Somewhere you can use c="k" for colour but sometimes you cannot, you must use color="k".

Some settings only exposed to figure class but not the ax class. And when you are doing stuff towards ax class, you must write

ax.set_ylim(0,3)

instead of

ax.ylim(0,3)

Matplotlib.pyplot is known for its nonsensical api.