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Outlier detection documentation

Peter Lünenschloß requested to merge OutlierDetectionDocumentation into develop
  • introduced new OutlierDetection section that focuses on flagUniLOF application, as first landing point for seekers of outlier detection.
  • moved the old, modelling and residual based outlier detection cookbook to new cookbook named: "obtaining residual data and scores for outlier detection" (name is up to suggestions - i dont mind)
  • shortened the example section of flagUniLOF and linked to outlier detection cookbook.

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