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The use of remote sensing and reanalysis weather data has not been adequately acknowledged for large-scale built environment applications, primarily regarding engineering analyses that traditionally rely on computationally expensive numerical models. This study employs a parsimonious data-driven approach concerning service life assessment of rain-exposed wooden components, enabling mapping and ass
