The seipp-et-al-aaai2015.zip file contains the scripts we used to train the portfolios. We also include the slightly adjusted version of Fast Downward we used for our experiments under "cedalion". The zipfile also contains a copy of SMAC 2.06, Lab 1.10 and all PDDL benchmarks we used. The other files contain experiment data. Their names follow the scheme <track>-<stage> where track is one of sat (satisficing planning), opt (optimal planning), agile and learn (learning track), and stage is smac (algorithm configuration), train (evaluation on the training set) and test (evaluation on the test set). The *-eval directories contain the parsed results and an HTML table, the other directories contain the raw logs.