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Massive restructuring of code to speed it up:

Jenni Rinker requested to merge speeding_up into master
  • Eliminated spat_to_pair_df functionality
  • Switched a lot of stuff to numpy arrays
  • Added in a chunking method for generating coherence matrices
  • Fixed examples in python notebook
  • Fixed all tests
  • Deleted extraneous helper functions

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