City Compass

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

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- barwang (Barwang)
- beggan-beggan (Beggan Beggan)
- bendick-murrell (Bendick Murrell)
- berremangra (Berremangra)
- berthong (Berthong)
- boorowa (Boorowa)
- bribbaree-part (Bribbaree (part))
- bulla-creek (Bulla Creek)
- burrangong (Burrangong)
- crowther (Crowther)
- cunningar (Cunningar)
- frogmore (Frogmore)
- galong (Galong)
- godfreys-creek (Godfreys Creek)
- harden (Harden)
- hovells-creek (Hovells Creek)
- jugiong (Jugiong)
- kikiamah (Kikiamah)
- kingsvale (Kingsvale)
- koorawatha-part (Koorawatha (part))
- maimuru (Maimuru)
- mcmahons-reef (McMahons Reef)
- memagong (Memagong)
- milvale-part (Milvale (part))
- monteagle (Monteagle)
- morangarell-part (Morangarell (part))
- mount-collins (Mount Collins)
- murringo (Murringo)
- murrumburrah (Murrumburrah)
- nubba (Nubba)
- reids-flat (Reids Flat)
- rugby (Rugby)
- rye-park (Rye Park)
- taylors-flat (Taylors Flat)
- thuddungra (Thuddungra)
- tubbul (Tubbul)
- weedallion (Weedallion)
- wirrimah (Wirrimah)
- wombat (Wombat)
- young (Young)

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