Here we describe in detail how we preprocessed the LC and MLPCN screening data in Table to create the 427,300 compound training dataset. At the time this dataset was assembled, the LC4 retest dataset was not available so hits were defined using only the LC4 primary screen. The first step involved merging the three primary and two retest screens.