City Compass

LLM access for Latrobe (C) (Vic.), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- boolarra (Boolarra)
- boolarra-south (Boolarra South)
- budgeree (Budgeree)
- callignee (Callignee)
- churchill-vic (Churchill (Vic.))
- driffield (Driffield)
- flynn-vic-part (Flynn (Vic.) (part))
- flynns-creek (Flynns Creek)
- glengarry-vic-part (Glengarry (Vic.) (part))
- glengarry-north-part (Glengarry North (part))
- glengarry-west (Glengarry West)
- grand-ridge-part (Grand Ridge (part))
- hazelwood (Hazelwood)
- hazelwood-north (Hazelwood North)
- hazelwood-south (Hazelwood South)
- hernes-oak (Hernes Oak)
- jeeralang (Jeeralang)
- jeeralang-junction (Jeeralang Junction)
- jumbuk (Jumbuk)
- koornalla (Koornalla)
- loy-yang (Loy Yang)
- maryvale-vic (Maryvale (Vic.))
- moe-part (Moe (part))
- moe-south-part (Moe South (part))
- morwell (Morwell)
- mount-tassie (Mount Tassie)
- newborough (Newborough)
- toongabbie-vic-part (Toongabbie (Vic.) (part))
- traralgon (Traralgon)
- traralgon-east (Traralgon East)
- traralgon-south (Traralgon South)
- tyers (Tyers)
- yallourn (Yallourn)
- yallourn-north-part (Yallourn North (part))
- yinnar (Yinnar)
- yinnar-south (Yinnar South)

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