Spatiotemporal CV in Python

[pat-s]

[Overview issue]

• spacv

  • Still maintained?
  • h-blocking (= spatial block) + buffer support
  • UserDefinedSCV
  • BaseSpatialCV = k-means
  • Spatial Leave One Out (SLOO)
  • Rabinowicz' bias-corrected CV measure (?)
  • Area of applicability for spatial prediction
  • "Most fundamentally, it is the only Python library solely dedicated to spatial cross-validation and predictive methods."

• verde

  • spatial pred but no spatial CV

• towardsdatascience blog post doing a k-means clustering manually

• Pyspatialml which is a new project aiming to solve data preprocessing, CV and prediction for scikit-learn. Shows a manual k-means clustering on coords in its README

[pat-s]

We could add a paragraph into the paper discussing the current state of spatiotemporal resampling methods in other languages? @alexanderbrenning

[alexanderbrenning]

added sentence to Intro mentioning spacv

[pat-s]

Mentioned in the README and in the paper now.