I am trying to explore a multi-variable dataset in python pandas using jupyter notebook. Given that my data-set has multiple variables I want to explore relationships across variables. For example:
Plot variable A - any type of plot (i.e. Histogram).
Given a selection of region/slice of the histogram of variable A, I want to see what variables B, C and D look like (in any type of plot).
As well, I'd like the ability to select regions/slices of any one of variables B, C or D and see what the other variables look like.
So far I've only found crossfilter, which is a javascript library. Is there any such solution that works well with pandas dataframes?
I think most applications would require something like the functionality I am seeking.
What do people use to achieve this?
To date crossfilter is the only solution?