cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/8heegj
title: Intertidal invertebrates of the Selvagens Islands

description: Surveys were conducted during low tide at each site under favorable conditions, characterized by diurnal tides, low wave action, and comparable tidal ranges. Each site was sampled over a four-hour period, covering the maximum accessible area. Abundance was assessed using the semi-quantitative SACFOR scale.
DOI: 10.5683/sp3/dhaxaj
title: Tableaux des ressources et des emplois, 2022 [Canada]
title: Supply and use tables, 2022 [Canada]
title: TRE 2022

description: Les tableaux des ressources et des emplois (TRE) fournissent un portrait détaillé de tous les activités économiques dans une région géographique donnée. Ils constituent un outil analytique puissant qui présente la structure d'une économie ainsi que les liens entre les différents acteurs économiques. Les TRE sont présentés sous la forme de tableaux illustrant les flux de biens et de services au sein de l’économie, depuis leur production ou leur importation jusqu’à leur consommation intermédiaire ou leur utilisation finale. Le tableaudes ressources montre l’offre de produits provenant des industries nationales et des importations. Le tableau des emplois suit l’utilisation de ces produits sous forme de consommations intermédiaires ou d’emplois finals. On entend par « consommations intermédiaires » les biens et les services consommés par les industries nationales pour produire d’autres produits. L’utilisation finale représente la consommation finale par les ménages, les institutions sans but lucratif au service des ménages (ISBLSM), les administrations publiques, la formation de capital, les variations de stocks et les exportations. Les TRE comprennent des mesures des revenus générés dans les processus de production. Les données des TRE peuvent être utilisées pour mesurer des agrégats économiques comme le produit intérieur brut (PIB). En outre, seuls les TRE fournissent une image cohérente et intégrée de l’économie sur le plan des industries et des produits. Cette cohérence (entre autres avantages) garantit que les trois approches de mesure du PIB génèrent des résultats identiques. 
&lt;br&gt;
&lt;br&gt;
Le Canada est l’un des rares pays à produire des TRE annuels à l’échelon national ainsi qu’aux échelons infranationaux provinciaux et territoriaux. Les TRE canadiens sont principalement utilisés aux fins suivantes :
&lt;br&gt;
&lt;br&gt;
&lt;ul&gt;
&lt;li&gt; &lt;b&gt;De données repères&lt;/b&gt;. Les tableaux des ressources et des emplois canadiens sont le « point d’ancrage statistique » pour le reste du système canadien de comptes macroéconomiques. Les estimations du PIB calculées à partir des TRE servent, par exemple, de valeurs de référence lors du calcul de mesures mensuelles et trimestrielles du PIB. &lt;/li&gt;
&lt;br&gt;
&lt;li&gt; &lt;b&gt;Analyse&lt;/b&gt;. Les tableaux des ressources et des emplois constituent un puissant outil pouvant être exploité pour analyser la structure des activités de production, la structure de la demande de produits, l’emploi, les prix et les coûts ainsi que d’autres variables économiques. Ils peuvent également être utilisés dans le cadre d’analyses d’incidence, après transformation en tableaux et modèles des entrées-sorties. L’analyse d’incidence permet de répondre à des questions comme « Quelle serait l’incidence d’une augmentation donnée du niveau des exportations d’automobiles sur les niveaux d’emplois dans différentes industries? » &lt;/li&gt;

&lt;/ul&gt;
description: Tableaux des ressources et des emplois
DOI: 10.25584/3004762
title: Datasets for Custom-trained Machine-learning Interatomic Potentials: Nitric Acid Aqueous Solution

description: This dataset was generated using an iterative active learning strategy with the ArcaNN software package (https://github.com/arcann-chem/arcann_training) to train machine-learning interatomic potentials (MLIPs) for aqueous nitric acid. Each active-learning cycle consisted of three stages: (1) training, (2) exploration, and (3) labeling. The initial training set comprised approximately 800 randomly selected configurations from a previous study by Lewis et al. (https://doi.org/10.1021/jp205510q), which investigated nitric acid solutions at 2, 3, 4, and 5 mol/L. For all configurations, single-point calculations of atomic forces and total energies were performed at the quantum density functional theory BLYP-D2 and PBE-D3 levels of theory using the CP2K Quickstep module. Valence electrons were treated explicitly, while core electrons on all atoms were represented by norm-conserving Goedecker–Teter–Hutter (GTH) pseudopotentials. Long-range dispersion interactions were accounted for using Grimme dispersion corrections. Wave functions were expanded in a mixed Gaussian-and-plane-wave scheme using TZV2P-MOLOPT basis sets for all elements and an 800 Ry auxiliary plane-wave cutoff for the electron density. Self-consistent field convergence was accelerated using orbital transformation and Direct Inversion in the Iterative Subspace, with a convergence threshold of 10^{-6}. All single-point calculations were carried out in periodic orthorhombic cells whose dimensions match those of the molecular configurations sampled from earlier trajectories. The CELL_REF keyword in CP2K was used to define a fixed reference cell, ensuring consistency in the reference data used for MLIP training, particularly when cell fluctuations are present in NpT simulations. The resulting high-fidelity energies and forces constitute the ground-truth labels used to train the MLIPs contained in this dataset.
DOI: 10.21947/2997964
title: BLOC Site - ASSIST Thermodynamic Retrievals TROPoe v0.18 / Derived Data

description: This dataset contains daily files with thermodynamic profiles retrieved with the optimal estimation physical retrieval TROPoe (Turner and Löhnert 2014; Turner and Blumberg 2019; Turner and Löhnert 2021). This is a postprocessed dataset and recommmended to use. The profiles are retrieved every 10 minutes from instantaneous radiances observed with an Atmospheric Sounder Spectrometer by Infrared Spectral Technology (ASSIST, Michaud-Belleau et al. 2025) operated by NOAA Physical Sciences Laboratory (PSL) on Block Island for WFIP3. 

The spectral bands used in the retrieval are in the wavenumber range from 612 - 905.4 cm-1 and are specified in Turner and Löhnert (2021). Additional input data in TROPoe are cloud base height from a collocated ceilometer operated by NOAA GML and temperature, water vapor mixing ratio, and pressure from a collocated surface tower operated by NOAA PSL.

In addition to these temporally resolved input data, TROPoe requires an a priori dataset (prior) that provides mean climatological estimates of thermodynamic profiles and specifies how temperature and humidity covary with height as an input (for details see, e.g., Djalalova et al. 2022). The prior is a key component of the retrieval and provides a constraint on the ill-posed inversion problem. A monthly prior was computed from operational radiosonde launches at Upton, NY.
DOI: 10.15468/dl.66fnps
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-119.6616 35.06814, -119.6549 35.07285, -119.6601 35.07672, -119.6655 35.0727, -119.6616 35.06814))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006150-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwmknb
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "TaxonKey is Uncia uncia"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006151-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/2293553
title: BLOC Site - Microwave Radiometer / Raw Data

description: This dataset contains raw data (lv1) from the microwave radiometer (MWR) operated by NOAA Physical Science Laboratory on Block Island for WFIP3.
DOI: 10.15468/dl.3u2cz8
title: Occurrence Download

description: A dataset containing 27044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hymenaea"
 ]
}

 The dataset includes 27044 records from 593 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006152-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgvzey
title: Occurrence Download

description: A dataset containing 23771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pseudonocardia Henssen, 1957"
 ]
}

 The dataset includes 23771 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015747-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yaz754
title: Occurrence Download

description: A dataset containing 39331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco peregrinus"
 ]
}

 The dataset includes 39331 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003782-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afc57n
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Libidibia glabrata"
 ]
}

 The dataset includes 405 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003783-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qyjs44
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capparidastrum petiolare"
 ]
}

 The dataset includes 258 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003784-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfp9kf
title: Occurrence Download

description: A dataset containing 2585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus crassifolia"
 ]
}

 The dataset includes 2585 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003785-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9ge7t
title: Occurrence Download

description: A dataset containing 36995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-88.58382 31.66119,-87.36164 31.96206,-86.82986 32.52427,-84.79136 31.69851,-82.04383 33.23139,-80.98027 34.84705,-80.62575 36.07424,-80.98027 36.64523,-81.82226 36.14584,-82.08815 35.20993,-82.8415 34.29972,-83.50623 33.45352,-84.65842 33.45352,-85.27883 33.26845,-86.56397 33.26845,-87.45027 33.93284,-87.6971 34.72966,-88.4299 34.62859,-88.40007 33.95605,-87.97539 33.40793,-87.76047 32.93435,-88.58382 31.66119,-88.58382 31.66119))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year is 2025"
 ]
}

 The dataset includes 36995 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003786-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/kagr6n
title: Click Caves

description: Desktop environments built from foraged materials.
DOI: 10.5281/zenodo.17667796
title: T2TMouseNonB
DOI: 10.5281/zenodo.17685105
title: T2TMouseNonB
DOI: 10.15468/dl.gz95x6
title: Occurrence Download

description: A dataset containing 159656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropogonias undulatus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 159656 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003773-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17685121
title: Diagnosing Pain Points in High School Information Technology Education in Under-Resourced Regions in the AI Era: A Mixed-Methods Study Based on Automated Pipeline Analysis
DOI: 10.5281/zenodo.17685122
title: Diagnosing Pain Points in High School Information Technology Education in Under-Resourced Regions in the AI Era: A Mixed-Methods Study Based on Automated Pipeline Analysis
DOI: 10.6084/m9.figshare.25868626
title: Salinization decreases soil phosphorus availability and plant productivity in terrestrial ecosystems

description: This dataset provides raw data that used for the meta-analysis, including article references, locations, environmental, and experimental variables.
DOI: 10.6084/m9.figshare.25868626.v1
title: Salinization decreases soil phosphorus availability and plant productivity in terrestrial ecosystems

description: This dataset provides raw data that used for the meta-analysis, including article references, locations, environmental, and experimental variables.
DOI: 10.15468/dl.n83ajq
title: Occurrence Download

description: A dataset containing 32676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia mearnsii De Wild.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 32676 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009799-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3jqvn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyrgomorpha conica (Olivier, 1791)",
 "HasCoordinate is true",
 "MediaType is one of (Image)",
 "Country is one of (Türkiye)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013670-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbkmws
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cicer arietinum",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024595-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhzxym
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.73027 41.75833,13.76857 41.74324,13.78679 41.78877,13.76857 41.80654,13.72603 41.80654,13.71481 41.76549,13.73027 41.75833))",
 "TaxonKey is Myodes glareolus (Schreber, 1780)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001136-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.as37xp
title: Occurrence Download

description: A dataset containing 1023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Uroderma magnirostrum Davis, 1968"
 ]
}

 The dataset includes 1023 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011968-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17538488
title: Multimodal AI in Mental Health Survey Dataset
DOI: 10.5281/zenodo.17698646
title: Reproducibility Repository for "Effects of Model Grid Spacing for Warm Conveyor Belt (WCB) Moisture Transport into the Upper Troposphere and Lower Stratosphere (UTLS) — Parts I and II"

description: This repository contains the code used to reproduce the results presented in the following publications submitted to ACP:“Effects of Model Grid Spacing for Warm Conveyor Belt (WCB) Moisture Transport into the Upper Troposphere and Lower Stratosphere (UTLS)” — Part I: Lagrangian Perspective, and Part II: Eulerian Perspective.

Data Access

The numerical weather prediction (NWP) data required for these analyses are not publicly available due to their large size. To reproduce the results, you will need:- ICON model output for both the global and nested simulations, and- The full trajectory dataset used in the studies.

Alternatively: the finished analysis data, zipped size ca. 100GB. 

Please contact the authors to obtain access to these data.

---

Prerequisites

You need working Julia and Python environments. Navigate to the CODE/ directory.

1. Install all required Julia packages:   julia --project=. install_packages.jl2. Install all required Python packages:   python install_packages.py

3. Make sure you have CDO (Climate Data Operators) available as a module and loaded. On the MOGON-NHR Cluster:

   module load data/CDO/1.9.8-intel-2019b

Setup

1. Open `PATH_DEFINITIONS.jl` and modify all directory paths to point to your local data and working directories.2. Navigate to CODE/EXECUTE_WCB_SELECTION/ and to merge model output and create WCB files (on a HPC cluster):

   sbatch DO_WCB_SELECTION.slurm   Make sure to modify the SLURM script according to your cluster.   This script executes do_WCB_selection.jl which calls WCB_selection.jl to generate all required intermediate files for subsequent trajectory and WCB analyses. You can also run each line from DO_WCB_SELECTION.slurm in the command line without SLURM if you have enough memory (~40GB)

---

Recreating Figures for Part I

To reproduce all figures and analysis presented in Part I, run:julia --project=. PART_I/make_plots.jl---

Recreating Figures for Part II

To reproduce all figures and analysis presented in Part II, execute the following steps in order:

1. Create the pressure-level WCB masks:   python PART_II/make_plev_WCB_mask.py2. Build Eulerian masks from trajectory data:   julia --project=. PART_II/create_masks.jl3. Perform the pressure-level analysis:   julia --project=. PART_II/do_plev_analysis.jl4. Generate all figures:   julia --project=. PART_II/make_plots.jl

Contact

For data requests, questions, or reproducibility inquiries, please contact:Cornelis Schwenk (c.schwenk@uni-mainz.de, private: corny.schwenk@gmail.com)Annette Miltenberger (amiltenb@uni-mainz.de)
DOI: 10.5281/zenodo.17698645
title: Reproducibility Repository for "Effects of Model Grid Spacing for Warm Conveyor Belt (WCB) Moisture Transport into the Upper Troposphere and Lower Stratosphere (UTLS) — Parts I and II"

description: This repository contains the code used to reproduce the results presented in the following publications submitted to ACP:“Effects of Model Grid Spacing for Warm Conveyor Belt (WCB) Moisture Transport into the Upper Troposphere and Lower Stratosphere (UTLS)” — Part I: Lagrangian Perspective, and Part II: Eulerian Perspective.

Data Access

The numerical weather prediction (NWP) data required for these analyses are not publicly available due to their large size. To reproduce the results, you will need:- ICON model output for both the global and nested simulations, and- The full trajectory dataset used in the studies.

Alternatively: the finished analysis data, zipped size ca. 100GB. 

Please contact the authors to obtain access to these data.

---

Prerequisites

You need working Julia and Python environments. Navigate to the CODE/ directory.

1. Install all required Julia packages:   julia --project=. install_packages.jl2. Install all required Python packages:   python install_packages.py

3. Make sure you have CDO (Climate Data Operators) available as a module and loaded. On the MOGON-NHR Cluster:

   module load data/CDO/1.9.8-intel-2019b

Setup

1. Open `PATH_DEFINITIONS.jl` and modify all directory paths to point to your local data and working directories.2. Navigate to CODE/EXECUTE_WCB_SELECTION/ and to merge model output and create WCB files (on a HPC cluster):

   sbatch DO_WCB_SELECTION.slurm   Make sure to modify the SLURM script according to your cluster.   This script executes do_WCB_selection.jl which calls WCB_selection.jl to generate all required intermediate files for subsequent trajectory and WCB analyses. You can also run each line from DO_WCB_SELECTION.slurm in the command line without SLURM if you have enough memory (~40GB)

---

Recreating Figures for Part I

To reproduce all figures and analysis presented in Part I, run:julia --project=. PART_I/make_plots.jl---

Recreating Figures for Part II

To reproduce all figures and analysis presented in Part II, execute the following steps in order:

1. Create the pressure-level WCB masks:   python PART_II/make_plev_WCB_mask.py2. Build Eulerian masks from trajectory data:   julia --project=. PART_II/create_masks.jl3. Perform the pressure-level analysis:   julia --project=. PART_II/do_plev_analysis.jl4. Generate all figures:   julia --project=. PART_II/make_plots.jl

Contact

For data requests, questions, or reproducibility inquiries, please contact:Cornelis Schwenk (c.schwenk@uni-mainz.de, private: corny.schwenk@gmail.com)Annette Miltenberger (amiltenb@uni-mainz.de)
DOI: 10.15468/dl.bex6rk
title: Occurrence Download

description: A dataset listing the 1343 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "StateProvince is Indiana",
 "TaxonKey is Hemiptera"
 ]
}

 The dataset's 1343 records were derived from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006135-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/2223034
title: BLOC Site - ASSIST / Raw Data 

description: This dataset contains raw data (summary, chA, chB) from the ASSIST operated by NOAA Physical Science Laboratory on Block Island for WFIP3.
DOI: 10.15468/dl.g26j43
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-119.7974 35.23712, -119.7857 35.2393, -119.7897 35.24564, -119.8004 35.2427, -119.7974 35.23712))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006155-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.