Most walkable San Francisco 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: Berkeley (pedrik · CC BY 2.0); Oakland (Robert Hsiao · CC BY-SA 4.0); Daly City (User:Stilfehler · Public domain); North Fair Oaks (KenShirriff · CC BY-SA 4.0); Emeryville (Wikimedia Commons · CC BY-SA 2.5); Albany (Das osmnezz · CC0); San Mateo (The original uploader was MCB at English Wikipedia. · CC BY-SA 2.5); Cherryland (Naddruf · CC BY-SA 4.0); El Cerrito (LPS.1 · CC0); Pleasant Hill (Danstone360 · CC BY 3.0).