City Compass

LLM access for Clarence (C), Tasmania.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- acton-park-tas (Acton Park (Tas.))
- bellerive (Bellerive)
- cambridge-tas (Cambridge (Tas.))
- clarendon-vale (Clarendon Vale)
- clifton-beach-tas (Clifton Beach (Tas.))
- cremorne-tas (Cremorne (Tas.))
- dulcot (Dulcot)
- geilston-bay (Geilston Bay)
- grasstree-hill (Grasstree Hill)
- howrah (Howrah)
- lauderdale (Lauderdale)
- lindisfarne (Lindisfarne)
- montagu-bay (Montagu Bay)
- mornington-tas (Mornington (Tas.))
- mount-rumney (Mount Rumney)
- oakdowns (Oakdowns)
- opossum-bay (Opossum Bay)
- otago-part (Otago (part))
- richmond-tas (Richmond (Tas.))
- risdon (Risdon)
- risdon-vale (Risdon Vale)
- roches-beach (Roches Beach)
- rokeby-tas (Rokeby (Tas.))
- rose-bay-tas (Rose Bay (Tas.))
- rosny (Rosny)
- rosny-park (Rosny Park)
- sandford-tas (Sandford (Tas.))
- seven-mile-beach-part (Seven Mile Beach (part))
- south-arm-tas (South Arm (Tas.))
- tranmere-tas (Tranmere (Tas.))
- warrane (Warrane)

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