City Compass

LLM access for Liverpool (C), New South Wales.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- ashcroft (Ashcroft)
- austral (Austral)
- badgerys-creek-part (Badgerys Creek (part))
- bringelly-part (Bringelly (part))
- busby (Busby)
- carnes-hill (Carnes Hill)
- cartwright (Cartwright)
- casula (Casula)
- cecil-hills (Cecil Hills)
- chipping-norton (Chipping Norton)
- edmondson-park (Edmondson Park)
- elizabeth-hills (Elizabeth Hills)
- green-valley-nsw (Green Valley (NSW))
- greendale-liverpool-nsw (Greendale (Liverpool - NSW))
- hammondville (Hammondville)
- heckenberg (Heckenberg)
- hinchinbrook-nsw (Hinchinbrook (NSW))
- holsworthy-part (Holsworthy (part))
- horningsea-park (Horningsea Park)
- hoxton-park (Hoxton Park)
- kemps-creek-part (Kemps Creek (part))
- len-waters-estate (Len Waters Estate)
- liverpool (Liverpool)
- lurnea (Lurnea)
- middleton-grange (Middleton Grange)
- miller (Miller)
- moorebank (Moorebank)
- pleasure-point (Pleasure Point)
- prestons (Prestons)
- rossmore-nsw-part (Rossmore (NSW) (part))
- sadleir (Sadleir)
- voyager-point (Voyager Point)
- warwick-farm (Warwick Farm)
- wattle-grove-nsw (Wattle Grove (NSW))
- west-hoxton (West Hoxton)

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