City Compass

LLM access for Albany (C), Western Australia.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- albany (Albany)
- bayonet-head (Bayonet Head)
- big-grove (Big Grove)
- bornholm (Bornholm)
- centennial-park-wa (Centennial Park (WA))
- cheynes (Cheynes)
- collingwood-heights (Collingwood Heights)
- collingwood-park-wa (Collingwood Park (WA))
- cuthbert (Cuthbert)
- drome (Drome)
- elleker (Elleker)
- emu-point (Emu Point)
- gledhow (Gledhow)
- gnowellen (Gnowellen)
- goode-beach (Goode Beach)
- green-range (Green Range)
- green-valley-wa (Green Valley (WA))
- kalgan (Kalgan)
- king-river (King River)
- kojaneerup-south (Kojaneerup South)
- kronkup (Kronkup)
- lange (Lange)
- little-grove (Little Grove)
- lockyer-wa (Lockyer (WA))
- lower-king (Lower King)
- lowlands (Lowlands)
- manypeaks (Manypeaks)
- marbelup (Marbelup)
- mckail (McKail)
- mettler (Mettler)
- middleton-beach (Middleton Beach)
- millbrook-wa (Millbrook (WA))
- milpara (Milpara)
- mira-mar (Mira Mar)
- mount-clarence (Mount Clarence)
- mount-elphinstone (Mount Elphinstone)
- mount-melville (Mount Melville)
- nanarup (Nanarup)
- napier (Napier)
- nullaki (Nullaki)
- orana (Orana)
- palmdale-wa (Palmdale (WA))
- port-albany (Port Albany)
- redmond (Redmond)
- redmond-west (Redmond West)
- robinson (Robinson)
- sandpatch (Sandpatch)
- seppings (Seppings)
- south-stirling (South Stirling)
- spencer-park (Spencer Park)
- torbay (Torbay)
- torndirrup (Torndirrup)
- vancouver-peninsula (Vancouver Peninsula)
- walmsley (Walmsley)
- warrenup (Warrenup)
- wellstead (Wellstead)
- west-cape-howe (West Cape Howe)
- willyung (Willyung)
- yakamia (Yakamia)
- youngs-siding (Youngs Siding)

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