City Compass

LLM access for Strathbogie (S), Victoria.

Entry point: https://citycompass.com.au/strathbogie-s/community
Catalog: https://citycompass.com.au/strathbogie-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/strathbogie-s/community
https://citycompass.com.au/strathbogie-s/community/{suburb}
https://citycompass.com.au/strathbogie-s/community/api/{category}/{topic}.json
https://citycompass.com.au/strathbogie-s/community/api/{category}/{topic}.csv
https://citycompass.com.au/strathbogie-s/community/{category}/{topic}
https://citycompass.com.au/strathbogie-s/community/{category}/{topic}?view=change
https://citycompass.com.au/strathbogie-s/community/{category}/{topic}?view=compare
https://citycompass.com.au/strathbogie-s/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/strathbogie-s/community/specialist/{topic}
https://citycompass.com.au/strathbogie-s/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/strathbogie-s/community/{suburb}/{category}/{topic}
https://citycompass.com.au/strathbogie-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):
- arcadia-south (Arcadia South)
- avenel-part (Avenel (part))
- bailieston (Bailieston)
- balmattum (Balmattum)
- boho (Boho)
- boho-south-part (Boho South (part))
- creek-junction-part (Creek Junction (part))
- creightons-creek (Creightons Creek)
- earlston (Earlston)
- euroa (Euroa)
- gooram (Gooram)
- goulburn-weir (Goulburn Weir)
- graytown (Graytown)
- kelvin-view (Kelvin View)
- kirwans-bridge (Kirwans Bridge)
- kithbrook (Kithbrook)
- koonda (Koonda)
- locksley-vic (Locksley (Vic.))
- longwood-vic (Longwood (Vic.))
- longwood-east (Longwood East)
- mangalore-vic-part (Mangalore (Vic.) (part))
- marraweeney (Marraweeney)
- miepoll (Miepoll)
- mitchellstown (Mitchellstown)
- moglonemby (Moglonemby)
- molka (Molka)
- moormbool-west (Moormbool West)
- nagambie (Nagambie)
- pranjip (Pranjip)
- riggs-creek (Riggs Creek)
- ruffy-part (Ruffy (part))
- sheans-creek (Sheans Creek)
- strathbogie (Strathbogie)
- tabilk (Tabilk)
- tamleugh (Tamleugh)
- tarcombe-part (Tarcombe (part))
- upotipotpon (Upotipotpon)
- upton-hill (Upton Hill)
- violet-town-part (Violet Town (part))
- wahring (Wahring)
- whroo-part (Whroo (part))
- wirrate (Wirrate)

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