In ULaMDyn, there are three types of geometry-based descriptors, which incorporate translation and rotation invariances: the pairwise distances between atoms (R2 family of descriptors), the Z-Matrix representation, and Smooth Overlap of Atomic Positions (SOAP) descriptors. Additionally, Cremer-Pople parameters for ring puckering analysis are also available, providing a detailed description of ring conformations. 41