Let's explore the dataset some more with hiplot.
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()