cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.66cfa4
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Opuntia cochenillifera (L.) Mill."
 ]
}

 The dataset includes 157 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071385-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.devumj
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calochortus minimus Ownbey"
 ]
}

 The dataset includes 111 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071387-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25405/data.ncl.29086991
title: <b>FOOD INFLATION (MIS)PERCEPTIONS</b>

description: We use a nationally representative sample of 900 individuals in the UK to study food inflation perception. We have two parts: a first part, where consumers have to indicate the inflation of 38 different food categories, plus 3 aggregate food categories (all food, all grocery, all food eaten out-of-home), which we match the real inflation in the same period requested to participants; and a second part, with an experimental task that asks consumers to indicate the perceived size of the annual price change of 18 products, having only information on price, or with information on price + absolute annual price change, or price + annual percentage change (as before, actual data is available, and is in the codes).
DOI: 10.25405/data.ncl.29086991.v1
title: <b>FOOD INFLATION (MIS)PERCEPTIONS</b>

description: We use a nationally representative sample of 900 individuals in the UK to study food inflation perception. We have two parts: a first part, where consumers have to indicate the inflation of 38 different food categories, plus 3 aggregate food categories (all food, all grocery, all food eaten out-of-home), which we match the real inflation in the same period requested to participants; and a second part, with an experimental task that asks consumers to indicate the perceived size of the annual price change of 18 products, having only information on price, or with information on price + absolute annual price change, or price + annual percentage change (as before, actual data is available, and is in the codes).
DOI: 10.21338/ess11_md
title: ESS round 11 Multilevel Data
DOI: 10.15468/dl.ffj7pt
title: Occurrence Download

description: A dataset containing 307417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus petraea (Matt.) Liebl.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-20 20, 45 20, 45 75, -20 75, -20 20))"
 ]
}

 The dataset includes 307417 records from 1535 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071396-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.983340
title: Passive acoustic monitoring data recorded by recorder SV1057 at mooring AWI244-5 in the Weddell Sea, Southern Ocean, from 2017 to 2018

description: Passive acoustic monitoring (PAM) data were collected by recorder SV1057 of type Sono.Vault (manufactured by develogic GmbH, Hamburg, Germany) at 69.0053° S, 6.9927° W, mooring AWI244-5, in the Weddell Sea, Atlantic sector of the Southern Ocean. During a deployment period from January 2017 to January 2019, passive acoustic data were collected from January 2017 to September 2018 (recording period) by SV1057 as part of the Hybrid Antarctic Float Observing System (HAFOS) in the Weddell Sea. The recorder was moored at 1044 m depth and scheduled to record continuously at a sample rate of 6,857 Hz. Further details about the data acquisition and processing of this data set can be found in the accompanying metadata file (see Additional metadata) as well as the data processing report (see Data Processing Report). Passive acoustic data archived here represent data processing Level 2+ (see Data Processing Report), deviating from Standard Operation Procedure (SOP) Glossary (Thomisch et al. 2023a). Further information on data processing with regard to data preparation and standardization can be found in the associated SOP Part 1: Data preparation and standardization (Thomisch et al. 2023b).
description: Each daily .tar contains the 10-minute audio files (.wav format) collected during the respective day.---Please note that this data set may also be listed as AWI244-05 _SV1057 at other data portals, such as the Open Portal to Underwater Soundscapes (OPUS), available at https://opus.aq.
DOI: 10.15468/dl.uwtdht
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calochortus monophyllus (Lindl.) Lem."
 ]
}

 The dataset includes 341 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071389-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvvrs4
title: Occurrence Download

description: A dataset containing 80819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((13.42436 69.86167,4.6469 67.01976,-8.26114 67.2205,-19.62021 67.81281,-28.39768 64.25374,-27.88135 53.09437,-17.55493 44.99691,-16.52228 30.81969,3.61426 32.57676,19.62021 30.37524,38.72411 32.14062,54.21375 33.87246,66.60546 43.14228,72.80133 50.54193,70.21972 62.16009,38.20778 72.6752,23.23447 73.42765,13.42436 69.86167))",
 "TaxonKey is Pulsatilla vulgaris Mill."
 ]
}

 The dataset includes 80819 records from 348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071397-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf7b2c
title: Occurrence Download

description: A dataset containing 7060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyrtomium falcatum (L.fil.) C.Presl)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7060 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000953-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14938114
title: Data and and code for "Validation and uncertainty quantification of three state-of-the-art ammonia surface exchange schemes using NH3 flux measurements in a dune ecosystem"

description: The data and code presented here are associated with the study "Validation and uncertainty quantification of three state-of-the-art ammonia surface exchange schemes using NH3 flux measurements in a dune ecosystem" by Jongenelen et al. (2025).

This repository includes the file jongenelenetal2025.7z , which contains the following directories:



figure_scripts: Contains the scripts to make the figures.  

figures: Map to which the figures will be exported.

model_output: Contains the model output, which is loaded in the scripts.  

sensivity_analysis_output: Contains the output of the sensitivity analysis per variable per scheme.  

uncertainty_analysis_output:  Contains the output of the uncertainty analysis, which is used as input for fig A1.  


Running the Scripts

To execute the scripts in figure_scripts directory, ensure that the directory_name variable is set to the absolute path of your `/figure_scripts/` directory. For example: directory_name = "/path/to/your/project/figure_scripts/"

Solleveld Data

The Solleveld dataset used in this study is available in a separate repository:https://doi.org/10.5281/zenodo.14936840
DOI: 10.5281/zenodo.14938115
title: Data and and code for "Validation and uncertainty quantification of three state-of-the-art ammonia surface exchange schemes using NH3 flux measurements in a dune ecosystem"

description: The data and code presented here are associated with the study "Validation and uncertainty quantification of three state-of-the-art ammonia surface exchange schemes using NH3 flux measurements in a dune ecosystem" by Jongenelen et al. (2025).

This repository includes the file jongenelenetal2025.7z , which contains the following directories:



figure_scripts: Contains the scripts to make the figures.  

figures: Map to which the figures will be exported.

model_output: Contains the model output, which is loaded in the scripts.  

sensivity_analysis_output: Contains the output of the sensitivity analysis per variable per scheme.  

uncertainty_analysis_output:  Contains the output of the uncertainty analysis, which is used as input for fig A1.  


Running the Scripts

To execute the scripts in figure_scripts directory, ensure that the directory_name variable is set to the absolute path of your `/figure_scripts/` directory. For example: directory_name = "/path/to/your/project/figure_scripts/"

Solleveld Data

The Solleveld dataset used in this study is available in a separate repository:https://doi.org/10.5281/zenodo.14936840
DOI: 10.15468/dl.z7k6q4
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Spain",
 "Geometry POLYGON((2.11322 41.76964,2.06537 41.59738,2.3008 41.40981,2.58216 41.48637,2.59747 41.7371,2.40033 41.90362,2.11322 41.76964))",
 "OccurrenceStatus is Present",
 "TaxonKey is Calotriton arnoldi Carranza & Amat, 2005"
 ]
}

 The dataset includes 185 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000956-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2jx6sg
title: CCDC 2350816: Experimental Crystal Structure Determination

description: Related Article: Leire Celaya-Azcoaga, Jon Pascual-Colino, Garikoitz Beobide, Oscar Castillo, Roberto Fernández de Luis, Antonio Luque, Sonia Pérez-Yáñez, Idoia Ruiz de Larramendi|2024|Inorg.Chem.|63|23363|doi:10.1021/acs.inorgchem.4c04119
description: Related Article: Andrea García-Hernán, Fernando Aguilar-Galindo, Oscar Castillo, Pilar Amo-Ochoa|2024|Cat.Sci.Tech.|14|6573|doi:10.1039/D4CY00969J
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.cc2jx6th
title: CCDC 2350817: Experimental Crystal Structure Determination

description: Related Article: Leire Celaya-Azcoaga, Jon Pascual-Colino, Garikoitz Beobide, Oscar Castillo, Roberto Fernández de Luis, Antonio Luque, Sonia Pérez-Yáñez, Idoia Ruiz de Larramendi|2024|Inorg.Chem.|63|23363|doi:10.1021/acs.inorgchem.4c04119
description: Related Article: Andrea García-Hernán, Fernando Aguilar-Galindo, Oscar Castillo, Pilar Amo-Ochoa|2024|Cat.Sci.Tech.|14|6573|doi:10.1039/D4CY00969J
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.cc2jx6vj
title: CCDC 2350818: Experimental Crystal Structure Determination

description: Related Article: Leire Celaya-Azcoaga, Jon Pascual-Colino, Garikoitz Beobide, Oscar Castillo, Roberto Fernández de Luis, Antonio Luque, Sonia Pérez-Yáñez, Idoia Ruiz de Larramendi|2024|Inorg.Chem.|63|23363|doi:10.1021/acs.inorgchem.4c04119
description: Related Article: Andrea García-Hernán, Fernando Aguilar-Galindo, Oscar Castillo, Pilar Amo-Ochoa|2024|Cat.Sci.Tech.|14|6573|doi:10.1039/D4CY00969J
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.cc2jx6wk
title: CCDC 2350819: Experimental Crystal Structure Determination

description: Related Article: Leire Celaya-Azcoaga, Jon Pascual-Colino, Garikoitz Beobide, Oscar Castillo, Roberto Fernández de Luis, Antonio Luque, Sonia Pérez-Yáñez, Idoia Ruiz de Larramendi|2024|Inorg.Chem.|63|23363|doi:10.1021/acs.inorgchem.4c04119
description: Related Article: Andrea García-Hernán, Fernando Aguilar-Galindo, Oscar Castillo, Pilar Amo-Ochoa|2024|Cat.Sci.Tech.|14|6573|doi:10.1039/D4CY00969J
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.cc2mhd0k
title: CCDC 2427858: Experimental Crystal Structure Determination

description: Related Article: Qing Wang|2025|CSD Communication|||
description: Related Article: Qing Wang, Chukai Shao, Ruirui Hua, Hongquan Yin, Fu-Xue Chen|2024|Org.Biomol.Chem.|22|4031|doi:10.1039/D4OB00367E
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: 10.5281/zenodo.10499819
title: Data for "Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous augmentations"

description: This repository contains data collected under the following study:P.Kharyuk, S.Matveev, I.Oseledets. Exploring specialization and sensitivity of convolutional neural networks in the context of simultaneous augmentations.

Corresponding source code repository: https://github.com/kharyuk/activation_sa

 

1_sensitivity_values.7z: sensitivity values (Sobol indices, Shapley values) computed for the first exprimental series. Every .hdf5 file should be placed into 'results' directory of the source code repository.

2_guided_masking_predictions.7z: these files include the top-5 class predictions and corresponding classifying layer's outputs computed for the second experimental series. To satisfy the space constraint of the current repository, we additionally compressed each hdf5 file (lzma). Every unpacked .hdf5 file should be placed into 'results' directory of the source code repository.

3_single_channelled_segments.7z: sensitivity values (Sobol indices, Shapley values) computed for the third experimental series (for the standalone segments). Every .hdf5 file should be placed into 'results/single_units' directory of the source code repository.

4_test_references.7z: examples of test scripts output (core computations with limited number of samples and checkpoints).
DOI: 10.15468/dl.th3jh9
title: Occurrence Download

description: A dataset containing 2472 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus teocote Schiede ex Schltdl. & Cham."
 ]
}

 The dataset includes 2472 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000957-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uc4hu
title: Occurrence Download

description: A dataset containing 18733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "TaxonKey is Egretta caerulea (Linnaeus, 1758)",
 "Year 1000-2024"
 ]
}

 The dataset includes 18733 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000958-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ek9w3
title: Occurrence Download

description: A dataset containing 5835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alpinia zerumbet (Pers.) B.L.Burtt & R.M.Sm.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 5835 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000959-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3b8pp
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aphelocoma ultramarina (Bonaparte, 1825)"
 ]
}

 The dataset includes 383 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000960-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d62evs
title: Occurrence Download

description: A dataset containing 151364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Argentina, Paraguay)",
 "TaxonKey is Egretta thula (Molina, 1782)",
 "Year 1000-2024"
 ]
}

 The dataset includes 151364 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000961-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqtyfm
title: Occurrence Download

description: A dataset containing 40768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aphelocoma californica (Vigors, 1839)"
 ]
}

 The dataset includes 40768 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000961-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/fxeqig
title: Comparison of magnesium sulfate regimens for 12 or 24 hours in postpartum women with preeclampsia: a randomized clinical study

description: This randomized, single-center, nonblind, noninferiority clinical trial is being conducted at a high-risk maternity hospital in southeast Brazil. Eighty postpartum women diagnosed with preeclampsia and requiring magnesium sulfate are randomized into two groups: a 24-hour infusion group (control) and a 12-hour infusion group (intervention). Both groups receive magnesium sulfate via the Zuspan regimen. The primary outcome is the need for additional magnesium sulfate therapy postpartum. Secondary outcomes include maternal complications (e.g., eclampsia, HELLP syndrome), duration of hospitalization, cost-effectiveness, and patient satisfaction. Data are collected over 10 days postpartum and analyzed using descriptive and inferential statistics, with p-values 0.05 considered statistically significant. Ethical approval was obtained, and patient autonomy and data confidentiality are strictly maintained. Os dados não podem ser disponibilizados no momento por se tratar de um estudo em andamento.
DOI: 10.15468/dl.q2utb5
title: Occurrence Download

description: A dataset containing 446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus cryptoleucus Couch, 1854"
 ]
}

 The dataset includes 446 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000967-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sh8vfr
title: Occurrence Download

description: A dataset containing 50122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromus catharticus Vahl"
 ]
}

 The dataset includes 50122 records from 1131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000925-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtgaas
title: Occurrence Download

description: A dataset containing 28196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.52075815200806 49.8148882609832, 6.46239328384399 49.8124513458298, 6.45810174942016 49.7550376077931, 6.52522134780884 49.7544830895621, 6.52075815200806 49.8148882609832))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 28196 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000968-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5ist3
title: Occurrence Download

description: A dataset containing 13760 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrolimus Germar, 1812"
 ]
}

 The dataset includes 13760 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010849-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9u3e4x
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptocarya myrcioides S.Moore"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011689-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.