 This research aimed to analyse the possibility of estimating and automatically mapping large areas of soybean cultivation through the use of Modi's images, utilising geographic object-based image analysis, Geobia, and data mining, DM, and achieved a Kappa coefficient classification accuracy of 0.76. This article was authored by Carlos Antonio de Silva Jr., Marcos Rafael Nani, José Francisco de Oliveira Jr., and others.