City Compass

LLM access for Ipswich (C), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- amberley (Amberley)
- ashwell (Ashwell)
- augustine-heights (Augustine Heights)
- barellan-point (Barellan Point)
- basin-pocket (Basin Pocket)
- bellbird-park (Bellbird Park)
- blacksoil (Blacksoil)
- blackstone (Blackstone)
- booval (Booval)
- brassall (Brassall)
- brookwater (Brookwater)
- bundamba (Bundamba)
- calvert-qld (Calvert (Qld))
- camira-qld (Camira (Qld))
- carole-park (Carole Park)
- churchill-qld (Churchill (Qld))
- chuwar-part (Chuwar (part))
- coalfalls (Coalfalls)
- collingwood-park-qld (Collingwood Park (Qld))
- deebing-heights (Deebing Heights)
- dinmore (Dinmore)
- east-ipswich (East Ipswich)
- eastern-heights (Eastern Heights)
- ebbw-vale (Ebbw Vale)
- ebenezer-qld (Ebenezer (Qld))
- flinders-view (Flinders View)
- gailes (Gailes)
- goodna (Goodna)
- goolman (Goolman)
- grandchester (Grandchester)
- haigslea-part (Haigslea (part))
- ipswich (Ipswich)
- ironbark-qld (Ironbark (Qld))
- jeebropilly (Jeebropilly)
- karalee (Karalee)
- karrabin (Karrabin)
- lanefield (Lanefield)
- leichhardt-qld (Leichhardt (Qld))
- lower-mount-walker-part (Lower Mount Walker (part))
- marburg-part (Marburg (part))
- moores-pocket (Moores Pocket)
- mount-forbes-part (Mount Forbes (part))
- mount-marrow (Mount Marrow)
- mount-mort (Mount Mort)
- muirlea (Muirlea)
- new-chum (New Chum)
- newtown-ipswich-qld (Newtown (Ipswich - Qld))
- north-booval (North Booval)
- north-ipswich (North Ipswich)
- north-tivoli (North Tivoli)
- one-mile-qld (One Mile (Qld))
- pine-mountain-qld (Pine Mountain (Qld))
- purga (Purga)
- raceview (Raceview)
- redbank-qld (Redbank (Qld))
- redbank-plains (Redbank Plains)
- ripley (Ripley)
- riverview-qld (Riverview (Qld))
- rosewood-qld (Rosewood (Qld))
- sadliers-crossing (Sadliers Crossing)
- silkstone (Silkstone)
- south-ripley (South Ripley)
- spring-mountain-qld (Spring Mountain (Qld))
- springfield-ipswich-qld (Springfield (Ipswich - Qld))
- springfield-central (Springfield Central)
- springfield-lakes (Springfield Lakes)
- swanbank (Swanbank)
- tallegalla (Tallegalla)
- thagoona (Thagoona)
- the-bluff-ipswich-qld (The Bluff (Ipswich - Qld))
- tivoli (Tivoli)
- walloon (Walloon)
- west-ipswich (West Ipswich)
- white-rock-ipswich-qld (White Rock (Ipswich - Qld))
- willowbank (Willowbank)
- woodend-qld (Woodend (Qld))
- woolshed (Woolshed)
- wulkuraka (Wulkuraka)
- yamanto (Yamanto)

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