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Add utils for anomaly detection DAGs

Mforns requested to merge add-anomaly-detection-utils into main

This includes the anomaly detection DAG factory and some common use custom operators:

  • SparkSubmitOperator
  • SparkSQLOperator
  • HdfsEmailOperator

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