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The grade of pressed walnut oil can be enhanced by modest roasting therapy. Hierarchical cluster analysis (HCA) and main component analysis (PCA) had the ability to remarkably distinguish walnut oil generated by different roasting processes. In inclusion, correlation evaluation indicated that there clearly was a substantial impact among indicators. There have been 73 VOCs were identified in the optimum roasted treated walnut oil, comprising 30 aldehyd