cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/r2mnkjfmh3.2
title: Multi-task synthetic dataset

description: A synthetic dataset collection designed for evaluating multi-task learning and transfer learning algorithms under both regression and binary classification settings. It consists of 100 independently generated batches, each initialized with distinct random seeds to promote diversity across tasks. Every batch contains 10 tasks (including two designated outliers), with 300 training and 1,000 test instances per task distributed across five input features. The dataset ensures balanced class representation and controlled task variation through a weighting parameter of w = 0.9.
DOI: 10.17632/8vwtnzm2fy
title: Data on properties of phosphoramide benzoazole oligonucleotides

description: The data include: 
1) temperature series of circular dichroism spectra of the native and modified duplexes (folders: CD and CD_melting); 
2) data from singular value decomposition of UV-Vis used for pKa determination of the phosphoramidate N-benzazole moiety (folders: UV-Vis_thiazole and pKa_SVD_analysis);
3) values of thermodynamic parameters (changes in enthalpy, entropy, Gibbs free energy and melting temperature) of DNA/DNA and PABAO/DNA duplexes (folder: thermodynamic parameters);
4) partial atomic charges of the phosphoramidate N-benzazole moiety (folder: patial_charges); 
5) structures of DNA/DNA and PABAO/DNA duplexes obtained using k-means cluster analysis of molecular dynamics trajectories (folder: molecular_dynamics_structures).
DOI: 10.17632/8vwtnzm2fy.2
title: Data on properties of phosphoramide benzoazole oligonucleotides

description: The data include: 
1) temperature series of circular dichroism spectra of the native and modified duplexes (folders: CD and CD_melting); 
2) data from singular value decomposition of UV-Vis used for pKa determination of the phosphoramidate N-benzazole moiety (folders: UV-Vis_thiazole and pKa_SVD_analysis);
3) values of thermodynamic parameters (changes in enthalpy, entropy, Gibbs free energy and melting temperature) of DNA/DNA and PABAO/DNA duplexes (folder: thermodynamic parameters);
4) partial atomic charges of the phosphoramidate N-benzazole moiety (folder: patial_charges); 
5) structures of DNA/DNA and PABAO/DNA duplexes obtained using k-means cluster analysis of molecular dynamics trajectories (folder: molecular_dynamics_structures).
DOI: 10.17632/g95wpnbsp7.1
title: Adaptive Direct Ink Writing via a Hybrid Physics–Machine Learning Framework with G-Code Optimizer

description: The ML-AVFP (Machine Learning Adaptive Viscous Filament Printing) G-code Optimizer is a comprehensive MATLAB-based software system designed to optimize printing parameters for Direct Ink Writing (DIW) and other viscous material extrusion processes. The system integrates machine learning algorithms with empirical printing data to dynamically adjust G-code commands, improving print success rates, dimensional accuracy, and material efficiency.

This research software addresses the significant challenge of parameter optimization in viscous material printing, where traditional trial-and-error approaches are time-consuming and material-intensive. The application implements four machine learning models (Neural Network, Random Forest, Gradient Boosting, Ensemble) trained on experimental printing data to predict optimal adjustments for six key parameters: Z-height, print speed, flow rate, layer height, quality prediction, and material saving.

The system features a user-friendly graphical interface with five analysis tabs, supporting researchers and practitioners in material science, biomedical engineering, and additive manufacturing. It includes a comprehensive material database with seven pre-characterized viscous materials (including hydrogels, elastomers, and ceramic composites) and implements intelligent fallback mechanisms for robust operation.
DOI: 10.17632/34r56jktx7
title: The Spillover Effect of Driving Restrictions on Intercity Travel

description: This package contains the code to build the samples and to generate the figures and tables in the paper. The samples in Stata format and the reformatted tables are also included.
DOI: 10.15468/dl.aaq2sh
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Axiothella quadrimaculata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 50 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045234-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/34r56jktx7.4
title: The Spillover Effect of Driving Restrictions on Intercity Travel

description: This package contains the code to build the samples and to generate the figures and tables in the paper. The samples in Stata format and the reformatted tables are also included.
DOI: 10.7910/dvn/i8vwru
title: "The dream of the white house:" predictions, evidence, and a full transcript of the class

description: This document includes the dream itself, an abstract, predictions we made from our interpretation, evidence that we made them, and evidence from subsequently obtained information about the dreamer that confirms or contradicts our predicctions. Finally it includes a fuill transcript of the class.
DOI: 10.15468/dl.kpr2gt
title: Occurrence Download

description: A dataset containing 3723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-107 24,-75 24,-75 36,-107 36,-107 24))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asclepias curassavica",
 "Year 1940-2025"
 ]
}

 The dataset includes 3723 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045235-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wn1b8i
title: IPMH Facility Checklist Dataset Dec 2025

description: Dataset supporting the manuscript, "Assessing the approach to perinatal mental health screening and treatment in maternal-child health clinics in Western Kenya".
DOI: 10.6084/m9.figshare.30850688
title: Figure S1

description: Data en Figure S1 of manuscript: <b><i>Haemophilus influenzae</i></b><b> tryptophan biosynthesis is required for lung infection</b>
DOI: 10.6084/m9.figshare.30850688.v1
title: Figure S1

description: Data en Figure S1 of manuscript: <b><i>Haemophilus influenzae</i></b><b> tryptophan biosynthesis is required for lung infection</b>
DOI: 10.15468/dl.5jufqt
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Culicoides venustus",
 "Year 1950-2025"
 ]
}

 The dataset includes 45 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045238-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpuffm
title: Occurrence Download

description: A dataset containing 16616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material sample",
 "Country is United States of America",
 "PublishingOrg is b3bf3a83-1f68-4541-a03f-330d30d567f5",
 "TaxonKey is one of (Apidae, Megachilidae, Colletidae, Halictidae, Andrenidae)",
 "Year 2015-2025"
 ]
}

 The dataset includes 16616 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045237-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gg34x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((105.068 -3.219832, 104.997626 -3.225396, 104.928983 -3.241952, 104.863758 -3.269093, 104.803556 -3.306151, 104.749858 -3.352214, 104.703986 -3.40615, 104.66707 -3.466632, 104.640019 -3.532171, 104.623501 -3.601155, 104.617925 -3.671886, 104.623431 -3.742623, 104.639885 -3.811623, 104.666887 -3.877187, 104.703771 -3.9377, 104.749632 -3.99167, 104.803341 -4.037768, 104.863575 -4.074857, 104.92885 -4.102022, 104.997556 -4.118594, 105.068 -4.124164, 105.138444 -4.118594, 105.20715 -4.102022, 105.272425 -4.074857, 105.332659 -4.037768, 105.386368 -3.99167, 105.432229 -3.9377, 105.469113 -3.877187, 105.496115 -3.811623, 105.512569 -3.742623, 105.518075 -3.671886, 105.512499 -3.601155, 105.495981 -3.532171, 105.46893 -3.466632, 105.432014 -3.40615, 105.386142 -3.352214, 105.332444 -3.306151, 105.272242 -3.269093, 105.207017 -3.241952, 105.138374 -3.225396, 105.068 -3.219832))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045239-251120083545085/datasets/export for details.
DOI: 10.17632/475r427nrb.1
title: Endogenous orienting of attention in rats

description: Scripts and data from the paper Endogenous Orienting of Attention in Rats. All analysis used the R statistical software.
DOI: 10.15468/dl.mgxdmr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Axiothella obockensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045240-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26860432.v4
title: DIPY_DEEPN4_test_data

description: The data is for testing DeepN4 model in dipy
DOI: 10.15468/dl.xcg5d2
title: Occurrence Download

description: A dataset containing 1656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-107 50,-103 50,-103 53,-107 53,-107 50))",
 "Month is one of (September, August)",
 "OccurrenceStatus is Present",
 "StateProvince is Saskatchewan",
 "TaxonKey is Archilochus colubris"
 ]
}

 The dataset includes 1656 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045241-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/es52-xr23.92
title: Canadian Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - November 2025

description: The Media and Climate Change Observatory Data monitors 126 sources (across newspapers, radio and TV) in 58 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.15468/dl.tcpjux
title: Occurrence Download

description: A dataset containing 100112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -30.914722",
 "DecimalLatitude is less than or equal to -25.914722",
 "DecimalLongitude is greater than or equal to 15.0",
 "DecimalLongitude is less than or equal to 20.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 100112 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045210-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6gy47
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((115.621 -3.219832, 115.550626 -3.225396, 115.481983 -3.241952, 115.416758 -3.269093, 115.356556 -3.306151, 115.302858 -3.352214, 115.256986 -3.40615, 115.22007 -3.466632, 115.193019 -3.532171, 115.176501 -3.601155, 115.170925 -3.671886, 115.176431 -3.742623, 115.192885 -3.811623, 115.219887 -3.877187, 115.256771 -3.9377, 115.302632 -3.99167, 115.356341 -4.037768, 115.416575 -4.074857, 115.48185 -4.102022, 115.550556 -4.118594, 115.621 -4.124164, 115.691444 -4.118594, 115.76015 -4.102022, 115.825425 -4.074857, 115.885659 -4.037768, 115.939368 -3.99167, 115.985229 -3.9377, 116.022113 -3.877187, 116.049115 -3.811623, 116.065569 -3.742623, 116.071075 -3.671886, 116.065499 -3.601155, 116.048981 -3.532171, 116.02193 -3.466632, 115.985014 -3.40615, 115.939142 -3.352214, 115.885444 -3.306151, 115.825242 -3.269093, 115.760017 -3.241952, 115.691374 -3.225396, 115.621 -3.219832))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045242-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15595031
title: Update and ADMET profile of the Latin American Natural Product Database: LANaPDB
DOI: 10.15468/dl.agckdh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gravierella multiannulata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045243-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53sfkd
title: Occurrence Download

description: A dataset containing 11093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2024",
 {
 "or" : [
 "EstablishmentMeans is null",
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Anarta myrtilli)"
 ]
}

 The dataset includes 11093 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045244-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/vppvgw
title: Dictator's dilemma in foreign policy: evidence from large-scale text analysis of Arab state media on Abraham Accords

description: Dictator's dilemma in foreign policy: evidence from large-scale text analysis of Arab state media on Abraham Accords
DOI: 10.15468/dl.hvyjg9
title: Occurrence Download

description: A dataset containing 219761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Milvus milvus",
 "Year 2017-2025"
 ]
}

 The dataset includes 219761 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045182-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17876324
title: Supporting data for "Forecast Challenges for the 2025 Independence Day Central Texas Flash Flood"

description: The data generated by the numerical model in the relevant manuscript are presented here.
DOI: 10.5281/zenodo.17876323
title: Supporting data for "Forecast Challenges for the 2025 Independence Day Central Texas Flash Flood"

description: The data generated by the numerical model in the relevant manuscript are presented here.
DOI: 10.15468/dl.c8mzan
title: Occurrence Download

description: A dataset containing 710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-107 50,-103 50,-103 53,-107 53,-107 50))",
 "Month is one of (September, August)",
 "OccurrenceStatus is Present",
 "StateProvince is Saskatchewan",
 "TaxonKey is Tachycineta bicolor"
 ]
}

 The dataset includes 710 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045245-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17806824
title: Humanitarian Aid and Damage Assessment Workflow - Data

description: Some of the required datasets of https://github.com/Milillo-lab/Geospatial_Framework_For_Humanitarian_Relief project. The data is to be used for Demo workflow for Kahramanmaras City - 2023 Earthquake of Türkiye.

Further information and explanations can be found within the GitHub page.
DOI: 10.5281/zenodo.17851494
title: Humanitarian Aid and Damage Assessment Workflow - Data

description: Some of the required datasets of https://github.com/Milillo-lab/Geospatial_Framework_For_Humanitarian_Relief project. The data is to be used for Demo workflow for Kahramanmaras City - 2023 Earthquake of Türkiye.

Further information and explanations can be found within the GitHub page.
DOI: 10.15468/dl.pr665d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.241 -3.191831, 102.170628 -3.197396, 102.101987 -3.213952, 102.036764 -3.241093, 101.976564 -3.278151, 101.922868 -3.324214, 101.876997 -3.37815, 101.840081 -3.438632, 101.813031 -3.504172, 101.796514 -3.573156, 101.790939 -3.643887, 101.796445 -3.714624, 101.812899 -3.783623, 101.8399 -3.849187, 101.876783 -3.9097, 101.922643 -3.963671, 101.97635 -4.009768, 102.036582 -4.046857, 102.101855 -4.074022, 102.170559 -4.090594, 102.241 -4.096164, 102.311441 -4.090594, 102.380145 -4.074022, 102.445418 -4.046857, 102.50565 -4.009768, 102.559357 -3.963671, 102.605217 -3.9097, 102.6421 -3.849187, 102.669101 -3.783623, 102.685555 -3.714624, 102.691061 -3.643887, 102.685486 -3.573156, 102.668969 -3.504172, 102.641919 -3.438632, 102.605003 -3.37815, 102.559132 -3.324214, 102.505436 -3.278151, 102.445236 -3.241093, 102.380013 -3.213952, 102.311372 -3.197396, 102.241 -3.191831))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045247-251120083545085/datasets/export for details.
DOI: 10.15468/dl.fcsh7p
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euclymene natalensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045249-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6677v
title: Occurrence Download

description: A dataset containing 29747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sceloporus occidentalis",
 "Year 2013-2019"
 ]
}

 The dataset includes 29747 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045248-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74exmv
title: Occurrence Download

description: A dataset containing 46651879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2023"
 ]
}

 The dataset includes 46651879 records from 348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045152-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.