City Compass LLM access for South Burnett (R), Queensland. Entry point: https://citycompass.com.au/south-burnett-r/community Catalog: https://citycompass.com.au/south-burnett-r/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/south-burnett-r/community https://citycompass.com.au/south-burnett-r/community/{suburb} https://citycompass.com.au/south-burnett-r/community/api/{category}/{topic}.json https://citycompass.com.au/south-burnett-r/community/api/{category}/{topic}.csv https://citycompass.com.au/south-burnett-r/community/{category}/{topic} https://citycompass.com.au/south-burnett-r/community/{category}/{topic}?view=change https://citycompass.com.au/south-burnett-r/community/{category}/{topic}?view=compare https://citycompass.com.au/south-burnett-r/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/south-burnett-r/community/specialist/{topic} https://citycompass.com.au/south-burnett-r/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/south-burnett-r/community/{suburb}/{category}/{topic} https://citycompass.com.au/south-burnett-r/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/south-burnett-r/community/api/population/service-age-groups.json?area=abbeywood&benchmark=gccsa&sex=persons https://citycompass.com.au/south-burnett-r/community/api/income/household-income-quartiles.json?area=abbeywood&benchmark=gccsa&sex=persons https://citycompass.com.au/south-burnett-r/community/api/housing/dwellings.json?area=abbeywood&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - abbeywood (Abbeywood) - alice-creek (Alice Creek) - ballogie (Ballogie) - barker-creek-flat (Barker Creek Flat) - barlil (Barlil) - benair (Benair) - benarkin (Benarkin) - benarkin-north (Benarkin North) - blackbutt-qld (Blackbutt (Qld)) - blackbutt-north (Blackbutt North) - blackbutt-south (Blackbutt South) - booie (Booie) - boondooma (Boondooma) - boyneside (Boyneside) - brigooda (Brigooda) - brooklands (Brooklands) - bullcamp (Bullcamp) - byee (Byee) - chahpingah (Chahpingah) - charlestown-qld (Charlestown (Qld)) - chelmsford (Chelmsford) - cloyna (Cloyna) - cobbs-hill (Cobbs Hill) - coolabunia (Coolabunia) - corndale-qld (Corndale (Qld)) - coverty (Coverty) - crawford (Crawford) - crownthorpe-part (Crownthorpe (part)) - cushnie (Cushnie) - dangore (Dangore) - durong (Durong) - east-nanango (East Nanango) - ellesmere (Ellesmere) - fairdale (Fairdale) - ficks-crossing (Ficks Crossing) - glan-devon (Glan Devon) - glenrock-qld (Glenrock (Qld)) - goodger (Goodger) - gordonbrook (Gordonbrook) - greenview (Greenview) - haly-creek (Haly Creek) - hivesville (Hivesville) - hodgleigh (Hodgleigh) - inverlaw (Inverlaw) - ironpot-south-burnett-qld (Ironpot (South Burnett - Qld)) - johnstown-part (Johnstown (part)) - kawl-kawl (Kawl Kawl) - keysland (Keysland) - kingaroy (Kingaroy) - kinleymore (Kinleymore) - kitoba (Kitoba) - kumbia (Kumbia) - kunioon (Kunioon) - leafdale (Leafdale) - maidenwell (Maidenwell) - mannuem (Mannuem) - manyung-part (Manyung (part)) - marshlands (Marshlands) - melrose-qld (Melrose (Qld)) - memerambi (Memerambi) - merlwood (Merlwood) - moffatdale (Moffatdale) - mondure (Mondure) - moondooner (Moondooner) - mount-mceuen (Mount Mceuen) - mp-creek (Mp Creek) - murgon (Murgon) - nanango (Nanango) - neumgna (Neumgna) - nukku (Nukku) - oakdale-qld (Oakdale (Qld)) - okeden (Okeden) - pimpimbudgee (Pimpimbudgee) - proston (Proston) - redgate-qld (Redgate (Qld)) - runnymede-qld (Runnymede (Qld)) - sandy-ridges (Sandy Ridges) - silverleaf (Silverleaf) - south-east-nanango (South East Nanango) - south-nanango (South Nanango) - speedwell (Speedwell) - stalworth (Stalworth) - stonelands (Stonelands) - sunny-nook (Sunny Nook) - taabinga (Taabinga) - tablelands-south-burnett-qld (Tablelands (South Burnett - Qld)) - taromeo (Taromeo) - tarong (Tarong) - teelah (Teelah) - tingoora (Tingoora) - warnung (Warnung) - wattle-camp (Wattle Camp) - wattle-grove-qld (Wattle Grove (Qld)) - wengenville (Wengenville) - wheatlands (Wheatlands) - wigton (Wigton) - wilkesdale (Wilkesdale) - windera-qld-part (Windera (Qld) (part)) - wondai (Wondai) - wooroolin (Wooroolin) - wooroonden (Wooroonden) - wyalla (Wyalla) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.