Pre-registration: Passenger Density on Stockholm Subway Platforms With and Without Blue-Light Exposure: A Quasi-experimental Observational Study
https://doi.org/10.48723/028g-3y46
This dataset contains observational count data on passenger presence on subway platforms in the Stockholm metro system, collected as part of a quasi-experimental field study examining behavioural responses to blue LED lighting, BLED. Data were collected at four platforms across three subway stations between September 2025 and April 2026. Two platforms were equipped with blue LED luminaires and two served as non-exposed control platforms.
Note: For the purpose of preregistration and documentation, the files provided at this stage contain simulated data only. These simulated files mirror the structure, variables, formats, and temporal alignment of the real data that will be analysed once data collection is complete.
The core data consist of time stamped detections from the station camera system, provided as event level logs that is aggregated to minute-by-minute counts. For each platform, two zones were defined within the camera system, an exposure zone located at the platform end where trains enter the station and an adjacent reference zone with standard lighting. Automated video analytics identified human presence within these zones and recorded detections over time. The dataset does not include images, video recordings, or individual level tracking, only anonymised numerical event counts that can be summarised to passenger density measures. Lighting conditions at the exposed platforms alternated between BLED switched on and switched off, primarily in two-week periods with one four-week period, allowing within platform and between platform comparisons over time. Each camera based observation is time stamped and linked to station, platform, zone, experimental condition, and period identifiers.
The dataset also includes aggregated station passage data derived from ticket gate systems at the same stations. These data describe the number of passengers entering and exiting each station at minute resolution and serve as indicators of overall station usage that can be aligned temporally with the camera data to control for variation in passenger volume unrelated to lighting conditions.
To account for ambient lighting conditions, the dataset further includes environmental data from an outdoor reference station. This file contains time stamped measurements of solar irradiance and is used as a control variable for changes in natural light exposure over the study period.
The data material is provided as structured tabular files corresponding to these three sources, camera detections, station passage counts, and outdoor sun exposure. The files are linked through shared timestamps and station identifiers and can be read using standard statistical software. No proprietary software is required, and the original analyses were conducted in R, although reuse is not restricted to any specific software environment.
Download data and documentation (6 files / 35.21 MiB)
Data files
Data files
- BLISP_Passenger density_Hypotheses_260428.pdf112.03 KiB
- Solar irradiance at Bredäng station 250901-260427.csv251.42 KiB
Documentation files
Documentation files
Citation and access
Citation and access
Data access level:
Creator/Principal investigator(s):
Research principal:
Principal's reference number:
- 4-652/2026
Data contains personal data:
No
Citation:
Language:
Method and outcome
Method and outcome
Unit of analysis:
Population:
The population consists of passengers and other individuals present on subway platforms in the Stockholm metro system during the study period. Analytic results refer to aggregated patterns of human presence and movement within predefined areas of the platforms at the minutes when observations were recorded. The population is defined at the level of platform usage events rather than identifiable persons, and includes all platform users present at the included stations during times when data were collected, regardless of age, gender, or travel purpose.
Time method:
Sampling procedure:
Description of sampling:
The sample consists of continuous observational data from four selected subway platforms at three stations in the Stockholm metro system during the study period. All detectable platform usage events occurring within predefined camera zones during this time were included. Sampling is therefore exhaustive within the chosen locations and time span, with observations defined by time and place rather than by individual selection. The data represent repeated observations of platform use at the selected sites and is not representative sample of metro passengers as a whole.
Time period(s) investigated:
Variables:
22
Data collection - Fältexperiment
Data collection - Fältexperiment
Mode of collection:
Fältexperiment
Description of the mode of collection:
Datainsamlingen genomfördes med hjälp av ett automatiserat kamerasystem som redan var i drift i tunnelbanan. Närvaro av resenärer på plattformarna registrerades via befintliga kameror i kombination med videoanalysprogramvara som automatiskt detekterade och tidsstämplade individer inom fördefinierade zoner. Parallellt genererades aggregerade räknedata över in och utpassager via stationernas spärrsystem. Uppgifter om omgivande ljusförhållanden hämtades från en extern utomhusstation som registrerade solinstrålning med tidsstämpel. All data genererades kontinuerligt under studieperioden utan direkt kontakt med eller påverkan på enskilda personer.
Time period(s) for data collection:
2025-09-15 - 2026-04-26
Data collector:
- AB Storstockholms Lokaltrafik
Source of the data:
- Händelser/interaktioner
Geographic coverage
Geographic coverage
Geographic location:
Geographic description:
The data cover selected locations within the Stockholm metro system in Stockholm County, Sweden. Observations were collected at three subway stations, comprising four specific platforms. All data relate to indoor platform areas within these stations. In addition, environmental light data originate from a fixed outdoor monitoring station located in the Stockholm area and are used to contextualise local ambient light conditions corresponding to the same geographic region.
Lowest geographic unit:
County (NUTS 3)
Highest geographic unit:
Country
Administrative information
Administrative information
Responsible department/unit:
Department of Learning, Informatics, Management and Ethics [C7]
Commissioning organisation:
- Karolinska Institutet
Öppnar nytt fönster hos ror.org.
ROR
Ethical Review
Ethical Review
Reviewer:
- Etikprövningsmyndigheten
components.catalogue.resource.content.administrativeInformation.ethicalReview.rorId.srText
ROR
Registration number:
2025-05468-01
Ethical review information:
Projekttitel
Resenärstäthet på tunnelbaneplattformar med och utan exponering av ljus från blå LEDbelysning
(BLED)
Uppgifter om ansökan
Ansökan inkom till Etikprövningsmyndigheten 2025-08-06 och blev valid 2025-08-25.
Etikprövningsmyndigheten beslutar enligt nedan.
BESLUT
Etikprövningsmyndigheten godkänner den forskning som anges i ansökan.
Funding
Funding
Funding agency:
- Trafikverket
Öppnar nytt fönster hos ror.org.
ROR
Award number:
TRV 2024/29082, ID 2023-47
Award title:
Blått ljus på järnväg i suicidpreventivt syfte
