City Compass

LLM access for Greater Geelong (C), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- anakie-part (Anakie (part))
- armstrong-creek-vic (Armstrong Creek (Vic.))
- avalon (Avalon)
- balliang-part (Balliang (part))
- barwon-heads (Barwon Heads)
- bell-park (Bell Park)
- bell-post-hill (Bell Post Hill)
- bellarine (Bellarine)
- belmont-vic (Belmont (Vic.))
- breakwater (Breakwater)
- breamlea-part (Breamlea (part))
- ceres (Ceres)
- charlemont (Charlemont)
- clifton-springs (Clifton Springs)
- connewarre-part (Connewarre (part))
- corio (Corio)
- curlewis-vic (Curlewis (Vic.))
- drumcondra (Drumcondra)
- drysdale (Drysdale)
- east-geelong (East Geelong)
- fyansford (Fyansford)
- geelong (Geelong)
- geelong-west (Geelong West)
- grovedale (Grovedale)
- hamlyn-heights (Hamlyn Heights)
- herne-hill-vic (Herne Hill (Vic.))
- highton (Highton)
- indented-head (Indented Head)
- lara (Lara)
- leopold (Leopold)
- lovely-banks (Lovely Banks)
- manifold-heights (Manifold Heights)
- mannerim (Mannerim)
- marcus-hill (Marcus Hill)
- marshall (Marshall)
- moolap (Moolap)
- moorabool (Moorabool)
- mount-duneed-part (Mount Duneed (part))
- newcomb (Newcomb)
- newtown-greater-geelong-vic (Newtown (Greater Geelong - Vic.))
- norlane (Norlane)
- north-geelong (North Geelong)
- north-shore-vic (North Shore (Vic.))
- ocean-grove (Ocean Grove)
- point-lonsdale-part (Point Lonsdale (part))
- point-wilson (Point Wilson)
- portarlington (Portarlington)
- rippleside (Rippleside)
- south-geelong (South Geelong)
- st-albans-park (St Albans Park)
- st-leonards-vic (St Leonards (Vic.))
- staughton-vale (Staughton Vale)
- swan-bay-vic-part (Swan Bay (Vic.) (part))
- thomson-greater-geelong-vic (Thomson (Greater Geelong - Vic.))
- wallington (Wallington)
- wandana-heights (Wandana Heights)
- waurn-ponds (Waurn Ponds)
- whittington (Whittington)

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