City Compass

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

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- arkstone (Arkstone)
- bald-ridge-part (Bald Ridge (part))
- ballyroe (Ballyroe)
- black-springs-nsw (Black Springs (NSW))
- burraga (Burraga)
- chatham-valley (Chatham Valley)
- dog-rocks (Dog Rocks)
- duckmaloi (Duckmaloi)
- edith-nsw (Edith (NSW))
- essington (Essington)
- gilmandyke (Gilmandyke)
- gingkin (Gingkin)
- gurnang (Gurnang)
- hazelgrove (Hazelgrove)
- isabella (Isabella)
- jaunter (Jaunter)
- jenolan (Jenolan)
- jeremy (Jeremy)
- jerrong (Jerrong)
- judds-creek (Judds Creek)
- kanangra (Kanangra)
- mayfield-oberon-nsw (Mayfield (Oberon - NSW))
- mount-david (Mount David)
- mount-olive-oberon-nsw (Mount Olive (Oberon - NSW))
- mount-werong-part (Mount Werong (part))
- mozart (Mozart)
- norway (Norway)
- o-connell-nsw-part (O'Connell (NSW) (part))
- oberon (Oberon)
- paling-yards-oberon-nsw (Paling Yards (Oberon - NSW))
- porters-retreat (Porters Retreat)
- shooters-hill (Shooters Hill)
- the-meadows (The Meadows)
- twenty-forests (Twenty Forests)
- wisemans-creek-part (Wisemans Creek (part))

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