According to the doc you could find them by doing this :
from matplotlib import lines
lines.lineStyles.keys()
>>> ['', ' ', 'None', '--', '-.', '-', ':']
You can do the same with markers
EDIT: In the latest versions, there are still the same styles, but you can vary the space between dots/lines.