City Compass

LLM access for Gladstone (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- agnes-water (Agnes Water)
- aldoga (Aldoga)
- ambrose (Ambrose)
- baffle-creek (Baffle Creek)
- barney-point (Barney Point)
- beecher (Beecher)
- benaraby (Benaraby)
- berajondo (Berajondo)
- bororen (Bororen)
- boyne-island (Boyne Island)
- boyne-valley (Boyne Valley)
- boynedale (Boynedale)
- bracewell (Bracewell)
- burua (Burua)
- byellee (Byellee)
- callemondah (Callemondah)
- calliope-qld (Calliope (Qld))
- captain-creek (Captain Creek)
- clinton-qld (Clinton (Qld))
- colosseum (Colosseum)
- coral-sea-part (Coral Sea (part))
- curtis-island (Curtis Island)
- darts-creek (Darts Creek)
- deepwater-qld (Deepwater (Qld))
- diglum (Diglum)
- east-end (East End)
- euleilah (Euleilah)
- eurimbula (Eurimbula)
- foreshores (Foreshores)
- gindoran (Gindoran)
- gladstone-central (Gladstone Central)
- gladstone-harbour (Gladstone Harbour)
- glen-eden (Glen Eden)
- iveragh (Iveragh)
- kin-kora (Kin Kora)
- kirkwood (Kirkwood)
- lowmead (Lowmead)
- machine-creek (Machine Creek)
- miriam-vale (Miriam Vale)
- mount-alma (Mount Alma)
- mount-larcom (Mount Larcom)
- mount-maria (Mount Maria)
- mount-tom (Mount Tom)
- new-auckland (New Auckland)
- o-connell-qld (O'Connell (Qld))
- oyster-creek (Oyster Creek)
- raglan-qld (Raglan (Qld))
- river-ranch (River Ranch)
- rodds-bay (Rodds Bay)
- rosedale-qld-part (Rosedale (Qld) (part))
- round-hill-qld (Round Hill (Qld))
- rules-beach (Rules Beach)
- seventeen-seventy (Seventeen Seventy)
- south-gladstone (South Gladstone)
- south-trees (South Trees)
- sun-valley-qld (Sun Valley (Qld))
- tablelands-gladstone-qld (Tablelands (Gladstone - Qld))
- tannum-sands (Tannum Sands)
- taragoola (Taragoola)
- targinnie (Targinnie)
- taunton-qld (Taunton (Qld))
- telina (Telina)
- the-narrows-qld (The Narrows (Qld))
- toolooa (Toolooa)
- turkey-beach (Turkey Beach)
- west-gladstone (West Gladstone)
- west-stowe (West Stowe)
- wooderson (Wooderson)
- wurdong-heights (Wurdong Heights)
- yarwun (Yarwun)

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