Supplementary Data for "Causal Relationship Between Potential Shift and Molecular Structure in Concentrated Electrolytes"

Related PublicationData presented here correspond to the results reported in:Yokoyama et al., J. Phys. Chem. B, 2025, DOI: https://doi.org/10.1021/acs.jpcb.5c06002Supplementary Data S1:File name: Supplementary_Data_S1_original_descriptors.xlsxDescription: This file contains the original descriptor sets for samples #01–#75 (see Table 1 in the main text). Column headings correspond to the descriptor labels described in Section 2.1 of the main text.Supplementary Data S2-S4:File names: Supplementary_Data_S2_n20.csv, Supplementary_Data_S3_n30.csv, Supplementary_Data_S4_n40.csvDescription: These files contain the optimized descriptor sets for the n20, n30, and n40 models selected through GA combined with multiple regression optimization (see Table 2 and the Results and Discussion section of the main text). Column headings correspond to the descriptor labels defined in Section 2.1 of the main text.High resolution figures:File names: Figure2{*}.png, Figure5{*}_{n20/n30/n40}/lingam_des_{*}.pngDescription: High resolution figures of Figure 2 and Figure 5 from main text (see the corresponding figure captions). Code:Filename: code_LiNGAM/Lingam-script.ipynbDescription: Causal analysis by LinGAM