City Compass LLM access for Busselton (C), Western Australia. Entry point: https://citycompass.com.au/busselton-c/community Catalog: https://citycompass.com.au/busselton-c/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/busselton-c/community https://citycompass.com.au/busselton-c/community/{suburb} https://citycompass.com.au/busselton-c/community/api/{category}/{topic}.json https://citycompass.com.au/busselton-c/community/api/{category}/{topic}.csv https://citycompass.com.au/busselton-c/community/{category}/{topic} https://citycompass.com.au/busselton-c/community/{category}/{topic}?view=change https://citycompass.com.au/busselton-c/community/{category}/{topic}?view=compare https://citycompass.com.au/busselton-c/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/busselton-c/community/specialist/{topic} https://citycompass.com.au/busselton-c/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/busselton-c/community/{suburb}/{category}/{topic} https://citycompass.com.au/busselton-c/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/busselton-c/community/api/population/service-age-groups.json?area=abba-river&benchmark=gccsa&sex=persons https://citycompass.com.au/busselton-c/community/api/income/household-income-quartiles.json?area=abba-river&benchmark=gccsa&sex=persons https://citycompass.com.au/busselton-c/community/api/housing/dwellings.json?area=abba-river&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - abba-river (Abba River) - abbey (Abbey) - acton-park-wa (Acton Park (WA)) - ambergate (Ambergate) - anniebrook (Anniebrook) - boallia (Boallia) - bovell (Bovell) - broadwater-wa (Broadwater (WA)) - busselton (Busselton) - carbunup-river (Carbunup River) - chapman-hill (Chapman Hill) - dunsborough (Dunsborough) - eagle-bay (Eagle Bay) - geographe (Geographe) - hithergreen (Hithergreen) - jarrahwood (Jarrahwood) - jindong (Jindong) - kalgup (Kalgup) - kaloorup (Kaloorup) - kealy (Kealy) - ludlow-part (Ludlow (part)) - marybrook (Marybrook) - metricup (Metricup) - naturaliste (Naturaliste) - north-jindong (North Jindong) - quedjinup (Quedjinup) - quindalup (Quindalup) - reinscourt (Reinscourt) - ruabon (Ruabon) - sabina-river (Sabina River) - siesta-park (Siesta Park) - tutunup (Tutunup) - vasse (Vasse) - walsall (Walsall) - west-busselton (West Busselton) - wilyabrup (Wilyabrup) - wonnerup (Wonnerup) - yallingup (Yallingup) - yallingup-siding (Yallingup Siding) - yalyalup (Yalyalup) - yelverton (Yelverton) - yoganup (Yoganup) - yoongarillup (Yoongarillup) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.