cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16885091
title: How do tropical storms affect coastal plankton blooms? A mechanistic investigation of toxigenic Karenia brevis bloom on the West Florida Shelf after Hurricane Ian (2022)

description:   The dataset includes COAWST_RCA model outputs of the four hypothetical scenarios (Exp. 2-Exp. 5) mentioned in the paper, which are all compressed into the ZIP files for saving space. And the results of the hindcast run (Exp. 1) and without hurricane Ian run (Exp. 6) are provided in https://zenodo.org/records/14768459. 

  In the model outputs, the reference time of 'ocean_time' or 'time' is 2022-9-20; all prior data is not included due to spin-up. The biomass of K. brevis is under the variable name "M_C". The nitrate and ammonium concentrations are named as "NO23" and "DNH4", while the PAR intensity in each layer is denoted as "ATTENL". The model output interval is 6 hours, and each netCDF file has one day of data in it.

  Extracted data for the analysis of the coastal region is stored in the MAT file.  'kb1'-'kb6' refer to the coastal K. brevis concentration extracted from Exp. 1 to Exp. 6.
DOI: 10.5281/zenodo.16885090
title: How do tropical storms affect coastal plankton blooms? A mechanistic investigation of toxigenic Karenia brevis bloom on the West Florida Shelf after Hurricane Ian (2022)

description:   The dataset includes COAWST_RCA model outputs of the four hypothetical scenarios (Exp. 2-Exp. 5) mentioned in the paper, which are all compressed into the ZIP files for saving space. And the results of the hindcast run (Exp. 1) and without hurricane Ian run (Exp. 6) are provided in https://zenodo.org/records/14768459. 

  In the model outputs, the reference time of 'ocean_time' or 'time' is 2022-9-20; all prior data is not included due to spin-up. The biomass of K. brevis is under the variable name "M_C". The nitrate and ammonium concentrations are named as "NO23" and "DNH4", while the PAR intensity in each layer is denoted as "ATTENL". The model output interval is 6 hours, and each netCDF file has one day of data in it.

  Extracted data for the analysis of the coastal region is stored in the MAT file.  'kb1'-'kb6' refer to the coastal K. brevis concentration extracted from Exp. 1 to Exp. 6.
DOI: 10.15468/dl.ufhnjy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Hungary",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028464-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nz95j6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028463-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16911635
title: APT Sandworm Dataset
DOI: 10.5281/zenodo.16911636
title: APT Sandworm Dataset
DOI: 10.17180/c7ng-9z54
title: MEANS-InOut
title: MEANS-InOut

description: Le logiciel MEANS-InOut, développé par l’équipe de la plateforme MEANS, est un outil convivial (user-friendly) pour créer des inventaires de cycle de vie de systèmes de production végétale, animale et des procédés de transformation des produits agro-alimentaires. Il permet de:
1) décrire finement un système de production et d'indiquer les métadonnées associées,
2) renseigner ses choix méthodologiques,
3) calculer des flux de substances polluantes et de ressources utilisées liés au système de production étudié, en mobilisant des modèles mathématiques
4) de transférer ces données dans des logiciels de calcul d'impact environnementaux d'analyse de cycle de vie
DOI: 10.15468/dl.txhpbh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028465-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16919980
title: Dataset related to the paper "Single-layer silicon metalens for broadband achromatic focusing and wide field of view"

description: This dataset includes data related to the paper "Single-layer silicon metalens for broadband achromatic focusing and wide field of view". File descrition



meta_atom_library_0deg_period650nm_thick700nm_broadband_air.mat : meta-atom library used to build the metasurface



RelativeFocalshift_NA.csv : data for figure 6b




WFOV_sin1550.csv : data for figure 7a




WFOV_broadband.csv : data for figure 7b


Efficiency.csv : data for figure 8
DOI: 10.5281/zenodo.16919981
title: Dataset related to the paper "Single-layer silicon metalens for broadband achromatic focusing and wide field of view"

description: This dataset includes data related to the paper "Single-layer silicon metalens for broadband achromatic focusing and wide field of view". File descrition



meta_atom_library_0deg_period650nm_thick700nm_broadband_air.mat : meta-atom library used to build the metasurface



RelativeFocalshift_NA.csv : data for figure 6b




WFOV_sin1550.csv : data for figure 7a




WFOV_broadband.csv : data for figure 7b


Efficiency.csv : data for figure 8
DOI: 10.15468/dl.sff3vs
title: Occurrence Download

description: A dataset containing 1719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Jacaratia spinosa"
 ]
}

 The dataset includes 1719 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028467-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2um5fb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028466-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sn5ks
title: Occurrence Download

description: A dataset containing 154190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carcinus maenas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 154190 records from 372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028416-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/23862
title: Chandra X-ray Observatory ObsId 23862

description: X-Ray Stellar Cycles at Low Rossby Number
DOI: 10.15468/dl.2pbugn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028469-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2x77s
title: Occurrence Download

description: A dataset containing 15674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Impatiens pallida"
 ]
}

 The dataset includes 15674 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028468-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3uj83f
title: Occurrence Download

description: A dataset containing 1491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arundo donax",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1491 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028470-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbw9e4
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862, 66522820-055c-11d8-b84e-b8a03c50a862, 33d232b5-5cc2-4521-8bd6-121c5bb41c32, ae447c50-b8a8-11d8-92a4-b8a03c50a862, 838537fc-4aeb-4980-8b58-97fbdcd1d91a, 6ba9a8cc-513a-4a51-bf93-6f5de8040a96, 8483a1f0-1032-11db-ae00-b8a03c50a862)",
 "TaxonKey is Monolena primuliflora"
 ]
}

 The dataset includes 258 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028471-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kjhhy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028473-250811113504898/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc2j0h68
title: CCDC 2324169: Experimental Crystal Structure Determination

description: Related Article: Lin Li, Haibing Han, Yuying Fu, Jinjian Liu|2025|J.Mol.Struct.|1348|143450|doi:10.1016/j.molstruc.2025.143450
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k1f57
title: CCDC 2354858: Experimental Crystal Structure Determination

description: Related Article: Lin Li, Haibing Han, Yuying Fu, Jinjian Liu|2025|J.Mol.Struct.|1348|143450|doi:10.1016/j.molstruc.2025.143450
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k3tn5
title: CCDC 2357167: Experimental Crystal Structure Determination

description: Related Article: Li Zhang, Yujie Zhao, Jiasheng Li, Yuang Fu, Boyu Peng, Jun Yang, Xinhui Lu, Qian Miao|2025|J.Am.Chem.Soc.|147|3459|doi:10.1021/jacs.4c14775
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.k6jjuv
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ompok argestes)",
 "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 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028474-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57837/actris-ares/1439-3g49
title: ACTRIS-EARLINET 2025 particle depolarization ratio profiles at 532nm over WAW Warsaw - Poland

description: ACTRIS-EARLINET 2025 particle depolarization ratio profiles at 532nm over WAW Warsaw - Poland.
This dataset collects all the particle depolarization ratio profiles at 532nm collected in 2025 at the aerosol remote sensing WAW station (Warsaw - Poland). Related files also contain volume depolarization ratio profiles at the same wavelength. This dataset is incremental: data collected in 2025 are added as soon as a new observation is collected in 2025 and added to the ACTRIS/EARLINET database.
DOI: 10.15468/dl.jnun3f
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia schwackei"
 ]
}

 The dataset includes 59 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028475-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdtxyw
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028476-250811113504898/datasets/export for details.
DOI: 10.15468/dl.7qym26
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia saman",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028477-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xezuk7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028478-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypfuna
title: Occurrence Download

description: A dataset containing 1097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-18.89632946632983 11.023557653578195,-14.896329466329831 11.023557653578195,-14.896329466329831 15.023557653578195,-18.89632946632983 15.023557653578195,-18.89632946632983 11.023557653578195))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chlorocebus sabaeus"
 ]
}

 The dataset includes 1097 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028480-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gh993j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Iraq",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028479-250811113504898/datasets/export for details.
DOI: 10.15468/dl.kwrxsq
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028481-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/45726
title: Chandra X-ray Observatory ObsId 45726
DOI: 10.15468/dl.qe9k4w
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028483-250811113504898/datasets/export for details.
DOI: 10.15468/dl.bqqnmf
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyphocharax aninha)",
 "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 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028482-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nz4pzy
title: Occurrence Download

description: A dataset containing 15350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trema micranthum"
 ]
}

 The dataset includes 15350 records from 476 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028485-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8d4za
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028484-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnz8dk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028486-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.13619652
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.