City Compass

LLM access for Southern Downs (R), Queensland.

Entry point: https://citycompass.com.au/southern-downs-r/community
Catalog: https://citycompass.com.au/southern-downs-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/southern-downs-r/community
https://citycompass.com.au/southern-downs-r/community/{suburb}
https://citycompass.com.au/southern-downs-r/community/api/{category}/{topic}.json
https://citycompass.com.au/southern-downs-r/community/api/{category}/{topic}.csv
https://citycompass.com.au/southern-downs-r/community/{category}/{topic}
https://citycompass.com.au/southern-downs-r/community/{category}/{topic}?view=change
https://citycompass.com.au/southern-downs-r/community/{category}/{topic}?view=compare
https://citycompass.com.au/southern-downs-r/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/southern-downs-r/community/specialist/{topic}
https://citycompass.com.au/southern-downs-r/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/southern-downs-r/community/{suburb}/{category}/{topic}
https://citycompass.com.au/southern-downs-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/southern-downs-r/community/api/population/service-age-groups.json?area=allan&benchmark=gccsa&sex=persons
https://citycompass.com.au/southern-downs-r/community/api/income/household-income-quartiles.json?area=allan&benchmark=gccsa&sex=persons
https://citycompass.com.au/southern-downs-r/community/api/housing/dwellings.json?area=allan&benchmark=gccsa&sex=persons

Suburbs in this LGA (use as {suburb} in route patterns above):
- allan (Allan)
- allora (Allora)
- amiens (Amiens)
- applethorpe (Applethorpe)
- ballandean (Ballandean)
- bapaume (Bapaume)
- berat (Berat)
- bony-mountain (Bony Mountain)
- broadwater-qld (Broadwater (Qld))
- canningvale (Canningvale)
- cannon-creek-southern-downs-qld (Cannon Creek (Southern Downs - Qld))
- cherry-gully (Cherry Gully)
- clintonvale (Clintonvale)
- cottonvale-qld (Cottonvale (Qld))
- cunningham-qld (Cunningham (Qld))
- dalcouth (Dalcouth)
- dalveen (Dalveen)
- danderoo (Danderoo)
- deuchar (Deuchar)
- diamondvale (Diamondvale)
- elbow-valley (Elbow Valley)
- ellinthorp (Ellinthorp)
- emu-vale (Emu Vale)
- eukey (Eukey)
- fletcher-qld (Fletcher (Qld))
- fleurbaix (Fleurbaix)
- forest-springs (Forest Springs)
- freestone (Freestone)
- girraween-qld (Girraween (Qld))
- gladfield-qld (Gladfield (Qld))
- glen-aplin (Glen Aplin)
- glen-niven (Glen Niven)
- glengallan (Glengallan)
- glenlyon-qld (Glenlyon (Qld))
- goldfields (Goldfields)
- goomburra (Goomburra)
- greenlands-qld (Greenlands (Qld))
- greymare (Greymare)
- hendon-qld (Hendon (Qld))
- junabee (Junabee)
- karara (Karara)
- killarney-qld (Killarney (Qld))
- kyoomba (Kyoomba)
- leslie (Leslie)
- leslie-dam (Leslie Dam)
- leyburn-part (Leyburn (part))
- loch-lomond (Loch Lomond)
- lyra (Lyra)
- maryvale-southern-downs-qld (Maryvale (Southern Downs - Qld))
- massie (Massie)
- mingoola-qld (Mingoola (Qld))
- montrose-southern-downs-qld (Montrose (Southern Downs - Qld))
- morgan-park (Morgan Park)
- mount-colliery (Mount Colliery)
- mount-marshall (Mount Marshall)
- mount-sturt (Mount Sturt)
- mount-tabor (Mount Tabor)
- mount-tully (Mount Tully)
- murrays-bridge (Murrays Bridge)
- north-branch-southern-downs-qld (North Branch (Southern Downs - Qld))
- nundubbermere (Nundubbermere)
- old-talgai (Old Talgai)
- palgrave (Palgrave)
- passchendaele (Passchendaele)
- pikedale (Pikedale)
- pikes-creek (Pikes Creek)
- pozieres (Pozieres)
- pratten (Pratten)
- rodgers-creek (Rodgers Creek)
- rosehill-qld (Rosehill (Qld))
- rosenthal-heights (Rosenthal Heights)
- severnlea (Severnlea)
- silverwood (Silverwood)
- sladevale (Sladevale)
- somme (Somme)
- springdale-qld (Springdale (Qld))
- stanthorpe (Stanthorpe)
- storm-king (Storm King)
- sugarloaf-southern-downs-qld (Sugarloaf (Southern Downs - Qld))
- sundown-southern-downs-qld (Sundown (Southern Downs - Qld))
- swan-creek-qld (Swan Creek (Qld))
- swanfels (Swanfels)
- talgai (Talgai)
- tannymorel (Tannymorel)
- thane (Thane)
- thanes-creek (Thanes Creek)
- the-falls (The Falls)
- the-glen-qld (The Glen (Qld))
- the-head (The Head)
- the-hermitage (The Hermitage)
- the-summit (The Summit)
- thorndale (Thorndale)
- thulimbah (Thulimbah)
- toolburra (Toolburra)
- tregony (Tregony)
- upper-freestone (Upper Freestone)
- upper-wheatvale (Upper Wheatvale)
- victoria-hill-part (Victoria Hill (part))
- wallangarra (Wallangarra)
- warwick-qld (Warwick (Qld))
- wheatvale (Wheatvale)
- wildash (Wildash)
- willowvale-qld (Willowvale (Qld))
- wiyarra (Wiyarra)
- womina (Womina)
- wyberba (Wyberba)
- yangan (Yangan)

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