City Compass LLM access for Lockyer Valley (R), Queensland. Entry point: https://citycompass.com.au/lockyer-valley-r/community Catalog: https://citycompass.com.au/lockyer-valley-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/lockyer-valley-r/community https://citycompass.com.au/lockyer-valley-r/community/{suburb} https://citycompass.com.au/lockyer-valley-r/community/api/{category}/{topic}.json https://citycompass.com.au/lockyer-valley-r/community/api/{category}/{topic}.csv https://citycompass.com.au/lockyer-valley-r/community/{category}/{topic} https://citycompass.com.au/lockyer-valley-r/community/{category}/{topic}?view=change https://citycompass.com.au/lockyer-valley-r/community/{category}/{topic}?view=compare https://citycompass.com.au/lockyer-valley-r/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/lockyer-valley-r/community/specialist/{topic} https://citycompass.com.au/lockyer-valley-r/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/lockyer-valley-r/community/{suburb}/{category}/{topic} https://citycompass.com.au/lockyer-valley-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/lockyer-valley-r/community/api/population/service-age-groups.json?area=adare&benchmark=gccsa&sex=persons https://citycompass.com.au/lockyer-valley-r/community/api/income/household-income-quartiles.json?area=adare&benchmark=gccsa&sex=persons https://citycompass.com.au/lockyer-valley-r/community/api/housing/dwellings.json?area=adare&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - adare (Adare) - ballard (Ballard) - black-duck-creek (Black Duck Creek) - blanchview (Blanchview) - blenheim (Blenheim) - brightview-part (Brightview (part)) - buaraba-south (Buaraba South) - caffey (Caffey) - carpendale (Carpendale) - churchable (Churchable) - college-view (College View) - crowley-vale (Crowley Vale) - derrymore (Derrymore) - east-haldon (East Haldon) - egypt (Egypt) - fifteen-mile (Fifteen Mile) - flagstone-creek (Flagstone Creek) - fordsdale (Fordsdale) - forest-hill-qld (Forest Hill (Qld)) - gatton (Gatton) - glen-cairn (Glen Cairn) - glenore-grove (Glenore Grove) - grantham (Grantham) - hatton-vale (Hatton Vale) - helidon (Helidon) - helidon-spa (Helidon Spa) - ingoldsby (Ingoldsby) - iredale (Iredale) - junction-view (Junction View) - kensington-grove (Kensington Grove) - kentville (Kentville) - laidley (Laidley) - laidley-creek-west (Laidley Creek West) - laidley-heights (Laidley Heights) - laidley-north (Laidley North) - laidley-south (Laidley South) - lake-clarendon (Lake Clarendon) - lawes (Lawes) - lefthand-branch (Lefthand Branch) - lilydale-qld (Lilydale (Qld)) - lockrose-part (Lockrose (part)) - lockyer-qld (Lockyer (Qld)) - lockyer-waters (Lockyer Waters) - lower-tenthill (Lower Tenthill) - ma-ma-creek (Ma Ma Creek) - morton-vale (Morton Vale) - mount-berryman (Mount Berryman) - mount-sylvia (Mount Sylvia) - mount-whitestone (Mount Whitestone) - mulgowie (Mulgowie) - murphys-creek-qld (Murphys Creek (Qld)) - placid-hills (Placid Hills) - plainland (Plainland) - postmans-ridge (Postmans Ridge) - preston-lockyer-valley-qld-part (Preston (Lockyer Valley - Qld) (part)) - regency-downs (Regency Downs) - ringwood-qld (Ringwood (Qld)) - rockmount (Rockmount) - rockside (Rockside) - ropeley (Ropeley) - seventeen-mile (Seventeen Mile) - silver-ridge (Silver Ridge) - spring-creek-lockyer-valley-qld (Spring Creek (Lockyer Valley - Qld)) - stockyard-lockyer-valley-qld (Stockyard (Lockyer Valley - Qld)) - summerholm (Summerholm) - thornton-qld (Thornton (Qld)) - townson (Townson) - upper-flagstone (Upper Flagstone) - upper-lockyer (Upper Lockyer) - upper-tenthill (Upper Tenthill) - veradilla (Veradilla) - vinegar-hill (Vinegar Hill) - white-mountain (White Mountain) - winwill (Winwill) - withcott (Withcott) - woodbine-qld (Woodbine (Qld)) - woodlands-qld (Woodlands (Qld)) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.