cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14965710
title: RADCLIM-Analogs: High-Resolution Gridded Hourly Median Precipitation dataset for Belgium (1940-2016) Using the Analogue Technique

description: We provide in this database median maps at 1 km resolution of the hourly accumulated precipitation over Belgium from 1940 to 2016. We used the analog technique to compute for every day in the past (1940 – 2016) the 25 best analogs selected from the high resolution RMI RADCLIM radar database that is available from 2017 to 2022. The analogs were determined based on ERA5 data from ECMWF. The median was computed based on this 25 analogs.

Please read the LICENSE file for more information on the data licenses.

Citation

If you use this dataset for a publication, please cite the dataset article:



Debrie, E., Demaeyer, J., and Vannitsem, S.: Hourly precipitation series over Belgium based on the Analogue Technique, Earth Syst. Sci. Data Discuss. [preprint], doi:, in review, 2025.


The complete description of the method and performance is provided therein.

Installation

Download the dataset in a given folder, and in a terminal, and still in this folder, enter the following command:    

 unzip RADCLIM-Analogs-median.zip

This will unpack the dataset. You need at least 40Gb of free space on your disk to perform this operation.

Usage

The database is using Zarr format and is composed of two Zarr archives. One archive contains the database of the 25 best analogue days for each target day between 1940 and 2016. The second one contains all hourly median precipitation fields over Belgium from 1940 upon 2016.

A notebook showing how to load and explore the dataset with the Python language is available here: https://github.com/ElkeDebrie/RADCLIM-Analogs.

Note on the coordinate systems used in the dataset

The original RADCLIM product was set on a grid with the Belgian Lambert 2008 used as projection. The product has a spatial resolution of 1 km with each estimate representing the averagedprecipitation on a square of size 1 km.  The product covers an area from 0.3W to 9.7E in longitude and from 47.4N to 53.7N in latitude.

The dataset coordinates x and y are the coordinates on the plane defined by the projection. For convenience, each data points latitude and longitude was also computed and provided in the dataset as latitude and longitude dataset coordinates.

RADCLIM documentation

The original RMI RADCLIM product documentation is available at https://opendata.meteo.be/cases/202107/radclim_userguide.pdf.
DOI: 10.5281/zenodo.14965711
title: RADCLIM-Analogs: High-Resolution Gridded Hourly Median Precipitation dataset for Belgium (1940-2016) Using the Analogue Technique

description: We provide in this database median maps at 1 km resolution of the hourly accumulated precipitation over Belgium from 1940 to 2016. We used the analog technique to compute for every day in the past (1940 – 2016) the 25 best analogs selected from the high resolution RMI RADCLIM radar database that is available from 2017 to 2022. The analogs were determined based on ERA5 data from ECMWF. The median was computed based on this 25 analogs.

Please read the LICENSE file for more information on the data licenses.

Citation

If you use this dataset for a publication, please cite the dataset article:



Debrie, E., Demaeyer, J., and Vannitsem, S.: Hourly precipitation series over Belgium based on the Analogue Technique, Earth Syst. Sci. Data Discuss. [preprint], doi:, in review, 2025.


The complete description of the method and performance is provided therein.

Installation

Download the dataset in a given folder, and in a terminal, and still in this folder, enter the following command:    

 unzip RADCLIM-Analogs-median.zip

This will unpack the dataset. You need at least 40Gb of free space on your disk to perform this operation.

Usage

The database is using Zarr format and is composed of two Zarr archives. One archive contains the database of the 25 best analogue days for each target day between 1940 and 2016. The second one contains all hourly median precipitation fields over Belgium from 1940 upon 2016.

A notebook showing how to load and explore the dataset with the Python language is available here: https://github.com/ElkeDebrie/RADCLIM-Analogs.

Note on the coordinate systems used in the dataset

The original RADCLIM product was set on a grid with the Belgian Lambert 2008 used as projection. The product has a spatial resolution of 1 km with each estimate representing the averagedprecipitation on a square of size 1 km.  The product covers an area from 0.3W to 9.7E in longitude and from 47.4N to 53.7N in latitude.

The dataset coordinates x and y are the coordinates on the plane defined by the projection. For convenience, each data points latitude and longitude was also computed and provided in the dataset as latitude and longitude dataset coordinates.

RADCLIM documentation

The original RMI RADCLIM product documentation is available at https://opendata.meteo.be/cases/202107/radclim_userguide.pdf.
DOI: 10.5281/zenodo.15050458
title: RADCLIM-Analogs: High-Resolution Gridded Hourly Median Precipitation dataset for Belgium (1940-2016) Using the Analogue Technique

description: We provide in this database median maps at 1 km resolution of the hourly accumulated precipitation over Belgium from 1940 to 2016. We used the analog technique to compute for every day in the past (1940 – 2016) the 25 best analogs selected from the high resolution RMI RADCLIM radar database that is available from 2017 to 2022. The analogs were determined based on ERA5 data from ECMWF. The median was computed based on this 25 analogs.

Please read the LICENSE file for more information on the data licenses.

Citation

If you use this dataset for a publication, please cite the dataset article:



Debrie, E., Demaeyer, J., and Vannitsem, S.: Hourly precipitation series over Belgium based on the Analogue Technique, Earth Syst. Sci. Data Discuss. [preprint], doi:, in review, 2025.


The complete description of the method and performance is provided therein.

Installation

Download the dataset in a given folder, and in a terminal, and still in this folder, enter the following command:    

 unzip RADCLIM-Analogs-median.zip

This will unpack the dataset. You need at least 40Gb of free space on your disk to perform this operation.

Usage

The database is using Zarr format and is composed of two Zarr archives. One archive contains the database of the 25 best analogue days for each target day between 1940 and 2016. The second one contains all hourly median precipitation fields over Belgium from 1940 upon 2016.

A notebook showing how to load and explore the dataset with the Python language is available here: https://github.com/ElkeDebrie/RADCLIM-Analogs.

Note on the coordinate systems used in the dataset

The original RADCLIM product was set on a grid with the Belgian Lambert 2008 used as projection. The product has a spatial resolution of 1 km with each estimate representing the averagedprecipitation on a square of size 1 km.  The product covers an area from 0.3W to 9.7E in longitude and from 47.4N to 53.7N in latitude.

The dataset coordinates x and y are the coordinates on the plane defined by the projection. For convenience, each data points latitude and longitude was also computed and provided in the dataset as latitude and longitude dataset coordinates.

RADCLIM documentation

The original RMI RADCLIM product documentation is available at https://opendata.meteo.be/cases/202107/radclim_userguide.pdf.
DOI: 10.15468/dl.5y5a3q
title: Occurrence Download

description: A dataset containing 3237 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Year 1975-2025",
 "OccurrenceStatus is one of (Present)",
 "TaxonKey is one of (Myotis septentrionalis (Trouessart, 1897))"
 ]
 }
 ]
}

 The dataset includes 3237 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016937-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26dk4j
title: Occurrence Download

description: A dataset containing 125696 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudotsuga menziesii (Mirb.) Franco"
 ]
}

 The dataset includes 125696 records from 1063 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016869-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9dvwn
title: Occurrence Download

description: A dataset containing 32018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthropoda, Nematoda, Tardigrada, Rotifera, Annelida, Mollusca, Platyhelminthes)",
 "Geometry POLYGON ((-96.732082 39.239331, -96.740726 38.969206, -96.394753 38.961991, -96.384789 39.232046, -96.732082 39.239331))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is one of (301, 3036, 999, 9999)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 32018 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242258-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rd7jex
title: Occurrence Download

description: A dataset containing 29541613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "CoordinateUncertaintyInMeters 0.0-499.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2010-2019"
 ]
}

 The dataset includes 29541613 records from 805 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010363-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvvkzx
title: Occurrence Download

description: A dataset containing 765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Prunus buergeriana Miq."
 ]
}

 The dataset includes 765 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242796-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptn43x
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strobilanthes baracatanensis (Elmer) Y.F.Deng"
 ]
}

 The dataset includes 15 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240462-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxpvdd
title: Occurrence Download

description: A dataset containing 415 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización de vegetación para el establecimiento de límites funcionales de humedales: Ciénaga de la Virgen, Ciénaga Zapatosa y Complejo Hato Corozal - Paz de Ariporo"
 ]
}

 The dataset includes 415 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242281-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.su67yu
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium angustisquamum (Pugsley) Pugsley"
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242808-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9z2ck
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121.38192 25.42439,120.25155 24.42089,119.84095 23.19426,120.42422 22.06785,121.14302 21.69413,121.78305 21.70538,122.09418 24.3188,122.1516 25.14562,121.38192 25.42439))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Scutellaria tashiroi Hayata"
 ]
}

 The dataset includes 67 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011020-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kzsuj
title: Occurrence Download

description: A dataset containing 27772 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rupicola peruvianus (Latham, 1790)"
 ]
}

 The dataset includes 27772 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031012-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6a62m
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heuchera brevistaminea Wiggins"
 ]
}

 The dataset includes 56 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242286-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv8fa8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium angustilobatum Schljakov"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242804-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9qzrq
title: Occurrence Download

description: A dataset containing 1431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nycteris macrotis Dobson, 1876"
 ]
}

 The dataset includes 1431 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010653-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rymx5b
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strobilanthes linearifolia (Bremek.) Y.F.Deng"
 ]
}

 The dataset includes 153 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240464-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mt2h2f
title: Occurrence Download

description: A dataset containing 2285 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tristicha trifaria (Bory ex Willd.) Spreng."
 ]
}

 The dataset includes 2285 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242260-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dpvg7
title: Occurrence Download

description: A dataset listing the 13929 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 13929 records were derived from 514 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010654-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zwcb4
title: Occurrence Download

description: A dataset containing 2880 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrynium Willd."
 ]
}

 The dataset includes 2880 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011528-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xha2ma
title: Occurrence Download

description: A dataset containing 2880 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrynium Willd."
 ]
}

 The dataset includes 2880 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011529-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28713036
title: Supplementary Table 1: BN packages from Bayesian networks for network inference in biology

description: A non-exhaustive selection of software packages used for learning BN structures in biology.
DOI: 10.6084/m9.figshare.28713038
title: Table of cereal measurements by archaeological site from Contrasting Diachronic Regional Trends in Cereal Grain Evolution across Eurasia: A Metadata Analysis of Linear Morphometrics from the 9th millennium B.C.E. to Today

description: Dal Martello et al_ESM1.xlsx
DOI: 10.5519/qd.xthh5q9w
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (357 records)
DOI: 10.15468/dl.3gepe7
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria schiedeana Schltdl."
 ]
}

 The dataset includes 121 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011530-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7213181
title: Met4DX: A mass spectrum-oriented computational framework for ion mobility-resolved untargeted metabolomics

description: Supplementary data
DOI: 10.5281/zenodo.7213182
title: Met4DX: A mass spectrum-oriented computational framework for ion mobility-resolved untargeted metabolomics

description: Supplementary data
DOI: 10.25919/gqdd-jc07
title: SCHISM-WWMIII hydrological and wave model hindcast for Vanuatu

description: This collection contains netCDF formatted data produced by the SCHSIM-WWMIII hydrological and wave coupled model v5.9 around Vanuatu as part of the VanKIRAP project, described in the Hoeke et al report "National sea level rise and coastal hazard analysis mapping for Vanuatu": https://doi.org/10.25919/7jzw-8y73. 

Files are written monthly for the 41 years from 1980 to 2020, containing hourly data on an unstructured grid (adhering to UGRID1.0 convention) that ranges from 10km resolution offshore down to 50m at the coast. Each file contains variables describing sea surface elevation, significant wave height, mean & peak wave period, peak wave direction, peak directional spreading, and u- and v- components of depth-averaged current. 

The model was forced with: 
- TPXO v9.2 tides
- NOAA CFSR surface winds and Holland vortex model TC winds
- ECMWF ORAS5 water levels and sea level rise (with geodetic correction)
- CAWCR wave hindcast wave spectra. 

The model configuration and tuning is described in the linked project report.
DOI: 10.15468/dl.vf6w27
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oberonia attenuata Dockrill"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011531-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8wbd6
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Cycas L."
 ]
}

 The dataset includes 211 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011533-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15123412
title: 11_prs_models_fig4

description: This is the supplementary table for Figure 4 in the paper titled The Accuracy of Polygenic Score Models for BMI and Type II Diabetes in the Native Hawaiian Population.
DOI: 10.5281/zenodo.15123413
title: 11_prs_models_fig4

description: This is the supplementary table for Figure 4 in the paper titled The Accuracy of Polygenic Score Models for BMI and Type II Diabetes in the Native Hawaiian Population.