City Compass

LLM access for Livingstone (S), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- adelaide-park (Adelaide Park)
- bangalee-qld (Bangalee (Qld))
- barlows-hill (Barlows Hill)
- barmaryee (Barmaryee)
- barmoya (Barmoya)
- bondoola (Bondoola)
- bungundarra (Bungundarra)
- byfield (Byfield)
- canal-creek (Canal Creek)
- canoona (Canoona)
- causeway-lake (Causeway Lake)
- cawarral (Cawarral)
- cobraball (Cobraball)
- cooee-bay (Cooee Bay)
- coorooman (Coorooman)
- coowonga (Coowonga)
- emu-park (Emu Park)
- etna-creek (Etna Creek)
- farnborough (Farnborough)
- glendale-qld (Glendale (Qld))
- glenlee-qld (Glenlee (Qld))
- greenlake (Greenlake)
- hidden-valley-qld (Hidden Valley (Qld))
- inverness (Inverness)
- ironpot-livingstone-qld (Ironpot (Livingstone - Qld))
- jardine (Jardine)
- joskeleigh (Joskeleigh)
- keppel-sands (Keppel Sands)
- kinka-beach (Kinka Beach)
- kunwarara (Kunwarara)
- lake-mary (Lake Mary)
- lammermoor (Lammermoor)
- marlborough (Marlborough)
- maryvale-livingstone-qld (Maryvale (Livingstone - Qld))
- meikleville-hill (Meikleville Hill)
- milman (Milman)
- mount-chalmers (Mount Chalmers)
- mount-gardiner (Mount Gardiner)
- mulambin (Mulambin)
- mulara (Mulara)
- nankin (Nankin)
- nerimbera (Nerimbera)
- ogmore (Ogmore)
- pacific-heights (Pacific Heights)
- rockyview (Rockyview)
- rosslyn (Rosslyn)
- rossmoya (Rossmoya)
- sandringham-qld (Sandringham (Qld))
- shoalwater-qld (Shoalwater (Qld))
- stanage (Stanage)
- stockyard-livingstone-qld (Stockyard (Livingstone - Qld))
- tanby (Tanby)
- taranganba (Taranganba)
- taroomball (Taroomball)
- the-caves (The Caves)
- the-keppels (The Keppels)
- thompson-point (Thompson Point)
- tungamull (Tungamull)
- wattlebank (Wattlebank)
- weerriba (Weerriba)
- woodbury-qld (Woodbury (Qld))
- yaamba (Yaamba)
- yeppoon (Yeppoon)
- zilzie (Zilzie)

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