AmanSinghNp/South-Asia-Earthquake-Severity: South-Asia-Earthquake-Severity v1.0.0

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Authors: Aman
Cited by: 0

Abstract

🌍 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 πŸ“„ 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