Amid a 27% vacancy rate on Amsterdam avenue on Manhattan’s Upper west side and a 20% vacancy rate in Soho, Mayor Bill DeBlasio is considering a vacancy tax or fine for Manhattan landlords that leave their stores vacant. The idea is in the planning stages without a concrete plan as to how it would work. Retail has been struggling due to the brick and mortar sales declining as internet sales have risen in the last several years.