAENYIqLFy+WCIFNLVK8srJSCI7WtSff6dRB6f39/cKYKysrJT+O4+TvWUw0jBcRzbWwsFCIur+/H3t7eyUdPDc3V5wje+2OwbqoJGLkiDljZQYyxDCmPjo6Klo+Y0SiH9ZiVVUVq2TczVwYK5GP3d3dAnMQXo8ZTWz868wc78HYWJ6Dg4N44okn4p577ikC4OvtlLHe586da8ApJ5ZQII8++mh86Utfik984hNx+fLl0l/Ozt4SxoUhCOI7e8MA0U47OzuN7EtEM62HmUIrLS8vx7333htXrlyJpaWlUtcKMxwfHxdcZ/Nj+GKt50QD5hbmwPTyvwWD6828ToPagjjoD/PaUtiDJ8uXNZ1joTC7Mb1Tya6dgPlcfumSRhIBXEu/ToAYqzI3mMz1uYeHh3H16tW4cOFCqQOxRcHPQUlhnYAoTjTZqdzb22sI7DQwYSrGxdNH60KE7KE6BEM6Fs1lJoPoEG5hYaF4nRHR0ArcCw0K86IBITrJBYQHBrUWQ8u6lNCet8fu+CfOY85+2fnw9RFRFnR3dzeqqirYH6FG+8PcOVpBwZE/szOFAIGd0WpAOQTPAkh/ZubscBnvR0Ts7u7GxsZGrK6uFvoRNXGfjO3uu++OL37xiw2mhW52niOikfL3OG7WJmZcFyYjVRFR6kdnZ2dLOnZ7e7th2pA+lxfCGDAi2gcc7RpQHD+IBaMZbxHpQCt4twEmNWLkUEBsxzxzpsmOGb/1/Q0VjPXcf1udLp8BE+g7IopygB528BzlQJv1+/0SEXA0gnvChG3+g7UcEAyaAuWg/dbWVtx9990lfu57+zeHh4exurrasIrMi9g5/GANP22bmHFhqFwmuLa2VsJKXLO2tla0CYsfEcX52NjYOCF5OFs7OzulXDFiFChnAbnWTITHbViARreGMx6jqAWBxMRGjMrx0LyOJtgJQvPbyXE8FYFZefIkSLbl2LQTQ/Y9wXswKIyNYFMiOBgMGmlwIgswm62Shc2M6ywYnznjxT3ZroQvAvZ36C0iYmdnp4RNzZCGkq4nIYLBOG4547oSyXFFV+hXVVX2TTEwGgRDMonl2nwQQQBnskfKnrrDPTDu7OxsKVhB4x4cHBTCGdrMz883MPju7m4sLy83KqRgKAjN/cF9jlN6YTxGtBKahYWHsYBOrqHtdruNSILhA3BqdXU1Dg4OyufAkE6nUzSaab67uxsrKyuN5Axr5fsyTsMRx3q73W5cvnw5nvGMZ8Tq6mqxaJh4C+rZs2djcXGxOI2Gko7+RIySVd6TdksZlxtSSOLQ0+zsbKMO1dGF7EiBU+mLfl0EwwK6givjaIhL/NCp4N3d3VLpBHHQLmzxyWErB9FZLMbHeOnL2TDGxbwNMfDEDw4OGrFj/u90OkXIXfewv79fLAjRAhjqiSeeaMApKwgzkB04NCXXYdrt0DrcBaPa8UZL7uzsxNraWolFR4wK2GnEiilEJ/RHvQiWAqvhrOQtZ1zjW0cIzByYUgA3iwmhnaKEGC5QceiHQL0L0G2uYSzggDWtK6+qqt49QWOBHOc8ODgo42QxcU4c7jKGRHgRViyK063sis1RDRgDxgNqZS3NPUmrXr9+vVgk5uDEAkoB7coccFydbsfZNANHNItzgGdAs36/X8pE7Xtw7bd8y7fE3XffHZ/97GfjrrvuivPnz8dnP/vZWFxcjHe+853x1re+NXq9Xvz6r/96vOxlL4uf/MmfjC9+8YtF68Izt5RxGSiTQqM4+M3/diz43AkBmyZHDBw+Q8LRKIYGjlXiRNihcJC+LdwExnUIyxg3OxZmVLApNMmaG2aBwYEWEdFwQrnWfYAdzTiM0duR0MQIOc4Ywtrv92NpaanhgHHf7FMwd8ZrgfHvmT9FOIuLiwX6QNOPfvSj8YIXvCAuXLhQYAsO23A4jKc//ekxOzsb73vf++KHf/iHC0+gzNDgt5Rx0bgsrKWRelbMqAF7DoFg9o1TeYXwMDyMayI6BAZuZMIwL8TnfmhzCIwG4j6cLYA2cYrVlsOpUZqdCjO6HZfd3d0GPEDA2DWBid7Z2SmCTr84qSzu3t5eoSGMzL2d3CCicnh4WFLDMzMzJQqE4rCWo08LLo4kdBwMBrG3txdnz54tDAkjX7x4Mb70pS/F8573vHjsscfi05/+dPzyL/9ynD9/PjqdTnz4wx8usOH4+LjBuDiAt5xxXTKIhogYFU+Dn1g8sCnaNsMCY1wWyt4vjAKT8VubT2tFxghRqA2FsIx5YWGhLCqODVhrMKhLKNFYOFHW8Gh5414LqkOApE+5nxvOJFoYRsWhtEUAAjDeHEPm/2zmEQy0IvgZ/+NGeN1zZl1Yh93d3Th79mysrKw00sAf//jH47777ouHH344vuqrvio+/OEPF/qeP38+fvqnf7qsiyGneWLSNlUcN3ueTN6xRQbC5J35QYKtBbnewXczgJkPobEpBmJA/NXV1YYZhBHQTMRsbeIwu5Tg2XTOzta1xWg3HCy0r8dt5s3mFkey06kL7rEuOKLdbp1wgBkcTkQbWVCNSX0/xs78WZ9+v19KOc+fP1+UQE61un9rXdabuCsVbVQF9vv9WFlZiUuXLkW3241HH300nv3sZ0en04mtra1YW1uLjY2Ngq/vvvvuRrgSDH7LGZe0qOOPOGSYV0cLIIZrB9DODoVBlIhR6tHhGjtEaA1XMhGmWllZKfdh4UlPmkFdRON8P//v7e2VuKu9YkJhCE6OtVrgbBlc2E79gb1wII+jAC6hdATF1sjfwcBO0jhaw/cogN3d3Vh78imUzNs1GfZjWEczcUREr9eL++67L5aWlhrQyFk3nM6t9KBB1jxHdYBFk7SpGNep0qqqCnaKGKl7TBzEMoMSm0UjEiKBudswlrUwjgjMDBOgTauqKmeIsYOUnb58b+ePLfFoT+aBdoW4R0dHxSN3pAGYk8eJJkVAt7e3i3mFQXxOAfeIiEYw3vd32SSWAAEypDEcM/MhFMTIXROdIwsRo0yeIxxAC8a0v78fy8vLJ8KICPTh4WHcc889ceXKlYZWB7Y5A2joNUmbKo6LxoMRqEOgTBBCIXWuB6DgGVMD4EfqICCvbf9DGMchWWzGiPMyOztbTs5huwhmOQfeEQTOf2A+OKTgXcYOU3lMXnynNY3Td3Z2SmgO4Y6IE+eVIURmAl7Br8w3Ihp0Lgv7JB618jDkoqA/O8DjaO4IAw3Hj0J2h+BgcLKgrn+GVvCSU/eTtqlSvjAuRPBZX2SdzNg4Qyz+wsLCiT1NNrU5DIUUtjkgDrbDeDAKpndmZibW19eLebQWwzpw9BOEJFDv+To0x/2dSnUojHsAi2xFBoNBGYcTNxHR0KSkhZlf7gNm9TigpRnYWtCChuM2LibP+GjAEgtPxOiAFcfpoRu0OTo6iosXL8YjPFM5RiWXWRiyYNyoTXWuQlbnOEbZnLCILPry8nKsr6+XFCDNv7X2Y3LAC2uzNg+fxd7f368nNTsq+t7f328cQGGhohg+Z5o8Boe/WBBrezOJzS3pazQpi7+2thZVVZVdBewWIFaLRoZOMAwWChogbE5auHaCMlDHwplTxChR4mhQjknnuK75gN9Re+KtXAgdfZw5c6YR8cmQkHFauG7WntL2dEA4GtdAm/fk1ilXtNSzoPTlWC9M4USCBYN+fA0YEBPIYruOAi2K1ndcmHPQwLLEWFkkL2zWRp67aw+yhcBS4Uj2er3o9XqFqQnYo2Xt8OFAIgw4ekRBHJ3weQ8IGn3gDziUaB/Fjh4MlWGQP0Nh8L8ziWbM2dnZ2NjYaOy1s4PpWPQtZ1wnF1iAhYWFRpjGphOGQ9rYN5Y9cJwOx2kjmudOGcB7cmgEiAEEYPFxRBwHRmBYLONJ6li5H3gYk4cm92I6M4d2ixiF4bgPi0T54draWly6dKkU23hs3NfhQqe6YULvBLEAw0RoXvdtrWanyFEHQxy+Y00sWAhCr9crAs94sVaM+6677oqrV68WuGFt7vWdtE19aJMlD2kxIzLwbrdbio+pJfCEbHIdpnL/dt6szXNcF20IEZyeZoHAX9bq1hYwAJk48JszUBRr+xA441BDjuz0eJFo0M/OpsNeZlbPO2NIx6SBNru7u0Wrb29vn4BACIgVUfYlTGfoyDqb0ai2M+ww8w8Gg7jrrrsa8MWWbBpsS5tqz5klxXHQrHEjonFCY6/XK5rQW29oSCYMBjbOGMsE9AJCUOCJBYJAPuExCoV8hKZLA2Eie9gsirWDzaoX2q+MjXFaW4H9d3d3y1h83GfGfs5yQSOsHUzibBtQBwhyeHgYGxsbcebMmYbwGvrY6c3KCB7wb5gL2JVSRjMi+HwwGMTTnva0+PSnP30C8tkBv+WMaxMZEaVWNmIEI5gcTgi5dZjBZXiGFV54GCsiGrHdrNGyp4xgEcQ207v4BEthIbKQmJhkzIAaOctk7Mp1FipfmxmFjBMLXVWjajk8c0oD+S2hPqAF7zudTjkTwbRyQoa6C8o9EQxwcUQ0jmNyG8fEvHY6ndjc3Ixz5841wnnQazCoK/DOnTsXKysrJxzQ7CNN0qZiXAZaVVVcuHCh4DXHRbkGRmASFAq7vNELzkSMdenPWNbMigC4xte42IvgrTuEgmBsb/gzHgVqwABmAi+aIx0wL/eyQNCXvf3l5eXGg0BgJjtzMCYalXsgWFlQHPt1mNCREwp+ut1uicPSt09bZF1tSfic72B4O6a2ToTfZmZm4ty5cwVuGR6ZbpO0qRjXHiVnJ5iJWEiiCblO1hstPWhLXhaQjHsz9oJwZh4Wir5cvoeTwj7+7LQ4tujsk6MQhHn4zokAV1O1QRnGBXPiYGXzbHjjSA6N6wlJttHQNOY9bTgcliJ2Dl4B7yPAvpchEv3aYhLKy2E3j7XT6cTZs2fj+vXrJ2gzLc6dWuNGjI5H4nPDCDMmjyXKGszEoMEYxrTjMiomWGb0vIAwvMMwObJh+OCCeQf0+U12OvI8uIfDQmgYGMKLNTdXHwzHln3Cdca4ZkC0ITRwqtpzQevaCbMDh2angIe4MIkZz82CZyhlPN7pdKLX68Xdd99dTn20diaeTSGRBZ973JZ6XDMoW8iz4wSDsugUV3jPF4yGNnP/GWq4Od2ZpZ3f+Lc2kWBGNFYOdoPx2NNlr9m7f7Ow2FpY6HjvUJLDZC41ROszX3ZvWJPCaLYONv8sPqEvcCt9kr20do8YpYo5pKXNXHtOnqfXjD8cTUpHbYGIgMzPz8eFCxfK8yBYNxdmTdKmypxhlufn5xunsphBkHifsg0zs/jZQzfTInm+Po/BZjV7xHYS3TfVbWAt8DTMA5MYp1njwsy+rwPnbRoyJxTs/eMogbnxzJk/cMPF1RYGww3KC9GUMK0hAztvKU+NiHLyDfc0pve4WZc2J800GgwGsbW1Fffee++J4idjfCIc1JDQZ5tjOK5NVWSDVK+urhZ8a03jQD8P0rPnzQAz8Hf4B9NnxrUG5Hc2+3xmc2jNhySjCRiXtbOvtzBao5i4OWrA4hjjem+bIQTbbPC2eeZDp9Mp2invoHUhDYzlDaXe5MjYmZerx6qqKrUjphuMZquYcaehQaYV2BZh9DihM1p3ZWWlnE9Gw7pN2qZ+XBQnpNjcgI14JXYH0yKV2by34U0zoD1/RyqMKy0EJiZjaSsBzNc5mmBh4DozUMTJ51UY85lB80LDHDbRPDZ0MBid1kghEvfgj4V1yrrT6TTwJExPGSZJF0dGnCY2Heww8ZoVDtjZ0Il5Q4+tra04d+5cKdF0dAXho5zVp0kavt2sTb09/fz58yfqL10ZFBFFm/jUGzNa1pQZK7HIjgy4WQtnXMRCWPtGRNmRmoP4/gyzDP525o1XJxQwj2ZMxkefhH147wPw8rMnECLgjIu77XjCUBZKm1zTn1evkRk2W6zsd5h5GQta3t8Ze5MYsYWjP+ZGPTQWdlqNO3EMgkE5yB0x2luGWYXgNvPWtmbOrD2zCTIRs1bOCYM2zWstw3e8d6Ij9+dIQtYs47SCTW6u2bW2yd/znko1+qmqqqSZ2wTUC248aWw+HNY7OtjfZoHzOphudjatBDxvWz/uCeN1Op1yeDXCMjs724AmnU59GPj6+nojOuV64pu1qYJnPq7empKCG5gFoG+MyISNU9vMsxnWmM1EtJaypvGf4Ql90R+aDe2HqScUliGONXy+Z8aExscRI98gYrRlhWvt9SNMhKiYp52kfF9gWRbyXKPLmnEwST79nXsY/zvJkhVLFl7ozUHaVVWVNL/rQyxQ4Oys+CZtU0EFnvFAKGdcytMbAW3uM3NlvJuBvhfEWR+aCWjGzOYr47eqqhqnsCAIZljHnOmf8Xpc7tMwx9dx7dxc/cQhIMPKykpsbGyU+6+trcXW1lbs7OyU84ap40Bj4eQAE3zclSME0N41ssAITsqJiBPb1aFbpp9pkCMMbHxdWFgoGzLZwQxcoLlIaX6+fgYeB520wcJxbao4LhvjYKJ8sg2ORV4wazpec2gpay2aTXQ2WZmgzp5BJH9nJwFIA6zJ5Y5ezOxJ0xyCA+t6nA4lIQzGmGfPni2HZ/R6vZLYwfkC6vBUI5I5wB00MWvgk8dhJjuO2dKg0YldZwtpOjOnNsjG9Q61DYfD2N7ejnPnzhVaexyHh4extLQUKysrsbW1VdZp0jZVPS71ty7Ozp70zs5O43eOazp0BiE8GUMCGI/rzBy5XwjJtTafbcTm9+7bi+T7Zw3LNbRsTfwZ97HmmpmZKR4/WqqqqoYZR6CcMNne3i6OniEW5jliVFMBHbNj5ZMiYSYKXnwwXhs8svJwM/O65pl6CFLrzMltfn4+1tfXywMbbwvjknjo9XqNIgwYz3HRiGgA7Tzh7HzBtIYI1ppZ05ohs4PhMFUmOotuBuc92JLrPU5r3AxzjP/aMj+2BA5HMS/S4px7QPIBzAsjQ2eEgK0w1pSsB4wE9Mk+BOFKQlF8RuaNuedQoJVAGx3ZFbO7uxudTqc8ZPvMmTMlmmCoU1VVefKo6xwmaROjYcJJYEOHLjCFSJT3+/O9PfeswXgPTssedw7iZ7jg/qzhbN4yFDHRPQacTRcCZccsO3owiB063ys7MzAy6V/CYzs7O9Hr9RrMjUmn3hXmAg5k5uJzFA27OtDwXI+fQpH8wcFBbG5uNo4XMB2tvaGDIwIoLFesRUTjgdqGIXNzcwVrb2xsFEdz0jYxixO/JQYaMdKkLBiB8zbTygJ74v6f+lRio3bEMv4xAXOmjM9MBDMg/bP4No9opzZ4YYhhs+mxuNoMDx1hdlKF9zgqh4eHsbW1VUwr505w2iO1FD5nzLXEOSLDZ3bOGB/jB9/ayh0fj85Pq6pRwY0tWIZDmQ5EC9hfxhGwzAlhgU44pURUJm0Ta1weeWr85MPmIqJU3fNZ1nZe8KxF7dAgIPn3xnd+HzHKSuUwkhMGjAEniaPmKULxLgOu5X12+PjOWDvDIdPGYTgrAMw8c19cXCyevp/4HlHXNPNsC2DF7u5u+d87krO/YIhjqGYYhtPkrUTjLJzXzo7azMxM4/GyVVUfw2+L6oQUtRWuOJykTZXyzVuLrcVwMKypxk0sT9p/+bAPLz5EzybegpBxaca5JhqEA+rYIzb29T24HnOMw5jL/NocQuPsiNEzfTudTjmcwyE5tF632y0HVyNsZN1wfBgTpY85OuA+I0bxZX/GeMmM2Rk2H3hu/h3vjZWBl2BoeAgBY6zr6+uN+u6btamf5cvC+6h6COtJGANmjZslGLwMePdvaVmDkOo00zJOj8H3zUJjE+jFwKR5M6GxLkT3wcaee3YCuQZnK8eX3Qf05eR0QmURo8oqEggwPbgaeAL8QPPhdMKI1rpOEJhurIGZ32viBI9pzjh5iifj6fV6ce7cuTIW+oP+wIVJ28SM64PYmBRmZW5urlSDRZzMeNkpY8BoFxqMwu9hGAhtpuN6azgT3fehP95nCMO11n5tuBaGBp+hkXI9RVsc2vM1/gTvcc4v90ar4jRFjGp/TRc7hGgyvHegBvRHI4NficN7PBmqZSczwwqu93qwDsvLy+WAlojaSTtz5kyxEPaT+v1+rK2tlTrvSdrU9biWQjNGxlYemDFg/i0mK3uUEMuMASQxw1rzZA1vrZuFxP04egEj5OZrc01vNrcwaafTaUAJkgIu2nZaeWlpqRxVBQ7nkEAKZ+gLSGGcbWeMa3Hu2Ew5GAwKg1j7Zkeubd2ZmzWvoY+hmssDEPq9vb3ylCYaliIibs8xo84M5WiCd/LmidpJ8md5wm4ZG9Mn35k52zBahinW0syFeeC5W4taA2Xnjq3k7s+CQsv4n2uJzxr3RzSfsYGnf/bs2djb2yu+A+OenZ0te/mGw2FJq9qZRLBgGsaERuWwOq9DrvUFwnktcojPismWrNvtltMwWfvt7e1YX19vFO4bNp0/f35Sdpyccb3l2JKPVLd5mZgpl+ehXa0pIVKbQ5OZIpskC0SGAb4Xfz7Mw3lzFivfn8+ZNzTIu5Vpvo8XdWZmpmhN+sXhsilGm2PSd3d3S0yWuXNPogkwM9jWdDa+xkzD4MfHo2fvmiHR2NnPMO2ZK4KJU+hreMwC13JmMc9phlazs/UZEffcc8+k7DgdVLCJZfEGg3q7hk9udF2Ay+2ylLlfNJI1ZXakDDmyxGcmNXGxDlwDw8K0eWwwHX3znlI9m+vMuNY81qjZKbJzw+85L7iqqkJPwo4wEmPhKfXMx4+QyiWOzAPHEDqicO6+++5SZwAtIuJELS2vpr2jNhGjnc4Ro+ypw4k7Ozuxurra+mA+p95v1qY+yYaF6nQ6pYQRrcDknNbLRc72bL2AJoLjmixeNvsmVsZlmbjgQMykH9/kI/fRuJTbOQfPuDH1NnEuNDHezE4Nmm8wGJRHx6ItKSxnhwmHIaPtcdKgEWlhah1w0HiWGPMFK8MUtpas0fb2dukrO5umtR1tPjNso7keGwaFPr1eL+66666Cf+3s5jqXG7WpNS6TZ+Kc+O1DLJgUZskMy3undjMBMmEycezIOe1oZmKcjr/yWVVVxXnwY1TZpIkWROv5mFA7RixydkSNiYEYOGIsKulbCkwckwUCRIzSwt3u6OA9xuPDtGEqjz1HHzx/1sfhKs72spa2o+r18Fq0WRzGlR8AQ3p7dXW1zIf1myZzNlV1GIznGtzNzc2IiFIFZK1oM29mQ0tZ8/pze9o2eyZaxsHZwXMWDY3ndLUxlzft4dWDK+3YIJzQwuM0s+Yx4Yy4Trnb7cbKykp5RoKTM0AZ+qM217QwU87Pz5ejnKw8cPh8FoOhij8bDoelbBKBzfdqc8gYI4KTr6N/n9C+tbVV6hM8TwvATflx4isjGgvFYMCxdt6s4Wht5sUL7Zgtn/uAvCwMmEc+o+8c6sra3dibP+6zsrJSQlIwJ8xhqOQxW3jyWJ1p47eeE4H6TqdTDuWAhpxyCd6Fxnb6/GwwwxKnr9HwPmfBqVfuB+Pt7OwUeBExgn2mu3GsG334PVqXODXhRFK9Zv42iDKuTZXyzZPd3NyMwWDQUPlIGRrKEsgCOtuV48JedCbjzzOz+LOcReM7mqMI9O/zCHKSw7jWGJZ5ej55L561lAUI6IDmBgOSz0c789rtjvb5+RwEazcgmRmQ33BaIxVvhjqM0TQaDuvn9a6vrzcY1nHjNgvDehDdyE48p8EDdXZ2duLcuXPFok3DtBFTbt0BU7nCCeL1er3yBEEWlgE5JtrmOVqTG+vkxXfkwA0tYHjg3xtmWFvzShGLsbj/WGzPzQKG4DhkZkfTwoY5jxhtG1pZWSlKoNfrFYHmrDU0Lof7RURjI6VriYEzvV6vhNWg+/LyclRVVSAdzGzaQoe9vb0G9DMtjEWtVGBorxNzccgTzc6ZuU6iTNomBhUG+dQJ+JhLHBwvrhc8QwP6zAQYFykwNsy/z1rQ8c4Mb2zumRPv6ZuIg69h0dpqdS1c/MZ/HrN9BZh4Y2MjlpeX4+DgoGx98licsUNDwXB+WryrwxwvHgwGJ7bDcw9raisk8L9xukNjTs+3wbncsmPHE4hIekyDbyOm1LgwLDeHiDAEISVrGWs3RxnGtRz39OJnwjg0Q7Omc0gIrObjhWzKPEbuwfXMzTFbFtX41/PK0RCPmXty/m1Enct/7LHHSn2B4ZUTJKRu2UntswvQpj5lsqqqRlGOn3zOupq+rtk9PDwsjwSzT8H87OwyXgSKlmEIfUVEeRgi+YBp2sRs7tCPF9ISGVEH0R3D5H9rPycK8sRMRH5rbWwNRzODo8n43MTLr2YOUqhoVfZvRYyECWuTtb53Bhs3GqpAA17pZ3V1tez2vffeexuwBaeK51LgT+zt7ZXcf8a67KhAs2IJ7QccHR01qvtsLZinBRQaEb9mfIZn9n9Md9MlMztxbARwmq07UzlnaDCyZV48JkKAPzOcY5xmIIdlmJibmdsOUo4lMkb+vAvW4TjGgCbzbteZmZmSkWJsESPLUogmjeU9XRbKrHEz7kMIwK4crry3t1eedsl11mJo2IzlCXtRSkg2zdbP6wRDr62tNY7V4g9F5B0QXg/ujxW20FqxwNTgXOiOk7a7u1tqJrL1vFGbKnMG42QwbaaYmZkpmgvtkT1y46GsTduY1KYzonlcUMa1hij0l7ehIyBgWWNXM20uXTQDkG71OA0l0ITMhbFl+JNhAwXlTiZwv263W56PZiGBuVy847WxiTezVVVVnEKev+bGPfwILkMDhxLND2ZuQz9ogoLrdrvFqc/7FG/WpqoOYxGoSnJM1MUqTMqYEnzmsNk4TexmZmFi/o3H4T4df4RgMCp1xA7tDAaDxkksFgrf1+Mx5LDD5+szzuV3CAW06XbrbBfbxDc3NwvTuG9CYjATuJQt506coHUtdE4jQycgBwU3bbicdYSezM+JBX6bLaCdS3AuNNjd3S0RhtvGuAxiZ2fnRFUVqVOu5ToeVN3v9+P69esxMzNTnn1GrjpvUmxjZO7l6xAaNzO0tQ74j71ZhJK63dFDnl3v2+l0GtfQD/dHMDyWnOjIDJyFAqjiM3DX19eLYJG7R2C8Bmhgam1hbhiDE8aZu60Why97TFgkyg5hULQzgg4NoDs7de2TOAmEdjUMRBiPj+vHc21tbZXj/CdtU2XOIqLgIyYDQxjsQwSwLhoBB4hT+vK+JptaMwqLx2dOIBhK+A8myoxKy7AkQwHuZ8zGH81MmvGtW46C2DnFo3YdBL/v9/uxs7PTeFqknRtioPSZt/ebFtyPtTFuJ13PjoWzZ882rqdIx5YNWrL2rLeL2xEItC3fYxEIhXHYyW3ZusNCISU207kewMRCysimUGTBw6GN53IQ2gseEY37RTQZ3VosM1cORVmYPF7HdM1cNp1mPD4z7rMTZEbnOrQnphKz7d0RYF3y+tQhUJTNPA4ODqLb7Zanu3NvfAu0mp1Vx6DttPL/0dFRbG5uxpkzZ8qY0diO+kDPqqoaD7RmvjAvfzA4x3gZZh4fH8e1a9fi3nvvnZgXp4rjEphGezFwpJfnFrCI1oRmJOpAvQjjcKHz8zlvzr3sfKAl6MdEheC+HqFYXFwce8BGhihtmr3NMeE1omk9LGwWIhyg+fn5WF5ejqWlpVhcXIxr167F5uZmuXZnZ6cwhMfLkfqO7JBtg4ZgXp+mY1MObff39wvMM50yQzq6kGkFz2Ssixa2FSGBMmmbinGPj4/LUxg98G63W846taOC6WPxMAXGjcaDGdPiTFn7mQmyB49gZeeD++eyS8dfKaTOmT5ryMzQmQGzhjbm456OUTtj5ffr6+vFnMLAMzMz8cQTTxSHy7sNbL4dXrJGZTxACjObLYYZd3FxsRE9cbqXPiJGG03RzO6z0+kUzH316tUTjM/18NakbepnQLQ90mdubi7W19cbxddeRHvSs7Oz5YHF+fts7vOWdzNSjiogzZx3a0cLi8CphNbAhghoIpwTM2h2yhgTTO3MmeFOjm1yrZ8ExALC5JQVYv5nZ2fLLoVr164Vx83F5PgeZAkZuzOZjYV/ci2ywoiIBt1WVlZOYH4LGb+lFoE5mWZAITtotppcZyf1Zm2qY0Zd2R4x8tbZeOcgtBcQbUUozLtJzdS04XDY2IKStTN/4GUWjIW3BjF2q6pRSpQCFsbFGCA62szannk4LexsmBe4TYvleXrxWVxMOtcR3iLWi+aipoEdD85iOR3NGAyJGLcxPddBf6fwwcyM2YkP6HBwcNAo2kFB5LVnG5KtAbSzorpZm4pxKU0zsI6oH9hnz9PmljCOtVtOKEB4RwIgPkzkUBtO1RNPPFEeJb+0tNR4QjcaiPHwXC3DBwSI2Ggbw9sqGNdbeLODyKL6uszAXGNLRIjLOx6gDUJ29uzZokCI5ACPwLmuk2ZuOGdAhMIAs7ONcJotBGPIBTa8Wok5HApOt+8SMYIUOGs0hw4nbVOlfCkAdkxvZmamPCXdZtymBUeA0IprFnwdk6BKCkKyCDD08fFxbG1tleM5nYk5e/ZsGafxYESUsAyF1pg359mtURmXHQs7MKZNjojk0JidNkMHGmbW9wMCINRAjE6njrcuLS3F9evXY29vrwiKY62MGc3s3cIIhU2808z8nofqEXdnbhk/wx84gqytNTC0xRHFh3H4bNI21Uk2LsJmcc+ePXuiGskmNGsqn0Gb8S0hHu5lHHt8fFw0/vb2djlvwNmw4XBYMBkxQ4hIxAPmgoF9irbH1SZQdiS9OTRrVffl1wyj7LxiARypiKiFjZ0RVhS9Xq/UGODY8HsfAQtexVKxF41aAcbiiArW0ZEZwwXoky0PceAsfHbEUB7EpvkOKzlpmypzZo3LoKlcgkjZDMLo/X4/tre3i4az9FrSgAjep2WPtdfrxe7ubnnoMcxwdHQU169fL0fSz8/PlxMmcULQ/BAb8+knWTIeO16Y66xh/H+GFfThiIIXGubx6eB2emZmRucUZMcPJ5NxAxmseT1+KxoSGvYFuA/C4/nB8M625TlzT5xFR2BsCVh3J7CgN5p/0jYx46LRaEdHR8X8YB6QGgZrk8VAYRA7E9aq2cRaEHZ2dgrTeqJgPnLuVVWVXaTLy8uNZxxEjEovwXcuTmGx0EI5cgENcqIje9EsLn9mBhoODEwLtnURjZ1OMyWW4vj4uBypRPwWSAZDuAbWmU/oh6C4mChiJNho0/yoVe7JmIAfwBFblYgRHEIYfLggaz9pm5hxCXqb4Zi4tbD/rFWdSbPZpZkRjAfRkjs7O40HoxBcd/YFrdLr9UpB9sLCQtx7771x/vz5hsmsqqqYNopr6JuxoBUdouN7j9uJDc8r06INF/s9Zh/6OAphhvEz2iKiRHQ6nU45IDpixHj0BYNaYfAeJkMgbMah8crKSllP437P05sLoInvxVxIZNlhuy1QgRs4SuDCYhOXSdlkZNNkk+pFteODtqEQBQ0Fw8LoLhiBuWFcsJwzfwgF+6r43oJj7ci8IGzO9NmytOFjL6AxJDSyA2Ptmhc0a3jvHCDpwHiBRrlvhxj5nPg7KVkXrne73UJTkhLAL8YEfViriCjOl2sXnJSwI4kAm143a1M/y9c3WVtbK1KdY665sWjWAsaEGR86tgcUgJiYo+Pj4+Js7O/vNzJQ1mbAk52dnQYGYycAdRN2shypMFbPAmYh9YJaaM3UthjWgsCFnDDIzM8rC46mHA7rxMW5c+eiqqpyVoMdZ+juMXsss7OzhY6rq6tlDhxUwrlfMDRjB0aivR2PZT4uSM9Wt80C36xNxbj2qr29OeMvLw7foWWNt1jgcQuE6Zmbm4uNjY3Y398vkj8cjs4PQAtzPD4b/SBWr9crzMn5XMRNXeWW5+Jx2olkrDAbn2EhfA3ztSZ2P9Z4ODAICucuUExjmhARsOZFcDj1EOtCNR7KxeEqryfvKVUkg2ch9dg5w9fOI8Ln7foHBwclzmsnzRo34/+btamPYOJmfjZrm8cc0TwBG7xqZ40QiwdtxmcbCo6GnQj6p19nv+gfDNXr9eLSpUsNTL68vNwo8bPpcygPzewFdgbRAoewOqrgOTnjhIDYfLsP6O30sDW3HTd+b2x99uzZuHbtWnGCrAygg7W278l+NrazI0SGOszD1oH7w8zQiu1RVBUiIAhTjthM0qbecwYhzp8/3zChXMOiWRvD8N5n1TZQPrMpdGyRsj/MFQ/yAHOCv1ZXV6OqqlIQZA1NBAF8y33xwKuqKg4K48b0cU1EFA1vJjXUiDiJ2bKJN8MwDr+3OWY8ZCjRmlzzwAMPxGOPPVaqyI6Pj2N1dbWc02Bhpy+yjPlYAebZ6/VKXBwa5xLHbOLxBXZ2dopFhGF7vd7YSNK0WvcpQQWOKDJxDdCdt8chMsEcXfACmwCYOZso7wTF7BDaIhzDWIfDYfGCfdKhc/AE9601bNodA6VvF4x4sTwHxm2mzjAhx76xLE5TY/oNteifB/TBlJcvXy5hMsY0HA5LCtjrRf/QE8HIdc6EPLForIPhUMbszI+T0LE0FMUbVqAI7fNM2qbeAWFv1U6OY4BMDOZwqIwJ05cXNIebMgOYqag7hdDsWuV+Zi4WiCIaqp54Bhf3cVgMWANeztkjR0r4fRut3DLuNyPyxzWmC7SFjlgKHCOuyZ4+GhKtRoGNj/aklgE44Hh9p1PXQ8CAWEvWwYU6KCxnFPf29grMI8sZ0SzSN2S4Lc6ZPUFneCAcGjUHzG0WIkbBbvrMC23thonid3wWUWvGtbW16Hbrk7l50AcLi/Yx49NInJCHN7Rx7NT4FoIDH6CH47iOKjDWthAbjGkrxVydMUOYTQNrPsaFNsbxWV5eLlYOemH2eW4aQp8daxfpEK1xnDgrIH7H91Zo+/v7BZ9zHK0jPjAuQnbbGJfJGttxQ97bmzR2hEkNGfjOTA5DWIvZCTF88PGZ1B1QXkds1w6dnUJi0BRpG4Nb43kcmfki2k8gd7mgNae1THZmnQjw58b6Pp3RC859nYwxXfIYXcDEvIAKWBvesxeNB4tQa5KjSGZgFEe/3y/P9cXPyH4PcME8cksZ1yo9VzKZeR3DI2yDJvTAee9EAkT1tWYYazZ+Z1gBFLBZJM6LQ7O4uBhnz54t0AMNaa3Ka36ckjNM1rY5CsBcaMa5hgteeGPEDBPMiHjqtmJca61F31xHyMzKgv4dVsTC2BJkBzQLgq1pRDNVfP369WLdGBfC5TXEQkzapoYKhgK0zMAMiDJEH1hhZ84D92f2th0n5T6MJS8ojgQN7Y/p4xRwYqPEcQ8ODsqBGE7t2nQavpgBs5OVTW92yrKpdT9oamibsb6Fwdk7/rd/kPEzsdSqqhrwCKvFunpt7fSyd89jN6MxBmPgiJHyoiCIdXMozMw8aZuqkDwiGrFXSz2awZ8Nh8NCMJfJ2VS4uMIBamsMYygvPM5BJjQEQ8vCFEtLS43tOz5/a3l5ucQ7XTzkUA2/y6Gs7Jx5cfN7R1vcT4YNNDOHmRvL4vtbsXCdoYQdveFwdEK6DxNx1MdO4+HhYaEdv6chbIwLwSWaQDbOfGOf6anEcqeCCpgcJmaiurKLgR0eHpY9YCaYJ4BGdME3sUIvWGbaiOZTXbxoEBNBqKo6xpujC+Tg5+fnGwU34C5rP8Zvr9/0yJg3h/qyo5a1sZk8M7Tpwrxz1o4xuy/293GvfMCJH01lmtvJgq429TkcZk3tNfGz2LLFMSbPSnCSNjHjEm7KJ6TkhbHXjTkw9mEB0JQsgk8Q9GY7+oYYeXFxptAcJijhG7CuNefMzEzZ42+tQ3jMOJ7UK0zuBWBuWAprOTNq1sLWsJ6Pr7fZt0ZnbjCbLQFr0O12ixMa0dxZ4p3Qg8GgnFMb0TyVE2bkPY815XfQAXqhZRGS/f39RgjMfpGdSPq5LRg3L0R2DGiYIKryTQxjLjtoMI41Avcz0zIxh5zoDyHC6bLGwnTatIP11tfXi8AwLmtbMLPjlYyHOfhpPSxkZjToZEczQwbGSl2r4Rf9Gx7kNDUCz/46/oBJMBFWkHFxD0MGJzLy6UOOXZvOOHkclY+jblrYec1x/tuCcc04xiQ4VQyGhRwM6q3i1p6YHa7L8VJnjdAILJTz/Cy8IQRE8xiICrRpZ4/FB5mw2MbLFiRrWpjMEQF+45Ae1zuCYvzuuThCMY7+9O0sIFgeAW5zfikHhUltgQz1gBz5GQ1eQzupEaMzNA4PD+PSpUsl3W56OLSH0Hoc07SpnLMcO7SHz80hpB+B5OJirjPhFxcXy0kmGbyjjY0nTYzslQNh8p6wrCX4HRqAGLCzZ3zv8I4XYTAYPZeB99bKthrMJVsaMw99Z8fUmpG5eAwZHxJ+ggGtTMiWwawIlLObpNK3trZidXW1CAFr4adYmk6DwSA+//nPx5e+9KUydujPq+eO83xbM2fe8mwvlT8klg2NPB8CjGmmRyPgmGGGMia0hrenmxkS4rHoMJsxmhMjvg9aF+KjmVyETR/UqzrygcbO8WDDAv/PfQ23bErztTnObXpDcy+84VK/3288x4H1I8ozOztbziODvhGjndV7e3sFAniM4H9HLvr9fjz22GPxmc98prH1nGYrkKMdhgyTtql2QNC5F8RqHvDPq7NXLBQLQ0w3axqbe/qEaYzvYLTsuNjjjYgGE3vM9oB9f2AHsU767HRGp0+6fxjBD4nOTOvPcngrm0hbBWsgCwQa1Oad7wytTFugGAkZipMMibxGKABqFZxdRKBh8F6vF5cvX44rV6405pOtG+PwOcQI3rRRhYmfAUGnDl/k14ODgzg4OCildNmL9Gt2LrjeIR7jXmseFtj3MENlp8xxUXvNjoliPjPDwvRoNGfbfN+85y6bx7bF9J+vNZ61ZrKV8z0ZlxUD0R/PYTisawZIROD5OwrhBA7CgeY1JiVxc+nSpbh8+XIpducvt2yZveZAhtuaOUOd23HBbLFlnB0HMIxDZK47sAmz1qBfoEF26rJZM2H8+4yJYTTv3nWbm5srGgnG7nQ65TgoHE0WLwuMQ2LclzlkCGAaGlMbB3JNdl6yb2HGdOTGjiwChyOH1uT4T/ft+VBP2+l0Sr3C2tpaWXPGzrytwemHP1s7/00LEyKeAuM6LusBHh0dRa/Xi+3t7RNOHExmbQqRcBKMV42bzPwRzT1tZpz8nTNcvt4Y0H1aC2MaGQPxYDMETAGzjmvZQaHZScnXMl8zO4trZ8rX2SIOh8NGIY2Lo3CIEUYY3uWdMKXHdu3ateh2uw0zbxiGsNs5zWvNe8JqfGa4MGmbKgEBznU4BE26tbUVe3t7Zf89eMbbZSh84bfGhkyAhbAWaCMK/ThaAAPlUFlE8/lb7sMay2bOmiBnCxEY10oYr5sps5B6AbkPzRaFsbVBMhaa/q0Y0Ki+3tqRrCE0dkUYIUifyYBlAQo6ZmurZuhlnG7YRHOBja3xbYvjHhwclMcaWZuR8yekRb0nA88aiQVCo2KCXfzd7/cbjwDNHnqblPO572mTm8dhM2ZsZzjkyIQxuAV4HBP6+uyEOcJiZjVz0ichI+jSFprLjRizaUZfnr83alJkD12Hw1ECptPplMRFRJRdEZkGjs4wf8/RVtgO57TO2VOqxzW+QxJ3dnYKFkJaMWuW0ExcL7ArjHyNNZr/IFAb445zfmyes1awpoSx7PQ4dMYiMzePBRqx+G0wgfv7le8sKF5UOzSdzihREDHacmS6Q0cUAoyLlnSGrtvtltpZaADcslDv7u6WzwkDQkcYOe9sZjzM1U66ce5tcc6y2WJRjo+Py5ldhMDATo7N+sDkbDKz8+ISQl4dirGWdRw3O0vZ6Yk4+VDozDhtkIJrMKcshgXYcCP3SV/GrbTssOT8PbR3VMbXQRdHT9iBjafeJiCkZTnTzdrVxTpZqG2NjHV9H38/7r01bJvFulmbqlaB+gOyKSzG9vZ29Hq9hofPRPif5wl40X2QGtX9nU6nPK/W4bSMW00Ea7pxDhnXtWEuRyKyB+8+Mk7N2Lrt0LbMhPyf75HHgea0hocemHWEht3P3W637AJmLjC6IUNV1dVyq6urEREl03np0qWigOyEOzLC2W0+c8GRBCeJxkVQzE9ZIU7apn6yJLiJQe7s7MTW1lYDk1pjOV2IVMNo3s9l2EDKlglihjzx3AwBMlSgwQTjmAjczf8WHJtvhBKtT59mPFq2MG7Z8uAY2UJgkp09zI6TrZarxqCDs5RmLBiGg1Q2Njbi+vXr8fjjj8f169cbUMQ1DsANbwyIaB7TlZVD9lFYs8y8k7aJGZf4JvWVaIVLly7F5uZmY6BO1WLSvPepLXVLnwcHByfSs9amZsqMf/1dRNPse3HtrBhv8ZkJmTU+fXEPMLCvi2gXMM83M7oFj7CTcSFYksUGb+dxMjYzkH0Cz9sJDO5BLPvKlStx5cqVcu6u5310dBSrq6uNM+BMtzaFkT+LaBbe3DbnjNjm7u5uyXVjXrK2BfN4MJi2XMPLMZ8UbtgsRYxSts5WsQiuPDNhslnKDJcdHTNe/g3MCOPghSMUTqpwD2vRtjHZKkErO4ZoSf53cbYTODlxw7zalIKxvpmc72BiFBRa+OrVq+U8BDQ6jzA1TEL42to4ejgMljOjN2tTQQW0Czn7zc3NuH79+gltlvEtzbgJJ8xaCuIQUoM5vTh2uPJnhgLZXI0z13xHX1lj0xz28V42aOP4r/v0fXNEY9xYHEbytbYgbjfC7aaVFUKOwrjofmZmJlZXV0sy5tq1a6W+1tZhOBwWhXWzqAAw0fSxswkEmbRNzLgUF3c6neKIPf744w0Hy95uxjMO5HtxciDd8MDBbWtaxw8dJ7UmoXnhuI7P82vGo4Yjjk3Sj/G5IUtEcwNjHpeFld87bJbNarYgZjiPJ88x38uYNwu6YQTjQfs6nLW0tFQq56qqKicB5ZBdVhLjBNUZ2dvCuA5nXblyJZaWluLxxx8vWtg3NaBnwDYF1sSEVwaDQTlZBnznEA8EzTHdTJRsEv15G47ye8MT41oztS0LY7OTxr2yEOR7ZAHy78zIbczpcUZESRrka8xAFmAzqMfH9+z/q6q6ZHNlZSU2NjbKeqKobH0cvciOFvOywPA5DOt5TtKmKiS3VP7+7/9+Y5cCUuOQUv6sTVO46ANCs9WERbVmy3uruKaNWa2F7TRkzJUdxjbM7N8YS3Jv/5+xdJsAMb78alPs+bdZsVxolMedtaDHwbrle7s/rOHMzEw5ptVaO2f/oGOGDG1QifFGNMsJJm0TMy7nFkTUe5Z2dnZKZME7BEwoTyKbQj4bDoclbsv2m6zdIKb3jbVp3GyisonOTpgFLGskXjMDZW3qcZhB8rVt47MJ9jgzBOIVx5bfjYMU/p3vkdPUTqi4D1u3qqpKPcn6+npRVo4oZAFra1lI87qxgXPSNnUct9/vl8dyQkSfNm3thMeIhPp73rOFmRimA9tmhFwy14alrPm4JmtLM601eWbctko2j6etX3/ephlzf9yb9+B+N5tXv9oZtENqa8b1WDOu9ziseT1uwpdmdqI/+YipjF/bYEL+PNODXd6TtqnCYf1+v5Qu0kjPOtZnxmXReI6DieiHxFnrGRLQHKulsUhtYR6+59WLaqZt01osYI4P22pkDelXvm9bqDx+M2K3223EsDPMyvPPVsl9tcEUF7xAAwu7tT9rENE8ntXHEzCuTJc8x/ya1wceaHtO9Lg29XPOrl+/fsK8sa8pOwOO021tbcXS0lIhFnu3CMNAHFKWWbvkBcqY0ybOeC3DAlrWEnmB8+99T7/P1VF8n7Fc1nQZG2aY4vm5n3GCFNEMd2WokYXa12aoZEsJw0ITP+qU0KhbG1xgfjeCEhFRDmWZpE3MuL1eL65cudI4dY8G83qCWYp55i7Rifn5+VJRj3admakP6eAIfRgxQ4SI5iOo/Hk2iYyvjXlYPGO1NhiQMWvul5ZjuW7Wym2m1MyTnaY8xoyt3XLUIztnGZNmhmYd0KgOP87Ozp6ow/UJN7SbMWimC3+35SHUPBwP854XECfAeC5rq36/H+vr6+U5tCaykxCuBTVswHQbC/pzWpupdKbKY0LIskNiRqfPcbjWc+XaiHZsm9/n2LDnlJnBgjfuN2ZUPvc4XMnFdzk6QhGPd0KYWb1W3kNmGNKmddvowGfud5I2MeNeunQptre3S9bM5twmPZtUh72YEN4jTHp4eBgbGxtlAt6waGfFzNdGAAfPM+HM4G1MlNO2FpI2iOHXrE0z5su/ZaymH0JkJ7Zt/OOEJWtUh6qy8LofQwpbFSwdUYd8nL4LeWgZUvnzLOiZdm1zvlGbmHG3trYaDJdjeBAkZ2W8mA5SOw6IWaMP19jeyJy3TbTNDGfz6s88ThMvM2MbwfO1/n+cObeQR0SDBh47dMCrt1/B923JE/73b8yM47RhhkN8xvkMVTVKC0c0w5ttsdm2dckwbBw9J2lTPcuXKrA8gHH/e2C54t0nmNiB8qnbESd3ElirejHsTLURwdq0jYl9vzyf3HcWWAsB1/k7z4F70GyVnNgwfMqCk+8/bjwef8bNfIcy4rOciIF2rmPwuNvodCMGnBT73qxNDCrYfp6zK7QbmQA+s7YFP0WcJELGyTfSEuM0VtaIeSHa2jipv5GGZSz+P2vyNmE2xMox47ZYq3HljQTPY3bEw1rXY8rwjnVqi4L4EVXQkT69A6Rt7W+mTafRthFTaFyemtKWPbrZQLjm4OCg4CRqE7JX6vgi/Vj75H7zHq9MVH6Tx5r7zJDAjHUjuMC9PdaIaKSm2wTHzpX78X0jms5kppP3w7m4Ka9BxqK2YFkbe8zOLM7Pz5fzhE13og1AG0pQ22jW1m6kEG7UJta4HJrmgP8kpsHNxEfrIhAOwbSlkHORDq/GfJkAXqwczspaty0Elfugb/fjxbH2MXxoG49/cyNTT/P8xiUYxmm8tnF7vPZFPJac7TTNMlzLW/yzgvHcbjS+SdtUjBtxMiwz7mZtmhhsizRzKBt7nPzgDIhlqc+M2mbyx8GFceNq+77NrPvacXPOJjn3mf/4zaS4D61G3972kjVXxqlmTDvAvCdq4N/aetk/QbmgefO8nfXMc71Rmwb/Tsy4Ozs7YyVlEpMQ0dQUmBQycniuLvrI5tQaws3MkDUQ3/vVv8mfj2vjIESmg8NovldueU5t82hzfLhH1pRcl2GRIYer+8bBqOzDZBoZ5nS73ca+s7YkTabhOIvQpjBu1CZmXD/vlXRgNpl+bRt0Nh8uZwOG5EnA4D5ZkWvaMKTvY8fNv8uOSNYm+R5tpp7ftI0nZxYj4sR9/Lkx6LhF5TvuY63ruWRc6/vSrI0dlmMzJTDB8wa/EtZ05MOwpdNpxsTb6N7GI9lK3axNfGUG+ONM4riWMZIJCkywFvFjV50S9v2tfbJGbHN+8ngck/Rv83jbnKZs8hmT52es2HaPTDf7DDlakkNlFhS/H6eFPb5xji6v2b/gWph0OBwWnycfgsh1ucqtbZ5t303apjpXwRPNlUvjsKMJ64kb0NucsWESDWvJNnEzE/m+fOfohOfQZvbzmHPE4Ua08H1pTpyMC/x7DPzGMCOPj36INKAVc7raY4hoCt44WOKqPQuEaeOMJeeIeR55V7LXxrTlFKA8/2na5Lr5yZaZhYVpY9z8mZ0LzM/Kykrj+VoG9vmQZ/o1E1gzZJM4ruUIhX9nzOdr2qDOOIjia2wV3H+GOXnsGc/bwtGntVtmonFx9rZxszYu1M9OuAt2sjaOGJ3Va7iQoZVp8lSY1W1qxqVlPAP49zlVJ26WroNQfvSoF7/NgciOihc9m9dx2DTiZAVXDgnlufoa/s/akFd/Zzrlo5LatP2N/odZnLDgD/p5DO67jXZtGtrXWhvnLVrAGeqwMzS5GV5tm/c0bSqMS4Nw+Sh313FGnHSEjFldSc9isCWE67PkZpObtX5bDSrNWtYauo1JGYt3EtuE27nJWtBjt8BBN2vKzFzjBDf/zq+Mz31Ag3F9tzFrt3vyYLrMVMyTNTYdvW458tNmjfLcp21PWePaYbAHOq5lhoCB/ZAQOzH8JmKUK8/myWPIjMi47NTwuX/v+/B/vib322bW80KOowe/NZO1wQV/1wZbrF3N2G1MnTVgtjptDJQdStbYVX5EIhxp8HxuZ5uKcdskNodGxrVcNpj3kHmbss2SGcmv2dRn5h2nXcfBgAxLPE63NuxourThv6x5fW2u2c3Wqk07Znji3+eIQYYzbVrbdOL/3LfDZRHROI7A28vb6Jhb26k10zL71A+hzjewGb+Rc9RW8JGdIvfH//mA6LZxZCJYiMY5LW39tOHTDEf4vw1DtxE/lyRmzW+Nmn87TnNbY2cNnOPCNCxCju8ax/K5hTVHcyKiceoN8LDNsczCapq2QaLbwrj55r6JMybg0NyMbTMWbYvDut82TesDQ9rwE69tGod5+DX/PsOIrE3aTG++PguBr7EZbqPvOOfSsCTjfY+rDa+2xbZhvtx3XhNS9Nl65Qe5ZDyeeaGNcdvoeLM2MVRo03BepNLhGLjgvUs2ecZSjgpkL99aIiIaMeA2TGdBagsp5dccUsqMbWHIwut9dvTnU7mzpeB+rqry/dtCc+MErM0x47uMezNtPJ9MJ8/ZGtiOamZcC0+nMzrlhpYtS5vWnbRNrXFzY8BIl3dH+BoIk71/HC//ZXPqgpA2ATKjmyhZwPi9NX3bfPIiWJhyOjdfO65lp4vmSEnbuLivxz5OMIFTvh/XY9odPTANs8NoJssnzOBQU9nncdGfD7m+kbP6VNuXFVUw4/jM1nEOjE2cNS1myAc9Z01LP7m/cU6X31sj3KgWoa1lp8V936i/PK58HwtyFrq2+bTNre03bZEZ0/FmkRn363nnddvf3y8nLNpSdjqdcih325hze6oM/ZSgQtuAhsNhcaTyYR7GWJnhc82Ciev/2xYpM4e1o+/n33g8bZ+PM2dZaPx/ZticyRv32kbbNo8/09q/G7c+bYzibFgWuKxI8jzZsYIGRlll2qBps2Ua124mpOPaU9a4bQMwYcxENuUQyNCgLZCdmalN27Xdn5YJNw5OtP3lfnnN8IM/p7Gz5oo4WaWWX9uwpaHAuPH6MzePM/cLNDGTtlkVKxI7ZRFxoqqPHb88rNq492Ytz2XSNlWRTdv/bsPhaPdCJqj3SnnnqhkKovI5BTe+nj4hOI5Q1qDWhG0YOTPAuDnl4hOuzfdr89j5jftuw5cO6juGnefj9xlKORLSFvLKa+nP7P1D/zxX1hRGtZY2HT2XcS3PJ9Njkjaxxs2THScddgIsSThl48y7+2NxTUA7dTk01fYADDNbG+NlU34jTZ6Zk89zbYR/Ow5PZtrlcdgCtWmiG0EX08WWz9e20SJ/N47p6d8+h3dN+L43g5Zt10yjcb8sqNB2IztCefdqZlCHg4z9YETOzs0axFq5zYRHnAwHecw3ItDNiDeJ8Pp7M06OAIzr03iZ702bPNc8Dp9UY8iRNR3C5fsZ0nGEAJ/b+Ua5OKxHc+jtdrWpMmdt4D+bQkB7lmhrLBPJDyXJ2i6brDbm9BMrc9zRYzZU8bU3Im6+xkKSYQfzadPYZuC2k2pupO3b7h9x8nyu/F3WvMawHnu+r+GVC2d8roIxL/1wZJOfCUzFWoZR4zTxNFBh6pRvvln+ngHkgH0O9nPquAngazCbaKmFhYUTiYK2JARjciFzmwOQtX9m0jYt7vn5+5xpMy7ks8xIEeMfRpJp66OQxl3TRvv8fbYAHm+OejAH7xLx/8TsGZ/HOjc3V7ayZ74Zpyim1c6daho2P22n7f8j7ZaFw07bafuTbKeMe9ruyHbKuKftjmynjHva7sh2yrin7Y5sp4x72u7Idsq4p+2ObKeMe9ruyHbKuKftjmz/FwpEDIP3hia1AAAAAElFTkSuQmCC", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predictions using: predicted_VGG16_saved\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predictions using: predicted_InceptionV3_saved\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import csv\n", + "import os\n", + "from keras.preprocessing import image\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Example usage\n", + "filenames = [\n", + " '/content/covid19-image-dataset/Covid19-dataset/test/Normal/0110.jpeg',\n", + " '/content/covid19-image-dataset/Covid19-dataset/test/Covid/0113.jpg',\n", + " '/content/covid19-image-dataset/Covid19-dataset/test/Viral Pneumonia/0113.jpeg',\n", + " '/content/covid19-image-dataset/Covid19-dataset/test/Covid/auntminnie-a-2020_01_28_23_51_6665_2020_01_28_Vietnam_coronavirus.jpeg'\n", + "]\n", + "\n", + "def load_predicted_labels(csv_file_path):\n", + " predicted_labels = {}\n", + " with open(csv_file_path, 'r') as csvfile:\n", + " reader = csv.DictReader(csvfile)\n", + " for row in reader:\n", + " predicted_labels[row['Image_Path']] = row['Label']\n", + " return predicted_labels\n", + "\n", + "def visualize_predictions(filenames, predicted_labels):\n", + " for filename in filenames:\n", + " img = image.load_img(filename, target_size=(224, 224))\n", + " img_array = image.img_to_array(img)\n", + " img_processed = img_array / 255.0 # Normalize the image\n", + "\n", + " # Check if the filename is in predicted_labels\n", + " if filename in predicted_labels:\n", + " predicted_class_name = predicted_labels[filename]\n", + " else:\n", + " print(f\"Filename not found: {filename}\")\n", + " predicted_class_name = \"Unknown\" # Handle cases where filename not found\n", + "\n", + " plt.figure(figsize=(2, 2))\n", + " plt.imshow(img_processed) # Display the processed image\n", + " plt.title(f\"Prediction - {predicted_class_name}\", size=12, color='red')\n", + " plt.axis('off') # Hide axes\n", + " plt.show()\n", + "\n", + "# Directory containing the predicted CSV files\n", + "csv_dir = '/content/saved_models'\n", + "\n", + "# Iterate over each CSV file in the directory\n", + "for csv_file in os.listdir(csv_dir):\n", + " if csv_file.startswith('predicted_') and csv_file.endswith('.csv'):\n", + " # Determine the model name\n", + " model_name = csv_file.split('.')[0]\n", + "\n", + " # Path to the CSV file containing predictions for the current model\n", + " predicted_csv_file = os.path.join(csv_dir, csv_file)\n", + "\n", + " # Load predicted labels from the CSV file\n", + " predicted_labels = load_predicted_labels(predicted_csv_file)\n", + "\n", + " # Predict and plot images using predicted labels\n", + " print(f\"Predictions using: {model_name}\")\n", + " visualize_predictions(filenames, predicted_labels)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/COVID19-X Ray Image Classification/requirement.txt b/COVID19-X Ray Image Classification/requirement.txt new file mode 100644 index 000000000..7e7db6fe9 --- /dev/null +++ b/COVID19-X Ray Image Classification/requirement.txt @@ -0,0 +1,9 @@ +**Requirements For Project :-** + +1. NumPy: Fundamental package for numerical computing. +2. pandas: Data analysis and manipulation library. +3. scikit-learn: Machine learning library for classification, regression, and clustering. +4. Matplotlib: Plotting library for creating visualizations. +5. Keras: High-level neural networks API, typically used with TensorFlow backend. +6. tqdm: Progress bar utility for tracking iterations. +7. seaborn: Statistical data visualization library based on Matplotlib. \ No newline at end of file