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This novel tool, termed the Spearmans-Pearsons Decider, which expedited the processes needed to decide between a parametric or non-parametric analysis, is freely available at GitHub ( script and ReadMe in Supplementary Materials Scripts .zip file under Spearmans_Pearsons_Decider and ReadMe for Spearmans_Pearsons_Decider, respectively)

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Abdel-Gawad M, Ali-El-Dein B, Elsobky E, Mehta S, Alsaigh N, Knoll T, Kura M, Kamphuis G, Alhayek S, Alkohlany K, Buchholz N, Monga M (2022) Micro-elemental analysis and characterization of major heavy metals and trace elements in the urinary stones collected from patients living in diverse geographical regions

Data normality was assessed by the Shapiro-Wilk test, and appropriate tests were chosen according to data distribution