City Compass

LLM access for Southern Grampians (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- balmoral-vic (Balmoral (Vic.))
- bochara (Bochara)
- branxholme-part (Branxholme (part))
- brit-brit (Brit Brit)
- buckley-swamp (Buckley Swamp)
- bulart (Bulart)
- byaduk-part (Byaduk (part))
- byaduk-north (Byaduk North)
- carapook-part (Carapook (part))
- cavendish (Cavendish)
- cherrypool (Cherrypool)
- clover-flat-part (Clover Flat (part))
- coleraine (Coleraine)
- coojar (Coojar)
- croxton-east (Croxton East)
- culla (Culla)
- dunkeld-vic-part (Dunkeld (Vic.) (part))
- englefield (Englefield)
- gatum (Gatum)
- gazette (Gazette)
- glenisla (Glenisla)
- glenthompson-part (Glenthompson (part))
- grampians (Grampians)
- gringegalgona (Gringegalgona)
- gritjurk (Gritjurk)
- hamilton-vic (Hamilton (Vic.))
- hensley-park (Hensley Park)
- hilgay (Hilgay)
- karabeal (Karabeal)
- konongwootong (Konongwootong)
- melville-forest (Melville Forest)
- mirranatwa (Mirranatwa)
- mooralla (Mooralla)
- morgiana (Morgiana)
- mount-napier (Mount Napier)
- moutajup (Moutajup)
- muntham-part (Muntham (part))
- nareeb-part (Nareeb (part))
- nareen-part (Nareen (part))
- penshurst-vic-part (Penshurst (Vic.) (part))
- pigeon-ponds (Pigeon Ponds)
- rocklands (Rocklands)
- strathkellar (Strathkellar)
- tabor (Tabor)
- tahara-part (Tahara (part))
- tarrayoukyan (Tarrayoukyan)
- tarrenlea (Tarrenlea)
- tarrington (Tarrington)
- vasey (Vasey)
- victoria-point-vic (Victoria Point (Vic.))
- victoria-valley-vic (Victoria Valley (Vic.))
- wannon (Wannon)
- warrayure (Warrayure)
- woodhouse (Woodhouse)
- wootong-vale (Wootong Vale)
- yatchaw (Yatchaw)
- yulecart (Yulecart)

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