This repository provides a full reproducible R workflow implementing Variational Mode Decomposition (VMD), PCA, and PCR bootstrap methods to analyze multi-scale climate–growth relationships in Pinus halepensis forests in semi-arid Tunisia. If you use this software, please cite it as below.