cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13145/bacdive125868.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125869.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125870.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125871.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125872.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125873.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125874.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125875.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125876.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125877.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125878.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125879.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125880.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25549/pcra-c14-42680
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.15468/dl.6rt5n2
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia firma Fernald"
 ]
}

 The dataset includes 82 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109709-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zp983
title: Occurrence Download

description: A dataset containing 4326300 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bumblebees and butterflies in Norway"
 ]
}

 The dataset includes 4326300 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253962-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sztkg
title: Occurrence Download

description: A dataset containing 25749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Digitalis grandiflora Mill., Dipsacus sylvestris Huds., Dipsacus sativus (L.) Honck., Draba aizoides L., Draba aizoides Pall. ex M.Bieb., 1808)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 25749 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158556-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.358nsj
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leopoldamys sabanus (Thomas, 1887))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 488 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060357-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-42780
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.15468/dl.3cz9j6
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is Plantas nativas de interés para la restauración ecológica en el departamento del Quindío",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 399 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253965-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqbyrw
title: Occurrence Download

description: A dataset containing 15300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coriaria L."
 ]
}

 The dataset includes 15300 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044333-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10974141
title: Sentinel-1 and TanDEM-X SAR data - Fehmarn Belt

description: Sentinel1 A and B SAR data processed by NORCE and used for manuscript JGR Oceans 2024. TanDEM-X SAR data processed at Chalmers University of Technology and used for manuscript JGR oceans 2024.
DOI: 10.15468/dl.82q5ry
title: Occurrence Download

description: A dataset containing 4295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeschynomene indica L.",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 4295 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060361-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3t5hc
title: Occurrence Download

description: A dataset containing 22542 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Tejidos del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-CT)"
 ]
}

 The dataset includes 22542 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253970-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-42690
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.15468/dl.7h457t
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abronia graminea (Cope, 1864)",
 "Year 2010-2020"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068760-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muy788
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oscaecilia elongata (Dunn, 1942))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060294-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ft695w
title: Occurrence Download

description: A dataset containing 1510 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhamdia laticauda (Kner, 1858)"
 ]
}

 The dataset includes 1510 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0338565-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-42770
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.5281/zenodo.10997110
title: Predicting glycan structure from tandem mass spectrometry via deep learning

description: Curated set of LC-MS/MS data from glycomics studies. Used for training and applying CandyCrunch, a deep learning model to predict glycan structure from LC-MS/MS data, described in Urban et al., Nat Methods, 2024 and https://github.com/BojarLab/CandyCrunch.

Files:

full_dataset.xlsx: Full dataset with all annotated LC-MS/MS glycan spectra

X_train.pkl: spectra and metadata from our training set

y_train.pkl: labels from our training set

X_test.pkl: spectra and metadata from our independent test set

y_test.pkl: labels from our independent test set

glycans.pkl: glycans in IUPAC-condensed nomenclature in the same order as the label-encoding
DOI: 10.5281/zenodo.7940046
title: Predicting glycan structure from tandem mass spectrometry via deep learning

description: Curated set of LC-MS/MS data from glycomics studies. Used for training and applying CandyCrunch, a deep learning model to predict glycan structure from LC-MS/MS data, described in Urban et al., Nat Methods, 2024 and https://github.com/BojarLab/CandyCrunch.

Files:

full_dataset.xlsx: Full dataset with all annotated LC-MS/MS glycan spectra

X_train.pkl: spectra and metadata from our training set

y_train.pkl: labels from our training set

X_test.pkl: spectra and metadata from our independent test set

y_test.pkl: labels from our independent test set

glycans.pkl: glycans in IUPAC-condensed nomenclature in the same order as the label-encoding
DOI: 10.15468/dl.t62fx4
title: Occurrence Download

description: A dataset containing 1096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Potamogeton coloratus Hornem."
 ]
}

 The dataset includes 1096 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194573-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfwsj6
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dermophis parviceps (Dunn, 1924))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060277-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97kuaf
title: Occurrence Download

description: A dataset containing 2080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Squamarina cartilaginea)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2080 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253934-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-42704
title: Redemption tidings, vol. 10, nos. 1-24, 1 Jan. - 15 Dec. 1934

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Missionary supplement to Redemption tidings (1 Jan. - 15 Apr. 1934) and Tidings from our missionaries (1 May - 15 Dec. 1934) in each issue.
DOI: 10.5281/zenodo.10997153
title: Decoding Knowledge Claims: the Evaluation of Scientific Publication Contributions through Semantic Analysis

description: This data were used to compute the RWMD distance as described in the study submitted for the STI 2024 conference, Berlin.
DOI: 10.5281/zenodo.10997154
title: Decoding Knowledge Claims: the Evaluation of Scientific Publication Contributions through Semantic Analysis

description: This data were used to compute the RWMD distance as described in the study submitted for the STI 2024 conference, Berlin.
DOI: 10.5281/zenodo.7636110
title: MOKE-microscopy-Skyrmion-dataset

description: Magnetic skyrmions in thin-film systems are heavily under investigation due to their potential applicability for spintronic applications.


An often used imagning techniqe is the magneto-optical Kerr effect (MOKE-)microscopy. Here we provide approximately 2400 MOKE images of around 30 different thin film measurements, focused on magnetic skyrmions and material defects. The dataset counts more than 1 million skyrmions. Corresponding labels are also provided pixelwise as a 3-class label (Background, skyrmion, defect) for training neural network devices on detection.


Own U-Net based pre-trained models are available for direct usage.


The corresponding publication is in preparation. Statistics and models used for publication are also included.
description: We thank all the experimentalists in the Kläui-Lab that took the MOKE measurements over the past for their own projects.
The data is split in fixed training/validation and test set, as the training labels are considered to be relatively weak - due to some relabeling process -, while the validation and test set are labeled carefully by hand.
DOI: 10.5281/zenodo.10995122
title: Data Sources for Bottom-Up Archetype-based Modelling of Nigerian Residential Dwellings for Scenario Analysis

description: Dataset Name:Literature Data, Archetype Parameter Sheets, and Schedules for the publication, named Bottom-Up Archetype-based Modelling of Nigerian Residential Dwellings for Scenario Analysis.

Description:This dataset includes Excel sheets containing literature sources, archetypal data, and schedules for Nigerian residential dwelling typologies.

Files:The following files are included in the dataset:



    Nigeria_LiteratureSources.xlsx: Excel sheet containing literature sources and references,

    Nigeria_ArchetypeParameters.xlsx: Archetype models' semantic, geometric, and technical data used in the generation of energy models,

    Nigeria_Schedules.xlsx: Excel sheet containing the operation schedules compiled from literature sources and reorganized by expert consensus and given in Designbuilder input format.


Usage:The dataset is intended for researching and analyzing the Nigerian residential buildings. The literature sources included in the Nigeria_LiteratureSources.xlsx and Nigeria_ArchetypeParameters.xlsx files can be used to verify, support, or reproduce the research findings.

License:The dataset is licensed under Creative Commons Attribution 4.0 International.

Citation:If you use this dataset in your research, please cite it as follows and contact the corresponding author:

Chibuikem Chrysogonus Nwagwu, Sahin Akin, and Edgar G. Hertwich. 2024. “Data Sources for Bottom-Up Archetype-based Modelling of Nigerian Residential Dwellings for Scenario Analysis”  https://doi.org/10.5281/zenodo.10995123

Contact:The archetypes' energy models (DesignBuilder or IDF files) as well as full material and energy use result sheets can be provided on request. If you have any questions or comments about the dataset, please contact chibuikem.nwagwu@sintef.no, the corresponding author.
DOI: 10.5281/zenodo.10995123
title: Data Sources for Bottom-Up Archetype-based Modelling of Nigerian Residential Dwellings for Scenario Analysis

description: Dataset Name:Literature Data, Archetype Parameter Sheets, and Schedules for the publication, named Bottom-Up Archetype-based Modelling of Nigerian Residential Dwellings for Scenario Analysis.

Description:This dataset includes Excel sheets containing literature sources, archetypal data, and schedules for Nigerian residential dwelling typologies.

Files:The following files are included in the dataset:



    Nigeria_LiteratureSources.xlsx: Excel sheet containing literature sources and references,

    Nigeria_ArchetypeParameters.xlsx: Archetype models' semantic, geometric, and technical data used in the generation of energy models,

    Nigeria_Schedules.xlsx: Excel sheet containing the operation schedules compiled from literature sources and reorganized by expert consensus and given in Designbuilder input format.


Usage:The dataset is intended for researching and analyzing the Nigerian residential buildings. The literature sources included in the Nigeria_LiteratureSources.xlsx and Nigeria_ArchetypeParameters.xlsx files can be used to verify, support, or reproduce the research findings.

License:The dataset is licensed under Creative Commons Attribution 4.0 International.

Citation:If you use this dataset in your research, please cite it as follows and contact the corresponding author:

Chibuikem Chrysogonus Nwagwu, Sahin Akin, and Edgar G. Hertwich. 2024. “Data Sources for Bottom-Up Archetype-based Modelling of Nigerian Residential Dwellings for Scenario Analysis”  https://doi.org/10.5281/zenodo.10995123

Contact:The archetypes' energy models (DesignBuilder or IDF files) as well as full material and energy use result sheets can be provided on request. If you have any questions or comments about the dataset, please contact chibuikem.nwagwu@sintef.no, the corresponding author.
DOI: 10.5281/zenodo.10997175
title: MOKE-microscopy-Skyrmion-dataset

description: Magnetic skyrmions in thin-film systems are heavily under investigation due to their potential applicability for spintronic applications.


An often used imagning techniqe is the magneto-optical Kerr effect (MOKE-)microscopy. Here we provide approximately 2400 MOKE images of around 30 different thin film measurements, focused on magnetic skyrmions and material defects. The dataset counts more than 1 million skyrmions. Corresponding labels are also provided pixelwise as a 3-class label (Background, skyrmion, defect) for training neural network devices on detection.


Own U-Net based pre-trained models are available for direct usage.


The corresponding publication is in preparation. Statistics and models used for publication are also included.
description: We thank all the experimentalists in the Kläui-Lab that took the MOKE measurements over the past for their own projects.
The data is split in fixed training/validation and test set, as the training labels are considered to be relatively weak - due to some relabeling process -, while the validation and test set are labeled carefully by hand.