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Analytical Approaches Descriptive Analysis: Basic summaries—counts by damage category, severity distribution, temporal trends—establish the dataset’s core story. Geographic Information System (GIS) mapping reveals spatial clusters and correlations with exposure variables (topography, infrastructure age). proximity to hazards

Inferential Analysis: Regression models (e.g., generalized linear models) can quantify relationships between damage severity and predictors like population density, proximity to hazards, or socioeconomic indicators. Time-series or panel methods can test whether observed changes from 2020 to 2021 are statistically significant, controlling for confounders.

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