When it comes to talk about paying back the debt, that 2TG graph is misleading, though. Throughout the entire period of debt reduction starting in 1950, the government did not pay down its debt. Instead, the economy was growing.
So the graph is misleading in the sense that some people may draw the conclusion that government has used austerity measures, run surpluses, to reduce its debt. In fact, the government did not run surpluses during those periods in which the debt-to-GDP ratio was reduced so drastically. It ran deficits, which helped an already growing economy further along.
Implementing austerity is not going to start a sudden and drastic drop of debt-to-GDP measures in the current economic climate. If you honestly care about debt-to-GDP (why, btw?), you'd do better to stimulate the hell out of the economy.