The raw data and code to reproduce the figures presented in this paper are available in a repository on GitHub. Trained ML models and prediction data are also available on GitHub. The code for the calibration workflow presented here is available in a repository on GitHub. The scripts for running TD-DFT, running xTB-sTDA, training the ML model, and using it for predictions are available.