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Optimized data-driven pipeline for digital mapping of quantitative and categorical properties of soils in Colombia

Alejandro Coca-Castro ORCID logo , Joan Sebastián Gutierrez-Díaz ORCID logo , Victoria Camacho ORCID logo , Andrés Felipe López ORCID logo , Patricia Escudero ORCID logo , Pedro Karin Serrato ORCID logo , [...]

24/Nov/2021

ABSTRACT Soil maps provide a method for graphically communicating what is known about the spatial distribution of soil properties in nature. We proposed an optimized pipeline, named dino-soil toolbox, programmed in the R software for mapping quantitative and categorical properties of legacy soil data. The pipeline, composed of four main modules (data preprocessing, covariates selection, exploratory data analysis and modeling), was tested across a study area of 14,537 km 2 located between the departments of Cesar and Magdalena, Colombia. We […]

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