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When analyzing chemical datasets with high multicollinearity, use this guide to compare PLS, Lasso, and Ridge regression. Learn the professional way to link physico-chemical properties to degradation rates. This walkthrough offers the technical depth required to produce accurate and reliable predictions for complex environmental chemistry.