The KOA and solution files are related to the Kepler swarm intelligence optimization algorithm. The base learner files are for parameter tuning of six types of base learners. The meta-learner file is for combination optimization to determine the final model construction. The data files contain two types of data: "laman data," which refers to the spectral data, and "figure data," which corresponds to the image numerical data.