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Annual patronage by regional train station, Victoria

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Publisher Department of Transport and PlanningUpdated yearlyLicence CC BY 4.0Latest 2025-07-28Rows 94Fields 6

Annual regional train station patronage from the Department of Transport and Planning, one row per V/Line station with its stop id, name, coordinates and total station entries for the financial year. Estimates come from myki data and conductor counts and are rounded to the nearest 50.

Also called: V/Line station patronage, Regional Victoria train station entries, Regional train station usage Victoria.

Before you use it
What does each row hold?
One regional train station for one financial year, with its stop id, name, coordinates and the estimated number of station entries in the year.
How are the figures estimated?
At myki stations they come from ticketing data scaled by a transaction rate from conductor and barrier counts, and elsewhere from conductor counts. The publisher rounds each to the nearest 50 and rounds anything under 50 up to 50. Southern Cross counts only the gates to platforms 1 to 8.
Which years are here?
Each version is the newest financial year the department has released, starting with 2024-25. The portal also lists earlier years back to 2018-19 as separate files.
94 stations drawn in 90 cells of 0.05 degrees, the fullest with 2.
Stations counted in cells of 0.05 degrees. State outlines from the ABS Australian Statistical Geography Standard 2021, CC BY 4.0.
94stations
6fields
12formats
1version

Made for agents

Connect your AI agent

Any agent that connects to publicdata.au/mcp can find this dataset, read its 6 fields, count and filter across all 94 rows and diff its versions. Every answer names the version and carries Transport and Planning's attribution. No key.

Then ask it: What does Annual patronage by regional train station, Victoria hold, and what changed in the newest version?

claude mcp add --transport http publicdata https://publicdata.au/mcp

One command. No key, no account, no sign-up.

Download it as Excel, CSV, JSON and 9 more formats

Pick a format and a version. Excel is picked first because it opens in the tools most offices have. The URL is yours to keep. A dated version never changes.

Format
"Latest" redirects to the newest version and will change when the publisher releases again. A dated version never changes.
https://publicdata.au/d/vic-regional-train-station-patronage/latest/data.xlsx
Download

In your own tools

Use it in Excel, R, Python and more

Excel and Power BI read the CSV from its address and refresh from it. The R and Python packages take any dataset on this site by its slug, so a new dataset needs no new release. The DuckDB file attaches read-only over HTTPS, and a query reads only the blocks it touches.

The dated URL in the code never changes. https://publicdata.au/d/vic-regional-train-station-patronage/latest/ redirects to the newest version.

https://publicdata.au/d/vic-regional-train-station-patronage/latest/data.csv

In Excel choose Data, then From Web, and paste this address. Excel keeps it, so Refresh All reads the newest version. A sheet holds about a million rows; past that, load the query to the Data Model.

What is in it

Column names are made snake_case and the publisher's original header is kept beside each one. Blank cells are null. Nothing is added, removed, ranked or summarised.

FieldTypePublisher's headerNote
fin_yearstringFin_yearThe financial year, written as the publisher does, for example FY24-25.
stop_idstringStop_ID
stop_namestringStop_name
stop_latnumberStop_lat
stop_longnumberStop_long
pax_annualintegerPax_annual

Download this table as a data dictionary (Excel), or read it as a Frictionless Table Schema at schema.json. The key is fin_year, stop_id.

The first 10 rows

From the latest version, in the publisher's order, with every field. A blank cell is shown as null.

fin_yearstop_idstop_namestop_latstop_longpax_annual
FY24-2519980Melton-37.703289144.572525806050
FY24-2519981Rockbank-37.729258144.65063399800
FY24-2519982Deer Park-37.77776144.772307636300
FY24-2520020Ardeer-37.783063144.80219388250
FY24-2520287Albury-36.084262146.92451584300
FY24-2520288Ararat-37.282205142.93691460700
FY24-2520289Avenel-36.893648145.2295151950
FY24-2520290Bacchus Marsh-37.687582144.436788346950
FY24-2520291Bairnsdale-37.82872147.62761467800
FY24-2520292Ballan-37.6043144.22544393700
The first row as JSON

As it appears in data.json.

GET https://publicdata.au/d/vic-regional-train-station-patronage/latest/data.json
{
  "fin_year": "FY24-25",
  "stop_id": "19980",
  "stop_name": "Melton",
  "stop_lat": -37.703289,
  "stop_long": 144.572525,
  "pax_annual": 806050
}

Query it without downloading

The query API returns only the rows you ask for, as JSON, NDJSON or CSV, from the same typed rows as the files. It needs no key. Build a query here and run it, then copy the URL or the code into your own work.

Try rows or aggregate for this dataset. The query builder needs JavaScript.

How filters work

Each filter is field=operator.value in the query string, and every filter must match. A number or date field compares as a number or date, and a text field compares as text. Values are case-sensitive except with ilike. Prefix not. to negate a filter, as not.eq.value.

OperatorWhat it matches
eq.valueEqual to the value.
neq.valueNot equal to the value. A blank cell does not match.
gt.valueGreater than the value.
gte.valueGreater than or equal to the value.
lt.valueLess than the value.
lte.valueLess than or equal to the value.
like.*text*Matches a pattern where * stands for any run of characters. Case-sensitive.
ilike.*text*The same as like, ignoring case.
in.(a,b,c)Equal to any value in the list. A value cannot contain a comma.
is.nullBlank in the source, or suppressed by the publisher.
ParameterWhat it does
selectFields to return, comma-separated. Every field when absent.
orderfield.asc or field.desc, comma-separated. The publisher's row order when absent.
limitRows per page, 1 to 10,000. 100 when absent.
offsetRows to skip. The next URL in each answer sets it for you.
groupOn aggregate, fields to group by, comma-separated.
metricOn aggregate, count, sum.field, avg.field, min.field or max.field, comma-separated. count when absent.
formatjson, ndjson or csv. JSON carries the provenance header, and the others carry it in response headers.

Without a version the API answers from the newest loaded version, and that answer changes when the publisher releases again. Put versions/<date>/ before rows or aggregate for an answer that never changes. /api/v1/datasets/<slug>/versions lists the loaded versions. The 1 newest version is loaded; versions lists them.

The API allows 60 requests in 10 seconds from one address. Above that it answers 429 for 10 seconds with a Retry-After header, a RateLimit-Policy header and a JSON body that gives the limit. Every API answer carries the same RateLimit-Policy. A client should wait the Retry-After seconds, or read the files, which have no limit. openapi.json describes this dataset's query paths for client generators and agents.

https://publicdata.au/mcp is a remote MCP server over Streamable HTTP with the same tools, defined in the same place, so a tool added to the pages is added here too. It needs no key and no account. The row tools are held to the query API's limit of 60 queries in 10 seconds from one address, and each call is two queries because it also counts the matching rows. Add it to Claude Code with claude mcp add --transport http publicdata https://publicdata.au/mcp, add the URL in Claude as a custom connector, or give it to any client that connects to remote MCP servers. Each queryable dataset is also a resource at https://publicdata.au/d/<slug>/fields.json, which lists its fields with their types, the publisher's descriptions, their ranges and the values they hold, so an agent can read a dataset's shape before it writes a query.

What changed

One version for every release the publisher has made since this site started following the dataset. The date is the day the file changed on the portal.

versions.json · changes.json · history.tar.zst (6.8 KB, every version's Parquet and manifest)

Questions

How do I download Annual patronage by regional train station as a CSV file?

Open https://publicdata.au/d/vic-regional-train-station-patronage/latest/data.csv. It redirects to the newest dated version, which is https://publicdata.au/d/vic-regional-train-station-patronage/v/2025-07-28/data.csv today. The same path serves Excel, JSON, GeoJSON, Parquet, SQLite, DuckDB, GeoPackage, GeoParquet, NDJSON, Arrow. A dated URL never changes, so use it when the file must stay the same.

Can I open Annual patronage by regional train station in Excel?

Yes. https://publicdata.au/d/vic-regional-train-station-patronage/v/2025-07-28/data.xlsx is a workbook with the 94 rows on a records sheet, the field list on a second sheet and the provenance on a third. The CSV also opens in Excel. https://publicdata.au/d/vic-regional-train-station-patronage/v/2025-07-28/data.csv.gz is the CSV at about a tenth of the size.

How often is Annual patronage by regional train station updated?

Transport and Planning releases it yearly. This site checks the portal every week and adds a dated version when the file changes.

Can I use Annual patronage by regional train station commercially?

Yes. CC BY 4.0 allows commercial use, redistribution and derived works as long as the attribution is kept. The attribution string is in this page's side column and inside every file.

Is this the official source for Annual patronage by regional train station?

No. The publisher is Department of Transport and Planning, and its page is https://discover.data.vic.gov.au/dataset/annual-regional-train-station-patronage-station-entries. This site republishes the publisher's file without changing its content. The original sits beside every version as source.csv with its SHA-256, so the two can be compared.

What coordinate system does Annual patronage by regional train station use?

Coordinates are longitude and latitude in decimal degrees as published; the publisher names no datum, and WGS84 (EPSG:4326) is assumed as for its timetable data. The GeoJSON file uses the same coordinates, which is what GeoJSON expects.

What this site did to the data. Cells were typed, headers were renamed and the encoding was made UTF-8. Rows were left alone. The publisher's file sits beside every version as source.csv so the change can be checked.