City Compass

LLM access for Somerset (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- atkinsons-dam (Atkinsons Dam)
- avoca-vale (Avoca Vale)
- banks-creek-part (Banks Creek (part))
- biarra (Biarra)
- borallon (Borallon)
- braemore (Braemore)
- bryden (Bryden)
- buaraba (Buaraba)
- caboonbah (Caboonbah)
- clarendon-qld (Clarendon (Qld))
- coal-creek (Coal Creek)
- colinton-qld (Colinton (Qld))
- cooeeimbardi (Cooeeimbardi)
- coolana (Coolana)
- coominya (Coominya)
- cressbrook (Cressbrook)
- crossdale (Crossdale)
- dundas-qld (Dundas (Qld))
- england-creek-part (England Creek (part))
- esk-qld (Esk (Qld))
- eskdale-qld (Eskdale (Qld))
- fairney-view (Fairney View)
- fernvale-qld (Fernvale (Qld))
- fulham-qld (Fulham (Qld))
- glamorgan-vale (Glamorgan Vale)
- glen-esk (Glen Esk)
- glenfern-qld (Glenfern (Qld))
- gregors-creek (Gregors Creek)
- harlin (Harlin)
- hazeldean (Hazeldean)
- ivory-creek (Ivory Creek)
- jimna (Jimna)
- kilcoy (Kilcoy)
- kingaham (Kingaham)
- lake-manchester-part (Lake Manchester (part))
- lake-wivenhoe (Lake Wivenhoe)
- lark-hill (Lark Hill)
- linville (Linville)
- lower-cressbrook (Lower Cressbrook)
- lowood (Lowood)
- minden (Minden)
- monsildale (Monsildale)
- moombra (Moombra)
- moore (Moore)
- mount-archer-somerset-qld (Mount Archer (Somerset - Qld))
- mount-beppo (Mount Beppo)
- mount-byron (Mount Byron)
- mount-hallen (Mount Hallen)
- mount-kilcoy (Mount Kilcoy)
- mount-stanley (Mount Stanley)
- mount-tarampa (Mount Tarampa)
- murrumba (Murrumba)
- ottaba (Ottaba)
- patrick-estate (Patrick Estate)
- prenzlau (Prenzlau)
- redbank-creek (Redbank Creek)
- rifle-range (Rifle Range)
- royston (Royston)
- sandy-creek-qld (Sandy Creek (Qld))
- scrub-creek (Scrub Creek)
- sheep-station-creek (Sheep Station Creek)
- somerset-dam (Somerset Dam)
- split-yard-creek (Split Yard Creek)
- tarampa (Tarampa)
- toogoolawah (Toogoolawah)
- vernor (Vernor)
- villeneuve (Villeneuve)
- wanora (Wanora)
- westvale (Westvale)
- winya (Winya)
- wivenhoe-hill (Wivenhoe Hill)
- wivenhoe-pocket (Wivenhoe Pocket)
- woolmar (Woolmar)
- yimbun (Yimbun)

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