Aiding in the production of a research paper tasked with finding discrepancies with ML PTM (Pre-Trained Models) model hubs . Developed several python regex scripts to parse through online model hubs (i.e. HuggingFace, PyTorch), extract PTM data, analyze model architecture, and detect anomalies in naming conventions and naming types while producing data charts and graphs.