City Compass LLM access for Hinchinbrook (S), Queensland. Entry point: https://citycompass.com.au/hinchinbrook-s/community Catalog: https://citycompass.com.au/hinchinbrook-s/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/hinchinbrook-s/community https://citycompass.com.au/hinchinbrook-s/community/{suburb} https://citycompass.com.au/hinchinbrook-s/community/api/{category}/{topic}.json https://citycompass.com.au/hinchinbrook-s/community/api/{category}/{topic}.csv https://citycompass.com.au/hinchinbrook-s/community/{category}/{topic} https://citycompass.com.au/hinchinbrook-s/community/{category}/{topic}?view=change https://citycompass.com.au/hinchinbrook-s/community/{category}/{topic}?view=compare https://citycompass.com.au/hinchinbrook-s/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/hinchinbrook-s/community/specialist/{topic} https://citycompass.com.au/hinchinbrook-s/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/hinchinbrook-s/community/{suburb}/{category}/{topic} https://citycompass.com.au/hinchinbrook-s/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/hinchinbrook-s/community/api/population/service-age-groups.json?area=abergowrie&benchmark=gccsa&sex=persons https://citycompass.com.au/hinchinbrook-s/community/api/income/household-income-quartiles.json?area=abergowrie&benchmark=gccsa&sex=persons https://citycompass.com.au/hinchinbrook-s/community/api/housing/dwellings.json?area=abergowrie&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - abergowrie (Abergowrie) - bambaroo (Bambaroo) - bemerside (Bemerside) - blackrock (Blackrock) - braemeadows (Braemeadows) - coolbie (Coolbie) - cordelia (Cordelia) - dalrymple-creek (Dalrymple Creek) - foresthome (Foresthome) - forrest-beach-qld (Forrest Beach (Qld)) - gairloch (Gairloch) - garrawalt (Garrawalt) - halifax (Halifax) - hawkins-creek (Hawkins Creek) - helens-hill (Helens Hill) - ingham (Ingham) - lannercost (Lannercost) - long-pocket (Long Pocket) - lucinda (Lucinda) - macknade (Macknade) - mount-fox (Mount Fox) - orient (Orient) - peacock-siding (Peacock Siding) - taylors-beach-qld (Taylors Beach (Qld)) - toobanna (Toobanna) - trebonne (Trebonne) - upper-stone (Upper Stone) - victoria-plantation (Victoria Plantation) - wallaman (Wallaman) - wharps (Wharps) - yuruga (Yuruga) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.