City Compass

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

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- aberdeen-nsw-part (Aberdeen (NSW) (part))
- belltrees (Belltrees)
- blandford-part (Blandford (part))
- brawboy (Brawboy)
- bunnan (Bunnan)
- cassilis-nsw-part (Cassilis (NSW) (part))
- dartbrook (Dartbrook)
- davis-creek (Davis Creek)
- dry-creek-nsw (Dry Creek (NSW))
- ellerston (Ellerston)
- glenbawn (Glenbawn)
- glenrock-nsw (Glenrock (NSW))
- green-creek (Green Creek)
- gundy (Gundy)
- gungal-part (Gungal (part))
- kars-springs (Kars Springs)
- merriwa-nsw (Merriwa (NSW))
- middle-brook (Middle Brook)
- moobi (Moobi)
- moonan-brook (Moonan Brook)
- moonan-flat (Moonan Flat)
- murrurundi (Murrurundi)
- murulla (Murulla)
- omadale (Omadale)
- owens-gap (Owens Gap)
- pages-creek (Pages Creek)
- pages-river (Pages River)
- parkville-nsw (Parkville (NSW))
- rossgole-part (Rossgole (part))
- rouchel (Rouchel)
- rouchel-brook-part (Rouchel Brook (part))
- sandy-creek-upper-hunter-shire-nsw (Sandy Creek (Upper Hunter Shire - NSW))
- scone (Scone)
- scotts-creek-nsw (Scotts Creek (NSW))
- segenhoe (Segenhoe)
- stewarts-brook (Stewarts Brook)
- timor-nsw (Timor (NSW))
- tomalla-part (Tomalla (part))
- upper-dartbrook (Upper Dartbrook)
- upper-rouchel (Upper Rouchel)
- waverly (Waverly)
- wingen (Wingen)
- woolooma (Woolooma)

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