City Compass LLM access for Canterbury-Bankstown (A), New South Wales. Entry point: https://citycompass.com.au/canterbury-bankstown-a/community Catalog: https://citycompass.com.au/canterbury-bankstown-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/canterbury-bankstown-a/community https://citycompass.com.au/canterbury-bankstown-a/community/{suburb} https://citycompass.com.au/canterbury-bankstown-a/community/api/{category}/{topic}.json https://citycompass.com.au/canterbury-bankstown-a/community/api/{category}/{topic}.csv https://citycompass.com.au/canterbury-bankstown-a/community/{category}/{topic} https://citycompass.com.au/canterbury-bankstown-a/community/{category}/{topic}?view=change https://citycompass.com.au/canterbury-bankstown-a/community/{category}/{topic}?view=compare https://citycompass.com.au/canterbury-bankstown-a/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/canterbury-bankstown-a/community/specialist/{topic} https://citycompass.com.au/canterbury-bankstown-a/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/canterbury-bankstown-a/community/{suburb}/{category}/{topic} https://citycompass.com.au/canterbury-bankstown-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/canterbury-bankstown-a/community/api/population/service-age-groups.json?area=ashbury-part&benchmark=gccsa&sex=persons https://citycompass.com.au/canterbury-bankstown-a/community/api/income/household-income-quartiles.json?area=ashbury-part&benchmark=gccsa&sex=persons https://citycompass.com.au/canterbury-bankstown-a/community/api/housing/dwellings.json?area=ashbury-part&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - ashbury-part (Ashbury (part)) - bankstown (Bankstown) - bankstown-aerodrome (Bankstown Aerodrome) - bass-hill (Bass Hill) - belfield-part (Belfield (part)) - belmore (Belmore) - birrong (Birrong) - campsie (Campsie) - canterbury-nsw (Canterbury (NSW)) - chester-hill-part (Chester Hill (part)) - chullora (Chullora) - clemton-park (Clemton Park) - condell-park (Condell Park) - earlwood (Earlwood) - east-hills (East Hills) - georges-hall (Georges Hall) - greenacre-part (Greenacre (part)) - hurlstone-park-part (Hurlstone Park (part)) - kingsgrove-part (Kingsgrove (part)) - lakemba (Lakemba) - lansdowne-canterbury-bankstown-nsw (Lansdowne (Canterbury-Bankstown - NSW)) - milperra (Milperra) - mount-lewis (Mount Lewis) - narwee-part (Narwee (part)) - padstow (Padstow) - padstow-heights (Padstow Heights) - panania (Panania) - picnic-point (Picnic Point) - potts-hill (Potts Hill) - punchbowl-canterbury-bankstown-nsw (Punchbowl (Canterbury-Bankstown - NSW)) - revesby (Revesby) - revesby-heights (Revesby Heights) - riverwood-part (Riverwood (part)) - roselands (Roselands) - sefton (Sefton) - villawood-part (Villawood (part)) - wiley-park (Wiley Park) - yagoona (Yagoona) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.