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Prefer add_subplot(foo=bar) to subplots(subplot_kw={"foo": bar}).
When creating a single subplot I think the former is more readable.(Note that before mpl3.1 one had to write `add_subplot(111, foo=bar)`where the tradeoff was less clear.)