City Compass

LLM access for Golden Plains (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- bamganie (Bamganie)
- bannockburn-vic (Bannockburn (Vic.))
- barunah-park (Barunah Park)
- batesford-part (Batesford (part))
- berringa (Berringa)
- cambrian-hill (Cambrian Hill)
- cape-clear (Cape Clear)
- corindhap (Corindhap)
- dereel (Dereel)
- durdidwarrah (Durdidwarrah)
- enfield-vic (Enfield (Vic.))
- garibaldi (Garibaldi)
- gheringhap (Gheringhap)
- grenville-part (Grenville (part))
- haddon (Haddon)
- happy-valley-golden-plains-vic (Happy Valley (Golden Plains - Vic.))
- hesse (Hesse)
- illabarook (Illabarook)
- inverleigh-part (Inverleigh (part))
- lethbridge (Lethbridge)
- linton-part (Linton (part))
- mannibadar (Mannibadar)
- maude-vic (Maude (Vic.))
- meredith (Meredith)
- mount-mercer (Mount Mercer)
- murgheboluc (Murgheboluc)
- napoleons (Napoleons)
- newtown-golden-plains-vic (Newtown (Golden Plains - Vic.))
- nintingbool (Nintingbool)
- piggoreet (Piggoreet)
- pitfield (Pitfield)
- pittong-part (Pittong (part))
- rokewood (Rokewood)
- rokewood-junction (Rokewood Junction)
- ross-creek-vic (Ross Creek (Vic.))
- russells-bridge (Russells Bridge)
- scarsdale (Scarsdale)
- she-oaks (She Oaks)
- shelford (Shelford)
- smythes-creek-part (Smythes Creek (part))
- smythesdale-part (Smythesdale (part))
- springdallah (Springdallah)
- staffordshire-reef (Staffordshire Reef)
- steiglitz-vic (Steiglitz (Vic.))
- stonehaven (Stonehaven)
- sutherlands-creek (Sutherlands Creek)
- teesdale-vic (Teesdale (Vic.))
- wallinduc (Wallinduc)
- werneth-part (Werneth (part))
- willowvale-vic (Willowvale (Vic.))

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