City Compass

LLM access for Fraser Coast (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- aldershot (Aldershot)
- antigua (Antigua)
- aramara (Aramara)
- bauple (Bauple)
- bauple-forest (Bauple Forest)
- beaver-rock (Beaver Rock)
- beelbi-creek (Beelbi Creek)
- bidwill-qld (Bidwill (Qld))
- boompa (Boompa)
- boonooroo (Boonooroo)
- boonooroo-plains (Boonooroo Plains)
- booral-qld (Booral (Qld))
- brooweena (Brooweena)
- bunya-creek (Bunya Creek)
- burgowan (Burgowan)
- burrum-heads (Burrum Heads)
- burrum-river (Burrum River)
- burrum-town (Burrum Town)
- calgoa (Calgoa)
- cherwell (Cherwell)
- craignish (Craignish)
- doongul (Doongul)
- duckinwilla (Duckinwilla)
- dundathu (Dundathu)
- dundowran (Dundowran)
- dundowran-beach (Dundowran Beach)
- dunmora (Dunmora)
- eli-waters (Eli Waters)
- eurong (Eurong)
- ferney (Ferney)
- fraser-island (Fraser Island)
- gigoomgan (Gigoomgan)
- glenbar (Glenbar)
- glenorchy-qld (Glenorchy (Qld))
- glenwood-qld (Glenwood (Qld))
- gootchie (Gootchie)
- grahams-creek (Grahams Creek)
- granville-qld (Granville (Qld))
- great-sandy-strait (Great Sandy Strait)
- gundiah (Gundiah)
- gungaloon (Gungaloon)
- howard (Howard)
- island-plantation (Island Plantation)
- kawungan (Kawungan)
- maaroom (Maaroom)
- magnolia (Magnolia)
- malarga (Malarga)
- marodian (Marodian)
- maryborough-qld (Maryborough (Qld))
- maryborough-west (Maryborough West)
- mount-urah (Mount Urah)
- mungar (Mungar)
- munna-creek-part (Munna Creek (part))
- netherby-qld (Netherby (Qld))
- nikenbah (Nikenbah)
- north-aramara (North Aramara)
- oakhurst-qld (Oakhurst (Qld))
- owanyilla (Owanyilla)
- pacific-haven (Pacific Haven)
- paterson-qld (Paterson (Qld))
- pialba (Pialba)
- pilerwa (Pilerwa)
- pioneers-rest (Pioneers Rest)
- point-vernon (Point Vernon)
- poona (Poona)
- prawle (Prawle)
- river-heads (River Heads)
- scarness (Scarness)
- st-helens-fraser-coast-qld (St Helens (Fraser Coast - Qld))
- st-mary (St Mary)
- sunshine-acres (Sunshine Acres)
- susan-river (Susan River)
- takura (Takura)
- talegalla-weir (Talegalla Weir)
- tandora (Tandora)
- teddington (Teddington)
- teebar (Teebar)
- the-dimonds (The Dimonds)
- thinoomba (Thinoomba)
- tiaro (Tiaro)
- tinana (Tinana)
- tinana-south (Tinana South)
- tinnanbar (Tinnanbar)
- toogoom (Toogoom)
- toolara-forest-part (Toolara Forest (part))
- torbanlea (Torbanlea)
- torquay-qld (Torquay (Qld))
- tuan (Tuan)
- tuan-forest-part (Tuan Forest (part))
- urangan (Urangan)
- urraween (Urraween)
- walkers-point (Walkers Point)
- walliebum (Walliebum)
- walligan (Walligan)
- wondunna (Wondunna)
- woocoo (Woocoo)
- yengarie (Yengarie)
- yerra (Yerra)

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