Dataset collections

Info-communications Media Development Authority (IMDA) extracts annual Media Consumer Experience Study results on usage of traditional media devices such as television and newspapers among Singapore citizens and permanent residents. The CSV reports the percentage of consumers who have ever used these devices for media activities during 2013–2015 in the catalog. Media market researchers can benchmark legacy platform reach against digital channels in Singapore. Official metadata links to IMDA’s broader facts-and-figures programme documentation.

National Library Board open catalogue of digitised sound and video recordings from National Library, Singapore collections. The CSV National Library Singapore Digitised Sound and Video Recordings 2024 lists materials related to music composed or published by Singaporeans, produced in Singapore, or connected to Singapore’s cultural heritage. Researchers, educators, and media historians can discover NLB digitisation outputs for study and citation. Enquiries are directed to [email protected] per the publisher.

National Environment Agency monthly CSV climate series on the highest daily rainfall total recorded each month at the Changi Climate Station in Singapore from 1982 through July 2023. The Rainfall - Monthly Highest Daily Total dataset supports extreme rainfall analysis, drought and flood retrospective studies, and Singapore long-term climate monitoring. Researchers can complement other NEA rainfall releases with monthly peak daily totals.

Early Childhood Development Agency (ECDA) curates a directory of licensed child care services across Singapore as open geospatial data. GEOJSON and KML datasets share the Child Care Services layer for mapping centres near homes or workplaces. Parents comparing ECDA-regulated options can build apps or maps without scraping agency websites. The ad-hoc collection supports family-friendly urban planning and accessibility studies.

Info-communications Media Development Authority (IMDA) published monthly quality-of-service statistics on nationwide outdoor 3G coverage for Singapore mobile networks. The CSV tracks whether operators met the regulatory threshold above 99% coverage using handset-based signal strength samples from Q2 2013 onward in the series. Telecom regulators and researchers studying historical mobile infrastructure can analyse coverage trends through mid-2016 in the catalog. The indicator reflects Singapore’s former 3G PCMTS QoS framework before later-generation rollouts.

National Environment Agency (NEA) publishes annual mean nitrogen dioxide concentrations for Singapore based on WHO Air Quality Guidelines (2005 global update). The Air Pollutant - Nitrogen Dioxide CSV supports long-term air-quality monitoring and public health research from 2000 through 2022. Analysts can relate the series to transport emissions and urban exposure patterns. The indicator is reported in micrograms per cubic metre (µg/m³).

Singapore Polytechnic publishes an annual listing of Workforce Skills Qualifications (WSQ) courses offered by the institution. The CSV dataset “SP’s WSQ Courses” includes course names, descriptions, and reference details for skills training in Singapore. Career counsellors, adult learners, and training providers can browse qualifications aligned with national WSQ frameworks. This collection supports education and workforce development research on polytechnic-delivered continuing education in Singapore.

Ministry of Defence publishes geospatial locations of Singapore Armed Forces Reservists Association (SAFRA) clubhouses islandwide. The collection includes SAFRA Centres in GEOJSON, KML, and SHP formats for mapping amenities available to NSmen and families. Community planners and veterans’ groups use the layers to find fitness, dining, and recreation facilities tied to Singapore’s reservist community. Ad-hoc updates reflect MoD’s directory of official SAFRA sites.

JTC Corporation publishes quarterly CSV statistics on total allocation and supply of JTC prepared industrial land by product segment in Singapore. Industrial real estate analysts use the series to monitor how much prepared land JTC released for factories, business parks, and related uses during 2017–2018 in the catalog. The collection links to JTC’s broader industrial property market statistics portal for methodology context. It supports study of Singapore industrial land pipeline and developer supply conditions.

Maritime and Port Authority of Singapore (MPA) provides monthly open data on the total number of registered vessels and shipping tonnage at period end. The Registered Vessels and Shipping Tonnage, Monthly CSV runs from 1995 through August 2023 for maritime economists and port analysts. Latest-month figures are flagged as preliminary estimates in the official description. The series helps track Singapore’s ship registry and fleet capacity over time.

Singapore Police Force (SPF) open data identifies police establishment locations across Singapore as of 2018. Datasets are available in GEOJSON and KML for mapping neighbourhood policing resources, emergency planning, and civic apps. Community groups and researchers studying public safety infrastructure can geocode stations and related facilities. The collection pairs spatial layers with SPF’s official establishment details for Singapore’s law-enforcement network.

NEA location data for after-death facilities across Singapore, including government-managed crematoria, cemeteries, and columbaria. GEOJSON, KML, and SHP formats support mapping services for bereavement planning and urban infrastructure studies. The collection complements NEA dedicated columbaria and related open datasets on data.gov.sg. Public users can identify official facility locations for end-of-life services information.

Land Transport Authority (LTA) published a snapshot CSV of carpark rates and opening hours at major shopping malls, attractions, and hotels in Singapore. Trip planners and mobility apps can compare paid parking options during the brief November 2018 coverage window catalogued here. Although dated, the file documents how LTA once centralised consumer parking tariff information. Researchers studying parking policy can treat it as a historical reference extract.

Info-communications Media Development Authority (IMDA) provides monthly statistics on working end-user connections delivered by type of property in Singapore. The CSV dataset shares the same title and supports analysis of broadband and telecom rollout across residential and non-residential premises. Telecom regulators, property analysts, and digital-inclusion researchers can relate connection counts to housing types and service quality reporting. The collection links infrastructure delivery metrics to IMDA’s broader Quality of Service monitoring for infocomm services.

NEA list of cleaning contractors and their work locations in Singapore, excluding expressway cleaning as noted by the agency. The CSV supports accountability studies on public cleaning contracts and neighbourhood environmental services. Researchers and journalists can analyse which contractors serve which areas during the catalogue coverage period. Open publication helps residents understand contracted cleaning coverage beyond expressways.

Nanyang Polytechnic (NYP) open data describes full-time student intake by semester in this annual education collection. The member CSV Nanyang Polytechnic Full-time Student Intake 2013 - 2026 helps education planners and analysts track polytechnic enrolment trends in Singapore’s skills ecosystem. Compare intake with course-offering datasets from other polytechnics to understand capacity shifts across disciplines. Official coverage runs from 2013 through 2022 in metadata with forward years reflected in the dataset title.

Urban Redevelopment Authority (URA) open geodata captures amendment polygons for building footprints under the Master Plan 2014 framework. KML and GEOJSON datasets named Amendment to MP2014 Building support GIS users updating Singapore built-form layers after plan revisions. Architects and urban analysts overlay indicative footprints when assessing planning context. The ad-hoc release pairs with other URA MP2014 amendment collections on data.gov.sg.

Singapore Tourism Board (STB) published annual summary statistics for gazetted hotels in Singapore, including room nights, standard average occupancy, average room rates, and revenue per available room. The Annual Gazetted Hotels Statistics CSV covers 2013–2015 with preliminary 2015 industry estimates noted in metadata. Hospitality analysts benchmarking Singapore hotel performance can reuse STB’s surveyed returns on room lettings and F&B turnover. The collection captures a defined pre-pandemic tourism accommodation window.

Immigration and Checkpoints Authority (ICA) publishes deaths broken down by age, ethnic group, and gender in Singapore as part of the Report on Registration of Births and Deaths. The CSV covers 2019 through 2021 for demographers studying mortality patterns and population change. Researchers can join the file with other vital-statistics open data for equity and ageing analyses. Annual release supports consistent civil-registration reporting.

Energy Market Authority (EMA) monthly statistics on average household town gas consumption in Singapore by dwelling type, measured in kWh. The CSV series from 2005 through mid-2021 helps energy analysts relate residential gas use to housing mix. Sustainability researchers and utilities planners study how consumption patterns differ across HDB and private housing categories. EMA publishes the data as part of Singapore’s open energy market information.

Urban Redevelopment Authority (URA) maintains Master Plan 2003 gross plot ratio (GPR) demarcation lines as open spatial data for Singapore. GEOJSON and KML files let planners see historical GPR line geometry that informed development control before later master plan cycles. Researchers comparing zoning intensity over time can load the layer beside contemporary GPR datasets. Frequency is listed as other in the catalog metadata.

National Environment Agency (NEA) maps government and private crematoria across Singapore as geospatial open data. The collection includes Crematoria layers in GEOJSON and KML for funeral planning, public health logistics, and urban GIS workflows. Families and service providers can locate facilities without relying on static PDF lists. Ad-hoc updates reflect the NEA register of crematorium sites.

People’s Association (PA) publishes locations of PA holiday facilities across Singapore for community recreation and retreats. Datasets include GEOJSON and KML formats under the same facility name, suitable for maps and mobile guides. Residents planning PA programmes, grassroots organisers, and tourism researchers can find where holiday camps and similar venues are situated. This open-data collection supports community engagement and facility discovery on Singapore’s data portal.

URA Master Plan 2019 SDCP point layer for public spaces under Singapore’s Parks and Waterbodies Plan. GEOJSON and KML files mark indicative public space locations governed by SDCP guidelines. Planners and civic hackers can combine this layer with park polygons and connectivity datasets for open-space accessibility analysis. The release is part of URA’s MP19 SDCP open geospatial programme on data.gov.sg.