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What strategies do you employ for anomaly detection and outlier identification in data streams or time-series data, including the application of statistical methods or machine

What strategies do you employ for anomaly detection and outlier identification in data streams or time-series data, including the application of statistical methods or machine learning algorithms to detect deviations from expected patterns and identify potential integrity breaches or data corruption events? 

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