City Compass

LLM access for Greater Geraldton (C), Western Australia.

Entry point: https://citycompass.com.au/greater-geraldton-c/community
Catalog: https://citycompass.com.au/greater-geraldton-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/greater-geraldton-c/community
https://citycompass.com.au/greater-geraldton-c/community/{suburb}
https://citycompass.com.au/greater-geraldton-c/community/api/{category}/{topic}.json
https://citycompass.com.au/greater-geraldton-c/community/api/{category}/{topic}.csv
https://citycompass.com.au/greater-geraldton-c/community/{category}/{topic}
https://citycompass.com.au/greater-geraldton-c/community/{category}/{topic}?view=change
https://citycompass.com.au/greater-geraldton-c/community/{category}/{topic}?view=compare
https://citycompass.com.au/greater-geraldton-c/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/greater-geraldton-c/community/specialist/{topic}
https://citycompass.com.au/greater-geraldton-c/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/greater-geraldton-c/community/{suburb}/{category}/{topic}
https://citycompass.com.au/greater-geraldton-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.

Suburbs in this LGA (use as {suburb} in route patterns above):
- ambania (Ambania)
- beachlands (Beachlands)
- beresford (Beresford)
- bluff-point (Bluff Point)
- bootenal (Bootenal)
- bringo (Bringo)
- burma-road (Burma Road)
- cape-burney (Cape Burney)
- deepdale (Deepdale)
- devils-creek (Devils Creek)
- drummond-cove (Drummond Cove)
- east-chapman (East Chapman)
- ellendale-wa (Ellendale (WA))
- eradu (Eradu)
- eradu-south (Eradu South)
- georgina-wa (Georgina (WA))
- geraldton (Geraldton)
- glenfield-wa (Glenfield (WA))
- greenough (Greenough)
- houtman-abrolhos (Houtman Abrolhos)
- karloo (Karloo)
- kojarena (Kojarena)
- mahomets-flats (Mahomets Flats)
- meru (Meru)
- minnenooka (Minnenooka)
- moonyoonooka (Moonyoonooka)
- moresby-wa (Moresby (WA))
- mount-hill (Mount Hill)
- mount-tarcoola (Mount Tarcoola)
- mullewa (Mullewa)
- narngulu (Narngulu)
- northern-gully (Northern Gully)
- nunierra (Nunierra)
- pindar (Pindar)
- rangeway (Rangeway)
- rudds-gully (Rudds Gully)
- sandsprings (Sandsprings)
- south-greenough (South Greenough)
- spalding-wa (Spalding (WA))
- strathalbyn-wa (Strathalbyn (WA))
- sunset-beach (Sunset Beach)
- tarcoola-beach (Tarcoola Beach)
- tardun (Tardun)
- tenindewa (Tenindewa)
- tibradden (Tibradden)
- utakarra (Utakarra)
- waggrakine-part (Waggrakine (part))
- walkaway (Walkaway)
- wandina (Wandina)
- webberton (Webberton)
- west-casuarinas (West Casuarinas)
- west-end-wa (West End (WA))
- wicherina (Wicherina)
- wicherina-south (Wicherina South)
- wongoondy (Wongoondy)
- wonthella (Wonthella)
- woorree (Woorree)

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