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Dataset . 2026
License: CC BY SA
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY SA
Data sources: Datacite
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Supplementary dataset and reproducibility notebooks for the revised manuscript: Multi-Hazard Risk Assessment Framework for Rural Schools in Northwestern Colombia: Integrating App-Based Surveys, Expert Weighting, and Machine Learning

Authors: Gallego-Montoya, John Jairo; BONETT, RICARDO; Rendón-Rivera, Albeiro; Blandon, Carlos; Frischknecht, Corine;

Supplementary dataset and reproducibility notebooks for the revised manuscript: Multi-Hazard Risk Assessment Framework for Rural Schools in Northwestern Colombia: Integrating App-Based Surveys, Expert Weighting, and Machine Learning

Abstract

This repository contains the supplementary tables and reproducibility notebooks associated with the revised version of the article “Multi-Hazard Risk Assessment Framework for Rural Schools in Northwestern Colombia: Integrating App-Based Surveys, Expert Weighting, and Machine Learning.” The repository includes anonymized datasets, supplementary tables, and Jupyter notebooks used to reproduce the analyses presented in the study. These materials support the calculation of the Analytic Hierarchy Process (AHP) weighting, formula-based risk indices, Random Forest (RF) models, multicollinearity diagnostics, and the derivation of single-hazard and multi-hazard risk indices for 100 rural schools in the Department of Antioquia, northwestern Colombia. Supplementary tables included: Table S1. Data sources and acquisition variables.Table S2. Anonymized raw data for selected schools collected through the SRS mobile application.Table S3. AHP pairwise comparison matrices used for risk component weighting.Table S4. Variable standardization and AHP-based risk component indices.Table S5. Formula-based risk indices.Table S6. Predicted risk scores from Random Forest models (RF1 and RF2).Table S7. Variable importance and multicollinearity diagnostics (VIF and tolerance) for RF models.Table S8. Single-hazard and multi-hazard risk indices. Jupyter notebooks included: Notebook 01. Random Forest models RF1-RF2 and multicollinearity diagnostics.ipynbNotebook 02. Single and multi-hazard risk calculation.ipynb These data support the reproducibility of the proposed methodology and can serve as a reference for similar risk assessment frameworks in rural or data-scarce regions.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average