City Compass

LLM access for Gympie (R), Queensland.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- amamoor (Amamoor)
- amamoor-creek (Amamoor Creek)
- anderleigh (Anderleigh)
- araluen-qld (Araluen (Qld))
- banks-pocket (Banks Pocket)
- barambah (Barambah)
- beenaam-valley (Beenaam Valley)
- bella-creek (Bella Creek)
- bells-bridge (Bells Bridge)
- black-snake (Black Snake)
- bollier (Bollier)
- boonara (Boonara)
- booubyjan (Booubyjan)
- brooloo (Brooloo)
- calico-creek (Calico Creek)
- canina (Canina)
- carters-ridge (Carters Ridge)
- cedar-pocket (Cedar Pocket)
- chatsworth-qld (Chatsworth (Qld))
- cinnabar (Cinnabar)
- coles-creek (Coles Creek)
- cooloola (Cooloola)
- cooloola-cove (Cooloola Cove)
- coondoo (Coondoo)
- corella (Corella)
- curra (Curra)
- dagun (Dagun)
- downsfield (Downsfield)
- east-deep-creek (East Deep Creek)
- elgin-vale (Elgin Vale)
- fishermans-pocket (Fishermans Pocket)
- gilldora (Gilldora)
- glanmire-qld (Glanmire (Qld))
- glastonbury (Glastonbury)
- glen-echo (Glen Echo)
- goomboorian (Goomboorian)
- goomeri (Goomeri)
- goomeribong (Goomeribong)
- greens-creek-qld (Greens Creek (Qld))
- gunalda-part (Gunalda (part))
- gympie (Gympie)
- imbil (Imbil)
- inskip (Inskip)
- jones-hill (Jones Hill)
- kandanga (Kandanga)
- kandanga-creek (Kandanga Creek)
- kanigan-part (Kanigan (part))
- kia-ora-qld (Kia Ora (Qld))
- kilkivan (Kilkivan)
- kinbombi (Kinbombi)
- kybong (Kybong)
- lagoon-pocket (Lagoon Pocket)
- lake-borumba (Lake Borumba)
- langshaw (Langshaw)
- long-flat-qld (Long Flat (Qld))
- lower-wonga (Lower Wonga)
- manumbar (Manumbar)
- marys-creek (Marys Creek)
- mcintosh-creek (McIntosh Creek)
- melawondi (Melawondi)
- miva-part (Miva (part))
- monkland (Monkland)
- mooloo (Mooloo)
- mothar-mountain (Mothar Mountain)
- moy-pocket (Moy Pocket)
- mudlo (Mudlo)
- nahrunda (Nahrunda)
- neerdie-part (Neerdie (part))
- neusa-vale (Neusa Vale)
- north-deep-creek (North Deep Creek)
- oakview (Oakview)
- pie-creek (Pie Creek)
- rainbow-beach (Rainbow Beach)
- ross-creek-qld (Ross Creek (Qld))
- scotchy-pocket (Scotchy Pocket)
- scrubby-creek-gympie-qld (Scrubby Creek (Gympie - Qld))
- sexton (Sexton)
- southside (Southside)
- tamaree (Tamaree)
- tandur (Tandur)
- tansey (Tansey)
- the-dawn (The Dawn)
- the-palms (The Palms)
- theebine-part (Theebine (part))
- tin-can-bay-part (Tin Can Bay (part))
- traveston (Traveston)
- tuchekoi (Tuchekoi)
- two-mile (Two Mile)
- upper-glastonbury (Upper Glastonbury)
- upper-kandanga (Upper Kandanga)
- veteran (Veteran)
- victory-heights-qld (Victory Heights (Qld))
- wallu (Wallu)
- widgee (Widgee)
- widgee-crossing-north (Widgee Crossing North)
- widgee-crossing-south (Widgee Crossing South)
- wilsons-pocket (Wilsons Pocket)
- wolvi (Wolvi)
- woolooga (Woolooga)
- woondum (Woondum)
- wrattens-forest (Wrattens Forest)

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