Binary and labeled dataset containing 11480 samples of cleanwares and malwares with 5740 samples of each class. Files with a maximum size of approximately 3.2 MB. All files were named with their md5 hashes, hiding their original names. The cleanwares were extracted from several different versions of Windows systems and the malwares obtained from the VirusShare repository.