City Compass LLM access for Hobart (C), Tasmania. Entry point: https://citycompass.com.au/hobart-c/community Catalog: https://citycompass.com.au/hobart-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/hobart-c/community https://citycompass.com.au/hobart-c/community/{suburb} https://citycompass.com.au/hobart-c/community/api/{category}/{topic}.json https://citycompass.com.au/hobart-c/community/api/{category}/{topic}.csv https://citycompass.com.au/hobart-c/community/{category}/{topic} https://citycompass.com.au/hobart-c/community/{category}/{topic}?view=change https://citycompass.com.au/hobart-c/community/{category}/{topic}?view=compare https://citycompass.com.au/hobart-c/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/hobart-c/community/specialist/{topic} https://citycompass.com.au/hobart-c/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/hobart-c/community/{suburb}/{category}/{topic} https://citycompass.com.au/hobart-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/hobart-c/community/api/population/service-age-groups.json?area=battery-point&benchmark=gccsa&sex=persons https://citycompass.com.au/hobart-c/community/api/income/household-income-quartiles.json?area=battery-point&benchmark=gccsa&sex=persons https://citycompass.com.au/hobart-c/community/api/housing/dwellings.json?area=battery-point&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - battery-point (Battery Point) - dynnyrne (Dynnyrne) - fern-tree-part (Fern Tree (part)) - glebe-tas (Glebe (Tas.)) - hobart (Hobart) - lenah-valley-part (Lenah Valley (part)) - mount-nelson (Mount Nelson) - mount-stuart-tas (Mount Stuart (Tas.)) - new-town-tas-part (New Town (Tas.) (part)) - north-hobart (North Hobart) - queens-domain (Queens Domain) - ridgeway (Ridgeway) - sandy-bay (Sandy Bay) - south-hobart (South Hobart) - tolmans-hill (Tolmans Hill) - west-hobart (West Hobart) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.