cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3useuk
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arenaria serpyllifolia",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032840-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16355303
title: Ecosystem services, development pressures, conservation conflicts, and WEFE nexus assessments in the Upper White Nile basin using Co$tingNature and spatial analyses

description: The dataset contains raster and vector spatial outputs generated through the CostingNature tool and additional spatial analyses for the Upper White Nile Basin (UWN), covering parts of Uganda, Kenya, Tanzania, Rwanda, and Burundi. Outputs include ecosystem service assessments, conservation and development priorities, and WEFE (Water-Energy-Food-Environment) nexus conflict zones. Data were generated as part of two peer-reviewed publications using multi-method approaches integrating stakeholder perspectives and biophysical mapping. Files include GeoTIFF rasters, shapefiles of protected areas and basin boundaries, and Python scripts for analysis. All data were clipped to the UWN boundary. Co$tingNature data are used under a CC BY-NC license. For full methodological context, see Schlemm et al. (2024, 2025).
DOI: 10.5281/zenodo.16355304
title: Ecosystem services, development pressures, conservation conflicts, and WEFE nexus assessments in the Upper White Nile basin using Co$tingNature and spatial analyses

description: The dataset contains raster and vector spatial outputs generated through the CostingNature tool and additional spatial analyses for the Upper White Nile Basin (UWN), covering parts of Uganda, Kenya, Tanzania, Rwanda, and Burundi. Outputs include ecosystem service assessments, conservation and development priorities, and WEFE (Water-Energy-Food-Environment) nexus conflict zones. Data were generated as part of two peer-reviewed publications using multi-method approaches integrating stakeholder perspectives and biophysical mapping. Files include GeoTIFF rasters, shapefiles of protected areas and basin boundaries, and Python scripts for analysis. All data were clipped to the UWN boundary. Co$tingNature data are used under a CC BY-NC license. For full methodological context, see Schlemm et al. (2024, 2025).
DOI: 10.5281/zenodo.16069552
title: Data for GCT

description: Table for Ar and ZFT dating
DOI: 10.5281/zenodo.16356663
title: Data for GCT

description: Table for Ar and ZFT dating
DOI: 10.5281/zenodo.16355782
title: Single-cell transcriptomics of ex vivo treated tumor tissue (immune cell sorted) from seven patients treated with control, aTREM2, aDP1 or combination treatment

description: Single-cell transcriptomics of ex vivo treated tumor tissue (immune cell sorted) from seven patients treated with control, aTREM2, aDP1 or combination treatment.
DOI: 10.5281/zenodo.16355783
title: Single-cell transcriptomics of ex vivo treated tumor tissue (immune cell sorted) from seven patients treated with control, aTREM2, aDP1 or combination treatment

description: Single-cell transcriptomics of ex vivo treated tumor tissue (immune cell sorted) from seven patients treated with control, aTREM2, aDP1 or combination treatment.
DOI: 10.15468/dl.vzgnj9
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum distichon",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032843-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z97afu
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hordeum distichon",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032844-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8zsa6
title: Occurrence Download

description: A dataset containing 22284 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphicarpaea bracteata"
 ]
}

 The dataset includes 22284 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032845-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rehjnw
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Calidris minuta)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 38 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032846-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18167/dvn1/yzjq7q
title: Reunion island - 2019, Land cover map (Spot6/7) - 1.5m

description: As part of THEIA (the French Data and Services center for continental surfaces) CIRAD's TETIS research unit is developing an automated mapping method based on the Moringa chain that minimizes interactions with users by automating most image analysis and processing. The methodology uses jointly a Very High Spatial Resolution image (Spot6/7 or Pleiades) and one or more time series of High Spatial Resolution optical images such as Sentinel-2, Landsat-8 and Sentinel-1 for a classification combining segmentation and object classification (use of the Random Forest algorithm) driven by a learning database constituted from in situ collection and photo-interpretation. The land use maps, in ESRI shapefile format, are produced as part of the GABIR project (Gestion Agricole des Biomasses à l'échelle de l'Ile de la Réunion) and are all distributed on CIRAD's spatial data catalogue in Réunion: http://aware.cirad.fr/ This Dataverse entry concerns the maps produced, for the year 2019, using a mosaic of Spot6/7 images to calculate segmentation (extraction of homogeneous objects from the image). We use a field database with a nested nomenclature with 3 levels of accuracy allowing us to produce a classification by level. The most detailed level distinguishing crop types has an overall accuracy of 88% and a Kappa index of 0.86. Level 2, distinguishing crop groups, has an overall accuracy of 92% and a Kappa index of 0.93. Level 1, distinguishing major land use groups, has an overall accuracy of 97% and a Kappa index of 0.95. A detailed sheet presenting the validation method and results is available for download.
DOI: 10.34740/kaggle/dsv/12552638
title: OBELiX
DOI: 10.5281/zenodo.16356711
title: Source Code and Datasets for the Article: An Algebraic View of MAP Inference in Probabilistic Answer Set Programs
DOI: 10.5281/zenodo.16356712
title: Source Code and Datasets for the Article: An Algebraic View of MAP Inference in Probabilistic Answer Set Programs
DOI: 10.15468/dl.4szjxm
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032847-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snwxj7
title: Occurrence Download

description: A dataset containing 13169 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gomphocarpus fruticosus"
 ]
}

 The dataset includes 13169 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032848-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch6z8a
title: Occurrence Download

description: A dataset containing 1894 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea anomala"
 ]
}

 The dataset includes 1894 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032850-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abmu7g
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oldenlandia friesiorum",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 39 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032852-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdq3wz
title: Occurrence Download

description: A dataset containing 1965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is NT",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyanochen cyanoptera"
 ]
}

 The dataset includes 1965 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032851-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16356233
title: KLASIFIKASI TIPE MOBIL LISTRIK MENGGUNAKAN ALGORITMA DECISION TREE: STUDI PADA DATA SET PENJUALAN

description: This study explores the use of the Decision Tree algorithm (using the CART approach) to classify electric vehicle body types based on sales data. The model is trained using structured data with 23 features and evaluated using accuracy, precision, recall, and F1-score metrics. It aims to classify electric vehicle body types based on the technical specifications available in the sales dataset. Leveraging machine learning techniques, the model was developed and tested using Google Colab and popular Python libraries, including scikit-learn and pandas. The dataset comprises over 60 observations and more than 20 features related to vehicle performance and dimensions. The test results show an accuracy rate of up to 92%, with stable classification performance across several classes, such as SUV and Hatchback. The model was built using a supervised learning approach, with an 80% training and 20% testing data split, and a decision tree parameter setting of max_depth = 5.
DOI: 10.5281/zenodo.16356234
title: KLASIFIKASI TIPE MOBIL LISTRIK MENGGUNAKAN ALGORITMA DECISION TREE: STUDI PADA DATA SET PENJUALAN

description: This study explores the use of the Decision Tree algorithm (using the CART approach) to classify electric vehicle body types based on sales data. The model is trained using structured data with 23 features and evaluated using accuracy, precision, recall, and F1-score metrics. It aims to classify electric vehicle body types based on the technical specifications available in the sales dataset. Leveraging machine learning techniques, the model was developed and tested using Google Colab and popular Python libraries, including scikit-learn and pandas. The dataset comprises over 60 observations and more than 20 features related to vehicle performance and dimensions. The test results show an accuracy rate of up to 92%, with stable classification performance across several classes, such as SUV and Hatchback. The model was built using a supervised learning approach, with an 80% training and 20% testing data split, and a decision tree parameter setting of max_depth = 5.
DOI: 10.34740/kaggle/dsv/12552671
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.j9345b
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hainesia rubi"
 ]
}

 The dataset includes 106 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032854-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty78rf
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parolinia intermedia"
 ]
}

 The dataset includes 90 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032856-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwnvyq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus yersinii"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032855-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crs2xc
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parolinia intermedia"
 ]
}

 The dataset includes 90 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032857-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15754027
title: A computational approach for the simulation of shape memory polymer-based structures via finite elements and mesh morphing

description: This dataset comes from the following paper:

Corrado Groth, Andrea Chiappa, Marco Evangelos Biancolini and Giulia Scalet, A computational approach for the simulation of shape memory polymer-based structures via finite elements and mesh morphing, Smart Materials and Structures, 2025. https://doi.org/10.1088/1361-665X/adf309

It contains:



"FEA-SMP-PETAL_FIXHEAD.inp" : Abaqus .inp file

"FEA-SMP-PETAL_FIXHEAD.odb": Abaqus .odb file

"UMAT_SMP.for": Abaqus UMAT for constitutive model
DOI: 10.5281/zenodo.15754028
title: A computational approach for the simulation of shape memory polymer-based structures via finite elements and mesh morphing

description: This dataset comes from the following paper:

Corrado Groth, Andrea Chiappa, Marco Evangelos Biancolini and Giulia Scalet, A computational approach for the simulation of shape memory polymer-based structures via finite elements and mesh morphing, Smart Materials and Structures, 2025. https://doi.org/10.1088/1361-665X/adf309

It contains:



"FEA-SMP-PETAL_FIXHEAD.inp" : Abaqus .inp file

"FEA-SMP-PETAL_FIXHEAD.odb": Abaqus .odb file

"UMAT_SMP.for": Abaqus UMAT for constitutive model
DOI: 10.15468/dl.kb3ups
title: Occurrence Download

description: A dataset containing 3808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arenaria serpyllifolia",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3808 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032858-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtxmwh
title: Occurrence Download

description: A dataset containing 226293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Fringilla coelebs)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 226293 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032831-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwgb2c
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbena officinalis",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 109 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032859-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5wqja
title: Occurrence Download

description: A dataset containing 124741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Calidris minuta)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 124741 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032832-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acc4s6
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robinia pseudoacacia",
 "Country is Armenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032862-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pe6yr6
title: Occurrence Download

description: A dataset containing 734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robinia pseudoacacia",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 734 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032863-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzjzf6
title: Occurrence Download

description: A dataset containing 3934 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea petiolaris"
 ]
}

 The dataset includes 3934 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032861-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9z3-kq0-y57
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/cq0-trg-jmm
title: Scorzoneroides cichoriacea (Ten.) Greuter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/94a-csa-qqy
title: Scorzoneroides cichoriacea (Ten.) Greuter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jyn-c2s-rcx
title: Anchusa undulata subsp. hybrida Cout.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nlm-wnn-xgm
title: Crupina crupinastrum (Moris) Vis.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f7g-hh4-zf3
title: Aegilops neglecta Req. ex Bertol.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r73-f6m-05l
title: Crupina crupinastrum (Moris) Vis.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5pz-px9-p0d
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yps-xt2-h8w
title: Aegilops neglecta Req. ex Bertol.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g1c-mcp-m3m
title: Aegilops geniculata Roth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rn1-v6k-lh0
title: Onosma heterophylla Griseb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/r00-y9h-xcz
title: Salvia viridis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/v22-xeq-6cv
title: Aegilops geniculata Roth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y78-jvd-m8g
title: Coronilla scorpioides (L.) W.D.J.Koch

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.