Repository for the codes and raw dataset used in the paper: Testing driving mechanisms of megathrust seismicity with Explainable Artificial Intelligence.

This repository contains the codes/notebooks and raw dataset used in the paper:

Testing driving mechanisms of megathrust seismicity with Explainable Artificial Intelligence. by Juan Carlos Graciosa, Fabio A. Capitanio, Adam Beall, Mitchell Hargreaves, Thyagarajulu Gollapalli, Titus Tang, Mohd Zuhair

xai-megathrust:

This directory contains the following:

1. helper_pkg: Package containing helper routines used during the creation of grids.2. in-data: Contains the processed but non-standardized features. Standardization is done during runtime.3. ml4szeq: Main set of codes used in the study.4. 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).5. vis_pkg: Package used for creating maps

xai-megathrust-raw-data:

This contains the raw dataset. Here, the data prefix indicates the convergent region it is a part of and are as follows:

1. alu: Alaska-Aleutians2. cam: Central America3. izu: Izu-Bonin-Mariana4. ker: Tonga-Kermadec5. kur: Japan-Kuriles-Kamchatka6. ryu: Ryukyu-Nankai7. sam: South America8. sum: Southeast Asia 

This was adapted from the notation used by Hayes et al., 2018.