Complex sentence: Later her father was defeated in the general election, and in heavyily in debt, the Yamatani family left Fukui for Tokyo.
Split into simpler sentences: Later her father was defeated in the general election. So in heavy debt that Yamatani family left Fukui for Tokyo.