Changes in version 7.1.0 (2025-03-02) This release reintroduced our fast, vectorized training algorithm for SOM with substantial improvements. It is about an order of magnitude faster than the canonical, stochastic C implementation of the training algorithm. Changes in version 7.0.0 (2025-02-19) This is our latest release of our popsom package with a focus on user-friendliness.