I like pandas but I find it confusing to use. I wouldn't mind sacrificing some speed for ease of use. In particular it would be great to find a library with something similar to pandas' MultiIndex, but a more intuitive behavior. However, from skimming over Agate's docs, it doesn't seem to have something similar. Anyway, it's great that alternatives are attempted.