City Compass

LLM access for Tablelands (R), Queensland.

Entry point: https://citycompass.com.au/tablelands-r/community
Catalog: https://citycompass.com.au/tablelands-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/tablelands-r/community
https://citycompass.com.au/tablelands-r/community/{suburb}
https://citycompass.com.au/tablelands-r/community/api/{category}/{topic}.json
https://citycompass.com.au/tablelands-r/community/api/{category}/{topic}.csv
https://citycompass.com.au/tablelands-r/community/{category}/{topic}
https://citycompass.com.au/tablelands-r/community/{category}/{topic}?view=change
https://citycompass.com.au/tablelands-r/community/{category}/{topic}?view=compare
https://citycompass.com.au/tablelands-r/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/tablelands-r/community/specialist/{topic}
https://citycompass.com.au/tablelands-r/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/tablelands-r/community/{suburb}/{category}/{topic}
https://citycompass.com.au/tablelands-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/tablelands-r/community/api/population/service-age-groups.json?area=atherton&benchmark=gccsa&sex=persons
https://citycompass.com.au/tablelands-r/community/api/income/household-income-quartiles.json?area=atherton&benchmark=gccsa&sex=persons
https://citycompass.com.au/tablelands-r/community/api/housing/dwellings.json?area=atherton&benchmark=gccsa&sex=persons

Suburbs in this LGA (use as {suburb} in route patterns above):
- atherton (Atherton)
- barrine (Barrine)
- beatrice (Beatrice)
- butchers-creek (Butchers Creek)
- carrington-qld (Carrington (Qld))
- danbulla (Danbulla)
- east-barron (East Barron)
- ellinjaa (Ellinjaa)
- evelyn (Evelyn)
- gadgarra (Gadgarra)
- glen-allyn (Glen Allyn)
- glen-ruth (Glen Ruth)
- gunnawarra (Gunnawarra)
- herberton (Herberton)
- innot-hot-springs (Innot Hot Springs)
- jaggan (Jaggan)
- kaban (Kaban)
- kairi (Kairi)
- kalunga (Kalunga)
- kirrama (Kirrama)
- koombooloomba (Koombooloomba)
- kureen (Kureen)
- lake-barrine (Lake Barrine)
- lake-eacham (Lake Eacham)
- lake-tinaroo (Lake Tinaroo)
- maalan (Maalan)
- malanda (Malanda)
- middlebrook (Middlebrook)
- millaa-millaa (Millaa Millaa)
- millstream-qld (Millstream (Qld))
- minbun (Minbun)
- minnamoolka (Minnamoolka)
- moomin (Moomin)
- moregatta (Moregatta)
- mount-garnet (Mount Garnet)
- mungalli (Mungalli)
- north-johnstone (North Johnstone)
- palmerston-qld-part (Palmerston (Qld) (part))
- peeramon (Peeramon)
- ravenshoe (Ravenshoe)
- silver-valley (Silver Valley)
- tarzali (Tarzali)
- tinaroo (Tinaroo)
- tolga (Tolga)
- topaz (Topaz)
- tumoulin (Tumoulin)
- upper-barron (Upper Barron)
- wairuna (Wairuna)
- walkamin (Walkamin)
- wondecla (Wondecla)
- wongabel (Wongabel)
- yungaburra (Yungaburra)

Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.