City Compass LLM access for Flinders (M) (Tas.), Tasmania. Entry point: https://citycompass.com.au/flinders-m-tas/community Catalog: https://citycompass.com.au/flinders-m-tas/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/flinders-m-tas/community https://citycompass.com.au/flinders-m-tas/community/{suburb} https://citycompass.com.au/flinders-m-tas/community/api/{category}/{topic}.json https://citycompass.com.au/flinders-m-tas/community/api/{category}/{topic}.csv https://citycompass.com.au/flinders-m-tas/community/{category}/{topic} https://citycompass.com.au/flinders-m-tas/community/{category}/{topic}?view=change https://citycompass.com.au/flinders-m-tas/community/{category}/{topic}?view=compare https://citycompass.com.au/flinders-m-tas/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/flinders-m-tas/community/specialist/{topic} https://citycompass.com.au/flinders-m-tas/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/flinders-m-tas/community/{suburb}/{category}/{topic} https://citycompass.com.au/flinders-m-tas/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/flinders-m-tas/community/api/population/service-age-groups.json?area=blue-rocks&benchmark=gccsa&sex=persons https://citycompass.com.au/flinders-m-tas/community/api/income/household-income-quartiles.json?area=blue-rocks&benchmark=gccsa&sex=persons https://citycompass.com.au/flinders-m-tas/community/api/housing/dwellings.json?area=blue-rocks&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - blue-rocks (Blue Rocks) - cape-barren-island (Cape Barren Island) - emita (Emita) - killiecrankie (Killiecrankie) - lackrana (Lackrana) - lady-barron (Lady Barron) - leeka (Leeka) - loccota (Loccota) - lughrata (Lughrata) - memana (Memana) - palana (Palana) - ranga (Ranga) - strzelecki-tas (Strzelecki (Tas.)) - whitemark (Whitemark) - wingaroo (Wingaroo) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.