City Compass

LLM access for South Gippsland (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- agnes (Agnes)
- allambee-south (Allambee South)
- arawata (Arawata)
- baromi (Baromi)
- bena (Bena)
- bennison (Bennison)
- berrys-creek (Berrys Creek)
- boolarong (Boolarong)
- boorool (Boorool)
- buffalo (Buffalo)
- darlimurla (Darlimurla)
- delburn-part (Delburn (part))
- dollar (Dollar)
- dumbalk (Dumbalk)
- dumbalk-north (Dumbalk North)
- fairbank (Fairbank)
- fish-creek (Fish Creek)
- foster (Foster)
- foster-north (Foster North)
- gunyah (Gunyah)
- hallston (Hallston)
- hazel-park (Hazel Park)
- hedley-part (Hedley (part))
- jeetho (Jeetho)
- jumbunna (Jumbunna)
- kardella (Kardella)
- kardella-south (Kardella South)
- kongwak-part (Kongwak (part))
- koonwarra (Koonwarra)
- koorooman (Koorooman)
- korumburra (Korumburra)
- korumburra-south (Korumburra South)
- leongatha (Leongatha)
- leongatha-north (Leongatha North)
- leongatha-south (Leongatha South)
- loch-part (Loch (part))
- mardan (Mardan)
- meeniyan (Meeniyan)
- middle-tarwin (Middle Tarwin)
- mirboo-part (Mirboo (part))
- mirboo-north (Mirboo North)
- mount-best (Mount Best)
- mount-eccles (Mount Eccles)
- nerrena (Nerrena)
- nyora-vic-part (Nyora (Vic.) (part))
- outtrim-part (Outtrim (part))
- poowong (Poowong)
- poowong-east-part (Poowong East (part))
- poowong-north-part (Poowong North (part))
- port-franklin (Port Franklin)
- port-welshpool (Port Welshpool)
- pound-creek-part (Pound Creek (part))
- ranceby (Ranceby)
- ruby (Ruby)
- sandy-point-vic (Sandy Point (Vic.))
- stony-creek-south-gippsland-vic (Stony Creek (South Gippsland - Vic.))
- strzelecki-vic-part (Strzelecki (Vic.) (part))
- tarwin (Tarwin)
- tarwin-lower (Tarwin Lower)
- toora-vic (Toora (Vic.))
- toora-north-part (Toora North (part))
- trida-part (Trida (part))
- turtons-creek (Turtons Creek)
- venus-bay-vic (Venus Bay (Vic.))
- walkerville-vic (Walkerville (Vic.))
- walkerville-north (Walkerville North)
- walkerville-south (Walkerville South)
- waratah-bay (Waratah Bay)
- welshpool-vic (Welshpool (Vic.))
- whitelaw (Whitelaw)
- wild-dog-valley-vic (Wild Dog Valley (Vic.))
- wilsons-promontory-part (Wilsons Promontory (part))
- wonga (Wonga)
- woorarra-east (Woorarra East)
- woorarra-west (Woorarra West)
- wooreen (Wooreen)
- yanakie-part (Yanakie (part))

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