City Compass

LLM access for Hepburn (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- allendale (Allendale)
- basalt-vic (Basalt (Vic.))
- blampied (Blampied)
- broomfield (Broomfield)
- bullarto (Bullarto)
- bullarto-south-part (Bullarto South (part))
- cabbage-tree (Cabbage Tree)
- clunes-vic (Clunes (Vic.))
- clydesdale-vic (Clydesdale (Vic.))
- coomoora (Coomoora)
- creswick-part (Creswick (part))
- creswick-north (Creswick North)
- daylesford (Daylesford)
- dean (Dean)
- denver-part (Denver (part))
- drummond (Drummond)
- drummond-north-part (Drummond North (part))
- dry-diggings (Dry Diggings)
- dunach-part (Dunach (part))
- eganstown (Eganstown)
- elevated-plains (Elevated Plains)
- fern-hill-part (Fern Hill (part))
- franklinford (Franklinford)
- glenlyon-vic (Glenlyon (Vic.))
- hepburn (Hepburn)
- hepburn-springs (Hepburn Springs)
- kingston-vic (Kingston (Vic.))
- kooroocheang (Kooroocheang)
- langdons-hill (Langdons Hill)
- lawrence-vic (Lawrence (Vic.))
- leonards-hill (Leonards Hill)
- little-hampton (Little Hampton)
- lyonville (Lyonville)
- mollongghip-part (Mollongghip (part))
- mount-beckworth (Mount Beckworth)
- mount-franklin (Mount Franklin)
- mount-prospect (Mount Prospect)
- musk (Musk)
- musk-vale (Musk Vale)
- newbury (Newbury)
- newlyn (Newlyn)
- newlyn-north (Newlyn North)
- north-blackwood (North Blackwood)
- porcupine-ridge (Porcupine Ridge)
- rocklyn (Rocklyn)
- sailors-falls (Sailors Falls)
- sailors-hill (Sailors Hill)
- shepherds-flat (Shepherds Flat)
- smeaton (Smeaton)
- smokeytown (Smokeytown)
- springmount (Springmount)
- sulky-part (Sulky (part))
- trentham-part (Trentham (part))
- ullina (Ullina)
- wattle-flat-vic-part (Wattle Flat (Vic.) (part))
- wheatsheaf (Wheatsheaf)
- yandoit (Yandoit)

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