Diagnose model performance before deployment for Amazon Fraud Detector

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{"value":"With the growth in adoption of online applications and the rising number of internet users, digital fraud is on the rise year over year. [Amazon Fraud Detector](https://aws.amazon.com/fraud-detector/) provides a fully managed service to help you better identify potentially fraudulent online activities using advanced machine learning (ML) techniques, and more than 20 years of fraud detection expertise from Amazon.\n\nTo help you catch fraud faster across multiple use cases, Amazon Fraud Detector offers specific models with tailored algorithms, enrichments, and feature transformations. The model training is fully automated and hassle-free, and you can follow the instructions in the [user guide](https://docs.aws.amazon.com/frauddetector/latest/ug/what-is-frauddetector.html) or related [blog posts](https://aws.amazon.com/fraud-detector/resources/?blog-posts-cards.sort-by=item.additionalFields.createdDate&blog-posts-cards.sort-order=desc) to get started. However, with trained models, you need to decide whether the model is ready for deployment. This requires certain knowledge in ML, statistics, and fraud detection, and it may be helpful to know some typical approaches.\n\nThis post will help you to diagnose model performance and pick the right model for deployment. We walk through the metrics provided by Amazon Fraud Detector, help you diagnose potential issues, and provide suggestions to improve model performance. The approaches are applicable to both Online Fraud Insights (OFI) and Transaction Fraud Insights (TFI) model templates.\n\n\n#### **Solution overview**\n\nThis post provides an end-to-end process to diagnose your model performance. It first introduces all the model metrics shown on the Amazon Fraud Detector console, including AUC, score distribution, confusion matrix, ROC curve, and model variable importance. Then we present a three-step approach to diagnose model performance using different metrics. Finally, we provide suggestions to improve model performance for typical issues.\n\n\n#### **Prerequisites**\n\n\nBefore diving deep into your Amazon Fraud Detector model, you need to complete the following prerequisites:\n\n1. Create an AWS account.\n2. [Create an event dataset](https://docs.aws.amazon.com/frauddetector/latest/ug/create-event-dataset.html#gather-event-data) for model training.\n3. [Upload your data](https://docs.aws.amazon.com/frauddetector/latest/ug/uploading-to-an-s3-bucket.html) to [Amazon Simple Storage Service](http://aws.amazon.com/s3) (Amazon S3) or [ingest your event data into Amazon Fraud Detector](https://docs.aws.amazon.com/frauddetector/latest/ug/storing-event-data-afd.html).\n4. [Build an Amazon Fraud Detector model](https://docs.aws.amazon.com/frauddetector/latest/ug/part-a.html).\n\n\n#### **Interpret model metrics**\n\n\nAfter model training is complete, Amazon Fraud Detector evaluates your model using part of the modeling data that wasn’t used in model training. It returns the evaluation metrics on the **Model version** page for that model. Those metrics reflect the model performance you can expect on real data after deploying to production.\n\nThe following screenshot shows example model performance returned by Amazon Fraud Detector. You can choose different thresholds on score distribution (left), and the confusion matrix (right) is updated accordingly.\n\n[![ML8887image001.gif](1)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image001.gif)\n\nYou can use the following findings to check performance and decide on strategy rules:\n\n- **AUC (area under the curve)** – The overall performance of this model. A model with AUC of 0.50 is no better than a coin flip because it represents random chance, whereas a “perfect” model will have a score of 1.0. The higher AUC, the better your model can distinguish between frauds and legitimates.\n- **Score distribution** – A histogram of model score distributions assuming an example population of 100,000 events. Amazon Fraud Detector generates model scores between 0–1000, where the lower the score, the lower the fraud risk. Better separation between legitimate (green) and fraud (blue) populations typically indicates a better model. For more details, see [Model scores](https://docs.aws.amazon.com/frauddetector/latest/ug/model-scores.html).\n- **Confusion matrix** – A table that describes model performance for the selected given score threshold, including true positive, true negative, false positive, false negative, true positive rate (TPR), and false positive rate (FPR). The count on the table assumes an example population of 100,0000 events. For more details, see [Model performance metrics](https://docs.aws.amazon.com/frauddetector/latest/ug/training-performance-metrics.html).\n- **ROC (Receiver Operator Characteristic) curve** – A plot that illustrates the diagnostic ability of the model, as shown in the following screenshot. It plots the true positive rate as a function of false positive rate over all possible model score thresholds. View this chart by choosing **Advanced Metrics**. If you have trained multiple versions of one model, you can select different FPR thresholds to check the performance change.\n\n[![ML8887image002.gif](2)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image002.gif)\n\n- **Model variable importance** – The rank of model variables based on their contribution to the generated model, as shown in the following screenshot. The model variable with the highest value is more important to the model than the other model variables in the dataset for that model version, and is listed at the top by default. For more details, see [Model variable importance](https://docs.aws.amazon.com/frauddetector/latest/ug/model-variable-importance.html).\n[![image.png](3)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image004.gif)\n\n\n#### **Diagnose model performance**\n\n\nBefore deploying your model into production, you should use the metrics Amazon Fraud Detector returned to understand the model performance and diagnose the possible issues. The common problems of ML models can be divided into two main categories: data-related issues and model-related issues. Amazon Fraud Detector has taken care of the model-related issues by carefully using validation and testing sets to evaluate and tune your model on the backend. You can complete the following steps to validate if your model is ready for deployment or has possible data-related issues:\n\n1. Check overall model performance (AUC and score distribution).\n2. Review business requirements (confusion matrix and table).\n3. Check model variable importance.\n\n[![image.png](4)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image006.png)\n\n\n#### **Check overall model performance: AUC and score distribution**\n\n\nMore accurate prediction of future events is always the primary goal of a predictive model. The AUC returned by Amazon Fraud Detector is calculated on a properly sampled test set not used in training. In general, a model with an AUC greater than 0.9 is considered to be a good model.\n\nIf you observe a model with performance less than 0.8, it usually means the model has room for improvement (we discuss common issues for low model performance later in this post). Note that the definition of “good” performance highly depends on your business and the baseline model. You can still follow the steps in this post to improve your Amazon Fraud Detector model even though its AUC is greater than 0.8.\n\nOn the other hand, if the AUC is over 0.99, it means the model can almost perfectly separate the fraud and legitimate events on the test set. This is sometimes a “too good to be true” scenario (we discuss common issues for very high model performance later in this post).\n\nBesides the overall AUC, the score distribution can also tell you how well the model is fitted. Ideally, you should see the bulk of legitimate and fraud located on the two ends of the scale, which indicates the model score can accurately rank the events on the test set.\n\nIn the following example, the score distribution has an AUC of 0.96.\n\n[![image.png](5)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image008.gif)\n\nIf the legitimate and fraud distribution overlapped or concentrated in the center, it probably means the model doesn’t perform well on distinguishing fraud events from legitimate events, which might indicate historical data distribution changed or that you need more data or features.\n\nThe following is an example of score distribution with an AUC of 0.64.\n\n[![image.png](6)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image010.gif)\n\nIf you can find a split point that can almost perfectly split fraud and legitimate events, there is a high chance that the model has a label leakage issue or the fraud patterns are too easy to detect, which should catch your attention.\n\nIn the following example, the score distribution has an AUC of 1.0.\n\n[![image.png](7)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image012.gif)\n\n\n#### **Review business requirements: Confusion matrix and table**\n\n\nAlthough AUC is a convenient indicator of model performance, it may not directly translate to your business requirement. Amazon Fraud Detector also provides metrics such as fraud capture rate (true positive rate), percentage of legitimate events that are incorrectly predicted as fraud (false positive rate), and more, which are more commonly used as business requirements. After you train a model with a reasonably good AUC, you need to compare the model with your business requirement with those metrics.\n\nThe confusion matrix and table provide you with an interface to review the impact and check if it meets your business needs. Note that the numbers depend on the model threshold, where events with scores larger than then threshold are classified as fraud and events with scores lower than the threshold are classified as legit. You can choose which threshold to use depending on your business requirements.\n\nFor example, if your goal is to capture 73% of frauds, then (as shown in the example below) you can choose a threshold such as 855, which allows you to capture 73% of all fraud. However, the model will also mis-classify 3% legitimate events to be fraudulent. If this FPR is acceptable for your business, then the model is good for deployment. Otherwise, you need to improve the model performance.\n\nAnother example is if the cost for blocking or challenging a legitimate customer is extremely high, then you want a low FPR and high precision. In that case, you can choose a threshold of 950, as shown in the following example, which will miss-classify 1% of legitimate customers as fraud, and 80% of identified fraud will actually be fraudulent.\n\nIn addition, you can choose multiple thresholds and assign different outcomes, such as block, investigate, pass. If you can’t find proper thresholds and rules that satisfy all your business requirements, you should consider training your model with more data and attributes.\n\n[![image.png](8)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image014.gif)\n\n\n#### **Check model variable importance**\n\n\nThe **Model variable importance** pane displays how each variable contributes to your model. If one variable has a significantly higher importance value than the others, it might indicate label leakage or that the fraud patterns are too easy to detect. Note that the variable importance is aggregated back to your input variables. If you observe slightly higher importance of ```IP_ADDRESS```, ```CARD_BIN```, ```EMAIL_ADDRESS```, ```PHONE_NUMBER```, ```BILLING_ZIP```, ```or SHIPPING_ZIP```, it might because of the power of enrichment.\n\nThe following example shows model variable importance with a potential label leakage using ```investigation_status```.\n\n[![image.png](10)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image018.gif)\n\nModel variable importance also gives you hints of what additional variables could potentially bring lift to the model. For example, if you observe low AUC and seller-related features show high importance, you might consider collecting more order features such as ```SELLER_CATEGORY```, ```SELLER_ADDRESS```, and ```SELLER_ACTIVE_YEARS```, and add those variables to your model.\n\n\n#### **Common issues for low model performance**\n\n\nIn this section, we discuss common issues you may encounter regarding low model performance.\n\n\n##### **Historical data distribution changed**\n\n\nHistorical data distribution drift happens when you have a big business change or a data collection issue. For example, if you recently launched your product in a new market, the ```IP_ADDRESS```, ```EMAIL```, and ```ADDRESS``` related features could be completely different, and the fraud modus operandi could also change. Amazon Fraud Detector uses ```EVENT_TIMESTAMP``` to split data and evaluate your model on the appropriate subset of events in your dataset. If your historical data distribution changes significantly, the evaluation set could be very different from the training data, and the reported model performance could be low.\n\nYou can check the potential data distribution change issue by exploring your historical data:\n\n1. Use the Amazon Fraud Detector Data Profiler tool to check if the fraud rate and the missing rate of the label changed over time.\n\n[![image.png](11)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image020.gif)\n\n2. Check if the variable distribution over time changed significantly, especially for features with high variable importance.\n3. Check the variable distribution over time by target variables. If you observe significantly more fraud events from one category in recent data, you might want to check if the change is reasonable using your business judgments.\n\nIf you find the missing rate of the label is very high or the fraud rate consistently dropped during the most recent dates, it might be an indicator of labels not fully matured. You should exclude the most recent data or wait longer to collect the accurate labels, and then retrain your model.\n\nIf you observe a sharp spike of fraud rate and variables on specific dates, you might want to double-check if it is an outlier or data collection issue. In that case, you should delete those events and retrain the model.\n\nIf you find the outdated data can’t represent your current and future business, you should exclude the old period of data from training. If you’re using stored events in Amazon Fraud Detector, you can simply retrain a new version and select the proper date range while configuring the training job. That may also indicate that the fraud modus operandi in your business changes relatively quickly over time. After model deployment, you may need to re-train your model frequently.\n\n\n##### **Improper variable type mapping**\n\n\nAmazon Fraud Detector enriches and transforms the data based on the variable types. It’s important that you map your variables to the correct type so that Amazon Fraud Detector model can take the maximum value of your data. For example, if you map ```IP``` to the ```CATEGORICAL``` type instead of ```IP_ADDRESS```, you don’t get the IP-related enrichments in the backend.\n\nIn general, Amazon Fraud Detector suggests the following actions:\n\n1. Map your variables to specific types, such as ```IP_ADDRESS```, ```EMAIL_ADDRESS```, ```CARD_BIN```, and ```PHONE_NUMBER```, so that Amazon Fraud Detector can extract and enrich additional information.\n2. If you can’t find the specific variable type, map it to one of the three generic types: ```NUMERIC```, ```CATEGORICAL```, or ```FREE_FORM_TEXT```.\n3. If a variable is in text form and has high cardinality, such as a customer review or product description, you should map it to the ```FREE_FORM_TEXT``` variable type so that Amazon Fraud Detector extracts text features and embeddings on the backend for you. For example, if you map ```url_string``` to ```FREE_FORM_TEXT```, it’s able to tokenize the URL and extract information to feed into the downstream model, which will help it learn more hidden patterns from the URL.\n\nIf you find any of your variable types are mapped incorrectly in variable configuration, you can change your variable type and then retrain the model.\n\n\n##### **Insufficient data or features**\n\n\nAmazon Fraud Detector requires at least 10,000 records to train an Online Fraud Insights (OFI) or Transaction Fraud Insights (TFI) model, with at least 400 of those records identified as fraudulent. TFI also requires that both fraudulent records and legitimate records come from at least 100 different entities each to ensure the diversity of the dataset. Additionally, Amazon Fraud Detector requires the modeling data to have at least two variables. Those are the minimum data requirements to build a useful Amazon Fraud Detector model. However, using more records and variables usually helps the ML models better learn the underlying patterns from your data. When you observe a low AUC or can’t find thresholds that meet your business requirement, you should consider retraining your model with more data or add new features to your model. Usually, we find ```EMAIL_ADDRESS```, ```IP```, ```PAYMENT_TYPE```, ```BILLING_ADDRESS```, ```SHIPPING_ADDRESS```, and ```DEVICE``` related variables are important in fraud detection.\n\nAnother possible cause is that some of your variables contain too many missing values. To see if that is happening, check the model training messages and refer to [Troubleshoot training data issues](https://docs.aws.amazon.com/frauddetector/latest/ug/troubleshoot.html) for suggestions.\n\n\n#### **Common issues for very high model performance**\n\n\nIn this section, we discuss common issues related to very high model performance.\n\n\n##### **Label leakage**\n\n\nLabel leakage occurs when the training datasets use information that would not be expected to be available at prediction time. It overestimates the model’s utility when run in a production environment.\n\nHigh AUC (close to 1), perfectly separated score distribution, and significantly higher variable importance of one variable could be indicators of potential label leakage issues. You can also check the correlation between the features and the label using the [Data Profiler](https://github.com/aws-samples/aws-fraud-detector-samples/tree/master/profiler). The **Feature and label correlation** plot shows the correlation between each feature and the label. If one feature has over 0.99 correlation with the label, you should check if the feature is used properly based on business judgments. For example, to build a risk model to approve or decline a loan application, you shouldn’t use the features like ```AMOUNT_PAID```, because the payments happen after the underwriting process. If a variable isn’t available at the time you make prediction, you should remove that variable from model configuration and retrain a new model.\n\nThe following example shows the correlation between each variable and label. ```investigation_status``` has a high correlation (close to 1) with the label, so you should double-check if there is a label leakage issue.\n\n[![image.png](13)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image022.gif)\n\n\n##### **Simple fraud patterns**\n\n\nWhen the fraud patterns in your data are simple, you might also observe very high model performance. For example, suppose all the fraud events in the modeling data come through the same Internal Service Provider; it’s straightforward for the model to pick the ```IP-```related variables and return a “perfect” model with high importance of ```IP```.\n\nSimple fraud patterns don’t always indicate a data issue. It could be true that the fraud modus operandi in your business is easy to capture. However, before making a conclusion, you need to make sure the labels used in model training are accurate, and the modeling data covers as many fraud patterns as possible. For example, if you label your fraud events based on rules, such as labeling all applications from a specific ```BILLING_ZIP``` plus ```PRODUCT_CATEGORY``` as fraud, the model can easily catch those frauds by simulating the rules and achieving a high AUC.\n\nYou can check the label distribution across different categories or bins of each feature using the [Data Profiler](https://github.com/aws-samples/aws-fraud-detector-samples/tree/master/profiler). For example, if you observe that most fraud events come from one or a few product categories, it might be an indicator of simple fraud patterns, and you need to confirm that it’s not a data collection or process mistake. If the feature is like ```CUSTOMER_ID```, you should exclude the feature in model training.\n\nThe following example shows label distribution across different categories of ```product_category```. All fraud comes from two product categories.\n\n[![image.png](14)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image024.gif)\n\n\n##### **Improper data sampling**\n\n\nImproper data sampling may happen when you sampled and only sent part of your data to Amazon Fraud Detector. If the data isn’t sampled properly and isn’t representative of the traffic in production, the reported model performance will be inaccurate and the model could be useless for production prediction. For example, if all fraud events in the modeling data are sampled from Asia and all legit events are sampled from the US, the model might learn to separate fraud and legit based on ```BILLING_COUNTRY```. In that case, the model is not generic to be applied to other populations.\n\nUsually, we suggest sending all the latest events without sampling. Based on the data size and fraud rate, Amazon Fraud Detector does sampling before model training for you. If your data is too large (over 100 GB) and you decide to sample and send only a subset, you should randomly sample your data and make sure the sample is representative of the entire population. For TFI, you should sample your data by entity, which means if one entity is sampled, you should include all its history so that the entity level aggregates are calculated correctly. Note that if you only send a subset of data to Amazon Fraud Detector, the real-time aggregates during inference might be inaccurate if the previous events of the entities aren’t sent.\n\nAnother improper data sampling could be only using a short period of data, like one day’s data, to build the model. The data might be biased, especially if your business or fraud attacks have seasonality. We usually recommend including at least two cycles’ (such as 2 weeks or 2 months) worth of data in the modeling to ensure the diversity of fraud types.\n\n\n#### **Conclusion**\n\n\nAfter diagnosing and resolving all the potential issues, you should get a useful Amazon Fraud Detector model and be confident about its performance. For the next step, you [can create a detector with the model and your business rules](https://docs.aws.amazon.com/frauddetector/latest/ug/part-b.html#step-1-create-app), and be ready to deploy it to production for a shadow mode evaluation.\n\n\n#### **Appendix**\n\n\n##### **How to exclude variables for model training**\n\n\nAfter the deep dive, you might identify a variable leak target information, and want to exclude it from model training. You can retrain a model version excluding the variables you don’t want by completing the following steps:\n\n1. On the Amazon Fraud Detector console, in the navigation pane, choose **Models**.\n2. On the **Models** page, choose the model you want to retrain.\n3. On the **Actions** menu, choose **Train new version**.\n4. Select the date range you want to use and choose **Next**.\n5. On the **Configure training** page, deselect the variable you don’t want to use in model training.\n6. Specify your fraud labels and legitimate labels and how you want Amazon Fraud Detector to use unlabeled events, then choose **Next**.\n7. Review the model configuration and choose **Create and train model**.\n\n\n##### **How to change event variable type**\n\n\nVariables represent data elements used in fraud prevention. In Amazon Fraud Detector, all variables are global and are shared across all events and models, which means one variable could be used in multiple events. For example, IP could be associated with sign-in events, and it could also be associated with transaction events. Naturally, Amazon Fraud Detector locked the variable type and data type once a variable is created. To delete an existing variable, you need to first delete all associated event types and models. You can check the resources associated with the specific variable by navigating to Amazon Fraud Detector, choosing **Variables** in the navigation pane, and choosing the variable name and **Associated resources**.\n\n\n###### **Delete the variable and all associated event types**\n\n\nTo delete the variable, complete the following steps:\n\n1. On the Amazon Fraud Detector console, in the navigation pane, choose **Variables**.\n2. Choose the variable you want to delete.\n3. Choose **Associated resources** to view a list of all the event types used this variable.\nYou need to delete those associated event types before deleting the variable.\n4. Choose the event types in the list to go to the associated event type page.\n5. Choose** Stored events** to check if any data is stored under this event type.\n6. If there are events stored in Amazon Fraud Detector, choose **Delete stored events** to delete the stored events.\nWhen the delete job is complete, the message “The stored events for this event type were successfully deleted” appears.\n7. Choose **Associated resources**.\n8. If detectors and models are associated with this event type, you need to delete those resources first.\n - Choose the detector to go to the **Detector details** page.\n - In the **Model versions** pane, choose the detector’s version.\n - On the detector version page, choose **Actions**.\n - If the detector version is active, choose **Deactivate**, choose** Deactivate this detector version without replacing it with a different version**, and choose **Deactivate detector version**.\n - After the detector version is deactivated, choose **Actions** and then **Delete**.\n - Repeat these steps to delete all detector versions.\n - On the **Detector details** page, choose **Associated rules**.\n - Choose the rule to delete.\n - Choose **Actions** and **Delete rule version**.\n - Enter the rule name to confirm and choose **Delete version**.\n - Repeat these steps to delete all associated rules.\n - After all detector versions and associated rules are deleted, go to the **Detector details** page, choose **Actions**, and choose **Delete detector**.\n - Enter the detector’s name and choose **Delete detector**.\n - Repeat these steps to delete the next detector.\n9. If any models are associated with the event type, complete the following steps to delete them:\n - Choose the name of the model.\n - In the **Model versions** pane, choose the version.\n - If the model status is ```Active```, choose **Actions** and **Undeploy model version**.\n - Enter ```undeploy``` to confirm and choose **Undeploy model version**.\n The status changes to ```Undeploying```. The process takes a few minutes to complete.\n - After the status becomes ```Ready to deploy```, choose Actions and Delete.\n - Repeat these steps to delete all model versions.\n - On the Model details page, choose Actions and Delete model.\n - Enter the name of the model and choose Delete model.\n - Repeat these steps to delete the next model.\n10. After all associated detectors and models are deleted, choose **Actions** and **Delete event type** on the **Event details** page.\n11. Enter the name of the event type and choose **Delete event type**.\n12. In the navigation pane, choose **Variables**, and choose the variable you want to delete.\n13. Repeat the earlier steps to delete all event types associated with the variable.\n14. On the **Variable details** page, choose **Actions** and **Delete**.\n15. Enter the name of the variable and choose **Delete variable**.\n\n\n###### **Create a new variable with the correct variable type**\n\n\nAfter you have deleted the variable and all associated event types, stored events, models, and detectors from Amazon Fraud Detector, you can create a new variable of the same name and map it to the correct variable type.\n\n1. On the Amazon Fraud Detector console, in the navigation pane, choose **Variables**.\n2. Choose **Create**.\n3. Enter the variable name you want to modify (the one you deleted earlier).\n4. Select the correct variable type you want to change to.\n5. Choose **Create variable**.\n\n\n###### **Upload data and retrain the model**\n\n\nAfter you update the variable type, you can upload the data again and train a new model. For instructions, refer to [Detect online transaction fraud with new Amazon Fraud Detector features](https://aws.amazon.com/blogs/machine-learning/detect-online-transaction-fraud-with-new-amazon-fraud-detector-features/).\n\n\n##### **How to add new variables to an existing event type**\n\n\nTo add new variables to the existing event type, complete the following steps:\n\n1. Add the new variables to the previous training CVS file.\n2. Upload the new training data file to an S3 bucket. Note the Amazon S3 location of your training file (for example, ```s3://bucketname/path/to/some/object.csv```) and your role name.\n3. On the Amazon Fraud Detector console, in the navigation pane, choose **Events**.\n4. On the **Event types** page, choose the name of the event type you want to add variables.\n5. On the **Event type** details page, choose **Actions**, then **Add variables**.\n6. Under **Choose how to define this event’s variables**, choose **Select variables from a training dataset**.\n7. For IAM role, select an existing IAM role or create a new role to access data in Amazon S3.\n8. For **Data location**, enter the S3 location of the new training file and choose **Upload**.\nThe new variables not present in the existing event type should show up in the list.\n9. Choose **Add variables**.\n\nNow, the new variables have been added to the existing event type. If you’re using stored events in Amazon Fraud Detector, the new variables of the stored events are still missing. You need to import the training data with the new variables to Amazon Fraud Detector and then retrain a new model version. When uploading the new training data with the same ```EVENT_ID``` and ```EVENT_TIMESTAMP```, the new event variables overwrite the previous event variables stored in Amazon Fraud Detector.\n\n\n##### **About the Authors**\n\n![image.png](15)\n\n**Julia Xu** is a Research Scientist with Amazon Fraud Detector. She is passionate about solving customer challenges using Machine Learning techniques. In her free time, she enjoys hiking, painting, and exploring new coffee shops.\n\n![image.png](16)\n\n**Hao Zhou** is a Research Scientist with Amazon Fraud Detector. He holds a PhD in electrical engineering from Northwestern University, USA. He is passionate about applying machine learning techniques to combat fraud and abuse.\n\n[![image.png](17)](https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/08/abhishek.png)\n\n**Abhishek Ravi** is a Senior Product Manager with Amazon Fraud Detector. He is passionate about leveraging technical capabilities to build products that delight customers.","render":"<p>With the growth in adoption of online applications and the rising number of internet users, digital fraud is on the rise year over year. <a href=\"https://aws.amazon.com/fraud-detector/\" target=\"_blank\">Amazon Fraud Detector</a> provides a fully managed service to help you better identify potentially fraudulent online activities using advanced machine learning (ML) techniques, and more than 20 years of fraud detection expertise from Amazon.</p>\n<p>To help you catch fraud faster across multiple use cases, Amazon Fraud Detector offers specific models with tailored algorithms, enrichments, and feature transformations. The model training is fully automated and hassle-free, and you can follow the instructions in the <a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/what-is-frauddetector.html\" target=\"_blank\">user guide</a> or related <a href=\"https://aws.amazon.com/fraud-detector/resources/?blog-posts-cards.sort-by=item.additionalFields.createdDate&amp;blog-posts-cards.sort-order=desc\" target=\"_blank\">blog posts</a> to get started. However, with trained models, you need to decide whether the model is ready for deployment. This requires certain knowledge in ML, statistics, and fraud detection, and it may be helpful to know some typical approaches.</p>\n<p>This post will help you to diagnose model performance and pick the right model for deployment. We walk through the metrics provided by Amazon Fraud Detector, help you diagnose potential issues, and provide suggestions to improve model performance. The approaches are applicable to both Online Fraud Insights (OFI) and Transaction Fraud Insights (TFI) model templates.</p>\n<h4><a id=\"Solution_overview_7\"></a><strong>Solution overview</strong></h4>\n<p>This post provides an end-to-end process to diagnose your model performance. It first introduces all the model metrics shown on the Amazon Fraud Detector console, including AUC, score distribution, confusion matrix, ROC curve, and model variable importance. Then we present a three-step approach to diagnose model performance using different metrics. Finally, we provide suggestions to improve model performance for typical issues.</p>\n<h4><a id=\"Prerequisites_12\"></a><strong>Prerequisites</strong></h4>\n<p>Before diving deep into your Amazon Fraud Detector model, you need to complete the following prerequisites:</p>\n<ol>\n<li>Create an AWS account.</li>\n<li><a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/create-event-dataset.html#gather-event-data\" target=\"_blank\">Create an event dataset</a> for model training.</li>\n<li><a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/uploading-to-an-s3-bucket.html\" target=\"_blank\">Upload your data</a> to <a href=\"http://aws.amazon.com/s3\" target=\"_blank\">Amazon Simple Storage Service</a> (Amazon S3) or <a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/storing-event-data-afd.html\" target=\"_blank\">ingest your event data into Amazon Fraud Detector</a>.</li>\n<li><a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/part-a.html\" target=\"_blank\">Build an Amazon Fraud Detector model</a>.</li>\n</ol>\n<h4><a id=\"Interpret_model_metrics_23\"></a><strong>Interpret model metrics</strong></h4>\n<p>After model training is complete, Amazon Fraud Detector evaluates your model using part of the modeling data that wasn’t used in model training. It returns the evaluation metrics on the <strong>Model version</strong> page for that model. Those metrics reflect the model performance you can expect on real data after deploying to production.</p>\n<p>The following screenshot shows example model performance returned by Amazon Fraud Detector. You can choose different thresholds on score distribution (left), and the confusion matrix (right) is updated accordingly.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image001.gif\" target=\"_blank\"><img src=\"data:image/gif;base64,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6EqowTitkIM2vGH//vdC9cnQgpzgEQYXmEMdQtAhKjQi/niYvvVVkIQXVKIUp4hCJuIuhuybYRRHMgQVePGLXxQC/Hj0lQweAS86TCL8qrCEL8CvC2OAXxm+EseaSMGGYLBJ/FoYwh9CMYgGpEkXwQhGMdJkBgdIZCIzuIMDmIGKIylDBxCwgAMwBA1n2EEFDlAD+NVA/5GcRIMTFpCBCKBLArqSHx9fSMHW/XETQhQkIQsJP0SW4ZZFTGAjH5lGB4qEBgu4AhpmgIA0zQACMQglTWLAAVyGpAQtQMMH4OGDCNBvlUETYBaBCMtAcnGWYawlMNAQJxAUAQUiKAMKMPAADTAhGCCwiQgEVoYSRIADInDkDXMpkhCIoD8KYIhNlDmSFvxzJB24ARpWIBUL6OCaHwSgD7f5ykvE8pvgVIEhR4LIJ90RDQdQwAlmUIYYFIEJHKgAGphwAHQpoJMmeIAPfqABfa4Qib58pkpDIgEYjISgIjEBBmAwA1CZAAVo4EANghABM1yBCfzE5vOc6Eqy0VAkg/8E50ZFgkhFtgmoIdkBAlba0pC8FA0KUCgadglJkSzhABxoAQcO8IKfdpImNzhqBg4gMCo84AEVAIMGcOCDBXAgAmKAn1Rh6EerbhGrGdWoOGlyABuIZAUOWMADgMFSl9YgCwdo01ptekM1jsQJLmjBDwJqV/p1YAMi8YJHHFAGDig0AztQbERZKcLdCUJ0jLgoZDO61ZAgkrKWRYMODhAEMHySrMJEaw3KcAAehJW0bRWJFA5QnpCAlSYrsCZCOymB0IRgBrp14eoay7vHhiSrsyzuMMcpksqG5JNXAEMJgAEFTpbhB6HcgAWqkIV88rK0OQ0GcKRwAQ5Q9q5ZKEH/FzK5tCU4AKkicQJtpQmDMkQglSNZrDaf6FhAYhC+hJQvDcYZJ0vKSgIhzScm93oAEUTAsl2IQIzpi0J+hqQICkikB/QYEgTctQihLcMmEzmCHIYAHqJ8gAI+sMfdNpG9v73qEeU3xC7kksj7RINpzZMFH0dSJGCohv18vNiJkri9Js6unOfsQfVeEctkAO4ihEvn7I6Zzott5QhL3M0h9vnQcg50b6XnXkRP8c9zFjEW35zlRhPR0WvGdAqtPFU861kRfH6gmTVNTjEnONKc/oKbqwrnQpN6il4wdKJTPWJWVxqQ1CufrnfN611LAQq9Djb3FO3p6Qn72MgOtviS/41sYlOU0Bb15quNqD9HS7rYllbgqDWNU0y3maqDbnW0ZY3AbWPa3G39NrbjPG0jQnrWdmbss8W9I2m3+94ddDal86xlfJvw3X5OtaB9y+9s+/vgCLz2vG/t6pEYIQUQj3jEjTDGLPSHf2DYwRngxwPZhhngcnSCE/gJBiZAFc0fDUke56fuhRec3SJ5uMQlTvFDsph/PDiAoZaQWzR04bv4y4Fo6YfuEGdWARHAWUhooAAEHMCUoiQl1NGASpZLsIfgJvinBxFqmc8c4jXnKI/5By0XgEAk0U1gBtDLwFPHjwIhQMMYLEDlgiLHCQdwARqgKU1qileVV8/mpG398v+Gx/zrE59sJFtQgQpAGQwkiEAHZGACeIIBBhJwAAimC4J3ymAGLKhABoIggwxIgCHqZKc7wYACBVTAnB7pQAQ+QIUFgoG51/VxA6KZ0IU29KFWR5/n1m34kHj962Hn6thJUIHVHEBXIIjAD3xQAWu+dVMZsIDQqQt9B9ggCBVAwAuC4IED3NKkKK1AGXKggBDk4EkHkIETPrDTELudJtS9K96V7tYD1OyoSbVUTfVUUSVwi0ZAMGd8iAd2itcfBwAEIaEBLjAGBwB8MmB9ZTUCZ0dOz4cGIDACIfEC4gUEB+BxYTVWaNAAbAcDsoAGSJZYClQCCHBUOsZ/NTF7IeH/V4AlWIRlWIilW8Inb/u2dfZhb2hwfDOXfMZ1c1UASnTVhKJ1gR6RgRvIfR4IgmgghWhwBCW4UJm1WSGhgs/khDbUbfijAywQA7aEfxkQWCMhWxZWW7fVcyEWeJ3mckRICEaIhDSneLgSWpGEAJckhdeHBhrogNCHhVrIhV6wXM31XCnIdi0AW/FTdPETevjnARNgaB1AXubFdnUYhKsWbgw3bjTBh4lncyHjBE9QBhmwAWmSBSUxAg6AAzggARiYJiaQdF7WgR8YEotYgvilX+MUASKQBWAQBAewA2ZQBk2gWPdHE0VQNTugADmABhGWJiCgAEFAJae1YR/QYR8G/4RUoDp3hof9hooMSBMrBkp+s2QKoCtlwAIZMAIiIAFTCIeVVAJWCAIkAIzixYVf0AUwpgAyVhoHIIhoAAOKZAEPdAKJpAA08GOhRYFOqEdPNjBSVnf+4zdWYI5fADND2G8bBAZXkEsIUYkINEQ5VAZLs0fR2Cxpd3H9w2Z+4zLaIpKEl4ehhkI4MAM80AIdiHBUtDmPky+5g44GV27zswQjsAHzdGhmiGiO4zKpMjiTo0UJKGpEaYmP9jcgKTiEs5MkSZQQBHKQxDkQEwaoIjaMtpVmGZf2o5ZCQylE85awQm5yuUMxWZRuoy9LQXCFtyx6uZf7E2veZpXcEjb7Nv+Y5JJrzBaZkpk9vzaZytY5w7IvckMIMtMJXCEWZHEFTwI1PzIF9rA5mxMyT+ADTbCKIveasBmbsjmbtFmbtvmarHmburmbq6iaT4CaDSQFPwI1EKMv/MKZFpMKQDEpYfAFx6AFWUAWpPkjv7Y5HgOc2Jmd2rmd3Nmd3hkETeCd4jme2imcw2kFbfE1qyIGjCmYpRhEhTMGeKIqzukF0Bmd0hk101ma/Nmf/vmfABqgAjqgBFqgBqqfUBOa5pgv6xmY4fKe8PkT89mc9WmfbBGaGJqhGrqhHNqhHvqhIBqiIvqhXoEvxakqi/agEApL8SmfYkCf23IM9qkF99kVTPD/kXCRozpqFkxQjjv6o19BoyaaL/pCKRrhnivKonfJE5PyotsSozIqoz1ABUMapVZ6pViapVq6pVjqA1TApWAapvappU9apKzyJSqapLC0pEzapBRapk+qPmI6p3Q6p3Jap3hanHD6pCjapD/xJZeQh8HVom3KnC8Ko1/wBES6p4zaqI76qJC6p9kSqZRaqWXanJKynim6J4G6E98QFE0aqoeqKqRaqqZ6qqiaqqq6qqzaqq76qqLqp1mEpNCmCm65nLGaq7q6q7zaq776q8AarLI6OaT4CIJqOWSCFG2pFMzarELRns4arUdhHzwxF8mJC/dxFOIgrdzKrD+gBd0ana6z2iDDYSm70CpFsa3iOhRh8AfuGj1I8a3rKq7UWibu+gdEgoC64EpBkQnzKhT3+gdhEK3+Kq73OrBKAWqDFrDmCg7zerDMGrAIC7FEQbFKYbE8EbDS+ggMWwmv4qJpCp9J4K4I66wjK7ARS7Eni7BcsAUu67I9oQTuigUue69KwK41e68/IbMB+wdGEQYvuwX4KgjtOrRk0LGDEAgAIfkEAR4AfwAs5QHiAL8AAQGGAAAACwsLERISGRkaHx8gJSUmJiktLC0uKy40LzE3MzQ0MTQ6Njg+PD09NztBOj1CPUFFQkNEQkRJRUhNSkpLR0pQS01STlFWT1NYUVJVUlRZVlhdWFpeW11hXmBlYWJlYmVpZmhsaGpua21xbnB0cHJ2c3V5dnl8eXp8e32Ac6s2KoDBfoCEcpiVgYKFg4WJhomMiYuOi42Rhp6cjpCTkZOVlJaZlpibmpudnZ6gn6CjoaKlpaappqiqqaqqq66xrrCzsbGytba4tri6uru8lL/fk7/gt7vAvb7AuNSaudO7vsDCv8PIudDoxdu6wcHCxMbIxsnLyszNyc3QztDQz9TZ0NLU0dXZ1dnc2tvc19vg2t7i2efZ3eDj3uPo3efy5OXl4ubq5Onu6uvr5uvw6e7z7PD27PL48/P09vb49vj5/P39AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB/+AaoKDhFaEh4iJiouHWWiMkJGSk1lmk5eYl5WMZ52enz6foqOkpaaiQWGnq6ytrkKqrrJiWbW2t7i5ullSV7u1p6Gyw6ypxMfIo7DJp2Jja9DR0tPU1WNq1dHBzNxnV2Xd4a1XZOKiztnp6mto69vm8PHy8Ojr9vfapsLz/P3+zc/wCVT37l8pcgbFIZRXb6C6dgT1JSxlbCK3ZQwDOkx3LWKpfRY9VQyJDGO8hhutYUtXkKQ3cC6PLTypMSU1iCwlxtzJsxTKaH+CCh1qM9/HnkiT/oQ2tOmfan9qeiQFkmTQpK2uygsK1alQal/XPJ06qmpIrVhPoYXHFazXttL/wv5Zma2l1T9pV601Bzfu27F+x84VS1So3bN485raK64v0L9uBRMuzBiU4ssGHTOFPC3sZq9rDmMe3RhwYNCd+0IWPbEyZtfcNE9GHZgp4c9cWSeErZh3Mtl/TeOGbFhnTN9pkR8Dzjk15bbFj+5UnpT6MNlFhT8ObZy093DYi2aLTvW7+W7hxXfVnTmxeeuy0m/UPo39P/g88Weln50/NPv+6Hece2z5l1J6APYjoEsLqmXgfO50d96E8dEXnHoJUqhhJ8y91VVTOUk34IQNLmZhc6d5Rk2G85RokYukdEibX5sBZSN3IjJIoHcwjiKjU13V+BeLW+1IWo+i/Ahi/2RfDSnhhlD6eKKHTHIF3VBERvmdkkS5ldpwWRZIopHgTTnjdmIJaSWZnpj1IpuXIfkJlyqiueZsvLnZGpy98fmbmUB6eduV5JWVn5/JIbrcgw49GKaWo8mn3opPQhqlpJNK82hpY7bI6ECOVrpnp0VmimZdou6maHWrXvepQAim2h6p8WAKa4Q5WqqlraZuqmuipuLjK3qt9iSnJ7zeE2quiNFaYHDQRuvVsLEVe6izw+ipKrZHWtvmr+CmpW245CY07n3ejnjegucGmK6O3LrSroLv3hVvK/Pycyy997KSb7kAw/NvwARzM3Ct9Ta77rsHi7lwv6s0zFfCb0JMLf8z++pL8ajISFzwx/KCLLI8HpdpcaLJlEzsyVixe+3DMB+jcrUss5ryyDiLM3POOO/8Z81IuTzdxtvGTIzPyGTsKdCiIL0o0y/LzPPUHVNttSxOE6N0kVB/O3TX6kr9tdE8Mhz1lkTPWvXVbF/cNsBZuwo2vGuHjfbccVc4t7110/1e2uje/PbglhFueN6ubI0w3meXzfjYfz9ut+NkY2344ZcTjvh+eyss9uTdSu733ZWHDDnpkfed+dWbrz5h63oB7q7ofKdu+9GNh146vrlHKju/qrs+NezCe0e8iZ1XHLzyt1P++ejOo4776dFXb3nxVh+P/WXax/i7xrR7Lr3/9aaD7nv4zI+v+/Pb99z+8L2/9v3Sy3Pc/PrTmy8/+varf3797yNY9wKIlAEmaX5c252/4hcnBC4OgGq73//YJz7y7Q+CBCSXATMYkw0iy4EOkyDvqIc/Cy6QhBP03wj110D+cVCDLwSZBzkEwom5MIIqbCEGZ6fAPgmOhT7sodtiOJoZEtEgRlRcCHMYMQYGUYQnBGJelGjDVphBAwCoQSeSWENOCdETUAjAGgiwhDMY8YjmMMMRMrCGHaDADGdEYzjMcAUErMEKGQBCDM7wh1hUsISALIUXIuCIAPxhAB1oQACG0AUzpM+ETzxFGLqQgRqsAQA+GAMA/mAFAAzg/wAwwSEkp4goGwQAACT4wBoUsINLtgMAWVAAEvo3SpSdogwCWMMTAjCAamRhDRHggSPl+J0wNOCXTwCAVALCgR+EcmLSiqY0p0nNalrTK2bIZjLEkIIIPCMgLlgDCtbQAGhEAAnDNIUYrsnOdrrznfB0ShfmOSc/lYEKf1BlNCiwBn6Wcw0FwEI6S9GFKMTzoAhNaEKfwFAq1JMVZGBCBIjAFX76cw04oIAfTdGFJyj0oyANqbSCQFIqaJOPigoDDBoghaeMc5wsVQAPyrGKjor0pjgVKUmD4NBsmkE5ZajCCQDQUq6gAQwUSMEWBkpQj+b0qVB9507x2QmfuqIMU/8AwSbZ8QcAoAEAU3gmR50a1bKaNZpT/YNVTwpRKAAgAx/4QwQm0NUquMKmZ82rXp2SVrX+lAxsXYUXXvAHE2SgBz8gAQsa2Qq87vWxee2rWil6hsCawgxdCEoN/iCGK2xBrGMdyk6lkAUwXOEJQUCCFVa72j/s9A+1KCpkZzvSkpbBKZVlail8Kgy1ysKxOwUDYMYQBCvAxQwkFe5YlEvb5r5lqmWILicNY9lH4XW00OAFFaSQ2tX+cg1bCMITsvtdsjr3vEGZKhmie1u/OlK3sgqta0n6DOXulKRCaAcYSPrL9rYjC+gN8Hx5KgYyrLe9QbHqCodxXZJCAwxZ2IL/cdP7DDQQgb5rAPAfwLCGdQr4vFMVQ4HJMOG1lo/BTn0tXMbgWo9GYwpBQAMn+buGn37YuVMNg4jJEIQEa7O65TlGg4PwYClwWJckXW1AgvAMKyR3DSy+cXOn6gUdiyEIn3VvZRf82xQ7+I5BEAI0uLvT8a6BCBwmbowzLOUpl7QLYdAxFcIQXRNHEcXpfTIanvBdIkDBCgw9chCkAI3VQsO8bd7rVLcAZxGz18fwNZSQvZxauGQhCFcICxboCxgPJxqyi+5ClR1927VG2mvDwCxZd0qELIxBuCRttTOygNqdWgEMYJjwp0FdUixsocpT8MKBTX1qMx5D1btOdrSm/+prUf9BC8P+MZBRLQtkK/vaXpnqFXztBSxH+73T3uKxHYvtcg+YCttmtBS6IAbpCkXBzGKFtc1d7qlSodlxLrC7tRxfUsyb3te2t2dFreMDvzvcxibGvwGebIH7OgrsfjSkw4RZgzL82gx9AhWmkO4/YEHfCIZ3kFPdBQ1fPFq4BgMV8LnXlG+84x83+MT7PQrMMvfkF3rwzc8ajZc/nN0y53e8V2FznEer57rOa885zu2C71vkkib5zo1+46VboekgP3ixG1Z0qjeHCknnOTQ2fvUtRGELWZ/50E/Rda9LeekwT7vQR17tLkzd7XAB+2Ph7muPyx3qTRv33fHuXP++mx3oT0c41+0OFyM4ZQWQL4JnbDzPzF4zGkuIK0iRvqQMP8HT0QCDjbWDhi5EYwxWwMkYotylNZAd60EHfOGk3vjHR94zNggKAnbPzmj4AAFpiGo00OCBBDAAAa1cgxp8YAEE4KBOawABAp4hBQZoQAJHnkCPO//6Xzs95IoXfO2bAvkVSB4uNkDAH9DA/t5D4/fB/yjn4XIDBmxhDTZIAIdtEAEaOL9OO7B7LGYChAUCmxUEEkAb3bdufxd+Csd4gOF45Hd76GcAcBECSPAHI4AGKZABELABUHBHIRAQIyBmaGACEtABIwB8wgcNIjAC0IAGC7ADUQEN/9cXWbD/ADAwfX/gATrwByzgAn9wAT2ggFNQdn4Xew5IexFoe+aHewaABbXQDgiwAChgA2hAA0gABR1gAWsABQhwZAuAA2twAhAQZhvAgvI3droWDSbghdAwATIAGDcIGGqgASgwBTx4AimwBh2AA0QgAWmwBVAgY57RfUmYeFsnfk04gU+Ifn+wewjgUXXoewnwhWHIFM+3ADrwfmr4VNHwBAjQAS/QAQgQA3T4fHARAxOABnr4DFgAARBgAWOwATsQBAzQARKAYFb3cw24iA+oXNEggUNRfucHGOkHFwiQA9HAAg/AABDwFGAohjjQBZPoifGnUPMHF1IAAy8gBDOYik0R/wUIAARgQAQIMAUytgZhoEsPgAYd8IMa4AOHeISwp4gUB4HD6ITHGA3JSIfMuAY9gABEMAbPh4n3twZjiAYI8APYqHSFhgAtFQ11GBQxIImS2GPR4AHPNwEUJQK5l3f26H2/mI/CCA3EKBTGiHvqB5DQgAMIsAVjYAJPQQXOhwZC4HxrwAEXkAVdsILZmFDbCBQmZQUY0AHKSIZr0AUmAAZpwH5oAIYAFg1S8I7RJwNoIAHbBxgLiHjgB4xMuI+O2I/QcAMWSIfJBwZ0tQArqHwasHsjIAHMCAYJyJYtCVXRgAQLsHsfEGXRkABKiQTX+GI8GA0iYElrIAUQsAAg0P96iBhz+EhzotB2QvlgngEGhjhcOLWNgFF6mRko7LARn8mVI5mIX2mShFd1YzeSEFeSkvkJlJmaXBl2ZtWLJKmEYFl3gyebkGWbo4abqMmbeUebZWWbDAicr+kJsSmcs2Wbpql1wSmcnCl2rleakHmayVlVECid0BAGuwmKq1l2rYmca3dZJcecG4ZrVsByeuVyI/mbkVmeu3WezOly7JlX7ll28Imd8ulv28mbofedOWWcXgmd2VlZ/ymb01mb4dl312mg/VlzCYqee9egW/Ccakd3rrCchLegxWmh4xmfGmpFE0qheuWb3wehIypvJYp3HtqC1amfKZqhUaebJkr/WwTqmhE6mfoIDUngFCoQpD96XCYnLafnA2rgGT8QBiH1oq33B1IgBZ8JFFEgpaeXeqfHevWIhA9Ko4EXjHAxpEMRpCogpv54ltEUDT+AAMb1BD7wYBVppNDAA4jWTj33jAsgARpGlQ+wAAkwAb9UfdeXfVtZj3FHnitKdD26BmIqFGRqptDwj9IUDd8FAyEQDRdKTdGgASH5dcTZehUgAjV2AY0JGBYAAmgwBqRaWAV4gAkImj53eDqaqGy3qI0aFI/KknCBBi9gARaAmGNQAhLgATVwAiI4BjIwAQ/wBziABiEQgjVgAy5gAX9ABDWgARPQShzogSA4BimwABaA/4G65AESAAJYUE2nR5CemJl6SGhr8Htj4INAKIREaITptp8qWqMbaqtAKqS6ChglYAGohQBEFgISIARBYAESoEthGAQacAF0ypAF+wA5QAQWkAAxQAQfgADsp4VcaAEytgAiwAO1gAA1IAUgQK3DmXPsoJOJiQAmFwTTF5FWwId+CIiCSIhTaqH46qWzZ6OAcat/kKvop37DhwBDAA0bAANmgAA9AA01sLCiKFwkcKkt22MhQALQEAMLuwZDgABMaonQ4AA2AA0ywEZrIJgINqnQYAIJwIcSALNCEYCGmAWTGIuzWIu3mIu7aKi+iKj6SqInyaj9WqZQCBgaJokxYP+3Zha1DEu1Viuxf5C1UNu1SwC2a+CM0GhHa0C2bat7u9d+TuoZPeACNJB+hui1d2mTxsWO7giP8kiPIpluQNClcxe4LDq4Qku0yGiB6epiMZgAyee4U/sHVRuDBDu5WrsGjrsGS9BHA1mQMDm2ZbsGL8ABBxUN09oWWIAAz/sHO5AALLaRHfmRnWp4GHq7XxqWPlq4kIp/6jcF8osGGsABwlVya0ACD7ADOzABUpuJJ6CnmJm8lMu8lttHMCmTJsC5EjACXTAG6OgDT2lxswkteQkGY+ADC8ADS9mUa7ABGpAFViABNMmn7QACWKmVfltQBeqz1Lavuuu+nnEDoIv/AOjWfFVIZGjgAhpAAiMwAQzbjk/AAIUluSFQApULDZcrBmr5B3b5kgggvGsgA5J4AdYUDSiwewtwA9CQgeMFBhkQiR0wvi6ImIrJmI6JblpAcO0morirqAKqqdAwBluQmdGQSq03mizLXMPXma7mmJ/aenS8q0Oxes0xmj2HboyWbxKnvj8Lw00KDTtgAz/wAsl7o7B6b+rWwo78woIbybpEAhxQgns1ugM6dunWBUGABUHXyeIGpphcoa63baIWBFnQyrLnybmLnqa8mWOHb8H2bbmVm5Acy6X8y4tMamVAbNYVxzjXyzfVc4yGr6bWRELmzCcXDd4py1SQzHO2/2+u/MrEQJ/CmXLr+VguB2c6hmV19mNc5gqeFhSVtwX0XAtYgAVXkM+ttXL4JFvya8xRWlQtJb9T8Af8vFr5fM/5dmVZZmfWnDSQxl5kIAZx5gVdQM/3nM9XYFwFbczQctAajQVaQM9sXGD4xJ++chXuFV0GRtFhYNEXTc9Ccc/n6tFO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D8Svm8jDZQei0oNYiAPsuRODScCnChwAHjOgwGYmEt9+wMBH/aqYQJ7pWKMWipmppECVqSUSD0xTqmiqKkkEAFjMcNWrz/zLo7AsEC33w0LgFve2VzpwPpIkATL/6IcBjOOBOErT1wAAlwG5be1WL3vAyissQnTeEMhUYAZAT+9sM/BbAo0ZQxzAGwWQ/cu3uaEA91LRfCSgV5KgJQAWyXipco3mZZJAAC+qeTR7zRtgA0DYSL5tYgohEAMUsx+YmfIEFKARyqCIBESN3QEc9Aesf9UT6BsI1V9d61vjAx79/ndUDrCAUFALAQ7i6ZEIUidYfVsgIoeMBarhjmeyHR8oJ9DNDVUAi7gDrf14BAA2gSTZ2CbY5cb5MXUVoinBWc5TLfOQBVL4niAesIrXLgUY4qfYrUggnU7mMgdvdRLPve7HJ0Hp+3H6jwaoARrZ8JATIJvDC2TDxgQA/+0bwwduyIPElMHEAyZNZACQIBtPy/0AgMVnyLCIQGd+FIFS4AlPOGkn2NBlN+JfCoI+KkJAnpABqEF0eQASvHIBE1B7PoEZTMQjlEE9ATcQjTGBPsICgkYQQwJkCeVfFyABS5IA+EAZ05Ret/VcF6Jd9DQB7FcCa5V8nzYQ3kRg/1YNcWMN1GRNLpMlDYAAfwASOTgagkQBEkAQGzgQB9h/CqhdHNB/G5YNuTEQR2NsqpNRBHFYBeE51eAhYqddkTeAFOIhXBgrAvECR/ZZNXGFULRHhNQU7VYQ3DAA9xZvAqEJkfQG0wAAefBJC7ZQTihQkPEI/ZCBBZEN0vBM0P9jcD1iGaozGo0IAwVQYlNFaVZVY2o0VV1VchoXH/vXf/+nhiB1ZP2QdAZhIZrQfxKwUJWGD6EmbAcwhZ5QhcMhhtc2hEUYWAfBc4J1E5DRABxQjB+XSnHzC4FHEKqIR6PSbf0wARPQf5TxKZroBtRDAgrQf55QTqXyhAmIGntXEGNYi1QoKHDYD0czHBYwaRCHfwOBACTAUMbRD6uijdzojQY0EFWFjbuiTyriG4eoXXeUXm/QfyUgAAVReRXygqd4Zw3Zip7witREhCBxKAvgICQgOP+ID7aRji40ELP3j9sRgW4gANyYANXRkYUokACAiCYiMCbXDsfXDza4TP3/SD2MAo8CIY+GcnAZWRCPEje+cYQuUg1YFRUjWXs1k4k9lXcEMRwnmZLMEXNN+QkDMQB39Cg0yQAX8JXPKBAB6GW5qBvoQxnw8ZVugg8sMACixpQCgQER+AKl1g91Ug2klBsgoYggVZd3SVsfOBDENhN1tHujsRoxtEv98IcKmRLl9IcWsQCESGmOcZMFgRntAHYTEAdusIKpdk00IQLoxHZHCE4MBVhraFUDgZZg6SYABpYX4A50iYXF5iNbqB0DUWPWGAoEIAAM0EglMYZ11X5nmCpp6JBs2A+JAxLp2D+e0DVSIhJ1SBAeYEkp0FIIsJICQXT4oACywQGNuYeC/+I0rcKXf8Yaq/GIkXNwq5lwz/hIBDBMlwhxVGVVlFEUJPaJfxdW8dGVsHmMNZGcqUhy6pgZYAks28AnOKURrwmW5kKAqTKG7SCaA8B2vkgQwFgQGYoeAIBYellymrCM56Z0z8iF2AGbg/J0qHcBBACbHVOeAJCWF+CaszUQwqkAsCmbdbmOJOiO7UGTaBdu8RFEA7EqLOqiIhoi6IU1CFcUvmIgMdkPNQYBYDmPlDeeALqGR0ZKBQqbwDKho/mTReogF4A3x9QOtjGbpdSCIil+JBmXEcgCAQCbLQZSqimeTtoqUUqTbEeTLGKZSop6PnZ2A/EA8XEoAiQqJiNQqv+YDQcASZ+hlG4Kl78UV9pkEMMhp3SKUSBCk0P2pPwpWXdhEGNphmsabQZElAeBD5/UDrwilwUKEmdKSn+ZiHwWq8j3gh5oELkxKgkVpCSxGp8AD420GG9gUQ1RAg8AA5JyAXG0ndN0TCBxg04TACkQJG9AAQ+Am58ZhKw2EUSHX89qmhbAnse6LgI1EApgfd9nlQW6G1pYorgpk84VjQhQEpgRnNeGo1EJoSVxnAF6ZCqCJs1ZEBYyeQIxnf2nXIQkJYH5TG9jAPFRAne6mGD1S5JhnhbiHgSinpATic44EAYwaU+HiayniV91svlJMRkXqhg1qln6kANqEFglKxT/MAIZEHnrWhBlqa86Ea4XujxbIYwdShAY5IN2qRhJOrMhKxBcaAFV1xD4kBvVkAIrqDutoqrMFpbVtq/s2g8bxpxq16MCQZ8BUKOKFm4oZo8OYrVfuI8EMbWKca4D8YeuwR6Ssaf2RSdYaorJyaU1mxLhiqgOwgLXBgNWZRthe6oIsZSvGoFvEAA4R7eLerc8ord9WpPS6mmoKbfVQGJnOxBpS7hCOSp/6BuqmJAaUWuSOn7mRmLwcADjlAc861+RuyAE8ACNiJUUgADSwA2i2U/P6AEFMKxvZYfFUQ1o6q/ogw+AVA3wkA3u4S7w4CTf8LjpJQJphACyQZMz0A6I/wcB1UANFnCrkKG90sC9gVYxjcQB5UtU1lAAIvACCXUAJfFJB5ABjfQXdFCQEwIavoQZfNAOmPE2mCEH53AJ/UYQcLJMNYalqcYeDSjBIgEPnwC+JCC5JdAeB1ZWQcSIMgMAm1cN5/K80esePBAAyPMs+JANa5INrBBI8Gqb8loQDbYJ2QB4E4AA3JANFZAqjdEJY0F+0ssNPQuNfntk+LBJcsADS1IQbzABMJDBJpWwcoJLgnJ4EKQiHLAbIiAAGkF0nhBUBaEADYAN2oBX0OcvINcOiQM9L1AwICXHCCeJzxhU7SAND3CJkMEB3BAKDaCaCrAA0lANIzBVFEAAYP9EbH+BAQsQHMRrvJKRxAJBsb8wNO4wABagDfDAg1fVSFM2XSoMDyx8xEEsQRcMDxmMc1qyoUJrE17YPwRAAduQDZHUXAdhyWNxm7wxwMuyE57ADfDwWdLQNzzQDu4QClEhANrrvOJ7wrXHB0Vce0Isyiscoi6cATAsw/1KIRfgo+4xAgTgCecwbVPWGH+QDX8wAHwzU8iszP3AzMkSzMPcG880wlNmxmisxgQ5EBCgABLEDdYIN7YGvZTMpZm8yZ2MyhgsuaSrIjPwDZ9AAKJBwdm8zaliAQOtetpyaeYGq89UAsIsDUhbcvjMUGecxr/Vz8aXuSxywAkcX/RMzCT/Js7kbM5iKhCJ2rSnO3LyJTI9FRUcfRi8QmIicAD1UFXzMRwhPdI+yAoNtYTfEEjKoS+q0w7lKyUROGigUQhxU5yo6lzV4FpnVlKg4XQfvdWa8EoQcA5vAgA7FQqrQQD05i9rLSVtvb64shoAgAA+yA1mnSduTRKH/CS+RKUHEcgiUUlSUgLD01AliJoDYSG+REcDkWr2yCMMUMXtIIcCwHbSkE8BEMdDxgSNVLSZoDcOMtZxcmb4gFSsURKYkE8G0FO70WjCK1nzii/jFFHt8An5RAC2jRMIEFEqsWCg8QlfzbgBoB2YqaX44gEQUAIbvJB6QwB/AndXHDtDdS9N/1mG6VUd2VBHB7At1mDWBxDK5okPELU3hwY3bgTfFWurdsxujZS/l4hfUgIdqumooEFs09tIAjBtf0EZ5YHVcRKBzy2z0rAagQlTchgAvvQwHEkSsL0AQATWxB1R/v0kFhq0/eDKAiHiXWJy3iOHj4zLBtHgQOWy0FhtcXIAhNHbAMACpXTaBbAY/3ZHrC0lro3cAYCV3FDcBaASFy7btD3cA7HcBAbOo1FgARCk2RSjmO1UUpLj/mZHBEHjNm4dql1i6B3KUYoTUSIlVjoQ+dA2AhAKC/63VfwJEf4HnS0ln90PJXBwAsQHp30BILHZkjHbAFDbuvFM4NY/CUUA2f+AvXD3SuNcEKltJ2DusGJekHxqfCwCD5AtAcvE5ZX65FIS5ZWM5+DtsuyBunNSDckRAHU9Goee6K/bHtVIEgqAGkvOagosJY3uNDsBD/5iEPIgzA8yGE3EONvAyl2YPAShMMcOGPrjNMP+hckSAB9OEA1w5j3x7F1i7FbRDtiOD9ie7LsBQcn+7d5OGN5nFWOkOwpDS9p+EiVgZxWj7F/Y7qvaEO0g7zRB7yaR7gXxDQqTPLwuEb+O7AaBc9yu7eU+Etjz7UFL4iS+Efd+Eu2e8CHByXYo7wef73Ebt9xg7gR/EgGvEwPW8RIBDxY/ETsR8Q7B6wSv7+O+8PQO7A//shMHNWAx3+v9k/L43nMLYvIEH/JdMdhfCBZMBOJGfxsuDCbSgGlH3/ROXxBuMDp08JZPX/VWf/X3MbRYv/Vc3/VAwQOj7vViP/ZkfxUY8jABcGtlv/ZdwQIOrvZsH/dybx8OP/d2f/e+qBJ4v/d83/d+//eAH/iC3xB1P/iGf/iIn/iKv/iM3/iO//g7p/WQP/mUX/mWf/mYn/maD/mFv/me//mgH/qiP/qkX/qYIvmmn/qqv/qs3/qu//pN3/mwP/u0X/u2f/u4z/qyn/u83/t6EW0S4fInwRd+QRBfsR8IsfOTf+5HzwcDnRIVIRWFLhFsMRKwwxPE//w3IQfg/0M0HKD8G+EGcO/7grH7bP8UOE/24H8Vwq87B7EPIE4RitL0ofD97q8lb9H+eh8SrMwNbQMQASZw61fQYD8mBQAs8FQwlIMCKfAVLDHh4EWMBRMceHHpIIULGUU6BOCxX7WJ/UKVHNmyIL5qLmXOHMmtHU2cGSEgyNkz5zeCBTnK5AZA00iQM/EBkEOTwQifFzd2jJoRABOMCzL089TAq9c//b42yBCqoJuvE95M3ARgWlW4ceXOpVs34zafeO3u7QcTZzUAZqvCw8a36gwAQe1qmtDgYFcACPgY5EYhAAGJGC8pWHi0YDUIAA64MQgvg4ABHOAZrmmUtUzCNLUWLP+kUIFJTWMbeDaou0GKfhx0Wzipe/LBQgBu5ixAoSBQg81FwksAAIID0RiZABDwAAAAafgMNHADYHI2AG9ywjOPMWnOdzwILgVVML5inyvlvZY5YQZ/gzIJC0CaSBDBoKFcKoo390KSaammZnoqLvaOq+uqi1ZipZ9LAHDjDxBjAgCDQvigALx+SiCgkD9mCMADoaAicEYaa4RLr5xwtBEn/WgCTLCoCiFgx5Go4WEvbqpTyCDALvDkBQAK6euABTThIwAZDWqrBE9ECKyfdgSAoJM3PCyogQMueaQACWxckEjahpRJw340AUCGULzcMBsQ//BOmose6ZMPAKDSpM//Pwhos50+T2Swn+SWw6kPzww0iFKRkuOpnwUAyOQgfAj4UgYAMkBvsgAOFEGA1abz5A9A+5IGgBmm+eYjB/uB59WYXvKkkGzOyaavafDBhxWmpoEHn2L7yaYdeDa55KZqCmmooGys3GQieOQI7C2H/gDyImn+uLYabQxqB1xuMJm2IG64wScUWOE9QIRpCIJHwA0vypaPbT+DBx5pVtv1j14PymZYZvFp95JWdQ1lk6AOjrWfePuRhht3Ysqm12oDLgieiQlqBwIKphl2KGyGHblZeF3DeJM+MGkVpHYu0SRilcR9iSmDsrkkk4jhueSSbyYEld4/XO4Hmz8uwQ+f/1lr/aZjZz3WNiVqloMH5nYKIRrDg1QsqEP8+gEgjpcEYCFFBQyCAYCJZAggJTjz1ntGHWnqu6eQJ9oG3H6okbfYcn85qB1NHnHaWU3C6/Zbg+gdtxpzZx0XW51vLUjZgtbV9YUApkl4Gk2cLteTVr8+yeeDPdeV14z2xaSdZ8GMCV112XV3Odw19vkibuhoZzuDRijAIAsWgBQAawqKQ7mDGjNIgZDKazUFAuYF4FpMAEgY3kIKiR5ygFOqxh3GbRZesI7x+QTYmHkTmuiMHr6JG8KZfaevT9RLV2+5H7dIZ7pw7ewiZuuHCBxgEARsxSAdwkRL7HSxz7CkcgGgA/9GImWQ1R0Ec6FoWD+sYTKUqcyEBMFauajRD29hoCBQIg2TuFOQWQ3gVP3AUlH+IxJrHEAAnJFhH77znSMZ5D3VOAACQjMZfGCHAQIwgHN+5K0jFuJH/aCAAgjAGQRMgAAGSE/hFoIdCPTjAkdMDDweQIAJBECCB7GAAMTomAwcwCAYcN4lAtAABQQAUCRIAAIQEAAAYGIabBxBOwxAAAcE4FoFocYZrSMUMQaGiU5sz0Ey0KaixBEBAIibxsioEHgEcYgjKggJGNApNyRnjRZJQQAkYIAErEYap4QeGy0yFNLtpx8v6B5lXNMOUj4gAAqYCAUIIIAFBAABt3IjHOX/2BegwdA6ByCAvg4ZzUJd5AIEeAAZG/KHhQTyIEY8Ig9kCYAJVHIBaCxIAJL4CQAMixsEIMACBkC26zkIbRdZG4IOVIJS9kN7dRLf3hz6UL78TSYSpUktb5nLlfShH+g0HCkJMEoZeWIAC2iAzLwkgADAYI1H5EY14yjB8DURkZujg2gKEIAKsmdARoQHZ46Ij3ZgRyENyQApBXCAYSGrAQVQSAYGwBkCrGaTT/SXAaD5TNJ4Cx953GMf/xhIQLmBAAzgZja1A4DrZSkPAIBHCpaXwUmqDSsFgUEA+mGBNhXEE/mcXkoq9JjIdAoe8qRnP6i0Sq+U1SPJUQACRCWl/zdpEwLcTJsfASlIOwnGTtX4hgIOIAEAwKAfyBLjAQBAHJ9+Bx8cAIADCMCBi2CvIA/IVQoSutcBjQQCD8CICA6QDyYNYK4X+eBd7UgAx/RjrQc4ABkJ0oBG+lIsUEkOWUXFgb0GoA+XCA1wDNIJUsaMreNBjB9KEIBvyIECJZBUQSaggNXYySPINAmuCiKBChSEBwPoB6EUV48HWPFL2ABAfU7yJQo0YDVGPE4CnIOPVhnxJoQSphsK4A6V5PMgfwjAsNDjib0CqkLwGEANJwBbEhRgWO4AgHcD8EN0Lge4BoFwQSRs2AWE4ib41S9/PQnK0E4ESjdRgANWM5H3xv+XJSQQwLTwkRz5kOxLJJ5MkY9cEAccSCgvMKEGDcBlY3qmVfh8S4JXo40AlEChF85wNiDkrCj1JQEy6AcJCHCTdhwgSwXB8JSAIwHi9OUi9KUNAKJc437c2J4Fweewuriaogy3IKE9GwBIMIMZSEltboCwHwCg0RIgNVtVzOCnIHpqVEeFoi1ZtUtWYhYqD1MAvxiAeiJdkDIBCgEyciCH4ixoCp+FzStxswBg6+txFUW0/chAVHVqY7b2QwZyqrMAEvYIAGxCVwpwDrI0bYAF3KRDG+JxP/Z7kTxiuChZpVuIdWUeEpsYtuUBFD4KkN+MIK+eP2RoNi7wwNB9Wl3/ndRmPRZw7H4sEhSkO4ihDzKCUk4E0Tc+wAUmghht4yMAJHieYCzQvTehR0r4mPNB4u1e2BpAzf3wgGNEwMyNshVZEWJtQab9M/UIuuHLPm/04OEBtIIJpS/AILkSSTyziqfFcS30TTjs4e+1I83SS8x0saxlqycH1gBwDgbYSKuD2KmURaGbNCCQgBdwIwAvIFSK00hjMxUEARwn9EWSspQUgHg78Hj5HgVsFgIbeIvvmVWsMvB2mFQjfAQJdj8mMAEQ2ymuJFAAiD0RgMkMhcNSNpcnMsBbEjivIAuQ0YsLYg0AXEBxGEn84g0LZrzrPdoG+STGZGaneAEgt0up/2E/5l5n0T9vOW4QgOUTMIOi5PbqCAIzBEKCrPPVj0nS+AWCc5UBxzw+8t97c3I0AWIJwEgBK++H0g7CjY1BACoucoPsBm6S4valGoqv+qL70Wge5lyuJo97hyzAAQ5gG7VhIy0rATa6gFYpCo1KNQZsQFbLi6ogPuP7D3zgjLeLLPagg6J4AxArAQFIEQO4iMbTPk+QvEqKlS0yiOQIiln5hWdLtGi7uRg5CBLYFIWiG2TpFQtwji4joaXzhL07iAJ4m0ljt4nQvADgPBD7vBs0iAuwiHwLOrXhNzvxt7cDE4JDpgXUpp6CEbhiAWqbwg0DgBdwmtarugTJhKoTi/8DKa62qIY38T7w80KS6DwmnIHukQftMizs8gQjyoYcLAitkjZqawAE+AOeebca6iwAUIgBCEEwcQMm8A6moz09uoi6ihh8cAM3OJEtbLo6qzwQw7yV6BXcs7p+yLLeoC7q6Yfx+5xMqAags5CEAwAfW6QPPIi54QYL0CPEiBgtNAjawsL6UqKQQCYGuABlDAkmLAgM+LunKbAMMov3WKRY4YA0yoYD+CMBqLrGW4CKW8bHGadlvACzSIi7ghE7AQllPJLQMwilMT1Gw44GwA9t5EY0BDNkLEd0AzLPwL1KmqRgnK2QeEdQ7AcWCIByxISAvAhV3LJCc4cUALgwAxP/zmAAUaHGXAk1TglHZXQzoPGWcpwMsCsI85sh0QApYWuxQdOg4rrHBuhGgrC/RhvI/YO7HxqohkuB+YuYEsilbAgA74rGYnRAo3TAVhOJpByJhFxIlFy2yOK9SnI+ZeS4C0gug/hGj7yAbNGwAxsXb2kV9NgZ3YO21ZBBtVm2griAKySUdghENeJB1NMxAEjGZbwIedw0bZoIdLQAdeS6ZTyS8tgjKDwrg0gA8iMUeOBIbAGATmi43nORfqgAHuQK8SmT0gCAPLiIPzCtDMAHmJTJ1yuIU0zFNmxFZNkY1xDJZaTFdQzMftiG78GEJFQb7FlGd4DLQUTLdhCBABgA/037GX7Dh1/4BG7wgCt8iQjKH7MamQEYyouQAKwERXJcxonxylOEruU7E1ZcjlcsDVEZlmq4BAhDpJgoE3zjMyxxPOcpj/ZKKYMgAC6rO/tSGwE0CCaozX54xq+MRsGzvs9BkeBIIw9cjepjPAAQJgsItIywLYwoig4xi8K7CIMsv9Ljt8/4srJhlX440NGctPvEiNqLLNxDpgipJ7WUT+BTwVZ8g7tZnOZMRTpMEHwYAD4oAOWzvaMoD4IoCo00CJS5Kwb9maYIn/bqhweQIZPcs3UrCArIEnzwlvGpu+Iq0A6tv2XDPwJQS4AqCAKQEZ00iIJaoFLyllh5taNMU/+khMCocFG8wSEAqAC30NHGfARkqqCDSIEBeNPGW1B/ybZpPAg1PJ+9qgb22EwYPEtqky2DAEO5sSu4vAC5/JIxzYgJuEIzGUQI/ZIJPYjBdMbCvAh9C45LJFUYDAojwg8HqMwHsAgXSQm7kYe96pe92pxK0wQr9dAEKU1VLC50yr2jMFKR6NSPGIEMkBEFgM7Raqi9JMSLMI0w7IcvxQh4IIDe643KzFP9NIiaehxPKlVQdNDzK0uGei4ZcQA61M7iGj9uQIASgAHOCIlQETgoOYAMQKS42o5hmZvcANd+GAEC8IRzQIwNoc+uKgwPKIBPgAduOIpsEBM6MEBoLIr/EqiGdhg8B7HGgsDGassGbvASgsA2hMEHdOKDdmgH1jkIfOKBdnCHUAiKCjgq5YQAQ80Gs6hQpTkAmv2YmlU5GhQAjwXZD2U5hWXYRxnR26u6W9qEbPAEfABYgSXYFT1I9CiBlpKG6Fnapm0mBJCGmGAACtCLhNzWgJuBdqC3dkAMajSAS8iGtQqLkj3ZlBUAEeCYAbAAbYCHaggr3eOTAWDS0HIHTTAAqPCElkInDKLSVmSyoK06BFCAjymqYRmBAUidtZI0ZiulMAVRjECol1AABqC61WABtVRT09WbpcSI1M2Iqr1aa6jAkHgAZioKCpCGbKAADoUABSgYbmiI/5UYAWyohhcSWZSIW5RdDQVYAK8dgS8Bz7DNBkDCpoGQhgmItvLoBL7lA5vlhpWYgW/4BAJQs0idVLNI2IVt2IvoEA+gAzk1woKI2UvEByeqWbP41P0M1YMY1ZUoQ0LpIBKTgGrwhAJwEAtoCGyTg2woj6MoCg6wBj/yLgRgAGmQhuTNkJbaq0tg3I/NR9Jcw14lQ0BMgDRCJrN1h7vN270FlfmFB5stCNoEgH7hgQDYGcY5FmYdxOstmE+AFhJ4UdorJVYQ2GmYAAG4CU/AhGzQhvKYjHaogF6BB6G8CHyouIMoF48lFDDTkkSSH0Nr2Zd1vBJ7A9MyVyft2phQ1/9WHD94CA0ASJWUKKmGeNrvEADlq9FjOxkACNhnXak9JEaMsBPnaQcLOCIoDIUKkAAmgID8SkEvCQAtAtADu8Y0qgYy2riqg4eSIoBhIZXvOIAjlQNEakRTLKPPSC3SKIHgUxo/QKQUKIRQrkcRqmQS4ODQGeTvwF+k/ceqq4zvKABo4eMFROUJakUOEZU8bghebsSb2IRuzK+1chDA2DMnBADj4Yw0Q7AEa2O15GTRuIm54bJPMK02HhDW4jrtzNPv2C2oOJHvIML3q7TloOQ2nmUEbcS5YZjqBQAOQADMTY502Vy1OVGD8FySmAwIgEKSOl2FzpvVPYiG1gxjDlj/GLgzZ3mxoqijRhQMbvCO7+C4RDNm0sDkPN7kI/JkZzEtoWzeyhHnBSiMfkCMyEiBaGvXRlyWWmrjT+ivUEZAjWFWST29LxFkQsYIP5AACkAn9aiplLAT/asGU25CUBUJ+92oboTPzxFnClgN9DA1N0CkADhRTzBmDkgJbugUAIBldP6Oz5RnSyaIXfXg0/S61gqKNeqgcP6OAMhRpz6iGgoVG8QHL/mOBaCaG6YbjBklFRNnAQjOQkuXTfinunSZRzDmAJirlQCX6fHWCH0MhfiOzDA504oJUO7lmIAHEoAAESCVmzhnZo5Tq+uQ5ViAlWNYagWVtBGJN33W254J/3loqYxAAGV9iao4h4x4U4c50vNDboxoB3lRipewCZEgbpfo7UTECaAyud1uiYwBlSPN7QxavZZoB+/Wldw+7pFg7jddlpEYmGfNW5+QbuyunfHWFQLAULhAD5OY74Xe79d46ILw7wfNbjqtboZNRPEGFds+0uoetCM92eIetDf17Z6gbu3WIJlAb7po7kGLGE3wYXjJH++GlunYBp6Bb5qIFEQTCQzPiBUfCfN+EHXRcJOr7+eubugwCDnwV5xocQVR7qlGcP6eiXaQg1BgBQPslyBP8r1pB2mQgNBVcoe6EuXuCeyDcivvbzZ9jci68tcIBT+Qhk+QgKgySh6Q5v9Uiz/+lvKcEAHMpRE+iJxE8Wgupwl3uABEYgA8nXM9f40OPwDC2XNAD3RBv4ssZ412UICcHnS6MLsACAAKGB8GVG+j1AT4UnT5hhMxbsQX0G9L73RP/3RQD3VQB3AAF3VTP3VUT3VVX3VWb3VXD3JSf3VZn3Var3Vbv3Vcz/VTj3Vd73Vf/3VgD3ZhH3ZiV91CL3ZkT3ZlX3Zmb3ZnR91jf3Zpn3Zqr3Zrv/Zf53Vs33Zu73Zv/3ZwX2htD3dyL3dzP3d0T/eJinZ1b3d3f3d4j3dgH3d5r3d7v3d8z3dAp3d973d//3eAD/ga4XeBL3iDP3iET/jYZHeFb3iHf3j/iA93go94iq94i794YZ94jN94ju94jw91jf94kR95ki950w15k095lV95lucPlG95mI95mZ95Qu+JUqd5nM95nbf4l995n/95oE/4ng96oi96o5f3oT96pV96pu/2pG96qI96qUf2p596q796rJ/1qs96ru96r+/0rf96sR97sufvsC97tE97tX+os197t397uDeMto97uq97u5+Jub97vd97u897vv97wEd7vw98wi98rB98w098xVd6xF98x398nW98yJ98yl95ya98zM/8jr98ze98z394zv980R/9gA990j991K9300991m/9c19914992d922J9927/9Zq99/9zffd4Pdt3vfeAP/lr/feEvfuNPdeI/fuVffktPfuZ/fui/cuePfuqv/tOdfuvPfu1HNezffu///h3pfvAff/KXe4Yvf4AXcAZU/1Rjf1Rzfxp7ln2Yf/qvf/u/f/zPf/yXF/3vf/8HiH0CBxIsaPCgQG71EDJs6PBhQ4UQJ1KsuK8fxowaN3Ls6PEjyJAiM24bubGkyZQqV7Js6fIlzJgyZ9KsafMmzpw6d2b0xLOmJ3w/ZwYdKrPoyHaapNlr6vQp1KhSp0r15I4q1qxat0L9dJUr2HfcxpIta/YsWm7VtKVt6/Yt3LaaJtClq8moUZQq9eLt6/cv4MCCBxMuTP/Yp2GRSBN/XMy4o2OQSpmCrZzVquXMmqN63Yz1HTyb8C4+hlzaJl+TqU+zbu36NezYsldym11b9u3YuUVO9uxbmzzfwsFqizc8KmibQmMjnr1ytUjozqdTr279Ovbs2rdr7H38O/jw4u0l566yuXmN0kGuT+/+Pfz48ufTL+x9PP78+qmWr78R/XvteSSgfwUaeCCCeO322oKuNdjagx7dt19UxVF4nIXi9TfTcrAB6B6BHIWYIIklmnhiSB+2FtmKHb7GooRLXVjVVzN61pmGodU0GnPzjageikEKOeSQKrIG42lIlqbkRhPaaA9mT26GY3gbysSjhz6y9CORXXr/+WV1EZ4mZmlkPmZmdzJK2RRwa2qWYZU60uSia0ZyxyVGeIK5J599+vknXk66OSihTlmJ0T+JKrood3Zup6eegEo6KaWVWtqPoIVqKuWh/Sz66T8dSSOnSfhIo5GpeNkJzwwWWCAHRtyUMEEGoWCkiQUZ8IERPq2WYOtgkF46LLHFqoRmYsgapmxhzGZ6oTb/bLpVtON1CiqjG+HzD7B0fpTNP9uy0A+43ob0R6gr2enGC+1wk8FdJfCBjycW4FONBdK0U8If/chRQjuhTMAsTsIae/BP5iL8nqOPMcnYw4lFjNGzFEY5LVZUgvcPqRlhqyhH2wKLpUihaTIARqSS/8ZRuBmVIAJLdmZQDUZ8uJGNvRhVg4/NGHmSQT/5YjTDJcFuufDCrCjNSjYrr5QoJp4mSlOi7SDt8GwTF6b1YQpzVPF+F2M8lcbfcdzRx1Nry23KF33aDzeKTnBJ3IvGjY8bEyQ6gRuJ7oqP3lWj+88LUoMMkp3LwfOPJp780/c/p/5TNLn/xG11P3zAKpjBVxOLLcEeT304y2qPVLXnydq2Om4pga1fomNjFbt4Z5f+cchs9yOUou2Mbvng5aILT7mJegKu5b/D43u4iW5btekeNex4qIou/o/vd8H9D7g6omv0c6l/jm1Lh2OOdvQhoS4++1e/Ljv8wtm+Udrpov+qO6LchgJ9NvmXq0moipeuqVUjXMTb3++kFgoEqg9UGbleuhwnOrUlanGYS59f7JcSDbZPUtYznOFA9rYQipCC9SPhckB1vg6ycFi+o0z8Yhie+WnkhGvTYNry57zfPS9/Unseo36XrY9wsIYty59QgDjA6i1xMEUUyRNbuKcPlrB++FBiFUmILSwy0YFS9EvoBBPGwIwRMM6K3KBoJ0OnqHFjHdMh+W7IK6nl73r9gGDzmNhDOu6wiQmkI0iiqEUSDvJTXhuKIIn4RUDhLodezCLpQAjCLEpykUZJ5GOOCBtNvoaTkkGjm9q4RlEeB4NaHOIET1i/OApxlSNUJPr/3jbCIaISMJhEmyX9xEoT5nCSQjTiEmXJy1xecjamPI0nW5NMCYFyTaSM4TPl90Qb0k+YvHSlCfnoyEh65JbY8Sb9iMmnWh5ulTr0JQ6vSUluihMn4CzMOwlTxr+cEYZSiib88OmZY7okir904nziiah2gomcpnNgI1up0CB28ZUEfeiJXrjGiQ6HnzZxaGAEOh2NahSiAeUm6cgn0oUSEqFx9ChKESRRirJUMxa9aEfdGVCWxDSl7wFp9GZp0mBeE448ZadNX1LTDLJON65r5j2lxVJ9bualT1MmBWf61KBStao6GWpfnGqYZSLzkN1B6pOYijGxZkarG8RqTtjo/ympqgStVn0rXN2KSLnyhKulsWuTwGojsm6Kr5Uxq0kA2xe10hWZNIUrYhN7WNkUdifzBONR7RlWpVLUr2ARLBRbQ1i2blCxnv0saFmz0paSliumpCZ1Nisfjoa2ta59baD0WtrZRuW0vawmRtva2H6oNj6shS1wq7rbnAwXJ4/tSz3TSNmJWta007wtMGupW5z09nY57SkhATrV4HIXpcW9CWYz6tXE4PWrkt3rckeZ3lI+F3el8+FA4wvF3VYXt+WsIn7DW5Pfdre/BP0uTBk73q0OGFOyvVBzlTse27q3mj7cJhMHeZP6GhG+DH1wEwXDX/9y2JIA3m9RYZPcUP+uF5ollmYsTxrdhY5UwjahsMfOKUyfwjeji+0wjnP82tHStsdQYbCKU/nHbQJSvyGBMTB9WeRsGXkmG9YxlKP8Vh77uMpA9qKDK3zKBGZzwk1paEjvu8v7aretUj4z0j5MtRAzKLIKXuqJfXPl3BYZw2COcJdf/OW1dvOg7h2ymmFpZjQTuliBlkmTs1pgwpQ3I1RGb0sTrJU5S3fJ2jQnlmuCZBdfOr+HxuV2uwvUEo2aRKVG0adhkmi8NJrAJnn0jCTtzDjvs71BtnCEC8nkSscEySrGbggZfWNRrzo9p0bQsU2UaqGy2UFuJnGkad3Uwi7bJJvezpODm2wDbbv/QN0uNKVgXeXZFls219ZOtoH77fqsmz7tBvefxD1u0pY7NufOTrph++7V1hvb/XZPtcvXbAg9e9bRXjC1NbvngBcz1Nzdt2//jW+Jm4fhT7P4BhftxALLez+yTirCA3yae39z2A+n+HUgDh+Vu9uYGA+sxjXM8QNT6OOTDfl+X94Rkqfc5NpGuXVYDnCgo9uYA2fNiA0OZ5yvmTU8D7rP1U106gjd2FOHd4I6Pu/K6nwoT69Ovl9b9UDyOrBEhzhmcbrVq2P9QFrfunoL9HWqR13fZ6fzWb+LdoGWsMbTpRrboc7Yo4+p4CBfeu0S7vSFE3HXYv6psB3+c73n9NK4/xbyTvZu31T6lKHrfPw5+xl4sLtcwKZPCs09Lu2xrr6s2Hw97GMv+9g3Xvac/kvYXTv2PttPlb/MNHiNfF3PY3PLLIaubrtuWMYqP5AxF++rUw+71veV+pqyeX6Ar2VakjnPtqy72O8e5J1SkrjCTyeNTYrhy4sOnZVM/hSN3rr5o/68sbZ+obB/fxOXPZh81imZaRj46Z74PVJCiVnmnd+KPR6gWVqnddEplc/otV19vB3cXeC4aR9ucZ46+R3uDWBr7V4sTVDn5VfomV9MDR8A9p024dpO3V7eUSDCWCAG1iC5mRMccd6SBaCNSZ7UUV7vZRP5/RMKit5I+R6eZf/YjCkZn9HUBG6U/BkV/fGG9GUf/hGK/iHYFd5f//kZ+rUgIPXgoPWXCN4OCeoa8YmfEULYEOaaEDqeBp7OEzpH85Hd6W3SzNmfFh4c4uUT3hkfEpahD6oPhwni38UYy8wVtRVRsWFSkxkid9Rh491hJ+Xhm3EdH/ohr71esOVgmXWWf0Fi0BWgJJphQUWhiBHe11QhfmRhzW0htMVPHEYiCIaWKIJdATJfKcogddCgDf4i15UdttUiaN0i1c2haxgjL/qHLwKjM8riHw7jIIbfLtoSMkJVNUZebGSjRhyXghjezfUhc8HiKwpj0U0jAXJjVl0jayhjzzEfJSajJcb/IiaK49jMojSOIbGpI6uxIzL5YyeV3jY+ny3No9LVI0LKDj6eoz6eHD9eEkBmUkQqEyq22RSGRDNuDDkeXkLeYzQyJCiS4USS10iu3UMuY2tk5DOuZPWZI74R42e5o8ud5E/IJErGh0qypE6SmEuWHDqG4OwFpVAOJVEWpVEeJVL2pKlVpLNd5Cfp4Stm4jjyn01+30+yUFJmpVZuJVd2pVd+JViWJCJuIz+2GjwZJEdOpT2yXhcyoCd+ZE3CJPuEJV3WpV3eJV7mZYMxxkOKJRERJO6hZTh2pAy54gz9oSuhYVUm4lUWo14+JmRGplHG3+A5JcFFH1SqnlSqF1Xy/xN26ZQDimFI7qNklqZpnuZC3iSf5OROtiYXlhrkveWufWJgFSJq3iZuRqZqXgpruqZvWqE5YhkcZpho1mYo5iZyJiddUuY2quKZgCOkraWJdeZJzaZs8qBVNuTkKSd3didSMucmlSVgZpBgRidhTic0tiUJgqb3fWBjxqR3xqd8BiV4dpJ4xuNH9KacbeRgqqUmwqY1kVRqZp5cKtZ8HiiC4uCX9KVzMkbSpSVnSmdLjtoRBqEXYlzuAWWCbiiH7qal6OdvhqjZwKVPaucPciiKzqeHVgqIiqiL1ppSCp6J2l2K1qh31mcyNqjqYOYl+qePemSMkt57epaNFil34v8oVOFnO5bn/kmoH1InZxmnSBopld4mkrbjfQ4kj9LjjxYmfwLnYhLVkBpolZapaV7p8kmhmlJhZk7fZnoplK5WgSaWmdapbq7opLToi+7pX5HoO84oNdqpoNolnuYpK/IpokpTkNLdmNLpoD7qcp5iZa6pRdZfj0boeU6oX17UnCIWpH7qV6LpXWUpHm7pQXYpev7nS10oT9EYbZ6ObYKqrGalqEqkknaVqUIonDpp/iEmA94ZDGZVp8bVrBbrUdYqX+roskBnk2bqk6YngA5TA7anmAJqOhorttJnoQKKniaqt0rFQrLqDlKrsDaqp2YrutretsbboX6ruzpXcP7/lBtaZ3HC6nGmK74mpqQ2p2UiHbPuIa96JHUCX5etIHFm52g6ZL4u7K0NSV+SaiXman9iKqpqqiMq4WySK6sN61sxrMcO6FLCo5aOLJte6q46a6/Ga+cppj9mqC1+LMzSZLnyK6U2paVyKcXmLFsem7h2os/aK4iZK7HGrMeuK7u26bsm7VaA7FX5qZQm7HYSbb4arZ90q9J6K9O6U8P2E8daldQW7b5ukrI2y79GZcCyXpxmVBIGrbVq6NfiK7KS5K3eFZMCLMoKLLS27NYKnNB27NtObdja59xmUt2a7d2ibd5a3N7ybdu2E2pZ199m68XhYNZuFVNeZs3mZ7se/+abpqpCOq3Wth/bQq13IZ990V7kGunkYlrlUq1hWO3VImrrOpnpMlvffpGfkV2C2kPqHqsEiq4Bum4vbm7sFu/sItpeIlrXSlHu1t5QrpUj6VqwQaC0ANqdKQrvAmLkih7wgiYdXq6/9mtHwO5lfWmzVuz1gW7wEejtMi8+TiYnWpPlVagJ9i4n/m4JLm6ahufg8mXhaubZTothauSiBl8BB9Lyui/PFiUgotPvUW8bru3v8K79Hi+rAisUimypkixGEu+Idi40pm2fYV4nfqT+mqvM6hIDB6L8PnCAelrsVHDtyqHorqfMMqj4lknZAvDhCrD5IlxbWigbWtTZJf8wVr7vCoMKBVPwEc5vBEsSDMtwCgbhBoap8MIE+Ravi86i48lmaKIP+zbuQy0u/B4OE4trq57gPx2fEEsx93ogdl4xbGSxFodouMrruB4s5P6by9oUET+m9kpxV8at5ebwc0qseaLv54owGBufq/6x+hJi++YSJOdlIAvyVhIyPEGsPCLy+eqs5wIp8uXZcHpgNxGXEXcQGWMyqGoyo3GyMv2vmwZw9THyezmwH+nxHnPqJB9xNLJyKwdujhqyg+7wLPdwLSduA2FeG+ruAQsa6dIoMA+qHH8JHdexb94xCXPfqq5t04nxfyHxNFNzNXfJNWNzax4v7WaXk6Vy+6z/8jgLqiu/KuamoifbrSLjraoqrjqDGjg7LgvyXjzX6TxrGCwv6T0bbj4j7j6/siD2cTj/8kDbaUGrbf+SlyxbIQg/a0MbdHFBNED/7B5PtOoKM0US847e7KmCcggrs0c/tDvPpS6f7l3WgBbogi50QREkyhGIwjB4gREsCg1gQRdggZHuQiMkdVL3wj+YglInNS/8wzEcwyoAQhQIwipMtVZvNVd3tVd/tVavajm7nQej87f2M+2WIUiLE2BFqujcADpohBf8gxKszD5QwT/QgBfYA0agAw38NWAHtmAPNmETtl0KggYkdmKTwj/kgGInNiRI9SAsygqAtWVf9ld7/yYqYUMc/EMTgAQh/IMfeGIYjvXrlrVZJypap7Xi/TNbv9Nygoow8NYWWAEX4HU89EM3YIE59IM3/IMNaIRfFzZxF7dh12UgaIAOKDVTl0JS68A/bMAq/MMqJDYgoIJTY7Z2a/cxxdEOKHYLfMQ0JDYdoOEw06w9Zy4zIW0r/rBCs3T6PjNrS9xaExM8h+qn1ABGZEFe/7V+90MW0MAVYEQN1EAuWIEu9MNwGzeDF7ddToEGCIJXn4IGbIApJIoUaMASSPV2d/hld3cr9cMHNMEb/EN4dwQ8fAB5S+958y8Hd7JK62oon+znyjfyolx9U7I44/eiUAFGeAFOY8FfY//EKNBAEmBEEgB2gvd3gzf5YNtlFCj3VfuCoqyCikv4VOOABkRBIEhBIxjDXfLeCX6CBpw4RzSBBsyBBpT3DJOXQG4wnHcweyPcRi+yS09ikpVwT9q4P0ezR6VdWGoE72IBR4zCPyADRqwMFSi5gju5owe2XULBPyj2B+xCogCCYqMAlYfAY2vACoB5XQr0EJG5mWsEmb9BNqz5Je9vQKL0siY0Dy+0D9uyDuZgMzszH8e05/zRfIW6p1gBRmwBFnQDotxAMeRDPvR2P9gAozP5ozt5XR4DL+yCL6DCCfxDFEy1KkhCI3B6FPzDCWjAE6DCICR2KRBqio26iX+NBoz/gDyAS3kHsmnbB2qnNp9ycSRdGBhWMp/XkK5fDa83EKH+w5H3AxL8gxYQuKLQQMLvA5Mn+II/e5NH+1ZLwT/oAFdjeg40doRPtYo3Arqnu+mQOkfEQZnrAZqfwGivWGnPO2Ccs70/ozanX2z+MRi2cy/LdMs7b6B7Cg3w9TFQQTLwFsJnQRJcAT30Qy48fKNLPLTT5TEAginwwimEQKIcgyCUAi9Y+5b/A2KfwCo4QmKjQsjXnqmXeft9d6d/QJIFvJtPanrHvZyb7IzXvcUus5J14M4vYL/lOO4mL01nshHRQBZshBX8A7FnRDrsNKNHvNMbd10SQ6eHwKY/Ngow//UwXPukd33Z8/3Zn/iiXNEVTcM/lHjb9zt4vXnEvrjmznni1bk+1/goy6tb7v0C8rJrexjg8z1d0kAVBIM5CANeE3wqdAMyeIENLLzvi4IWGCkpSMESPIEgDEOinMIULEEUMAL1J8owCMITPEEk4KWoc9AnrPvPpnq8h14kx6UGr36cPyXdtzQyJ5XKOvK+3xLq+3vOpxRJEzSeA0Q/gQMJ9vv3r2BChQYXNnT4EGJBhBEpVrQocOJFjRsLcuP4kaNHiu3+SbN3EmVKlStZtmR50GVMmTNpqoRZE2fOmjd19tR5EGjGhQcTEg1q9ChIpUIpMlX6FGpUqVMfHrV6Ff9rVq1buXb1+hVsWLFjyQKlehZtWrVr2bZ1q5CkSZ9z6da1exdvXr04rVZ1StSgWYyC3xbV6LRwYsWLA5d1/BhyZMmTKSdlfBlzZs2bz8bd+xl0aNGjSa/sy/ks4qqoWbe2WBl2bNmzaXt1zVm169ytRd7uWNFz6Zf/hN/lWXzuceQzTyvOOnX3UN/TqTeufR17du1fq1+Ojhpw9X/4uhskHzH48pPK1fMl3r4ne/imLTvHCv1wef2bt/f3/x+7/RL7DjcCNRuvPATRK2k++eaLycEHW4pQwuYGvE8qAwnSUMAOMwQQxBBFJMtDtzjE7MTLeqtuxYfSU49CCW16T0b/5misMSUL7dswxYZS7LHEIC8akcgijaxPyCSVXFKpF3F8Esoo6dLxwokIe+pHJrXE8sguvfxvyzDFHFMgJ6U8E800c0TSPjaXyo9MxsJb7Ms67awtzjcT1K/F6fpsyMziYnxyUBwLbY/KNoH0Ec480eLKuzslnTQyRz9a9MIEzxNvUxcZhO9QGUOt8EYoE33rKvyGtPRRrVCkFNZYwWJ1I0wLm3M6BTkd6VNES01z1AeDFdTNW0/lKEtaoXM1UlmdffZYZaXbs7w/b7MWrl5h/BXNYUHltsZoAxvIsqAGuxIiXPV8TVpWoX333XblnTexQNW8F19SzR1KsK6sU9ch/4CRbZReLsVVC96EZS2Y4YansjffiCUu7dh9w7MYIcAEPnffqJJ1GFkM6VSYZElBVshWVPlcmVe5fI3Y25fPFPdijq3EOOCD2V315FpTbbbkoLvsWSL9NmZNV+qSdghi0mLeFmZwRS2WRx6RsnmwnT0mmOimRFZU6LBH7Jpco1Nua2nf0l6o6dGeXu5t5OIODdKqOc76X7x91Lkprsn26+eRxR48xL8ZorY7bHlzKIN//ihTW7iljnJu4Sr/jOabhdI445tzpnpgng1PF6mj2SIcdQBHX73gbBAaoJp+2p6Y9trtytzm+6It/eyyRWc9InSrTJ34AIE/nlZpMnZD9v/IbX8e+uRAxzvVjjvmd1zTta6od3q/Brv48GMzvPu1yldLcdawbScBgzIIJZR/QJlctMudpp9Q/L+9HnztufcbebkTHqrEV8Dx/e18afHfgTqVqwYOBB9XSUBQJBc1C85semjL4O/6FsCifM9YBhShZMhnNk2dMCH4gEfj/nUUuekvXDCcWrc2iLAE+m57HsQe0EbYQxIh0GgsS5xC/nCQF3Que0B54QXxZT+98K1VNzxcDnX4QSmSzodZFEsVubikziHmi9ET4xghVEMFQjF4AAzgc+SkRTdyp4tx9FAEv1i0xoDmjZWhHRqpEjiofIyLbBRcHgnpR6JdUVVDrFb/Ct1gFIwwRHM2KiSI1kRD/hHwdGpEHghDOElPIlJIoPSYKLH0wNukjRsl2BwkzyXJT/ankhi8pInqmBpNHo8wC4ziKwtZwgSRcimm1I0pq1GzjN3RlbzcznpkKLlZarAxj7ol8HKpS2Vek2S6CeIiuZlCPmgMkhRMJjZpYw8XynKAdsubdbCGvXSu63+BZFbwyFlPZ8kRnxbhxgzmZBWa2BM7zGzmC5/JzhYe9FSlkyYH1zjP/gG0gPmU6H5SqTlxjhOisjHnQC0HOpyt82rjQhknLzXN0Tn0oRktni+7A0ylpA816XNdUBigxJ2oVDtSwp1IDVou1QjyjyZd3TtT/4pT1LFUPC69lDBbszYIymEGM1ClHC4qE6NeZ6OUyyDnyNWvj8pJqEPNiC5Tc9WIAvGXKNyVQ+DRjnYoL36hMmttspo/lHL1biBVqh2p6MFq7rWrc10pWlsqRBZVhBslGRVQ0XU9wbrQiVPaqub0KlKy9jGs5LvYZT/02NRNFLQCmh19TsNGrwrQrOa0K1F5mpS+8DGR8eyiuQp6Os9+NrS5rc5oZ/Ta59DWLLc959Rq29q/jpW1mWSoDg05POGGDalKMyx1YDoQ3q7Jp9UDLu88q9oYFjdJgJSnGXf5XKFFN1eAPQxTkcZeglwXJc11LO9aKNi66iu5ocysWI/JQ//zlgy9alPvkNyLmwJDzmXuyW7usrZd4XoXv5zdj3jjSN4+/he6hBXPdP0EHOdh9FwMTiJ3u8tRzFm4QxRmbnMJiOGg6RbGvoGvQF3LuY/a2LzfzW+QVLxJktLSxQCO8ZBRM+ON6qixV3Lxffe34xL1mJosdm6Q4RXgU3LYN9VFMJUnmScos+6r/uXys6ysmwG/5sAMbNmYCenl/R5Syp1kM5k1rLQzcy/NmXFqQuIy5ze6ebk+jnPIkLg3P9OZbHeW7WG7CZE+HzqLgO7rilH8uULzC9ILI/KmM/PoTI/Q0Di2qDYDPd7uAdfSn54Up1nNGE+r+qwjdRVszffmVgf/9tKyhrXJ6pwrLF/Lw8rbdaw/qNfTIs3Wt65vqof9pTI3VdHByzOK0vzqZuNW19Y7NniSrezJXrtOz0ZatNM1be9UW7HgJl6otW1jZJda2XvrKrPVXSRxc7vR1A32D+Ul4fLGK5oG7Sm5cbjoeNNz3uyut70P3vDOpHuL8/J3We8pa6z5tKnd5jRQrbhwIzkc5FKxNhxDDi2F543WCNP4pn+MWo+D6N64+bVrtNw8YUe83wQ3OaZxjGtSTzrk6sTiy4kUc/4QPGDmlhO6bx4WeEpXwBUn05eDLmKeE11ERj8Q0n2kdDoxnd+hK2zCjy71MVE96IPGOsMTvU1Fvt3R/xB3etoRffaVb/yYR1t70aved42M3DZWA2HKhX5GTBd7hwHnacdjJWmD+93net971g/DrEpDfnWA95fg5Xt5iUwcJKUtaHDD/HmziwntJf/ibuZaX7H5bNae947bGQ13TzV9VpynEuEDa1srRpNqqA7p1WHl+A5ivmq1nbxtZOMzu4XUyfwxYUu97hywj8X0g2dK7D03aLHLG/h643wSF8/44scp9apXvmdZSfq81xihjiS/u7fi+paDn3oY4/pq0kp9td4+7OxPXXxLd7jK+2ql8IwrAX3L9bLt/Kbu7lhud9jP/UYM5UhMoX7ramps7obEwUgsxWhP3/KNaeQu9/9wrfNQ7fMCDvpA71IsZAA5kOME0E6ML42QT/dYjwIzsI44sAHdjwDnb/VI7jU+cAhxUKI0r25QcPe2D7kq0Nh8z/wKD0OOMAZPL/vaCbycIwKJzJp2sAeHcLt+cAN9sAA7sAipsJaQMI6UsP5y8JJwRdRqacH0rJ+cEAaR6Ao1zQEJMPrQpguHTO3AEPjEsAIxsAzHEAhp8P4Sr/zwasJEsMNIEFBMkAhpEPESzg+B8A8rbwqfj7G4y/woBfz0DxJlDt6qbhAfq6cULwiPqwWFT2ROMA3JLv/2L2Cmb612EQCxDw6FRw4tCgMPypYAJ8lCrPc0cYB2bgo36xSlLxX/6W56lo8Tjaft+o8XHWjNfLGkcnEF+WqhxC8ZvXHSmDH76kP/3g3o+u4LqRFMek1tZm5xthHnQE7IvMoZPUcdHw/zVtEd+4MNA9K6LDHwcg486u4bZVAf8W0dVXEC/xEgBTIg3RClGs4cz9EKZS8c+VEiFQ4ir0Pr9Ewe1WffuLFdXLCz+FDX8krgGJIjHdIfP9IauwYXR+r/tHFBcO8SA1G5TgkhwyT94q0if1EmD+gaW6omJaL6BuT66hEBEaf8XgULtyQoO7IotSMkUWQkY6oknVJZUHKUplJLqvLgNovertIoOxL5KBItj8QG0yUgW64tQVItcZAt55LvIDAa/x1uBokSMqIBMGcBD+5AEZoBMA9zGf7BEqIBGg5CER7zMQ2zGRQBD/CAEw4TMzNTMzeTMwFTO77AFUIzNIfgH9BANEPzCw4CCNpAGWBBDI7CNM+gB2aTNmvTNm8TN2lTl5bSQ5ISHEfQ9kpQJwvyJHXuJ6mSJ3XL+2QDMxNBA55TA0iAGTBTBg4iGprhIKDzOZvBFkBAOxWhM8NTPDGz+QLrFQpiDf6BHQqiDf4hCNaBINDgIFzhHgRCHXITP/OzNv2HGk7gOefggdphB56TCeBBIDbhA0ZgEwQCH1pAD6DSzm5SbZoSDZ9y7MRRKlUS9ZJTOTWEOQ/zAzRAEWyBBP804B8O0zmfkzETgUUTgQgOohks4QPwoBJc4B9AYDxztDMPiHNgoR/CQTRJ0zRdgRwEYgz+wUf5oQ2ioR/0wQeAgCDKQT+nNDe1BxueswlGQAPmICH88wS09AT6QRs04A3eQAO2oR864R9i50KTSkJPiUJp0UI3LOo0FCg5dKKGkgkl4zAbUwNm4R/gQAMQ4URtQQNC1ERP9DCr8w7+YRmw8x8S4R84QFF11FI9EzZC7CBuoR9gATfJQCDKYDbrMxZ6AEr7AQ1+IBbIIBb6QUqpFFZ18zvoQAPyQHae0x0IAhQ04AT24R9G4B9+oRPOdEw7oR9IAAYkMR4pEdjosUL/v9I4xZJJyPLW+nJPJwMwieBQEeEDPkAZrpMFNMASnrNSo2EWntMWMjMGgOJS27X5Sgca+oEcmgEWSHM2xUAglMEHZlMg1mA29aEfXOEfZrNVXzVWYVV7mEADMkEg/JNNBcIPNKAQBEIPNOARhnUbivUTNGAa6vJ47vIA8U5avQhP7XE2AFMZtLMOABMPNAAO/oFcMdMJNIAIMvMQ0LVd3TUt2bUgvoBgB2IehuAHBAINRrVTabNgDzZWtYcQeDUUOiFEQYEgmmBhBeIRtlQb/uENqFYbTqAF4KEP/qEQeNNj8wRkeS+UotVOES+79o9avS3OaOM6S9QS9uA58eBc/z9gFgxVA2zBMKMhZcUVM8dVcHP2Unn0ZsAgDIagDOpTGe6VDVwBYJuhB/r1XwMWaV1VaRH2O+DBP7WzYweCahe0HzDhH7i0E07gBDqBFTSAFai2DyQW6toUOGsv7oZz89Rvba0m/rbwVkoWtKxVbivhH1jAMaOzZbUTZ6PhDng1GqzTEmCWeK3TcHN0fBxsNpWhH+6zNluVHXqgPj31VNUgcw12c/PTf/CBGkLhG0IUTQcidie2H+K3IFogTDWADvqhBVRgdt3U//73dgPwDROQnv7ihjbHQ5fxr2wRI0kx1Cyr9A4EePP0CQFGbqP3AzhBGV6WBTjBDj7YDp7TDv++tRk8QAMS4TA5AWaJwBJa+FurdzyvN7hUFQ3AwAwAVhn+IRbSwIbrEztb9R7Q4Bn6gR+AoHzPd0rJqhoOVSBCwRr6YWNboGE1IBQIQho0ABTwQQP6oB92IEx9DRuVhmxNJE4vcYAZ2GsKrRMxtOCKkH82kY1d7k7YzbieUYL30mTnzYJPthk+FzoXEzNVFDARQQM84G+ZF2a/E4ZjOC0N4lQHQh9Ikx8IImj/QQjmgSAEFiiSFonR9zs+oQX8IHY1YEFZAWbhAR8+4B9aoAWYmCBgwAQa9gR+YUv715YnMTgrEXeXUI4NOHRqJmS8RpiTTBaj0i/DzZ0uLR1d8vj/kHAo5fY6EwEOiOAO0jUz9+AQDrMS9gCQAZMT9gCcw5kWFlk8s8MH1EAZyIEcYkEIDsIM0hkaXCEIgCIIYGEclMEMjmIMYIF8Oxk/rVRLNaADMEEgskEDYrkfuOFzT+AbCGKJjbUfsCFEU6AdyvZvzpZNzlgc2xYRq9EI4ZjQkJEFi9kj6UyQIlgk8dhkSY/48JIyKKKtCqKB4MFAIWKMLZpMMPqNKzIYjRATKyMTP0ek8RER+3DVjFoUjVkrVdoe09ilMxUer4xZaa4rK1SjF4+ouy8WIVikuRqCFyVwspqnjzMhfXofmxkHVbCln7pSotrM3nSYnFVOr/oOqzAM/zVVHznxFpGkHReYBS9wFI86Z1jSd3+XqcuSpUuarR8jKyMFrpuqjIkTE7+xq08rsS9bGG9s+7iEdxVPCAOb1/SyIaUx10B7scuiscFqqucxJwV4rAuwd5cNr0xrBhfoFfk6qY/Z2dBvgiUqJk8bMnDa73SamLWv/m4b/r5a9HIb9ugPt1lSt73kLfmPDX8buB1DuPuOuMHy9yh7Q/wGgcEogcFRe36KrKe1tymYqK57MlKbTraSM2puu0UJbc/uvEn2sFXvLNnbK0/GNwk4rgG4F/t7tDUy9AB8kBqPt/M7jxWbv+W0Z/4bjeH0sQtivp8OjH1yZJXkbflSBx8cu//dOuNWmyTleidphbsNZnfRm8FZzVp7GcR5Obsd7sJJW8FF+yVtfP1iPABn/OBq3CALRFo5GrpRcbQ93Lp5XLIjXFmbNZfZhiBztzgPcsiP28Axq8WdWclN8pB0UYwr/L2ifMtnsqxFLY5nL8vTesyf1b+9HCezUZfX/B1Rpp0GbsSPvC7lHMLbHEJx2XYHXM+zwxjzsavvGM/VMtCX3MeVbb4Tva3tPK9SPKjSHPkcXcYXndHF3NJf+vDwetuMPMctetP11GEk/JFInCtNfNSBmvgusLBNJL3hdtXrG8cjVMDfHNBnndVHUeBeHdYpvR91/cprPb3A3MBUXdiDe8H/D90qk32N3aXJqRrVB3KXnb3HkRPYIc/aJR3TPajRt53Wl5XZJRLcu73hvh3cfV1AOlzLrT29OOTZv7vPswy+tyzdlZ3Y4dLcy73sGjFkydF/4ZzCW/veGXvZQ71s+X3rOA4WdwwYi/wgjZ0/Irvg93wsY71at13Id/1a5bDOC50Lp30z5FvTK/7SsX3cBVLh7XBsYNyue26oh91D9OEe6lM/0L3gpxvgEdvk2drlLx0YcVvdiXiSG0IcwiEcir47cP7e6bg3Mf6kel7qDV73kD4cagEawoEc5oHra/4euH4erN7qlf4h9EEdzt7rvX4g2OHsG4Lm74Hkq33qfyzc/w075c0d759ssa1+EZxB7P8e8AFfHMRhIMhh8NkB8dUh8K1+8MV+8Nf+7K3+H8bh7M++HAb/6JEe8dnhFzRBTefe4r163aE+70s/wfHS6g2hFWQBFwAfHK7hGhZf7MFe9mvf9WEf8B019q0e9ndf7DvB80Hf4j892hnF9I8fKPce6SeBEla/961eFlqhFcDB9qu/9q8BGICB+sMh+qf/75nf+8MBGKQ//Hsf+D9f+KW8s7kdELMd+d9/4Z86Aub/Aaxi/iOg/v/h/vef//vf/wEigsCBAx/8+1fwIEGBBhEKPKiQIcSGECtavIgxo8aNHDt6/AgypMiRJEuavNivHyvElAdTunwJM6bMmTRr2vxnUybOnDx7+vwJNKjQoUSLGj2KNKnSpUybEg0IACH5BAEPAD8ALOUBdQEWABMAhQAAAAsLCxISEhsbGyUlJiwtLjIzMz09PUREREdJSkpKS1JSUltbXF1fYGNjZGpqam5wc3N1dnN2eXt7e3t9gH2Ag4SEhJOTk5ycnKKioqOmqqaqrqusrKuvs66xtra6v7q6urm9wr/Bw8TExMLGy87OzsnN0s/U2dLS0tLW3NTY3tvb29nd49zh5uHh4eDl6uTo7uzs7Obq8Orv9evw9vPz8/7+/gAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAbrQJtwKGQAHqOfcskkDlEB2wDDrP6cwtHClnHQrEuszWWwoRQe0u/1qopriFUtMBg0DoFP63t11mIMFzYAHDEAKCgAAwUzfUMYAQARDjYGGYM1gysGIY5CAjYjdGIrNggaNEQ1B6UjADFOsDYMHTOqFgiwshY2EzYHQgghqUQrD5RDCjbKwDYEKsREJQggycu/NhgKbVg1FwclQr6+4AYaMp5DKxMA4UM1LgoULF9iNisMfTUAAPsmjemIgACwwAECBAn4nQhjDwWDBhIibOgAocIeJfbuYeDwIwUMGClYAAw4xMUPEUxo8FESBAAh+QQBDgB/ACzpAeIAxAABAYYAAAALCwsREhIbGxsfHyAkJCQtLi4sLzQvMTczMzMyNTo1OD49PT03O0A7PUI9QDs9QUU/Q0hDQ0RCREpFSE1KSkpLTVJOUFVPU1hRU1ZSVFlVWF1ZWl1bXWJeYGVhY2ViZGlmaGxoam5rbXFucHRwc3ZzdXl2eHx5enwme716fIBtpS5yqjUqgMF+gISBgoWDhYiGiYyJi46LjZGOkJORkpWUlpmWmJuam52dnqCWp4SfoKOhoqSlpqmmqKqqqqqtrrCusbaxsbK1tri2uLu7vL2Tvt6Tv+C3u8C9vsC305i41Jmrxt6+wMK/w8i70ejAwMHExsjGyMrLzc7JzdDN0NLP1NnR0tTS1dnV2dza29zA1erX3ODZ3eHd4OPe4+jS4vDe6fTl5ubh5erl6u7r6+zm7PHp7vPr8Pbs8vjz9PT29vj3+Pj8/f0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAH/4BtgoJqV2JsiIlsV4qNjo+QjVpqkZWWl5iSaJmcnZxam55sg4JiP1BpqappP6uur7CxrkJjsra3uLmuQ7W6vmRawcLDxMXGWlNYx8vBpG2mqK+tvtSqtNXY2a+82rZkZc7h4uOCZaPk6KTQsNPduFhn7vK+WGbzr9/p+s5q+/rr0u4JHEhQXj5/CBOOA+iqXcGHECOuOqiwokKGqxxCrCdxIMeCFC2G6ydS3Sl2HdNcSzmPG0hwJcOZi1nqZMCOK1m6c0kwJM02M2liVKXxITyd8j72hPmTUNOhqYoinUoVH1NSf7Jq3dr0n82GVcOKVeVT0Nazf8T9ubovK7k/P//+oOyYdSy1ugXdhkPL1ZlWs/7O7sULlq5cu7oID9Trly/jQX/b/DmnL+1js4qJpsyMWBbneZcxOx6cVvIowY77Qv4sleDnzq9euwstOTVpwGhrpy69+nBh2MAf0t59u3du3ap7zw3OXOBw2415Ixc8PbTW5RFlM9eu7fno6LhLo+ZLGjtE7sDRY/NOPjrx3Zev35SovnP9u9KNH3fvti/8/PL9lp1vzblyny+0lZTfarqlE2BGBUY424Jd8VcZaxJmuB6FFWLFYXnzDaihKgcm9qFFJyL0oGaGjZhKibkkKJKMKmLYoosw4kJjRTu2ZSN9BGaY4y09JpRiYD+6qCT/LOzt1yGIAi4p5YsUEkdacigmeV6QEg5pS5PU8VckOitGtRmXEXrpWZXQNYYZZHDWiGZri6FZoJqxgInlm7VV99eflkVnnnB2Nocnk2x+J6afufUnaIhTSqlnZIvqZZujHs4Z6aaTPucmo5YFmumgeRW6nandJdrep+KF6iqgkj0aJaFKHhqbqk4y2Gd//8U6KqS04ohqNp2y+aal41H666yl1jrshh0e6aOmm0455pMOalntiNdi+5a2zQpLaLRNlcnKmc6OW2G345hLp3PP2hcvftFKmy21QKZbKrk/ubutpPZ6+y2+/3IbsMBqgevavHbZauDBlZWrcJ36Lvzf/8UYW6kcsOEaXDE1skJ4o8fiYhMyiwWnPNXJZqrsMkssnzuyhg7P7EvM795Tc74lV4Mzuj3TzLAqP9vc5dBi5Vj0y0xDtHTTUAv09JYfC4l0GlMHS/LWIC8rMs9cW51N1h0LXbUuZEettsleo7z222xvzOzCZ6d5ddoUBy123KKRSrfeR4/ddstgmw14LnjDrXgsiS/uONGDy1z43mGjHXnOoF1d1c4i8q2b33lXbrfgcn/dueh33n3546zL0njrir8uD+dUH46L7BPWnTrpfXP8N+qGql6627UDfyrvn/sOu+O4Lx9186nqHjzy/ho9uu23QE+s5lTRrnXXwxN+uv/hxru+uvPLa4++y+pX433ZlIPf+9yhk2//zedPHjj2trSPn/TH81z11sc6/xFwWwY0EQCDo7T8jS9+ELRc+CT3wP2Vj3EOLN79LCi/5NHvgM/LIAjflsAYcW8q7/tdBwdYwetdEBYl1NEJkZLC+uFvgpib3Qx1UkN4UW9iI2xaDIPooiF+aYcs6aHOhDc/02kwgi5cIRCXuMD0MNGDTvweFHcnwCkSUWVG/KKEwpgnJALtha8gI6KqCJsG4vCMG4ziDZtIPC1ycIvZE6EYmabGPQanjw9jo7x+SLAn3vGQiNOjCvEYQJ8p0oaI5KIj3+jHEFKykkJ8pA/5x8ArstD/kHKMZB4v2UJJxvF2mqQiJ61ISNBhEoGpfGWkALkKJWZOkK6gJYnMaD1TzhGLdYSfKBspxULaMZTIRCUpZZkyXTKTKs5Mgy11iMtVRHOauVslDGNJTW0OsovGFGYypwdOVz5TStE8J8y4mU00IsaNdBQfLNCgAQDUIHrefKcnpxiFALSBAE3YXjXHAs9nxMWVaEBCBtrAAxSgYUMDTdoVoULBV6ABCwdowxUyEIQopGEMvVBnZ5xB0Zx9QQKTCMAABtABBgSACF54qEjHQtKvZHEVY/BCBmrQBgD8oAwAuMIVADAAA8RjTRENS0FLKgsbBAAAJPhAGxLAg572AwBa/0hAEo6Y1M1N1KbBTMMZBNAGKKhUHFpogwR6INM15rNhX43G3MbAgLRCAQBsgQkHgHBUt7oTrshjKizIoAIJgAMmL2gDCtrAAEFIIAltjQUaJkvZylr2spjNrGY3y9nOevazoK1sYMEqT1WcoQofkOogKtAG1ja2DQWQghdmS9va2va2uM2tbnfL29769rfADS5tOyhYWJjBCRIowmpby9g24IABQoCCdKdL3SI0gbrYza52t8vd7nrXut4Nr3jH213wQqEKxCVtRV0xhhgwYAqCWOxi32sAFPxACPjNr37vq9/++ve/AA6wgAfM3wEb+MAIDnCBqzBZCdZErjc1rf8VTgAA+A5CDWKoAAd4kLEOe/jDIA6xiLfS3wWngbLKfLA5z0AFEACAEAAAgBrsCYQR2/jGOM7xbkqcXwanAsXmG0RxZWGGKAAgAx+QgJJjjAMdO/nJUPZwgBmM4gZjUMjqzeEXYGACE5TABzzgwIajTOYym/kPU7bsiSNrTZNAOKyuQIMXsEBnMmThBzyo8Zn3zOcR8xi/VBatlXPpZnOqQrReKAJfpqAFMWABCmeZwhUg/QdJC1Wofc60k/8shCqc4bJrTmOhlWcLL0DBv2IgRRmycl8LXyErJNGPpmcNYk57+gyfFjSbG/Pm0ubC1P21MDKqMAU0/2AIg3h1abT/cGlaOzvEtjYDrnNdZUIvUxfA1i84xPBfMiRbL4p+trg/PGUymEHa1BbtLtFiaFiYmjpi0EIXXo3fK7RBDVr4g7IFEQxlj/vf8Cm3udEt6Frypd2vyHZ+ZSIE5ZYVC/q+zKoBTnG+2HoMZDA3rnW97rMg3BUKx28pppDqspYBw1AQwx+6oGgoFKEIWBBEsStO86zY+gsY13i6T9zxrXx8FSEXglmEMIS0VOEPsS4Hdfxdc4rb2gsgzfi0q00ldpNaFkFPtRr+kO82FEEMXRCDGNDwBzRcIQpnT0Jay9p0mtu6C1CX+sbVLc2DXz0WXkCzfpPgDC30F+Kvtrc62u52/wBXAe44lzvHHfPzHwe94Voogxhmrl8oZAHSRTCE5KlA+ML/twpZ6ELidV7lyTL+7hZ9PIALnODWu17Andd7fhccei8knuANpuzpPyjZd8f+91Leb4+xEPrbz/2hurc77+fpe+A7/z+2Jj7cc378yu4+wraQM6Wfz33H2Br008c47q2vfOzLQvvdTz9aplwFLCBe/NU3ffnhfP7mq1/97Jd+4qdu2evTv/dSMF5FkATkVYAGGF4DeIAKuIDTlYDnRQX6B3/pJn9Wt3yp12hil4EauIEc2IEe+IEgGIIiKIJVUAUjeIIo6IFVAIHFJ4GX5X++dgtyZi9JhzA/UYPtAv8xT7IGg7CCEUh6/Td/MZh9XqBy94cx5FAFTMdnSciCoueCQViB5td7RniEvWKDXbGCV9CCQEh+Uvh/zFeFVghiSjhrTbiFT9iFyfeFQ1h/YjiGioKFNOGDXDh+a+hxqBdnRQiHIVaGmuYMPCgIdJiGdkiBeGiBeviGfBgmclgRgdgGg2h8E0h2QrheuCBnb3gELbCJnLiJKWAEaCFntXVjTfABe+aHaKEFUEAGW6EGUyAFW4cWZQAFURCLa3EFtlgGbEEKWliH8UeJbGiJMliEzqCJndiJRhAONnAAzMiMGUMOP3AAa5BjCqEGHoAAC3AAHMZ1FIAACuAAVOAMRbD/AA4wAQ5gb1OwABowAUZIAUI3Dr1IiL8Ig8JIhCU3CMZ4jJuYjM6wjGrwj7Z4heIQjdNYZpAoeKRwAwvQBW1gAwigciCQAScHAhbgDBewWG3gASLQBiYAA38AAjWAZhPwIfEoiS9YiTmUiMWoj57Ij6SwjGcRAkmgAiOgBiqQARCwAVGgbyEAEyNQdGpgAhPQASMgjdSYECIwAoSgADxABgegZ8WGkG1AATAgCCoQAn/gATvwBy7wAn9wAT5AklSAhiYZhYc4hWG4kiz5iX2xjMLQDwegAChgA2pAA0kQBR1QkVFwACWnAE12AhBAdBtglAZZhs5gAhUpCBQwA1Vw/wCvBhQHgGyDsAMIUANQ0ABE8AcnoAJ/0AE4UAQTsAZdUIuD8IglCYVeeJZgmHr3KAj5eIyfqIzNeABQ0AYHgAPh8AMI0AZ72ZdNpgBbCReEeWMKAQUH0AEw0AEHIAPGuXZqcAA9QApdEAEWcAAbAA5ZAAEQYAFlsAE8IAQL0AETcAaCYJpj6YuTSI8puQqYqJb6GJv9eABccQA5MAgu4AALAAEZ1ZuC4JdeQJusNpxRdpDiMAUxAANDwJRX4JjlcAAOd28OwFNXoAGJ2QZj8AdQ4ABq0AE70AYa8APhcJpqaIg+l4fsSYyk8JrHCIqRAZNYUZ9t4AMOumr7eQAM2f8GfvmcekaQR2kRCzoFZaCNgpAEB7B2bSAFRSoIRcCXvOEBTUYByiUCNhCi5ymP6YmS2NCeKcqS+9iWGfWigoADNloGJpBRjYkDajAEt/kHHHABWuAFRVmQZWaYpHAFDHYFGNABWVECE3AFWqABHNAGXmACYrecanAGJrAAWydzGvqRM6AGE/COvFilZZmaJYqIJ9qabaCinMiWkXEDXwoZVfUMFBCXRdkGbKABzDgCE5ADfyAGE2Cq8tmj/pAECvAHB/ABMFEGynkAGZBqRAppP+AAzDgBTUAKIhCSlQYBCgAC4iCihQiMqtmGVOgPARkwmvoMODhxe0agI+EFsaj/aqt2YX8hdimSdOZJlqh5h5eKlqxJq404MOwSr+XZg5S6riT6SbmAiYv4YajYZ2eInicZjOt5aHvYr6tCrxYBrfOIpdXArwibMf/KhPB4ryMqre26mokYsbmisAnBsFdKsFl6sBz7HxPbraSQrgJrlhlLrWFYsnsyCGOgiGcGiPaqrherniOLgSnYsz77sz5rp0A7tB8IsgM7rfVYf/kGs1lRtEenaUVrsdGqsw+bdx57tQmDtc8qtQ0rslVLswibhEuIsluLs1PrsNQAsUyrtfugslZ6tC2btFTItPBxsjWbsje7spaqr5dIsjDLth/LtSGLtAXreGBLt1lht2YW/7Bvy7J8O4yHu4iAixBG67he9K5bsQQssLmcy7lKEIp592Fl8ANsgBZAcKFnprh8oQZRAAXcehaJ9rS3mIu7mLeNu7eXq5KkoLmdy7kr8LlnAZNtsheOiaFx8aprCmI9sH3zKg5XAAEOYAEK8KCEUJTMWpXpuI7tKKn1KohOWKns+rj26Ay827ss8LtoIbxxGA5LGwNYmRVdIJDhoAE2gDETSw4i4KwcWaGCIAPnmBXg0JEfGZJCMJI2670/eLZem7YoOgjla75LkL6zqhVqAAMWYAEhCRR86gE1cAI8WQYzQAEOEAJoGgI7WQM28AIWoAFFUAMaQAFVZZM4qZNloP8CCmABIJAEGOoBEwACWXAx5AACStmQ/MsGDYCbpKCVXOmVYCmWCdy1hDuymvrAvRvBLRqqglACFnBqByB0ITABQyAEFjABZcWXQqABF7C8z+nFDpADRWABCCADRfABB/CPNPAHeGkBatADCiACPRAMB1ADU0CRaPGv6DAECOCREzCqpdDFOzADDreZnfmZoTmaOAiJggu34uuG5Gu+nGvFerGMpPCcRCAIGxADaHAAPiAINUDGxplqJBAChNDFbRACJNC/ZNwGRHAAY0AKuikIDVC/fzADGZAWRHoG8IEOZXAB1UkBrUkFB7AAI0ACB+ACbZCd29md3xme40mlTzz/uHFbuCfWwIJAxZ0LvLwhyoOgBbO5nOxcm23QymWcan+AlfdGy7acFfLcBk3Ay21wn/kpn20QzFlRprN5rfc7DhawWFrQAQ6ABoOQBQdgYTlQx4JwoRm6oR36od6st+Gbu5nayZ6MvoxRv6pGm6OMAKMqz68sGfa8xrVMAmmxz/08BjJaBGXQZMAszDDAAToYDmKA0m2AUVEwCEEKovzMpIPgpH8ApW0gpd2Lyd+sySBtsFPsyeeLzoOwjFTQ1VSgBoCaal6QViTgADzAAxTgynzZBicwAY0G07bMyrlc02LaBWQ6qxMwApG3pD+wBmogBYU8tsqiBgpQAmegBjPA/5eDqnIjQAFYQAYgkMuMunUg8KiRGtV0aHv4irGbXK27i9UssAThAKqz2X7VGZdCpwYvoAEk0Nhl3MtQkI0mANclINeC0M9kIAalqgCn6lzMyGGJzYwXAMTjUAT6eQAOAARtEKyvqqoHQAFVgKzKOgXMqr/OUIJYwAWaTQb8h7vhBLneUgZdgINRJQ6XnA4qxw+tGHl8kdBv0Zq2CBTpjQ7njd3hx91QHM5SPGL+wAM2AAQw0MUeNrlyWIK1l3MKHMVfq2PkAAUkwAE/SXGqS2ZJKH1xF62cXdWGy+AEzogEfsCQSHzbjeFUy8CRS7cTPqB4K4gHjpprluHfbY+I+//h+gB+cYff1PbiJU4Nfou4Z5HiUJaE76eGobbjvtDjHEsOM2uG8Dh9GYfhdbfAPM6zRFvlVh60JnjlVl4FUCd+48dzVafg1UAGudUFZh4MWZAFRdB+QlWCJejVVDAFXT0FdF7ndn7neJ7ner7nUyAEUsDngB7ogk7ncw7nf+DmV1AELJgFUUfkbWXkaWtZ02YGZABSX/AD7pfmdIYFdurmnv7poB7qoj7qpM4DUUDqqJ7qqj7qV7Dpd3Z4261zk9hznZ19yEdZuHZulT4GUgB3Zt4FaR7sWbDpxF7sxn7syJ7syN4E7afszv7s0F7swp7mZh4FWYBzCN7dt07rGh7/Z5eV65S+62PwBbT16+Z+7uie7uq+7uze7u7+7vDu7rSF7QgO5dwe4/t667h+BrqecSA17l9A7sI18ARf8AYfXAFP7xkn62o2aFEu5tqQe5U1baeVc+L+7/9O7xi/8Rzf8R7/8Rs/BV0A8iRf8ib/71vB8WRABV8g6xMYagYn5RH/4vt+BkLgBeG+8DqfcRQXv5kG8lux82QgBF1A8bPOZg+v3/Ig8ZL+B16Q6/ze70I/9VRf9VZ/9Vlx9Vq/9Vy/85QubWYwBEWPa2XX8EgP6dlgZZd1BThu9FF/bnAf93I/93Rf93Yv91lx93q/93xP91pB8a82iTLl8PfeeJ7B//Tf7vaKv/iM3/iO//iQH/mSH/llD2pAdisyPyGHEVqc3/me//mgH/qDT/gxD/FLdBj6ZgbPp/qxR4FqT/oPk/mZUxc+3meVpWijD/uxb/p1EiC1D2VqthWXTyRoGxGC3XbH72yb9QdMUCJoXyq/H2WX9QTmckS7obEy5CXU7/wluv2HYQZhEP7hfxhbkBVgMP5ZsQWegf6ZUf5IayDiP/5hPv9lhBcYoxlxayKZwR2VmPT2Dwh/gn9paYOEhoeChYqKhY+JjYuQkpCWj5WRiJmUg4ySjY8/mqGfoKeoqYemqqCsrZOksKWrlpm1qJiesqk6s7/AwcLDxMXGx77Hyg7LzM3Oz4oP0NPU1dazgQAh+QQBDwB/ACz4AeIAyAABAYYAAAALCwsREhIaGxsfHyAlJSYnKS4sLS4rLjQvMTcvMjgzMzQxNDo2OD49PT03O0A6PUI9QDs9QUZDQ0RCREpFSENFSE1JSktKTFJOUFVPU1hRU1ZSVFlWWF1YWl5bXWFeYGVhY2ViZGlmaGxoam5rbXFucHRwcnZzdXl2eHx5enx7fYBzqzYqgMF+gISAgYSDhYmGiYyJio6LjZGOkJORkpWUlpmWmJuam52dnqCWp4SeoKOho6WlpqmlqqGmqKqqqqqsrrGusbaxsbK1tri2uLu6u7yUv9+Tv+C3u8C9vsC41Jq+wMO/w8jF27rAwMHExsjGyMrLzc7JzdDN0NLP1NnR0tTR1dnV2dza29zA1erX3ODZ3eHd4OPe4+jl5ubh5erl6u7r6+zm7PHp7vPr8Pbs8vjz8/T29vj2+Pn8/f0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAH/4BpgoOEhYRWhomDWWeKjo+QkY9ZZZKWl5iClJmcg2afoKGioUCjpqBDYKerrK2urESqr7OfYVm3uLm6u7xZUle9wcLDtKTFqcXJyquxy61hYmrS09TV1tdiadfb3N3Uy6W0V2TO5ctXY+an0N7t1Wfu8e3g6vX2967s8vv8/Wr0+AIKtKfPn8GD1gDOQjdwIEOBBRFOgydRnsJXyBoGbAYxWsVp2T66u+gqo8Z7HANGrBhSpDeSrcadxPdQpUeRFF12gzmzZ8+V0v4IHUpUp0SePpMOBKqGqNM/1/7cjCeUWtV9SE8JVWpuq8Cr1Z4WDXsVqjunTcGOVBZulleuy//e4lM7TexQa3ebajubNii1vXjNZjUlF26xwvboBrVr1mpZbWgZS47sdPAoxIZfYVanOK3dwGahPvU8WTLpza3aZl7dtbHjz2RdM15MOW9VxpZZ62bV2XTs16NP3x47XGzuUKh3i0rurPfs3037nhZevKxo4n+Og2Ku/BN3Zc5hA59dGm1f3GwPZ+/e6nuy8GKj1g5d3vZ14dq9r2e/yr16na455tlH+fGnW2dGTUdgegY2eFmACdYFIUIF+nfgfnNNeJCGEVaIoYPbfZgYh/4gmKCHID44kIklkqgTiikiJ2I9LPbj4osMxtggfMFF2E+BOibFo3mxjdViPDAGaaH/WxP6VmReR66VjGquLLmalVU2+RxZi9Xl5Vk3SpOkjli2p6V4Ap732V3V1TjNmDGWyduZ8YHGZmlqGvlSjkGyN6SeEhZlXXzDdSllMVT2udufUKYpIW2jFSrdPHxmqaic/dHZY5r0DRjpfZPuOaV6l87ImaZEcnpfecIhWamZpa6IKqCGSvqpfY3u9OqcsX4Vpjy/Ljiqon4G6+NBQBKrkZvHHrVrpr0GxCywzVYDZ4qYamVsO9NWdC2I2RK2rTfdOjssk9FmCGC13zyrLFzlsouVu+8qFa+8rp6rmak78lvOvd2Miyy9KvYZ7oP1Jazwwk996+DBPUHcUKK8Guwv/38SD0RxvRy/u3HHIAf5sbjpxnnxbiMXrOTJ3WUsUMrLsaycyw3RjA/MMpaMrcyr4Rzyz+z5DPTQrAlths2+6myg0UhLy/OFOjL9NGtNZxg1qRYrzZ/RRHetFNdeh32S1Fr3ezUtVd+T9ohno5v12ymSDTeZU8MFtth4B3R33nyrI/fKZXf3N92BKze4yYWjjDXgczu4d9+QExz55H4vTnjjDR6+c+K6aQ5u3ZmtXY7nD4NumOjOPE756quozvrrxqBtOryzc4W6w2ZjvrTliOu+Ne+b+x407MSb43rxrJOeO+NxA/8550U7Xzr0PUu//OXNI689LcdvH7nyBt7+b//tPYGPMflCoj+29eGrH7H7E7N/PvWZde993/bfn7f5xdJvGP8tg99JxKcvSwmvfW3bl/+uJMCX6e+Bo8gfBL0GwJk1sGYXvJn8+ndAw20wgAvkSgUXlcGkxUiCEyQaClMItBFCrYOKk10IT1dCe7iQajW02gk/aMEZJmWFLAwZEIPYsRsy0Ic+MWLocqg2JhqPhyREYvmg+ELmgWiIRKwXFrOoLCXSUIoz8SLtwLg+GcIQhDs0oxV7lz0uam+LbuyTGG3nRBrVMXVUxCEZNTJHe92xNQk04BqD18Y4Eg+Ohkyj2wb5PEUq8Iw9dKQgsUdJx+XxiJCsXiIPuUlOqrH/koS84ijKwAEA1EBloGxkIT8BhQCogQBMiNkeZ0JARImiDEnYgBp4oIIy5CyTVRRlKMpwBQSowQobEAIUzAAGWXSyhaPwwgQYEYABDOADDghAEbrgy2eCjEpg6MIGaqAGAABBDACwghUAMIADkCOV03OkDQIAABOEQA0L4EE54QGALCxACYyMZxvJIAA1PKGa18iCGibQg26Gko3CZKYDFPoEAExFDR7xQBDeOYsyePSjIA2pSEdK0pBa4Q8lTalKV8rSkAqlpSH9GijCsIIJRMMjL1CDCtTgAGlMoAhc6IJQh0rUohr1qEhNqlKXytSmOvWpUD3qFD9BBiqE4J7T/7iAGrTaUzUUIApReIJYx0rWspr1rGhNq1rXyta2uvWtcDUrFab6iTE0YQJGyOpWeaoGHFzgpEMIrGAHS9jCGvawiE1sYIGg2MY69rGKZSxkC0sFj5YRFGCIgQOkII2d7nSzC+gBFp7AsNKa9rSoTe1kBTvXj8YvFGSoQgoAwNmJfOECKAgqaVPL2976lrerDWxlP+FavY2CDFMQAQCkcQYAAKC5USBDF3b72+pa97piCe4QKutay2pwFGOAAgA2EIIJTMACzq2CGaaL3fa697fa5W53HVqPjXkBBihAwQl+EAQTuICb7H2vgAe8sPiK1Azere8pytCFKzg4DGG4Av8TwrBe6hJFCln4whVIOwV1etgKRviDFD58UgKbuLTxJcOBE/zEBRe3DMiYbmG/QA0x/CEn0zgpjqlz4h4zJsVkUDFIEUxfPNIixk8gbG19QQUp/OHDXJCGk6WRBQ/7+Mqlie8Ygizk7ipYHOSQ8WCj8QXEKvQMVwkxltcsmfiGYQxb7vKQW5wMMQtWGl/IAhdKPJYSU7nKbA60U9z85jgPuciSM4WdA2sNGw/FCrSphqMFHej4ggHChp4vnV/BkEUPQShfkAKNDToUeGRhKE8wghGuIGVKVzq4VPDCpd8c5ENvuiSq8LQ0rDAEIrRaxNJQs3n47Oorx7cLzYQwl73/PLpj5DrJg6XxGZ6gUDWoGR6ThoIVoKCEalu42D2Ob1Bnvew5G3khYYa2YAN06j884ddPrsYXwL1mcXdB1sqWM5HPTQsGq1uwRsiCGEKNaixggShGsMIXBj4Fetcb1ljgAr5p3WUiI/oVYPO3djfO8Y57/OOOpULE733pTPuyuAWMyRj87fCWKyy+V4g4vk1u8QKlguUuz/lkYD5ycssZ5bY8MhhwrvOiPyW+Ih93yWsd00SDYhxEN7rU/4D0KwR15kw3d9CLEfWpF73qMr90ubXOPWUwOKxxTbva1872trv9CVSYQswlvvSfX9wVRkMHgzP8hb77/e+AD7zgB0/4/8Ib/vCGpwIVEM/4xg8+7nPHut1tPvQuCAxfO3YJwLaBBoRAPuwUP7DTP3HzLszb62iSBxWI/Vt/fJ7uoW96ylkBddOjPvX40kncrQB6kwO97Mlg8Olvz9vVY9f1He591n8/i4zbnvipyr3u5a78yY/eDHp/PvRRa/zrIj/ydRf97FdR+uFv//IAylU8Xi958W8dI5U3/x+Q0IL629/+R3gKg4nKWyaEYMDd9xRZ8ARhQBRnIAVRgGZPIQZK8ARoJg1iYAU5IQYXRQ27V33uB3zoJnx5QX/3d3/55xQ2gAAkSILRFw9AgABooDAucQYgkAANgAA8IBRZYAEJwAAQMP8F1XADDECCFEBjUtAAHPCD0mABQ8ANFwh7vsdiGthv2icNHviB9ReCRDGCZ3CFCqh+7pCCK5ha3rB61nADfxBlNpAANCYCGyAGZyACGFANMOBkUoAAMaAGKAADaiAC5DQEFNANSdh+svd+HfWEahCFUkiFQzGCTjECSrACJXAGK7ABEtABUPBkI+BoJUAEN4YCFPABJaCCLCgSJFACQnEGDMADYYAAQSBlCMB6Q/EAdggCO6AGLpBTGfADfJh8Srh8TNh8xZB9wweFUoh/1jCCuIBmCMAAKmADZ0ADSgAFH4ABfwAFCHB6DIADf5ACEtBrHeCJXsiHkFYNKACNUGH/ATNABasIgQiAiU/xBAigBGqQAiugBh+AA0ZAAWjABVCQeWrQh+H3h02Iaxx4FYT4gUcwjCWIAKSFADhgDUCQANE4jUJRjX/AADsgFFz4iR/Bjh8AAx+AADLAjtV2BgjQA9bwBRQgAlCBBRIgARggBh3AA0PQAB9AAWRgDfwYe2THi0IXkGYxkCCoFojYGAiQA1XhAhDQABKAAA9JjTjQBQhpkdyIWl/4jdUgBTEAA0RQilZwjhiFAHlFDWeQAS3ZGGBgUBBwBh8QixwABDaJi36YkxjXiyomiD4pjNUQlHVBlH/wA39gBGKAA0opjVwQkTggkkEAlV1YHxGylVIg/wYyCBVKgADVxlwh8IN0AQILaQF5RQI20Ja8l4vWN36swJPAGIwtUJB3qZSN8Qd6aY1cIAYooJTmWJhEoJB/4AEZkAVd0ImJ2VvXAIbVYAWVZQUa8AHScAIUYAVZwAEeoAZdgAI0NgIMkHDqRA1ScJZ3OANnQAFHWA03uYR3lxpmR5emeZphaEzUIIN4ZgHH2Il/kAYcQIIlQAFEaZLtqZoJ4xJK0IMIEAIeIQYdiQAbQGOR+QRlcJAkeBMkQE5qIAUSwAAi8Jtu2Y9wiXe9uHKCmCDy9wdfkIVDMWm+6Y3XcAZdkHkUeBX66A0p+p26GJ6sYDTlh5H4opjSJx8Aw/+ioQmIrRCj53daAVhdyPeZb8l8cQlmPHl+NZogOJqBOsl12tejDPOjrdcPS+qPTeqEG0p8SWoUVVqh4ikOGJqlUFoeUupbQYqBVlqks8CjPeoPYCCm3cgPXUqkFrqTXcB3jpenerqneiqcfPqnhDenu6imnDaX7daje6p42JWoE4qTdPqlTop+WyoSm6ekjQqeyXKk2+d6rBiicnqpLVogvjimk+oSguqireNsmjqm9VGmnroPp0p5q6qlpQopZwqaTEqorlB7cMqqjOGqvHWrQzqodeqkvTp1tfoRsXp9xPWkf7AELBCt0iqtS6B/lscwYgAEafAUQQAGANipYmH/VESRBkYFgRIIEhU4DcsqmqYwqlcBrdM6rdUqgujJD0Gwiu4GBKBmmxjZA99WJ/LwBQiqlNMQhwjaoEJIhGpghEhIfbiapsUKf6SpBvAar9E6r1VYr/zQbjEwAkMxmPSRMBxgA5OhrlSpoliYAloFlmeghiAAAnRoh3ioBnp4i+DnqMQKqRIriBVrsRh7iAQ7ETCAARhQA0IhBsgJAjWQApQoBjNgARAwAoU5ApNotCuAARxgBDXAARYwg44IiZIoBivAABigiO4GAid5cJWKUaUYFVuZV7Aoi7Roiw17s5h6fbyaFz0br9WamtVwAhiQZAjwaSNAAUQwBBiwh+xY/2YckAH+KpJHOAIQQI8YkAAyYAQhgABXyIzOiAFn0AMMQAI9cAsIUANSwIZQApzyUAMNkKIocAFQAY/ySI/2iI/6uK466goTu7fyGiAjCJYIUATS0AExcKB0WwOKO41qYAIjwFyDqwYjYALSIAN7qAZFgADeOhQNKQ0PQLJ/MAMbIBSRSQaVegYQIAPb8AUKMINqoJIs6ZIwKZM02ZZ2G6rMimA8a7HUapDUkAUIKgP+u1tG627Ky7yjOLh/EL1CgbxCwQR/4K1GiZSq2b1CEZsHqYAmuw89oLzXIANnSZZmiZZqyZbe6bDDiqqnkHdhqrf6e7H8CxJPOREJMINEsf+4y9u8aoBmhGsCC1y9DgwGP+CVf4meFPwHMOABANsPGHAC23AGDSADl5mZm9mZJVy/OfqPOxp/LNzCS2CQU/DFU3AGzEljd/oHJgABPMADFiAUNpwCFJBhOpzAPPwHDPwHTIC9gPmasSkUFFACXSAGRoAAQIAGZxAFaqG67XC9teWc0CkNO2AAp2ed2CkC2smd9IsFJIezKGwKMKrF79rCLNC31HADCEoFV4ABJMgAo/gCHGACJbDG7FiWTxCDKBDHI3AC8IC80nDHYfAF7MkAnSgNgDnD31uCGVCpH9AB1FCg0tDHjbKgUvagEWqTprwFmTx2j/qicjmxIiEGXJD/efZEFynaDRvqoWcgcEaCyP0wztywoqasdGGAzTmrzcHnrElsEDxgA0EAAwi8KcmapIrXc5hmv+y6YPZcsv3wBCbgAZfoasAap7A6d8imyZscQRc6q07yzxqtrDGXyeBZ0aLQyRjtq78KrhCtej1HoTV3fWyKpMlKK+6QdBMdz1m30gUtCjJx0CRd0sdHpVdHoScH0iG9DDqNem56rKbleuM20HYn1LFTZ3gKqFI91X26eFQ91VSAbCVHc0491GBqBmGAVFww1rdgcA52BeqkeIoHxlMgBV8sBXAd13I913RN10YQBXWd13q913zd13F913P91myt1qtnBQ5mcMnm/6gIdmtZDAoixWVjEAbN5AVdMNZm7WDCSdiavdmc3dlqzQNQ4NmiPdqkXdqaDdqkbdiHvQVjnckUd8U3HQomYVkgFWRwJtlgQNmVbdkG19tn/dvAHdzCHdxA8AvDfdzIndzKfdx/EAXH3du9PdY/PWtxpm/zHLG7ylEWV9tkcNu4ndtDJd3iPd7kXd7mLd1PYHXnvd7s3d7uLd5/oN7tPVSylthw1qJd7dXOQNvc7d3f7QUAHlUCPuAEXuBRBeD1PWuvHVPXjd1mF9QfxWXdDWEQ1kwWfuEJfuEavuEc3uEe/uEgHuIi/uEZruEU/to/t2+V89W3tN0eJeETfuIyXv+A1TUF1ypoIP4HWm3iM07h9y3hK2ZDh+FMjg3h3A3Z3e3fPb7kTN7jQtHkUB7lUj7lTw7lkb1l1Y3fKr7ibkHkRU5cjw3jEg5nZF7mZn7maG7mOp7mbN7mbv7mbf5pbS7mQC56DX6l2e1iRh5SdN7nfv7nMP4HNA3ohF7oht7nQ3HoTc3f+Z3C+PBiMBXpkj7plF7plj5SYN7oju4067HTJibpma4xvXgyRKEfno5doL7dr7VIZiIXp+5bMDVM2czlj6Qer55aZTAUYzAUMFXqfCSX4HHr1TXpvh4i4TJEf6AFWqDd+zIU3qHszH4Zyl43ya4FH2LtNIPt1O7sR9OFMN0OOhRT7MG+JJXx7Z3u7ZKRKeVu7OKuLeXu6+0uI15hHOZuF6bOMuHO7SHS6vF+79z+7v+O7ugh7/TO7vqu7vAe8OvO7v6uMA1f7EThAyf28A5f7/Vh8KZ17wiT8PM+8BzPME4Q8iJfHjog7CZfWiG/MCV/8ixfHxVQAQsTAS0/85MRCAAh+QQBDwB/ACwLAuIAxgABAYYAAAAKCwsREhIbGxsfHyAlJSYrKywrLjQuMTYzNDQyNTo1OD47Ozw3O0A7PUI9QDs9QUU/Q0hCQkNCRElFSENFSE1KS0tLTVJOUFVSU1ZSVFlVWF1YWl5bXWFeYGVhY2ViZGlmaGxoam5rbXFucHRwc3ZzdXl2eHx5en16fYBzqzYqgMF+gISAgoWChYiGiIuJio2LjZCOkJORkpWUlpmXmZyam52dnqCWp4SfoKOjqpyhoqSlpqmmqKqpqqqsrrGusbSxsbK1tri2uLq5uruUv9+Tv+C9vsC41Jq+wMK/w8isxuC50ee/1ejF27rAwMHFxsjGyMrLzc7JzdDN0NLP1NnR09TR1dnV2dza29zI2uzX3ODZ3eHR4O/d4OPe4+jl5ubh5erl6u7q6+zm7PHp7vPr8Pbs8vjz8/T29vj2+Pj8/f0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAH/4BqgoOEhYJZVoaKi4yNjoxZZo+TlJWGkZaZmoRnnZ6foJ1BPqGlpqeoqadCYaquoGJZsrO0tba3WVJXuLy9vr+1r56jwsXGqqzHqmJja87P0NHS02Nq09fY2drZxlekyuDgV2Thp8zb6M9o6ezt2sff5fLz4efu9/j53Mbx9P7/qezpG0jQXbd+AAGOS3hGYME16x5KhGaMGMOEyRI6LFhtoseKCC/OywhwI8GOHiUeFKmQnMZmEyOmfAiPpU16Jtf82cmz58yf02reHAouZ8+jf6b9gcluJzSnQNcY+xOS6NQ/DKFGQ+pzK9Sk6I7q1JqO7D5hVK2W25kVrFeubv+f8XT2x1rYsXSh2ZWm1Sy2qVXVvmKb0O9YuHy/WhMLtzHXw4/FSgMsGBxhgIYdJwabFClkx5pBS44mtLLpUpkbb36K+LNTya8Rx+5Kmt/p26BSt2YdV7Xrzl1nexZumDLuwVgLx5Xrm3ferz5lBwc+F29susudGT+u6vI/3Y/fhhY9/bfooMXScu+eHHN28+CFYycP3bpq2rXRBl7/ybs/w/q8Z5+AUUllG3+mAZjSaAVOdiCCgim4IIENGqgfhKf4R4+E91BYITbtDbYfhBrOw6E7J36Y34UYohbifx6iGKOKFG3XYn8vbjhjUzS2o8yIN7qnVHM9FvRjkETFxyD/c0u2k6JBNiJZojxK4seklU7u6GOUQU651nuaJYadXGSGpSU7x6iHZCdehlNldV6Ned91nqWUJpD8tWkZmEReSZx0rs105Jo2vakkXvDZN6adpRF6kaF8xpnodYh+xOWNeioD6ZB5DRgopU9umR6e62WaJp+7sSYndeNhaeSlLZp61ZCpMrfqfHPB5ipBdzp6hqzpnbmNsCoO6mtbRSZrYTGkHnuqskX26iiwaBGbjbUVSksotch5FCqN2q7JrSvfDottgeFKmaOJ5yoF7TuNOgvju+DGKy+79BYLK4bjsudtvtek2+W6VNJn8MEIJ4zUviQSzK/DuEGMWrPH9VuZ/8WF2nvvxqdJXArFHIecFcMIYqyWySJ5nBvIt6GcpMoXk5wnzBXTfLLMpdrcss5Jaizyzxk/CPTQQbO4Lc8JIn2TzmqKq3SET7PENMsdR22VyyOP6ivWS1v9qM9Eh70h2GKXbRnO3HFdqNdZG+301mwXhnbNcGM6d8Rxr2230Gb37SbZfgeeytR1T5v3d3fvXDi/iVe9OImNJ/14yYALbnkoPFN9ud+EGz55npFffHjKo4+tteeoM3760Z+XWvnmm2cO++wZhg5162nbfnLpbe3ttrq4V6z71bwr57swmtMetuzKN8/m8C8HHzH0Q6ktdfFrUd+19C1rr3fqkPPtPP/szI9Pe+esg0/56m+rDzr7wLvvOvwDc9/x6+aLXX7+sXt/vf0J8h/pABgz+mEKe99B4NkMGCsF6uh4r0ge/za2vwkKDn3tS5/qflc/+eWOgQ8jYIQE+CgHsguCrpCgBZ1VwRX2DYPx02D4OHhAEd4MhA2z4dVI2DsPCk98LixbC4OoPx4az4fTw2HJTFgwFA5OhcTTYc+UODMpVg9/RKQgFrMoLxh2UIbro2EDrbg0I7qHjEUTERp358RUQJGLbUTFG+G4QTUicYlxNEXTYpjBGdoRjF/0I7nmuL073g+IdBTZEBMZMi/W0JABpGLO1pgyMyaQkl+TZNqY+KU8moL/kIz8ILNCSTSdWUECAJgBIB9ZR1fMIABrIEAS+sjHMLrCDDCwwBp2gAIz1DKQtlSFGYhggDVYIQNAgMIZwtCKHEKygML4AgOygIYADGAAHWBAAIbgBV+SclrFCIMXGDCDNQDAB2MAgBWsAIABGKAM39yWMGgQgD9Y4ANrSMAOzLkOAGQhAUeY5DNH6IoyCGANT7DmNLKwBgnwwJt4w2TbUhGGaSIUAExxBkw48AN4ysMMIA2pSEdKUpD+4QslTalKV8rSloZ0CH9wqUxXOpVXiCEFEmgGTFqwBhSsgQHOkMARIOoJMXjhqEhNqlKXytSmJvUJWHCqVKdK1aoqFapW/83qVAfzijJQ4QP4fIYudQnUNRQAC0RlUxSewNa2uvWtcI2rXOdK17ra9a54zate4UoFrr6CDEqQABHEugayrsEGFmgmKLzwhyA49rGQjaxkJ0vZylr2spjNrGY3y1nJUgGk3QnnCRggBWf41KekTQAPXLLYJyjstbCNrWwV1tkg9DWkqLBZGW6QAQCUVh1gsEAKuJDWTnjBtbNNrnKXC9vafrYTuEVNRWYAAgA4Aw0AAAB2p+DRUByXueANr3iR4lyRngG0mOvGDqAAgAx8QAISqEB2q3CK7473vvidbXnNi97+wOMLLjCBCUrQgx+QgAXdNIV988vgBtNnv/xNa//mdnKFCotBDFfgQne9i1yerPPD6/SwLKDAEymA2AoOTjFtO0uFMpD0vETVmTdgjN7+luK4kZ0GEZYCDRT/QSa4UrGQQePcMhh5pDD2hCNVgWPIghgmf5iCM6wABmfs2BmICPGQt+wY55LByC7mr5Ij1+TJrgMMPEYzWFBsZS67ucssFgMZvhxmJP+KzE+g7BOc4dp1+LgMa8gCWGTh4zcbeifOvfCcj4xbby4yFWWObBjWMAao+LgZaI5GpQ9taOeGQdGMBi1oH42KSD92sGuQwk78vJNmCPoJRCDCFZyhak672blf+LScQ+1LXy4Z0nmWbJXV8NhmMHbNkim0rYf/7FwvMPPCYG70nTXZWskKwRlYeKwVaM3QNRABClaAwhG63eFlC9m5XHA2tHntyybgmSeP7TYRIGsGaAh629BQs7mZzeJ053rd/HU3tT1hhgVrGwtSkKwVxgCGWhOBygyfwr657FwscOHfu67zeQU+SmMUvMO1DbnIR07yknOWChb3wr/p3GiOI+8YH5+4zA3m3CtYfOWh3njjYj7znsP55DZPt67Z7fJBwnzBPk96T5yLcqF/muUhLXp3qMZzpVu9sSymQoZV/nReS/2JRy/31X3O9KD/O9pR3yJ0vbDWvbr97XCPu9zn/gQqTMHsXa+zGb7uxqNnAQyAD7zgB0/4/8Ib/vCIT7ziFU8FKiz+8ZA3vN3xnnGR8j1DVGcswJJVrqhM/uZ5t/zOvaDvsdepHVRQNnPv8fmLhz7tA1976U2/qwDFlvVTsALoKw97MaKi4LOn/WtTP17c6971vAfp5U+R+eALf/P6aD3O9b78Tx7d+cJHGPHFi3vKQ135o8e+6aGfD+m/HvyxPy/pj2KEFbj//e8vAlIKntTZJuEDDN4+UqwgBEHzBA1Q8ASbhhRq4AVo4BRjYAUyMQYZFQ12d3zTJ3rpB3w+0X7wB3/ydxQ0cAAcyIGnF2Rw4QMHkAYIIxFqAAIHcAEIgAI7YQUQ4AAXoABXpg45MAEHsGN/IP8FC6ABE1Bla1ABQYAND7h737d34VeBF4iBSLGBaNCEB9gk2yCCJDhb2ZB60jAEB8AFCHUAKCYCIOAMJnABcdECFgADN7gTJuACawAC5RQEE1CFuUeEXqd26ld6a2CBSbgCGdgTG3gUIXAEKTACaJACGQABG0BiVhACmzYCQvBjJjABHTACI1iCDwEEB1BpaEYFfwACI5AUNHABmrYUZ/gHHpADa8ACPIUBPQCHEHh+RohIv7d+c4GHSVgE0rCBs7AOB6AAKEADaCADRwAFHSCGUHAAaqYANvAHJwABQSAEGzCJVCiE+AYNY1ABGvAEJ6ABziAECOACUjAB+yQNYzD/iieQAmvQATZABBOQBlwABUD2DEOIfEVYfZjTfEiYh3p4i3/QgXt2ADYgDT6AAH/wBMa4E8j4BwqQAzshhZT4EDEAAQtwAD6gURhwAQdQAT6oaaOIBRAAARcwBhuwA0GwAB0wAYDmgHEoj3M4gbLoFLR4gXv4DDSwHAdwA8/AAg6wABBwAANZkAhpA15wAMjFkNF4DVYYDTUAAWAwBhsIBH9wAT6VBR3gAPWmkTjoDJP2BA6ABh1gihowkSjZisn3ir53ChQ4i/iYj9Ewk9FQk87QAzc4BjbAkwTJBQZpA2hwAD+wkNBoMBLhASawBmmwBhpwAmAglM5wBQcABeI4/4rQ4AH/WAGDJQI0IA3xGIG990fCcJYumZa2uJY0aZOHlYVjYAI8OQX+iAZC4I9/wAEYkAVeIIlTuFyWOY3PgAIQoIBRsAC+qAAlUAZoEAPG6AUmkJHjeJW0tpVrGANoMAFBGJZySH10yJlJ8ZIYKA01QJPhCAYVgJCSWBcawIEjMAE38AdgYIMK8J0NeRIe0IEmcIBEsJM8uZdHgJga5ZjOIALllGoQoABfaJkpiZno13HFQJ0/EXxg8IQ9MYDKVYW2SY3UFA2ABw3viA4V6gyX6Yr0uDLXt57k96HGF50SWJamQJ3ZpzD6B14hqpLSyZLiN3YTAlsrKqBkqZmvYP+iJ6p9qkeb7pChY7mhoGCPOdp5H+qj8zidLTmkOlp8PRqgGnqESnoPYfCit9ekYnmkLPl3kbelXNqlXWoFjuelYip5Tvqjo+d/Q8qljTdealqmWEqipVBw7QKiTTGnE2GkK0mgm5mkJ8p6O9qgViqimRlBHRqldMoOeNqicBoKOKqk5JGiqxeoLDqiNnpLfJp9MfpaM/qkLuqoCQOpPIp6bpqnlSpMl/p8h5oOiUqphOpxfIoEKhCrsiqrSDB/x4YwY+ADaoAUPxAG+fenjQEGRyAFCsoTY/AE7oiAP/YMDCiEo6qoL+eqdgirszqrtaqBPHkPP8CFA+kDO3GYyUj/iTwgduHhDi1wADnZidBABAvgABPgACimgzzog0DorN53ZDzBBFDqFNRarbF6rXyYrffgfy8QAjxhl52nATMZJmtwlNvAAwqwZ5QWFxjAgqQoAn+QhmvYhm9oryLaBDyxr0nRr/4KsDzRh26BBi5wARewn2NQAhPAATNwAn+QiGMQAxXgACGAlyFAYjNAAy1wARpABDOgARWwAz9GiIYIBWOQAgpwAX84kB4wASCABbUHDYP5DBiQAgJSAS6wEylgsKV4iqm4ih47qSDLLXtkqdPqr7RKFn0IDSVwAXl2AEEYAhMgBN76hgQJBkGgARgwrnl5tw5wA0SggjBABB9w/wBNCIzCeAFoALEiwAOycAAzIAUgIIZH4bB8AQ082QMxEAR74Qw5gAAz8AQNAFPleI7puI7teKGrmra/ZpZJugYkW61IcIsCCxEHMATOsAEvYAYHYLYzwLfGuAYkEALXZbdrEAIk4Aww0LFY6Ks8EZDO0AALGwMZsBP1WQYfmA1hsIsiYAL+GQ1cEAEWuQGVxpEeCZIiSZImCaD36mKyi6Rt67YqkLtrubtZ0IEcCAP9K7HFu4VVlryrZrd/4LzOMMBrkAQHMGk4qZM8+QfYi4b+y7ib+6DXILzPiYXdBhEOMAM1qwFiiJUItZVdSZhgCQ3mV3n1C4u0e79uq7/QEP+394lc14UA4TjAfYu8ysu7QZDAz7sGDJwEfxAGcEkEcnkA17uwLsABDIsOCyADWHYAv7UGUXAA/kcEx/sMkPmDk1mZKDm/exeynToXt2uty7GBU9DGU4AGGsABaOYFDEUCDrADOzABxltlJzABfze4QrzAHevAYTCXXFCaEzwBI+AFY8DFPpAGaBAFSAGqftECDiAFY4ACDFBwxXmYMIAGZWACCyATUqCcIMCczim/URWBL7yooGCgaUyr2HnBWmeRuxiEaNACGiACI1ABW5iVC5CxgBwCJSDIzuDAYsCduyiJzjCXOvwHwsmBGACF0ZC1zmAGIcCBEGDE9blnPuD/ABw4AUb8DPpJa/35nw6odVvAdWIQba1cqqlgoBIxBna5FSMQVtFwodoQfMWKBlnAoE6hf9IwmzxhBhkJEfmmb9igz423dc/mzmbsyp/QqN97DztAAz9wrkFcrqnqeU2nbpXXE/abMPfwBCTAAYzIaZScXKwXdOoGdSINwyV6qqDR0TYthDbHzjAd0fAci1TqqZMMrEWJqCn3bDuttkI6pJmqMKxX1OsWZjEt0Z9A00ANFys91Krqb+cX1T1daj+tdFL61Uzdo0IHanXG1a1qDHQ8pmzd1mIKpm7t1lTgbE/3fWidQspgVEzFBXwtC1iABRV2BevUeI3nxlMgBW0s/wWKvdiM3diO/diQHdmSPdmUXdmNndiGTdipZwUV9tfP9qM8bXTgQFJgRgZiwExf4AV8/deBDaaa/dqwvROwPdu0Xdu2fdu1Ldu4vduazdmdvQV8zc4ZR32hPXXhIGohZWRzdtphkNqqvdp/Hd2BPd3U7Q26UN3Ynd3avd3cnd0+EAXdHd6dHd1/zddarWt0pndn8M6iPdqkXQbLzdzNjVTmXd/2fd9/QAX3vd/83d/+/d/9nd8APuD7jVS59tmLpnfKV9xgd9y9JlLKbdoXxkzN/QXOnVVQEFVateEc3lRRoOEdLlUWfuC6NtxIZgZ3rQpQhNzJXdoXNuEUHuPNLf/jNF7jNn7jOJ7jOr7jPE7hJE7jLz7cCg5jKd53H0VjLe7iQb7kYlDVSNHjMc7kQZ7gaCdmRY5588DiEA5m8A3f8S3lUn7EYD7mZF7mZk7mVPAFZ77mL27aX5be7Ibcv8LguTVHNfbeXM7lc7bnfN7nf+AFfR7ogj7ohF7ohs7nO3Hoir7neZ7nJQVdjkbnWE4PjZZSjX7pmL4TmL7pnN7pns7pQuAFnz7qmK5SNKZkkq5HoBRdM+VSKNbqsB7rKrUTsl7rrG5jV858ypEcTu5grQ7pxZXr1rfrvN7r4/XrSO4iSE063mHsyiVTEx1SMc0VlsQmzo4UMHUwth5jZkzD7el3FdceXmQA7ahOGN4u1Zoi7KdwBXHTBVqgBaXzB0swLmh95dO+MDJd7kxz73qi7pgT2v4O7jzD7wSv79Z+FHpU3M0S8Ppe7OaO746RIfje8Jni7QWf8A+P8HMOGga/8UVe70By7rkB8Rdv8Y3x73Ax8hqfWySf8XdN8AlD8VxxYQejA7B18K+F8wYj8zHv8Shf8ieP8zqPMDx/FE5w9Eh/9I6BA+He9AeT9E5AHkzv9FQPGhRw9VdPHg9Q9VwPF4EAACH5BAEPAH8ALBkC4gC9AAEBhgAAAAoLCxESEhsbGx8fICUlJicpLSsrLCsuNC4xNzM0NDE1OjU4Pjs8PTc7QDs9Qj1ARUJCQ0JFSUVIQ0VITUpLS0tNUU5QU1NUVlJVWlZZXVhaXVpdYV5gZWJjZWJkaGZobGhrbmttcW5wdHBzdnN1eXZ4fHl6fXp9gHKrNiqAwX6Ag4GChYOFiIaJjImLjouOkY6Qk5GTlZSWmZeZnJmbnZ2eoImhipanhJ+ho6OqnKGjpKSmqaaoqqmqqqyvsq6xs7GysrW2uLa4urq7vJS/35O/4Le7wLy+wLfVmrjUmr3SsazF3a7I377Awr/DyLfJ27jL3a7J4bbN4rrO4LvQ47/U6MHXtcHCwsTGycbIyMvNzcrN0M7Q0c/U2dLU1NHV2dTf1dXY3Nrc3Mba687a5c/c6Nfc4NHf79re4t3h5N7j6N3m8eXm5uLm6uPo7uvs7Obs8Ont8uvw9uzy+PP09Pf3+Pf4+Pz9/QAAAAAAAAAAAAAAAAAAAAAAAAAAAAf/gHeCY3WChndfh4qLjI2Oj4djc5CUlZaPkpeam5B4dJ9Bbp+jdD6kp6ipqquspEKirbGob2O1tre4ubpjW2C7v8DBwr+moLCkxbLKy6uvzMpvcHjT1NXW19hwd9jc3d7f4NNBo2ByqMnP6ctgceqt0eHxeHXy9fbg46zo7vz96fD3Agoc6C3fqn3+EipUBZCgw4f3DLI7t7DixIqfGkKkB7EjN4OhKGJM6GykxofaPKqsBvLYKIQj05XEeNJhypUrJZo7BTMms4s0pXnkiFOlQVU9fSqFJtTan6dQoxad2u1oqqRLs66qiSeq1z/Y/jSN97RaWapmR/1px1Nruqcx/886/Qr1Wt2uZKXelSeXr1qXn7C6TQV3ZF9qdPciPvtnWziwjKs5tgt22uHHf0UOVlYY4+WuiSubZbzNK+jQqOuiPv057ac/O5FtXta54ufVcytDNp26927forn9aSV4ttbboSkHT85atVTQzfX+VhyWuPHrpJAnVj6aruWvzb9Hdx792/DXbGVjZ1V7oXbvuS1DD7/dNHT7ZfPrDl79NeBS67F3nmf8fbddbqsBd5d+CraGWGZtBahKewq9B55yzjHWoHgMevecNwPCppmEp1CYkIMBFcghimhZZh2Jm7HYkX0tgvgijG7JOKOKNdqlVnov4VjigLbxKJCRPXazIP+E6gn5GpHuIXmPjklSo1ZXTAbp5JNxSWkPlVV68hqWr8Wm5ZYm+gPmY2HKcyWUI27ZZVjMtfnQmzfKOSeGFyJIXT1rxoMnenHimGY/FtLY3YdTennPoHT88V9x1x3KT6KMLiaefJyCE2g4kEpaKIyWuoPpn/N1yJt+5a0UqpmB6VmqOqcmOh54qjpqD6RI6alUrSriup+Hu22qEq9X+eoTsHTOZaCwqepaT6hAxirnrG8FW+donDJYHqvzHTtmiJPKCueJ2h7o7H3TJdenR6GWe+25aqYL37rgCrtgphC9OiqJ2D7zKYh2gjpunspGWXCbyP6b8KXSLtzvwYRGiCb/vYhG7KnE3sTrcIABMzOwkhr36LHFToZMW8kgstyivygLqTJnLgvHcTcNx/xwvTebTPFBOxfZc43UfrzezLKMbPPQ1pzcZMoYQ9zg1FRXbXWW1l4cdKRRg+yVWrACOO/WSOf4tT5bpw11VAir7XalZ0dardhaB132cXGLqjOpXcvcN3ZfYU031GT/DTfbZRoNuOEAMz5b4Gi/LfnhULU9+eW/5j03pcbd3bnjMeYtb907e74U5JGOTrjdoA+Guoh7N164r6j3ivntp8dtO+68E4i43IrDPbu5v+v9tN/Dz1u86sizTnveYXP+eOuLP//77r1nX+/1yWrvvdSVV3y8/6HUC098+KkH/3nyFy+v/vTsr40+7OPzHb/f3L///f5q6d49/wCMxes2Z677kc99sZOQ6UJnvfkxj3wG5FvxoldA552vVNIL4Pdq9z8NenBIxSPg2CyoPAfqz3XlW98FyXVCs0WwcRNsId5eqED/yfCDt+PgDXF4uQHuMHM09BoC6yc7ErbPhAn0WhCPBr0fLiuF8Fuh5XgIQB0mkYre8+EVq2dE+XXGeGdaXemgmLkhhrF5Y2zgFyk4wjRKMXJY9KAViRjHLGrOiV1a4uLMmDUxPmyBT+Tj4ND4RzIGcn5sJF0h1di1DNZxcnM84yM3eMctms+NJfziA+3XRfwhkf+OSuzkARGJR8MY0oVvBNokq2hDS64SkpUEJRP1SDlNlpJAtPycIB2JSkwecY23LFIup5c/V77ybZHs4zGzp0VZctGXXmShMRkoSgl+UpKchKYngTlNFA4zdMV05jKR2UpxjlNtzcRmEbU5Slt2s5eLTCUYlQnBasKQlO+coT1rGE51nhOW/aTnP3sYS3+Gkp3WdKc5o4jQeyrUoLPcpxDxuVBqNpSf6MPeQDGXzEFuFKDzE6EiEwbILu2yghed6EMFus54ZjJEifQjSU9pyoB69KPktCkvcfrLAQHlE3OIAABkMFJllbSm6AsJKbIQADwQwAkyNSpNfZdUl8zhCBX/wMMOTjAHQs6UkeQw0xzAcAA8fAEDQMgCHdzwH4a6tKesWMMfCBGAAQyAAw0IwBDU0FWezrSfblBDA2SABwD4AA4A+MIXADCAA4TNr9v0aXpmEIA/VMADeFDADgpLDwCMQQFIuORbozkKpcpBAHjAQl2xMQY8RIAHfbXoaCNbWli4oQGtxQIAxoIHoWzgB48VmNWGS9ziGvcrc0iucmNLmLiVIyMoiIA0hMICPJwADw2YRgSQwNyMHPe74A2veJ+ihvKaVw3NLaYcuuABzFIjq1nNLh4KIIbu0kENWhivfvfL39Bg4b8AxkIX0ptRUsThCREgAmLwEF881KACbVUD/xb6S+EKjzcIGM5wELqQXBCi76ducEEDtjCN6153xArgwdzuO2ELu/jFVtNwhges3P79TqmfkIMXMAAAElOjDm2oAArSYF8Ww/jISO6NjDHMYaB2+HWAkYMMPlCZOgAAAFbmQnAlnOQuexkqS97wcumQ3NeFbQdZ+AMGPBCBCFDgyl5YBZe/TOcjh7kLfxjzHKxQzpesoQUlKAEJevCDEayAr6qYc50XXeE7P2XMfNbpHNQAhkq/4Q1gSENwWSxjxXpasWDewh+2kOEtfPoLjE71V+4sh0crN52xynOHyVzkUUhYxtggwh9Q/RQ4ZJgoz1J1qlkth1a/WnQyvLWGP/8tFAxXw9fOxsMYPC3sat85DsWWw7FPmo45h5kebcDwGLDQWjjcRdfVTved3xAHbGt7z03MJ5fDjIVpYEHD5c7wNGrB63QPe8lduHS7iz2Hju503kt+Q29lPAax6PvZ/v63jLvgBoETPNIFTva9l6xgPJAa3wvHMBaIQAQxTEPUEa/zndlqcTlg/IsiZYayZdwGPNzhDwwPOa7NmnKVA1wNLH9DsauAbHlvXMNDeIoYlpzvIGjhC1hwQmtT23M63zkNQLc40bn9jJlneOpEYLrDg/AFa7Sh6lYHONbXUHGhQ4UNf7gA2Fo46aNn+Ati+LiMsSCGLmCYCF9oAxzagHL/tHv5zmLAetvjsHW4yx2Oy6i74SePGsQrvuKMf4rjp8gKyVP+8165MxgSn/U3NP4PFvgR3RUNetCLnvRtr4IU/gB3aVYUqKxvPeXv3AXYV1z2tF/pTVvhed1/nveZLj3waz/3dxbf+JO/MxdGnwa2m372zIe8MiadX+hTPsAA7sL0E2/95WMwHZNuuPdT04b2u78NXcAzkt/vfvFTv/zYh/nqz75+3Jid/0eGDfZHfr+Xf7YHUakwaQDYf/dSDfH3FHUAYwI4fop3fcF3gCzVeWqwgAzYIBH4YhNIfVlnfjC1fx2oLg4ofwF4DQNYgSTIeauggCfYcyEIexaYfarE/wwyOIOKQg0PiGQ16IIGqHrOt4E8GHFBOIJD6B/7Zw1G8BQqEIVSqAJFcA2Tdl5Tgw1O4AHiJYB4Ng/W8AVIMHV4cF7lhQ1qQATy1xVf8IFiYW4qIn69J4QXKDi8pIBOCIVTGIVVaA0zgACACIhZeA0+gAB2UGE/Rg138AEIgAEJcF1tEIiBOBZ1EAIIAAEL0AKjxgAZIAH8RwFA8BlyaIMvmDhFWHPV8IR/sId8eA1/WAew6IbAgQ2FeIjg5YXXMAQIkAZ/gAUIgGqxWAcmQAHW8AIPUHa9hQcloIkfIAM4JwGoMop0iIMaJQt4mIp6uId9WA1/aA0ggAQoIAJ1gP8CFwABGpAFZgUCQvEHQjAPJSABHCAChoiI1wAECGBukaiCYrEAm6WIDlADwdEBOfAHK8ACcdcD0cgFc6iEdah91riBebiKrLiN1PCHYnCR9IAAC3ACM1AHMYAEWcABFpBaCICKC1ADeGACEBAEQqAB83iLLNgF1wAHFJABWGACGWANMsAAwBaJQZADMNBxJoACeMABNUAEEnAH+AVsPqiQpLiEwHOKEcmKVOiKkjhhCICS1uADCUCS/HeSeLAAA/kHtWhh2AADEPAAZFkNdfAALxAcXIAADDACI4AAK4AHYgABEGABcKABORAEDMABEiAHLOiU0yh8dwiR2CiR2mj/lXeBADbQFXawAg/AABCAAFT3lTWgBgjQYmUJk9YQf9NAFDQAAW1QB38IBNTAAyUZ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NrSzvS1ubavbwea2t4PVAUlyAFzVLuG4qQWljRolvUgp1VPMRZ9zowsTd1L3TIi4rlauC5T7ZJe6keKuL54bqPCWd7rgFS89yCvdyWwpJzxME2hIAoSZ9GMKf6DCIZzAg6JihkDeVdScDkQSBtjXCSswsFQLgYI/GPgDMwIw/1Ksyx35KuZHVpjCBiogggMseBBCOMANLHmAwKKKS245UW7kcmLmtmUKTbCihwvBggQMAgMeEBGYsPqjFUNpPBcuSWAyzNYZE0IGB2CCIEJwgf9Wp8VLqspdBmynApOkH0UwsjcYAAETcCABFnDyjqxEo8suxsJjEWxSi/zhQSwBBSWIQQY6IGYUN+eyRImMed9UFPyuWcZtLsQUGsCCOp85xXgWFZpn0+A/Z3nBBeKBE5bQgQR0pjWHvrOPsLpp7ZZEAfZlc3OW8IDHBFpsFHbvnvGClKWwN9WY8pB64/Hq/6za1uiN7nZnLb3v6prCs96Nq7XLa3TU2j63RnauXf9cbDuPF4XFjba0Q3ncmIpyucmGD4SGnd5mLykZx05Ptmcd7vF4+9vcIPa5oVFu+ABbvcL2NbPHzWx/si/N6GNQWBad7gwrQb/i0MEQUhzkXkdpxRgjzhQQrGBDoEYCDKhAFAyN7qwY6UE/iy+4N9zhQDvhDzSQCAMKDeW2TNkzYimNbkxE6xg/GhgHwIEgINDRkhcmVDxeTcpDiW+afPflhdhAA2YQAwZY1ub7plGNvq0kpt+cxYemMreBTggdJOABBwhBhPWdczFJ+c5fj7JnzMz1T2BZy4II8Q+scAMGiIDijom718U0nLCHCeoVp7WoCZGCBgziBA+Au4o1hGf/p59Z6YTpucVlLKYZlNgKS5iABgTf48o3nfCG13ORwoHlP0AaJyU4gOgvYFlUOxPT727uUPat+KjIG77+PEKsWw3ldXPbxbUH77Khu25ltPtA5zbP7yPUe98Tm9528q6904v8QymfyCOctvSnfxYhWP+m1G8qEbZf8+zjlAgk6b73PQp+El17/LIsv0qVm2j022WY5uf5iNxvFy4yYf2nMiD9ZdKE/uNf0fUibUxAG9cWgNGmBAQof590gAnIfgtYXE3QgPlngMVFSlEwWgD4gMBlgRiIcxQIXBH4Bx24ch/YWwgoggU4QffjNvCDO2zDPy3oPzJERPcRRQmzQ82VuD4glEDb80WK80Ke5IOOs0JJ00JBA4MKBEgcRIO0h0EsmISRlDs86EUu+INPyDi5V0SSBEJIQBvRsmMetIXxooPl8Ac94IXqAoaoZxoDgSg91IY+4AMi+IUs52TeQnAyQQxBkRifsoeQAid/EIdzuArd4SInJ2WH6IfHIRV82EN+WIhn+Acu8CyFyH6wBB3FBDM38ojr8Qc7QBIt0BWVuH+xBAMkQQKkWFAvQBIjkIoE1QCwuACiFAgAIfkEAS0APwAsSALiAGYAAQGFFhYWLC81LzI4NTU1MjU6OD49Oz5EPUNDRUVFQ0ZMRkpPS0xRU1NUUlNYVlldW1xcX2BlYmRoZ2ltaWpvbG5xdHV3dnh6eXp9cpiVg4ODjpGTkZOWnJ2enZ+hkKCrlLy8o6SkqampsbGytba4uru7vb/An8LMvMDEsczlw8PDy8vMzs/RzdDS09TU1NbZ19na29vc3N7g3uDi1uTx4+Tk4ubr5unr6urq5+3z6e/07PD17fL49fX19vj6/P39AAAABv9An3BILPJaMpiux2w6n9CodEp9Kp+tarPIJdJCp1FtRy6bz+g02QZru9/wuBymcsFV83h3/w2P1YCBazd7hYY+Nz1FhIeNRX0uOIKTaTaMjo48XJeYjX2UoGeWnaREnKV8YKGrO6OopKevj2CRrJSuslyai7mpfraTuL1DibzDs7/AgcLHxabHyLXKgMzDu8/QQ5/Ty7E+P+Dh4qjevdvcatXf4uxdP+WI7j9E85js6Gnv8uzhXP3fm/aBA2hPHD40A/3x+0cv4Q9F2PytK3XvoJmERRYyHPJvoDgY6zRuPFTRIhmMDTUqrDcPHAtwD0KKrOconMkzKDmKXNmQBIn/HwA68iNYE9zNizRTLuSpk4FTBkLbJSVp8GhOITOZtmR5oZ/KqYZKmrwqc2hGjRnAZSirsqBNq2DZjlvp9QE4QjNHhq16k2wusHi3xu309ugOv9nitetVGG7iPYwQkxJrUTIqwI/LGrZMcSo8WZQPcp7sOXNofKMJB3zcuG/crKU+v2o99vVOuhtlX+ZbW6DZs4uF6O5MG7Xttmex0pyHN/FpdGRhJ5/4gwI4EeO8biXMu/LxpbgF/xjwdbtbwye//1bqkYOQFuUnnkcf/fZ0jiKEQF3qcbDvzeoF1xBWWOWnXXbmFVUcdAHONZ1HBuaVYCPPcVMfcgNSB5IPIUg1/5d/uAHI2mrOGUUfiNAMR9oP6B2GYjOmdSfai5ORmE2F06RWkDElLmghjdzxeKOMxo0oJDQ+MpiZjUiaKOKSEQ2ZpDI61sTkMThSKeGWGrmhApfcTdkiK06SEQIoYZY5JoNnnElJmGvG6eYkcMY55pyCpMminWyagWcgevLZZxl/AhKooDnuSSiabqmJ6CpqFqpGnY+aJGkalFZ60KVoHKoppIqayaiCjn4qSKSjUkikqYCg+majobJ6aqycnpGprMDUasatuLKiaxme9toqralSJWavrtIJq7CztlnsXsfimmye8zHr67OFRGutn9jukaWw0wK67Lb5EPsqqbGSm/+es+eqqi2r4RparbqT/EoGr/SqYe8OweYb76Tj5rsut+0aWyq5/2IasMAJdzqvwPp2uw/EguzbL70N27qwv+Yqiy7FLrLrsbsHb5vxrg+DTPDIxqocccHQlmztycBujHHH1H5MMc332qwuz/ym7PIOFgvtctE6Qwz0xT/jLG7SDDstL9Qci5yzu0OjgTTWWa98tcHpNm310ySHjbDUAFN989hTlw3y0karvHXLXS8Kc7armoy2wmqL7TXZYL+9t8N9n8122lzXTbTEKyku6t3e5j3z4BoXrvfhfLu9M+UoWz455oQnXvfc0Dq+OOT/bQ565ZorzXnNnjMLd+zgvt7/s4Kmk4632XIzDpzMstseNO3ICs+04X+3HbjqySNOt+K6R8772U5Gn7rr35zwOMsxT197S12dzv3uwBff0n4dej9861Gzg0CF+Dbdn0bOl765dtQteHztIbkTUuZg45IAByjA/tFDOQRMoAIXWECWAIQlDIygBCd4wJYgcIIYzCCYCGRBDXrwg7DpIAhHSMKNlPCEI7wgClfIwha6cIAVEGALZjjDL71whRzIIQgKaIobrlAEQEyfhFKAlRr6EIVAFIEQ80LEbyTxiVA8IgaTuMSZqEAINKADFKMoRQlSkUtXJAIMtpjELnoxiFwiQQrUSAMhkBGIZozgF7f0xCb+/ySOHpyjhGaYghREBo95ROOWTgHID+qRiTC4wQ0KCcJDMvKIjnzkDSMpSRdSspIsvCQmkSjITb5Qk54kYR/XGMoX0uCUMCilC4fAA1W2kJWuZCEsY4nCWdKyhLa8ZQqF0EpdkjCXvvQgMURCgx+sIJgKXAcBFtID6wQgABBAJgHXYYGF8OACMfhBB35QAmk28Ac2FNALAnBHb0poCOF0kA80QIBFmvOcQkgnQ1QgAPfI5Z0Okmc/YGCACugEn8jRJzhokIAJsAeg+VyIDRSwABXMMJUIDehCSvDMijYgosjpJXhmE0xgYnSAHv3oBn2gUZGClJcmTWBIUyqdkrIUnv8kfalMS3jKLM50Syu9qYNcqtPf8LSnOwWqfX4qVJoQVag5Beow+aEDGTjVqTaQqTIXsoGKPlMCUgVHNYfCg67+gAAbyCo4N+oDELRTqvFETgIuoMKPorMtI/iBC2b61t84IAL/NGldF6OCAJQgryLd61wosICDYlSw4sgmCNAlzZyCBplJ7WlkdTrZm1aWrigtqk81u1nOelZCKggtdj7rEhawgAOkBYcLVova1MbgtTtM7VNjS9oa2Ja2n7VtDXDrWRv4lrecxYFwq8jZHBiXuJrVgXKRW1Tl6oC5QnUudIEq3dT+oLqpxS5pCWVd7qbWu9s1U3fF+13yhpdo40U6b3nVe97p9hS8n4WvZ+XLWfpq1r5Fxa9QZzCDH7hXpyhAwQ88YF0TmOAHGLDuBxac4NQe4MEF4FIQAAAh+QQBDwA/ACyQAmUBFwASAIUAAAAMDAwREhIaGhsfHyAiIiIvLy8vLzA0NDQ8PDxBQUFKSkpTU1RWVlhdXV1dX2FjY2RucHN1dXZ6e3uBgYGHiIiPj5CTlJWVl5mbm5yjpKSlpqiqqqutrrCvsbOwsLG2uby9vb23u8C4vMG9wMLBwcHBxcrOzs7S0tLS1dna2trc3uHd4OTf5Onk5OTg5ers7Ozm6vDp7vTr8Pbt8vj09PT+/v4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAG9ECacNYAXIRIJCfJpJkCNgIpFWMum0MRw6aZgFhW7DB1sKEYFRDt9RJexS2FqhYYDB6JwPfdfLEYFzYAHDAAKCgAAwUyWBgBABEQNggagjWCKggjTTICNiV1NqKjNio2ChszTC8JpiUAMKQ2sTYMHTIzubkpEgqxtBQ2EzYJogoeKyzKyiEaDJKjCzbSxTYFHCQl2tofHBYIIdHTxDYZCBsf6erpHBAJJ6LDw+8GEhzr6x0ZRfCjNS4LHGTAh48DhgUARNUAAGDhhXsE13G4AICBAwUIEjDMADGiug0QGIicQMGiho4e02nIwJIDhwwaOqBUFwQAIfkEAQ4AfwAsMQLiAKAAAQGGAAAACwsLFBQUGhoaHx8gJCQkJykuLS0uLC40LzA2LzI4MjM0MjU6NTg9Ojs8NzpAOj1CPUFFP0JIQkJEQkRKRklOSkpLSkxRTVBVT1JYU1NUU1VZVlldWltcW11hXmBlYWJlY2VpZmhsaGpubG1xbnB0cHJ1dHZ6dnh8eXp8e32AdKw3LYDCf4GFcpiVdpmcgYKEhIWJhoiLiYqNjI6RjpCTkpOUlZaZlZiam5ydgpmvnZ6hn6CilLy8oqOkpaappqiqqqqqra6wrrCysbGytba4trm7uru7lr/gt7vAvb7AudWblsDhvcDBv9XpwMHBw8bJxsjKy83OzM7QzNDT0tLT0tbZ1djb2tvbwNXqxNnn2Nzg3eDk3uPo5eXm4eXq5eru6enp5+zy6e7z6/D17PL49PT09vf49vj4/f39AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB/+AaYKDhIWGh4iCZlVcWGRokJGSk5SVlpeYVZKOmJ2en5eJoqOIXkFNRV9lq6ytrq+wq2BYtLW2t7i1UrZSVrm/wMHCwaTFxaaoqrHLzLJhxonPg2Fo0NbX2Nmlp1Zizd+wYNLaaeNpZuTp6uuEyODvruLq5uz19tfu8Pry6fT3/wAPIeum7x0/cubQBVwIEFmqguAOajNHjaHFeg6VQWQmMRvFahdDkhvobSNHf9cSilyZLZ/Jk4f+yJxJ0xBKljiPnXrZrKMgmkD/2PxzM5FMQkdzAgTKMxbRmEFnGvKSVGgxoGmkWkuqFBHTpq+4Io0qVhBVq39AkhJalZDaQlz/y3YdOxNsWKtwyeIddPZnNZpjsuodXHOwYK1dv9plJfdw1KltgYJwTFgvZcJzDy++C5Us5L1AB2h9jFXwZalHg2auu7lVY8OF+g6yfJryT7aeU5dOTLP1qte020VGCwM16ZqmS+s2zZw369bAPccmTOM0bN2VdytVvDn64+lYkWcXj9s69r3be/tubM0c+tm432f+93y9/PZXkc9nWB/6fWhF5bVfSNwtxh6ASA0Y00oF2nWgMe79l1kZDKrn3zxjKVgIhSI1CNaDxbin4YYV/uEbY/LBRkiAGnJIoEwn/pZicNN8lw2I2bh4kYdNeadaIWHYiA2O2OhoEY88+aid/yBBooXXk8YQeY2R/FnY3YzSrVhVfH8cUdhyP95D5UJIvqSkfjWGN5MDuXEppTVjBtTflZ0JyaRqSZ2FZ3nN2RPnUjDGeCZiaQqYRgdtMvcmNH/SZ6WBWNpZTlvJnQemkwA1ek+ZJg0qV5O3VYpZmH6WGOiFhqhYaKWCePnlaGjWo6k9nG606CEijjjIrPXMCSmGuh7CKzu+OihhiMEKa6qJ9gH7U7JpDLtOrRDdalOGwUqrDrUFWQsktrpqmw63+ni7YoLJiktOsR8eSwqLCqqrDbs9ujsKvAPKe+OjxjqbFbT6Dslvu+PpJQVhwySscDD2EjtwjAUF4RqzEHe6bP/FPEmMIsYWd3gqxxtpDHKSJY5sksgm23pxyvCg/DHLzDQ87cMwv+IyxTUvI/O2NOfMys0+x7xy0LEATTQsO4/78tGuoMy0UyU/DYvTUruS9Lo9B2101WVcPW/WPm9dtdf70qv1xFz/NjTXYktNtsA4p0112l1HTXcZc6f99jXkstz203tvBXbOfzMdODR9p1z40YdHOXjNixPdeH5xs3231XbTnTfXk6/1OMyRB935KImbHLrPo4tS+sin55y6UZ/7jbbemct9uWu1W3672h6bHfbsnK9ddes1v+5V7IoDP7bwUhMPs/Gd3b758r1LvzvvL/pOuPJuM/+08yxDnyr/8qZzD7j3TIOfsvh5VT789XVXf/n03fe+9PfmG47+0eqbzD5d90tf/hi3P6L1b2T/g4/7mge/BN5mgfi7ngMpc7cDgmyCqwOZBTmGQfKxboCSK+DZNkY7+VWwgbl7nwRF+DsSBs9+EDQgCEXHwu25kHrZCyD/Zoi6FDJwhSbUHApheMIb1i+HMRyhjOjWQe1Bjoeuq+ETjXi+INoOiNmzHhZ35EENQrF4UgTdF58XRtlRUX9EFOIZCWhF3e2uiVp8YxmTt8YQpvGKSywhEouYxxfuUY19xCEXkyjDLR5JhwI0ZJWcKMY60vCObuwaIcEISRUG8oiDRCTGyLABANhg/2pjDJ8PTQaFAKSBAE2w2RCz6DMyJEEDafBBCsjQtFVmcpInIoMVEJCGKmhgCFAowxdUsUGMNVGTFevCBLBghgAMYAAecEAAjJADWq7CS0yc42K+wAUN2CANAAhCGABQhSoAQAAHGMM1uZDNSo7sBgEAQAkmswAfgBMdAMDCApSwCiuAoZ2shNkYBJCGJzjzEFhIwwR+YM27wbFmX3BAQp8AAHpIowNCUOflOqiEKvyBDCANqUhHStKSmnSkYFDBBJ4hDRikIQVpcIAgJqCEMegSDCfNqU5JWi0zhOGnQA2qUIdK1KKGAQtHeMITrsCFpjr1qVCNqlSnCtUtPKEDk/8ZhAXSsFWrFCAKW+DCUqlK1rJS9Z/gIIoUlMrWtrr1rXCNq1K7dIQmyPWueM3rEXLggCNolasxTQNfiaDUIyghr4hFrBTYmdY/PIEIkI2sZCdL2cpalghByOxlN8vZzkI2CCBwgBQEAVOYivYAKQjCZz3L2s4+4aMN1VnBZkvb2tr2D0LIQSdHOwgzeMECHfBBa4fbWZqANGa3Ta5yl/uHINzAAgBQBAAAYAZPCoG42LVsXWQSW6sx97vgzU4QbAAADXRgAgtwwHRtIFnVZje7MzkubJEW3vraFyg/AIEG9psCGJg3B+19L3yN+5vuSvK+CK6vD3LA4MzmwAfuXa3/gIkbFPl2Vy9PwIIXkDqTI2iYwzIpp4gPluASyyQIf4hshCfM2j9sYQxAoeVHJxaUKhTitU+4cZeAZGITozjFLMbuTGDcm49JxwtPQAcW/oCOMEiBpY4VxIh7XOIf6yXIlwUMgWcsI6AQQcpESChVBCEFIvA2KZ6l8nKtTBYsa/cPYBDDH4jM3a5ZMypE8IIgElpQq2CBsIJ4Am83TGI135fNeHYzZf+w5D/Imc4mChSe/ToNyPrjtYVotKHri+igKHrRf/gCGOI85/ja+cBAQUcV+BykI+i5HD9JalJfvWn7dtrLn5bsH64QarJIEtUz4S1kzzwTItg4K5LNcRpc/1Xr796aJrnW9R+6IBMwyITOMga2THhbBS/9pApSOIIUlPyHcipVGlluNm2fXexoQ1YmXOjCFxwdlK5pWyYKGcSSE+IlenhU3c4mjLvfbYWwhtrapa4zGdpcBS+EwQskzvDDqxBZiT+8zOkG+HjYLZOBE6HcMqE2vZnyByckOtoaLxjHgexumVxhCzNBeJFTTnOyrNzjNOFCrx+93Zr7nCY3H/gfqGAFXot8DEiP78J//vOgt3wmMJeJnJlOdaALXOhVz7penI7yKfxb54RZa2LH/tYjmN2wZE+72tuaVLaife1qPxgVgCLzoGDBqHjP+1A37IW++/3vgA+84AdPeP/BU4EKf9dw4RfP+MI32grjwdc68q2gvhOC8jg5C69pMnVJyUlXVDi2IuYyE8iPp0PQ6i3pCz3teauKP/9SUOgvj64OTYG2qJ8gNiiv+z+wfpiYIRDoRX8O0tcW9akvvnNmWwgksOD50Ic+E2zy96I0LAcxCMnsVc+kJ0QB82TgQiHMAFW+WKEdmFcg8wEoqREk4P0JCIFRjIECDyhFITdAAAMgsAG3YICXhDAFCDCAA5hQPgABF/ABgsAFCfBq44N77EcqPxECZlCB6Tcbsac6CbR9o/cECCAETUYIMvAHAHh5vlUBJCAIEHAEZtAAo6UCKAA7EKh+kvIHI0AIWDD/AlJgAjeABSRwARAAAlQRBDCVBlsgAnqGBSBAASPAAbqneiMgf2dwYwkQAyV4eRsAAuiABghwfheQZwrAZ3VSMO2TJbPhAbXQSwlAATHwcTzwBEfgADBFAxQgZQhQBWZwARugBD9AARtIfOhAATMgBDMQBAoxBhRwA0RwhYMQAg0wBYNAAUQwBgxQBTFQAr3EW2VIhhG4JFkBfwlgBiFmCCUgf1vie10oCCjwhKM3gCGAAvyHDiXAAWmwiIYABhdwAQjgAegwBPtXAmFQiTBQARcgAg+4fjQogVlhjPDBZ14wAgyAXnwyEyimEOZiDRxYfBBwA3b4BEKAAE/gBT6A/wBeMIWGIAUIAASK8Aw0MAJmcIdhgABi+EDISI81eIMKRFoUcHchYIpO4lh/QGusWHwbEIPn0FwnQIAECImHwADVMQhk8ABSQBXPoACaaI+n14mx0idaQQIbYAZYYAEykX9TEAY0IBNh0AAm4AVUgAF/SHs7wABHYJIJsAUWaAZBgADooAQqkAZXoATiUAPgSAg4MBlnwAAZhgBgsIkZmYyeSAKgkRRP4ABruAEygQUQoH8qcBRH0AAIQAEeoIA5gQ5mgAIIYAANIASFYItpMAMMYAZQkJUI0AA7cHkQoGxAwAAM8E1MmR0WYQZLmW9msAWGgAaSxw7ZKJjziAj5Zv95pGCOfVkZyJd6FwhDTXkkw0d7y8eJO5J8ypceM4iZA4kIiVl7SHSZsDeaxcB7LGFbkyl7gGh8oQl7I/IFDviZOVFbd6d3vIl3jfebwMl4VYB4wVmcwKlpVYecPnd4NKGcWjcTh5kOZKkhjjl6gwCZIaEnnCmaGlKaGLgsqEkmnlmZp+mXwjci3gma9UiblCmb6yme6Bmbmxmen6eapMCa4Gmeg7AEK9Cf/umfS2AT+MIW+mYENhEEb7EQ6ZmBgvAFglYKTcCQZnF+fFGZrqmRhCIII4CPpFMIKsAAgvADyvaNxGcNMnCb1kCeLYAACYAAF0B5aEACBCiWB5iAC9j/gMczm8EHLqozfq+2Ady4Z9pABgggoaOwoIVwAjZWBAhgT72VAoS5A3+gBGmwgi34ggYZE7e3njsKH7FhAhSwAZRWBR0QASUgA3UZBCoQBh9ajB0lAs8gAj9QAhQQAlKQAheAAVCQBj54AREwAiwJlRyAhLG0ARSAAvBCnhCJAHV5CFeAAEfAhV4IhouJoa/XpaFCCBZAAlNQAwzwBWbAf3sFATA1Ay/6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FqN3KO9BQpitXFI4x3nCIM1sFKhgEy4j2c+UlTN9W1tKIwMYM4hONKDnPFgnQMHCdu6CposK5kirVdF8lu1NCF2TI3u6taAONU5PjWhFU7YJUi5lZPaJ0VoD1KAGtaitd11rbw60orwOdhLa5QShGFoqUtimspf/jU25YuHZ0I62tKdN7Wpbm9pMcMK1t83tbkP7vFCYjnzqseQKxbVCvv2DhW9i6nmxp1RMYCyBbBLu6WCoVOWuzx/AW+TI3NtE8a7QH5oAr3unkhT5ZqaBwJsFDD/n3QcfRcC/cph4/dtDCRfPugoRBBN4/OMfL8KEoq2SpclABSSZ+ISSsASFbIGcGReWk7EABUJgIebyylGMCdGBAfh8ABsoVzFEgAGSxBwGAjiAAiogCBUI4OkCCDGHHBABQdxAARHIgCCqMAAn69zeaoJNUjYAhrLHPCiXS7m8CZEEAexAV4IQQQjMjggP/KHqY1AAEMBwAOGSQARILHjYd06W/w4QQgodYAIIYCAFD0RAARrwrQ5GIAgqcIC0UtCAAzpggT9mvANBDwMhPIDyROjgACSouhgEUPMI9AALBLjuFjc+eHcnBQO1UO0AHKAC+taAogjoZAscEGUBLDgCFRACDhzwR5UPwgEs2MEKdKCQDGCABTKggiGqcIAdwADvDuhBFwzwBBV8QLXa/Tpl1G+loPx8AGhZ+yA+EHQ2MYH1cff8IZ6+gRAs/RwtMAIjEAEG0ASFcAHn932CwAMGoAAfsAXklwIPEAEcAEbdwX68FBQVmB7XhQUdYAANAFPAYROWpRDBkg3OJwgKAAPFl1qDEAEhQAgwQH5YsAIOUF3TNP8GLdABYGB8WyAAsldVYMdUhEcThgdIgjACDpBsG1B/3NFRv3UoF5FxFQB4Y1AVOlAIHKABhGABUAd1WTAIXpAATOBbz0AA6SeE61d7nOIZSuEBFQAGUgABVxEDAtAEW9ACXXIAIIAFTiABzSd/gkADBgAEeTgAVLAFr6eIBMCCQkACV2h2LhAB5RYDXBgGBgBXAqAFGPhwRGh7g2B3aoJjCLB7FVATUqAAAmAAJIAUQHAAAuAAGKB1I5FxYCACAhAA3ddbDgB1KSAILGAA5aaAgwAGCpBaOWAABvACFjiECwEGnHgOVwEG2lcIYjBu9pCCxSgF5cZN5XZ2iSB6zbj/hjSCbx6Sc+8GcIKocReYjhh3jhbnjhWijbkRj+UYcSwhdM3jjEyCdvO4jkeyj+RoH6XybAIHL8nGbAqpbN7WkA5pbdn2kBLpbfblZxV5YuDFapdidKVybgSSbrR3jx5CjwWSKPyYJf5IIOB4cOhYjup4kILnku8IkyFJkC85b/ZokzOJkzEpCENQAkAZlEE5BBOCje8kCFLwAxOiA3DBECSZkoKQBcMWHzNXc4Nwc07Uk9AxFx1whOmTkiRgAIKAA6m1A8anDSvgdflIcYNwAgIwAAJAiQpCdVaHdbTIdWr5iQO5leixIeUBBtVVASyIlNrgBXdoDE9ZCCHAWD4g/wA3cAh2h3d6x3d+Z4WbQXA1yZeYcpUg4AAVEGJPcAEL8AErQANjoAMksAVhSYFC8AQc8AwcgAMf4AAbwAQDKAFKYF2OtwAd4Id2ZwGXNwY3UAEOIAL+AI6IAGamWQinl3pjsHqt93qxF3iZ6W94MggQ4AFN4AIGkAXG+Jk0oACUxwKUiAN/0AE4cFcCQFoCIAEoNQANQAM+8ABFBwU0QFEMkAJS4AJ/wAI4sAU5cAA9kAQO8IuFkJiHkAN/EIRjwH3eB37iR37mh36bkZH+5Ylq2H5dkQQD8AxbMABCIARnOQYZYCgJMJhUspwWYIUqgHeDIAKGZ2EGOAYYUHorwP90VHENUpAAkHiACYh3DOiAEPgEEkiBUYGZ7aiXGnoalvV+SWBZz/AlyCGlJJoWLHAVWMABBuAACaAeY7AAX3gBhvCU5bEF9CmOgzCDY2aDOPgMO9iDT/CDDGoT67aX1ukog2Bi5UZsgzGCT+inoxECCxAFWyCKs1EBLLCWm0EIXTABcWgIXviFAhCGgjCGZWgUaIiBm1aEd0oWF7BXcXoAKVBgWwAGVKcDLWAAhuIAHlAFCOYmgNoBFCCHp9igfyADVQAGLKAABrgF64igilABx7hXY/CIkVh2k1iJl5iJUrCJnRgdSpqBHvB+AzAGPqAAPrcAmOd4KSABkKiHgiD/A2+ZVhcWFI8JqEkAi7KYFhywik/gBe36dCtgCMg5CFAgqWIZjMPoold4jIKQjMsYFU5QbOyGofZgkMWogi5Ar9gAmAy7jV1wCMCqqMaApq9Rb3Z2Z2J3ESkAAziwAQaQl15Rr30ia5oFXe0XEDegARUAAgDpFWRacX9AanvJEOdAsi2xkofxBOvWX8e2sf14k/xxExlrW8PEXhdXITibIlpWapsKaRnIFPD2skuBZTXhs4ChZ5iEj6OAsEP7B0RWau32B1qLigt5ttk0kWrbkBG5tm4rbVIQBUV2oZpGTARWZqN1bbgAqnzbt3zVYD2wBEwwuIRbuIZ7uIibuIpb/7jBpbg+ILiLG7lM0AST2wSW2wQD6wR7dWmD1nDopWkoG7VUUXbWFG3DUAtJIAM6AARLkLmu+7qwG7uyO7uxKwO0y7q0m7uzCwW8GwWDFk5F5rOgS0xI+z1l1yWvyrZ/wAO827zO+7zQG73SO73RKwPUe73Y+7xRwLm++7viFLz+BbrQ5QVTILqMcrxEkU2A8QQ30APg9L7wG7/yO7/0W7/zewP2m7/6m7/fC77hO7xHyynUaXbNoU02oQRRYE8KvMD0dAP0tAQJzMALbAUU3HAN519cIL7KZL5ZWRNm98Eg/MGi9QM9EAUWfMIonMIqvMIsrMI30MIl3MIybMHBq//C/tVcGQzAASzA3yMvJkaz90WuNoHCSOWzN3zEOJzDdUu8WMXBkTMdTmDESDzFVFzFVnzFWnADV+wEVoDFXjzFXBDGYiy+XWBMXyZWKbsQpoBeYtzGbvzGcBzHchzHOjDHdnzHb0zGenxMZxw1TvwqfyAEejzIhFzIhnzIOnDIirzIhuxMfezHJ9g2fxBZ0FTJluxMOuBMRnvJnBxNWdVWxZsiqFC04ZVfxZRZY6VVkCxLgQxnpmy3frUKxDtIkUw3f2AE9XZirzxMZhU1szwxtbwjQuDKh9XJxhxNPBXMheNnu3zMzny0yczKuKxLYiQ2JyE3f4wxvuRAbFQ52cz/NNs8PN2sNN88NeFcPmO0Ssq8OLAERw+UxnLSznz0zuWcNec8QeOMzev8xPKcGI10MPD8KfdczWekz6w80EqUzpV00HlEPwGNKv2cGZJ0PvX8NQgNRfnsR+NRhEzyRO6c0QC90aDYw2UzSxKNNKD0RNbB0QNU0SatWBABNyk9J2ez0iOdPtTxxypN0xc9MihNzW6lKFIR1Ksc1PVcHDntCtFaPEOtWNt8E+Yp1FdwBUKtRjYNFpRR1APGIkSYSWqYoZ8EGFslOTcxA690BEdQ1f5x1fKyyhj6U2AdGG7tVOxFy39g1kKN1mrd1HW91esy1xpJWSggFERABIF92Fw1Idg3YQOMzdiI/dhIhQBCsQCUXdmWfdmYndmavdmcndmBAAAh+QQBDwD/ACzvAI0A4wNWAYcAAAAXGR4YGBgbHSIfISUgIiUiJCknKS4qLC8rLTIuMDU2NjYyMzg3OT05OTw7PUE/Q0RAQUNFRktGSEtISk1MTlFOUFRQUFBTVFlWWFtYWVtUW2RXXmhbXWNZX2hbYGVbY2pfaGxdZnFhYmRiZWpjam1pamxhZ3BjanRqbnJkcXtrcnNscnpxcnNzdXpwendzfHl5eXoDcroMdbsQd7wTeL0ae74cfsAhfsBodoFreYZufIl0e4J6fYNkpBVlpRhoph1uqSZxqyx1rTJ5sDV7sTt2gXt6g319skIlgcErhcMviMUwh8Q0isU5jMc8jshxgI17gIV9g4l9iYBzg5F4ipd8jpx9kZ5+kqB8oKBKl8xMmMxSm85WntBYntBcodFkpNNnqNVsq9Zwp9Ryrtdyrth2stl7tNqDtkeMulWRvl2WwWWYwmabw2ugxnKiyHSlyXqpzH6AgIGChoyAi4KFiIuKio2Gi5KIjJKGkYWIk4eIlYiMkJOPlJmSno2RkpOTlpqVmZ6ampqAk6KDmKeFmqqInq6WmqCdnqCUoI6Wo5CZpZKdqpWJpKmMo7SMsa6doaaQp7eSq7yWureZvbuhrpemtZuhoaGkpqmmqKupqamoq7CtvKCps7OwvqGzs7Oytrq2ubu6urqBuNyLvN6Vr8CXscKYs8WatcibvsCeus2gvM6hvdG8vsGewr+rzYKtzoiu0IWx0Yq105G41Za61pqkxr+zwqS4x6e8y6q/2KKbw+Kmx8ejwdSox9qsytOpyd20yseyy9m508e10daix+SlyuSszeOv0OW3z+W00OKy1Om60uW91eq82ezD2qjE1bDH2LLL3LTN4bbQ4bjCwsPExsnGyMrLy8zLzdDI3cPP0dTS09PU1tnc3NzF2u3K3e7O3/Da3uLO4dTY58rc6tXO4PDS4+3W5fPa5/Td6fTi7tfn8N3l5eXm5+nm6+vt7e3g7Pbm7/ju7/Dq8uXn8Pjs8fPu9Pny9+709PTz9vv2+fL1+Pv4+/b+/v4AAAAI/wD9CRxIsKDBgwe91WmHsOHBVnUcEoRXh5vBbnXgSRwYiEQMjQXzIRS5saTJkwLhiVTIkCXKlzCtRSzIEKZNfy4Lgrw5kafPg6BMtLDo8FMggUaBCiX6s10dbw0vZfpJtapVnv9gZr3qUyrXgXWqfSUoc6w/QZ0ahjWLElsdkj6TlsxJduZGiGwbcmth4tPJmnlhAg5sEBvJVgGwUZUTwKS3AJoMagoAdeOlABha7PQHqkGAABYqe7PwuUEopA9Sp1ZM2OGBCv4QK5bd+qSdAHDPBhBrFd62hrQnBjDhEx6JAQEKyBFoQvUD2Ah7PIghMFODBFEGYtCA8jEEF7wblv9oIHC8Qe/gq2ILIKphBQyCmQb2XfvnVpT3X7Zz/iBF/IHvjZVPAHagRJ9Jt+VmlQMkjERgfQWx5g8iAQx2k3klBUdQgiNJyBiEAi2QQAuXmCRKACWCmI+EBZ2YIoQDnhZbYos1NhdkklFWkgsGGPQPciZMEAADAjGA2QgBDCCOP38EYAADUF4DokGAREabhlMexOFA3vSw2U+I9IgQlgLN0R5PEQSQQAcXcOdPmgpAKQFCn3zWYDsDVLBCAH7V+WJJmwQgn3jk+YMhQYEO6tN6Zx4U4EtyzNlamFlqZalNj30gyKZ+QSqpP49yNWCBJ1GKIG5jMeggqSA+RhSFFtr/dKhEZPqzpUEnziPQhxDCE8AfKL3TQ2UQ5nqQsMQ21M4nooDUjiaQSMhNO/lUwxA8nwjCoj/5IGaHNfDIxo1UJIHrTisrYXIJYNUIoglDH7bbqD/YILKJOwI9FplA8k6WrED13itQOx0YYI01BGESAGz5IAdPO58JREEAadXxq0TtWAOXNTWJIogoJLUjpUDcJOsNwgJZs6Q/GfuTDVRX0tiiuxpxwxS4A2GjiYTebNIKSN6oC1g+oAgSnj8eV3OrP/CgPO08RW+bkiibVJYNJoB0Ck8LA1gjoTWaWCQuuQJdw5A7imGDFkHtVtN0QZkM+aWRX+qEgJ2c8elrD/5I/6CAQ95kckk3KeEBGc4DLQvIuuUVOivThmsC7rTVMoTNJX+cmY/G+Uqo9ifVsOfPNpVtrmuo2GorENr0rs1yBwx4bdC4mWh08kCbv8Nt0by9TbtIW3fNmsea1F3pQPmZlPxJjwky+yWarOyPuegmDrvs7xGt+kAezzvQNoJcQmy7nY7KpdBkhc0017LvbjRBSS/9ttrtpS596kfDc8kl4qjKryDle1BBwCc+LvkMaIIjHMDgAQ+3sQxag8pH3C6hMVipLS3c0lg7zkS7nRBPI+PJR9LYBkCQaCh+qDIIPG4jCoTF62MECZiC8nXAfCUwZ+5IHVSqFYAYqExkAymZQP8IuEPOMS1b4fGGN0T4voJMCx6bYFy9OuUPbmjiD5sAHgsR1g6LYIMbm8tHxkBiM4IEYgADMMADkGaAJwWgBQKpgAQSEABEYCMBCpDAxQZym8/UETEOMAAdLcAtzCDHG5cYwAMYMACx9CAAD0gABPzBGAckwAACbEEAFtDG9uhLILdJAAIOWRBNctIA7cGkH+GyHgNYS00CKUAAAOGPBwjKHzFAkfFyFgDn0Qsy+dBjAwbQAIY0iSQS6ABBJqMYbgTATSMg0gMaFLNtdSAAEDCAMjUgKV8BKx8VcNIAgPXIARRAmYlcZCP9IQ4GJEBILhDInhhgAFnmJlBQqYADDsD/yN0UpBp3O0AA4KEJRdryA/4w0irbAYEACPQTgBQkaAQSgOxQSAIGEKh//KFJetKxICQIAB64RRBM2mOGA8nAcALQIFDoLQA9QIwvD4KJNNJxpEjy47zUJIECGIAhGHpcTj8jCjnSERF2UKSR+JYN0eFyAAJRGB6R0x4IjIBkfAIVfOiFRz0C66IZDYB//AjLDQVgjgbwxmTOxMx2vjMA8UQMBSR6gYSSNR/XzKYyj3eQ5W3ErzeaqUAMl4ADDAAThcQAKSnqxwSACgH8RI5Y4PEPA/woeYIIQAMYKZB/eFaNhSRVOhkplnb8IwCn/YRCP5OPf7jztFs5LT1PmxvE/zzAs6h1rZM08o8E6HYrlB3Aj1Db2c9mZUCYzS1U/XFa4WbFs7iNbXShC1uCnNaP060ubFkLW+gyN7fPpS5xv0td8nYWvOMtyHU/k93xUtez6gUvc6HrXvrSF7vVnS954atd+xbXv9a1r3+7S9z1gpfA5c0vRWM73+cW+L3SjW9s3duY7pZXv/Blrnm9218He/i8+elwcfvK3gxPRk11FIgmP2MAVvlIutFtsHn1izz+1hfDBU7vjMML4h3n98L8tXGMZ9xjDutYxjz+7oj/izwKL9jHO7bRQPQIAQKoCYNkfcDRBEKhDqwnvNl9b4An/GH1FjnC6s0whGssYwyrOf/ITH7ziL1L4wyPGckR5rCY6wzjzvK1r5fSipjpDGE7LxnPYG7zkhO9ZkInms1x3jOdmYzoSuuZ0XuG9KOBHGRJJ8/ReS50gwlt6U5XWtFp7vOlUQ1qVZsa1HNm8KpnbehTw9nWos70oWH95jXXuM+j7nWCHc3mVpua1b2m8ZgvHIUAZECWD2AIIlIQg2sGALF9hbOdj13rTg/71L9Gs57v/N9hi5rSkYY0ust9a2W3edzEJjZBHKAm2CWJISRwgQtseYDNeKMACYDHehoU7HNTetUvHre7Dx5ic8fa1ekuNKcPHe5LW9zXCh/1nwH9EsD+ddDCrvWu7+PtSWu84Ob//naAK35hZIs70+0uua5PPmlew7jlDA/1zS0+cmU3muQiZ3ixfY1um0ca2N5mN9B9/mmk73zTQL95mn89dKU33emcBnnGY671dW+73VSn7if+QUh4UOAfcCTICv5B8IRvHeqpxjimr37rjLs71xKnetiXrnerM53c8JazvAdygWtzS5YYFEg+ZNkKgnwAkilQqQKos+wk5xzVKOdzwkfucDdDHM+Zl7fI8Z5yuVt+5hv3eENU7xCTG9uvXx/6zEuvdZWrW+JRB/zTq/5wg4f77skOebeT7Xm/g5z3BWc6YAcv84brPskIF/3Flx77lb8bzJ3/OrCtf/3TexzWyce8/9JlP37wX370va4D2wXyh3+4aSAm+EcJVs98uC+b5nPPNvTBXvPhp9rrXEduR/d3ehd4OkdxHBUAKyAQmAQKBJEPVtZ48FV4ZFVWEddwrnZ1oLdw16dpcGd0Gzh8L7d5cYeAINh3G+dnHXcTrid82XZ7locQRDeA3Ndzz6d76RZryLduLJd7IRh0l1d84reBbkZ+5vd/f2dyAgiC0Sdnxkd9fOeBB9iEe6eEtfd2OIdyuxd6Btd8Wohz54Z+EHYiAfABK4BJwDIAmWFtMVhuT4h6POd5MId7tEeH04d7d1Z9PfhzzRd8HziDvxQAJaBHCpAPl5AAI9AC9JYArQVd+f/AQPBwIh2QGxcXdwjXg+AmdOVnenWIaFR4cn6Hf3nnib6XeoHWcYZGevrnfZm3h1f4ihpnh2DohHfIhV3nirWofVYYhlAni7FHengogi3nhSzHhTQIjK/IitYXb3w4jDJXeeGni2KYdf1XegRoeq1YjBx4bnxgWT8CA3HkRweAZkiYfKXYgYt2bObIidjXju74jnkYhVbXjHR4gS+Xhf5wCbIESQxRDQuAWxJgETiHDetXgFmIjZX3aiLIea/3hg7Hh+kojMT3hRl4jn/GehwnaHSnjvdXfTPoaQ8Ji7KYjeg4fdoIkRXHbtEYdbsod4o2kh4JkhRpiTF5kLQXkd3/Z40mSYBS2Hu1uInLk4qsp4TIo5EoSH+tJxFASIIE0Q5L9IBKVIPqxoNLaRXV+IJT2YLOVxV6aF1Tx5WA5Q0W4g7dsBlVuXpIWRJniR9BCXsvppRrqWH6B5cYKZdDeJGnaJV1qYKtF3S7SH9N55UoGJd9+ZaGCZhfiYBMaWao6INwmZY8yJeFKYNbiYrlmJhX4ZYpuJmcSZl015mgGZqeSZSiWZqmeZo+sZeCiZqs2ZquqZevGZuyOZupWYK0eZtmgXq4uZu8WR+qWZS9GZzCuZmEOZzGeZzImZzKuZzMKZy/KZnNGZ3SOZ3UWZ3WeZ3YmZ3aqTx5uZ3e+Z3gGZ7i/zme5Fme4fmcdmme6rme7Nme7vme8Bmf3flX8lmf9nmf+Jmf+rmfrIme6MmfABqgAjqgBFqg6umfBpqgCmoWKEUYszif6Xmg/+mgGEmaikmZyjOhvweWi8mCGrqgNoGgzlmcqPmhKzifJpqZJFopNXc8FgqZAiEKFIAcDrBlz+eEJ/GgbHmPWJGiPdoaK8oWXemZMIqYammi+Oihb4mMT/doIAqkEEqcqvmiHyelPiqAwaaN0KiS4+ebQcqhR8qlpcik8IilYTpfAwJJBNBbKHWTVNqhHEiX3dejVypoQFqnqSmPRIqhH7eXX3qU9qGBZNqKf/qkJ4ofp/mmgJqjeP/6oypajZ2YkGUKiIGhqLlZl7kIiIM6piv6ZvmwApZzWooSi9q2lNQolBu6jvWIklk6h8uHo8LWpbXndjsHirLnjLHae3ymi63qfT4IklpZdJAqkamqhXLIo+HXk8vIdU5qqEIapUfKrLo2i10olPjojD7ZdxMXh7ZajAGIf+I3h+SHbOOKkBsKrNwmk27odsoHrtbYrbCKgX2pgYB6ld7arNVwWnXTdboJlC3or3eYjG5qh7SahAJLsCdZjyvHiwq7qgdbqtuXqSLpgpz6rvOIh7tKkhnLfcx6l85qldBKl/SIrk3asJp6i774jDA5e/R4q8R4mNI4mFCYsBiIsQT/q4rJerE6S6Y2aYMeq5j2ioQk644EMQHT2Icsm39fKXgK2Yu4lrE2J68j+3AlqWbLin2at7C09lyldrOv1nOD924DuLVbm4lyqXD0yrBQy5G7+nqTWqgfS5+H2pikOKdMK2t+mHU36ofa2rRjS45/e5PFZ6F66Kp9O6w1aLV527VA6XI6OLiehpMRurhZuqeHK4ak+Hl2Nk9fonIj2bfh+o79h2v7d49NOK0/N5Mxua402bYP2pDC2q4zybEHeLms6LDHB7QpR4LDWro8mZMuSKhwG7dJObc7urvAm7sGOYrBupLKyJC0qLBgC7F4N5W0m5LCypLam7i9u7HpGqkO/4m0nwevwreFh2m7gmqzdbcVc6Am//KF0Bi0bHusAXi63guPbiupRVi96Yi9TxiK5Wq4j5u8PRuRC8m/9NuJQ8qJQlu+riuPR1i5yWqpxBuyGdmYekvAdqfBE5m8OQh8CXuxgUm11Pt2fKp82ne9MUuVXit0Del7TDq7WGitWhqZmEe46cu86+sPeNBb8vG5oPevVLu0aau0aHu3T3vCKfmX/YultGa9Wmu+Bru8ZlqTB6yQO2i2XVl/NGy36/u8kgvFxEfBFYyoxsuoG+nBToyjQZhzJ4iqQ8y3J9y0bDukMBjAlfm9Edy4Y9yLl3iZ67qQRMjCcOqXgny+g+zFxf9lDZ+xABXwyO33k0cnkfNrkqqYd31sixgbivlrxR+Zul2KxxSJheGLta1Gk8moySNbszsZhJt6soRMxONbxvZhwaO5ygNbh6mMiZgcsChbkZTstMZ4oSj8k17IsC3psC6My1pJjSI8yTDcpLbIwqwczAosXWRIVnDExG68kdtXhS/swJmMjDnrvPcqhdGsvLActeqLvqoqzKjcyhDJjt4swa68yhr7x9uYe2xMy1hhy7esy8F7he+czOKMu5/Yyvcaser8qluqqlzqvAbdy8sskyebwTIsvv9Hz20MgElLtPxblf/5fSNtyBdsxoxpw8RspjKo0hX6p3DMqJgZoSr/LZUmaKoxjchkDJw2Hac/i8bQ6c8sCNBFmocdmopV/Jg9PcIrbaSWK6dUgX6DiZU9zWoYrHo4PJRx6ZhUjJkwTZgmPaL9KtRfkaTuudNKTNa1fMZcgdbVaZEpOLx54dZWypZZQqm4iddqXdZ0vdd+vZo5WqlyvZx6HdeN+qjUOdhXfdh/3diOvZ4i+tiSPdmUXdmWLZuRfdmavdmc3dmenZlE/dmiPdqkXdp+ndmmndqqvdqs/aSo3dqwHduyPdvs+dq0fdu4ndu6rZy2vdu+/dvAHdyh2dvCXdzGfdzIDdpsndzM3dzO/dw8HdjQPd3UXd3ATdzWnd3avd2ejd3c//3d4B3eau3d4l3e5n3eBkre6L3e7N3e8Kne7h3f8j3f2gnf9H3f+J3fxmnf+t3f/v3fJRraAD7gBF7gU8LfBp7gCr7gXCngDP7gEB7hLb3cEl7hFn7hNC23GL7hHA7hCN7hIB7i7P3hIl7iJs7dJH7iKr7izp3iLP7iMH7dDh7jNF7jt+3iNp7jOl7aOL7jPv7jl93jQD7kRH7aM17kSJ7k/izkSt7kTp7eR/7kUj7lAcrkVH7lWH7WUZ7lXN7l5mnlXh7mYm6dYD7mZn7myVnmaL7mbJ7XW97mcB7ns6nmcl7ndk6cb37ner7neEnhfP7ngN6ZdB7ohF7o/+znhv+e6Ir+rIi+6I7+6LXZ6JA+6ZSu4dJd6Zie6WqZ55re6YA+6J4e6m0O6qJe6mZO6qZOnow9Fqte1q7Z6m396g2qIv8QK8gz667N6amu5a2p2ILd67AOm6zZLAKSsu9FkLinRMq+7Mze7M7+7NAe7c0O17SJ6rt+nq8e7GBaotoe1d3+E8T+Fa3VcbP+7ZGe5rp+7ZD96uze6+3Omk8p7s/5D+Xu7ryd7uqe7/I57viB6/aO7pKu7wIfoPyeo/7en4SN7wOP7f8e4A2fqK4Z76Iy7/WO8Pce8Asfn+aep8De8f258TcR7hNP7mhp8QCP0hkPoCCvpB/v8dzemiJ/FQX/rzwV7/Anf+kpz58rH6LvbvM+f5oSL/MUX/I/v98Kn/NIv50zPxCy0PRO7/SvQO+8ufO1Ye1Jf/XRufQiLPXWdfBe/e0kbWyBbNa+efRY/9Y9D/EPb5pU/xJBbxVaP8oKYrXRig3bvKKXIFjcGdCjTLQuavYS3vZ7Lfgy3fKG//LDvks+Efd2OPcMxp10b9cUHnJjn7UsCvjiXdhy2tdwWtmEn6Eun6ifX6WJX+yrWGiOr4Ix4IgoVwDcQF0FAL/wu/qe5e/ft7O16tNVj/ngPYp0m9VAzdmjb+lqb/JFX5pvXxWMT4epr2Ge9frw5QCedQnvRf1j6FnS32mUVWjQ/z+Um6/DYXvgvP/dvr+jQb2oT332lL38uNf8SkdZlUHO+vX6zOUN/yAIJazVrkqOp9rUDgoQ/gQOJFhw4D+DCRUuZNjQ4UOIESVOpFjR4kWM/v5tRMhRI8eNHz2KBClSIEiUIVOeXJnR5UuYMWXOpFnT5k2cOXXu5OkwH0KDKVHmKxjyoFCiJD2iZOmPG0oTKjsyZQg04UiTVKU27VmUotWuYcWOJQuz5FKhaZmiVZtWKdayceV+nfsQbF2Fd/EG3Vu170JvSWX+vNpWMNepAkWV/LlSK8KnI7caXdxQ79GzmTXDDXvZ8l/QoUVfdKv2LcupqQlKlqra5GjYYz3/Nf8Ku/bo26JzhxYFjybhoIaLpv3z789bjtWENo2cEl7K4sf9Fl5bkiTm2Tuz543d3Xvs5a/bAmX7GjVqzee/r7+5He9u0PBpu58rv2/v35fVvvp32J8cAOWIYSoNrALpkn/kQE1Bo0KCR8HnNvLmn3ba+UeTjwp0iD72DqKrQxBD7Mo6zNALrzy4WKuOPPtEdNEu7ziUS8a4aCzLRrICy2+i/hbyLKSnuKnxxekkwpFIJJMcLjesHFuOLSirQ+5IJau08koss8wIuIh65JFEsqjsDkcxtTQTN86adHLF01aMkrMz45RzTjqt5BIiL3lsp64ybfuwTkDXS/O2x9hUCj3/E01sMdAxY3S0UUhj03GmO+3yb7VIrySTUU479fRTjWLsU7tRdVqUz1Jzwo9SG/PkCzR9GtRyU1BrtfVWJVPN6dT6dG3PV5t4lWvVwVq91ENYZc2SVlybdfZZ3B4FT1o/u5u0WB6PPSm0WMmb9U9owxV3XHLLNRe2SgUaZV122d1I29G63XZZcM+1915889V3X4XSnZIj/7BpqaJ2hJxJ3lDp5ZFfhhsmF9hgqY0209Gujcnf8fwLryJhJUJ4NqrUsy5k2ep1+GSUPYW4po5vXHmmlsN8WSZiL9ZPuNUumffVDSH+2MdCU3vzRpNTNvroOGeWKWbZlDbL6ZeYFqtm/5gwxvkgnRP+p4V/RFFuoxg0EqCpgWP6OS8WEW0wsY+IXhhpuONWeFqKdZNYNIurvlktjVf8KWyOnhJI8AHBhOnsq86T8tC2wyxabsgjl3xyyhOymu8lN8Lwn6z/8eaTAb0R3Cm2pW4IcbRV24px06N+vHLYY5d99nMvT0vjrI8yUfS016bp44FHdot1qH18nXbkk4f57tCKd8n5jKDHKO+XbEeqqM6bmtCbj7yZEKHiGm99IdSXxO4x8aX36m3l23c/JvUtGp+n+UkdM36KqK5+79uxn1eqEXDkOP+4gEcEQbLDKYs6KRJaa+DUE2a9T371S9IDGWVBM+HvKxo0Ev8Hu+RBPIHwIfpzib/adcJ3FcVgQAlfmziiIH8gSHO/U2DmGIgoHDqOfRLkGAWRhEFAAXFu1aJbEYkIG+qV0FjGS5a3hognHpLGh0QSIp2qGEUsOsxfVYGXaMpXpQhmMYQiRBUZe2VGMabRTktkzxdzdTw1mq9WV5QTHcHIvPjgkTbeSeKW2Ji4Ju5MU3CMY4nmOMUX2fGN92MkeNAItO6Q0I/ZYuJf3FhBQhbSPJ9SZAYRqce+fJJlj0RbI2EjSYxs0UfwIqVALvnDTBayk7MSZYhmSUVQ7qWVgDRixbpoEVXmhZXcqqGVwqhJ6tjqllhaJjKd+algXuWXgUwYM2P/Gcdm2sVwX5rZMmM2qDM+U5y1++N3XonLHY7TkKPcZge7abpvrk5qU8ymLXP5nnvyiY/TpEg0gzJMaoJMeCpiUT2jd001GhRoYEkMa7jCOHZOMHPYUVSUxENQ9fRwlzjZ6HBMiaaPigaVF2nMeFIiMLV4T6UrZWlLXfpSmMbUG92Q0IQWatLN1BKK6VTnJmFWm7ZkxYE69ekHV+Mmk/6rgeOZYEcjFtLmOfWhII3NSHlioWr4yDd/MUczmnEPf1wAktfBoTw5eEx1KjR1ZXNheoIFT4YWdKilo+tUWyPUI6lVUPmsD19ntM+5YBUw/AxLV78aViYuJVHEc5uReipH/3a2xDSF+hWVCHWixZmVbOnZmDsf+1mGCZY9hgWrWKsCVLQslqgbQmga9RocA63tSQOtrETPR1DN+m5KePXmakH7Wy2Jdj2kRQ5FyyrXtOnQsb99LWQduqbyvNWypWFqanWbWXk2NVBSFeTEemk3axEWJ8I1SB/jQlzTJjOj6WOvcrsE3OYeNbbIXepppNvUyVI3M4hpYEXhyt3lQTU+3PVt1Lhr1Z2Qtyhb7Qt6b4rTuTb2vcwt8FiRtT6OInI39dtO6+L73agKeD4ivg+Dy6Lg1ZgYLw5eYFBJ1E4ItlaMHwYRjSGqmwqH0q9DqlvzACsXFA/EvGVhsTV5mtYcO//ynUmWIoCB++S6BBk2RR7kkcdpY/ZgWVBMhnKXQSTl0VDZmDLOopa/Y2ZRORl+O5awd4/oy8D+I6sKGTJZxHxHK4sTzfdTc4b77DoS65LAg46kiscC5n8Yei53XuRyQbtnJSuTy30N9HsI7chCx3nOV1G0XBiNyTw/E9K2mXRU//w8NrvXzavGm3hvAuY6j+XTsAy1M0eNplNH1Mu7dhaYRTNrdDr6s7fGca5pQmxeJ1s0vg4NsBNJZixCWNrTpna1rX1tbGdb29XebqpL1uM8hlfTgwWNs12E1sltW93rZne73f1ueMd72nusNKrq3atMA1nOWi23V0v7YNXilsf/woadvA1+cIQnXOELn7eO7z2jS5M633FBdKfP62/ErlW/Q1M1jCjMcJCHXOQH7za46Q3icEvK1TaB9cp3MmvZInezU+0MtKM4cpznXOfYVnbPP8Xsfh82va8K2UB1+22C93TnS2d60xHoc6jPCehcxfjQWzxfmTcO6RN+tNO9/nWRlxzlJ38zeFU+bjq7XCfE3ZjwjIu+jrP242Cne93jLXaJY1rveT+lxXtS8aD/O3UlQt/RxYJuPdtd8YtXN96pyvfHR16kfr/qvvNCeVlX/cH9hW6pu+vxrjNe9KOXtuPNXnYfm7wvsdZJywOfcdhuxrhkjftn5k563OcexlHn/z2Wpt5gzT8R9MPWffF133vkn+n3ezG3iBAvauNHf/SmT/3YHW79vbA+J66nutC/VWtkSl/8i6f+gB9eo4iPBsGttzynX291PCcdyeOn/9fLP+K9Sz7EVcU8+zcdlP4rrOAzMvm7svo7wKa7v+tDvZRjwL/QvvFqv/JSu5xoPnsCP01CQA3cueTrQN+TQO+wwBqzOR7aQBMcOQ9MQSVZvhUbwCorwMQ7QRlUOAXUJW87vBsMCwh8NRAkiB3kCRHskOeztRksQpILIlE5P5dRQrJYv+3rwYMIwK5wNtTCqBvDQQyUJSPcQnirQUtjwqYBw6mRQh78vwV7v5tSlLZCtv/Pk7vQ40I4bDwkVD0bpEN8Ejd9M0MfpECcgDkVaRvfMbyay0JsikND1DYVTMQXYcG6oEKsoyuHqr0iIb5DrERuU0RM7BBGXDQXLAw1jLnk2rqdekNLLMWkmkPsu8NU1Cc8pDgoFIgffDmM66z2CppQxEIYhD5T3MWgQkXIwzEx7IwDI0OWe0WNIEZZ9L7T4q/nusVBzEUi5EVpZKs6SsL8A8Zr5A1kpAnA6z7BG6vOqy9JrCRKnEZzNDbSyMERUccYa8UTM8ZYXLtODI7zyaHd4yWzIEEJOkd+zER//I5N9LR5HJGnw4ghDD9+NMd/XEjYCMiLU8amocZ0JMSESsj/afRCVlxFStNIuYjHmeA+4IPIw2soXTnIDLRIacRIfMtG82PJv3DCCNTDKERDmZFI+dHH90HJlPRF/WvJX9y/vkM79/NG2BvJgpxIaJSdXtQ4naxEburFexTF02O16nPA1ePDmABJ5htI+omtpcHJo1nKq4MwpWpK3HtKF2NDhuwyhyQyrtwV08hHiiw4r9w8s4xD20qfqFxLvjSItrSzt/Qzm7zJuawc1DqtbAuVyXKh61Cd1OKt2bpLWjQqZlRLcqTKBsRMsoOzPCQ3ooQ/COomsISbyZQvniNLNrmryMypspTM3rqto2wzbPxJn+zJl9zGjzTGRKPJmnwtk6Sd/9j0r3lLS86bjLlaKpIERNeMyw26LdpTRdrEv+gMpWEUSgDkzVIKOFC0jMHkmNFUnm1Tqn8RKsg8ztZczu5cRpqzTO6ww4y0yjo8u85MO+ycKOHkuOxkme8My+4Mz2sjzzdBzotCTvScLt2Rr75M0If4y8wTSfu0Qs2ysGPbT6MpTdikNrIKnrOwx8NsxrYr0NdcT89T0N9iULFwxE/MuhaxUMJMSvdZURQE0ZBTyb9yz42ET7zwSJnQyhZ0UHocT8ayy68szNmB0bCTUZCjUfQLRoJk0p6AyTLkN6KkxaMzOmdszwBz0SLtTyQ1QiVdQpekTiflCSgtRpk8Cdzsw//A1EvGEsTY0zAKTRkWPc8uFb8vHcf4xNH35ExXPFN/0NGbQNFECUfE3EstxZTbq9MNJFFGFQsTFUAf9SjtxDruVM41I9J041JFPcFG7dTK89NfW9MMu0KDjFOUmdNNlcE7lcqq1MwF5NN39FNAtYkg/KnglDF0TJrHZMpUrb9VHckxtZ8w3YsyrYluDMlvjMhP+k2l1NReRcBfFcZgNZX0mzzrPMPPdJmXYdbYcaBCfVZf5cmpHNdWJVfQmNWX4NFGFNXKai5upUuae1OGa4JRKIYzsIF/mAEz2Fd+NQMa+Icy6NcwiL5TIAQrSAlgcARHOIaNOAaFfVhVaFhHwIL/QaDBhsBKT/XUR51CdhVMX3lXw5QRhhMJLiAIdUgCG0iIJLiLezC+HdgAmN0AFVCGf+iFKojZiP0HVkCJimUFEIjZDTAEhFsIeMCDmIUEgbgDkGCBhTiEfwiEjO3Uje2JWo2sIT3UbhVZi+WIevCHbygDsMrXMxjbM3AGgaABGRAIshUD4+MAKHCEg92AU/iHQQDanEWFDUCBf1DYiJUEEBgER8iBDRCBoVUIFtgAEpiDHogCgTjcfyABEmDahLCGjcCDzDTXzcTcV221a93D+iRIQ8XaNnxRZzW4o9gCgWCCfzgDf+CHf5AB2JUBdPAHY5ABHLjP0euFZVgGht0A/0n4B1NwBGCA2ZyVhA2Agn/Y3d0FhmPYXUPYAA4oXIMQhbz1DxLYgHmoip/dAMvNXKC0TTEdVrwoVm7UzTQN1I612gnFVMlB1YRTzH8QA4GA3S4QiBmIXdT1hyeQgSYQCGPYBTCIXQEeYAIuYAOG3YRbBkf4hw0AhuRdBmQg3o1wBJm1gkFQBeVVXsFF3iM0CKPdBH84DJjNB3iRgg1Q2u7d3O+dTfAVtImLVSlF1qL0RATNUEMNXa7L4ZxslaGVCtblB9jVAoFogthtBn8wB9h9goJYhgNuYicWYIUDgX8ghI3Y3QjegJylYKD9XY4ohH/ggF6Q3oI43MPdABCYM/+gXYFtMAhQ2IA5eIoUzlNXlWPNpePQQFeXUFdOjNQcakyk6rBbLcxcpSWt407TRYsymF8ZqF9/qAHY7V9/CGAZqIEtaAInKAaBUALjAwa93YEMhmDiXd5eAIZeeFm93Qjj9d33TQgUMOM5aOUNeAd/wINAOITDBYHDaAfEnQdu4N6obdSpBcK3BJP9stRClld6MtWGWZ2eMV2DGAOBWFkzOAnYNQZ/uIf7HeDb9QcvKL5jUIEN0AFl+GRk2AgM/uRU3ohSgFlH+GR3fmd4judlkA8e2IBQCOEO2IBWIIh8yGdsIIg62AAW6AMTRgGo/WUFDeZkTFYaPpTtPGaPYmb/VGNfuZHobz3Cf7ABsFqGL4gHf2BYGbgBdYldMDCDLXgCa/aHlc29bx5cSSiFUjhnUMbi3W0ESeiFXtABmV2GU4BZKoDpUvCFDi4IQNgAQBCIn7UGfobZfw6JegZaM/beyy1Xqp7qc8XYdIVHrKYJQbUuFc2O4QE00c1U96XBjZABMCCIe1iC1yUFgbiB2N2FgtiFJ67rAzY4VoDqDcgBjrjinFUBlDiFZbgCvV5gZzaIboBZPjhcFMgHUACBOwiEFdiAE3BdgCHhfLAGN97qq51OFxZfe+O/siCKfJgQP93NKWUrULTSeLWhj1VmhmHOsUw4GdiCXQAHUtDkjSCD/1EIAwGm12Ywh2P4ArsubgI2OGAgBOVe7kgACeV24H9YhUGgAijAAt3l6eVe7lUY6oIIBQYW6D3JhhPYiA1wAe4BEzi2auls4S8E7bkgX5jYkz+9hNM+X1pd09Vuxta2z0sd6zIDV2hliHZwh4KAB3EwsRGl6HbkyIHT07nA44oobX9YAH/4BFHwTBkGzaOiR0LFU3x8LAAPcIQecWDiHgCg8GrgbGHm4wPdcNrDYf1U8B0OcfojcRvvJyEBgBP3B3hQcXlk8WDTYaWj8RoX16qWaiRX4asmi3zIcR2n8B6fwM8llTnFVfgi8vGL1iZ1b4ibVlWxb5Jy8ifncY0Bc/+uTt+lCWuxFvL5w/Lo0/LQ9PJR5fK4gO8SEvMxj/KZzFajTE9BvnI3f3MjV28lT3I7XvKxaHJ/0HFG33E9/1Mfh4mqhZ+46m82N8BAN74b33SIUPRGZ3Qoj/SZmPSnKShLH8VyzPTc43RWZwhPP/EdJwgzR18gh8tAHutB/mxlVfWzHHRDh845BnbOTfQcXwBuWAAA0ARsuIRP4IatgnCZIHVKX1bYpiWxBF1e7/U6AbAEDyE5/5UxmXUcn/AKF4QdrwZuaIekQO0M11YYd8NLFxem6s1snz5fD1/Pbu98rws73xLu8Yc/aIEJT3Z4ePR+v+9a91g4lfHtunZsr3f/0YNz+mHHibfRjhT1TueeT/gEOagGTTjxfDAxaI8JQSWeh/b2Ux8+EId40mt1l0+IgvEGbPiD40B2f5DvKRtm3Nq4lklmhu8UNX94lle8ly/6gQj50r6ES/h3b8D5MNP5KtVviDZN36z2M5FtoR/6upN47aD4rrf4uBh5i2gHZscGC8cGkcf4jCj5r45EXu1sVL+XoM96rQc7rqfWb3+rvK+Jg09XTeiNCnl0f+j7M6/1yzIrt1f5g/r5C5r7rqx7or93XWfv0N739xb3i2gHTcgqEp5ezJf0WVRtStVLN3XtkrR6T6rydoV8urv7XfF6U4H9nBB7gtHqKXfxGzJm/yN9d9vzb0kTGndnfbs3euK/eWMMVcOnr9WE0eecaN93FrUUfrsrfuJX6B9n6B9dzdkrJYsuVcZveD9ffel3OtfnKNk3f7AvC9qnCD0WyIQXf59/flDB+tAcf/uTfH2n/JW0/GH5/NoHiGr+BhIkKApewYQKFzJs6DChuWbN7vm78PAiRof/NnLMmPGfR4IgQ5IsafIkyoIcV25MmZIlzJgyZ9KsafMmzpw6d/Ls6bOjy6BCQ44calRhy6NKByZderSp06FQowY9SNVju38CGVq9ajLixIpeNRZdWvbj2LRqH05d6+8n3Lhy59Ktazem27wMz+pF25ck379sBRMl7P/RWz7D/rJuXYhYsUKwFC3+BWq2ZGDImom2VXv3M+jQokfj3Gz6NOrUqlezxsi4dWSJkwXjNZpZI2zVMyuT7u37N/CduYcTL278OPLFWo1LFsub5VPMyRXv7hv8OvbsvqefvG3a+2bwmsVDJq/4seHXDNGbbk45b+fogLkTlklbO/78+n3Slw47/nfm1SfgfbB1RZh6Cx24mXvWgWSZfIX152BRAI61H4YZagjdhB4RWGBrFo73oYMGIpTeclyd2J5szsH3oIjd+dehW5ZByNaGOeq4Y46nkWhdbj/qJSR8ubEnWIIKHalZg2SJtBJTQHG4UEs3SjUjjRfS5CGPXXr/+eV2WYo5JpllppRkbk1SKSV0ML01ZUJVxmgSiUSaeVFNz4G5J5/C3fknoIEKehSasKmJFJtRJppUfNVdOd+gUjk6ZJ+VWrplpHaupalnQXoK25J9FUpQqIodumaUTzIK5Zt72WcblpEGZaWel9p6qaycpjWnYbwO+J+uXv2zIpKa3DYsaqcimqqiI3Ho62WQyirpk/fdem2luQYZ7FXQ8gasidRp0phCCzLZYm3Vttpss85yGytG72baFK27Ynvvntr+92mI/LJWal7tjNsQwIQpG6e7MC7qLm3wTtsdvd7ahi/FXT58McYZkykwuWm2+J6rqsoJpZuVOazxRx2x/0ppxS1viDLMMcvcGsfMfYyjyDmz27C0M6cM54suC72fvv3ue7TRrRW8Vs3rJXbawRPW6TNnQNc4NNb4Fc2axJSCG6K8Tpkr6sAqJnszmVNTXfVb1mb9NnBbr9b1i19zHfZSY+vVtILEnhsWyFmqvTaX9WoJN+K9ya2bv3M3rtrSavGt5NMsAl7m4ISTVTLLiXsOmuahiz66S5N7fHnaJ4s+adCfu14X6bHLPvtCphuK9piZx/6q26/7DtfiqeEdbdJcG1l5sR0XFHlfUfenO+ms0j3x79Xzl+m2ds89/FPcG6V3wGX3fTbquauuOe+1Wr/+TcGjNv2m3lMLdrjpif9frt+QOU8f9NGnL5TKvMO+AZYGe0gz3gEdByrk/cV2pGKg/nAnpv7JLl2zCuDmCKhBC9Kugx5cmwNZ47xnSc9wJuvZB98EP4TJKYMbfOEKUyjDGfYnhKsZYZ44V57z0fAlGGwIDIMYQ+PI71HFU+ARIQfBvd0vIczTCw5VuKpEhYeHPYSY1VQiRBi6z0dFvKD2dPNFl4DPLTYso2BwyLkSfseKV6TTyly1xQ12MUBhFN4YfVg/BDWxIGj8ixqnVMI84smNb+SMuuQ4RwLWsYoJZNwjU/NEr9hwkm5pTm3YFLFVtRGFh3RJxFy4yPV9spSmpI8NVRM1TY6Mk46U0Cn/sahDRI1ygLG8JS5p1sfWBLKVCjPhkAyZSy3Okpa1JKUBkyi8xy1zgYqp5BIN08udSdFHwhymFgt3TOs1ckR3fB8hIbbH5DXkj82ToOCuiU2RWWib7OtmecIJx296cZwN3OVAzAlFdNKIgusEYjGJ6c7fwZM6zHzfQU9jSapAk3yzSZ0n/+kkGIlyoJ+TKEYzKix83pCfHfKnRnPWTosSFDOYimNIU1rKf3BUlR6VmjrX2cqKDlSKWYPjllBq0EgilKfWdKb9lPdAh7pogjHF5kwBStId2RR2Js1mq4ZIvLvR0470a40+KcnRrF7ypc87KlKzyM6lqqxtAXxQU6Pa/6YqpaqFKmzqWgsImLJMUapKkec8r0pVva6Gqwzdav5M5VX+gTWXHGQhWUk2MrX+UmFwdexuMBhXneDUl7/8qTJ7mlnM/iuaZuToQtWyP+6ANKWHFWhiFytZX77VPmd102oZS1mTvjapKr3tIVOZmv0Nsq6c9QtuEabN1EK2hZG1rGobW1zY8iSvzKoWXoMrXTHplqiBQy1eAsozWE4XrjRdamuN61rxZle54b1sT5y7rkR2crPtRaB7NxNapzQUal71rU2fu8OI4va0Y01sNc26ybO+tV0UTStyB2wT9U7FrhHaK4S3V9XN+DUqZwysNF/KXJ05eFaFxaV/DUxcxf9hp6C9ii4i+SpGe5JNqPnEsME0zLtBvtJD3WUvjkYMNxPXJ6HvRWJnnwlaz6YRXSVjJYdRTKUP3zLEj9Vxy24s5elW177lW1Z+SfjjeE3ZyVDe8ZTDrNIqW+6ha1JsbZWMFCYH98tv4/F24StnIK9mvkupb5mLakxq6rRXbF7p/xDrZpfB+VsqxuOENVNh+gLWupj78yExpchBRzmZEV7xocHJYia62B+LHstop1NaMWOX0vgqNJB8uuVmKo3IkhuyoyHK3emGUqmmrhipc41RMjNosKSF9CcDXepbX0vXxsYmr/9mZqPy17TC/u9nOOGHPfxDGhy5xT/0oIiVUIP/GtOoBCOs3e1c+CEPfsC2pd6gi1q4wQfudjcR4vCPIWykCK+4973RwJFYPIMWaeAIEOLwjFq0QTQecfVw1AzcOUMyvpqxs1Lw3Osrp7PZzhYrtO1ihA1wfAPV/kceOr6BEoi724nYCC7+QQ1LrAQEuCIINdyNhmkQRA3ufkNCYvGPNSTEDf8IAjsKMo3QYAQUKOB4FGCsyd9i+tKIzvRpPh3xRlt52RWftXR91ZsNHIER1N4AJzYCg0UkguOMUDk1btHxlEPjAxvIwy08cfY+tWEgcIDFQNLgg1oUxOY+eIU/1vGPfP9DFvuYxSvo8Sac9yMNshDxXC5yDY6jYCNz/1BkgGssYahb1emokTqhqJ7n634U2FeU9JlFk4tuW3sDlqDG6rvt8m1TQxol2IDLU76IDayg277/PfCDL/zh+/4zs/AHPdy9Dn/IwgdriAMSBuL3xz+DJWgIgrt14Q98+CAO2/8BEAZSBNA9hBubSMwm/uGB1F921ZplOKvhjxqIh77T9KdKqJMzaoyyTtCg8f3ZbQA0/B4ncBwudFsegNwL/EPKTcEG0IEi7IEiWFufPN4+YB/NTcO7BYH0udvjkYM0zIK+/cMG4oM/PIMPFMFArMMz+AM5vBsMxqAMzmAMQgsm/EMKsF/mHRsPPkyyRRDF9ZPphVRvjNsH/IMfoP8dNUDD7dFBt1nCBqSANLzABqQcDIjcyFHgnqCBQrygu3GgP0xfQqgBCbobzfXDELgb39UcDbahG76br7iDy4GCMdlWD97hoPygYNyDPMgDOPjaupBQh3mYxV0cxpFGtzHhBhjB70nDCvCeNFBDNLicJeTCRrDcxh3BLVTCP2zAIvSJD7SB4tGD4tVCGYKh3xVBGqhi0K3Du62h3+EcO6wBOeQd+V1EPrDABkgBLRUYMAWTqmlew8mfQiHcWEhchkmEr6VZWgljIUlZ/0FeXUjiCvwDDEQi61HhCmBj2HWiyC1CyCUgNVRjEvJJDJrgK3AEKsqgBXrgQLTBuwVdOv7/g+LJwi2yxQbwAAQ9235xXngoHJ4AJM5gFYxtiugJljIGoUAFIhs542BAY4X0GWk44shZgkXewjTAwD+AgEVaAifkgh6EpB6EwD9MgSdAIQjcQti5Xp8QwSukARponz8IwSl24N65ARqkQdC9IOD5AzW8AVAOwfKRAxqowT74wzzeBUZIwT/oYzbx4075ozdJZTxtWvh0GugtBVgoo9Wh1no15HgM4RuFUmeQRi5g4Qa8gDSgpcv93gKm3DRUI0ccgRaCSRokxCvAICq2hb6Vg0K0Qd0VBD7Q22dcRCZwHAvwgGJiw4INI505JmTGX50Zo1bZH2WmxVbeF0UNmKI4/yRuQKSwkQY0+AFplmYlSENpluYnKmEl+EH11d4nTsEiUEOlAMEbSAM51ILewSAQyIIsjN8/sIEukENuAqcb+CZy/uY/pMEzEOcs0OQ9MgQkoGUr3AiECCQeZucxtpTlcKV3PVmSud9ngqZb1SGxYQtKYKd2ric5nY53kt6TNZZ+RaWNhZl5nCeuWdpjSmZkvt9kCpllTtx7BmS7NGNYFiIR/tCk4eetoJrXUCV1qGfIECSAllNB5kVmKqRwZV6f9RiCapRifReD9omD1g2EnliiQUZWDsWFCSgg6p9Ynp6Cst+IvtygSOhe+Jhniqdp3B+LwtrfDKis1eeNeVmNFv8beyYp7YzKbiWkhn7Vh2aUkR6prSiplcYOk5KPkJpPlIJoh0ojlX5JidaIjh6ow0GGjwpFlqapUWRoV5ZelzqbiIapxehn022e59UThaIIVl5oVyXkm8JUnCbonNIpU9np0+Vp5+FpX/npMabI+ATpiyLH/t3WSBkqiSKqf/Yn0/GnJF0mQ0Eq5bjokxLWoA5TNGYcph7qlbYq4WSplW0ps2GdpULlqmaqq+bqzMBqd2omKyWMhFbqP6UqmN7qy2hqp26qpyrr/IGqhYmqEznrVbipng0bmv0imZ4qeRprnd5o9pzor4CrYKyomkKrSjiqaDlpoDJkXTHMjuZoknL/K5iMafykaITaq2GQa1BkKbJI6pMCa0S6kpkS6XrKq5giK4++68DuZ7M+k7kOlb+uq4ElGXYKq5gZrJfoqsbGDK+SKkWkC1iCZT8SrHZibLduLMr64MM2KaBWq6q8rJYp7JrFq8myqqDg6JIF48Jyao9K652trD+w6VBQK3wi2LUO4kvEKP/VrI7Qq2fg7IYq6j9apRkBbb8CoayWGodia7bS6h0ybdMi7NSKq6FJraKh61XwK9qCmrq6rKB6bQ+CbY+I7c4ua7Lebc86bIBGrNtCKdzyoNwea8oObqR0LN8Wran+7bEFroYQruMKiuFi7aQeh8XaJ+NiCIWwDSiV/+nIMizeypfPRhzQCm1IxAM6oAM/DITposM3tC3i/pq2FunlEo2woN6CagrURi2j3invpoa+lo7Vru3Qtog/ZGjWCmHsdtfs0m632K6NOBkxzeyXhqvZViXZ0haR/O6ZAC0oiIM8mAQffm9JNEfxOunxwqniGtvy6sfhKKX/oRTAspCHnil9ei710I3Qrm7qkkSWCkMyhAVJkC9B6G9DkK/xTi4RKa1ErW9+tG8DF2t19NbLTmyuIC3GcK1XFphDpIM5mIM+lAQHezBEEG9IZKkAewT5hnDrAnAIqwNBGLD5InBxVO5YMrANN2585kQv+h92qdeezTDeTG+OfYggAv9sUYBFPNzDPfxhM4RDQ+iDEjMxRRQEtT4EFN+DOGhCMBDEFb8wCStEFw/EFUvxQBxwQjpxGROvGa8rxtkvvC7tDcdxLZlnXPwMyAKIEKee/KandQakWK2RBH8nWLACM5yxQsiDOqjDCnsnFbftQ4CFMGgCKEwx+fpvM6hDHy4EDCckOiTyIsdwE3txM3SyIoMyG7ex3QLR465y68ix4kBw+8DybKmqtRqcqjbmTDCxI/DCLxRyKKvu6TKDMiiD+dpDP/SDOpzuCjMDM0/x6sZDbDRDJE9yGgPwPwhDQoLDOZyDC1czJYMyOCsjGpdvOJ8vs1gwVdAwK69zZbmyO9/QRTDwAi9kwSS4wi8IAz7Lsz7Lsyv0sz/3sy3I8y8M9D4DtC0EtD5rg0KvAzuwwzDIcydoQidoA3HGMy9QNDk0QioI9C/wQj/zAinSAzHI8ziUQzlYtDAMszAQdD8PdEfvszwTg0y79D2vNE0PND7bg9tSEXGoMzv/tB2/s1DPhT8/AiX8M1IntVIvNVP78zAo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alt=\"ML8887image001.gif\" rel=\"1\" /></a></p>\n<p>You can use the following findings to check performance and decide on strategy rules:</p>\n<ul>\n<li><strong>AUC (area under the curve)</strong> – The overall performance of this model. A model with AUC of 0.50 is no better than a coin flip because it represents random chance, whereas a “perfect” model will have a score of 1.0. The higher AUC, the better your model can distinguish between frauds and legitimates.</li>\n<li><strong>Score distribution</strong> – A histogram of model score distributions assuming an example population of 100,000 events. Amazon Fraud Detector generates model scores between 0–1000, where the lower the score, the lower the fraud risk. Better separation between legitimate (green) and fraud (blue) populations typically indicates a better model. For more details, see <a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/model-scores.html\" target=\"_blank\">Model scores</a>.</li>\n<li><strong>Confusion matrix</strong> – A table that describes model performance for the selected given score threshold, including true positive, true negative, false positive, false negative, true positive rate (TPR), and false positive rate (FPR). The count on the table assumes an example population of 100,0000 events. For more details, see <a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/training-performance-metrics.html\" target=\"_blank\">Model performance metrics</a>.</li>\n<li><strong>ROC (Receiver Operator Characteristic) curve</strong> – A plot that illustrates the diagnostic ability of the model, as shown in the following screenshot. It plots the true positive rate as a function of false positive rate over all possible model score thresholds. View this chart by choosing <strong>Advanced Metrics</strong>. If you have trained multiple versions of one model, you can select different FPR thresholds to check the performance change.</li>\n</ul>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image002.gif\" target=\"_blank\"><img src=\"data:image/gif;base64,R0lGODlhGQP+AXcAACH/C05FVFNDQVBFMi4wAwEAAAAh+QQBpQD/ACwAAAAAGQP+AYcCAgIWGBwaHCEeICUYMjoiHBQnKCkrLTEuMDU2NjkVNUAtP0Q6PUI9QUZaPBdKPS1EPjRJQThsRxZ+UxZMTExMTVJOUFRQUE9XV1dcXWJeYGRnZ2dtbnFucHN2dncJeJMQbIN9fYF6nG52nHd+on0bob49n6koobo9oK0xorgAosgXo8Ypp8ctrdA2qswyrtA8sc43sdJNnpxfno5YnpZIn6RUoJxJoqhJqrpYpqhTrrtcsLlmnYlinpJ/gIR/jpRrpZt4o4V5qZdkqKRoqLtksrd1q6N9tax7trFNpMBLsshJt9VWp8FVtMVVvdhkrMVluchlvtB2tclzvtVcwNpnxNx+xMx2x9huyOB2y+F+0OOIVxWdYxaXcT2HnGyAnHGWm2WTnHCJoHqeoniqm1u8mky0m1SjnGKsoGyspny6omW9pnDNmT7UmTjslx/zlxPomCj0nCX1oC31oTjFmkbKnlXQn1fHoFvToUXYpFnFp2vFqXTYqWbUrXvas3jppEzgplT1qUX1rlD3sVXgr27msm/ltXX2uGf3vnX4w3mGhoeNjZCKk5KQkI+Xl5ednqCErZ2FsJ6ZoIaPq6yHsqWLt7efoKKYtaaWubOqqYOgoJ+stZu2q4O1tZejo6OmpqmgraamqKmrq6utrrCot6avsLKwtqu0tLSEusyOvtCjvca+vsCowrm7wq+4xLSKwMKHyNOXw8OZx9ib0N2GzuKD0eOW0+SnxMOlzdat09u2y8iwztG40s6z09iq2ee13Omu4O274e685/DCtIrIvJjWtYPPv63hvIfcwJTKwKLHy7vby6rUzbTiwI7kxJb5yoj4zZT60Jvmy6Xk1Ln61af727X84L3BwcLGxsjEz8PHyMnKysrOz9DJ08fJ2dfX1MbT09PX19jS3NXU29nc3tPa2trK3eLf3+DV4d3I4efJ5/Ha5eTV7PPe8Pbj2sbh39Lq4c/m4dL85Mj669nn6Ojt7/Du8O/n8/j47uH98+bz8/T39/jz+fv++fP+/v4AAAAI/wD9CRxIsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIsaPHjyBDihxJsqTJkyhTqlzJsqXLlzBjypxJs6bNmzhz6tzJs6fPn0CDCh1KtKjRo0iTKl3KtKnTp1CjSp1KtarVq1izat3KtavXr2DDih1LtqzZs2jTql3Ltq3bt3Djyp1Lt67du3jz6t3Lt6/fv4ADCx5MuLDhw4gTK17MuLHjx5AjS55MubLly5gzG6YHrjO4cvoO6rtmiZGocgnPnfIkSlvohOVWj9r2WrPt27jtbgjAm7cADecIijrQmzcGegXBYSgegALCaxSYb8hNvbp1tLuZB2Dw2lFxAb0RIP8XCM6AducGT4GXfr29+/dYs6MuFz2AKH/nBvAOQW/fNga8TSdQA7wlcBo925xikD7EbXdKOfRgc01IEMJn4YUYliSfQKLwpog/i/CWAUHlgCcActfwNsB4CX3C2wH1GOQBAgig5g8DCKA34wbYYDCAJxrQCI5A19DogT/0bKBfAAlMmOGTUEYp0YYg8uaIP8sFoCBBWSqoCG8cMNSBhwdlF45A5iUgUJZLPuJdAB/64wFvp+gDYAAGgGcAi1L26aef2SniiAfmnXgjb+MUNGcAVy66CENZ3meQmWgyuWaBG3BwDT3gVSAQgAfoYwlvn/jDjZV/pqpqhtkVZ8CWd9r/OFAIqC565UJdlsnbmf6keWkAfGZHTzn7+cMBnqcka14IqzbrrHXZZZClgP5UwBs2BWV3X4gBMLuQrboGwKuvWPLG5ym8ifLmkNZqF+ez8MZr2Yb1bSPQot4KpI954vqDLpO1IfQmBuGOa2m5wBLEYAAcLIfecgMoIrHETspr8cWNbfivp/5gw5sBuug7ZnMC0cMvByzyKVCJHtaGXHZbkpulyrTmyei9vA2J8c48K0ZlpAJlJ4AFGyTQW8VvBiAABRQQdxCtHzNtgJqLJqBIlmoirDI4vRnqzzYveuCIIhls2fPZaO9FJdcA+6NPq70ZUIrCUDMnGtwF+lvcAAgc/zyzQfVR68+XzHmS9uGI03WKxCyGInGiAmHjAQYVbOCIyisvsoEGG3hgtkHbKLL5Boo4KYoGGihCz+K3iiJxwAKtIjE3BWETggYZdPAI5on37vvvwAcv/PDEF2/88cgnr/zyzDfv/PPQRy/99NRXb/312Gev/fbcd+/99+CHL/745Jdv/vnop6/++uy37/778Mcv//z012///fjnr//+/Pfv//8ADKAAB0jAAhrwgNijhwIXyMAGOvCBEIygBCdIwQpa8IIYzKAGN8jBDnrwgyAMoQhHSMISmvCEKEyhClfIwha68IUVRKAMZ0jDGtrwhjjMoQ53yMMe+vCHQAyiEP+HSMQiGvGISEyiEpfIxCY68YlQjKIUp0jFKlrxiljMoha3yMUuevGLYAyjGH+os4lwhncTKSND1NgTWf3EjT6BI0/kOMeggMaOsJtjHuHiCab5ET1AkdREyiEKNlZEkAxBZE8+55M6BcWRP4FkJPeYk1OgsZKXxIkl+QLInygSIoQ0JEU+mRBS6oSRi6RkJVV5E0k2kpU22eRMKrgpGIawljFsSyd9IkqHhFIjpjwIHXUyTGIKpZg4QWYy8UiTTJZMKM4cSDTFssup/DIjwRzjYaYZFW6CpZpH2YABxknOd10TI9nUZmG8+RR2egWcO+mlvvThAdUlSZDnvEg6CSL/z2Xa8Zj/DOgbYZmSaLozJtw8KFfgqZN9JuA1yhlIPi2yz4FUlCao5IkrUwmUjWqUoBhVaEiiCQ6Q0uSODBGpVhiak31O7hqnoIA5CwnMh1x0JhndiUd1alKZ7PSUPY2JLGVC0qDGBKULUWlWWIqTfupLEUx7lz8mesiHKNMmV8UqQIGS1Zp0dSZIRWhKoekQpWKFqUI5hSbWylZ7rYym2FSnY8x6FLpaBa1BGZQH9rpXs1F1lHJtDO/k8YzCGtaw8mCKXauC15o49a2u/OtEbvpYr26VqwJ9IzNneZBnvOGzoAXtMwpCj4q57RpBBcdipVlWtzSWJvsUhQEwQAED/5RRshK56U19mlajwuSnmvTtS4DbytVmhHeeDW1oR8tPAJjNEQAIagJuBZHdACABcFQEAABAsKS6VigOtdEpqIXbiOj2kb19pHBbQtxWrpclQxWrQZKr3M8ylyAJoBYFuruQ2gQMpF/aVAI6eQ0AKGIbBhDcQYwrldfO5LEJGM82+FteiNz0qzLBcIYvG0cOt/G9H0FufUVrEO+UzLly2i4GQoOB3TiiQwDQEpYM54kAAOBVg8NAAm7sxhYLxBMAIMgGKIAcEyuEwVFx8E8ckYC9GgCfcEVnYBkj4hG/4b7SRLGJvaPa/PojOqKgx80UoabpggMAotDHl+jhATTTw//LA9HHayiQNYFQ4Ehfi+6Rv/uUa0jMrW+tbEN2O+W9VHnEWB7Ifr88nQRgIFlz+jKep3Y5gUyXzANxrgd0xN+BnGKcbrQaeQCQSSRDRckxeWw5PLCBVkNZ0Il8CKw3nNkOY7bWemxmZ6185YOIAgDlAIC9xomBYhOMArdiswG464/pboC/aJ7cvXa5AQPD7s4oCvKedQlehtxZFOC+bZT1aVP0qvfck0R3I01dkUPXN9H6AkBt7dzdxX35SkkKzSlIfWkDrAwA4JC2nDr5JTp6IAElPbh3uR0Uh/KuwuV2CKF/m96Oglgl7Y3lxVMSX5i4W7nwDpqBBbJvQd0M2QL/CQAGRIEBf09XzBhgsnMEvmmC1LbVrR6cc4h1ZwAYbttsQTVM+gmOa7T6FNe4hqwgLnGr4rqOTzdm1HMSVo8fhLCHPWxiDwIO1Xm62D/3hFvLMeQNoMYR9iI7BhShb0mdApETm5i/bgWOZ++T3U4Ruk6uZmywS3TcFC20YvDeE8IzRe88QZFpmT5owSfG8DuBPEyugeevPdsD42H52hWC+JY81hEYuAal/z5rhVB26lT3MNRvPVBdLxwoCZUKPUCPZ31gwBP0EJ0/wEGBTVkuIZ1niUPp6YiIBrqmTe9oxdPN/OYvUvIPKepmX/8UcOiVSN2lB5HHRvJOFyT4K3Ho/6dXR17AVzX5kVz+Ky2u7ue7XiElnT7Qo3IKPHui8hjYhgd+Th9Kgl8lj3UKTQYOCQBojBdrvoR6/sR6tsaAH/Z+CQF9HBF7U1F/AsF9a0J5/EcB/gcV+qBaBXGACzFxjkcV/HCCJ3gPKriCLHgP7cAOMBiDMKgONFiDNJgO5iCDOjiDNtiDNpgOQAiEwTCERDiEv3CESJiESoiEvtCETviEUOgLuTCFuYALVigL6dAQEsheeCYKlUcBXUd3gCQKf8Q0tuRCMUUBLLcNC7QNooBLHxRmZziHdFiHdniHeHiG67AO3mAOfugNgOgNvTCIg7gLVniIuCALiriIqYAKUv+ACpAYiY4oBZRYiZYIBZj4BJq4iZrIBJ74iZ+YBKI4iqRYiqZ4iqhIikyACovYilOwBLAYi7E4Ba1Yi7Z4i7iYi7q4i4q4C3ImZxFIFRb4NSu2eyt2fz9WeYAjFI9FAfq3DZ5QfqVXSrKmgDehYUdljQPBDyrIDr6QDj4Yjjb4jUGIg4EYiN2QjumoC+xoiLJQC1mQBVVQBU7gBEsQAzHQAiywAirQj/74jwAZkAI5kARZkAZJkCuQkAnJAifQkA55AikQkRKZAihQkTdwkRiZkTdgAzaACbfwkSDJCk1AkE3gCiZpkqTACK3QCq7QCqbACKbgCsowkzQ5k9mgjur/CAqukI6AKA4+KQ7jMA7oMJTrgA57eJRImZTeYA9aKIyV1zmi8Hv0sHaeEHrA120LEWEesA0TRnrI13jK134clRH9MA/yQA3PcAiBMAhs2ZZuOQhz0JaHUAh+UAzD0AmbcAlHIARHgAR+6ZdA0Jd/KQRFUAQ6gAM44AL7eJCM2ZiOOZArcAKRSZEokJE2QAOYSQM8sJmbOQIjIAJe4AVgMJpnAAZkcJpmkJqqWQZlQAeuSQd1UAd3kAd5wAe2aZt2wAeGsJu8uZuHgAjA6QyJMJzEWZzDmXXI+QzQsJzLGQ3O6ZzUEJ3ROQ3yUJ3WOQ9WQJBXkA/cmQ/98A0odoF6//YQ02VG40kQ2sVs1AcV4GA2+uAJioBPY2Nay9hwDMFkEVA0r/aVCJh+NHEPAwGgAepp7FAQ3RgMvpAFTjCP87igDOqgD0oF9QiLMfACK8ACLZChGXqhGrqhGNqhLcChILqPHwqiF8oCKJqiKHqiKdqQkzmRESmZEAmjksmPj/mYk4kCKaCRPNqjO4qRiBmkOJAESlCkSkChS0AF85gFWlALs5ALk6AL2aAMzMAM0iAN0ICczRkN0hmd1fClYFoN1jmm81CmZjoP+SAP+MCd/dAPDtFxL8E7WkCQtWAQcPZl3ocQ/qUwWqgIywY7BXZgCbaeafF/KfFY+lB/nkMi5v8HWAnogAXBD0foC7bApEyqBVpwqZmKBVTwArGoBCmAmKGKmCwQpKUapCfgAi5gozfaqq76qrAaqwZ5oTEAi0oqj7WQq7q6q7maBbWQC4PoDeJADvEwptYppvJwpmjanWzqph2BjS9RdXF6EHM6kHVaEEZGDyjWZtzFYi4GYzJ2e/5QYzfmJTrGYwTBZhhwnkFDZP5gZMHIcE0BhsLUqJM1FeywgurwC7Vwj7L6rzd6AihgAzzwBWBwBqdJBgebsAt7BplACpfACq2QDBSLDH6QDMjQDBrbDIaAsRvLsR77sR2bsRtrCMfQDCHLsc6wssqwDNIwDTAbs9PQDd8Qs+7/EA/0oA4tyII6u7P3oLPCI6d0ahDaqiBbFgBdNh1gJmZXgmlmhmZqBixtFmZ3OhBndm14tg3sSrR81hRk1ghrZYD2mls7AaDd6As06AsImrbqkA7AmgvdAIizEAMIeQIEywOfGQRHsLd8uZdHcAl4uQfEoAzd0AuAaLiHG4iIe7jiEA/wIA/IWp2RC7ljGrmTS7mVe6zz4KxDJLTWehCLRgGN9mj1FwCShiYvZ2ljU2eaxmkGcbUFIWq7R2rzpxaGihKfx1eLenxx5RDTiBDq0A730Au1UKueugSe+gIvkI+sGqsQKZk3AAmksAzLKZ3RMA/ZqI0npXo7Ia0u4bkC/3mtBfFrwTZss2Vs91YyhMJszgZtXthdNZccW4tt/lBghIoWt3sSFaUP5dC/LCKCCtFTorAO98AOOqsOvrCgClwETAAFTeDAOrCqJNq8N7oCEXmRO/qjGpyYQZoCsQANYmqWnBtcYslTJXxKWzhWBlGt4Ssa8uZveEpyH4Jy+eYv/DY2MBxsAQe/1QS7BHFwCVdnCJHCRZG/JrFPX5IASkxdAHwQ90AFLOAEAuoPTWipmZqpVUDBsDqZK5ADY7AGaKAHd5AGapAGmVAHefAHcTAIiVBYbdzGz5AI0VAN1IC96aF+Y7l+7BdJRFy7AsHCASm+2TJyNmxyV4Jy/qByLP/ncpejcjInJzz8uuMJVVPVHG32c/EadMzIEBFWr78boPzgBP4YA7+QwAdZo5IpA15QmmdwCbjwpLDMC9/QDTM7s9F5vSQBrdHKvVIHqd27cRN4EMLAq7uqDgjRdSxyCn43rmNXdmeXds/Gdv7idp+Ue55Gd3anwprsFFZpEBBntmdrCwvaAvzAAgNJBb5aC0ggAuwMBmjQDMhJDZCbDyXIFn3MWfKqFJtmNH7ExI2qDslrzgXJDkvgjysgjzrQDZBbDYgAWoIQDfRcz3Vxz0TVtT/RT+XAlRrNhn+nCrbgC/26kAXJAi9QBbVAqS5ItyzADvMQCCOWCHb8yS2hyy7/QdMzrb3by1XAvBEGRVZNmc8+kU0fWIDg4A0/oAFNWAVEIApEMJBOkA5NOMUIAQ35cA/98Axx8FlzEAdrjAhbxyHmtsfO91EnjEkQeMw7fRLey7VA3RPZxHvbQQAEoAAf4I84IAqVsARVsAS1EAwH3BD9kAj5MAdvQNhvIA9UbXphPdZkzdgmzMdnzXVpbRJrTVoWzUsGsYLsUAsrAAL/iLwuUAW3AFf90KV0TMdeitVbHQdb/VlcClrQ0BA2vRKzTdu8nHo4nWGTjRE9HRQUuM1EEQwvINAB2QJOYMx/Zwxiegi81tyBkFjzIM8STRgULV/AHRT3YAt0C5Av4Avt/4DcBFENxSAKehBac3Deg7CWgYDegXC91WmWX/01003dXlHdQGHEH3EPavvRUugLBd2PVaAQ+RANrZ0HorAHc7De1BB4vpvbtObLvaxZOh3ZbA17rdXWMqEOtYAFiymQKwAGdKBcDlAAzLEFoNUHY2teEeefYq3HLv7iGmXflr0Q8Tfh2rwW+I0RvkDBK7AELHDBEWkGvCYBXPBZE9AF1FAN+dDECHFeYdnieRzlUq5TMp6uFASHeUhLF3TZMYEFKtDjtWAL61ANiaBcc3AISu4PzMqdCRAP9KwMFJbiFuZ0EB7hDXjneJ5rNt56e5HjE9EOtlALLdCPWeAP1FBfif9QnQsBVZ7QCOXJu1I239Pt5xJRCwYNCdNADcxd2HOw4A8RjRuASEzua5I+6TIhyjEQCXigXImQHA1xNddAXVMl5yu+Rg6evXW+gBLO57weR7v9FZT+EPAwkisg5J8VCHIgCHMQDePLEKz2aBSgCV7Zu2DJ4o4NVFDe2Ov2SFUOEXBqF8HeENTAA1/OBp8lCHbc5JxMT9tgfLMu082Ofo2Ex9o+5Y+97R3V7Q/x7XUR7gyxCf2oC8wZ31wHKYPiZ5U36gZxYbcOE7WtEg+PEhEv8fL3gHueF/6uEPNwAipQ6BNYH+4K6eRW6vWc8UOsBCrAAh5hLwrEv9Me6STveCb/fxBR8OXBEBH9NHsGICiOkHMiz+ANUUb6kOVEX/QfNEgNv8sXb/G9jhczTxDyoAb9aA5kG4GEwleKsHS0Lu8jKE3bkHRgH/ZiP/ZkX/Zmf/Zjj3Rov/Zs3/Zur/ZuH/ds/7sZh1G/PhJ1j1P6/qZ73xD8ThdPLxCDTQMqAAX3uhDQ+IGA9u782fUlA1PJEvmSP/mUX/mWf/mYP/mikPmc3/me//lvB/qi3/l0f/chkfc4Zfog8fea1PcMwfpyEfjWEAds0I9SXY0L8Wz6gGD7Se0MISulNfrCP/zEX/zGf/zInyy/O/GUfdvJpPogUdnPz0koIQ+fJQMq4AQhsSck/yeNFxEa72lGkJ/85F/+5n/+6H8K8B7zc/H0nuUFX94OIRFzQ79XL08R44H60jT+6d///g8QpwQOJFjQ4EGECRUuNAjO30OIESVOpFjR4kWMGTVu5NjR40eQIUWOJFnS5EmUKVWu1EiBpUVob26osCXSIcZyFAIEwEAPYjlRN0PqK+cvgT96+jQKpXeN4VOoUQ2KklrValSqV7U2BFn05UuvX1mGFZuynNKyKs+mVYuW7Vu4FV3CnUNHxYqRojTSE1XO58+gI4n6A3A0aUa9D5tuZVw1a2PIjiNvFdrxlNu4Ii9nLrmZs+a/n0OeCi36I2nTqb/OZfvsDQ0VVfJmPP9lwIApA0KBVv6ozyGAwkgxU0yM1CnBa+CULz+1XDlB59ugPhfonDl0cNucC7xWDhx06ZMhPxYvlfdGz6o5plePfnj7i6jhoy89P359+/k3si4r700bFVRoZ6TzJqKgHA+k2wCwAjnyjTDgDHsvorAWI4ish06ZSLptJjruoGtCC4+igijapkPFBCoqvPJadDGhBnHST8YZL8KwRgonxNGftXacqEcfg4SIP7ESeYMHFZxIiwJ6ErxmwYd2E+w34II7LCMLB/KqHC6/U6zHU1AExyt9EiIrPC65/KugMdXM0KcQ/XHKnzJftPPO6oTUc08++/Tzz5WIfAkaN7wIkJ3/tEQxIIELDNAwysBEerDKCIXD8kMVMyToIQ4fugbFPP1pDqmCtHuUxYGUoichn1ZV6pQVi/oOT1pbBEdHQHPVdVdee01N0JWqecPQ2EqKMSJwHHGELCklpZJSCSliClNYH7qO01FFBVU+bg/CFjlPD6IKWzjhzPDEWqEiL1029cG1oht9jFfePoHU014h8fXVNGBVCuSNIFRYgp+SiqPIE0USVvhRHiMd6lloLZWouCwzjUigiVZFMSLpQkR1U38+bhWhvugUaGN6HAInNHYXWrfl6tx9dyL2gqzZ5pnzk2/PnfXseV9+y6LmjTlYUCEYkwymWVmmHbmGwSkhTCC4/4jwo5jaLbnEuOqTH0KrnKe+HUhsg6IcKDkvQ0bKIbBhFtftdmVeL2f7bvbRbhx/thm/u/kGOrN+UZrjjWFUYOGkYyESJUGGG04co0kTKGdqUbbxpDn8KsRa07FDLjXDm8L2fKA1EQqdK+X88XJVuFuHMSm5NZoXx9lpr5du+/SVF/e/VxMrGqKdKPYtRSig4JQEGG72YaNC9iS45K6sqOJqRQX5421VHZX1skffuu0wSd2ae4Je7bCcp8l3ff3q6IGd997jl39++ncM3CQj9bjrHrgS0CfBbWAAapLyygb0Qjn3zYx6XimR97pmPRTFyXrdYxEDtaSpm1BrVG3jGP/7PNi+BLqrfiMkYQlNqJr7kaQfcXjDEIZnksdd4BQJcgSUHCeYopxCEd0RRWH04bdpFaQ7s9IS+gyiNRWVYxseQwgSq+Md5KTsZNQpFfhgpcQPnuJlMFtZCOlWuxmBMYy3IyOfdPc36ZUlhSNxjSBWoAJEnURp0jLATiQ3QJGkrByOaIpRAICUilwtiy4bpFS22LIuvk8jeKsRIxsJP/XorW99kmSvyuQB41EAAztEDwYosIGbiAIDm7zIGkOSDxayQgUxSMkcK5I6CjlsKEnxhG+25DdBFpJkulQX+xKpSIw4Uj/CHCYkVVPJvPktmfHbxgYUASv3gWNxHlCmYjD/QBpFCBAcFAjRBhxhEVOCxDWBWIIKaJGSY+lDEXrZgAE24JblkUQv9AjPNvymOV7mU58MGZP7gGmjevlJjPk5I+2MqZqC6koUQHyajSiglGsI0BGKyJAA5fIS1+zhLgR7Cya/k4AnURRSj9uIXn7oz5xRb58r3Wc/vXhCmMZUpr2ihydqyREPeBMDnvCHB3jKo4delCWHeAMJVECFuNzRmSGz6A2TBhER7kWDLKVqIV36z5lmVatb1Y83FeGBjehjAx6oIVh9GqWgUiScHukHHMjgghci7iIJ8EkCOhRRPMqTI0Gk6iFZ6td0XRV2GRlo7gRaxj0lNIwHDVJo6GHR/3CeAkr0oAA4FPFN1bFGFJnMpD89+1nQhha00pBEEkwrC9GmVrXuW2hqFeFMJj2Jj+7bhihCtFrcsja3unUf+q7xW+AGV7jDJW5xjXtc4XIHuctlbnObq1znRne5S9ROm/yyWmjuVrvb5e6qrttd8IYXtNkVb3nBS17zple76FVve1WLOZT6CkGP8ipYNSIKG2IAHJ6wL3/BuRL/GMoJ/FOJKyPiiAT5g5R5nU1JIUKP77pXwhMeL4UtDN42oTRnxKwbY03D4fkgs5HVnJGId7U4ezripnvZ5AwX9FhFeAIDDVXrSgZxpLiihKTwkmWDZfdgEtNvx35SznejClAzHv/WjB4WjWL142Rd6QPBhX3wRPkYpYnSuMYpmcd/DkXQHovEwBhxX1Z/2rsia5ira2Zzm9myDQ94wC8JC3JJ1roRovZABVd4cphDMuaLlNnNvUpzCAd9aEQnuiP6mDF+oyRnNaYkH2+wiwoIvJIh/8jPIAG0RJhSZ/md+W+FHiyNEqvkxDL5M1DOnapr9FikNJUtd86Ia0SQ41aKJJ4+RgyQg+RqzgDbJlc9skVADJ9jI1vYbzHxMEEd4mf3Kc7ejAutMXJjGeAaJZ220aY/wm3F+dpHy5aIqFVC7o+QutgVSXYk0Z2Wdh8z2u1pts7mzSftAA4lwkLS0b6SaYnsWsz/HKnQvRU9H3XnjMrwWTjDEXuvd5eF1X1yROOgejnfmQSVYAiQL2ok8D+DRNAQsYULTH7yk9ckIj+UyMg3wheSuJxCEpyIuZECWnfFVzE6t0g9rhGOqnlWWttwi29Cw/JXEjviB2d6031Fj2xW3CmiyKbNU2LtirjGULL5uLc9Au6M1afkKEe5yiGyDQQwTB8JEClHRoEAgEMEHB5AgKy9tgEEJAABYMc7Avzu90c44u8IeKc/FDF4+xIHAQwgvKoGb3fKJiABDOiQPjQJ0od4IAQWSbjTPf95Nu8xp85caKRNAo0yvJHr/9a11zsCdtWJm+RkL7uBOACRUyAA6B45/0dI6JEAD2TA7v5wBAOKInj82FxmFPCBCB1xFH1sIwGLMLwA9XGNBDyCIvRAgPYn903un2XdG8CAUjZQAX98QqIvpivnlU7YgMY/1Q/P19JninWKPANJMVBHWWCv6bgLJI6gGLGjvZSbiOdDCw+wKEfwJJEKAR16J0eoAArgAN/YgFbBpJ16CE9QFgfMmOqbiArYPDpJAMzaj7Z7PojYgAXJJojAALDiAEugkwxBgL9YQNWxwYowQU5BANETFQswvMSTlvcLJvtjiXg7piNciXqrG4NLjSb0PPybiEB4owHxv9YLQOIYQNl7iLEzQLN7MAQYhRLUPkc4nmtgAO2rAP8E8IBFuAYE8IRr0D449AlNWoVHSACeUoQEgEC6ixcXlAgefIgFiwirewgKSMGjQESwCsTf+yZSQgs4vAlHaICQQYBFWASL8wcGECnuuwZRCMJFwEDJoQds4JvOM0I+SUIoXEKViEJke8IPk0VEm8KIkAczWCW20EKnKhiC60J/+ELaC0OIyIAFyT2fYADMijN/qACRQrviqEM43D0cDMRyQICNiYhAhKq9K8YhzIhEhAjBi7MKSACH4MNRSgANmBB9oMCvmjzV8QAf4IAEuL0Da0NFYMNrYDQKoDxF4IByYIANsKuJSEUkOzX5gzj6C5KJczpbfIh8CAQTUIEskBf/1+PCj5A5YSQ7YnwIUaCrnKKTwWvDZmy7RUgACtCLOhQFBEALFXREbKSIbYSIQSzJmgMnRVSWT/iL4tEhH7QIepioR8DBiHg7DNGhRQiFnwSk3wOHRegAISzIIgQ9qqxKE+qRH9rEQCmJZzCUFeAo2rlIB8vIAjRAF+jIEny+R0mAT5AIZ6wawcOGOkTGh8jHEESKmJyImSRE+1q7Q5QLRdRLi8IAG7oIDCBBiPCGvJyIR2AAzKghfwgBioJMT5tKq7xMzNwXetgA4/EEzjSeJXxIf0CGN0JLluBFkOO0vQLGjaw9ivCAyUMLDqiAoqAHoHvLm+ORMazD3/MA3+jE/7vkvmyEiG18pvRLniZJgHq4ScAUx0XURotCOzI0zotxn8MrimvgBnpYhw1wzMh8mhApEwZghJWjPOLLgJ5qO7mzTHhJyHtZyN2BT17Br5ShAA9YGVd8SGi4tSWAi/8LOLG8L4zMzYhozQOkCDhETHrIAL9LgBlcMOTxu3eqQ39YBcZrvOpzvOGsy6ayz7r0OwbQMo3ATeJ7TuJsKg9oAMoCK7dgQwRogIZ6Pr+rgA55ROJrUPX0h0fQAGtKgArAD4M0NldMCVb8sCFFCVikN1r8jCTVkxh7iA3QypewRWqAgxmgSP/MQjkaUJlDiQSiiJOanuGAH8xAuoNZCbTADP+ZC1Oogqo605EgZbcjPYkiFY065YwmlTdKWtIaWae6lFKWsEVcCBBtewnUDNBe24iCy8waiVOKaDj1gNRIlU+DolRd8VPDA9StFIksMBxfAMsdSc1vEzk+zZW/3BVHZVRVXdUg+SplGSumWRKR4AejiYXEQlSM+M+dY1X7SFVe/VVgVQ2qUxhildWQqAIVSIF8yIxD5cWJWc1dnalT1RVfpRD3zBdLXaxspUr8s4UAyQTO0FUGG7ixJNAdmVOUQFepNLINU1eSuFM8ddeRyFMoLNW4oNcgmaYNFQv8qwUV4IFECFctfapy7VL9WLppFYzUqFbck1fNcNiHXUV7hQv/fLXTia0bCpgoJoEL/OvUIegHzmjWLVVUYDwhZ90Rho2Sa2XIbSUoiA2JhtwTZYFSTVUJrKNVFbBVM8LVixBXCLswoJUw0ghaolWtlA1WpE1ascBU6pw1kPDWFICGeuFZi/DZCCtarN2uoc1ark0Z9lRasA1blmDamr06kEDWMFjWkB1YX9yIT8uqk8WRo5XU1KDbum3ZVsPbPnHVsopV0/OIFlABPhANcR2pkRXQaD3Xl0hYSVnYr6WZlz2NyJVcid1Ty+2dYSXWhDHWjriHu0AEwmVbvSrYi32Jye0Nx2VX2jjduaEk1qWPy+WZ0oWPNOLYj/AFFbiBeRANkSXY/x9L3Jhi3D+Z25WllyXTW4Z73ZR4Us6wtnIygj8R1a8jVbEN2cetXuzNXo9gXn3riF+4C2mIXqoVQLI0M/k5Wu1NX/UlTkU4Efc9Ec7VCHyAKyRYWNHlNYx42/UVC+JNsuKt1OMN4L8pHs7KpNDkiHyoBMN52cLtxdFFXHN9iGiYAwqu4AqOBokwU+Ddi057l3JYhXlBH7+xudDKuS/duRNeuYjwud1rueEALa9ZGTd1P9VVRZ5R3kXC4WCa3bKoWCblYfXg3mrjiGcYARWAAmG9X3KFYJmbYAu2YAzmmLSDKrbziLdLp+nBgLxDgBO8uy3mu5HsPsH7u8I7vL/7Rv+3YEnGKzzc42KJCONbubyG0jwaVjMb9hkdvmMh8WE8BeKv4OMZEWLb3QhAKAGaUI3ebdvfjWB/cOInpuAojogKbOMW5ojeA4lt4KP/ackDM74bTb6JWL7mUwoVjL7pC8Hry77t6z4eqUl6YLwuphOZYQTHVD/iYz9l6l+E9N/5E2CF7B1HaOCRCKdqQJL+zBXpfT3qjQhHfuRIdk4FZMAPjMwIlDIKtEBwwECk0MCf6sAGDMeK8AQdhIgR9JqabInAhNIWbCoY9AcZvJhxJkp/2IDZjGVJnkywOoUg/KqLQN/9/WeA/luMWIY36j9kHt8tLF9mfuQLzpgxLEPiQ0P/NWzGNnzDOJxDOdHBO8zDPWS7GVrKiRA+QTzBQoSIvwTnEh2SRrQoGy3pSXyISnyIR2CSCrBnj9TBUPSHUfw9vzhFIqzhgA5qoXZajdACgWmPRH7gjNBfiGjmJ37mYjxGHVTGzAMr3IRGiJBG3cs8AbLGxbzHbNSHbnyIDPhGjEDpcfSAcjzHBEjHdQRTd4RNBlCdBFiFZrRpBetLT/JHgBRIgqxMoLYIu20yVPvlXj7sVTUleRCDPWuPBk7mAU1URnZqKCYOkFwQsUY8m3yIk0zJjOYLTk7pbNJQmhnriKhJEjVpnHROneTJ47nODK4yRRjK8qsADnCfRMQPOMzG/1Yxx6eMSsC24/jIYyF13co9btkdIaJ7C1M6BEOpSPV4bISeCNgjQImg7IYOZRNMnodgS7dUz6BEALm0Qbo0PPQbbbwcTuyz6XYuQeFFxHSGTkIsTBqciMO8xpGk73kevluOzMnU7wwzND3GGeNObuT2GT+eD/1i7ozoMtjAAqRW4pAj2Q3GbkiuCLmWTdpEitv0RJ+4xlHgTeD7TYqCyWyUvg5YDp8wzk9ATthcznJbbZg2UQ7twem0uKGFbZlpR8wKgYYChynOYPN0BPT0gBxVHTXBqvbk5V02bCevvxFacKK+iGcAEEvbFcgu145oYoa+cARFAAVl0Lx7UJGK0P/Go1ALlVClMHFtHEmK8lDDA1ERzQgSVUGJ2MYUXVG39DsYFUHwG0RMoogd7dEfLUh2Je6hTnT6UYTB7og1moMrVRIsn+5nVeiVSOGVM1iJGYpMt4j3dpDtCzJjgtNDV3RTP3U7wwhqIIMvi3CYpfSIgD2mRvWQUDqF+1/b8WUo13VGvZ9+0IM34jP4kO649UguTfCTQNiveNnrlQh4vVdEl9MD32NkZ8JqP6H74YUAGZj5IPbDlWxNt49orwhm96x1k/YbLnAEj911P7TN1KRHEaWSNpCL8NcluDRX7wpYDzcKZ+QT+nQ+SaTYMbX3xHVt5fX4nJ8noQA4ozJvKpP/h9qmbsJrf7gfWChU8S12f/DZa09fgT93Wg/5zHysxUkW/YaX8uMUKStz/kZEi6CGmZCFfclyCN7yjp8RgN+TLhp4ke/5zNQhw3MIUFokZyJMDTkroNKRfqEGAMGL/Ehq/O3nkjUhjdePnQf5RzX4MUL4UB33H/F6kbiGRnQIDBiozfIEvmASpM8Jpc862ECq/PB23wX3q+1auw+trb17osVPrCcRsG9Ydad2dhd8+RGrnHots2Y3dr6Gy7IWzSpgJgmtW0gCJvAGvV+t1gKv2rqt9Mp83PL8NAn9NLGO5Xhf0z991E991X/fU/iU1X992I992Wd9159921d95wj9//Wq+8vfLfbq/d0H/u76feHHLeIv/vf6pb93EATzKdwBh5RntP3qr8R3+Ymohi/AePt9dY2HPSqTGdESffEff/Iv/9BvDvNPf/Vff/YXffRvf/gX/xLmefhj8oJH7F3Hf6BBH0PEnTgDiFMeNvijh0GRJwzX/DFs2JCCw4aDvKjIEvEixowaN3LsqLGcKHAePYoaabKhvpT66LFs6fIlzJgyZ9KsafMmzpw6d75Uqe8k0KBChxItavQo0qRKlzJt6vSpUX2OFG1wZNURBnoj9XlC+NNfuakLNUKMKO+NjIpQ124EKRJpyac+V/Ksa/cu3rx6Yc5l6/cv4MCCBxMubP/4rz5FAxUxdnTKb1mHz+ioWHHv8Ma3Qt0mjetRs8m5Kffm3Eb69E3TqGuK/gq0HObNsWXPPlnOdW2Pt3Ob3M2bKb2xDEE/jdwQGg8VVH479ByUM1yTzk+2rm79OnZR9LBz7+79u/bv4rsTPYWbOUbz6DmqX5/xlFb37+PLvwi//tFTV7HSL34RWgkqqOPedLaF1Jl0RY23YHXhMfgghD45GOF4+Z2HX3v4OZShhv7c12FDH4LoYX8jjgTOQRQ4soEikF2kiwouyEecgTQOVeBHS1HoHTg7+jhejz9e58+FRMFm4pFImghWkfX5NuKTS5LU4gYsYeBiREeoUIWUuh3/GF2XYYo5JpllmnmmlKe0qMhjGyTpn0PVUGQRmg1BdxSOdeq5J599+vknmQY5VhUFJTZlnD+HjKCWezaOdKdReWLk6IxSRtnhm5hauuSlGnaK36do0iPSVI+xhWgcJ6hgi3ySdgRpUa5GJCt6HHZoq4a41qfrrk26JyKIwN5qKJrXODKYcdRQxEJ9tH70JZ4JmsirfNT+6ut61maLba3E7uptteCWiaK4hzoEjaqsVjoUrEQ5y1CmGlIqX7yecropktyiFyq9+ooJzgYYeDCwB1gyNIsKMfjZ7o2AOvwwxBFLPDFwp1h8scH+1KLCFQtDGynFIYs8Msklm2yUcbBw/4zfvBwxLNS7/rS8L75K2nwziPy6p/N6PJ98knFCMNqqkR/HKu2Ipk7r72/aMuf000znJmyu5Xb7c1KRkbOCCr7gF/NFLwcVM9i1KZ201FOnPRvUTa8dG9UYWv303Fh3FNkVKighb9EzjxRzvU7WDOW9hUP5dmw+M6e4mNdsQME2HgS+VGQ5dP2n2ECVbTfnnXv++ecGieIBOCtiWU0KKrCDudHugv467LHLbrKa/igi0gZ+F1UWNCqo0KHuGGV+UszB5zY5vYNranjOiGPGOG/QS3lNwbf7gwHySJXFjAowdLi5na03/PeSZwfr/GFtq10++oXF/W35dXepzwaL1f+P5SXKfd83guRPm2b73BfAwahvfUmT39QQaDYFLkkqA/PEAO/GkCCsjG/sEh/MesO8nCnPXhv0VAQFI73ajNBE4NCOYCAyjzkBanhImx0MYyjDGYapHI/zgPmgAhFlDa1PLvQfDYMoxCESETP08ETAjnUqfwSChRbcDAbHZhLjkbCDHiTcB0EVwsCUMHFblA89TvG4L2KEAtR4Q3Josb8LUlEjZCsfANm3NDkeMH527JM+RkeBDbyPcs94Q+pWpyHwwSuKmnvhreI4R7TRMVgMhNsjMdPHMl0DA46IpFAoAA04VAZEbQzfJzECuCyCyoqCI2W/OEVGv3QRRKu8GzT/zKCCJTjshyQpIi5zqctdCoUx26AAMIP5SodoclFcaqEhicfLZTKzmbpkiT7KIc1pQuYZN1BBMDzJPzB9BpXJ82bPTJnKfKnST9tQIkOqdKreqYAfICIkWJKJyI3A0zA5zNUwoVJAtuXzKfuE5B3ruCd9YAADFCgoQvvpDwooY5YjgqctO/LG/zXyfItkpEAz6sg+gcMTpAMHSBW6UCtsaUShjOdJZ6VBnHEQnDRz6eJEypRWHoamHZIpMV/RQ4+ltDnO/ClQgwo7XwZTmKeqxE59KE8gCrWpTn2qxKA5TWqeihJJXRcUe9qQ4sF0ceLc2Vd7hlOl2LQwZcXPqPzR/5Xsac+qdFpjVvt3S4pe1KIYveuwArrRPhnEYpbEgEIpILS3DnKb0WJqIit6q7Ei5Z9wY2x+MGlPybqPsrtakyf8kbtTUbAWJjUsyB7V1d+w9aVYZCkIy0nOPolCEQTFnVY5QgEKqguZsfVHPaGq293ydj0GwQBBPADYUyWntqy7bW57q9zlMjcwYdSKJyx7t+R4TZtslGtHbsvFsIYTtVdsnmoP9yeuKMIxf6EAdR8K2qMhNleKxCs+FSs3veYVjxuoiiIOApnk/EK91+WmROEoXwxB1iiOlWSBizLJbElXMAsek0AaYpAGk4UGKuivdeMKYJeNNnrc9WqHSZjgov+cdTAlJhA6NavdjETAwtms5VLn2twZ07jGhUHRNhhyiuH2BnsMEUVBW6SRFqsgHQ+LKEeSa+MlM7nJ9jHoQYXjEfpRADbgoMA16FGVIadlQBl+TowDfKIQV5HMifswaUdsJDWzi82IAccIrVJlf0xFx1di8TW9DFcwI3eeGHqvXQMt6KrRl9B+2vFBJWcSxy0UNh7ILFgo0KQH5Nm/Gj6sjIMF6MXWldMare+n64Qi+ISFxxwxCGzm/Gh4STojlFbdZ/+L6VeZ+cy1rimao+fm5+z6Nb1+Smsd4iaPrEjOithGeYcTGVEUlQIQGEISvLGaaZNmG6LI8l60Q+1tc7v/297+NrjDLe5xk7vc5j43an6dFBt+xSD+2sbFLFkOjzKE3q5OXTuOHOYkO7nf/v63R37LGOBaRcoc8bFBEKIQjTwgdZf58mv2Tc8p3hrXFTdrro+n7kdtXDcdXwo99rOfHP8tPmFRhMEj8gBVPXzPEe9ze/884F51Or6hnu+0KHyylaug5YWVdWgzndiaE5joNL85/HK+ywewoJ2xvnTQae3dUl6cMKUFsXhXm/VcPoBr7oQxzAEu9rGTHTAP8B3EkDzxsrO97c11HOQUzZaz/+7pfMYuR1b8l6uTNuNlnvo4tw5evmJgdKUjyNw7aem7b3jtSdu0zQcdeVDvFelm/6qd9Ta7Fggo/p3rdV3MdwX5osN38oa2/K90zhzq2U4kPt68Cphl95fjvS1Vt7rfZ8N3D2t98ILXE/3sVzC2cF72YK+925OvfKA68NEiLX7aJe7G5VO/+tbn/AtM+PnxdRPw3/R+d8G/r4+7jPxtMT9StoHQhBI/YSaCqPQzMtHHz7xa6E/P/fGv9P2jnkz6ACk4UM/wwZ7CLB7tNd700VXpkZ7kMSDlPeDpOUxWtB8tzV6NIF9G7N7fnRYHLo/4xVR4+R6gTBhbJIBD6VvYWZ8KriANVRJCUcAAQoUJVuDxISAL3iAOds7/AaDqZYQJOoH2AR17dV8HemARUt0Hpv9ZCGJK/sVKDP7FD77f9mVQ6FXL6B1dA2IhBOJc/42JlqXcWpjgchjgBdqgKAmY0dlfGl4L/1WeG+qJ+jWbQpngMUFcGc4ahyVh392eCOWeFy1hau3JNtzGVEmTX9Bh9KVgDi4iI5IMQhQGA5QUCmJgI1aiJfrJIxJGJBLWEzEeHmYGH/ZhKAKGBm4gEwKiFvGJYngCK7YipK3FJkqhEIKe0LlX/bHhAmphBG5h0ukJVRAMMCrUAlSQ580i94kZ/a3htihjrTThhvQgWzwY3ajiKwrGMHIiy0yhFImWHvJeN5qiEZ5i74mjL1ZjYAyjZ02iGV4iO7YjmZwCGPoFOib/IiW6oz3eI+wMo3F14gF+okboHSv5oa0dIRKKIDkaJBHpoyxC3RAio6bd4jLmohp24TS2YREpJBn2RvydYRX+yhVOZBaCJC+GS6ENEUbaoUYqou19Izh+Vzi+ZCqOYyDm0jBWVw36Iz7mpE7aTU3S4zruJFAGpcT0pAWmZD1GBECyRSnqnkBaHEv+oUzGJE1eTkY+ykZexPw9JDNGzVa6jUXuIliaJFUWI0PSokMOnUTiYkiq5UimXkkK0TBiGEpapUrmyFMOJEF+X17ujDM6xIlxUV+CSFz6JE4KpWEepp8MpjoWJmI2pmOSiWLOpZfUZUYk5VosJV621F6CVVQ6/0lgwstnakhkutwdRh2/KeBaRmRqNuNXcuEbJuSFLaQnmqbjaWVaqqan3WZFUmTTQOPIDKORFSVdHqVfjiIpNqVhYObzoKJnMmcQASdh0uZjTid1Lgl0LqZ0Vqd2budabMPjYICpAJl+acR1SuarXKVKjdldLqdxBmR7KmVo/iUphuZfiA49MNuoYJmWpVhElCdpGuVP+hRq5uZqemVXJtBbkiTnqN9DGIuQ7Rh5Fpls9mN2cmQy6iZXYqiBvqZrtuXIfMUpFMqqRVqTDKMgmafLoKeA6sZ7KiVyYlyLQoV87l180idghBx4+sOIlkOrYYSJRmdDcqeQDulSqJ8ixP9HssnMsjUbA0QbupGbtWGbXmjbk1aplV4plmaplm4pl3ZpldpoU/SVQ9ibvfkorAnnZBJnQ1imjL4ojG5m+CGkVMppyVTSfpRDwiVEPPrDj1ZlmgboVqGhhvLGgdlTaBZqZSWoW3JOR7miVpzcnvKpCuSbn54nZVqobRbohhIop3ZoWPYiLg2jz/FjaQbpSsKpaaHqHq5nctaoc9KQqAKpWRIprdaqNfacrB6jre4qrzpFrKKpparpcMRomxKrUyinU9Jp4CkrrOJqpabopWKloGoqoX4mogpQa4Kqh8rQr5LlbJpqAl4otRrQuJqNtfqmPqGrP6krxQzj16FoW6j/aKByo6quar0ej5uamKt25nM6HXaCa68GrMAKhbvmKhUOLMImrEkM45KclNqFa3YZ67Hmqyiyqlnt6+/B5pLAX7Smp7h2qgOanshq66cq6FRurDYeUkdmy0ey5cjqoqfGLMmKZcOmrDLRq2beK75a7Jsyq1i96gwxrMFuo8IWrdFexAKsQMQ8rPwdrdM6bdLWrDEebMTyLO5J7ExRLGAC7fjtUtROaKnOam2iZbny04GS67buJofCpdKCLYAypsdmKsjCLN3W7aLyJqGy68QsgPHB67N0bHFarYlp7XFi7VLMKCthbKj2rW0J69M+rpDy7dLK649BruUKrOQGYVnq/yooCm7F6ixTGi5ZKe5BXqSMuO1wAmrlDujLimTruqzMmuzaPufpPmu8Au68fuzr4ubusibeImi20q7Ubi7V5iHohq7nFm7y0ijXgqAuLUDt3mSFXi71aif0Ti7uVq/2Hub1au63iu0/ii5ZEe7ekW/iNq8SPm8SoOzUEu1Z2uLZmmv8mu3vLpCiBu36ou6fwu2Kym3vZmjZPlbw3u3swmr+Aiu0Oi6y9mzONrBLwmRz8itfeu0BSy/Abi8GI+YC7M3QqmwGf7BjbvDwfi/nhu/ylq/4IsUCM/BM+mzXPm8TsC/xuu9p6m7I/m+1QqTapm1vem0M62+wqi5uTevcuv/uDR+x7PJw3vrwCFPoBYdNCquw+bpoFBsF4sIn+s7OAvzwv4IvCH+xTm4x9jouGJcxI4qx9zqxF09KFVvxFF/mG8so6bbwRUKBDJNw8Y4t/A4q2uJwDtcv2+gtU0gjDC2AHQNxAguxkjlYy/IuEhvxzEZyEifkISPw7SpwG5NYHD/FCl9txs5p6SZkFIyxEJuxKd/gAtShBa/xKbdyDqZyE4dtCVdmJhvJJk9sLW/GHIMy6IinkGUELCPyJSsyEftxHz8y7EoyASsxyVxZlm0ZMHeMMP+t4y5yYNwTMjuy3SbzJMfuMn9OnXnInfmoNFsyNQtxJ3+uAz9wQa5zBH//8ju/zo72KNKW8yrPsivns9jNc4nac+OWsj4H9Iwl6ZU1hCc0WwA0QLMtNEM3tEM/NERHtERPNEVXtEVfNEZntEZvNEd3tEd/NEiHtEiPNEmXtEmfNEqndEV/Dpk+ITFJyTiPiKl1yEx3iDqZyE2DSE7rtCArhdyNyE+DCOm8tOfk6cJlBKLQNEx/Zk1ryE7bdE8nxVM7dVQjRVB3yFVryFA/BOhA6kYktYbENIg0dX2QdX1MNX6gtXyo9VpX9VFkNX7AdX1sNUOAdQzZdVkvtYmYdVsvCVuvx18DtlsbhVzLR2G7B10vFBHhtXyINU0zdWgGNnpI9m9QdmUPdlEc//Z6aDZ6JDZjy445/ufX3HEAI9j8CjAgA1QbhrZAt7ZrvzZsxzY7ngLl/kWGgMS1QkUYeYJw3CchD0YYQYtvY7ZJhJyEicJvDwa8WQzJDfeveILSODd6gMPFWIxWSDdz5JEnkFxBIDdxd8RuawZ2/4ZzbANvb0htTwxV5Jc1Q8Uvxcc1UIBibMDHaZkHYMWxlMNBDMR3Z4RBeIAiUMBj6Pd89zdHeEBZEDh/AzbB5Pd+W7ZgUMWKtIiCQ3hgjM7APM4gPriBX0Tw5Vdm/Xd+dbiHC0x+PYaIT2DT9OiO/SJDrHfhyRCPaoX63R+UxQc05yhziALixbftCNmI8kZXMP9EnTEGQwQ5cyBRWRi5jrL2bMw0kyM5CRUKWFQPkDt5bhT5la/enfE4nQ0fk5M34onRl7/4L8+GQQDTV+SoQcAZldd4DHl5XbMpUqwElevDnNkOf9bGNZhKfBPUWJRpbsAZkdz39QS6S9cGjpXFUQt6bvTVeR96vSU6ZhjetTFEo1O6og9XpjPHlZkGgGtWXJA5c4TzldHPqCNebvxfq834kXuCnC8Une+JIwzgUcsHnl83ldPZmTOH+h0LBbwFqZc6MGlFsOuYqvMG/QxiWRy7hyR7bvzSfeuXsw97lgNXfrlWtUN7ZZvKtqNHgANTjuk4gz7NcDlCoZC7YydOq/3/UkOUV603xK2Dtq1zt3vkekHsejgzBz2w95z/mKZjRjRRhawDPLgf6XsXPG4FvGGklZLSg7OPTqkP15VB/FtI/HpU0kNcPMMTxo6BA47Sj5+v+2wEuMBIGh8xhMaTVqsV9Is7QpligL3HDqlDPIlvBL7j+Vsk6W9o2ZHKu6nse5a/xanruNDnRsAU1EHpd9D3em2wBEPYvNE7fWxgfKNNPWKjE9b/Rjjb/IhavbJvhz5o/Nd3vIm1ms2nk8UgXtrDEMQ/hungB77bTsHo96zDjAe4BJ3Rt0FEamEoBpETxIqsxLwvTlkMft+jBxL9RELsPeH7vdXN2Y5JBd8X/qrn/7njJ/5vIJFWTD6QbccGtHdSkLqhfz6qG/5XbNl7v/3ez1CIFtTdH8Xca5lB7XlthLsw0U+QoQftA5dI6P547kxZAD/Vz4Y+CBfsE0nSF3/VH5TMK//uZ3xMEz96HD9CmQqCC8x6AL8HfEX2m/3Zf4V+G5SpvD4GxD6f3LxQQL2JsL9vlYj7g0j88z78q7+H1/+SzH/PR4n+9zz+A4Q/gQMJFjR4EGFChQbp6StIb2FEiRMpVrR4EWNGjRs5dvT4EWRIkSNJljR5EmVKlStZtnT5EmZMmTNp1rR5E2dOnTt59vT5E2hQoUOJEgR3FOlBfeVSLiXotCbSpPSQlnPoj//qUasIry0EB7FoWLFjyZY1exatSAoY2LK9ahRDym1xt4nyNzekqK4X17bFoE8Rhg0b1oLz50jwBgwUHBk81XibIkdgFTG96yFtZs2bOXf2/HkkBcMKwcUV+BYjaoMORWH2p5qjIk8YRReUPFARZkeKBm6jAPY0Bnr0MDzmXY73wA3bQDd3/hx6dOk6axOcu/aUv9LaCWPYixhDY4KKFBFW5LBcd7uA1/IG56E0BUXvywkX6CE7ePEDHTna4EgfDyiQTx9P2MrOQAzOi6g63PbzZIPDknuNAssEOgWz9/xJzx9FgPNHlAmnG5HEEk08EUV/5OvPEeaK8+eUuLbzoLH/GP2BcLgN7BrIAwzKoec/fzaYrTRwTtlAH+K2wcsTD/TB68VyfsMRyB0FQuwUehzBjLiuaIRxg+G+XGjF/pjL7agjG9tyyVPKs60xfTYozxNw9hOovhT13JPPPv3sqcwWsSrnGkco0C4uDzbIUqD/jsqNoDFF2SDP+xyJ0ZHR8GrtrrialFDITMGBlD/xktwmxuxk88eD+ew07UJPPPkw0DMT+88hxDxQlLGC8DvtFOY8oMfNHen57c9klV2W2WZpG+20HiU7dLsCBcSMglbJu9ODHa9ZDtbb3GQLnE0xw+tYILvKlrzbSr0QAxoX7XC2wdoVcTcPCWpQIHcJ2m2g/2uQVS47gk7Ra9Ff9RnY2YYdfhjiE/n1zSHfED0MomPTm82fawq29MrKBi7ulL1oNLfT+wJrlGOP/xXvRX9eXLVVgepiENp+7wx5oHQjtfK+G2tszOeIjT4a6aTL4vdYRyalYJsZPSj0r1RF8S5SCmTFetdx9Un1yGDjivEavGDsFcbirt7rSvG6lvYw+OYSJVWc4TQI4NOgJsgTEeneMDyst4lQ6cINPxxxmWYt6BrJiM3SLi0ls6xxRZiLtD9F9irQ8QvJy46e9TyB/LTFBar88oAv17LFcgDUkrnINJfIdNUN2obtG1MH/N+ByhFltP4SH5744o3X6dc/p15IH//7jn8e+uilByl5P+lxLaGDp9+e++69/x788MUfn/zyzT8f/fTVX5/99t1/H/745Z+f/vrtvx///PXfn//+/f8fgAEU4AAJWEADHhCBCVTgAhnYQAc+EIIRlOAEKVhBC14QgxnkxwY52EEPfvAeIRThCElYQhOeEIUpDGE9htNCF74QhsPJoPj4UcIY3hCHOVzHDtPRQx/+EIhBTIc5flFEXxwRiUlUYi6Y2EQnPhGKUZTiFKlYxV5ckYm70OIWudjFXeACjGCcxRhtoQUznhGNaTRjFtjYxixgAQtVkOMc6UjHKNwxClDQ4x752Mci/BGQgdzBIHVQSB3gAJGJdMH/IhnpAhY8EpKRlOQkKVlJSz5yBZnU5CY3qQJPfhKUoRTlKElZSlOeEpWpVOUqRYmDGeokhesI4i96UUUozqIWZ8xCHXlJRyo4YQnBFOYSlFDMJCQykYd0ZCRXwEpnPhOa0ZTmNKlZTWteE5vZ1OY2Q8lJb36Tk488wTjJWU5znhOd40zBOtnZTne+E57xlGc8i/DKiJBQHcFQYi61sMteVgGYw3xBCwha0BawgJsJpeYK1DlPhz70nYi8wUQpWlGLXjQHGR3CRjnaUY8OIZAhFelISVpSkxahjylNaRT+2VJeujELWqjFTGlaU5vWwha2GOMsosjFK/4UqEGtZROH/2pLoXoDqUn1hjiYSg6nkiMeUZXqVKlaVateFatRncdWudrVreIDrPjIx1jJWlaznhWtaVXrWtmaj368Fa5xfas9U1LDErLjF7T45TCXMFCEKpSUJ4gnCi56gxwEUqUqlYIVrHCFWvDUi5HdhS6yoQzLXrYbme2GUpUqjndQdR5j7QddSVvakrDjiLagAguaaU3BrnOiNugBD2jLgxGIALdnIMNuebtbM9ABuMDNAyEMYYhjHKMZzpDGM5gbDWpUQx75MO10qdsnfXQDCTho7SgZCk8bAEEImdDDeMebhzwAIhBzmEMgBjGIQySCufGFrjzoW1/7orW6+dWvsuZRDf9nXCIFobyBbcfACT+0dxDPeC59ybpfBz/4e/IYBB168MkVJIEW6yjraCHcYQ97rx/VOIQaanCCTzqhF/z48IpZzL18QCMOdKDBJ1lAi3u0GMc5Pp406ECGGnwyCzfW8ZCJrLR8PMMOM/bkCmqh4iI/GcrOygc1iuGFG3wyBlQARpS53GU/zeMYIwDlEtThZTOfuUT0UMYlfuzJGrMDzXGWc3PYgYUWWLgKcJ7znvmcGXbcWQUrcEIVhNFnQx86LP3wxhWaeQJM4APRkZa0T+ZBChR80gjVmPSmOV2TeRiCB5+EAjk6XWpTsyQdRWizCq7g5FO/GtYhWYYQTOzJJQT/I9a51rVGrKGGWifBG7sW9rAnIo9LLNkWxFb2sg3Ci1o7wdXMlraw++GKEqigxkKe9rZz3Q9ieFIJuOb2uGFdjTiEmgrkVveroVFhFYh73fHedCwCXWZ531vSQlBBLfDd70PnI9S+8PfA90yNH9ub4Ak3MzQC3A6FP7zL0PBktCFecR1LA9sW1/iQmaGCJWwc5C3WhQrSHXKTd3gWKsjCyVnuYFvsu+Uxr+7LBS5zm5P25b+4+c5f+fJ08BzoF3y5noNe9Ai+3OFGV7oDX67tpT8dgS+H+tSjvgKqX52AtmAB1rkOQFu4oOth558tkiB2s+PPFk04+9rpZwsosB3u//CzRRXiXnf2NaABA9L73vned7//HfCBF/zgCV94wx8e8YlX/OIZ33jHPx7ykZf85ClfectfHvOZ1/zm/W64Q4UFVkT5S1FGX5QwheX0REm96j8UFA9YaCivDwt89uV5sYR+KKXPPWyAsvqh+D4owA9+64Ei+6IYnyi0H8jnlcZ80d+e9z7R/e+J3/vq+0T41j8+7IWC/NjnzPlIC79QcE/+6Pdk+kLJ/k/W35P2u//6PfF+97nvevDbHvTQJ/354Y/6+PPk/QDw/3Zi/lyv/orv/gqHY4oCaIaiAYPiAYPiFPiPJyawKCzwAilQJxjlAgdwJzhQIBbQ7kaQBEvQBP9B42By5icwcEPoRgNjglg8gW1CBwRzgliAp2foxgNnQktysAZzAlVOIVgEggZ3ECZOYXR80AhdwkiEUAgzRgd5Qh9EwRNSpwh7Igah5Qp3Ami2QQYNBgePpjwCIwJ1wjfAQmByA0l2AkhoJDwARw2XcCWIo1UoIDvqIw59QkDwREEURQ5ZYgN25Uvw0A93ojz84zj6MABhojV2hTC2gRAX0SXkpFUwYDboMDD+UCWapxJBJ14ycQMp4CpipDxcYwwxoAyZRUogYi5eUCYWY2CCRGY+Bicm5XQOhTzuQwRtom94JhdZZRdxAkI+7xc9IBhtYvqK8RhnYhU3BDOU8Sf/AAYac+IaTMMWt6RfROQmbBFM4iYbcYI4BuQqXoQ4wKEZWzFiuFFFVFAnkgRZFsYy/AUnXKZjRBFrbgR7bsIcX+NL7vFTdqI0LEZm9uIfbbA4vnAgQzAfbaI1wEEvBMIfFzInSsMhIlInwAFqroc3dORCCCcn8gYj5WRHjiQn9CEkN2RgjFEd+aVhsBEic0cKkaVo8oYn5qIxqoMkd8JQkAUnPRIn5AQSP68nd8I33JA3hvIjBSMwzgMpAbBgmhInFEHvXKRgzCYnYiRXfiNmrPImpKRimE8yXDIhIaYgMWB3YjJjBoYmbZAMBaI6OGUnluJN3lIia4I86OEM11Eg/+DSBkcDI49lNPjyJhDDIf6SLnuiGpcvMOtyJmLkKwhzXjqm/GxCKuNFFCMzMXPCK7UDLB2hLM/SWXKyaHxiYSBiYUZDHm8CSPQFIgtmLW0iUwQiJGPmNW1CMdhiLerDNbXRJmQIK7RyN3WCLyuENnnzJsZkFnnmI5MjXYxxLxlzJpJEH/QhMZ0TRKAzJjazaBZFNBnGYY4lP3yyJ0qzXzCjPtixJlrDhQ4DSbpEJ0jFP9gzSe6RJ6TkStqTPoVxDQ1EPt1TMyskbfTBP+YTJm8CHvkDPwuUJnAkQK+mIThyAwnnSxxUJHViM0PlLn4DPNnzaE6hL9CzHQcGSBZjZ69uQir3bjpv0zhpYkQFwzDkhC1WtCs/D0YVRAp7hFxeQ0V5QhT6gjlqVEZpIjNPY0fbEUdjRkDiRQpv00nuYy2wMztFkQ8Xo2A8NEeRRhPBMUt5cEtVwjd7pkthMExT4kuJcExPIkke4kxdokx1gh62Akx/ok3b1Cca4iFOEE/zVE/3lE/71E//FFADVVAHlVAL1VAPFVETVVEXlVEb1VEfFVIjVVInlVIr1VIXKCAAACH5BAEOAA8ALMEAhwAcABQAgwAAADc3N56enqWlpaqqqra2tru7u8TExM3NzdbW1tvb2+Pj4+vr6/T09P7+/gAAAASw0ElHppXNtXzZKYVVXdMiMdzkgSKJKU7goIn6hdNINjAgMwTOCifRXRo1gM9REN5aLqRDuUQ5Fs+cS5Ok/hpYljba9c4U2eJWSjUrDGI1edpWyg4EImXdDSwtA3pGFmwBCn4ECAMDAgNGgxNSMopLB3h5UDswDo4xAAQMCXCCazAFlgoDPkijmSQLCQoLWJ4OCK1jUSgbohIKt3F7Wx15BgiiwZBrDLPMacLDRxlhBREAIfkEAQ8AfwAswgBHANUAMwGGAAAAJygtKy0zLzA1NjY3MzQ6Njg9ODg+Oz1CPkBFQEFFREVKR0hNSUpOTE1STlBUUVJWVFVaVlhcWFldXV5iXmBjYWFmZGVpZmhsaGltbW5yb3BzcXJ1dHV5d3l8eXp+fX6BAKLJD6XKGqnNJKnONqvPPLTUf4CDVL3YZsXdfcrh9JcT9JgW9ZgY9Jwi9qM39qlE96lO+LBU+LRa8LNs+L9wgoKGhIWJhoiKiYqNjY6RkpKUlpaZl5ibmpudnZ6gn6CipKSkpqapqqqqra6wsrKztbe4t7i6uru7vr7Ags3jj9LlldPlmtTmo9npuuDt+ciD+syM+86W+s+b+9al+ty1/N66wsLDxsfIx8jJysrLz8/Q0tLS19fY2dnZ39/gy+fxyujy0+z0/OXL/evX/u3d5OTk5+fp5+jo6+vr7+/w4fL37ff78/Pz9/f48fn7/v7+AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB/+AcIKDg1yEh4aHiouMjY6PjF6Qk5SVkJKWmZqZQ42dm6ChhEWipaFFbaaqm5+LrauwjaSxtIyotbiujZi5uLy9tb/AuK/DxsfIyaXFys3Oz83MhdChwtSW1tecntqas92Wt+Ca0oLl44vf6JDi65Tn2e6H8fKE9PWH5/j7/Ln6/QADijqXSCCce/gQ8jv3T546ge0MmuMm8WHAiBLhSTy4kWPHiR9DitQ1suRIghsVylOJj+FGiwAxGnRZsaNMgRolsly3U15Dk0Dr/QxKdBxKnR17uqNpEGa/mwGZQrSZ6mNOg0rBZUU3tKhXY2bCihU7ZKzZs2jTql3Ltq3bt3D/48qdS5cuxUUFBW7Vthec1ItUQ/6N6e7PIMOHBxVBfJiNmCdOVKBIQTnF5MqXMf/5g2Kz58+gQ4tmrOiqXkejU6tezbq169ewU98NGru27du4c8tm1BWZYd3Agwt/DS1NI9KihivfDA65wSUolLxZtLw6cX7MN6oIwd0EGOvgsx9yDlA8PiZMnDRxwgQOCe7w48Nfbox8P/vr5IdYY+IP9xFi1PbVgKqMMNmBT4QxQggiODGGaARGmAtiZYwxRRRUvBEGG1W48Jkg+OEToogAkVEDDCukmOILNMTwYWISjViPefWwkGILMMgAhRR/nCNjYR3RKM8KM1hR2nEb/Qjk/328SeikNr09KSUsPiYZpEhVxhikkj4hqWWSXC7lpUFhjlPmOlFOqeZAa7Y5TJZkXinYmAKd2Y2QONEZkJ3a4BmVnuXJaZWbhBJT6KFUAjpIG+E16uij4KUh6aSWwKlIGlpAqummnLp2xaeg5gWJpYekcUWnqKaKahGstirqI6QSYqqqtNYaXquuVgpJKm1UBcestgYrrG64svqqIw2ZIUgaVQE77LPQtlZsEcfONh4cbUhCwK+pmHFqtOCGC9q01TbJiGHZwgHAtsx6K+674ZKra5NtGALAur968UexV3Dh77/U/ssFEqwiIXCmoU2LxGYEF+yFGV5cweoQ/D4c8f9mV3jBhWcGIwwvePJWotEf9t67rRcNt2qNRVoUoYUi3+7Lr7KCtFzEFYhM+wujLy+7mSQef1xdyO88Uq+69+J7BcUqC+LF01zMAnFVLgvCBSaMbqYzITYra6qybfAriBla+FuEcVcoeyq2Qt9abLkkNXJ00ibDgcQQnmFSLIhVw3FFz8aCaIgZxZaNRM2sGmbGHz17xqrXxaZSBNCSbNy2deT6OmojhsxNN753s4oJwLPsmwgSgBdB8x/GwSEzrofDYXPPZhhneavdPhz12X6rDaIWWix8+XCZa44sN55/vm3owrB6ad9c/3EFpq+3GrvNvAvShvCtKhJ2z78awkX/63YPL1zxxpuri+cE4EtIEJM7/bTzhJhBcM9V6Ttusdc/DocZXKhKj7r3Ky2M7mZmq9n/DKE/8xHrbb3q1eYigS17EcAL7QsCEjhggx0EYQh6wxXfcNW40+0Pdoibxan6h7uDZGd3gfMXHDb2KwcCh1zMiiCsjGaIbWkhCPjKgQfxFkICVq9vrOoWyf53xCKwcGwGE8TfaoiJftXsdZJ7WcSYaMPc4DCH6cuH0TDxQThk8Aof/Jkg9ua6wq2xb9MbIQpl5z9Zxc91sRsE4XLlBfpdsYu4+SIYj8eIzkniZhkbwrr+kEbpaaxYT5MY7P7QR9F5QQtpQ5jOUOYZLdQO/4D7QgIo/4AEL0gKhqzKlPBKeUlAevFttRuktQjxCQA+zFtmBAAcfIA3V/oyOOQKiyzVdyRsgfFqUuTlL5f5SlxxQZjDLOYisoGpIAixkczMJmzI9TBJ6ZCYk2gDpoaATW2akzXcjOU342YJ+/XynPBUTTq9KUFwEgI/7oqnPkeTTnVm7Q9neadqztLAfRrUM6ACFSbLdrWnzRJG1CnoQSc1KeEtk6KnfJo/HwqiRkjqUHAbib+6mUOOPuKjhQoCgUa6UXtOAqWI+gpL6WlS/MDUTSod0ExL6tKOMuKmZhIUOHZaT3Ze66fkQwefNJFTVSwVF0QNI0io49GkxpQoUf81qSOA2gTPlOCrYG3CIRh1iNplIg1pKhXNFBExqw6iqYNIw1l6JRZfyTUsUh2EGq7QhUPsNY5j5cLaBEe+NqxVEVnt6Umt2tXNgDWsh9DCAL7RhgLkIBNEGEBIOceBAUDAexcYQAEGMJTQDuC0p/0BD1A7gAykwgas5YAnBoCAP1igKkMogAEUYIBDJEEBpy3A4drQgAgcAGdw+AAIOHe1lhr1nlU9RGP/8NivivUQDdDAIJAwgL5m4gugSEMBOkCBzx7CBwiQxGoPKwi4gqhXCzjBH1LBgwNgSwsG0AEcbBABbF1BAD9YhBkGEOA/HMAHBxkAgn91CPiJswETgIP/EPrbgwv8rwDsJURinwvRSzHWq9W9LiF4UICqcKC/cNhBBBpwA0GAoAg5uK0PHLAADdQrA8YxAwcY8AAgtHcHPpjAAi5bKjjcwLyEcMBysVWABVOCxYOo7yAyYGEbSGAQDugAHDTg40EcYQCt+0CEbeCASZw4xbItwgP2q2XmkrSo0lSETT/s2BArYsBEYHKAd7AAJFwBAQF2wAA6oIPNBOEKAb7CANAAh+ImYQcEUKkNCoCDDQ4gG0dWRJMHAQEbKMK9hICyIKQsiAZo2cpjG8AO4AABIktRs6NOABwu8AEk6CAIbl0WAi47hDXrAMcFMCUWcr3hOB91EVwF8WNF/0wICmQADkUAMxwQsGAOyNYBLZZdjwahaDQo2rsd6C+qEww+QmSaEG0g7SAo0OYnZxsOq7W2AwxgiElHAAIFoIAaFtEGByjABh04AALgIGgKfGABDMg1BhZgnDZEQAEI0EIONOAFBFzAAOW2WnNpqtit0pm6di5NAdLAgWenm7VadoCrdVCABXSi20MYQFVIvN8r/28AGRfEuQmxaUFg+9ONEDW8C8ADHgiB0ftlQBFucGmP8sAGP+jAlSdwgmUVQAiKsAG9ZfWrA3BBBxswsgcQu3GechgSya7zsvn9Bx8UYBZXP4TKZcWDP2Ch29yl2Q3KPO4B59zISB5EBNpcWf9QO0LopCbEuCFggUlAYLkcoMAgELBqQuygAFlYxA4wAAcQtNgHFkaERjl+dtdFlxDTrW4JmE2IDhQAAVXRACX/19e5/09ZXhgAEbqdhgN8oA1bQAAOap7qv+88B6QQQgGMYIYPFGDfDQ76uxM/iHFrQQB5Rv4hkCBXHDSdu0NIQxBw3nmc+UDB//JVGyIOhx5InoOIHf06jQ1dpEpX2ZBdhKKX/D8KBNfHrSYIRjBaA3Bbp2IcSYAAAxAAGPBaEXZzxodkCtBmTEdbyFUJDjB8guAD9nUIN2BzcLABCJAGEyh3p5UAF1hoooVgafAHqyYBrDUAefQDFbAsEVAADpD/Yc1VO/MnRudyerUgV2FkWLn2P0VICZpjWI1geKCAGGF0Bhn2P26wKJogVTsYTT5IVfZ3VV5Rdj1IS5sAVGvChCbhhXkFB2klhlxYEs/kXKU3Z4dChmzoT2cYK3F1hNTwVNCgh7TwTPRUh4qyLHi4h8ggh5nAh7EwPlhIfx1WKoMoIZsVEor4hVloCZR0UJ+BUWlgUb+kieNDiZVYCYyyOGzxNKaoMQKTiqq4iqzYiq74irAYi7I4i7RYiyN1ivoCimD4g6AQQRQ1FrgYjMI4jMJoMMR4jMiYjMp4jMa4jM64jGMxKZsBZzUlChEkTpNSF3ARBLekjd5YF9z4jd9I/1HXWDS8GArXiI2aKCniKBZB0I7wCBdlEY9ssY6Tko4iE4iWkI69Yo/++I/rqAUAOZAEWZAGiSkHmZAEyY9nyIi0wJAQGZESOZEUWZEWeZEYmZEaCZHkgAwb+ZEgGZIiOZIjGQp2CAskyY8BlJIsSZEr2ZIViS2mcJL7MAQN6RA32RL6iA9QsQ892Q80iQ+R6A4BNCdreJTmiJRKWY0SMZQ8gSU7WQ8/KZU5KRRRiZMvUZVdco6nkRJQuZRg6ZBhiZRBWQ99QQ1nCSVX6Q5OwQ9TWZNruQ5t6ZNaKSZcGRBp+Qx5SQ1pNZZr0pd+OSVluRJJ8ZVa2BSBgR2bEVCuQf+PjjkW8/iYkikWlDSZ8ciUWFGYRhmYYAmYnOkkg+kOe9kMo/kMoSmXidkRp4kOc8mTdYkmcYkOpZkMsxkNn9mZt7mUqzkOtXkMiAgNu9kcW7KZcmYlYEKcx9aVXzIouUmWzemcdxkoxsmch1knw0mdxbmcZPKbzhCcdyJUG+GZz+kV4jmeROGdfQKeGRGbQXWc2Jmce3Kdqsmewjmd82meV1We+GkS6HkN3JkM/2mb0ckk7nmf1RmfBRqe9Pmd9qmg+4ko+vmghpmdcdKg6zmg2CGfDnqg0hkjAZoM/ZmH6jkTEnooEVqiBkqh1mmhJIqh+/Ch9QGjxxCihJigF8r/oQSqnRuKon/Jo25Co88go8AgpMYApM5ApBOCpL1gpM2gpLXgJwDBpMrgpLRApYbioz2KpWoipQA6onnioiRioy2Koxkqpl9Kpi/qpevgGYyJiW4aHlqlpeS5oOnJomeqogjqochZfxWqp+/Jpyuqozcqp6BJqFLCpb6hplFKp/6poYMKnx26nXvaiJEaqClqqARyopiqk2A6I4oKlIwqomb6J50qD1YKC1AKqqW6JII6pps6IJr6qnaJpmHaqncKqTkqqX9KqblaJ6caC4jqm5+6ELKaqcUKq6Fao7ZKqrTqqaO6qKu6po7qqrhapssKrcdaFLGard0QrPUxrHAZ/61KNa23Cqh5qquXaq6Veq47yq386a7nmaxBCq6c2qymSq7MiqfrWh6/miji2p7Xqqrw+q4DS7D2yqp9mq68aq3o2q7q2qt70q+r4K3DILGlYLGqsK0F250bWxIUO6T0apX/Wp9+qrA+lbC+Oqkna6ks+6gdKyKLaRYC9aY0KxyY2bL7Wq4Lm6bPKrD6CrH8qrKmF7DOuqsvq7NHm6/VyrNEG64HK609S6wjy6Al67A7W6so67JJq7Rby7VXW7RZS60Py7Apa7RDG7b3gbHLIK9HGrJb2bViC7dS+7Tjaqdeu7LsGrFCq7abwLd967eg8LG9ALiHOKFy67OHO7c/S6O2eRu3eJuzirm3dvuihNuRU1unTVuviau4m6u5S4u1OIu0Zxu6kWu2lUsJp4u6qZuPl9uok4u4nfu2sSuydAuwaHu3o9u4aSu5mbumq5uUi8u0t4utsyu7xQubrSuqvWu8Yyu8ZWuyuQu5lMu7wwu6Wnu83Yq9zPu19/q6nNu81hu0puu9pvq7kyC4E+K2s6q9RsG+QboZDRC/8qsANVu/whEIACH5BAEPAH8ALMgARwDhADMBhgAAACYpLS4vNC8wNjc3NzM0OTY4PTg4Pjs9Qj5ARUBCRkNFSkdITUlKTkxNUk5QVFFSVlRVWlZYXFhYXV1eYl5gZGFhZmRkaWZobGhpbW1ucm9wdHFydnR1eXZ4e3l6fX1+gQCiyQ2lyhmnzByqzSKpziyu0DarzzGu0Dmz01WuuX6Ag0i41lS82Fi/2VzB22TC22vE3XbM4XrO4n/Q5PSXE/WYGPWcJvaiNPahOPepQ4KChoSFiIaIiomKjY2OkI+QkpGSlJaWmZeYm5qanZ2eoJ+gopm4rqOjpKamqaqqqq6usLOzs7W3uLe4urq7u76+wIDR5JTT5ZrV56HX6KLY6a3c673h7vrQm/zZsPzevcLCwsbHyMnJysfWzdPT09fX2Nra2t/f4Mvo8t7u9N7w9vzhw+Pj4+fn6efo6Onp6e/v8Of0+P/06PPz8/f3+PD4+//69P7+/gAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAf/gHKCg4SDX4WCh4iLjI2Oj4VhkJOUlZCSlpmalJibg0qLoJ6jlUykp6NMbqislqqnooWxrbRyprW4jK+5vIO7o52Es73AxMTBxrXItMPJzs/Q0cbN0tXW19iKstiTy9yV3t/dqNTU4r7nmr/pk+ub5eyLt/Htq/SQ7pre5unh95H/LvXiF7CgQXEEDypciEubMIP+IDIECCuUwXkTbdnLmC8TvIIYJ3Y8OBKcxYIRUWYclHJUwpUwY2p6KbOmTYefJMJs+Y/no48BQzIsCXKjJ6D/hC4kGtTopn06V/qkN9WjzatYKdHMyvUgTkFbr1VlN7YfuZNBYzJN6nQm2qRq/9sqXPsIqsqdMctq7cr335m/gAMLHqxksOHDiBMrXsy4sePHkCNLnnx40lc5Ya3pFbf5W+eciDJXUzpXLknTlZDeI82NzSDXr32RKcTmz58rVWa0gMEbxu7ev4G/cNGCxZ8UKGybWL5cOXMTzp9HZ277z3Pqf8aFjrqouvfv4MOLH0++vPnz6NOrt51K4fr38OPLn0/f+yjYxLLX38+/f/mY2RFShgkhkDCGJf4lmE6AKzE4yndysBDChCRckeCF1bnnIEPsQWIFFTLQUB4cJXg3AobqdQfghgt1yIgUVbSQ3hgwTBhCCmQcsZ4zLLYI4CM2ivDCDFFEQV4bcMSAgv8L+PXlJDe7qeCFGVpkEd4icTyp5Td/6FDDl2BmKEePZxjUo3s/OmKbDTjccIOYgvQomjRnHuTiRHciAqeK2xVUp5l/BpSnJnKamWaDA22paEZzLupofm/dE6ighz4YKT2T/jOohqcU6ueKMG2K4KXxZCpppbU0+uiqzqjK6qudksqOqZiiuomnlIZK66y78rnNp7oGSwqumtrqIy+uwqpsK8ku6+wkxFbiBorUVmttfWpkq+222v6lrSfRUqJGF9eWa+654G2h7rrssvvEupdBK+sjamyB7r34UsvEvvz2268S/MYLSbiT1JvvwQjX5+/CDAv8zipuoIaIwQlXbDH/egxnHHAtSJQphxoSE0LxxSSX7J3GGjus5iJISELAxyELMrLJNFuM8r8b38qyJAC8DDIkM9csdL438wvwvio30iMShwDQM8z0buGvvX98YfUXVV/9xRO2PaE1uX8wXF0XYZwRxhP+Wk112PtuofUXYG8RBtZdwz20wkUzcTQTSTOydNNO+yxxvf4uw2IXTHShp8YeD4L2E52EsTAyZ/yhuMy2SQL23fLlnTbHgAcONSOE94tJGKhjLYjZ9iSeCCZuaCyHG19g8gUTDko+tdUeY62GHFuUae/snNPneb99V8K0HE43LzjpUpsuiL+CkHv5FpcjPf0hZ0zNtiBh/CH3/xarsL3wE+DbVr7mktBdfHzHBxyzr4Qs37zzoxdSOr+2Wx129VUTxBOyxwSPMeF3ttjXya7Xr1Xozl9/gBjX/vC74AEvTl3owgTfpx7P7e0LESMUyw7xh/uJ7mf6ix7/CvE//VkOEYjbwrj45R30fcxfDmwYIaw3CDUc4gsIlMMGOXgeD8ovhKNChP169jSRTUyF+zod6vJ0Bq5dzh4PhGDXILYwB5qPX14DYpzE57/qyeEMhwgfETGWtw9GDImU+BvzCBAGAgDAckjgWxB7uLYoTq9fAPRO9hSBNo1J0DYNlEMWF3a57/zwh9lRwxrZGD8gvnF+ajrEy8j1NLedof8tI/NjAvkVyLH9cRXd4x4EwWc1xPErh65TA9++oC4Efqd8igvDFs44ySLGT48gg6MnWiYIJIDCjkrIllxCyQRMUE8Om7MNAa+HwH7ZsBCJ1J0zG1fKAKpxh700zy+BGUxMLk0STFBXGJTQMzfsUWR9TOfcvoi6tXUNdfwLX/Bcqbdmou6ftwuYLtuGRnlmS5ffIdsEIReGaIZTPEZE2hmUKcyVKRGNZTvDLu14Rug99KOda2PAvPXGOIbCnW+sHfi4CU+QunQ9EeWbt8oprz71kFwDfCcfX8pTX1aybBTFZKTcSVKP9vSoEP1l7SZK06MsoqIpRKpUvzPOpQa1pr//ykTQpnrUmC6VqRGrTmLEo4Q/REaNXJ1qu9a6rie8C3vYs9o/sfoQQqGVp9zKq16HyDm96nWmtQNqMOkKGq3q9FXJi4lcwSpUm1oiW8+SAxK2tFiKumQTkI0sZa062IHNyxGZddZktVTZzj6CYEA7LC56taCYbKS0UKVfYR+r2lqwFhqjlS1DXsvZ2Orps40IrWadBNvGZpW2hZjCCZbLXOZOoRBuYGnltNosNbCUJTJkRG57aNbARAwwG7HuX0K2hi2AoRDlzS4hBiMI2gXRrI0o7mU1IVw5KLe5zX3uDgcwDzcUwAeZWMIAEluIL3BgABBAhBsuMIAC/GErF7DN/wAmPIAiCIHCA8jAKnaAYQ40QgkDQMAfLGAPJRTAAAowQCEwPGEQNiACB9ilHD4Agvj2dn6opdc774vf5eqXEA3QgOMGcN5MiMETaihAByiQ4EIQAQGSuPB1t9veiClgBSEUwgFm1wUD/EAOO4jA7LZQgCIs4gwVVuQBiKDIAbD5Y9B9IxAQ4IYkiHkIFzhjAa5riBsTFiyY3XGPnYsIIRTAHhwQsxyCEIEG8GB2IGCCD0j8Bwf8QQO0y8DvzsABBkxgtEgIAhEmsAAA608OPGgyIRxQ49kV4M2UUMCjBaHlQWQgzzuQwCAi4AE5aMAIhHDCABD4gQmA2QGTKPWiPf/MhAeAuQMK7rNgfctC4JJO0IM+wY8HgeYluNrMQVjAuxBQBDc4YAAd+MEWBoCELZh53WmQw4uhUIQCTHYHBejBEw7sjVQj4tWDgMAOlNgIWQ+i1oJoALRzvboDBEEOEDC1INatCCEkQA4X+ADXkHAmEJdJCc7+QQb+UIAwqIELQeTttHFs7UXUl8c93vYgKJABWwxbDgh4Mwc87IBZd2EAsYD3uovcATEzvM2XK4S/CeEGoM8c2pVYwKzlcOGdO8AAh8B3BCBQgArIxdwK2EEHDoAAOZybAh9YAAMOCwEPzy4CCkBAF3yggTAg4AIGSLq0GTtfwyY329oORQHUwIH/mk8Lw9B2gMR/UIAFgALeILaHocGs6zMOQO+DWDohAC4ISxOcEY4+eAGEIIQkxBvMDGACDwbgDzUI4Q9F6ICuJ7CCOBUgCYhYt95/94cDfOEHG0B1rwvsZ6fSF9uDlnl7X12AW9y+EIoX2eu5AO8nDMBjPED20dGMeUFoftdQ9y+VHxF6Wm+5EEeHgAUmAYEac4ACg0DAwwtxAWMjIggYkAMIHk2EPBN/5X+GGYH2d9mmfILQAQVAZ4KgAQ4gCWdwXtF3RmUSPksAb2pwAB9AOwjQA5S3Ope3CJrnA6aQBAXQBGfwAQWwBp+3CFJ3cOdHCEdHLt4mgoXwBNbVA6wn/0RApwZI8IEgIGNfwF8KJndyMATwxwED939851mOVQkvB3gGCDx/0GpnRAETVgBGYG6m1gQFMGEktm6/AwUIMGEaBmb2x30gqGoKAHWrF2IyFnVTRwQvmHmVJwcekABqsIbQZxsJ8IaM12BsRnLzl3aLUAQVIDMRUAAO4DEqt4Sn1XITU1unYF0QA10TxQifRApGEV2NMH6DcFuzswhowGdn8AaDYFyheIp7Z1lMeFxOKInDdRPF9w4D+CyeyBXyZXx+F4vENYsW5YriAouLcotZkYuP2ITByCPGohCNyIrHCIwFI4yoAIrOQIzUyA3NaFq/WFe76CwEthLG6BZ2hf9UflWOasBXd2OOfhWOVkFfFKSO8BiP8jiP9KiONliP+JiP+sgt7Og3kMhC0khZmwWArciNCHKNlICKuNUICikO2UhthJBjoBWQmuhaFpkIvqg0/ygyFPkkxIgV/ZgatciLfBGSe3F8kfWRV2GS1YaM0UiSfcGSEbmRPfROWJADOJmTOYkFllgIlwhdoJUsYQAF4aBLqjV+4pVRnxRd49VD4PUI5VVkg5BetZWJsyNG7cVSD8lyLplahXCTOqmTPLlf/fVf0dYIAvaNqxMBDTYA83eKDNaFEDZhASAAE2ZhGFaGHEZhbhcKITYAJAYWJ5ZijEAEA9AEs/NiMSYINAb/lBhJkM9okK/4lWEplogQZEMmlZVwZJvQBUMAMgdmFE8WZde3gqdoZSCQZVvmBl32ZWE2ZmV2ZmkWBmvWZm92WF/QhYhpZ0WYZ2ewZzYGmeLYjYIAlpWZA2NJCIaGaIrGaOUXaZPmBkTgAAuAaV+gaWfUaZ9WTKJGahKnRDc3CKy2fLA2CeVHdS94ax0oCLzma8A2CMJGbMa2A8jGkA6Ag4gZBMzmbGLnCDL5EyNZnMeJk8nJbQPgbf4FbuK2BeRmduimbuzmbsAzAPE2b/V2b/m2bzm4CBRgf4PAeRCXhPXTCOeJcPK2cJV3Bg4Hcd9JcbR2cRn3BD+ABDpFn3Jw/5iYEXKaVnInh5sZ6Y9dqWOUOaAFOnM1xwQ3l3OCsHNm53NON3EUOnQHaHSVFwYfiAiGqXdNFwsUAHWU0IK0NgBWh3VgVgBb13Vf5wBhN3Zld3Zpt3aEAAUFcAg46gZwJ3d0Z3d4133/GSc0KTM2OaDIKXiEZ3gs1gFaOAiM53gTmgaRR2sFsJ5oiE1Punmw1nOmWQgGB6mkZ3qCsAOpt3qtJwQ7EHuzV3sf83wyE3Z/wW4I9DsX+HvBxwPDt5UB2Cj1ZZyVWaTk2XyCoKrtFYEyc2HUR6HWh33al6JXOghkVp7gt3wqqalTZ6KDkH7rBwntJwfvF39vuW4sJqKLlv9/+ycH/ddehoA6jriNszWZhKCrYcmrB5iA9sCADgiBpvYXbVaBFHqBGfgFGyipywpNBbABV1MmNEiCJoiCKlgIxAim6IkIMXigckCDhGCDZ4CDkmB9ydSDivODs/NGEnuKRGiE2gqurwNUJaWLyNWuggqvE0qFZ2CFDQZsEScIXOiFbgCGciCGZLhhZxiwPsBij6aHqDZhCPCGlHCfgyCHiMADdXiHeeilnTdhfaioXQhwSfaWgoCjg2CIiKiI1/VVTUWLKMkLlPhUP4kIVukJm8hnxZQLcjGKZ2aK5poJpiG2KRuZ65qMMNkVN8aV0OiVydCQ1ciQFykHPwqkgSv/pIN7uBnxWjMFkTMZpBOZkpTFWIQrgGXbt8WIuaSAqx3pJNFaE0A0tgW5ty/5LGo5EaWbt6cLaPRlcvsojzM1u7brV/f4V0x1u7xLu0xlSXAkVohBVvHxT8YLUG/TShm0vMzbvMybTs4bvdI7vdRbvdabQeJzvdq7vdwbvZZzNca7JxpJuaPwRtsSGMebvsbrNerbvu77vvAbv+3LvvJbv/Z7v/8EGF2AuZmLuqxwSedLGQI8wARcwAZ8GNtyScxCDJfkTuV4wBAcwRI8GebYwDpDvqfQwBFDj13Qux4cjx38wSKcVxEDvA0pka2gwSq8wsm0wi78wjAcwzIcMS08/8M2fMM4HFYoBC5/yrY5XMM5HMRCrMFAPMRGHMQUFCsY3AsyDEJH/MQ57MRQPMUrnIqI27+M0Cyc27davMXLgsLfsLriEEGhMo09DA1k3CAIaQ2iUglgzA1pnBFt7CcI+cbZsIx2kihevMeW0MV8zCp2fA1rzMZ47MZn/AyDXA1zLCh1fMjKKCxy3MhLjA2JTCeF/Ll/nMkAqsmZHMiEXMagPCyOnAyVHA2LrCmSvLjnUMpozMo8ksqSWSuhLMd6zMm27L+3zIuerMiXnCuiPMmCDCpqrMSqPMbCHMnEHMul0svFgiy5nMt+/MxOssuWPMt4YsbA/MnDvM2Wks28DP/JeALLuLzKzHwqzizNnBzN6NwV1GzK5SzLv1zMXHLM4ZzM42zM4Mwh4gy7vkzL1swM66zJ6hzQWNHOaPzOy2zP/NzM3FzP8azMs0LP+qzQmtvP1/zPC0zQfDzQGl0TBo3ICB3RFM3RtODKr5zPIuTN1dzQE/3Q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\" alt=\"ML8887image002.gif\" rel=\"2\" /></a></p>\n<ul>\n<li><strong>Model variable importance</strong> – The rank of model variables based on their contribution to the generated model, as shown in the following screenshot. The model variable with the highest value is more important to the model than the other model variables in the dataset for that model version, and is listed at the top by default. For more details, see <a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/model-variable-importance.html\" target=\"_blank\">Model variable importance</a>.<br />\n<a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image004.gif\" target=\"_blank\"><img 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\" alt=\"image.png\" rel=\"3\" /></a></li>\n</ul>\n<h4><a id=\"Diagnose_model_performance_45\"></a><strong>Diagnose model performance</strong></h4>\n<p>Before deploying your model into production, you should use the metrics Amazon Fraud Detector returned to understand the model performance and diagnose the possible issues. The common problems of ML models can be divided into two main categories: data-related issues and model-related issues. Amazon Fraud Detector has taken care of the model-related issues by carefully using validation and testing sets to evaluate and tune your model on the backend. You can complete the following steps to validate if your model is ready for deployment or has possible data-related issues:</p>\n<ol>\n<li>Check overall model performance (AUC and score distribution).</li>\n<li>Review business requirements (confusion matrix and table).</li>\n<li>Check model variable importance.</li>\n</ol>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image006.png\" target=\"_blank\"><img 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\" alt=\"image.png\" rel=\"4\" /></a></p>\n<h4><a id=\"Check_overall_model_performance_AUC_and_score_distribution_57\"></a><strong>Check overall model performance: AUC and score distribution</strong></h4>\n<p>More accurate prediction of future events is always the primary goal of a predictive model. The AUC returned by Amazon Fraud Detector is calculated on a properly sampled test set not used in training. In general, a model with an AUC greater than 0.9 is considered to be a good model.</p>\n<p>If you observe a model with performance less than 0.8, it usually means the model has room for improvement (we discuss common issues for low model performance later in this post). Note that the definition of “good” performance highly depends on your business and the baseline model. You can still follow the steps in this post to improve your Amazon Fraud Detector model even though its AUC is greater than 0.8.</p>\n<p>On the other hand, if the AUC is over 0.99, it means the model can almost perfectly separate the fraud and legitimate events on the test set. This is sometimes a “too good to be true” scenario (we discuss common issues for very high model performance later in this post).</p>\n<p>Besides the overall AUC, the score distribution can also tell you how well the model is fitted. Ideally, you should see the bulk of legitimate and fraud located on the two ends of the scale, which indicates the model score can accurately rank the events on the test set.</p>\n<p>In the following example, the score distribution has an AUC of 0.96.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image008.gif\" target=\"_blank\"><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"5\" /></a></p>\n<p>If the legitimate and fraud distribution overlapped or concentrated in the center, it probably means the model doesn’t perform well on distinguishing fraud events from legitimate events, which might indicate historical data distribution changed or that you need more data or features.</p>\n<p>The following is an example of score distribution with an AUC of 0.64.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image010.gif\" target=\"_blank\"><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"6\" /></a></p>\n<p>If you can find a split point that can almost perfectly split fraud and legitimate events, there is a high chance that the model has a label leakage issue or the fraud patterns are too easy to detect, which should catch your attention.</p>\n<p>In the following example, the score distribution has an AUC of 1.0.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image012.gif\" target=\"_blank\"><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"7\" /></a></p>\n<h4><a id=\"Review_business_requirements_Confusion_matrix_and_table_85\"></a><strong>Review business requirements: Confusion matrix and table</strong></h4>\n<p>Although AUC is a convenient indicator of model performance, it may not directly translate to your business requirement. Amazon Fraud Detector also provides metrics such as fraud capture rate (true positive rate), percentage of legitimate events that are incorrectly predicted as fraud (false positive rate), and more, which are more commonly used as business requirements. After you train a model with a reasonably good AUC, you need to compare the model with your business requirement with those metrics.</p>\n<p>The confusion matrix and table provide you with an interface to review the impact and check if it meets your business needs. Note that the numbers depend on the model threshold, where events with scores larger than then threshold are classified as fraud and events with scores lower than the threshold are classified as legit. You can choose which threshold to use depending on your business requirements.</p>\n<p>For example, if your goal is to capture 73% of frauds, then (as shown in the example below) you can choose a threshold such as 855, which allows you to capture 73% of all fraud. However, the model will also mis-classify 3% legitimate events to be fraudulent. If this FPR is acceptable for your business, then the model is good for deployment. Otherwise, you need to improve the model performance.</p>\n<p>Another example is if the cost for blocking or challenging a legitimate customer is extremely high, then you want a low FPR and high precision. In that case, you can choose a threshold of 950, as shown in the following example, which will miss-classify 1% of legitimate customers as fraud, and 80% of identified fraud will actually be fraudulent.</p>\n<p>In addition, you can choose multiple thresholds and assign different outcomes, such as block, investigate, pass. If you can’t find proper thresholds and rules that satisfy all your business requirements, you should consider training your model with more data and attributes.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image014.gif\" target=\"_blank\"><img 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\" alt=\"image.png\" rel=\"8\" /></a></p>\n<h4><a id=\"Check_model_variable_importance_101\"></a><strong>Check model variable importance</strong></h4>\n<p>The <strong>Model variable importance</strong> pane displays how each variable contributes to your model. If one variable has a significantly higher importance value than the others, it might indicate label leakage or that the fraud patterns are too easy to detect. Note that the variable importance is aggregated back to your input variables. If you observe slightly higher importance of <code>IP_ADDRESS</code>, <code>CARD_BIN</code>, <code>EMAIL_ADDRESS</code>, <code>PHONE_NUMBER</code>, <code>BILLING_ZIP</code>, <code>or SHIPPING_ZIP</code>, it might because of the power of enrichment.</p>\n<p>The following example shows model variable importance with a potential label leakage using <code>investigation_status</code>.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image018.gif\" target=\"_blank\"><img 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\" alt=\"image.png\" rel=\"10\" /></a></p>\n<p>Model variable importance also gives you hints of what additional variables could potentially bring lift to the model. For example, if you observe low AUC and seller-related features show high importance, you might consider collecting more order features such as <code>SELLER_CATEGORY</code>, <code>SELLER_ADDRESS</code>, and <code>SELLER_ACTIVE_YEARS</code>, and add those variables to your model.</p>\n<h4><a id=\"Common_issues_for_low_model_performance_113\"></a><strong>Common issues for low model performance</strong></h4>\n<p>In this section, we discuss common issues you may encounter regarding low model performance.</p>\n<h5><a id=\"Historical_data_distribution_changed_119\"></a><strong>Historical data distribution changed</strong></h5>\n<p>Historical data distribution drift happens when you have a big business change or a data collection issue. For example, if you recently launched your product in a new market, the <code>IP_ADDRESS</code>, <code>EMAIL</code>, and <code>ADDRESS</code> related features could be completely different, and the fraud modus operandi could also change. Amazon Fraud Detector uses <code>EVENT_TIMESTAMP</code> to split data and evaluate your model on the appropriate subset of events in your dataset. If your historical data distribution changes significantly, the evaluation set could be very different from the training data, and the reported model performance could be low.</p>\n<p>You can check the potential data distribution change issue by exploring your historical data:</p>\n<ol>\n<li>Use the Amazon Fraud Detector Data Profiler tool to check if the fraud rate and the missing rate of the label changed over time.</li>\n</ol>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image020.gif\" target=\"_blank\"><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"11\" /></a></p>\n<ol start=\"2\">\n<li>Check if the variable distribution over time changed significantly, especially for features with high variable importance.</li>\n<li>Check the variable distribution over time by target variables. If you observe significantly more fraud events from one category in recent data, you might want to check if the change is reasonable using your business judgments.</li>\n</ol>\n<p>If you find the missing rate of the label is very high or the fraud rate consistently dropped during the most recent dates, it might be an indicator of labels not fully matured. You should exclude the most recent data or wait longer to collect the accurate labels, and then retrain your model.</p>\n<p>If you observe a sharp spike of fraud rate and variables on specific dates, you might want to double-check if it is an outlier or data collection issue. In that case, you should delete those events and retrain the model.</p>\n<p>If you find the outdated data can’t represent your current and future business, you should exclude the old period of data from training. If you’re using stored events in Amazon Fraud Detector, you can simply retrain a new version and select the proper date range while configuring the training job. That may also indicate that the fraud modus operandi in your business changes relatively quickly over time. After model deployment, you may need to re-train your model frequently.</p>\n<h5><a id=\"Improper_variable_type_mapping_140\"></a><strong>Improper variable type mapping</strong></h5>\n<p>Amazon Fraud Detector enriches and transforms the data based on the variable types. It’s important that you map your variables to the correct type so that Amazon Fraud Detector model can take the maximum value of your data. For example, if you map <code>IP</code> to the <code>CATEGORICAL</code> type instead of <code>IP_ADDRESS</code>, you don’t get the IP-related enrichments in the backend.</p>\n<p>In general, Amazon Fraud Detector suggests the following actions:</p>\n<ol>\n<li>Map your variables to specific types, such as <code>IP_ADDRESS</code>, <code>EMAIL_ADDRESS</code>, <code>CARD_BIN</code>, and <code>PHONE_NUMBER</code>, so that Amazon Fraud Detector can extract and enrich additional information.</li>\n<li>If you can’t find the specific variable type, map it to one of the three generic types: <code>NUMERIC</code>, <code>CATEGORICAL</code>, or <code>FREE_FORM_TEXT</code>.</li>\n<li>If a variable is in text form and has high cardinality, such as a customer review or product description, you should map it to the <code>FREE_FORM_TEXT</code> variable type so that Amazon Fraud Detector extracts text features and embeddings on the backend for you. For example, if you map <code>url_string</code> to <code>FREE_FORM_TEXT</code>, it’s able to tokenize the URL and extract information to feed into the downstream model, which will help it learn more hidden patterns from the URL.</li>\n</ol>\n<p>If you find any of your variable types are mapped incorrectly in variable configuration, you can change your variable type and then retrain the model.</p>\n<h5><a id=\"Insufficient_data_or_features_154\"></a><strong>Insufficient data or features</strong></h5>\n<p>Amazon Fraud Detector requires at least 10,000 records to train an Online Fraud Insights (OFI) or Transaction Fraud Insights (TFI) model, with at least 400 of those records identified as fraudulent. TFI also requires that both fraudulent records and legitimate records come from at least 100 different entities each to ensure the diversity of the dataset. Additionally, Amazon Fraud Detector requires the modeling data to have at least two variables. Those are the minimum data requirements to build a useful Amazon Fraud Detector model. However, using more records and variables usually helps the ML models better learn the underlying patterns from your data. When you observe a low AUC or can’t find thresholds that meet your business requirement, you should consider retraining your model with more data or add new features to your model. Usually, we find <code>EMAIL_ADDRESS</code>, <code>IP</code>, <code>PAYMENT_TYPE</code>, <code>BILLING_ADDRESS</code>, <code>SHIPPING_ADDRESS</code>, and <code>DEVICE</code> related variables are important in fraud detection.</p>\n<p>Another possible cause is that some of your variables contain too many missing values. To see if that is happening, check the model training messages and refer to <a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/troubleshoot.html\" target=\"_blank\">Troubleshoot training data issues</a> for suggestions.</p>\n<h4><a id=\"Common_issues_for_very_high_model_performance_162\"></a><strong>Common issues for very high model performance</strong></h4>\n<p>In this section, we discuss common issues related to very high model performance.</p>\n<h5><a id=\"Label_leakage_168\"></a><strong>Label leakage</strong></h5>\n<p>Label leakage occurs when the training datasets use information that would not be expected to be available at prediction time. It overestimates the model’s utility when run in a production environment.</p>\n<p>High AUC (close to 1), perfectly separated score distribution, and significantly higher variable importance of one variable could be indicators of potential label leakage issues. You can also check the correlation between the features and the label using the <a href=\"https://github.com/aws-samples/aws-fraud-detector-samples/tree/master/profiler\" target=\"_blank\">Data Profiler</a>. The <strong>Feature and label correlation</strong> plot shows the correlation between each feature and the label. If one feature has over 0.99 correlation with the label, you should check if the feature is used properly based on business judgments. For example, to build a risk model to approve or decline a loan application, you shouldn’t use the features like <code>AMOUNT_PAID</code>, because the payments happen after the underwriting process. If a variable isn’t available at the time you make prediction, you should remove that variable from model configuration and retrain a new model.</p>\n<p>The following example shows the correlation between each variable and label. <code>investigation_status</code> has a high correlation (close to 1) with the label, so you should double-check if there is a label leakage issue.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image022.gif\" target=\"_blank\"><img 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\" alt=\"image.png\" rel=\"13\" /></a></p>\n<h5><a id=\"Simple_fraud_patterns_180\"></a><strong>Simple fraud patterns</strong></h5>\n<p>When the fraud patterns in your data are simple, you might also observe very high model performance. For example, suppose all the fraud events in the modeling data come through the same Internal Service Provider; it’s straightforward for the model to pick the <code>IP-</code>related variables and return a “perfect” model with high importance of <code>IP</code>.</p>\n<p>Simple fraud patterns don’t always indicate a data issue. It could be true that the fraud modus operandi in your business is easy to capture. However, before making a conclusion, you need to make sure the labels used in model training are accurate, and the modeling data covers as many fraud patterns as possible. For example, if you label your fraud events based on rules, such as labeling all applications from a specific <code>BILLING_ZIP</code> plus <code>PRODUCT_CATEGORY</code> as fraud, the model can easily catch those frauds by simulating the rules and achieving a high AUC.</p>\n<p>You can check the label distribution across different categories or bins of each feature using the <a href=\"https://github.com/aws-samples/aws-fraud-detector-samples/tree/master/profiler\" target=\"_blank\">Data Profiler</a>. For example, if you observe that most fraud events come from one or a few product categories, it might be an indicator of simple fraud patterns, and you need to confirm that it’s not a data collection or process mistake. If the feature is like <code>CUSTOMER_ID</code>, you should exclude the feature in model training.</p>\n<p>The following example shows label distribution across different categories of <code>product_category</code>. All fraud comes from two product categories.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/07/ML-8887-image024.gif\" target=\"_blank\"><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"14\" /></a></p>\n<h5><a id=\"Improper_data_sampling_194\"></a><strong>Improper data sampling</strong></h5>\n<p>Improper data sampling may happen when you sampled and only sent part of your data to Amazon Fraud Detector. If the data isn’t sampled properly and isn’t representative of the traffic in production, the reported model performance will be inaccurate and the model could be useless for production prediction. For example, if all fraud events in the modeling data are sampled from Asia and all legit events are sampled from the US, the model might learn to separate fraud and legit based on <code>BILLING_COUNTRY</code>. In that case, the model is not generic to be applied to other populations.</p>\n<p>Usually, we suggest sending all the latest events without sampling. Based on the data size and fraud rate, Amazon Fraud Detector does sampling before model training for you. If your data is too large (over 100 GB) and you decide to sample and send only a subset, you should randomly sample your data and make sure the sample is representative of the entire population. For TFI, you should sample your data by entity, which means if one entity is sampled, you should include all its history so that the entity level aggregates are calculated correctly. Note that if you only send a subset of data to Amazon Fraud Detector, the real-time aggregates during inference might be inaccurate if the previous events of the entities aren’t sent.</p>\n<p>Another improper data sampling could be only using a short period of data, like one day’s data, to build the model. The data might be biased, especially if your business or fraud attacks have seasonality. We usually recommend including at least two cycles’ (such as 2 weeks or 2 months) worth of data in the modeling to ensure the diversity of fraud types.</p>\n<h4><a id=\"Conclusion_204\"></a><strong>Conclusion</strong></h4>\n<p>After diagnosing and resolving all the potential issues, you should get a useful Amazon Fraud Detector model and be confident about its performance. For the next step, you <a href=\"https://docs.aws.amazon.com/frauddetector/latest/ug/part-b.html#step-1-create-app\" target=\"_blank\">can create a detector with the model and your business rules</a>, and be ready to deploy it to production for a shadow mode evaluation.</p>\n<h4><a id=\"Appendix_210\"></a><strong>Appendix</strong></h4>\n<h5><a id=\"How_to_exclude_variables_for_model_training_213\"></a><strong>How to exclude variables for model training</strong></h5>\n<p>After the deep dive, you might identify a variable leak target information, and want to exclude it from model training. You can retrain a model version excluding the variables you don’t want by completing the following steps:</p>\n<ol>\n<li>On the Amazon Fraud Detector console, in the navigation pane, choose <strong>Models</strong>.</li>\n<li>On the <strong>Models</strong> page, choose the model you want to retrain.</li>\n<li>On the <strong>Actions</strong> menu, choose <strong>Train new version</strong>.</li>\n<li>Select the date range you want to use and choose <strong>Next</strong>.</li>\n<li>On the <strong>Configure training</strong> page, deselect the variable you don’t want to use in model training.</li>\n<li>Specify your fraud labels and legitimate labels and how you want Amazon Fraud Detector to use unlabeled events, then choose <strong>Next</strong>.</li>\n<li>Review the model configuration and choose <strong>Create and train model</strong>.</li>\n</ol>\n<h5><a id=\"How_to_change_event_variable_type_227\"></a><strong>How to change event variable type</strong></h5>\n<p>Variables represent data elements used in fraud prevention. In Amazon Fraud Detector, all variables are global and are shared across all events and models, which means one variable could be used in multiple events. For example, IP could be associated with sign-in events, and it could also be associated with transaction events. Naturally, Amazon Fraud Detector locked the variable type and data type once a variable is created. To delete an existing variable, you need to first delete all associated event types and models. You can check the resources associated with the specific variable by navigating to Amazon Fraud Detector, choosing <strong>Variables</strong> in the navigation pane, and choosing the variable name and <strong>Associated resources</strong>.</p>\n<h6><a id=\"Delete_the_variable_and_all_associated_event_types_233\"></a><strong>Delete the variable and all associated event types</strong></h6>\n<p>To delete the variable, complete the following steps:</p>\n<ol>\n<li>On the Amazon Fraud Detector console, in the navigation pane, choose <strong>Variables</strong>.</li>\n<li>Choose the variable you want to delete.</li>\n<li>Choose <strong>Associated resources</strong> to view a list of all the event types used this variable.<br />\nYou need to delete those associated event types before deleting the variable.</li>\n<li>Choose the event types in the list to go to the associated event type page.</li>\n<li>Choose** Stored events** to check if any data is stored under this event type.</li>\n<li>If there are events stored in Amazon Fraud Detector, choose <strong>Delete stored events</strong> to delete the stored events.<br />\nWhen the delete job is complete, the message “The stored events for this event type were successfully deleted” appears.</li>\n<li>Choose <strong>Associated resources</strong>.</li>\n<li>If detectors and models are associated with this event type, you need to delete those resources first.\n<ul>\n<li>Choose the detector to go to the <strong>Detector details</strong> page.</li>\n<li>In the <strong>Model versions</strong> pane, choose the detector’s version.</li>\n<li>On the detector version page, choose <strong>Actions</strong>.</li>\n<li>If the detector version is active, choose <strong>Deactivate</strong>, choose** Deactivate this detector version without replacing it with a different version**, and choose <strong>Deactivate detector version</strong>.</li>\n<li>After the detector version is deactivated, choose <strong>Actions</strong> and then <strong>Delete</strong>.</li>\n<li>Repeat these steps to delete all detector versions.</li>\n<li>On the <strong>Detector details</strong> page, choose <strong>Associated rules</strong>.</li>\n<li>Choose the rule to delete.</li>\n<li>Choose <strong>Actions</strong> and <strong>Delete rule version</strong>.</li>\n<li>Enter the rule name to confirm and choose <strong>Delete version</strong>.</li>\n<li>Repeat these steps to delete all associated rules.</li>\n<li>After all detector versions and associated rules are deleted, go to the <strong>Detector details</strong> page, choose <strong>Actions</strong>, and choose <strong>Delete detector</strong>.</li>\n<li>Enter the detector’s name and choose <strong>Delete detector</strong>.</li>\n<li>Repeat these steps to delete the next detector.</li>\n</ul>\n</li>\n<li>If any models are associated with the event type, complete the following steps to delete them:\n<ul>\n<li>Choose the name of the model.</li>\n<li>In the <strong>Model versions</strong> pane, choose the version.</li>\n<li>If the model status is <code>Active</code>, choose <strong>Actions</strong> and <strong>Undeploy model version</strong>.</li>\n<li>Enter <code>undeploy</code> to confirm and choose <strong>Undeploy model version</strong>.<br />\nThe status changes to <code>Undeploying</code>. The process takes a few minutes to complete.</li>\n<li>After the status becomes <code>Ready to deploy</code>, choose Actions and Delete.</li>\n<li>Repeat these steps to delete all model versions.</li>\n<li>On the Model details page, choose Actions and Delete model.</li>\n<li>Enter the name of the model and choose Delete model.</li>\n<li>Repeat these steps to delete the next model.</li>\n</ul>\n</li>\n<li>After all associated detectors and models are deleted, choose <strong>Actions</strong> and <strong>Delete event type</strong> on the <strong>Event details</strong> page.</li>\n<li>Enter the name of the event type and choose <strong>Delete event type</strong>.</li>\n<li>In the navigation pane, choose <strong>Variables</strong>, and choose the variable you want to delete.</li>\n<li>Repeat the earlier steps to delete all event types associated with the variable.</li>\n<li>On the <strong>Variable details</strong> page, choose <strong>Actions</strong> and <strong>Delete</strong>.</li>\n<li>Enter the name of the variable and choose <strong>Delete variable</strong>.</li>\n</ol>\n<h6><a id=\"Create_a_new_variable_with_the_correct_variable_type_281\"></a><strong>Create a new variable with the correct variable type</strong></h6>\n<p>After you have deleted the variable and all associated event types, stored events, models, and detectors from Amazon Fraud Detector, you can create a new variable of the same name and map it to the correct variable type.</p>\n<ol>\n<li>On the Amazon Fraud Detector console, in the navigation pane, choose <strong>Variables</strong>.</li>\n<li>Choose <strong>Create</strong>.</li>\n<li>Enter the variable name you want to modify (the one you deleted earlier).</li>\n<li>Select the correct variable type you want to change to.</li>\n<li>Choose <strong>Create variable</strong>.</li>\n</ol>\n<h6><a id=\"Upload_data_and_retrain_the_model_293\"></a><strong>Upload data and retrain the model</strong></h6>\n<p>After you update the variable type, you can upload the data again and train a new model. For instructions, refer to <a href=\"https://aws.amazon.com/blogs/machine-learning/detect-online-transaction-fraud-with-new-amazon-fraud-detector-features/\" target=\"_blank\">Detect online transaction fraud with new Amazon Fraud Detector features</a>.</p>\n<h5><a id=\"How_to_add_new_variables_to_an_existing_event_type_299\"></a><strong>How to add new variables to an existing event type</strong></h5>\n<p>To add new variables to the existing event type, complete the following steps:</p>\n<ol>\n<li>Add the new variables to the previous training CVS file.</li>\n<li>Upload the new training data file to an S3 bucket. Note the Amazon S3 location of your training file (for example, <code>s3://bucketname/path/to/some/object.csv</code>) and your role name.</li>\n<li>On the Amazon Fraud Detector console, in the navigation pane, choose <strong>Events</strong>.</li>\n<li>On the <strong>Event types</strong> page, choose the name of the event type you want to add variables.</li>\n<li>On the <strong>Event type</strong> details page, choose <strong>Actions</strong>, then <strong>Add variables</strong>.</li>\n<li>Under <strong>Choose how to define this event’s variables</strong>, choose <strong>Select variables from a training dataset</strong>.</li>\n<li>For IAM role, select an existing IAM role or create a new role to access data in Amazon S3.</li>\n<li>For <strong>Data location</strong>, enter the S3 location of the new training file and choose <strong>Upload</strong>.<br />\nThe new variables not present in the existing event type should show up in the list.</li>\n<li>Choose <strong>Add variables</strong>.</li>\n</ol>\n<p>Now, the new variables have been added to the existing event type. If you’re using stored events in Amazon Fraud Detector, the new variables of the stored events are still missing. You need to import the training data with the new variables to Amazon Fraud Detector and then retrain a new model version. When uploading the new training data with the same <code>EVENT_ID</code> and <code>EVENT_TIMESTAMP</code>, the new event variables overwrite the previous event variables stored in Amazon Fraud Detector.</p>\n<h5><a id=\"About_the_Authors_318\"></a><strong>About the Authors</strong></h5>\n<p><img src=\"data:image/png;base64,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\" alt=\"image.png\" rel=\"15\" /></p>\n<p><strong>Julia Xu</strong> is a Research Scientist with Amazon Fraud Detector. She is passionate about solving customer challenges using Machine Learning techniques. In her free time, she enjoys hiking, painting, and exploring new coffee shops.</p>\n<p><img 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\" alt=\"image.png\" rel=\"16\" /></p>\n<p><strong>Hao Zhou</strong> is a Research Scientist with Amazon Fraud Detector. He holds a PhD in electrical engineering from Northwestern University, USA. He is passionate about applying machine learning techniques to combat fraud and abuse.</p>\n<p><a href=\"https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2022/06/08/abhishek.png\" target=\"_blank\"><img 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\" alt=\"image.png\" rel=\"17\" /></a></p>\n<p><strong>Abhishek Ravi</strong> is a Senior Product Manager with Amazon Fraud Detector. He is passionate about leveraging technical capabilities to build products that delight customers.</p>\n"}
目录
亚马逊云科技解决方案 基于行业客户应用场景及技术领域的解决方案
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亚马逊云科技解决方案
基于行业客户应用场景及技术领域的解决方案
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