cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16919028
title: Data accompanying the paper "Regime-dependent turbulence length scale formulation for NWP models based on turbulence kinetic energy, shear and stratification", submitted to Monthly Weather Review

description: This repository contains the outputs of MicroHH LES (van Heerwaarden et al., 2017) and ALADIN-CZ single-column model simulations of four idealized cases:

1) The continental cumulus case utilizing measurements from the Atmospheric Radiation Measurement (ARM) program, and Cloud and Radiation Testbed (CART) site in Oklahoma (Brown et al. 2002; Lenderink et al. 2004)

2) The trade wind cumulus case from the Barbados Oceanographic and Meteorological Experiment (BOMEX; Siebesma et al. 2003)

3) A drizzling stratocumulus case based on the first research flight data of the second period of the Dynamics and Chemistry of Marine Stratocumulus (DYCOMS-II) campaign (Stevens et al., 2005)

4) A stable planetary boundary layer case based on the Global Energy and Water Cycle Experiment (GEWEX) Atmospheric Boundary Layer Study (GABLS1) data (Beare et al. 2006; Cuxart et al. 2006; Holtslag 2006)

The MicroHH LES outputs are taken from Reilley et al. (2022) study and can be also found at https://doi.org/10.5281/zenodo.6372434. Additionally, we provide case study outputs from the ALADIN-CZ 3D NWP model, wherein the fields roughly match those verified/shown in Fig. 9.

 

The files are organized in the following way:

1) MicroHH LES model configuration files (.ini) and output files (NetCDF format) are stored in the file "LES.zip" within "conf" and "data" folders, respectivelly. Additionally, a sample script to plot LES-derived Turbulence Length Scales (TLS) and those based on NWP formulations (using LES data as input) is provided (plot.py).

2) The vertical profiles of (i) conserved variables and (ii) turbulent fluxes from the ALADIN-CZ single-column model for four idealized cases are provided in the file "single-column_simulations.zip", consisted of individual ASCII files (per case and TLS formulation). A detailed description of its content can be found in the associated README file.

3) Chosen surface and upper-air fields for (i) 23 November 2019 inversion and (ii) 24 June 2022 mesoscale convection system cases are provided in the file "case_studies.zip" and consisted of individual GRIB files per field and prognostic hour.  A detailed description of its content can be found in the associated README file.
DOI: 10.15468/dl.4becw3
title: Occurrence Download

description: A dataset containing 1057 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1057 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028488-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.teus2f
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 216 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028489-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12827868
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.29959175
title: NetCDF水资源提取与聚合

description: This script extracts hydrological variables (e.g., <i>qtot</i>, <i>qs</i>, <i>qg</i>, <i>airruse</i>) from NetCDF (.<code>nc</code>) files and processes them into annual water resource indicators at the provincial level in China. The workflow includes:Reading NetCDF files and selecting the target variable (<i>qtot</i>, <i>qs</i>, <i>qg</i>, <i>airruse</i>).Converting monthly data into annual sums.Mapping grid-based values to Chinese provinces using a GeoJSON boundary file.Aggregating results by province and adjusting with provincial area data.Exporting the final annual provincial dataset to CSV format.
DOI: 10.6084/m9.figshare.29959175.v1
title: NetCDF水资源提取与聚合

description: This script extracts hydrological variables (e.g., <i>qtot</i>, <i>qs</i>, <i>qg</i>, <i>airruse</i>) from NetCDF (.<code>nc</code>) files and processes them into annual water resource indicators at the provincial level in China. The workflow includes:Reading NetCDF files and selecting the target variable (<i>qtot</i>, <i>qs</i>, <i>qg</i>, <i>airruse</i>).Converting monthly data into annual sums.Mapping grid-based values to Chinese provinces using a GeoJSON boundary file.Aggregating results by province and adjusting with provincial area data.Exporting the final annual provincial dataset to CSV format.
DOI: 10.5281/zenodo.16788693
title: Multi-year Long COVID study

description: In February 2022, C-support, together with Erasmus MC, started a large-scale multi-year study into Long COVID. People who had been registered with C-support up to January 2022 with long-term symptoms after a COVID-19 infection and who completed the 1st questionnaire are invited annually for an extensive questionnaire. So far there have been three rounds of questionnaires: more than 11.000 people have completed the 1st questionnaire and approximately 8.000 people completed the 2nd and/or 3rd questionnaire.An overview of the topics per questionnaire and more information is available on our website: https://en.c-support.nu/data-aanvraag-meerjarig-long-covid-onderzoek/You can request a portion of this data to use for your own research or analyses. We can also perform analyses for you, such as creating customized summary tables and/or graphs.

About C-support: C-support supports people with long-term symptoms after COVID-19 or a COVID-19 vaccination. In addition, C-support shares knowledge with (healthcare) professionals and promotes research, for example by making data available.
DOI: 10.5281/zenodo.16788694
title: Multi-year Long COVID study

description: In February 2022, C-support, together with Erasmus MC, started a large-scale multi-year study into Long COVID. People who had been registered with C-support up to January 2022 with long-term symptoms after a COVID-19 infection and who completed the 1st questionnaire are invited annually for an extensive questionnaire. So far there have been three rounds of questionnaires: more than 11.000 people have completed the 1st questionnaire and approximately 8.000 people completed the 2nd and/or 3rd questionnaire.An overview of the topics per questionnaire and more information is available on our website: https://en.c-support.nu/data-aanvraag-meerjarig-long-covid-onderzoek/You can request a portion of this data to use for your own research or analyses. We can also perform analyses for you, such as creating customized summary tables and/or graphs.

About C-support: C-support supports people with long-term symptoms after COVID-19 or a COVID-19 vaccination. In addition, C-support shares knowledge with (healthcare) professionals and promotes research, for example by making data available.
DOI: 10.5281/zenodo.14974377
title: Dataset for publication: Optical in situ diagnostics of iron nanoparticle aerosols in microwave plasma

description: All datasets generated and analyzed for the publication (Optical in situ diagnostics of iron nanoparticle aerosols in microwave plasma), including raw spectra and images, associated metadata, and all MATLAB code used for reconstruction and figure generation.
DOI: 10.5281/zenodo.14974378
title: Dataset for publication: Optical in situ diagnostics of iron nanoparticle aerosols in microwave plasma

description: All datasets generated and analyzed for the publication (Optical in situ diagnostics of iron nanoparticle aerosols in microwave plasma), including raw spectra and images, associated metadata, and all MATLAB code used for reconstruction and figure generation.
DOI: 10.15468/dl.msn7qf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia saman",
 "Country is Côte d’Ivoire",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028490-250811113504898/datasets/export for details.
DOI: 10.15468/dl.pbus53
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Laimosemion sape)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028491-250811113504898/datasets/export for details.
DOI: 10.15468/dl.vtm4ns
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Lepidochelys kempii",
 "HasCoordinate is true",
 "Geometry POLYGON((-6.000000 30.000000, -6.000000 47.000000, 42.000000 47.000000, 42.000000 30.000000, -6.000000 30.000000))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002376-250426092105405/datasets/export for details.
DOI: 10.15468/dl.bgmdme
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Pterygoplichthys Gill, 1858"
 ]
}

 The dataset includes 854 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012834-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwj98r
title: Occurrence Download

description: A dataset containing 3353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ictaluridae"
 ]
}

 The dataset includes 3353 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012835-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/7465914
title: BANDIRMA_AQI_2021_2024
DOI: 10.34740/kaggle/dsv/11901349
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.cuh2g2
title: Occurrence Download

description: A dataset containing 1351809 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Populus L."
 ]
}

 The dataset includes 1351809 records from 4177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001930-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/b70-v1e-xt6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3nm-9bj-vf5
title: Odontaspis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6n-3jw-305
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e70-ghg-qdd
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wdx-1ac-71a
title: Heteroscleromorpha Cárdenas, Pérez & Boury-Esnault, 2012

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nl7-n58-s1b
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxt-t5d-mpz
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kgz-mph-rc3
title: Equus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v3c-af8-8nn
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1as-41e-9rq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b9t-zta-7cj
title: Alces alces (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p1d-5e3-jdh
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ct-p9t-fv7
title: Mollusca

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4k3-2qa-7dg
title: Macrocephalites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c6z-0zl-d9v
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q6k-92k-dhe
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mqq-e45-a3z
title: Echinoidea Schumacher, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/etr-hqz-nbp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twd-gtd-tyx
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q92-shd-h6f
title: Trinucleus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zsx-3q8-y75
title: †Micraster (Micraster) schroederi

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xmp-a13-3ra
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0hq-ref-fwv
title: Heteroscleromorpha Cárdenas, Pérez & Boury-Esnault, 2012

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wtc-tm1-64c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.gwp2kj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anethum graveolens",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023429-250811113504898/datasets/export for details.
DOI: 10.3535/8aa-rn3-5at
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b0m-k75-val
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kmv-y7g-mgn
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/640-5p7-qgj
title: Lychniscosida Schrammen, 1903

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7th-xsc-15s
title: Pilosa Flower, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m62-zfj-lw6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8jc-7k6-2hm
title: Thurmanniceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xnw-vlz-ps1
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.mmqkuy
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anethum graveolens",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 97 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023430-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/c39-2xc-7k2
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cla-n84-91h
title: Lamna

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r0j-j0a-b4s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18237594
title: Cyrtomium C.Presl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:32
DOI: 10.15468/dl.tkw4kj
title: Occurrence Download

description: A dataset containing 5153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panicum trichoides Sw."
 ]
}

 The dataset includes 5153 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033900-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tluabc
title: Occurrence Download

description: A dataset containing 337 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus chalaranthus C.Presl"
 ]
}

 The dataset includes 337 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034566-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuphvb
title: Occurrence Download

description: A dataset containing 2690 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acroceras zizanioides (Kunth) Dandy"
 ]
}

 The dataset includes 2690 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008876-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.un1ylq
title: Occurrence Download

description: A dataset containing 1601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus hirtus L."
 ]
}

 The dataset includes 1601 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033925-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unaj5j
title: Occurrence Download

description: A dataset containing 65902 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynodon dactylon (L.) Pers."
 ]
}

 The dataset includes 65902 records from 493 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035945-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvzmx3
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schnella guianensis (Aubl.) Wunderlin"
 ]
}

 The dataset includes 302 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049318-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9scyv
title: Occurrence Download

description: A dataset containing 4701 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Torenia crustacea (L.) Cham. & Schltdl."
 ]
}

 The dataset includes 4701 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036153-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf79yy
title: Occurrence Download

description: A dataset containing 3611 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Combretum fruticosum (Loefl.) Stuntz"
 ]
}

 The dataset includes 3611 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049306-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhgo6x
title: Occurrence Download

description: A dataset containing 8532 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Momordica charantia L."
 ]
}

 The dataset includes 8532 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033887-180508205500799/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.29772305
title: FIDIT-MLN

description: The dataset is organized into a four-layer structure designed for in-depth analysis of participant responses. <b>The first layer</b> contains basic demographic information such as gender, age, and education level. <b>The second layer</b> includes participants’ answers to a set of thematically structured survey questions. <b>The third layer</b> represents a network of connections between responses, constructed using semantic similarity based on vector representations. <b>The fourth layer</b> provides additional metadata linked to nodes and edges in the network, including multilayer mappings, semantic categories, and reliability indicators. This structure enables multidimensional analysis of both individual responses and collective patterns of opinion.
DOI: 10.6084/m9.figshare.29772305.v1
title: FIDIT-MLN

description: The dataset is organized into a four-layer structure designed for in-depth analysis of participant responses. <b>The first layer</b> contains basic demographic information such as gender, age, and education level. <b>The second layer</b> includes participants’ answers to a set of thematically structured survey questions. <b>The third layer</b> represents a network of connections between responses, constructed using semantic similarity based on vector representations. <b>The fourth layer</b> provides additional metadata linked to nodes and edges in the network, including multilayer mappings, semantic categories, and reliability indicators. This structure enables multidimensional analysis of both individual responses and collective patterns of opinion.
DOI: 10.15468/dl.sttjj2
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo lagopus"
 ]
}

 The dataset includes 436 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085539-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.