City Compass

LLM access for Gingin (S), Western Australia.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- bambun (Bambun)
- beermullah (Beermullah)
- boonanarring (Boonanarring)
- breera (Breera)
- breton-bay (Breton Bay)
- caraban (Caraban)
- coonabidgee (Coonabidgee)
- cowalla (Cowalla)
- cullalla (Cullalla)
- gabbadah (Gabbadah)
- gingin (Gingin)
- ginginup (Ginginup)
- granville-wa (Granville (WA))
- guilderton (Guilderton)
- karakin (Karakin)
- lancelin (Lancelin)
- ledge-point (Ledge Point)
- lennard-brook (Lennard Brook)
- mindarra (Mindarra)
- moondah (Moondah)
- moore-river-national-park (Moore River National Park)
- muckenburra (Muckenburra)
- neergabby (Neergabby)
- nilgen (Nilgen)
- orange-springs (Orange Springs)
- red-gully (Red Gully)
- seabird (Seabird)
- wanerie (Wanerie)
- wilbinga (Wilbinga)
- woodridge-wa (Woodridge (WA))
- yeal (Yeal)

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