Most walkable Birmingham suburbs
Ranked on amenities within two miles at 40%, transit stop density at 15%, and the three poll questions about walking to groceries, restaurants and the state of the sidewalks at 45%. Walkability is mostly something residents know and datasets do not.
Poll components only count for places with eight or more resident responses; for the others the remaining weights re-normalise to 100%.
Photos from Wikimedia Commons: Birmingham (Quintin Soloviev · CC BY 4.0); Hoover (Johntrinh06 · CC BY 4.0); Bessemer (Rudi Weikard · CC BY-SA 3.0); Vestavia Hills (Sharon Phelan Evans · CC BY-SA 3.0); Alabaster (AlabasterPIO · CC BY-SA 4.0); Mountain Brook (Robert Donovan from Franklin, TN, USA · CC BY 2.0); Center Point (John Phelan · CC BY-SA 3.0); Jasper (Bamassippi (talk) · CC BY-SA 3.0); Gardendale (Amcannally · CC BY-SA 4.0).