Thanks for your information, but now I think your requirements have opened up more additional questions:
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If your job has 15m bucket_span and if you run your Watch once per day, then there are 96 bucket_spans per day. So, what if there are multiple anomalous intervals that are 3 or more consecutive buckets for an entity? For example, entity
EV3was anomalous for an hour from 9:00-10:00, for 45 minutes from 12:00-12:45, and for one hour and fifteen minutes from 22:00-23:15. Are these 3 separate alerts or do you just want to know thatEV3was anomalous today? -
Does it matter if during a 3 or more consecutive buckets duration, the anomaly score is drastically different? For example, if
EV3was anomalous for 45 minutes from 12:00-12:45 but the anomaly scores were 90, 30, and 85 - this would be 3 consecutive buckets, but one of the buckets is below your threshold of 40. Would this be an alert in your book?