The three cheminformatics toolkits offer varying amounts of adjustable parameters. During the creation of a CDK depiction, 15 parameters are set. When using RDKit and Indigo, 10 and 8 parameters are adjustable. The ranges of possible values for these parameters differ between the tools. Hence, fingerprints for CDK, RDKit and Indigo depictions and the additional augmentations are four separate entities. The augmentation fingerprints only describe the presence or absence of an augmentation feature but do not comprise the specific parameters which are set. The varying parameter numbers and ranges lead to strongly differing numbers of valid depiction feature fingerprints: 2,799,360 for the CDK fingerprints, 18432 for RDKit fingerprints, 864 for Indigo and 2048 for the augmentations. When generating a dataset from the fingerprints the user can specify the desired proportions of CDK, RDKit and Indigo depictions as well as the proportion of structures with added augmentations. They default to 55% (CDK), 30% (RDKit) and 15% (Indigo), 50% (augmented).