Repository for the codes used in the paper: Testing driving mechanisms of megathrust seismicity with Explainable Artificial Intelligence.
Juan Carlos Graciosa, Fabio A. Capitanio, Adam Beall, Mitchell Hargreaves, Thyagarajulu Gollapalli, Titus Tang, Mohd Zuhair
- helper_pkg: Package containing helper routines used during the creation of grids.
- in-data: Contains the processed but non-standardized features. Standardization is done during runtime.
- ml4szeq: Main set of codes used in the study.
- ntbk: Notebooks used in the study. This includes the sampling of the raw data into grids (0_grid_sampling.ipynb), creation of classification maps (1_make_classification_maps.ipynb), and the creation of LRP heatmaps (2_make_lrp_heatmaps.ipynb).
- vis_pkg: Package used for creating maps
The unprocessed dataset are found in: 10.26180/25066592. The data prefix indicates the convergent region it is a part of and are as follows:
- alu: Alaska-Aleutians
- cam: Central America
- izu: Izu-Bonin-Mariana
- ker: Tonga-Kermadec
- kur: Japan-Kuriles-Kamchatka
- ryu: Ryukyu-Nankai
- sam: South America
- sum: Southeast Asia
This was adapted from the notation used by Hayes et al., 2018.