City Compass

LLM access for Maranoa (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- amby (Amby)
- baffle-west (Baffle West)
- ballaroo (Ballaroo)
- bargunyah (Bargunyah)
- begonia (Begonia)
- beilba (Beilba)
- bindebango (Bindebango)
- blythdale (Blythdale)
- bungeworgorai (Bungeworgorai)
- bungil-qld (Bungil (Qld))
- bymount (Bymount)
- cornwall-qld (Cornwall (Qld))
- dargal-road (Dargal Road)
- dunkeld-qld (Dunkeld (Qld))
- durham-downs (Durham Downs)
- eumamurrin (Eumamurrin)
- eurella (Eurella)
- euthulla (Euthulla)
- forestvale (Forestvale)
- gunnewin (Gunnewin)
- highland-plains-maranoa-qld (Highland Plains (Maranoa - Qld))
- hodgson (Hodgson)
- hutton-creek (Hutton Creek)
- injune (Injune)
- jackson (Jackson)
- jackson-north (Jackson North)
- jackson-south (Jackson South)
- kilmorey-falls (Kilmorey Falls)
- mitchell-qld (Mitchell (Qld))
- mooga (Mooga)
- mount-abundance (Mount Abundance)
- mount-bindango (Mount Bindango)
- mount-howe (Mount Howe)
- mount-hutton-qld (Mount Hutton (Qld))
- mount-moffatt (Mount Moffatt)
- muckadilla (Muckadilla)
- mungallala (Mungallala)
- mungallala-south (Mungallala South)
- noorindoo (Noorindoo)
- oberina (Oberina)
- orallo (Orallo)
- orange-hill (Orange Hill)
- parknook (Parknook)
- pickanjinnie (Pickanjinnie)
- pony-hills (Pony Hills)
- redford-part (Redford (part))
- roma (Roma)
- simmie (Simmie)
- surat (Surat)
- teelba (Teelba)
- tingun (Tingun)
- tyrconnel (Tyrconnel)
- upper-dawson (Upper Dawson)
- v-gate (V Gate)
- walhallow (Walhallow)
- wallumbilla (Wallumbilla)
- wallumbilla-north (Wallumbilla North)
- wallumbilla-south (Wallumbilla South)
- warkon (Warkon)
- wellesley-qld (Wellesley (Qld))
- weribone (Weribone)
- westgrove (Westgrove)
- womalilla (Womalilla)
- womblebank (Womblebank)
- wycombe (Wycombe)
- yuleba (Yuleba)
- yuleba-north (Yuleba North)
- yuleba-south (Yuleba South)

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