AmanSinghNp/South-Asia-Earthquake-Severity: South-Asia-Earthquake-Severity v1.0.0
Abstract
π South Asia Earthquake Severity v1.0.0 Initial public release of the earthquake severity prediction pipeline. Highlights 13,019 seismic events (2000 - 2026) from USGS API 15 physics-informed features including distance-to-fault and DBSCAN clustering Random Forest classifier with class-weighted training for rare event detection Macro F1: 40% (vs 33% dummy baseline) on 450:1 imbalanced data Components Complete ML pipeline: src/data/, src/features/, src/models/ 5 Jupyter notebooks for reproducible analysis Comprehensive unit tests (pytest) Interactive earthquake map (results/interactive_map.html) Quick Start pip install -r requirements.txt python -m src.features.build_features python -m src.models.train_model π See README.md and REPORT.md for full documentation.
Fields of Study & Subjects
Seismology and Earthquake Studies
Earthquake Detection and Analysis
earthquake and tectonic studies
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 19 January 2026