City Compass LLM access for Armidale Regional, New South Wales. Entry point: https://citycompass.com.au/armidale-regional/community Catalog: https://citycompass.com.au/armidale-regional/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/armidale-regional/community https://citycompass.com.au/armidale-regional/community/{suburb} https://citycompass.com.au/armidale-regional/community/api/{category}/{topic}.json https://citycompass.com.au/armidale-regional/community/api/{category}/{topic}.csv https://citycompass.com.au/armidale-regional/community/{category}/{topic} https://citycompass.com.au/armidale-regional/community/{category}/{topic}?view=change https://citycompass.com.au/armidale-regional/community/{category}/{topic}?view=compare https://citycompass.com.au/armidale-regional/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/armidale-regional/community/specialist/{topic} https://citycompass.com.au/armidale-regional/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/armidale-regional/community/{suburb}/{category}/{topic} https://citycompass.com.au/armidale-regional/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/armidale-regional/community/api/population/service-age-groups.json?area=aberfoyle&benchmark=gccsa&sex=persons https://citycompass.com.au/armidale-regional/community/api/income/household-income-quartiles.json?area=aberfoyle&benchmark=gccsa&sex=persons https://citycompass.com.au/armidale-regional/community/api/housing/dwellings.json?area=aberfoyle&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - aberfoyle (Aberfoyle) - armidale (Armidale) - backwater (Backwater) - bald-blair (Bald Blair) - baldersleigh (Baldersleigh) - ben-lomond-nsw-part (Ben Lomond (NSW) (part)) - black-mountain-nsw (Black Mountain (NSW)) - boorolong-part (Boorolong (part)) - briarbrook-part (Briarbrook (part)) - brockley (Brockley) - brushy-creek (Brushy Creek) - carrai (Carrai) - castle-doyle (Castle Doyle) - dangarsleigh-part (Dangarsleigh (part)) - donald-creek (Donald Creek) - dumaresq-part (Dumaresq (part)) - duval (Duval) - ebor (Ebor) - enmore-armidale-regional-nsw (Enmore (Armidale Regional - NSW)) - falconer (Falconer) - green-hills-armidale-regional-nsw (Green Hills (Armidale Regional - NSW)) - guyra (Guyra) - hillgrove-armidale-regional-nsw (Hillgrove (Armidale Regional - NSW)) - jeogla (Jeogla) - kellys-plains-part (Kellys Plains (part)) - kookabookra-part (Kookabookra (part)) - llangothlin (Llangothlin) - lower-creek (Lower Creek) - lyndhurst-armidale-regional-nsw (Lyndhurst (Armidale Regional - NSW)) - metz (Metz) - new-valley (New Valley) - oban (Oban) - puddledock (Puddledock) - south-guyra (South Guyra) - tenterden-nsw (Tenterden (NSW)) - thalgarrah (Thalgarrah) - the-gulf-part (The Gulf (part)) - tilbuster (Tilbuster) - tubbamurra (Tubbamurra) - wandsworth-part (Wandsworth (part)) - wards-mistake (Wards Mistake) - wollomombi (Wollomombi) - wongwibinda (Wongwibinda) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.