cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.tfu9u5
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aconitum degenii)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 163 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014697-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xx636m
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllodytes luteolus",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 267 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014699-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abgndq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spalax golani"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014700-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djw9ag
title: Occurrence Download

description: A dataset containing 76997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Human Observation, Specimen)",
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 76997 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043212-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57715/unr/hk32nt/yojh9d
title: catalyst.csv

description: Time-series absorbance data at 470 nm for 2,6-DMP oxidation experiments conducted in phosphate buffer (pH 7):MeCN (5:1) at 25 °C, with varying initial concentrations of the catalyst. The initial concentrations of 2,6-DMP (0.9 mM) and hydrogen peroxide (3.3 mM) were kept constant in all runs.
DOI: 10.5281/zenodo.16943772
title: ICESat-2 Major Activities Table

description: Record of ICESat-2 activities including spacecraft maneuvers, yaw flips, solar array transitions, granule data gaps, safe hold periods, etc., organized by approximate timing of activity. Subset of ICESat-2 Technical References Table.
DOI: 10.57715/unr/hk32nt/fej5ro
title: dmp.csv

description: Time-series absorbance data at 470 nm for 2,6-DMP oxidation experiments conducted in phosphate buffer (pH 7):MeCN (5:1) at 25 °C, with varying initial concentrations of 2,6-DMP. The initial concentrations of the catalyst (0.0050 mM) and hydrogen peroxide (3.3 mM) were kept constant in all runs.
DOI: 10.57715/unr/hk32nt/nxouwf
title: hydrogen_peroxide.csv

description: Time-series absorbance data at 470 nm for 2,6-DMP oxidation experiments conducted in phosphate buffer (pH 7):MeCN (5:1) at 25 °C, with varying initial concentrations of hydrogen peroxide. The initial concentrations of the catalyst (0.0050 mM) and 2,6-DMP (0.86 mM) were kept constant in all runs.
DOI: 10.57715/unr/hk32nt/huvgrt
title: 0_Ferreyra_DATASET_Readme.txt

description: This README file provides an overview of the dataset, including its structure, content, and usage instructions.
DOI: 10.15468/dl.2g3axs
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043256-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9t3bm4
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043258-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qnndq
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043257-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3qu7m
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043259-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16944242
title: ICESat-2 Technical References Table

description: Record of ICESat-2 activities including spacecraft maneuvers, on-board algorithm updates, yaw flips, solar array transitions, granule data gaps, safe hold periods, etc., organized by mission cycle (every ~91 days) and approximate timing of activity.
DOI: 10.15468/dl.53kp8j
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043260-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbrxwg
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043261-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44z66j
title: Occurrence Download

description: A dataset containing 656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Speothos venaticus"
 ]
}

 The dataset includes 656 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043263-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16944205
title: GSADB Test Set Images

description: The data used to develop the deep learning model referred to as "Swamp-Eye" in Andros et al (in press). Specifically, the images contained in this repository were used for model validation.
DOI: 10.5281/zenodo.16944206
title: GSADB Test Set Images

description: The data used to develop the deep learning model referred to as "Swamp-Eye" in Andros et al (in press). Specifically, the images contained in this repository were used for model validation.
DOI: 10.15468/dl.ewkprz
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043264-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6pytt
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043265-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgvw72
title: Occurrence Download

description: A dataset containing 76997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Specimen)",
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate rounded)",
 "OccurrenceStatus is Present",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 76997 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043211-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2693fx
title: Occurrence Download

description: A dataset containing 76997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material citation)",
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate rounded, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 76997 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043213-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kee842
title: Occurrence Download

description: A dataset containing 5999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi"
 ]
}

 The dataset includes 5999 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043266-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8z2k7s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachypodium sylvaticum glaberrimum, Brachypodium sylvaticum glabratum, Brachypodium sylvaticum glabrescens, Brachypodium sylvaticum glabrum, Brachypodium sylvaticum gracile, Brachypodium sylvaticum khasianum, Brachypodium sylvaticum leiospicum, Brachypodium sylvaticum longiaristatum, Brachypodium sylvaticum luzonense, Brachypodium sylvaticum luzoniense)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043269-250811113504898/datasets/export for details.
DOI: 10.18739/a2bk16r6r
title: Ground Penetrating Radar (GPR) data at Welker’s ITEX Toolik Moist Tussock and Dry tundra Snow Fences, Alaska, April 2025

description: This dataset contains Ground Penetrating Radar (GPR) measurements collected using a 500 megahertz (MHz) antenna at two snow fences located at the Toolik Field Station on the North Slope of Alaska. The data were acquired in a grid pattern both in front of and behind each snow fence to capture spatial variability in subsurface conditions. The primary objective was to compare GPR responses between areas with substantial snow accumulation (drift zones behind the fences) and adjacent control areas with minimal or no snowpack. These observations aim to support studies of snowpack influence on soil moisture, thaw depth, and permafrost dynamics in Arctic tundra environments.
DOI: 10.15468/dl.bktzjn
title: Occurrence Download

description: A dataset containing 9487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is one of (RSA - California Botanic Garden Herbarium, LA - University of California, Los Angeles Herbarium, UCR - University of California, Riverside Herbarium - Vascular Plants, Harvard University Herbaria: All Records, NatureServe Network Species Occurrence Data, The University and Jepson Herbaria -- Vascular Plants, CAS Botany (BOT), SBBG - Clifton Smith Herbarium, Santa Barbara Botanic Garden, NMNH Extant Specimen Records (USNM, US))",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Clarkia"
 ]
}

 The dataset includes 9487 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043267-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkngrx
title: Occurrence Download

description: A dataset containing 518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.97879 24.69122,-76.83575 24.69122,-76.83575 30.98165,-87.97879 30.98165,-87.97879 24.69122))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Atrytone arogos"
 ]
}

 The dataset includes 518 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043270-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sw2s8y
title: Occurrence Download

description: A dataset containing 33217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.74795 41.97542,-87.73779 41.97556,-87.73792 41.98277,-87.74622 41.98256,-87.74747 41.98362,-87.74815 41.98453,-87.74795 41.97542))",
 "OccurrenceStatus is Present",
 "Year is 2021"
 ]
}

 The dataset includes 33217 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043268-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8gfka
title: Occurrence Download

description: A dataset containing 76997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material citation)",
 "Continent is one of (South America, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 76997 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043218-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryw9uq
title: Occurrence Download

description: A dataset containing 24176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Geometry POLYGON ((-57.55 -62.455, -59.25 -62.455, -59.25 -61.8, -57.55 -61.8, -57.55 -62.455))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24176 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011716-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtr5ep
title: Occurrence Download

description: A dataset containing 2438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.30664 47.05422,-2.34047 47.00042,-2.19014 46.80914,-2.08868 46.80142,-2.06613 46.82714,-1.98533 46.91064,-1.87634 46.99402,-1.91768 47.05038,-1.97218 47.0683,-2.30664 47.05422))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Recurvirostra avosetta Linnaeus, 1758"
 ]
}

 The dataset includes 2438 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011717-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14990133
title: Dataset on tackling postharvest tomato losses in tropical climates using a passive cooling blanket

description: Dataset for Publication: Tackling postharvest tomato losses in tropical climates using a passive cooling blanket
DOI: 10.5281/zenodo.15479858
title: Dataset on tackling postharvest tomato losses in tropical climates using a passive cooling blanket

description: Dataset for Publication: Tackling postharvest tomato losses in tropical climates using a passive cooling blanket
DOI: 10.5281/zenodo.15296797
title: DMP: IoMT attack prediction with ML models

description: The project generated a new dataset from a Healthcare Monitoring System (HMS) testbed without using external sources. The data included network traffic and biometric measurements stored in CSV format, comprising 16,317 samples (9,790 normal and 6,527 attack samples) across 44 features. It was intended to support research in real-time intrusion detection and patient monitoring within healthcare networks. The dataset was made publicly available with DOI: 10.82556/cgrm-ph43 and persistent identifier (PID): f2ff22aa-8dca-466b-ba4a-7cbb1981b282, generated under the TUWARD account.

The dataset followed FAIR principles:





Findable through rich metadata (following Dublin Core standards).




Accessible via an open-access trusted repository using standard protocols without embargo.




Interoperable using CSV format and linked to cybersecurity taxonomies.




Reusable through detailed documentation, codebooks, and a CC-BY license.



Software scripts for data visualization, network monitoring, and intrusion detection were also developed and made openly available via GitHub (https://github.com/12436894/IoMT_framework) and archived with Zenodo DOI: 10.5281/zenodo.15296798.

A hybrid machine learning model combining Random Forest and Gradient Boosting classifiers via a Voting Classifier was implemented to predict intrusion labels. The process included preprocessing (PCA feature selection and encoding), model training/testing, and evaluation through accuracy scores, classification reports, confusion matrices, ROC and Precision-Recall curves. All outputs, including datasets, plots, and evaluation reports, were saved automatically.

The data and software management adhered to GDPR and relevant data protection regulations. Long-term preservation, data security (encryption, backups), and ethical handling of personal data were ensured following institutional and Horizon Europe guidelines.
DOI: 10.5281/zenodo.15296798
title: DMP: IoMT attack prediction with ML models

description: The project generated a new dataset from a Healthcare Monitoring System (HMS) testbed without using external sources. The data included network traffic and biometric measurements stored in CSV format, comprising 16,317 samples (9,790 normal and 6,527 attack samples) across 44 features. It was intended to support research in real-time intrusion detection and patient monitoring within healthcare networks. The dataset was made publicly available with DOI: 10.82556/cgrm-ph43 and persistent identifier (PID): f2ff22aa-8dca-466b-ba4a-7cbb1981b282, generated under the TUWARD account.

The dataset followed FAIR principles:





Findable through rich metadata (following Dublin Core standards).




Accessible via an open-access trusted repository using standard protocols without embargo.




Interoperable using CSV format and linked to cybersecurity taxonomies.




Reusable through detailed documentation, codebooks, and a CC-BY license.



Software scripts for data visualization, network monitoring, and intrusion detection were also developed and made openly available via GitHub (https://github.com/12436894/IoMT_framework) and archived with Zenodo DOI: 10.5281/zenodo.15296798.

A hybrid machine learning model combining Random Forest and Gradient Boosting classifiers via a Voting Classifier was implemented to predict intrusion labels. The process included preprocessing (PCA feature selection and encoding), model training/testing, and evaluation through accuracy scores, classification reports, confusion matrices, ROC and Precision-Recall curves. All outputs, including datasets, plots, and evaluation reports, were saved automatically.

The data and software management adhered to GDPR and relevant data protection regulations. Long-term preservation, data security (encryption, backups), and ethical handling of personal data were ensured following institutional and Horizon Europe guidelines.
DOI: 10.15468/dl.pwgzv8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichopteroides binocularis (Beebe, 1932)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((43.4313 -17.5054,43.9059 -19.9421,43.0686 -21.0649,42.7023 -21.9969,43.1619 -23.5254,43.213 -24.5373,43.6164 -25.1504,44.9648 -25.1504,44.9648 -16.1504,43.978 -16.1504,43.9239 -16.5407,43.4313 -17.5054))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008743-250525065834625/datasets/export for details.
DOI: 10.15468/dl.vjmuc7
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Careya arborea Roxb."
 ]
}

 The dataset includes 590 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012315-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48aw2b
title: Occurrence Download

description: A dataset containing 702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong)",
 "TaxonKey is Rhododendron simiarum Hance"
 ]
}

 The dataset includes 702 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012318-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.