City Compass

LLM access for Moorabool (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- bacchus-marsh (Bacchus Marsh)
- ballan (Ballan)
- balliang-east (Balliang East)
- barkstead (Barkstead)
- barrys-reef (Barrys Reef)
- beremboke (Beremboke)
- blackwood-vic (Blackwood (Vic.))
- blakeville (Blakeville)
- bolwarrah (Bolwarrah)
- bullarook (Bullarook)
- bunding (Bunding)
- bungal (Bungal)
- bungaree-vic (Bungaree (Vic.))
- cargerie (Cargerie)
- clarendon-vic (Clarendon (Vic.))
- claretown (Claretown)
- clarkes-hill (Clarkes Hill)
- coimadai (Coimadai)
- colbrook (Colbrook)
- dales-creek (Dales Creek)
- darley (Darley)
- dunnstown (Dunnstown)
- elaine (Elaine)
- fiskville (Fiskville)
- glenmore-vic (Glenmore (Vic.))
- gordon-vic (Gordon (Vic.))
- greendale-vic (Greendale (Vic.))
- hopetoun-park (Hopetoun Park)
- ingliston (Ingliston)
- korobeit (Korobeit)
- korweinguboora-part (Korweinguboora (part))
- lal-lal (Lal Lal)
- leigh-creek-vic (Leigh Creek (Vic.))
- lerderderg (Lerderderg)
- long-forest (Long Forest)
- maddingley (Maddingley)
- merrimu (Merrimu)
- millbrook-vic (Millbrook (Vic.))
- morrisons (Morrisons)
- mount-doran (Mount Doran)
- mount-egerton (Mount Egerton)
- mount-wallace (Mount Wallace)
- myrniong (Myrniong)
- navigators (Navigators)
- parwan-part (Parwan (part))
- pentland-hills (Pentland Hills)
- pootilla (Pootilla)
- rowsley (Rowsley)
- spargo-creek (Spargo Creek)
- springbank (Springbank)
- wallace (Wallace)
- yendon (Yendon)

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