City Compass

LLM access for Dungog (A), New South Wales.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- alison-dungog-nsw (Alison (Dungog - NSW))
- allynbrook (Allynbrook)
- bandon-grove (Bandon Grove)
- bendolba (Bendolba)
- bingleburra (Bingleburra)
- brookfield-nsw (Brookfield (NSW))
- cambra (Cambra)
- carrabolla (Carrabolla)
- chichester-nsw (Chichester (NSW))
- clarence-town (Clarence Town)
- dungog (Dungog)
- east-gresford (East Gresford)
- eccleston (Eccleston)
- fishers-hill (Fishers Hill)
- flat-tops (Flat Tops)
- fosterton (Fosterton)
- glen-martin (Glen Martin)
- glen-william (Glen William)
- gresford (Gresford)
- halton (Halton)
- hanleys-creek (Hanleys Creek)
- hilldale (Hilldale)
- lewinsbrook (Lewinsbrook)
- lostock (Lostock)
- main-creek (Main Creek)
- marshdale (Marshdale)
- martins-creek (Martins Creek)
- mount-rivers (Mount Rivers)
- munni (Munni)
- paterson-nsw (Paterson (NSW))
- salisbury-nsw (Salisbury (NSW))
- stroud-hill (Stroud Hill)
- sugarloaf-nsw (Sugarloaf (NSW))
- summer-hill-dungog-nsw (Summer Hill (Dungog - NSW))
- tabbil-creek (Tabbil Creek)
- torryburn-dungog-nsw (Torryburn (Dungog - NSW))
- underbank (Underbank)
- upper-allyn (Upper Allyn)
- vacy (Vacy)
- wallaringa (Wallaringa)
- wallarobba (Wallarobba)
- webbers-creek (Webbers Creek)
- wirragulla (Wirragulla)

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