City Compass

LLM access for Glenelg (S), Victoria.

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

Example API calls:
https://citycompass.com.au/glenelg-s/community/api/population/service-age-groups.json?area=allestree&benchmark=gccsa&sex=persons
https://citycompass.com.au/glenelg-s/community/api/income/household-income-quartiles.json?area=allestree&benchmark=gccsa&sex=persons
https://citycompass.com.au/glenelg-s/community/api/housing/dwellings.json?area=allestree&benchmark=gccsa&sex=persons

Suburbs in this LGA (use as {suburb} in route patterns above):
- allestree (Allestree)
- bahgallah (Bahgallah)
- bolwarra-vic (Bolwarra (Vic.))
- breakaway-creek-part (Breakaway Creek (part))
- brimboal (Brimboal)
- cape-bridgewater (Cape Bridgewater)
- cashmore (Cashmore)
- casterton (Casterton)
- condah (Condah)
- corndale-vic (Corndale (Vic.))
- dartmoor-vic (Dartmoor (Vic.))
- digby (Digby)
- drik-drik (Drik Drik)
- drumborg (Drumborg)
- dunrobin (Dunrobin)
- dutton-way (Dutton Way)
- gorae (Gorae)
- gorae-west (Gorae West)
- grassdale-vic (Grassdale (Vic.))
- greenwald (Greenwald)
- heathmere (Heathmere)
- henty-vic (Henty (Vic.))
- heywood (Heywood)
- homerton (Homerton)
- hotspur (Hotspur)
- killara-glenelg-vic (Killara (Glenelg - Vic.))
- lake-condah (Lake Condah)
- lake-mundi (Lake Mundi)
- lindsay (Lindsay)
- lyons-vic (Lyons (Vic.))
- merino (Merino)
- milltown (Milltown)
- mount-richmond (Mount Richmond)
- mumbannar (Mumbannar)
- myamyn (Myamyn)
- nangeela (Nangeela)
- narrawong (Narrawong)
- nelson-vic (Nelson (Vic.))
- paschendale (Paschendale)
- portland-vic (Portland (Vic.))
- portland-north (Portland North)
- portland-west (Portland West)
- sandford-vic (Sandford (Vic.))
- strathdownie (Strathdownie)
- tahara-bridge (Tahara Bridge)
- tahara-west (Tahara West)
- tyrendarra (Tyrendarra)
- wallacedale-part (Wallacedale (part))
- wando-bridge (Wando Bridge)
- wando-vale-part (Wando Vale (part))
- warrock (Warrock)
- winnap (Winnap)

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