I heard a report somewhere that most of these folks had no insurance as they could not afford it, guess this is on the US Taxpayer.
Average cost of federal flood insurance, per FEMA, is about $800/year.
If you can’t find that in your budget and live in a flood zone, you might want to find somewhere else to live.