cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bdrpt4
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Deschampsia eminens (J.Presl) Saarela)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 391 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017154-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u7z4n
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscirpus deserticola (Phil.) Dhooge & Goetgh.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 97 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017155-250310093411724/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.cc299jnt
title: CCDC 2124326: Experimental Crystal Structure Determination

description: Related Article: zhang hao|2022|CSD Communication|||
description: Related Article: Hao Zhang, Yunbin Li, Liangji Chen, Yisi Yang, Hongyu Lin, Shengchang Xiang, Banglin Chen, Zhangjing Zhang|2023|Chem (Cell Press)|9|242|doi:10.1016/j.chempr.2022.10.023
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.cc2l77wz
title: CCDC 2390251: Experimental Crystal Structure Determination

description: Related Article: Monica G. Kamel, Farid M. Sroor, Khaled Mahmoud, Heba I. Shafey, Hamdi M. Hassaneen, Laure Vendier|2025|RSC Advances|15|6015|doi:10.1039/D4RA08958H
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.wsm43s
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Phrynops williamsi Rhodin & Mittermeier, 1983"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017156-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2vh4n
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nicotiana petunioides (Griseb.) Millán)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 138 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017157-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwrxzq
title: Occurrence Download

description: A dataset containing 1017 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea liberica W.Bull"
 ]
}

 The dataset includes 1017 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017158-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvfxvy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zameioscirpus gaimardioides (É.Desv.) Dhooge & Goetgh.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017159-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc6592
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Festuca argentinensis (St.-Yves) Türpe)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 205 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017160-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.varxw5
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Reyesia parviflora (Phil.) Hunz.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017162-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1126723
title: Images from an Archaeological Investigation at Rushden Lakes, Northamptonshire, 2019

description: This collection comprises of images of an archaeological observation, investigation, recording and analysis during groundworks, at land west of and including 'Living' Area, Rushden Lakes, Northamptonshire, SP 93436 67572. The work was completed in April 2019 carried out by University of Leicester Archaeological Services (ULAS). No archaeological features were found.
DOI: 10.15468/dl.juutu3
title: Occurrence Download

description: A dataset containing 131787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than 50000",
 "Year is 2006",
 "DecimalLongitude is greater than or equal to 7.38",
 "DecimalLongitude is less than or equal to 9.03",
 "DecimalLatitude is greater than or equal to 55.1",
 "DecimalLatitude is less than or equal to 56.06"
 ]
}

 The dataset includes 131787 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017137-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7e6q7
title: Occurrence Download

description: A dataset containing 1316 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea liberica Bull. ex Hiern"
 ]
}

 The dataset includes 1316 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017161-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8kbgj
title: Occurrence Download

description: A dataset containing 37019809 species occurrences available in GBIF matching the query:
{
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 37019809 records from 4712 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017102-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t4hp8mfj3x.1
title: Experimental data for our five analogue models

description: Here shows the top-view images and movies of the deformational processes of our five analogue models A1 to A5.
DOI: 10.17632/v7jgbfb8cr.1
title: CISA KEV corresponding exploits and Nuclei detection rules, filtered

description: The study dataset comprises selected vulnerabilities from the Cybersecurity and Infrastructure Security Agency's (CISA) Known Exploited Vulnerabilities (KEV) catalogue. The dataset preparation involved multiple filtering and enrichment steps:

Initial Filtering: Vulnerabilities disclosed from 2020 onwards were selected, focusing exclusively on those with Network-based Attack Vectors according to their Common Vulnerability Scoring System (CVSS) classification.
Detection Rule Validation: The filtered vulnerabilities were cross-referenced with detection rules available in Ostorlab's GitHub repository, retaining only those vulnerabilities with corresponding detection rules.
Exploit Collection: For each of the selected vulnerabilities, the associated exploit code was retrieved.

The final dataset contains 123 unique exploits corresponding to 71 distinct Common Vulnerabilities and Exposures (CVEs), each paired with its respective Nuclei detection rule.
DOI: 10.17632/v7jgbfb8cr.2
title: CISA KEV corresponding exploits and Nuclei detection rules, filtered

description: The study dataset consists of selected vulnerabilities from the Cybersecurity and Infrastructure Security Agency (CISA)'s Known Exploited Vulnerabilities (KEV) catalogue, along with corresponding detection rules and publicly available exploits. The dataset was curated through a series of filtering and enrichment steps to ensure relevance and consistency.
The final collection includes 123 unique exploits mapped to 71 distinct Common Vulnerabilities and Exposures (CVEs), each accompanied by its respective Nuclei detection rule.
DOI: 10.6084/m9.figshare.28714658
title: Supplementary Material To: Integration of haptic virtual reality simulators in undergraduate dental curricula: A survey-based study in Gulf Cooperation Council Countries

description: <i>Background:</i><b> </b>The integration of haptic simulators in contemporary dental education has been reported to improve students’ hand-eye coordination and fine motor skills during pre-clinical education to facilitate a smooth transition to the clinical setting. The aim of this study was to assess the integration of haptic virtual reality simulation in undergraduate dental curricula in the Gulf Cooperation Council countries.<i>Methods:</i><b> </b>All dental schools offering undergraduate dental programs in the Gulf Cooperation Council countries were invited to participate in this cross-sectional study design. Data was collected using an online survey on a voluntary basis and analyzed using Microsoft Excel.<i>Results:</i><b> </b>Out of 34 dental schools, responses were received from 30 dental schools (response rate 88.2%). In terms of haptic integration, only two (6.7%) dental institutions have adopted haptic simulation in undergraduate dental education. However, a considerable proportion of schools (n=13, 46.4%) expressed an interest in the future use of haptic technology. The key strengths of HRVS included the integration of modern technology, opportunities for self-directed learning, development and consolidation of manual skills, and boosting self-confidence amongst undergraduate dental students. Financial cost and limited patient cases in the HRVS library were regarded as the main barriers to widespread use of this technology.<i>Conclusion:</i><b> </b>Although the Gulf Cooperation Council countries have strong economies with a high gross domestic product (GDP), only a limited number of dental schools have incorporated haptic technology in their curricula. Nevertheless, a high proportion of dental schools in the region are actively considering purchasing and implementation of haptic devices in undergraduate dental programs.
DOI: 10.5281/zenodo.7676373
title: Ensemble Digital Terrain Model (EDTM) of the world

description: Layers include: Ensemble Digital Terrain Model (EDTM) in 250-m resolution. Unit is in metre(m) and precision is in decimetre (dm). Maps are downscaled from 30-m resolution to 250-m in order to fit the size limit. We provide 30-m EDTM and its standard deviation as links:



30-m EDTM


https://s3.eu-central-1.wasabisys.com/openlandmap/dtm/dtm.bareearth_ensemble_p10_30m_s_2018_go_epsg4326_v20230221.tif



Standard deviation


https://s3.eu-central-1.wasabisys.com/openlandmap/dtm/dtm.bareearth_ensemble_std_30m_s_2018_go_epsg4326_v20230221.tif 

Derived using ALOS AW3D, GLO-30, MERITDEM, and national DTMs. We derived a  lower 10% quantile from all maps. In order to create bare earth data, we used canopy height (canopy height > 2m) and standard deviation (sd > 6m) to mask building and forest in AW3D and GLO-30. Practical processing is written here in Python.

To access and visualize maps use:  OpenLandMap.org

If you discover a bug, artifact or inconsistency, or if you have a question please use some of the following channels:



Technical issues and questions about the code: https://gitlab.com/openlandmap/global-layers/-/issues 

General questions and comments: https://disqus.com/home/forums/landgis/


All files internally compressed using "COMPRESS=DEFLATE" creation option in GDAL in Cloud Optimised GeoTiff (COG). File naming convention:



dtm.bareearth = variable: digital terrain model (m), bare earth

ensemble = determination method: ensemble of mutli-source dsm and dtm

p10/std = aggregation/statistics method: 10th percentile / standard deviation

250m = spatial resolution / block support: 250 m,

s = vertical reference: at surface,

go = bounding box: global land without Antarctica

epsg.4326 = ESPG code: epsg.4326

v20230221 = version code: creation date 20230221
DOI: 10.15468/dl.juzhrj
title: Occurrence Download

description: A dataset containing 214877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Pakistan"
 ]
}

 The dataset includes 214877 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000013-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vrr9p
title: Occurrence Download

description: A dataset containing 122962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Continent is one of (Europe, Asia)",
 "Country is one of (Iceland, Norway, Sweden, Finland, Russian Federation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Numenius phaeopus (Linnaeus, 1758)",
 "Year 2014-2024"
 ]
}

 The dataset includes 122962 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000010-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hmgzrnd5yg
title: designing souvenirs for cultural heritage preservation

description: Designing souvenirs for cultural heritage preservation
DOI: 10.17632/hmgzrnd5yg.1
title: designing souvenirs for cultural heritage preservation

description: Designing souvenirs for cultural heritage preservation
DOI: 10.17632/kn8xrwbxcv.1
title: Geochemical, N concentrations and N isotopic data of the altered basalts recovered from IODP Holes U1500B, U1503A, U1431E, U1433B and U1434A in the South China sea

description: Supplemental Table S1. Major elements (wt%), trace elements (ppm), N concentration and N-Sr isotopes analyses of standard reference material. 
Supplemental Table S2. Major elements (wt%), trace elements (ppm) and Sr isotopes date of the oceanic crust basalts from the SCS. 
Supplemental Table S3. Bulk mineral concentrations of Hole U1503A basalts.
Supplemental Table S4. Nitrogen concentrations and input fluxes of upper oceanic crust of world’s major subduction zones.
Supplementary material. Estimation of N input flux of upper oceanic crust into Manila subduction zone.
DOI: 10.17632/2trxyxb2th.1
title: Dataset of Stable Isotope Data of Ecological Water in Ordos Plateau

description: Stable Isotope Data of Precipitation, Soil Water and Vegetation Water in the Ordos Plateau.
DOI: 10.17632/95rbf9vsnt.1
title: Thermomechanical_Properties_of_Hybrid_Composites

description: The data contains the dataset of experimental thermomechanical properties of Hybrid Composites
DOI: 10.17632/95rbf9vsnt.2
title: THERMOMECHANICAL PROPERTIES OF HYBRID COMPOSITES

description: The data contains the dataset of experimental thermomechanical properties of Hybrid Composites.
DOI: 10.17632/hc8zvt53r9.1
title: Magnetohydrodynamic simulation of the WCLL breeding blanket with helical cooling pipes

description: Datasets that have been used to generate plots in the paper "Magnetohydrodynamic simulation of the WCLL breeding blanket with helical cooling pipes". If you are interested in CAD or data for 2D visualization, feel free to contact us.
DOI: 10.17632/49vgv5s5t7.1
title: Evaluating Pleurotus ostreatus Growth for Upcycling Textile Waste from the Fashion Industry

description: The dataset provides detailed experimental data and insights into textile waste management, sustainable material science, and environmental design, supporting circular economy efforts in the fashion industry.
DOI: 10.5281/zenodo.15124580
title: Synthetic Multimodal Drone Delivery Dataset

description: README: Synthetic Logistics Dataset Structure and Components

This dataset provides a structured representation of logistics data designed to evaluate and optimize hybrid truck-and-drone delivery networks. It captures a comprehensive set of parameters essential for modeling real-world logistics scenarios, including spatial coordinates, environmental conditions, and operational constraints. The data is meticulously organized into distinct keys, each representing a critical aspect of the delivery network, enabling researchers and practitioners to conduct flexible and in-depth analyses.  

The dataset is a curated subset derived from the research presented in the paper "Synthetic Dataset Generation for Optimizing Multimodal Drone Delivery Systems" by Altinsel et al. (2024), published in Drones. It serves as a practical resource for studying the interplay between ground-based and aerial delivery systems, with a focus on efficiency, environmental impact, and operational feasibility.  

Altinses, D., Torres, D. O. S., Gobachew, A. M., Lier, S., & Schwung, A. (2024). Synthetic Dataset Generation for Optimizing Multimodal Drone Delivery Systems. Drones (2504-446X), 8(12).

Each data file contains information on ten customer locations, specified by their x and y coordinates, which facilitate the modeling of delivery routes and service areas. Additionally, the dataset includes communication data represented as a two-dimensional grid, which can be used to assess signal strength, connectivity, or other network-related factors that influence drone operations.  

A key feature of this dataset is the inclusion of wind data, structured as a two-dimensional grid with four distinct features per grid point. These features likely represent wind velocity components (such as horizontal and vertical directions) along with auxiliary parameters like turbulence intensity or wind shear, which are crucial for drone path planning and energy consumption estimation. The wind data enables researchers to simulate realistic environmental conditions and evaluate their impact on drone performance, stability, and battery life.  

By integrating geospatial, environmental, and operational data, this dataset supports a wide range of applications, from route optimization and energy efficiency studies to risk assessment and resilience planning in multimodal delivery systems. Its synthetic nature ensures reproducibility while maintaining relevance to real-world logistics challenges, making it a valuable tool for advancing research in drone-assisted delivery networks.  

 

The 4 wind channels represent:





X and Y (Grid Positions)





These define where the arrows start (usually a meshgrid).






U and V (Arrow Directions)





U = Horizontal component (e.g., gradient in x).




V = Vertical component (e.g., gradient in y).





 

How to load the files using Python:

data = np.loadtxt('data.txt')

#### Just for Wind data:

data = data.reshape((4,16,16))
DOI: 10.15468/dl.gwf4aq
title: Occurrence Download

description: A dataset containing 67391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 1981",
 "Year is less than or equal to 2010",
 "HasCoordinate is true",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "VerbatimScientificName is Holcus lanatus",
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 67391 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000022-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn8q6n
title: Occurrence Download

description: A dataset containing 132231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than 50000",
 "Year is 2006",
 "DecimalLongitude is greater than or equal to 7.38",
 "DecimalLongitude is less than or equal to 9.03",
 "DecimalLatitude is greater than or equal to 55.1",
 "DecimalLatitude is less than or equal to 56.06"
 ]
}

 The dataset includes 132231 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000019-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sumv2
title: Occurrence Download

description: A dataset containing 3435709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence, Specimen)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia",
 "Year 2000-2025"
 ]
}

 The dataset includes 3435709 records from 381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000023-250402095845217/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.28706300
title: XRF-CS and ICP-MS data and papers associated with peat records collected from sub-Antarctic islands

description: The dataset of comprises of 1 mm-scale (contiguous) spectra count per second (cps) chemical element data from composite downcore X-ray Fluorescence Core Scan (XRF-CS) geochemical data, ~1 cm-scale (interval) Inductively Coupled Mass Spectrometry geochemical data, 5 mm-scale (interval) Multi Sensor core Logger (MSCL) data, and depth matched XRF-CS and ICP-MS geochemical data used for calibration from peat core records from five sites on four sub-Antarctic Islands ACE (Antarctic Circumpolar Expedition) and SHW (Southern Hemisphere Westerlies) projects. The sites and records included all have well established composite profiles and age models are as follows: BI10 on Bird Island; HER42PB on Isla Hermite; KER1 and KER3 on Îles Kerguelen, PB1 on Marion Island.