City Compass LLM access for Charles Sturt (C), South Australia. Entry point: https://citycompass.com.au/charles-sturt-c/community Catalog: https://citycompass.com.au/charles-sturt-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/charles-sturt-c/community https://citycompass.com.au/charles-sturt-c/community/{suburb} https://citycompass.com.au/charles-sturt-c/community/api/{category}/{topic}.json https://citycompass.com.au/charles-sturt-c/community/api/{category}/{topic}.csv https://citycompass.com.au/charles-sturt-c/community/{category}/{topic} https://citycompass.com.au/charles-sturt-c/community/{category}/{topic}?view=change https://citycompass.com.au/charles-sturt-c/community/{category}/{topic}?view=compare https://citycompass.com.au/charles-sturt-c/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/charles-sturt-c/community/specialist/{topic} https://citycompass.com.au/charles-sturt-c/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/charles-sturt-c/community/{suburb}/{category}/{topic} https://citycompass.com.au/charles-sturt-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/charles-sturt-c/community/api/population/service-age-groups.json?area=albert-park-sa&benchmark=gccsa&sex=persons https://citycompass.com.au/charles-sturt-c/community/api/income/household-income-quartiles.json?area=albert-park-sa&benchmark=gccsa&sex=persons https://citycompass.com.au/charles-sturt-c/community/api/housing/dwellings.json?area=albert-park-sa&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - albert-park-sa (Albert Park (SA)) - allenby-gardens (Allenby Gardens) - athol-park (Athol Park) - beverley-sa (Beverley (SA)) - bowden (Bowden) - brompton (Brompton) - cheltenham-sa (Cheltenham (SA)) - croydon-sa (Croydon (SA)) - findon (Findon) - flinders-park (Flinders Park) - fulham-gardens (Fulham Gardens) - grange-sa (Grange (SA)) - hendon-sa (Hendon (SA)) - henley-beach (Henley Beach) - henley-beach-south (Henley Beach South) - hindmarsh-sa (Hindmarsh (SA)) - kidman-park (Kidman Park) - kilkenny (Kilkenny) - ovingham-part (Ovingham (part)) - pennington (Pennington) - renown-park (Renown Park) - ridleyton (Ridleyton) - royal-park (Royal Park) - seaton-sa (Seaton (SA)) - semaphore-park (Semaphore Park) - st-clair-sa (St Clair (SA)) - tennyson-sa (Tennyson (SA)) - welland (Welland) - west-beach-sa-part (West Beach (SA) (part)) - west-croydon (West Croydon) - west-hindmarsh (West Hindmarsh) - west-lakes (West Lakes) - west-lakes-shore (West Lakes Shore) - woodville-sa (Woodville (SA)) - woodville-north (Woodville North) - woodville-park (Woodville Park) - woodville-south (Woodville South) - woodville-west (Woodville West) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.