Dataset, Catalog and Code accompanying "Analysis of High Frequency Marsquake Swarms Informed by Deep Learning" Nikolaj L Dahmen, John F Clinton, Simon C Stähler, Savas Ceylan, and Domenico Giardini; JGR Planets (2025JE009229) This dataset provides supporting materials for the study “Analysis of High Frequency Marsquake Swarms Informed by Deep Learning.” It includes denoised seismic waveforms, extended event catalogs, and analysis tools used in the study of high-frequency (HF) marsquake families recorded by the InSight mission: 1) Denoised data of high frequency marsquakes Velocity waveforms are in physical units, rotated to ZNE components with ID: XB.ELYDL.03.BHZ/N/E; dervied from original waveforms XB.ELYSE.02.BHZ/N/E MSEED fiiles for all event waveforms from the high frequency event family (based on revised version of Marsquake Service catalogue Version 14 (https://doi.org/10.12686/a21) and the extended MarsQuakeNet catalog (https://doi.org/10.5281/zenodo.7157843) whenever 20 sps data are available. 2 ) Extended catalog of high frequency swarm marsquakes with phase picks, timing uncertainty, epicentral distances, and magnitudes. 3) Phase picking models and code examples. 4) Swarm event envelopes as documented in publication 5) ReadMe Related datasets and code packages: MarsQuakeNet: https://doi.org/10.5281/zenodo.7157843 Low frequency Marsquakes: https://doi.org/10.5281/zenodo.11995107