City Compass

LLM access for East Gippsland (S), Victoria.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- anglers-rest (Anglers Rest)
- bairnsdale (Bairnsdale)
- bellbird-creek (Bellbird Creek)
- bemm-river (Bemm River)
- benambra (Benambra)
- bendoc (Bendoc)
- bengworden (Bengworden)
- bete-bolong (Bete Bolong)
- bete-bolong-north (Bete Bolong North)
- bindi (Bindi)
- bingo-munjie (Bingo Munjie)
- bonang (Bonang)
- boole-poole (Boole Poole)
- brodribb-river (Brodribb River)
- brookville (Brookville)
- brumby (Brumby)
- bruthen (Bruthen)
- buchan (Buchan)
- buchan-south (Buchan South)
- buldah (Buldah)
- bullumwaal (Bullumwaal)
- bumberrah (Bumberrah)
- bundara (Bundara)
- butchers-ridge (Butchers Ridge)
- cabbage-tree-creek (Cabbage Tree Creek)
- calulu (Calulu)
- cann-river (Cann River)
- cape-conran (Cape Conran)
- cassilis-vic (Cassilis (Vic.))
- chandlers-creek (Chandlers Creek)
- clifton-creek (Clifton Creek)
- club-terrace (Club Terrace)
- cobbannah (Cobbannah)
- cobberas (Cobberas)
- cobungra-part (Cobungra (part))
- combienbar (Combienbar)
- corringle (Corringle)
- deddick-valley (Deddick Valley)
- delegate-river (Delegate River)
- deptford (Deptford)
- doctors-flat (Doctors Flat)
- double-bridges (Double Bridges)
- eagle-point (Eagle Point)
- east-bairnsdale (East Bairnsdale)
- eastwood-vic (Eastwood (Vic.))
- ellaswood (Ellaswood)
- ensay (Ensay)
- ensay-north (Ensay North)
- errinundra (Errinundra)
- fairy-dell-east-gippsland-vic (Fairy Dell (East Gippsland - Vic.))
- fernbank-part (Fernbank (part))
- flaggy-creek (Flaggy Creek)
- forge-creek (Forge Creek)
- gelantipy (Gelantipy)
- genoa (Genoa)
- gipsy-point (Gipsy Point)
- glen-valley (Glen Valley)
- glen-wills (Glen Wills)
- glenaladale (Glenaladale)
- goon-nure (Goon Nure)
- goongerah (Goongerah)
- granite-rock (Granite Rock)
- hillside-east-gippsland-vic (Hillside (East Gippsland - Vic.))
- hinnomunjie (Hinnomunjie)
- iguana-creek (Iguana Creek)
- jarrahmond (Jarrahmond)
- johnsonville (Johnsonville)
- kalimna (Kalimna)
- kalimna-west (Kalimna West)
- lake-bunga (Lake Bunga)
- lake-tyers (Lake Tyers)
- lake-tyers-beach (Lake Tyers Beach)
- lakes-entrance (Lakes Entrance)
- lindenow (Lindenow)
- lindenow-south (Lindenow South)
- lucknow-vic (Lucknow (Vic.))
- mallacoota-part (Mallacoota (part))
- manorina (Manorina)
- maramingo-creek (Maramingo Creek)
- marlo (Marlo)
- marthavale (Marthavale)
- melwood (Melwood)
- merrijig-east-gippsland-vic (Merrijig (East Gippsland - Vic.))
- metung (Metung)
- mossiface (Mossiface)
- mount-taylor (Mount Taylor)
- murrindal (Murrindal)
- nelse (Nelse)
- newlands-arm (Newlands Arm)
- newmerella (Newmerella)
- nicholson-vic (Nicholson (Vic.))
- noorinbee (Noorinbee)
- noorinbee-north (Noorinbee North)
- nowa-nowa (Nowa Nowa)
- nungurner (Nungurner)
- nunniong (Nunniong)
- nurran (Nurran)
- nyerimilang (Nyerimilang)
- ocean-grange-part (Ocean Grange (part))
- omeo (Omeo)
- omeo-valley (Omeo Valley)
- orbost (Orbost)
- paynesville-vic (Paynesville (Vic.))
- raymond-island (Raymond Island)
- reedy-flat (Reedy Flat)
- ryans (Ryans)
- sarsfield (Sarsfield)
- simpsons-creek (Simpsons Creek)
- stirling-vic (Stirling (Vic.))
- suggan-buggan (Suggan Buggan)
- swan-reach-vic (Swan Reach (Vic.))
- swifts-creek (Swifts Creek)
- tabberabbera (Tabberabbera)
- tambo-crossing (Tambo Crossing)
- tambo-upper (Tambo Upper)
- tamboon (Tamboon)
- timbarra-vic (Timbarra (Vic.))
- tonghi-creek (Tonghi Creek)
- tongio (Tongio)
- toorloo-arm (Toorloo Arm)
- tostaree (Tostaree)
- tubbut (Tubbut)
- w-tree (W Tree)
- wairewa (Wairewa)
- wallagaraugh (Wallagaraugh)
- walpa (Walpa)
- wangarabell (Wangarabell)
- waterholes (Waterholes)
- waygara (Waygara)
- wentworth-vic (Wentworth (Vic.))
- wingan-river (Wingan River)
- wiseleigh (Wiseleigh)
- wombat-creek-vic (Wombat Creek (Vic.))
- woodglen (Woodglen)
- wroxham (Wroxham)
- wuk-wuk (Wuk Wuk)
- wulgulmerang (Wulgulmerang)
- wulgulmerang-east (Wulgulmerang East)
- wulgulmerang-west (Wulgulmerang West)
- wy-yung (Wy Yung)
- yalmy (Yalmy)

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