City Compass

LLM access for Baw Baw (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- aberfeldy (Aberfeldy)
- ada (Ada)
- allambee (Allambee)
- allambee-reserve-part (Allambee Reserve (part))
- amor (Amor)
- athlone (Athlone)
- baw-baw-vic (Baw Baw (Vic.))
- bona-vista (Bona Vista)
- boola (Boola)
- brandy-creek-vic (Brandy Creek (Vic.))
- bravington (Bravington)
- buln-buln (Buln Buln)
- buln-buln-east (Buln Buln East)
- caringal (Caringal)
- childers-vic (Childers (Vic.))
- cloverlea (Cloverlea)
- coalville (Coalville)
- crossover (Crossover)
- darnum (Darnum)
- drouin (Drouin)
- drouin-east (Drouin East)
- drouin-south (Drouin South)
- drouin-west (Drouin West)
- ellinbank (Ellinbank)
- erica (Erica)
- ferndale-vic (Ferndale (Vic.))
- fumina (Fumina)
- fumina-south (Fumina South)
- gainsborough (Gainsborough)
- gentle-annie (Gentle Annie)
- hallora (Hallora)
- hill-end-vic (Hill End (Vic.))
- icy-creek (Icy Creek)
- jacob-creek (Jacob Creek)
- jericho-vic (Jericho (Vic.))
- jindivick (Jindivick)
- labertouche (Labertouche)
- lardner (Lardner)
- lillico-vic (Lillico (Vic.))
- loch-valley (Loch Valley)
- longwarry-part (Longwarry (part))
- longwarry-north (Longwarry North)
- modella-part (Modella (part))
- moondarra (Moondarra)
- mountain-view-vic (Mountain View (Vic.))
- narracan-part (Narracan (part))
- nayook (Nayook)
- neerim (Neerim)
- neerim-east (Neerim East)
- neerim-junction (Neerim Junction)
- neerim-north (Neerim North)
- neerim-south (Neerim South)
- nilma (Nilma)
- nilma-north (Nilma North)
- noojee (Noojee)
- piedmont (Piedmont)
- rawson (Rawson)
- ripplebrook (Ripplebrook)
- rokeby-vic (Rokeby (Vic.))
- seaview (Seaview)
- shady-creek (Shady Creek)
- tanjil (Tanjil)
- tanjil-bren (Tanjil Bren)
- tanjil-south-part (Tanjil South (part))
- tetoora-road (Tetoora Road)
- thomson-baw-baw-vic (Thomson (Baw Baw - Vic.))
- thorpdale (Thorpdale)
- thorpdale-south (Thorpdale South)
- toombon (Toombon)
- toorongo-part (Toorongo (part))
- torwood (Torwood)
- trafalgar-vic (Trafalgar (Vic.))
- trafalgar-east (Trafalgar East)
- trafalgar-south (Trafalgar South)
- vesper (Vesper)
- walhalla-part (Walhalla (part))
- warragul (Warragul)
- warragul-south (Warragul South)
- warragul-west (Warragul West)
- westbury-vic (Westbury (Vic.))
- willow-grove (Willow Grove)
- yarragon (Yarragon)
- yarragon-south (Yarragon South)

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