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[SEDONA-661] add local outlier factor implementation. #1623

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Did you read the Contributor Guide?

Is this PR related to a JIRA ticket?

What changes were proposed in this PR?

This PR add a Local Outlier Factor function to the scala and python APIs

How was this patch tested?

unit tests. I have performed some benchmarking to check for reasonable scalability

Did this PR include necessary documentation updates?

TODO

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