Restaurant
restaurant_id
Unique stable identifier per UK establishment,
consistent across all scraping sessions, enabling long-term tracking across Just Eat, Deliveroo, and
direct sources.
"rd_gb_5529341"
Restaurant
name / brand / chain
Full restaurant name, parent brand, and chain
identifier. Covers independents, UK-born chains (Dishoom, Nando’s, Wagamama), and international
brands with UK presence.
"Dishoom – Covent Garden"
Restaurant
cuisine_type
Primary and secondary cuisine tags using a UK-specific
taxonomy of 100+ categories, covering British classics, Indian, Chinese, Turkish, West African,
Caribbean, and all major UK dining styles.
["Indian", "Bombay Cafe"]
FSA Rating
fsa_hygiene_rating
Food Standards Agency (FSA) food hygiene rating on the
official 0–5 scale. Pulled directly from the FSA open data API and matched to restaurant records.
5 = Very Good, 0 = Urgent Improvement Required.
5
FSA Rating
fsa_authority
The UK local authority that conducted the food hygiene
inspection, e.g., Westminster City Council, Manchester City Council, or Cardiff Council. Useful for
regional compliance analysis.
"Westminster City Council"
FSA Rating
fsa_inspection_date
Date of the most recent FSA food hygiene inspection.
Track rating change history over time, identify recently re-inspected establishments, and flag stale
ratings on old inspections.
"2024-11-14"
Restaurant
rating / review_count
Aggregated star rating (1.0–5.0) and total review
count combined from Google, TripAdvisor, Just Eat, and Deliveroo for a unified UK consumer reputation
score per establishment.
4.8 / 6,412 reviews
Restaurant
operating_hours
Full weekly schedule including Bank Holiday hours,
last-orders time distinct from closing time, and Sunday trading variations across England, Scotland,
Wales, and Northern Ireland.
"Mon–Sat: 12pm–11pm, Sun:
12pm–10pm"
menu_item_name
Exact item name as listed on the UK menu. Includes
British English naming conventions, regional dish names, and seasonal specials such as Christmas menus
and Sunday roasts.
"Lamb Raan Burger"
description
Full item description as written by the restaurant. Used
for NLP pipelines, ingredient extraction, AI-based dietary classification, and semantic search in UK
food discovery apps.
"Slow-cooked lamb leg, raita, pickled onion..."
category / subcategory
Menu section hierarchy covering all UK dining formats:
starters, mains, sides, puddings, Sunday roast sections, set menus, and British pub grub categories.
"Mains > Grills"
Allergens
allergens_natashas_law
All 14 allergens required under Natasha’s Law (UK
Food Information Amendment 2021): celery, cereals containing gluten, crustaceans, eggs, fish, lupin,
milk, molluscs, mustard, nuts, peanuts, sesame, soya, sulphur dioxide.
["cereals_gluten", "milk", "sesame"]
Allergens
may_contain_allergens
"May contain" advisory allergen flags as disclosed by UK
restaurants — separate from confirmed presence. Critical distinction for UK allergy compliance apps and
Natasha’s Law tools.
["peanuts", "tree_nuts"]
ingredients_list
Full ingredient list where disclosed. Covers
pre-packaged and PPDS (pre-packed for direct sale) items under Natasha’s Law mandatory labelling
requirements.
["lamb", "brioche bun", "raita", "coriander"]
in_stock / availability
Real-time item availability including seasonal British
menus (Christmas, Easter, Bank Holiday specials), limited-time offers, and items removed from service
mid-shift.
true / "christmas_special"
Pricing
price_gbp
Current dine-in price in GBP (£) including VAT at the
standard UK rate (20%). Timestamped for historical tracking of menu inflation and promotional pricing
windows.
£16.50
Pricing
delivery_price_gbp
Platform-specific delivery pricing on Just Eat,
Deliveroo, and Uber Eats UK. UK delivery surcharges typically add 10–30% over in-restaurant
prices; this field captures the full per-platform spread.
{"just_eat": 18.99, "deliveroo": 19.50}
Pricing
vat_status
UK VAT inclusion flag per item — whether the listed GBP
price is VAT-inclusive (standard for consumer menus) or exclusive (common in B2B food service pricing).
VAT rate: 20% standard, 0% for cold takeaway food.
{"vat_inclusive": true, "vat_rate": 0.20}
Pricing
price_history
Historical GBP price snapshots with timestamps going
back up to 24 months. Track UK food inflation, post-Brexit ingredient cost impacts, and energy-surcharge
pricing changes over time.
[{"date":"2024-06","price":14.50}]
Nutrition
calories
Per-serving calorie count in kcal. Required for menus at
large UK restaurant chains (250+ employees) under the UK Calorie Labelling (Out of Home Sector)
regulations effective April 2022.
720 kcal
Nutrition
macronutrients
Protein, total fat, saturated fat, carbohydrates, fibre,
and sugar per serving — following UK FSA & DEFRA nutritional labelling standards and Reference
Intake (RI) percentages.
{"protein": 48, "fat": 28, "carbs": 62}
Nutrition
dietary_flags
Boolean flags for vegan, vegetarian, gluten-free,
dairy-free, halal, kosher, nut-free, and low-calorie per item. UK Vegan Society and Vegetarian Society
certification flags where applicable.
{"vegan": false, "vegetarian": true}
Delivery
delivery_platforms
All active UK delivery platforms per restaurant: Just
Eat, Deliveroo, Uber Eats UK, and Stuart — with live listing status and whether the restaurant uses
platform logistics or its own drivers.
["just_eat", "deliveroo", "uber_eats"]
Delivery
delivery_fee_gbp / min_order
Per-platform delivery fee in GBP and minimum order
threshold, refreshed near-real-time as Just Eat and Deliveroo promotional fees update throughout the day
across UK postcodes.
{"fee": £1.99, "min_order": £15.00}
Delivery
estimated_delivery_time
ETA range in minutes per platform across UK cities.
Reflects peak-hour demand surges, platform logistics zones, and dark kitchen vs. restaurant delivery
time differences.
"25–40 min"
Location
postcode / full_address
Full UK address including Royal Mail postcode (e.g.,
WC2H 9FB), formatted to BS7666 address standard. Postcode unit precision enables hyperlocal delivery
zone and catchment area analysis.
"30 St Martin’s Lane, London WC2H 9FB"
Location
geo_coordinates
Verified lat/lng with sub-50m accuracy across all UK
regions. Includes OS (Ordnance Survey) grid reference codes for GIS integration with UK geospatial
datasets.
{"lat": 51.5130, "lng": -0.1240}
Location
city / borough / ward
Three-level UK location hierarchy: city (London,
Manchester, Edinburgh), borough or local authority district, and ward-level classification for granular
geographic segmentation.
"London > Westminster > St James’s"
Promotions
promo_code
Promotional code required for redemption, if applicable.
"XMAS20"
Operations
average_wait_time
Average customer wait time for dine-in seating or takeaway order collection.
"10–15 min"