High-value meteorological datasets

Fecha de la noticia: 04-07-2024

A sky with weather data icons

The cross-cutting nature of open data on weather and climate data has favoured its use in areas as diverse as precision agriculture, fire prevention or the precision forestry. But the relevance of these datasets lies not only in their direct applicability across multiple industries, but also in their contribution to the challenges related to climate change and environmental sustainability challenges related to climate change and environmental sustainability, which the different action lines of the which the different action lines of the European Green Pact seek to address.

Meteorological data are considered by the European Commission, high value data in accordance with the annex to Regulation 2023/138. In this post we explain which specific datasets are considered to be of high value and the level of availability of this type of data in Spain.

The State Meteorological Agency

In Spain, it corresponds to the State Agency for Meteorology (AEMET) the mission of providing meteorological and climatological services at national level. As part of the Ministry for Ecological Transition and the Demographic Challenge. AEMET leads the related activities of observation, prediction and study of meteorological and climatic conditions, as well as research related to these fields. Its mission includes the provision and dissemination of essential information and forecasts of general interest. This information can also support relevant areas such as civil protection, air navigation, national defence and other sectors of activity.

In order to fulfil this mission, AEMET manages an open data portal that enables the reuse by natural or legal persons, for commercial or non-commercial purposes, of part of the data it generates, prepares and safeguards in the performance of its functions. This portal, known as AEMET OpenData currently offers two modalities for accessing and downloading data in reusable formats:

  • General access, which consists of graphical access for the general public through human-friendly interfaces.
  • AEMET OpenData API, designed for periodic or scheduled interactions in any programming language, which allows developers to include AEMET data in their own information systems and applications.

In addition, in accordance with Regulation 2023/138, it is envisaged to enable a third access route that would allow re-users to obtain packaged datasets for mass downloading where possible.

In order to access any of the datasets, an access key (API Key) which can be obtained through a simple request in which only an e-mail address is required, without any additional data from the applicant, for the sending of the access key. This is a control measure to ensure that the service is provided with adequate quality and in a non-discriminatory manner for all users.

AEMET OpenData also pioneered the availability of open meteorological data in Europe, reflecting AEMET's commitment to the continuous improvement of meteorological services, support to the scientific and technological community, and the promotion of a more informed and resilient society in the face of climate challenges.

High-value meteorological datasets

The Annex to Regulation (EU) 2023/138 details five high-value meteorological data sets: weather station observations, validated weather data observations, weather warnings, radar data and numerical prediction model (NMP) data. For each of the sets, the regulation specifies the granularity and the main attributes to be published.

If we analyse the correspondence of the datasets that are currently available grouped in 14 categories in the portal AEMET OpenData portal, with the five datasets that will become mandatory in the coming months, we obtain the conclusions summarised in the following table:

High-value meteorological datasets

Equivalence in the AEMET OpenData datasets

Observation data measured by meteorological stations

The "Conventional Observation" dataset, generated by the Observing Service, provides a large number of hourly variables on liquid and solid precipitation, wind speed and direction, humidity, pressure, air, soil and subsoil temperature, visibility, etc. It is updated twice an hour. In accordance with the Regulation, ten-minute data shall be included with continuous updating.

Climate data: validated observations

Within the category "Climatological Values", four datasets on climate data observations are provided: "Daily climatologies", "Monthly/annual climatologies", "Normal values" and "Recorded extremes". The validated dataset provided by the National Climatological Data Bank Service is normally updated once a day with a delay of four days due to validation processes. Attributes available include daily mean temperature, daily precipitation in its standard 07:00 to 07:00 measurement form, daily mean relative humidity, maximum gust direction, etc. In accordance with the Regulation, the inclusion of hourly climatology is planned.

Weather warnings

Adverse weather warnings" are provided for the whole of Spain, or segmented by province or Autonomous Community. Both the latest issued and the historical ones since 2018. They provide data on observed and/or forecast severe weather events, from the present time until the next 72 hours. These warnings refer to each meteorological parameter by warning level, for each weather zone defined in the Meteoalert Plan. It is generated by the Adverse Events Functional Groups and the information is available any time an adverse weather event is issued, in line with the Regulation, which requires the dataset to be published "as issued or hourly". In this case, AEMET announces preferential broadcasting hours: 09:00, 11:30, 23:00 y 23:50.

Radar data

There are two sets of data: "Regional radar graphic image" and "National radar composition image", which provide reflectivity images, but not the others described in the Regulation (backscatter, polarisation, precipitation, wind and echotop). The dataset is generated by the Land Remote Sensing group and the information is available at a periodicity of 10 minutes instead of the 5 minutes recommended in the Regulation. However, according to the Strategic Plan 2022-2025 of the AEMET the updating of the 15 weather radars and the incorporation of new radars with higher resolution is foreseen, so that in addition to strengthening the early warning system, the obligations of the Regulation can be fulfilled.

PMN model data

There are several datasets with forecast information, some available for download and some available on the web: weather forecast, normalised text forecast, specific forecasts, maritime forecast and maps of weather variables maps of the HARMONIE-AROME numerical models for different geographical areas and time periods. However, the AEMET, according to their frequently asked questions document does not currently consider numerical model outputs as open data. AEMET offers the possibility of requesting this or any other dataset through the general register  or through the electronic site but this is not an option provided for in the Regulation. In line with this, the inclusion of numerical atmospheric and wave model outputs is foreseen.

Figure 1: Table showing the equivalence between high value datasets and AEMET OpenData datasets.

The regulation also sets out a number of requirements for publication in terms of format, licence granted, frequency of updating and timeliness, means of access and metadata provided.

In the case of metadata, AEMET publishes, in machine-readable format, the main characteristics of the downloaded file: who prepares it, how often it is prepared, what it contains and its format, as well as information on the data fields (meteorological variable, unit of measurement, etc.). The copyright and terms of use are also specified by means of the legal notice. In this regard, it is foreseen that the current licences will be reviewed to make the datasets available under a licensing scheme compliant with the Regulation, possibly following the recommendation by adopting the license CC BY-SA 4.0.

All in all, it seems that the long track record of the State Meteorological Agency (AEMET) in providing quality open data has put it in a good position to comply with the requirements of the new regulation, making some adjustments to the datasets it already offers through AEMET OpenData to align them with the new obligations. AEMET plans to include in this service the datasets required by the Regulation and which are currently not available, as it adapts its regulations on public prices, as well as the infrastructure and systems that make this possible. Additional datasets that will be available will be ten-minute observation data, hourly climatologies and some data parameters from regional radars and numerical wave and forecast models.


Content prepared by Jose Luis Marín, Senior Consultant in Data, Strategy, Innovation & Digitalization. The contents and views reflected in this publication are the sole responsibility of the author.