Explore the universal helper functions and utility tools maci provides to simplify structured data workflows. Quick Start Video: maci Docs: Material covered references maci timestamps: 00:00 welcome 00:31 make data clean 04:49 create easy hash of data 07:55 create easy hash of file 09:44 verify hash of file by comparing 12:31 create hash of file only