I haven't seen that much difference in basic food prices, at least not enough to account for the huge disparities in cost of living I've seen in calculators like these. I lived in Brooklyn for two months earlier this year and restaurants and little boutique organic foods shops were very expensive there were also big supermarkets that were pretty affordable. The only thing that was far more expensive than, Houston, for example, was rent.