City Compass

LLM access for Greater Shepparton (C), Victoria.

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

Example API calls:
https://citycompass.com.au/greater-shepparton-c/community/api/population/service-age-groups.json?area=arcadia-vic&benchmark=gccsa&sex=persons
https://citycompass.com.au/greater-shepparton-c/community/api/income/household-income-quartiles.json?area=arcadia-vic&benchmark=gccsa&sex=persons
https://citycompass.com.au/greater-shepparton-c/community/api/housing/dwellings.json?area=arcadia-vic&benchmark=gccsa&sex=persons

Suburbs in this LGA (use as {suburb} in route patterns above):
- arcadia-vic (Arcadia (Vic.))
- ardmona (Ardmona)
- bunbartha (Bunbartha)
- byrneside (Byrneside)
- caniambo (Caniambo)
- congupna (Congupna)
- cooma-vic (Cooma (Vic.))
- coomboona (Coomboona)
- cosgrove-vic (Cosgrove (Vic.))
- cosgrove-south (Cosgrove South)
- dhurringile (Dhurringile)
- dookie (Dookie)
- dookie-college (Dookie College)
- gillieston (Gillieston)
- girgarre-east (Girgarre East)
- gowangardie (Gowangardie)
- grahamvale (Grahamvale)
- harston (Harston)
- karramomus (Karramomus)
- katandra (Katandra)
- katandra-west (Katandra West)
- kialla (Kialla)
- kialla-east (Kialla East)
- kialla-west (Kialla West)
- kyabram-south (Kyabram South)
- lemnos (Lemnos)
- major-plains-part (Major Plains (part))
- marionvale (Marionvale)
- merrigum (Merrigum)
- moorilim-part (Moorilim (part))
- mooroopna (Mooroopna)
- mooroopna-north (Mooroopna North)
- mooroopna-north-west (Mooroopna North West)
- mount-major (Mount Major)
- murchison-vic (Murchison (Vic.))
- murchison-east (Murchison East)
- murchison-north (Murchison North)
- nalinga (Nalinga)
- orrvale (Orrvale)
- pine-lodge-vic (Pine Lodge (Vic.))
- shepparton (Shepparton)
- shepparton-east (Shepparton East)
- shepparton-north (Shepparton North)
- st-germains (St Germains)
- tallygaroopna (Tallygaroopna)
- tamleugh-north (Tamleugh North)
- tatura (Tatura)
- tatura-east (Tatura East)
- toolamba (Toolamba)
- toolamba-west (Toolamba West)
- undera (Undera)
- zeerust (Zeerust)

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