hiplot:
parallel coordinates
There's a visualisation technique that allows you to get an overview of many columns at the same time. It's called parallel coordinates and the hiplot library offers a convenient way to use the technique from a jupyter notebook.
Notes
Again, to load the data, run the code below.
from sklego.datasets import load_penguins
df = load_penguins(as_frame=True)
To run the interactive tool locally, run;
import hiplot as hip
data = df.to_dict(orient='records')
hip.Experiment.from_iterable(data).display()
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