DataSets.jl exists to help manage data and reduce the amount of data wrangling code you need to write. It's annoying to constantly rewrite
- Command line wrappers which deal with paths to data storage
- Code to load and save from various data storage systems (eg, local filesystem data; local git data, downloaders for remote data over various protocols, cloud storage access, proprietary data servers, etc)
- Code to load the same data model from various serializations
- Code to deal with data lifecycle; versions, provenance, etc
DataSets provides scaffolding to make this kind of code more reusable. We want to make it easy to relocate an algorithm between different data environments without code changes. For example from your laptop to the cloud, to another user's machine, or to an HPC system.
DataSets.jl is in early development! We're still figuring out the basic shape of the design. So things will change, but your input is important: we need your use cases so that the design serves the real needs of people dealing with data.