City Compass LLM access for Benalla (RC), Victoria. Entry point: https://citycompass.com.au/benalla-rc/community Catalog: https://citycompass.com.au/benalla-rc/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/benalla-rc/community https://citycompass.com.au/benalla-rc/community/{suburb} https://citycompass.com.au/benalla-rc/community/api/{category}/{topic}.json https://citycompass.com.au/benalla-rc/community/api/{category}/{topic}.csv https://citycompass.com.au/benalla-rc/community/{category}/{topic} https://citycompass.com.au/benalla-rc/community/{category}/{topic}?view=change https://citycompass.com.au/benalla-rc/community/{category}/{topic}?view=compare https://citycompass.com.au/benalla-rc/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/benalla-rc/community/specialist/{topic} https://citycompass.com.au/benalla-rc/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/benalla-rc/community/{suburb}/{category}/{topic} https://citycompass.com.au/benalla-rc/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/benalla-rc/community/api/population/service-age-groups.json?area=archerton-part&benchmark=gccsa&sex=persons https://citycompass.com.au/benalla-rc/community/api/income/household-income-quartiles.json?area=archerton-part&benchmark=gccsa&sex=persons https://citycompass.com.au/benalla-rc/community/api/housing/dwellings.json?area=archerton-part&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - archerton-part (Archerton (part)) - baddaginnie-part (Baddaginnie (part)) - benalla (Benalla) - boweya-part (Boweya (part)) - boxwood-part (Boxwood (part)) - broken-creek (Broken Creek) - bungeet (Bungeet) - bungeet-west (Bungeet West) - chesney-vale (Chesney Vale) - devenish (Devenish) - glenrowan-west (Glenrowan West) - goomalibee (Goomalibee) - goorambat (Goorambat) - lima (Lima) - lima-east (Lima East) - lima-south-part (Lima South (part)) - lurg (Lurg) - molyullah (Molyullah) - moorngag (Moorngag) - mount-bruno (Mount Bruno) - samaria (Samaria) - stewarton-vic-part (Stewarton (Vic.) (part)) - swanpool (Swanpool) - taminick (Taminick) - tarnook (Tarnook) - tatong (Tatong) - thoona (Thoona) - upper-lurg (Upper Lurg) - upper-ryans-creek (Upper Ryans Creek) - warrenbayne (Warrenbayne) - winton-vic (Winton (Vic.)) - winton-north (Winton North) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.