City Compass

LLM access for Sutherland Shire (A), New South Wales.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- alfords-point (Alfords Point)
- bangor-nsw (Bangor (NSW))
- barden-ridge (Barden Ridge)
- bonnet-bay (Bonnet Bay)
- bundeena (Bundeena)
- burraneer (Burraneer)
- caringbah (Caringbah)
- caringbah-south (Caringbah South)
- como-nsw (Como (NSW))
- cronulla (Cronulla)
- dolans-bay (Dolans Bay)
- engadine (Engadine)
- grays-point (Grays Point)
- greenhills-beach (Greenhills Beach)
- gymea (Gymea)
- gymea-bay (Gymea Bay)
- heathcote-nsw (Heathcote (NSW))
- illawong (Illawong)
- jannali (Jannali)
- kangaroo-point-nsw (Kangaroo Point (NSW))
- kareela (Kareela)
- kirrawee (Kirrawee)
- kurnell (Kurnell)
- lilli-pilli-sutherland-shire-nsw (Lilli Pilli (Sutherland Shire - NSW))
- loftus (Loftus)
- lucas-heights (Lucas Heights)
- maianbar (Maianbar)
- menai (Menai)
- miranda-nsw (Miranda (NSW))
- oyster-bay (Oyster Bay)
- port-hacking (Port Hacking)
- royal-national-park (Royal National Park)
- sandy-point-nsw (Sandy Point (NSW))
- sutherland-nsw (Sutherland (NSW))
- sylvania (Sylvania)
- sylvania-waters (Sylvania Waters)
- taren-point (Taren Point)
- waterfall (Waterfall)
- woolooware (Woolooware)
- woronora (Woronora)
- woronora-heights (Woronora Heights)
- yarrawarrah (Yarrawarrah)
- yowie-bay (Yowie Bay)

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