City Compass

LLM access for Pyrenees (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- amphitheatre (Amphitheatre)
- avoca-vic (Avoca (Vic.))
- barkly-vic (Barkly (Vic.))
- beaufort-vic (Beaufort (Vic.))
- brewster (Brewster)
- burnbank (Burnbank)
- carngham (Carngham)
- carranballac (Carranballac)
- chepstowe (Chepstowe)
- chute (Chute)
- cross-roads-vic (Cross Roads (Vic.))
- crowlands-part (Crowlands (part))
- ercildoune-part (Ercildoune (part))
- evansford-part (Evansford (part))
- frenchmans (Frenchmans)
- glenbrae (Glenbrae)
- glenlofty (Glenlofty)
- glenlogie-part (Glenlogie (part))
- glenpatrick (Glenpatrick)
- hillcrest-vic (Hillcrest (Vic.))
- homebush-vic (Homebush (Vic.))
- lake-goldsmith (Lake Goldsmith)
- lake-wongan (Lake Wongan)
- lamplough (Lamplough)
- landsborough-vic (Landsborough (Vic.))
- langi-kal-kal (Langi Kal Kal)
- lexton (Lexton)
- main-lead (Main Lead)
- mena-park (Mena Park)
- middle-creek-part (Middle Creek (part))
- moonambel (Moonambel)
- mount-emu (Mount Emu)
- mount-lonarch (Mount Lonarch)
- natte-yallock-part (Natte Yallock (part))
- nerring (Nerring)
- nowhere-creek (Nowhere Creek)
- percydale (Percydale)
- raglan-vic (Raglan (Vic.))
- rathscar (Rathscar)
- rathscar-west (Rathscar West)
- redbank-vic-part (Redbank (Vic.) (part))
- snake-valley (Snake Valley)
- stockyard-hill (Stockyard Hill)
- stoneleigh-vic (Stoneleigh (Vic.))
- tanwood (Tanwood)
- trawalla (Trawalla)
- warrenmang (Warrenmang)
- waterloo-vic (Waterloo (Vic.))
- waubra-part (Waubra (part))

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