City Compass

LLM access for Western Downs (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- auburn-qld (Auburn (Qld))
- baking-board (Baking Board)
- barakula (Barakula)
- barramornie (Barramornie)
- beelbee (Beelbee)
- bell-qld (Bell (Qld))
- blackswamp (Blackswamp)
- blaxland-qld (Blaxland (Qld))
- bogandilla (Bogandilla)
- boonarga (Boonarga)
- brigalow (Brigalow)
- bundi (Bundi)
- bungaban (Bungaban)
- bunya-mountains-part (Bunya Mountains (part))
- burncluith (Burncluith)
- burra-burri (Burra Burri)
- cadarga (Cadarga)
- cameby (Cameby)
- canaga (Canaga)
- chances-plain (Chances Plain)
- chinchilla (Chinchilla)
- clifford (Clifford)
- columboola (Columboola)
- condamine (Condamine)
- coomrith (Coomrith)
- cooranga (Cooranga)
- crossroads (Crossroads)
- dalby (Dalby)
- dalwogon (Dalwogon)
- darr-creek (Darr Creek)
- diamondy (Diamondy)
- drillham (Drillham)
- drillham-south (Drillham South)
- ducklo (Ducklo)
- dulacca (Dulacca)
- durah (Durah)
- fairyland (Fairyland)
- flinton (Flinton)
- glenaubyn (Glenaubyn)
- glenmorgan-part (Glenmorgan (part))
- goombi (Goombi)
- goranba (Goranba)
- greenswamp (Greenswamp)
- grosmont (Grosmont)
- guluguba (Guluguba)
- gurulmundi (Gurulmundi)
- halliford (Halliford)
- hannaford (Hannaford)
- hookswood (Hookswood)
- hopeland-qld (Hopeland (Qld))
- inglestone (Inglestone)
- irvingdale-part (Irvingdale (part))
- jandowae (Jandowae)
- jimbour-east (Jimbour East)
- jimbour-west (Jimbour West)
- jinghi (Jinghi)
- kaimkillenbun (Kaimkillenbun)
- kogan (Kogan)
- kowguran (Kowguran)
- kragra (Kragra)
- kumbarilla (Kumbarilla)
- langlands (Langlands)
- macalister (Macalister)
- marmadua (Marmadua)
- meandarra (Meandarra)
- miles (Miles)
- montrose-western-downs-qld (Montrose (Western Downs - Qld))
- moola (Moola)
- moonie-part (Moonie (part))
- moraby (Moraby)
- mowbullan (Mowbullan)
- myall-park-qld (Myall Park (Qld))
- nandi (Nandi)
- nangram (Nangram)
- pelham-qld (Pelham (Qld))
- pelican-qld (Pelican (Qld))
- pine-hills (Pine Hills)
- pirrinuan (Pirrinuan)
- ranges-bridge (Ranges Bridge)
- red-hill-western-downs-qld (Red Hill (Western Downs - Qld))
- roche-creek (Roche Creek)
- rywung (Rywung)
- southwood (Southwood)
- springvale-qld (Springvale (Qld))
- st-ruth-part (St Ruth (part))
- sujeewong (Sujeewong)
- tara-qld (Tara (Qld))
- the-gums (The Gums)
- tuckerang (Tuckerang)
- waikola (Waikola)
- wandoan (Wandoan)
- warra (Warra)
- weir-river (Weir River)
- weranga (Weranga)
- westmar (Westmar)
- wieambilla (Wieambilla)
- woleebee (Woleebee)
- wychie (Wychie)
- yulabilla (Yulabilla)

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