The featurization step is performed by calculating and pooling together descriptors from different material metrics. While pooling a comprehensive set of descriptors for featurization is a one-time process performed at the beginning of the active learning cycle, feaure selection from that comprehensive set is performed at every step and sometimes in consort with model construction. For this work the following measures were considered.