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They were often better off, as they could rely on their own agricultural production, although this was heavily regulated. Illiegal butchering was considered a serious crime, but records show that it was practised often.
They were also less affected by allied bombing raids, but had to house bombed-out families from the cities. These families were often sent to distant regions, the idea was to strengthen pan-German ties. I recently read Austrian documents saying that this didn't work as Austrian farmer families hated the city folk from Hamburg or Berlin who didn't want to cope with the simple rural life.
Another aspect is that many people in rural regions were devout christians and as such had some opposition against Nazi ideology. Political reports of Nazi officials noted the attendance numbers of church gatherings.