City Compass

LLM access for Richmond Valley (A), New South Wales.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- backmede (Backmede)
- bentley-nsw-part (Bentley (NSW) (part))
- bora-ridge (Bora Ridge)
- broadwater-richmond-valley-nsw-part (Broadwater (Richmond Valley - NSW) (part))
- bungawalbin (Bungawalbin)
- busbys-flat-part (Busbys Flat (part))
- camira-nsw (Camira (NSW))
- casino (Casino)
- clearfield (Clearfield)
- codrington-nsw (Codrington (NSW))
- coombell (Coombell)
- coraki-part (Coraki (part))
- dobies-bight-part (Dobies Bight (part))
- doonbah (Doonbah)
- ellangowan-nsw (Ellangowan (NSW))
- evans-head (Evans Head)
- fairy-hill (Fairy Hill)
- gibberagee-part (Gibberagee (part))
- greenridge (Greenridge)
- hogarth-range-part (Hogarth Range (part))
- irvington (Irvington)
- kippenduff-part (Kippenduff (part))
- leeville (Leeville)
- mckees-hill-part (McKees Hill (part))
- mongogarie (Mongogarie)
- myrtle-creek-nsw (Myrtle Creek (NSW))
- naughtons-gap (Naughtons Gap)
- new-italy (New Italy)
- north-casino (North Casino)
- piora-part (Piora (part))
- rappville (Rappville)
- rileys-hill (Rileys Hill)
- shannon-brook (Shannon Brook)
- six-mile-swamp (Six Mile Swamp)
- spring-grove-part (Spring Grove (part))
- stratheden (Stratheden)
- swan-bay-richmond-valley-nsw (Swan Bay (Richmond Valley - NSW))
- tabbimoble (Tabbimoble)
- tatham-part (Tatham (part))
- the-gap-richmond-valley-nsw (The Gap (Richmond Valley - NSW))
- tomki (Tomki)
- upper-mongogarie (Upper Mongogarie)
- west-bungawalbin (West Bungawalbin)
- west-coraki (West Coraki)
- whiporie (Whiporie)
- woodburn-richmond-valley-nsw (Woodburn (Richmond Valley - NSW))
- woodview (Woodview)
- wyan (Wyan)
- yorklea (Yorklea)

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