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Monthly count of passengers entering São Paulo metro stations, aggregated by metro line. Data covers October 2017 through 2026 for Lines 1, 2, 3, and 15; Line 4 from January 2012; Line 5 from October 2017. Sourced from the METRO SP transparency portal and the Insper Dataverse.

Usage

passengers_entrance

Format

A data frame with the following columns:

date

First day of the month (Date).

line_number

Metro line number: 1, 2, 3, 4, 5, 15, or 99 for the network total (integer).

metric_abb

Abbreviated metric code (character). One of: "total", "mdu", "msa", "mdo", "max".

value

Passenger count (numeric).

metric

Measurement type in English (character). One of: "Total", "Average on Business Days", "Average on Saturdays", "Average on Sundays", "Daily Peak".

metric_pt

Measurement type in Portuguese (character). One of: "Total", "Média dos Dias Úteis", "Média dos Sábados", "Média dos Domingos", "Máxima Diária".

line_name

English name of the metro line (character).

line_name_pt

Portuguese name of the metro line (character).

year

Calendar year (integer).

Source

Companhia do Metropolitano de São Paulo (METRO SP). https://transparencia.metrosp.com.br/dataset/demanda

Details

Data by source and line:

  • Lines 1, 2, 3, and 15: METRO SP transparency portal, October 2017–2026.

  • Line 4 (Amarela/ViaQuatro): Insper Dataverse, January 2012–2026.

  • Line 5 (Lilás/ViaMobilidade): METRO SP transparency portal, October 2017–July 2018; Insper Dataverse, August 2018–2026.

  • Network total (line_number = 99): METRO SP transparency portal only; may not be available for all years.

Metrics:

  • total: Total passengers in the month.

  • mdu: Average daily entries on business days (Média dos Dias Úteis).

  • msa: Average daily entries on Saturdays (Média dos Sábados).

  • mdo: Average daily entries on Sundays (Média dos Domingos).

  • max: Daily maximum (Máxima Diária).

See also

passengers_transported for transported counts, station_averages for station-level weekday averages.