def _remove_all_artists(self):
for value in self._mplot_objects.values():
# String is a sequence too, but it will not be here
if isinstance(value, collections.Sequence):
for obj in value:
if obj:
obj.remove()
else:
if value:
value.remove()
self._mplot_objects = {}