Use a script rather than GUI during data analysis, better for documentation and makes results easier to reproduce
A consistent convention will help you easily identify your files and what they contain. Use abbreviated descriptive information such as
Use numbers, letters, dashes, underscores. Do not use spaces or special characters. Stay concise to be practical.
Define a data dictionary:
Use discipline specific metadata standards: