Python and QGIS scripts implementing a sequential CV-FSO-LDA-Otsu feature selection and multi-thresholding framework for object-based classification (OBIA) of peri-urban land use/cover in Mankweng, South Africa, using WorldView-3 imagery. Includes feature ranking, class separability analysis, threshold computation, pan-sharpening quality assessment, and accuracy assessment scripts. Accompanies Patric et al. (2026), Scientific Reports.