This package has several objectives:

• facilitate the calculation of the statistical distribution of a variable X for various binning choices

  1. Linear bins in X
  2. Logarithmic in X
  3. Linear percentile ranks (10th,20th,30th,40th,...), ie standard CDF calculation
  4. Inverse-logarithmic percentile ranks (90th, 99th, 99.9th, 99.99th, ...), ie calculation of extremes

• calculate error bounds on the distribution with random resampling

• compute conditional statistics (composites and variability) of variable Y within bins of X

• implement all of the above for either a fixed dataset or over a moving time window

This was developed for the investigation of precipitation extremes and other physical mechanisms in atmospheric sciences. To cite this code, please use the following DOI archived on Zenodo: 10.5281/zenodo.6412360.

Happy coding :)