City Compass

LLM access for Buloke (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- ballapur (Ballapur)
- banyan (Banyan)
- barrakee (Barrakee)
- berriwillock (Berriwillock)
- bimbourie (Bimbourie)
- birchip (Birchip)
- birchip-west (Birchip West)
- boigbeat (Boigbeat)
- buckrabanyule-part (Buckrabanyule (part))
- bunguluke (Bunguluke)
- carron (Carron)
- charlton-vic (Charlton (Vic.))
- chirrip (Chirrip)
- cokum (Cokum)
- coonooer-bridge-part (Coonooer Bridge (part))
- cope-cope-part (Cope Cope (part))
- corack (Corack)
- corack-east (Corack East)
- culgoa (Culgoa)
- curyo (Curyo)
- donald (Donald)
- dooboobetic (Dooboobetic)
- dumosa (Dumosa)
- gil-gil (Gil Gil)
- glenloth (Glenloth)
- glenloth-east-part (Glenloth East (part))
- jeffcott (Jeffcott)
- jeffcott-north (Jeffcott North)
- jeruk (Jeruk)
- jil-jil (Jil Jil)
- kalpienung (Kalpienung)
- karyrie (Karyrie)
- kinnabulla (Kinnabulla)
- laen (Laen)
- laen-east (Laen East)
- laen-north (Laen North)
- lake-tyrrell (Lake Tyrrell)
- lawler (Lawler)
- litchfield (Litchfield)
- marlbed (Marlbed)
- massey (Massey)
- morton-plains (Morton Plains)
- myall-buloke-vic (Myall (Buloke - Vic.))
- nandaly (Nandaly)
- nareewillock (Nareewillock)
- narraport (Narraport)
- ninda (Ninda)
- nullawil (Nullawil)
- nyarrin (Nyarrin)
- pier-milan (Pier Milan)
- reedy-dam (Reedy Dam)
- rich-avon (Rich Avon)
- sea-lake (Sea Lake)
- springfield-buloke-vic (Springfield (Buloke - Vic.))
- straten (Straten)
- sutton-vic (Sutton (Vic.))
- teddywaddy (Teddywaddy)
- teddywaddy-west (Teddywaddy West)
- thalia (Thalia)
- towaninny-part (Towaninny (part))
- towaninny-south (Towaninny South)
- turriff-east (Turriff East)
- tyenna-vic (Tyenna (Vic.))
- tyrrell-part (Tyrrell (part))
- tyrrell-downs (Tyrrell Downs)
- wangie (Wangie)
- warmur (Warmur)
- warne (Warne)
- watchem (Watchem)
- watchem-west-part (Watchem West (part))
- watchupga (Watchupga)
- whirily (Whirily)
- wilkur (Wilkur)
- willangie (Willangie)
- wooroonook (Wooroonook)
- wycheproof (Wycheproof)
- wycheproof-south (Wycheproof South)
- yawong-hills (Yawong Hills)
- yeungroon (Yeungroon)
- yeungroon-east (Yeungroon East)

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