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  1. #### Sample Timings on Windows
  2.  
  3. <br />
  4.  
  5. Count of Choices | Looping over choices (sec) | np.unique (sec)
  6. --------- | ------- | -------
  7. 1000000 | 0.55 | 0.03
  8. 10000000 | 5.65 | 0.36
  9. 100000000 | 58.43 | 4.07
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