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Speed enhancements #42

@miles-mcgibbon

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@miles-mcgibbon

General speed enhancements required:

  • Cut down ram usage per batch
  • Switch pandas df data to numpy and vectorise operations
  • Move binana & ecifs to a single distance matrix calculation
  • Remove redundant feature processing
  • Remove redundant scaler and feature list loading

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