cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6nugn8
title: Occurrence Download

description: A dataset containing 4730 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Noctilio leporinus"
 ]
}

 The dataset includes 4730 records from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054253-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbs84w
title: Occurrence Download

description: A dataset containing 2677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Fratercula arctica"
 ]
}

 The dataset includes 2677 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054254-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/j9m9-4kx7-xw0q
title: DC3: DLR Falcon Two Optical Particle Counter Grimm SKY-OPC Data. Version 1.0

description: This data set contains DLR Falcon Two Optical Particle Counter Grimm SKY-OPC data collected during the Deep Convective Clouds and Chemistry Experiment (DC3) from 25 May 2012 through 19 June 2012. This data set is in ICARTT format. Please see the header portion of the data files for details on instruments, parameters, quality assurance, quality control, contact information, and data set comments.
DOI: 10.15468/dl.k9xmsw
title: Occurrence Download

description: A dataset containing 4148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diospyros kaki)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4148 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054257-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25584/2997107
title: PNNL LIQUIDS REFRACTIVE INDEX (n/k) DATASET FROM 1 TO 25 MICRON
DOI: 10.15468/dl.emtccy
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054259-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17280100
title: Wind Value: Community Risk Attitude Answers (Ireland) WP7.3

description: 108 Responses to the Wind Value: Community RIsk Attitude Questionnaire (Ireland) WP7.3 collected by Dorcas Mikindani from her contacts in Ireland.
DOI: 10.5281/zenodo.17280101
title: Wind Value: Community Risk Attitude Answers (Ireland) WP7.3

description: 108 Responses to the Wind Value: Community RIsk Attitude Questionnaire (Ireland) WP7.3 collected by Dorcas Mikindani from her contacts in Ireland.
DOI: 10.15468/dl.c8cnzj
title: Occurrence Download

description: A dataset containing 30210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Puffinus"
 ]
}

 The dataset includes 30210 records from 225 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054260-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17279928
title: Radiomics-Driven Machine Learning Models for Diagnosis of Pancreatic Adenocarcinoma

description: This repository contains the complete source code and dataset for the manuscript "The Application of Radiomics and Machine Learning in Diagnosis of Pancreatic Cancer" submitted to the Iranian Journal of Medical Sciences.

The study develops and validates machine learning models using CT-based radiomics features to distinguish pancreatic adenocarcinoma from normal pancreatic tissue. The repository enables full reproducibility of all analyses presented in the manuscript, including:





Feature Selection: Implementation of three feature selection methods (Mutual Information, LASSO, Recursive Feature Elimination)




Machine Learning Modeling: Three classifiers (Random Forest, Support Vector Machine, Logistic Regression) evaluated using 5-fold stratified cross-validation




Performance Evaluation: Comprehensive metrics including Accuracy, Precision, Sensitivity, F1-score, PPV, NPV, and AUC-ROC




Model Interpretability: SHAP (SHapley Additive exPlanations) analysis for feature importance interpretation
DOI: 10.5281/zenodo.17279927
title: Radiomics-Driven Machine Learning Models for Diagnosis of Pancreatic Adenocarcinoma

description: This repository contains the complete source code and dataset for the manuscript "The Application of Radiomics and Machine Learning in Diagnosis of Pancreatic Cancer" submitted to the Iranian Journal of Medical Sciences.

The study develops and validates machine learning models using CT-based radiomics features to distinguish pancreatic adenocarcinoma from normal pancreatic tissue. The repository enables full reproducibility of all analyses presented in the manuscript, including:





Feature Selection: Implementation of three feature selection methods (Mutual Information, LASSO, Recursive Feature Elimination)




Machine Learning Modeling: Three classifiers (Random Forest, Support Vector Machine, Logistic Regression) evaluated using 5-fold stratified cross-validation




Performance Evaluation: Comprehensive metrics including Accuracy, Precision, Sensitivity, F1-score, PPV, NPV, and AUC-ROC




Model Interpretability: SHAP (SHapley Additive exPlanations) analysis for feature importance interpretation
DOI: 10.26023/58dd-q339-4y0k
title: DC3: DLR Falcon FSSP-100 Forward Scattering Spectrometer Probe Data. Version 1.0

description: This data set contains DLR Falcon FSSP-100 Forward Scattering Spectrometer Probe data collected during the Deep Convective Clouds and Chemistry Experiment (DC3) from 25 May 2012 through 19 June 2012. This data set is in ICARTT format. Please see the header portion of the data files for details on instruments, parameters, quality assurance, quality control, contact information, and data set comments.
DOI: 10.15468/dl.ugqqv8
title: Occurrence Download

description: A dataset containing 5021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diospyros lotus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5021 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054262-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3p9kz
title: Occurrence Download

description: A dataset containing 3596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boletus edulis",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "Country is one of (Austria, Germany)",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 2000"
 ]
}

 The dataset includes 3596 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054261-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ste4r6
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thecadinium yashimaense",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 69 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054263-250920141307145/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.cc2btxnr
title: CCDC 2169865: Experimental Crystal Structure Determination

description: Related Article: Yan-Ting Huang, Wen He, Jun-Zhe Dong, Ya-Nan Fan, Zhang-Wen Wei, Mei Pan|2025|Mater. Chem. Front.|9|3026|doi:10.1039/d5qm00636h
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.cc2fbjgs
title: CCDC 2244445: Experimental Crystal Structure Determination

description: Related Article: Silu Chen, Lan Ma, Chao Yue, Biao Du, Cuifen Lu, Chunyan Long, Wanbing Wu, Sicheng Li, Qiao He, Guizhou Yue|2025|New J.Chem.|49|16978|doi:10.1039/d5nj02378e
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.cc2jy4m8
title: CCDC 2351710: Experimental Crystal Structure Determination

description: Related Article: Silu Chen, Lan Ma, Chao Yue, Biao Du, Cuifen Lu, Chunyan Long, Wanbing Wu, Sicheng Li, Qiao He, Guizhou Yue|2025|New J.Chem.|49|16978|doi:10.1039/d5nj02378e
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.cc2kz4g5
title: CCDC 2382457: Experimental Crystal Structure Determination

description: Related Article: Surendra Kumar, Ankit Kumar Srivastava, Ashish Kumar Kushwaha, Anjani Kumar, Roop Shikha Singh|2025|New J.Chem.|49|17300|doi:10.1039/d5nj02578h
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.cc2lmqvt
title: CCDC 2402247: Experimental Crystal Structure Determination

description: Related Article: Yan-Ting Huang, Wen He, Jun-Zhe Dong, Ya-Nan Fan, Zhang-Wen Wei, Mei Pan|2025|Mater. Chem. Front.|9|3026|doi:10.1039/d5qm00636h
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.cc2lmqwv
title: CCDC 2402248: Experimental Crystal Structure Determination

description: Related Article: Yan-Ting Huang, Wen He, Jun-Zhe Dong, Ya-Nan Fan, Zhang-Wen Wei, Mei Pan|2025|Mater. Chem. Front.|9|3026|doi:10.1039/d5qm00636h
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.cc2n2jdp
title: CCDC 2445292: Experimental Crystal Structure Determination

description: Related Article: Jing Lou, Xian-Qiao Zhu, Di-Cheng Pan, De-Wu Liu, Hui-Xian Jing, Xiong-Li Liu, Wen-Jing Zhang, Hong-Xing Cen, Guo-Dong Deng|2025|New J.Chem.|49|17335|doi:10.1039/d5nj02472b
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.cc2n8h8q
title: CCDC 2451023: Experimental Crystal Structure Determination

description: Related Article: Fulin Xie, Wenju Li, Zepeng Liu, Wenkai Zhao, Yidan Chen, Guankui Long, Chengyuan Wang, Jing Zhang, Qichun Zhang|2025|Mater. Chem. Front.|9|3051|doi:10.1039/d5qm00539f
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.cc2nprx1
title: CCDC 2463784: Experimental Crystal Structure Determination

description: Related Article: Mohammed Enamullah, Imdadul Haque, Galib Abdullah, Fahad Hossain Sourav, Nisat Taslum Jhumur, Mohammad Khairul Islam, Takin Haj Hassani Sohi, Peter Ferber, Christoph Janiak
|2025|New J.Chem.|49|17106|doi:10.1039/d5nj02584b
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.cc2npry2
title: CCDC 2463785: Experimental Crystal Structure Determination

description: Related Article: Mohammed Enamullah, Imdadul Haque, Galib Abdullah, Fahad Hossain Sourav, Nisat Taslum Jhumur, Mohammad Khairul Islam, Takin Haj Hassani Sohi, Peter Ferber, Christoph Janiak
|2025|New J.Chem.|49|17106|doi:10.1039/d5nj02584b
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.cc2nprz3
title: CCDC 2463786: Experimental Crystal Structure Determination

description: Related Article: Mohammed Enamullah, Imdadul Haque, Galib Abdullah, Fahad Hossain Sourav, Nisat Taslum Jhumur, Mohammad Khairul Islam, Takin Haj Hassani Sohi, Peter Ferber, Christoph Janiak
|2025|New J.Chem.|49|17106|doi:10.1039/d5nj02584b
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.cc2nps05
title: CCDC 2463787: Experimental Crystal Structure Determination

description: Related Article: Mohammed Enamullah, Imdadul Haque, Galib Abdullah, Fahad Hossain Sourav, Nisat Taslum Jhumur, Mohammad Khairul Islam, Takin Haj Hassani Sohi, Peter Ferber, Christoph Janiak
|2025|New J.Chem.|49|17106|doi:10.1039/d5nj02584b
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.cc2nps16
title: CCDC 2463788: Experimental Crystal Structure Determination

description: Related Article: Mohammed Enamullah, Imdadul Haque, Galib Abdullah, Fahad Hossain Sourav, Nisat Taslum Jhumur, Mohammad Khairul Islam, Takin Haj Hassani Sohi, Peter Ferber, Christoph Janiak
|2025|New J.Chem.|49|17106|doi:10.1039/d5nj02584b
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.cc2nvf76
title: CCDC 2468258: Experimental Crystal Structure Determination

description: Related Article: Imtiaz Ahmed, Nikita Gupta, Plaban Jyoti Sarma, Shilpa Neog, Vijay Kumar Das|2025|Green Chemistry|27|12472|doi:10.1039/d5gc03481g
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.cc2nvfb9
title: CCDC 2468261: Experimental Crystal Structure Determination

description: Related Article: Imtiaz Ahmed, Nikita Gupta, Plaban Jyoti Sarma, Shilpa Neog, Vijay Kumar Das|2025|Green Chemistry|27|12472|doi:10.1039/d5gc03481g
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.cc2nyxzj
title: CCDC 2471629: Experimental Crystal Structure Determination

description: Related Article: Chengheng Wu, Yan Guan, Li Yu, Yang Wang, Hanyu Wang, Yuanyuan Fang, Yonghui Huang, Fuzhi Wang, Ping Wang
|2025|Mater. Chem. Front.|9|3016|doi:10.1039/d5qm00495k
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.cc2nyy0l
title: CCDC 2471630: Experimental Crystal Structure Determination

description: Related Article: Chengheng Wu, Yan Guan, Li Yu, Yang Wang, Hanyu Wang, Yuanyuan Fang, Yonghui Huang, Fuzhi Wang, Ping Wang
|2025|Mater. Chem. Front.|9|3016|doi:10.1039/d5qm00495k
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: 10.25505/fiz.icsd.cc2mz8c8
title: CSD 2442160: Experimental Crystal Structure Determination

description: Related Article: Maoyu Yang, Shihui Ma, Jiajia Wang, Yonggui Yu, Hailong Qiu, Ning Ye, Zhanggui Hu|2025|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01123
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.nryfv3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae",
 "Year 2025-2025"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054266-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqxytz
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Observation.org, Nature data from around the World",
 "Geometry POLYGON((7.74 51.04,9.05 51.04,9.05 51.78,7.74 51.78,7.74 51.04))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "PublishingOrg is c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f",
 "TaxonKey is Bivalvia",
 "Year 2000-2025"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054268-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbpyfr
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae",
 "Year 2024-2024"
 ]
}

 The dataset includes 153 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054269-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xwghw
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thalassiosira punctigera",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 166 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054270-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/qxwn-7b9t-yb0g
title: DC3: DLR Falcon Condenstation Particle Counter (CPC) Data. Version 1.0

description: This data set contains DLR Falcon Condenstation Particle Counter (CPC) data collected during the Deep Convective Clouds and Chemistry Experiment (DC3) from 25 May 2012 through 19 June 2012. This data set is in ICARTT format. Please see the header portion of the data files for details on instruments, parameters, quality assurance, quality control, contact information, and data set comments.
DOI: 10.5281/zenodo.17280063
title: चंदेरी Chanderi (Ashoknagar, MP). Photo documentation during fieldwork in 2012.

description: चंदेरी Chanderi (Ashoknagar, MP). Photo documentation during fieldwork in 2012.
DOI: 10.5281/zenodo.17280062
title: चंदेरी Chanderi (Ashoknagar, MP). Photo documentation during fieldwork in 2012.

description: चंदेरी Chanderi (Ashoknagar, MP). Photo documentation during fieldwork in 2012.
DOI: 10.13140/2.1.4610.1285
title: Reiger WCID09 better and latest version ! Intelligent Systems from the Integrator Company Perspective … Sound Mathematical Methods, about autonomous systems and UAV