This GitHub repository contains the data and sample code for "Decoding intrinsic features of carbons from their capacitive performance".
CaptoSSA-database-withDOI.csv file contains the data with file DOIs;
CaptoSSA-database-noDOI.csv file is the database directly used for machine learning analysis;
Cap2SSA_ML.py is the code for preliminary screening of various algorithm effects;
Cap2SSA_optimized_GBR.py is the code for finding optimized parameters for GBR;
Cap2SSA_SearchPara_GBR.py is the code for parsing the database using the optimized parameters for GBR.