City Compass

LLM access for Loddon (S), Victoria.

Entry point: https://citycompass.com.au/loddon-s/community
Catalog: https://citycompass.com.au/loddon-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/loddon-s/community
https://citycompass.com.au/loddon-s/community/{suburb}
https://citycompass.com.au/loddon-s/community/api/{category}/{topic}.json
https://citycompass.com.au/loddon-s/community/api/{category}/{topic}.csv
https://citycompass.com.au/loddon-s/community/{category}/{topic}
https://citycompass.com.au/loddon-s/community/{category}/{topic}?view=change
https://citycompass.com.au/loddon-s/community/{category}/{topic}?view=compare
https://citycompass.com.au/loddon-s/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/loddon-s/community/specialist/{topic}
https://citycompass.com.au/loddon-s/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/loddon-s/community/{suburb}/{category}/{topic}
https://citycompass.com.au/loddon-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.

Suburbs in this LGA (use as {suburb} in route patterns above):
- appin-south-part (Appin South (part))
- arnold-vic (Arnold (Vic.))
- arnold-west (Arnold West)
- auchmore (Auchmore)
- barraport (Barraport)
- barraport-west (Barraport West)
- bears-lagoon (Bears Lagoon)
- berrimal (Berrimal)
- boort (Boort)
- borung (Borung)
- brenanah (Brenanah)
- bridgewater-vic (Bridgewater (Vic.))
- bridgewater-north (Bridgewater North)
- bridgewater-on-loddon (Bridgewater On Loddon)
- burkes-flat (Burkes Flat)
- calivil (Calivil)
- campbells-forest (Campbells Forest)
- canary-island (Canary Island)
- catumnal (Catumnal)
- cochranes-creek (Cochranes Creek)
- derby-vic (Derby (Vic.))
- dingee (Dingee)
- durham-ox (Durham Ox)
- eastville (Eastville)
- eddington-part (Eddington (part))
- fentons-creek (Fentons Creek)
- fernihurst (Fernihurst)
- fiery-flat (Fiery Flat)
- gladfield-vic (Gladfield (Vic.))
- glenalbyn (Glenalbyn)
- gredgwin-part (Gredgwin (part))
- inglewood-vic (Inglewood (Vic.))
- jarklin (Jarklin)
- jungaburra (Jungaburra)
- kamarooka-north (Kamarooka North)
- kingower (Kingower)
- kinypanial (Kinypanial)
- korong-vale (Korong Vale)
- kurraca (Kurraca)
- kurraca-west (Kurraca West)
- kurting (Kurting)
- laanecoorie (Laanecoorie)
- lake-marmal-part (Lake Marmal (part))
- leaghur (Leaghur)
- llanelly (Llanelly)
- loddon-vale (Loddon Vale)
- logan-part (Logan (part))
- mcintyre (McIntyre)
- mincha (Mincha)
- minmindie (Minmindie)
- mitiamo-part (Mitiamo (part))
- moliagul-part (Moliagul (part))
- mologa (Mologa)
- murphys-creek-vic (Murphys Creek (Vic.))
- mysia (Mysia)
- newbridge-vic (Newbridge (Vic.))
- nine-mile-vic-part (Nine Mile (Vic.) (part))
- painswick (Painswick)
- pompapiel (Pompapiel)
- powlett-plains (Powlett Plains)
- prairie-vic (Prairie (Vic.))
- pyramid-hill (Pyramid Hill)
- rheola (Rheola)
- richmond-plains-part (Richmond Plains (part))
- salisbury-west (Salisbury West)
- serpentine-vic (Serpentine (Vic.))
- skinners-flat (Skinners Flat)
- sylvaterre (Sylvaterre)
- tandarra (Tandarra)
- tarnagulla (Tarnagulla)
- terrappee-part (Terrappee (part))
- terrick-terrick (Terrick Terrick)
- waanyarra (Waanyarra)
- wedderburn-vic (Wedderburn (Vic.))
- wedderburn-junction (Wedderburn Junction)
- wehla (Wehla)
- woodstock-on-loddon (Woodstock On Loddon)
- woodstock-west (Woodstock West)
- woolshed-flat-vic (Woolshed Flat (Vic.))
- woosang-part (Woosang (part))
- wychitella (Wychitella)
- wychitella-north (Wychitella North)
- yando (Yando)
- yarraberb (Yarraberb)
- yarrawalla (Yarrawalla)

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