City Compass

LLM access for Bundaberg (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- abbotsford-qld (Abbotsford (Qld))
- abington-qld (Abington (Qld))
- alloway (Alloway)
- apple-tree-creek (Apple Tree Creek)
- ashfield-qld (Ashfield (Qld))
- avenell-heights (Avenell Heights)
- avoca-qld (Avoca (Qld))
- avondale-qld (Avondale (Qld))
- bargara (Bargara)
- boolboonda (Boolboonda)
- booyal (Booyal)
- branyan (Branyan)
- bucca-qld (Bucca (Qld))
- bullyard (Bullyard)
- bundaberg-central (Bundaberg Central)
- bundaberg-east (Bundaberg East)
- bundaberg-north (Bundaberg North)
- bundaberg-south (Bundaberg South)
- bundaberg-west (Bundaberg West)
- bungadoo (Bungadoo)
- burnett-heads (Burnett Heads)
- buxton-qld (Buxton (Qld))
- calavos (Calavos)
- childers-qld (Childers (Qld))
- coonarr (Coonarr)
- coral-cove (Coral Cove)
- cordalba (Cordalba)
- dalga (Dalga)
- dalysford (Dalysford)
- damascus (Damascus)
- delan (Delan)
- doolbi (Doolbi)
- doughboy (Doughboy)
- drinan (Drinan)
- duingal (Duingal)
- electra (Electra)
- elliott-qld (Elliott (Qld))
- elliott-heads (Elliott Heads)
- eureka-qld (Eureka (Qld))
- fairymead (Fairymead)
- farnsfield (Farnsfield)
- gaeta (Gaeta)
- gin-gin-qld (Gin Gin (Qld))
- givelda (Givelda)
- gooburrum (Gooburrum)
- good-night-part (Good Night (part))
- goodwood-qld (Goodwood (Qld))
- gregory-river-bundaberg-qld (Gregory River (Bundaberg - Qld))
- horse-camp (Horse Camp)
- horton (Horton)
- innes-park (Innes Park)
- isis-central (Isis Central)
- isis-river (Isis River)
- kalkie (Kalkie)
- kensington-qld (Kensington (Qld))
- kepnock (Kepnock)
- kinkuna (Kinkuna)
- kolonga (Kolonga)
- kullogum (Kullogum)
- lake-monduran (Lake Monduran)
- maroondan (Maroondan)
- mcilwraith (McIlwraith)
- meadowvale (Meadowvale)
- miara (Miara)
- millbank-qld (Millbank (Qld))
- molangul (Molangul)
- mon-repos (Mon Repos)
- monduran (Monduran)
- moolboolaman (Moolboolaman)
- moore-park-beach (Moore Park Beach)
- moorland-qld (Moorland (Qld))
- morganville (Morganville)
- mullett-creek (Mullett Creek)
- nearum (Nearum)
- new-moonta (New Moonta)
- north-gregory (North Gregory)
- north-isis (North Isis)
- norville (Norville)
- oakwood-qld (Oakwood (Qld))
- pine-creek-qld (Pine Creek (Qld))
- promisedland (Promisedland)
- qunaba (Qunaba)
- redhill-farms (Redhill Farms)
- redridge (Redridge)
- rubyanna (Rubyanna)
- sharon (Sharon)
- skyring-reserve (Skyring Reserve)
- south-bingera (South Bingera)
- south-isis (South Isis)
- south-kolan (South Kolan)
- st-agnes-qld (St Agnes (Qld))
- st-kilda-qld (St Kilda (Qld))
- svensson-heights (Svensson Heights)
- takilberan (Takilberan)
- thabeban (Thabeban)
- tirroan (Tirroan)
- walkervale (Walkervale)
- wallaville (Wallaville)
- watalgan (Watalgan)
- waterloo-qld (Waterloo (Qld))
- welcome-creek (Welcome Creek)
- windermere-qld (Windermere (Qld))
- winfield (Winfield)
- wonbah (Wonbah)
- wonbah-forest (Wonbah Forest)
- woodgate (Woodgate)
- woongarra (Woongarra)
- yandaran (Yandaran)

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