cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nw99e7
title: Occurrence Download

description: A dataset containing 262945361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-140.625 -1.40611,-79.45312 -1.40611,-79.45312 40.44695,-140.625 40.44695,-140.625 -1.40611))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 262945361 records from 1002 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274981-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.itl0ag
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001987-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbbphs
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alcathoe Edwards, 1882"
 ]
}

 The dataset includes 287 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239138-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jr33pq
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea zanzibarica Verdc."
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034001-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s0quxo
title: Occurrence Download

description: A dataset containing 2125978331 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 2125978331 records from 19073 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015338-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/89b-am5-2vw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/stz-1hw-clq
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k3j-tn2-7t6
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r2r-g9l-x4d
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/6sckkmyhyj
title: Utilization of IoT in the Horticulture Sector : Innovative Solutions For Support Agriculture Sustainable

description: open data Utilization of IoT in the Horticulture Sector : Innovative Solutions For Support Agriculture Sustainable
DOI: 10.3535/b98-r4j-yl9
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ahn-bc0-5zm
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v90-p12-25w
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/6sckkmyhyj.1
title: Utilization of IoT in the Horticulture Sector : Innovative Solutions For Support Agriculture Sustainable

description: open data Utilization of IoT in the Horticulture Sector : Innovative Solutions For Support Agriculture Sustainable
DOI: 10.3535/fl3-a9h-xrp
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vyj-1l7-p8y
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7sf-zd8-dz7
title: Lepidophyllum Cass.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vla-z89-gnv
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/n8656f9wbr
title: Fine-Tuning with Attention Mechanisms for LULC Classification: A Case Study of Tianjin, China

description: The repository contains: 
Training and testing datasets: Processed Sentinel-2 image tiles (10-channel) and the corresponding 7-class LULC labels used for model training and testing. 
Evaluation data: Numerical values required to reproduce the reported metrics, including per-class precision, recall, F1-score, overall accuracy (OA), and Kappa coefficient. Raw confusion matrices are also included. 
Figure and table data: The underlying tabular values used to generate all figures and tables in the manuscript, including classification accuracy plots, comparative charts, and performance summaries. 
Original Sentinel-2 Level-2A imagery is publicly available from the European Space Agency (ESA) Copernicus Open Access Hub (https://scihub.copernicus.eu/) and is therefore not redistributed here. The shared repository provides all processed and labelled data required to replicate the findings of this study.
DOI: 10.3535/2vm-as1-gg6
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9t1-qws-reg
title: Lepidophyllum Cass.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/471-3jn-kn8
title: Hystrix Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5tt-z1p-qma
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/n8656f9wbr.3
title: Fine-Tuning with Attention Mechanisms for LULC Classification: A Case Study of Tianjin, China

description: The repository contains: 
Training and testing datasets: Processed Sentinel-2 image tiles (10-channel) and the corresponding 7-class LULC labels used for model training and testing. 
Evaluation data: Numerical values required to reproduce the reported metrics, including per-class precision, recall, F1-score, overall accuracy (OA), and Kappa coefficient. Raw confusion matrices are also included. 
Figure and table data: The underlying tabular values used to generate all figures and tables in the manuscript, including classification accuracy plots, comparative charts, and performance summaries. 
Original Sentinel-2 Level-2A imagery is publicly available from the European Space Agency (ESA) Copernicus Open Access Hub (https://scihub.copernicus.eu/) and is therefore not redistributed here. The shared repository provides all processed and labelled data required to replicate the findings of this study.
DOI: 10.3535/l23-hhr-vm0
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0s7-392-rzk
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/26m-wmf-e2d
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dv9-brl-dzq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j1v-chm-wlx
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h3j-w44-kyg
title: Rhinoceros Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zys-szm-gf7
title: Marcanodendron Doweld

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4g-mjv-18c
title: Elephas maximus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.5uam4w
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stomolophus meleagris",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020114-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9p0-a42-58j
title: Rusa C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ww-kvp-4nx
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f8x-s3d-hvb
title: Tetracerus Leach, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v4d-05r-318
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gve-1bx-e1w
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jpw-jra-dlk
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.mpqh54
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020115-250811113504898/datasets/export for details.
DOI: 10.3535/m2p-ks1-3pc
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n82-a4a-07r
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qym-yss-cq9
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ttl-gns-flx
title: Lepidophyllum Cass.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/875f3882xf
title: (Dataset ) Generative AI in EVA

description: The "4PADAFE and Generative AI in MOOC" dataset contains survey responses from 20 participants, detailing demographic data, study modality, and experiences using the 4PADAFE methodology and generative AI tools in MOOC design. It includes insights on instructional design, collaboration, skill development, and the impact of AI on educational innovation.
DOI: 10.3535/2ws-fmb-kt2
title: Hystrix Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lnh-b1g-brq
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ppp-fvj-h07
title: Alnus Mill.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/875f3882xf.2
title: (Dataset ) Generative AI in EVA

description: The "4PADAFE and Generative AI in MOOC" dataset contains survey responses from 20 participants, detailing demographic data, study modality, and experiences using the 4PADAFE methodology and generative AI tools in MOOC design. It includes insights on instructional design, collaboration, skill development, and the impact of AI on educational innovation.
DOI: 10.3535/aep-3wa-wet
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6s-7nz-cc7
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b96-cbk-kyc
title: Duboisia Szidat, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f5d-pk4-afj
title: Hystrix Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/g9ds4j6njm
title: Decompressive Craniectomy Finite Element Model

description: This dataset contains finite element models for biomechanical simulations, representing both the closed skull state and the unilateral decompressive craniectomy state (with a resection area of 170 cm²). All files are provided in COMSOL Multiphysics format (v6.2b; COMSOL AB, Sweden). PLEASE NOTE: To protect patient privacy and comply with data regulations, this dataset contains ONLY processed simulation model files derived from original medical images and DOES NOT CONTAIN any original DICOM medical imaging data. The original medical imaging data originated from the Department of Neurosurgery at a Fujian Provincial-level Hospital, and the associated research project has received ethical approval. These original DICOM images underwent standardized preprocessing using the open-source software 3D Slicer (v5.8.1; Brigham and Women's Hospital, USA). Target anatomical structures were segmented using a threshold-based labeling method. Subsequently, isolated small structures were removed, gaps were filled, meshes were simplified, and surfaces were smoothed to reconstruct a closed skull 3D geometric model. Boolean operations were applied to this model to generate the finite element model simulating unilateral decompressive craniectomy. The resulting skull geometry (in STL format) was imported into COMSOL Multiphysics for finite element simulation. To optimize computational efficiency, the skull geometry was simplified into an equivalent sphere model while preserving key biomechanical characteristics. Brain tissue biomechanics are described using the Neo-Hookean hyperelastic constitutive model, with all relevant material parameters included within the model definition files. Using this dataset requires COMSOL Multiphysics v6.2 (or a compatible version).
DOI: 10.3535/1ax-f13-jyq
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h8a-k8v-jfg
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lat-t5r-vqq
title: Tetracerus Leach, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z9b-hkn-cqy
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/g9ds4j6njm.1
title: Decompressive Craniectomy Finite Element Model

description: This dataset contains finite element models for biomechanical simulations, representing both the closed skull state and the unilateral decompressive craniectomy state (with a resection area of 170 cm²). All files are provided in COMSOL Multiphysics format (v6.2b; COMSOL AB, Sweden). PLEASE NOTE: To protect patient privacy and comply with data regulations, this dataset contains ONLY processed simulation model files derived from original medical images and DOES NOT CONTAIN any original DICOM medical imaging data. The original medical imaging data originated from the Department of Neurosurgery at a Fujian Provincial-level Hospital, and the associated research project has received ethical approval. These original DICOM images underwent standardized preprocessing using the open-source software 3D Slicer (v5.8.1; Brigham and Women's Hospital, USA). Target anatomical structures were segmented using a threshold-based labeling method. Subsequently, isolated small structures were removed, gaps were filled, meshes were simplified, and surfaces were smoothed to reconstruct a closed skull 3D geometric model. Boolean operations were applied to this model to generate the finite element model simulating unilateral decompressive craniectomy. The resulting skull geometry (in STL format) was imported into COMSOL Multiphysics for finite element simulation. To optimize computational efficiency, the skull geometry was simplified into an equivalent sphere model while preserving key biomechanical characteristics. Brain tissue biomechanics are described using the Neo-Hookean hyperelastic constitutive model, with all relevant material parameters included within the model definition files. Using this dataset requires COMSOL Multiphysics v6.2 (or a compatible version).
DOI: 10.3535/c9t-htw-7vf
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x72-7cr-2vc
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.sa6ary
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemigrammus diagonicus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 76 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085935-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukabky
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monomorium floricola",
 "Country is Saint Kitts and Nevis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085936-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9txqe
title: Occurrence Download

description: A dataset containing 21356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Catharus mexicanus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 21356 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085937-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccb0yy6
title: CCDC 298838: Experimental Crystal Structure Determination

description: Related Article: D.Aldakov, M.A.Palacios, P.Anzenbacher Junior|2005|Chem.Mater.|17|5238|doi:10.1021/cm050985p
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/cc9dz7w
title: CCDC 280588: Experimental Crystal Structure Determination

description: Related Article: J.S.Clark, S.B.Walls, C.Wilson, S.P.East, M.J.Drysdale|2006|Eur.J.Org.Chem.|2006|323|doi:10.1002/ejoc.200500830
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/cc9dz8x
title: CCDC 280589: Experimental Crystal Structure Determination

description: Related Article: J.S.Clark, S.B.Walls, C.Wilson, S.P.East, M.J.Drysdale|2006|Eur.J.Org.Chem.|2006|323|doi:10.1002/ejoc.200500830
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.hzbj38
title: Occurrence Download

description: A dataset containing 7560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((95.22656 6.16813,95.79445 -0.06673,101.54435 -6.79445,105.4486 -6.51241,106.86833 -4.81712,105.30663 -0.49264,101.89928 2.13336,98.49194 5.32058,95.22656 6.16813))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (VU, EN, CR, EW, EX)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7560 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025198-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc9dz9y
title: CCDC 280590: Experimental Crystal Structure Determination

description: Related Article: J.S.Clark, S.B.Walls, C.Wilson, S.P.East, M.J.Drysdale|2006|Eur.J.Org.Chem.|2006|323|doi:10.1002/ejoc.200500830
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/cc9dzbz
title: CCDC 280591: Experimental Crystal Structure Determination

description: Related Article: J.S.Clark, S.B.Walls, C.Wilson, S.P.East, M.J.Drysdale|2006|Eur.J.Org.Chem.|2006|323|doi:10.1002/ejoc.200500830
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/cc93jws
title: CCDC 271525: Experimental Crystal Structure Determination

description: Related Article: M.Feigel, R.Ladberg, M.Winter, D.Blaser, R.Boese|2006|Eur.J.Org.Chem.|2006|371|doi:10.1002/ejoc.200500408
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/cc98m05
title: CCDC 276396: Experimental Crystal Structure Determination

description: Related Article: N.T.Tzvetkov, B.Neumann, H.-G.Stammler, J.Mattay|2006|Eur.J.Org.Chem.|2006|351|doi:10.1002/ejoc.200500546
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.