Table 3 POI-derived classification scheme

Restaurant

1,020,043 (restaurants)

1,020,034 (pubs – manual Google search to identify those serving food)

1,010,006 (hotels, motels, country houses and inns)

Pub

1,020,034 (pubs)

4,250,312 (nightclubs)

Café

1,020,013 (cafés, snack bars and tea rooms)

1,020,025 (internet cafés)

Fast Food

1,020,018 (fast food and takeaway outlets)

1,020,019 (fast food delivery services)

1,020,020 (fish and chip shops)

9,470,661 (bakeries)

Supermarket

9,470,699 (convenience stores and independent supermarkets)^a

9,470,819 (supermarkets)

9,470,667 (frozen foods)

Convenience

9,470,699 (convenience stores and independent supermarkets)^a

10,540,737 (petrol and fuel stations)

Specialty

9,470,662 (butchers)

9,470,665 (delicatessens)

9,470,666 (fishmongers)

9,470,668 (green and new age goods)

9,470,669 (grocers, farm shops and pick your own),

9,470,670 (herbs and spices)

9,470,672 (organic, health, gourmet and kosher foods),

7,400,524 (baking and confectionery)

9,470,663 (confectioners)