City Compass

LLM access for Isaac (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- belyando (Belyando)
- blue-mountain (Blue Mountain)
- burton-qld (Burton (Qld))
- carmila (Carmila)
- clairview (Clairview)
- clarke-creek (Clarke Creek)
- clermont (Clermont)
- collaroy-qld (Collaroy (Qld))
- coppabella-qld (Coppabella (Qld))
- dysart-qld (Dysart (Qld))
- eaglefield (Eaglefield)
- elgin-qld (Elgin (Qld))
- elphinstone-isaac-qld (Elphinstone (Isaac - Qld))
- epsom-qld (Epsom (Qld))
- frankfield (Frankfield)
- gemini-mountains (Gemini Mountains)
- glenden (Glenden)
- hail-creek (Hail Creek)
- ilbilbie (Ilbilbie)
- kemmis (Kemmis)
- kilcummin (Kilcummin)
- laglan (Laglan)
- lotus-creek (Lotus Creek)
- mackenzie-river (Mackenzie River)
- may-downs (May Downs)
- middlemount (Middlemount)
- moranbah (Moranbah)
- mount-britton (Mount Britton)
- nebo (Nebo)
- oxford (Oxford)
- pasha (Pasha)
- st-lawrence (St Lawrence)
- strathfield-qld (Strathfield (Qld))
- suttor (Suttor)
- the-percy-group (The Percy Group)
- turrawulla (Turrawulla)
- valkyrie (Valkyrie)
- winchester (Winchester)
- wolfang (Wolfang)

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