http://content.tfl.gov.uk/tfl-budget-2019-20.pdf
Page 128.
London Underground does bring in more revenue 2.864bn than it spends 2.041bn, and subsidises Streets and Buses to the tune of 0.889bn (with a little coming from media revenue too).
However it isn't the 80% claimed above.
Time to find out this: about 1 minute.