cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h5rnx2
title: Occurrence Download

description: A dataset containing 859 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Panthera onca (Linnaeus, 1758)",
 "Year 2000-2020"
 ]
}

 The dataset includes 859 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130541-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxpdth
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Litsea subcoriacea Yen C.Yang & P.H.Huang"
 ]
}

 The dataset includes 89 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011496-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpr5f8
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Terrapene ornata ornata",
 "Year 1980-2021"
 ]
}

 The dataset includes 300 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292907-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ioo1l
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Aristostomias xenostoma Regan & Trewavas, 1930"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004257-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.968vf4
title: Occurrence Download

description: A dataset containing 1205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Erica baccans L.)"
 ]
}

 The dataset includes 1205 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010042-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g23xcc
title: Occurrence Download

description: A dataset containing 1056 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Erica caffra L.)"
 ]
}

 The dataset includes 1056 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010043-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmjnrm
title: Occurrence Download

description: A dataset containing 1119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Equus przewalskii Poliakov, 1881"
 ]
}

 The dataset includes 1119 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010044-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11125040
title: GONet v2 camera calibration

description: The following dataset contains images taken by the GONet All sky camera for the "GONet All sky camera calibration" LICA report.
DOI: 10.5281/zenodo.11125041
title: GONet v2 camera calibration

description: The following dataset contains images taken by the GONet All sky camera for the "GONet All sky camera calibration" LICA report.
DOI: 10.15468/dl.warxg8
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Equus kiang Moorcroft, 1841"
 ]
}

 The dataset includes 354 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010047-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10977886
title: Tailoring the Surface Enrichment of a Pt Catalyst in Ionic Liquid Solutions by Choice of the Solvent, DOI: 10.1002/admi.202301085

description: The so-called buoy-effect, that is, the targeted surface enrichment of a Pt catalyst dissolved in ionic liquids (ILs), is achieved by attaching perfluorinated alkyl chains to the ligand system, which drags the metal complex toward the interface. Using angle-resolved X-ray photoelectron spectroscopy, it is demonstrated how this surface enrichment can be tailored by variation of the solvent IL. In [CnC1Im][PF6] ILs (n = 2, 4, 8), the surface is fully saturated with the complex at 10%mol bulk content, while in [C4C1Im][Tf2N] only at 20%mol saturation is observed. At low catalyst concentrations of 1%mol, where saturation is not yet reached, the enrichment increases with decreasing length of the IL alkyl chain. As a general rule, the degree of surface enrichment decreases with the decrease in surface tension of the solvent IL, that is, in the order [C2C1Im][PF6] > [C4C1Im][PF6] > [C8C1Im][PF6] > [C4C1Im][Tf2N]. In ILs with very low surface tension, enrichment is even suppressed. These results reveal the surface tension of the solvent IL as rational parameter for tailoring the interfacial structure of IL-based catalyst systems, such as supported ionic liquid phase (SILP) catalysis, where the nature of the IL/gas interface is expected to strongly influence the performance of the process.
DOI: 10.5281/zenodo.10977887
title: Tailoring the Surface Enrichment of a Pt Catalyst in Ionic Liquid Solutions by Choice of the Solvent, DOI: 10.1002/admi.202301085

description: The so-called buoy-effect, that is, the targeted surface enrichment of a Pt catalyst dissolved in ionic liquids (ILs), is achieved by attaching perfluorinated alkyl chains to the ligand system, which drags the metal complex toward the interface. Using angle-resolved X-ray photoelectron spectroscopy, it is demonstrated how this surface enrichment can be tailored by variation of the solvent IL. In [CnC1Im][PF6] ILs (n = 2, 4, 8), the surface is fully saturated with the complex at 10%mol bulk content, while in [C4C1Im][Tf2N] only at 20%mol saturation is observed. At low catalyst concentrations of 1%mol, where saturation is not yet reached, the enrichment increases with decreasing length of the IL alkyl chain. As a general rule, the degree of surface enrichment decreases with the decrease in surface tension of the solvent IL, that is, in the order [C2C1Im][PF6] > [C4C1Im][PF6] > [C8C1Im][PF6] > [C4C1Im][Tf2N]. In ILs with very low surface tension, enrichment is even suppressed. These results reveal the surface tension of the solvent IL as rational parameter for tailoring the interfacial structure of IL-based catalyst systems, such as supported ionic liquid phase (SILP) catalysis, where the nature of the IL/gas interface is expected to strongly influence the performance of the process.
DOI: 10.15468/dl.w9828n
title: Occurrence Download

description: A dataset containing 147099 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Erica cinerea L.)"
 ]
}

 The dataset includes 147099 records from 1195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010045-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6n59bg
title: Occurrence Download

description: A dataset containing 9676 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Erica lusitanica Rudolphi)"
 ]
}

 The dataset includes 9676 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010048-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7939768
title: s_het estimates from GeneBayes and other supplementary datasets

description: See README.md for details.
DOI: 10.5281/zenodo.10403254
title: s_het estimates from GeneBayes and other supplementary datasets

description: See README.md for details.
DOI: 10.5281/zenodo.7939767
title: s_het estimates from GeneBayes and other supplementary datasets

description: See README.md for details.
DOI: 10.15468/dl.w5yn3u
title: Occurrence Download

description: A dataset containing 694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is India",
 "OccurrenceStatus is Present",
 "RecordedBy is one of (OSMASTON, B.B., Osmaston, Osmaston B.B., Osmaston B.B.; Berlepsch, Osmaston, B B, Osmaston, B B?, Osmaston, B. B, Osmaston, B. B., Osmaston, B.B., Osmaston, B.B.; Duthie, J.F., Osmaston, B.B.; Gamble, J.S., Osmaston, R. B, Osmaston, P.T., Osmaston, R. B., Osmaston,B.B., osmaston, B B)"
 ]
}

 The dataset includes 694 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010050-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqtnmb
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Wiesen in der Grünen Mitte"
 ]
}

 The dataset includes 92 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003064-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8xtuw
title: Occurrence Download

description: A dataset listing the 107469 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Indonesia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 107469 records were derived from 1193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048577-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmmlmq
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Primula carniolica Jacq."
 ]
}

 The dataset includes 109 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003064-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iiygqk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platymiscium luteum Benth."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000310-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc65vh
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciodaphyllum pentadactylum (Cuatrec.) Lowry, G.M.Plunkett & M.M.Mora"
 ]
}

 The dataset includes 30 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194101-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbdgt9
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Temochloa S.Dransf."
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049532-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3uz6f
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sida piraporana Krapov."
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194102-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbfcyn
title: Occurrence Download

description: A dataset containing 17614 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Juniperus phoenicea L."
 ]
}

 The dataset includes 17614 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003064-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4uezm
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Year 1950-2018",
 "HasCoordinate is true",
 "TaxonKey is Elaphoglossum yatesii (Sodiro) Christ",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000310-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9butbe
title: Occurrence Download

description: A dataset containing 633 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Styphelia woodsii (F.Muell.) F.Muell."
 ]
}

 The dataset includes 633 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194103-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qmmty
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chromista",
 "DecimalLatitude is greater than 35.8559466054097",
 "DecimalLatitude is less than 36.4058825743486",
 "DecimalLongitude is greater than -80.1868244184192",
 "DecimalLongitude is less than -79.4990822900635"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005751-180824113759888/datasets/export for details.
DOI: 10.15468/dl.9qryvg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetragonocalamus Nakai"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049536-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svxb47
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Byrsinus flavicornis (Fabricius, 1794)"
 ]
}

 The dataset includes 173 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335709-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nht91c
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthyllis montana L.",
 "Country is Austria"
 ]
}

 The dataset includes 43 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003065-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98qzz8
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ephedra multiflora Phil. ex Stapf"
 ]
}

 The dataset includes 73 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049570-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3uhxv
title: Occurrence Download

description: A dataset containing 169927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Pavo cristatus Linnaeus, 1758"
 ]
}

 The dataset includes 169927 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048692-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppx7ab
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parasynarcualidae"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056330-210914110416597/datasets/export for details.
DOI: 10.15468/dl.6m2zr8
title: Occurrence Download

description: A dataset containing 9804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 65.07073733333334, 2.479608666666667 82.15736799999999, -31.565747 82.15736799999999, -31.565747 65.07073733333334, 2.479608666666667 65.07073733333334))",
 "EventDate is 2021-06-01,2021-06-30"
 ]
}

 The dataset includes 9804 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030308-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5jak3
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calyptranthes garciae Alain & M.M.Mejía"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003065-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.omgfot
title: Occurrence Download

description: A dataset containing 1577 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Citharexylum spinosum L."
 ]
}

 The dataset includes 1577 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003065-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz73gv
title: Occurrence Download

description: A dataset containing 27346 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aulostomidae"
 ]
}

 The dataset includes 27346 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056321-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.229ksw
title: Occurrence Download

description: A dataset containing 12001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium africanum",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12001 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022750-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8cuhf
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Peltogyne purpurea"
 ]
}

 The dataset includes 113 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022748-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnp4mk
title: Occurrence Download

description: A dataset containing 100921 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ensis leei, Sargassum muticum, Magallana gigas)",
 "HasCoordinate is true",
 "Geometry POLYGON((-10 48, 15 48, 15 65, -10 65, -10 48))",
 "Year is 1950,2025"
 ]
}

 The dataset includes 100921 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022724-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hkx2w
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidium africanum",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022751-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc44gh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022752-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17034381
title: ECG Signal Dataset

description: This dataset contains electrocardiogram (ECG) signal recordings and extracted physiological parameters, collected for the purpose of classifying heart conditions into two categories: Normal and Arrhythmia.

Data was collected from 30 male university students, aged 18 to 22 years, at Universitas Prima Indonesia. Each participant was recorded under three physical activity conditions—sitting, walking, and running—with 3 minutes of ECG data per activity, totaling 9 minutes per subject. The ECG signals were captured using a portable ECG monitoring device, with electrodes placed on the chest to ensure accurate and consistent signal quality. Subjects were instructed to remain relaxed while sitting and to walk or run under controlled supervision.

The raw ECG signals were preprocessed to improve signal quality, including noise removal, normalization, and feature extraction. The resulting dataset includes 11 features for each ECG sample:





RR interval




PR interval




QS interval




QT interval




ST interval




Standard deviations of each interval




Heart rate (in BPM)



These features capture essential aspects of cardiac electrical activity and variability, making the dataset highly relevant for arrhythmia detection, ECG classification, and biomedical signal processing.