City Compass

LLM access for Wakefield (DC), South Australia.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- alma-sa-part (Alma (SA) (part))
- avon-sa (Avon (SA))
- balaklava (Balaklava)
- barunga-gap (Barunga Gap)
- beaufort-sa (Beaufort (SA))
- blyth (Blyth)
- bowillia (Bowillia)
- bowmans (Bowmans)
- brinkworth (Brinkworth)
- bumbunga (Bumbunga)
- burnsfield (Burnsfield)
- condowie (Condowie)
- dalkey (Dalkey)
- erith (Erith)
- everard-central (Everard Central)
- goyder (Goyder)
- halbury-part (Halbury (part))
- hamley-bridge-part (Hamley Bridge (part))
- hart-sa (Hart (SA))
- hope-gap (Hope Gap)
- hoskin-corner (Hoskin Corner)
- hoyleton-part (Hoyleton (part))
- inkerman-sa (Inkerman (SA))
- kallora (Kallora)
- kybunga (Kybunga)
- lake-view (Lake View)
- lochiel-sa (Lochiel (SA))
- marola (Marola)
- mount-templeton (Mount Templeton)
- nantawarra (Nantawarra)
- owen (Owen)
- pinery (Pinery)
- port-wakefield (Port Wakefield)
- proof-range (Proof Range)
- rochester-sa (Rochester (SA))
- saints (Saints)
- salter-springs-part (Salter Springs (part))
- snowtown (Snowtown)
- stockyard-creek-sa (Stockyard Creek (SA))
- stow (Stow)
- watchman (Watchman)
- whitwarta (Whitwarta)

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