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Migrate to New NumPy Random Number Generator (RNG) API #1112

@seanlaw

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@seanlaw

See NumPy Reference

Currently, STUMPY still uses the legacy way of drawing random numbers. We should migrate to the new Generator.

This should include updating:

  1. All code
  2. All unit tests
  3. All docstrings
  4. All examples
  5. All tutorials
  6. All README

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