City Compass

LLM access for Cabonne (A), New South Wales.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- amaroo-nsw (Amaroo (NSW))
- baldry (Baldry)
- belgravia (Belgravia)
- bocobra (Bocobra)
- boomey (Boomey)
- boree (Boree)
- borenore (Borenore)
- bowan-park (Bowan Park)
- byng (Byng)
- cadia (Cadia)
- canowindra-part (Canowindra (part))
- cargo (Cargo)
- clergate (Clergate)
- cudal (Cudal)
- cumnock (Cumnock)
- emu-swamp-part (Emu Swamp (part))
- eugowra-part (Eugowra (part))
- four-mile-creek-nsw (Four Mile Creek (NSW))
- garra (Garra)
- gumble (Gumble)
- guyong-part (Guyong (part))
- kangaroobie (Kangaroobie)
- larras-lee (Larras Lee)
- lewis-ponds (Lewis Ponds)
- lidster (Lidster)
- lower-lewis-ponds (Lower Lewis Ponds)
- mandagery-part (Mandagery (part))
- manildra (Manildra)
- march (March)
- molong (Molong)
- moorbel (Moorbel)
- mullion-creek (Mullion Creek)
- murga (Murga)
- nashdale (Nashdale)
- nyrang-creek (Nyrang Creek)
- obley (Obley)
- ophir (Ophir)
- spring-terrace-part (Spring Terrace (part))
- summer-hill-creek (Summer Hill Creek)
- toogong (Toogong)
- vittoria-nsw-part (Vittoria (NSW) (part))
- waldegrave (Waldegrave)
- windera-nsw (Windera (NSW))
- yeoval (Yeoval)
- yullundry (Yullundry)

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