City Compass

LLM access for Toowoomba (R), Queensland.

Entry point: https://citycompass.com.au/toowoomba-r/community
Catalog: https://citycompass.com.au/toowoomba-r/community/llm/index.json

How to use this data

Each topic is available as both an HTML page and a machine-readable JSON/CSV endpoint.

Read the HTML page first. It provides interpretation context: what the data measures, how to read the numbers, what benchmark deviations are meaningful, and which related topics to cross-reference. The "Key insight" section contains a pre-computed editorial summary of the most notable finding.

Then use the JSON endpoint for precise data. Responses include counts, percentages, benchmark comparisons, and change-over-time for both Census years. Rows with a non-null "highlight" field have a noteworthy deviation from the benchmark. The "manifest" block lists all valid parameter combinations for further queries.

To compare a single category across all suburbs within the LGA, use ?view=compare&category={slug} on the JSON endpoint. To understand what drives a pattern, pull related topics listed in topic_metadata.related_topics for the same area.

Canonical route patterns for this LGA:
https://citycompass.com.au/toowoomba-r/community
https://citycompass.com.au/toowoomba-r/community/{suburb}
https://citycompass.com.au/toowoomba-r/community/api/{category}/{topic}.json
https://citycompass.com.au/toowoomba-r/community/api/{category}/{topic}.csv
https://citycompass.com.au/toowoomba-r/community/{category}/{topic}
https://citycompass.com.au/toowoomba-r/community/{category}/{topic}?view=change
https://citycompass.com.au/toowoomba-r/community/{category}/{topic}?view=compare
https://citycompass.com.au/toowoomba-r/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/toowoomba-r/community/specialist/{topic}
https://citycompass.com.au/toowoomba-r/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/toowoomba-r/community/{suburb}/{category}/{topic}
https://citycompass.com.au/toowoomba-r/community/{suburb}/{category}/{topic}?view=change

Use the `/community/api/{category}/{topic}.json` and `.csv` routes for the canonical machine-readable topic contract.
Use `?view=change` for the change view on multi-year community topics.
Use `?view=compare&category={slug}` on the topic API to compare one category across all suburbs in the LGA.
Compare view is always LGA-scoped and does not accept suburb area values.
Use `?view=internal` for the SEIFA within-area specialist view.

Example API calls:
https://citycompass.com.au/toowoomba-r/community/api/population/service-age-groups.json?area=acland&benchmark=gccsa&sex=persons
https://citycompass.com.au/toowoomba-r/community/api/income/household-income-quartiles.json?area=acland&benchmark=gccsa&sex=persons
https://citycompass.com.au/toowoomba-r/community/api/housing/dwellings.json?area=acland&benchmark=gccsa&sex=persons

Suburbs in this LGA (use as {suburb} in route patterns above):
- acland (Acland)
- anduramba (Anduramba)
- ascot-toowoomba-qld (Ascot (Toowoomba - Qld))
- athol (Athol)
- aubigny (Aubigny)
- back-plains (Back Plains)
- balgowan-qld (Balgowan (Qld))
- bergen (Bergen)
- biddeston (Biddeston)
- birnam-toowoomba-qld (Birnam (Toowoomba - Qld))
- blue-mountain-heights (Blue Mountain Heights)
- bongeen (Bongeen)
- boodua (Boodua)
- bowenville (Bowenville)
- branchview (Branchview)
- bringalily (Bringalily)
- brookstead (Brookstead)
- broxburn (Broxburn)
- brymaroo (Brymaroo)
- budgee (Budgee)
- bulli-creek (Bulli Creek)
- cabarlah (Cabarlah)
- cambooya (Cambooya)
- captains-mountain (Captains Mountain)
- cattle-creek-toowoomba-qld (Cattle Creek (Toowoomba - Qld))
- cawdor-qld (Cawdor (Qld))
- cecil-plains (Cecil Plains)
- centenary-heights (Centenary Heights)
- charlton-qld (Charlton (Qld))
- cherry-creek (Cherry Creek)
- clifton-qld (Clifton (Qld))
- clontarf-toowoomba-qld (Clontarf (Toowoomba - Qld))
- coalbank (Coalbank)
- condamine-farms (Condamine Farms)
- condamine-plains (Condamine Plains)
- cooyar (Cooyar)
- cotswold-hills (Cotswold Hills)
- cranley (Cranley)
- cressbrook-creek (Cressbrook Creek)
- crows-nest-qld (Crows Nest (Qld))
- cutella (Cutella)
- cypress-gardens (Cypress Gardens)
- darling-heights (Darling Heights)
- devon-park-qld (Devon Park (Qld))
- djuan (Djuan)
- doctor-creek (Doctor Creek)
- domville (Domville)
- douglas-toowoomba-qld (Douglas (Toowoomba - Qld))
- drayton (Drayton)
- dunmore-qld (Dunmore (Qld))
- east-cooyar (East Cooyar)
- east-greenmount (East Greenmount)
- east-toowoomba (East Toowoomba)
- ellangowan-qld (Ellangowan (Qld))
- elphinstone-toowoomba-qld (Elphinstone (Toowoomba - Qld))
- emu-creek-qld (Emu Creek (Qld))
- evanslea (Evanslea)
- evergreen (Evergreen)
- felton (Felton)
- felton-south (Felton South)
- finnie (Finnie)
- forest-ridge (Forest Ridge)
- formartin (Formartin)
- geham (Geham)
- gilla (Gilla)
- glenaven (Glenaven)
- glencoe-qld (Glencoe (Qld))
- glenvale (Glenvale)
- googa-creek (Googa Creek)
- goombungee (Goombungee)
- gowrie-junction (Gowrie Junction)
- gowrie-little-plain (Gowrie Little Plain)
- gowrie-mountain (Gowrie Mountain)
- grapetree (Grapetree)
- grassdale-qld (Grassdale (Qld))
- grays-gate (Grays Gate)
- greenmount-toowoomba-qld (Greenmount (Toowoomba - Qld))
- greenwood-qld (Greenwood (Qld))
- groomsville (Groomsville)
- haden (Haden)
- hampton-qld (Hampton (Qld))
- harlaxton (Harlaxton)
- harristown (Harristown)
- headington-hill (Headington Hill)
- highfields-qld (Highfields (Qld))
- highgrove (Highgrove)
- highland-plains-toowoomba-qld (Highland Plains (Toowoomba - Qld))
- hirstglen (Hirstglen)
- hodgson-vale (Hodgson Vale)
- irongate (Irongate)
- jondaryan (Jondaryan)
- jones-gully (Jones Gully)
- kearneys-spring (Kearneys Spring)
- kelvinhaugh (Kelvinhaugh)
- kilbirnie (Kilbirnie)
- kincora (Kincora)
- kings-creek (Kings Creek)
- kings-siding (Kings Siding)
- kingsthorpe (Kingsthorpe)
- kleinton (Kleinton)
- kooralgin (Kooralgin)
- kooroongarra (Kooroongarra)
- kulpi (Kulpi)
- kurrowah (Kurrowah)
- lavelle (Lavelle)
- lemontree (Lemontree)
- lilyvale-toowoomba-qld (Lilyvale (Toowoomba - Qld))
- linthorpe (Linthorpe)
- maclagan (Maclagan)
- malling (Malling)
- malu (Malu)
- manapouri (Manapouri)
- meringandan (Meringandan)
- meringandan-west (Meringandan West)
- merritts-creek (Merritts Creek)
- middle-ridge (Middle Ridge)
- millmerran (Millmerran)
- millmerran-downs (Millmerran Downs)
- millmerran-woods (Millmerran Woods)
- millwood (Millwood)
- missen-flat (Missen Flat)
- motley (Motley)
- mount-binga (Mount Binga)
- mount-darry (Mount Darry)
- mount-emlyn (Mount Emlyn)
- mount-irving (Mount Irving)
- mount-kynoch (Mount Kynoch)
- mount-lofty (Mount Lofty)
- mount-luke (Mount Luke)
- mount-molar (Mount Molar)
- mount-moriah (Mount Moriah)
- mount-rascal (Mount Rascal)
- mount-tyson (Mount Tyson)
- mountain-camp (Mountain Camp)
- muldu (Muldu)
- muniganeen (Muniganeen)
- nangwee (Nangwee)
- narko (Narko)
- nevilton (Nevilton)
- newtown-toowoomba-qld (Newtown (Toowoomba - Qld))
- nobby (Nobby)
- north-branch-toowoomba-qld (North Branch (Toowoomba - Qld))
- north-maclagan (North Maclagan)
- north-toowoomba (North Toowoomba)
- norwin (Norwin)
- nutgrove (Nutgrove)
- oakey (Oakey)
- palmtree (Palmtree)
- pampas (Pampas)
- pechey (Pechey)
- peranga (Peranga)
- perseverance (Perseverance)
- pierces-creek (Pierces Creek)
- pilton (Pilton)
- pinelands-qld (Pinelands (Qld))
- pittsworth (Pittsworth)
- plainby (Plainby)
- prince-henry-heights (Prince Henry Heights)
- punchs-creek (Punchs Creek)
- purrawunda (Purrawunda)
- quinalow (Quinalow)
- ramsay-qld (Ramsay (Qld))
- rangemore-toowoomba-qld (Rangemore (Toowoomba - Qld))
- rangeville (Rangeville)
- ravensbourne (Ravensbourne)
- redwood (Redwood)
- rockville (Rockville)
- rocky-creek-qld (Rocky Creek (Qld))
- rosalie-plains (Rosalie Plains)
- rossvale (Rossvale)
- ryeford (Ryeford)
- sabine (Sabine)
- sandy-camp (Sandy Camp)
- scrubby-mountain (Scrubby Mountain)
- silverleigh (Silverleigh)
- south-toowoomba (South Toowoomba)
- southbrook (Southbrook)
- spring-bluff (Spring Bluff)
- spring-creek-toowoomba-qld-part (Spring Creek (Toowoomba - Qld) (part))
- springside-qld (Springside (Qld))
- st-aubyn (St Aubyn)
- st-helens-toowoomba-qld (St Helens (Toowoomba - Qld))
- stonehenge-toowoomba-qld (Stonehenge (Toowoomba - Qld))
- stoneleigh-qld (Stoneleigh (Qld))
- the-bluff-toowoomba-qld (The Bluff (Toowoomba - Qld))
- the-pines-qld (The Pines (Qld))
- thornville (Thornville)
- tipton (Tipton)
- toowoomba-city (Toowoomba City)
- top-camp (Top Camp)
- torrington-qld (Torrington (Qld))
- tummaville (Tummaville)
- turallin (Turallin)
- umbiram (Umbiram)
- upper-cooyar-creek (Upper Cooyar Creek)
- upper-pilton-part (Upper Pilton (part))
- upper-pinelands (Upper Pinelands)
- upper-yarraman (Upper Yarraman)
- vale-view (Vale View)
- wainui (Wainui)
- wattle-ridge-qld (Wattle Ridge (Qld))
- wellcamp (Wellcamp)
- west-haldon-part (West Haldon (part))
- west-prairie (West Prairie)
- westbrook-qld (Westbrook (Qld))
- western-creek-qld (Western Creek (Qld))
- whichello (Whichello)
- wilsonton (Wilsonton)
- wilsonton-heights (Wilsonton Heights)
- woodleigh-qld (Woodleigh (Qld))
- woolmer (Woolmer)
- wutul (Wutul)
- wyreema (Wyreema)
- yalangur (Yalangur)
- yandilla (Yandilla)
- yargullen (Yargullen)
- yarraman-qld (Yarraman (Qld))
- yarranlea (Yarranlea)

Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.