cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wers3y
title: Occurrence Download

description: A dataset containing 18399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Misgurnus anguillicaudatus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18399 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052492-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9pmqy
title: Occurrence Download

description: A dataset containing 485 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SMNG_Myriapoda_Hans-Ulrich Peter - Uhlstädter Heide"
 ]
}

 The dataset includes 485 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052495-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z85476
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella macroglochin",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052496-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/qp9q-p7d7-2h0e
title: LBA: Brasilia Soil Temperature and Soil Moisture Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation Project (CEOP) Enhanced Observing Period 3 and 4 (EOP-3 and EOP-4) Large Scale Biosphere-Atmosphere Experiment in Amazonia (LBA) Brasilia Soil Temperature and Soil Moisture Data Set. This data set contains data from the Brasila Site for the CEOP EOP-3 and EOP-4 time period (26 June 2003 to 31 December 2004). This data set contains both ASCII data and netCDF data. The ASCII data file covers the entire time period for all stations. The netCDF data file covers the entire time period with one netCDF file for each station.
DOI: 10.21227/6zbw-jd75
title: "spectra of near-infrared reflactance of soil available N, P, K"

description: "The spectral reflectance measurements of soil samples were captured using a near-infrared hyperspectral camera. The number of spectral bands is 224, and the spectral range is 935 nm -1720 nm. The average spectrum for each sample was extracted from the region of interest (ROI) within the soil sample using ENVI 5.3. Two spectral data were captured from each side of the soil sample. A total of 223 spectral data were collected, except that spectrum from one side of a sample was not captured because the surface was damaged by careless treatment. The spectral data were then calibrated with dark and white reference images.The spectral data were randomly divided in a ratio of 8:2. Specifically, 178 spectra were selected as the training dataset, and 45 spectra were selected as the test dataset. Owing to the noise perturbations of the edge band effect, the bands  at the end of the spectra were removed, leaving 210 bands for each spectrum (953 nm -1688 nm).   "
DOI: 10.7910/dvn/hmrb9n
title: Replication Data for: Diplomatic Visits and Image-Building: A Conjoint Analysis in Taiwan

description: This is a dataset on a conjoint analysis in Taiwan regarding the effect of diplomatic visits on image-building.
DOI: 10.15468/dl.b8d4ej
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Annamocarya sinensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052500-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cur8hr
title: Occurrence Download

description: A dataset containing 31792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 -60,-30 -60,-30 -30,-60 -30,-60 -60))"
 ]
}

 The dataset includes 31792 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052499-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/k5j-jhw-7qd
title: Amanita ceciliae (Berk. & Broome) Bas

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.6084/m9.figshare.30283225
title: Hyperspectral Camouflage Detection Dataset and Codes

description: Camouflage detection in hyperspectral imaging is hindered by the spectral similarity between artificial materials and natural vegetation. This study proposes a non-destructive classification framework integrating optimized sample partitioning, spectral preprocessing, and residual deep learning to address this challenge. Hyperspectral data of camouflage fabrics and natural grass (389.06–1005.10 nm) were acquired and preprocessed using principal component analysis, standard normal variate transformation, Savitzky–Golay filtering, and derivative-based enhancement. The Sample set Partitioning based on joint X–Y distance (SPXY) algorithm was applied to improve representativeness of training subsets, and several classifiers were constructed, including SVM, RF, KNN, CNN, and ResNet. Comparative evaluation demonstrated that the SPXY-ResNet model achieved the best performance, with 99.17% accuracy, 98.89% precision, and 98.82% recall, while maintaining low training time. Statistical analysis using Kullback–Leibler divergence and similarity measures confirmed that SPXY improved distributional consistency between training and testing sets, thereby enhancing generalization. The confusion matrix and convergence curves further validated stable learning with minimal misclassifications and no overfitting. These findings indicate that the proposed SPXY-ResNet framework provides a robust, efficient, and accurate solution for hyperspectral camouflage detection, with promising applicability to defense, ecological monitoring, and agricultural inspection.
DOI: 10.6084/m9.figshare.30283225.v1
title: Hyperspectral Camouflage Detection Dataset and Codes

description: Camouflage detection in hyperspectral imaging is hindered by the spectral similarity between artificial materials and natural vegetation. This study proposes a non-destructive classification framework integrating optimized sample partitioning, spectral preprocessing, and residual deep learning to address this challenge. Hyperspectral data of camouflage fabrics and natural grass (389.06–1005.10 nm) were acquired and preprocessed using principal component analysis, standard normal variate transformation, Savitzky–Golay filtering, and derivative-based enhancement. The Sample set Partitioning based on joint X–Y distance (SPXY) algorithm was applied to improve representativeness of training subsets, and several classifiers were constructed, including SVM, RF, KNN, CNN, and ResNet. Comparative evaluation demonstrated that the SPXY-ResNet model achieved the best performance, with 99.17% accuracy, 98.89% precision, and 98.82% recall, while maintaining low training time. Statistical analysis using Kullback–Leibler divergence and similarity measures confirmed that SPXY improved distributional consistency between training and testing sets, thereby enhancing generalization. The confusion matrix and convergence curves further validated stable learning with minimal misclassifications and no overfitting. These findings indicate that the proposed SPXY-ResNet framework provides a robust, efficient, and accurate solution for hyperspectral camouflage detection, with promising applicability to defense, ecological monitoring, and agricultural inspection.
DOI: 10.15468/dl.z66k4g
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulex breoganii",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052503-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsftrj
title: Occurrence Download

description: A dataset containing 373312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((150 -30,180 -30,180 0,150 0,150 -30))"
 ]
}

 The dataset includes 373312 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052469-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjcqb2
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caryota maxima)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 137 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052505-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukvt97
title: Occurrence Download

description: A dataset containing 519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-30 -60,0 -60,0 -30,-30 -30,-30 -60))"
 ]
}

 The dataset includes 519 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052506-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gb7emf
title: Occurrence Download

description: A dataset containing 695 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SMNG_Myriapoda_Neißetal - 1961 - 1969"
 ]
}

 The dataset includes 695 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052504-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2cukf
title: Occurrence Download

description: A dataset containing 1221 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SMNG_Myriapoda_Schnitter - Saale-Unstrut-Triasland"
 ]
}

 The dataset includes 1221 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052507-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/yx3q-hk5e-270s
title: LBA: Brasilia Flux Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation Project (CEOP) Enhanced Observing Period 4 (EOP-4) Large Scale Biosphere-Atmosphere Experiment in Amazonia (LBA) Brasilia Flux Data Set. This data set contains half-hourly data from a single station during the CEOP EOP-4 time period (01 January 2004 to 31 December 2004). This data set contains both ASCII data and netCDF data. The ASCII data file covers the entire time period for all stations. The netCDF data file covers the entire time period with one netCDF file for each station.
DOI: 10.15468/dl.pd3w8k
title: Occurrence Download

description: A dataset containing 5729 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New data on limno-terrestrial rotifers of the world"
 ]
}

 The dataset includes 5729 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052508-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhtprd
title: Occurrence Download

description: A dataset containing 1008 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SMNG_Myriapoda_Dübener Heide"
 ]
}

 The dataset includes 1008 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052509-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spkb8p
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapirus pinchaque",
 "Country is Ecuador",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2023",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 127 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052510-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2ndgb
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vicia leucantha",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052511-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7xtdk
title: Occurrence Download

description: A dataset containing 11614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 -60,60 -60,60 -30,30 -30,30 -60))"
 ]
}

 The dataset includes 11614 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052513-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjrx7n
title: Occurrence Download

description: A dataset containing 1326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caryota mitis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1326 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052514-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cz4qyp
title: Occurrence Download

description: A dataset containing 1270 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SMNG_Myriapoda_Reip - Thüringen"
 ]
}

 The dataset includes 1270 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052515-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9qugp
title: Occurrence Download

description: A dataset containing 1242 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Decker Rohdaten (Daten aus Sammlungen)"
 ]
}

 The dataset includes 1242 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052516-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/qn6e-rkpy-t604
title: CAMP: Korean Haenam Flux Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation Project (CEOP) Enhanced Observing Period 3 (EOP-3) CEOP Asia-Australia Monsoon Project (CAMP) Korean Haenam Flux Data Set. This data set contains data at a half-hour resolution from one station in the CAMP reference site for the CEOP EOP-3 time period, which is the Korean Haenam station. This dataset only contains the entire EOP-3 time period (i.e., 1 October 2002 through 30 September 2003). This data set contains both ASCII data and netCDF data. The ASCII data file covers the entire time period for all stations. The netCDF data file covers the entire time period with one netCDF file for each station.
DOI: 10.15468/dl.hdzgwu
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caryota obtusa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052519-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38f9tb
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygala curtissii",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 159 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052517-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jzgkw
title: Occurrence Download

description: A dataset containing 437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 -60,90 -60,90 -30,60 -30,60 -60))"
 ]
}

 The dataset includes 437 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052518-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/kz8b45
title: Replication Data for: Gender and Professional Role Differences in Chilean Educational Personnel's Perceptions of School Climate and Well-Being

description: Dataset with missing data imputation.
DOI: 10.15468/dl.exhy8f
title: Occurrence Download

description: A dataset containing 7463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygala myrtifolia",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7463 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052521-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15198577
title: Sample parquet datasets of Argo program ocean data

description: The repository contains two sample parquet datasets of ocean measurements gathered by the Argo program.

Both datasets contain the following measurements of physical variables of:



All the data measured by float #1901730;

All the data measured by the whole Argo fleet between April 1, 2022 and April 30, 2022.


ARGO_PHY_SAMPLE_NOQC was built retrieving the data served by the Argo GDAC as of March 27, 2025 and converted them to parquet.

ARGO_PHY_SAMPLE_QC was built performing filtering the data in ARGO_PHY_SAMPLE_NOQC by QC flags and is considered a "best available measurements" version.
DOI: 10.5281/zenodo.15198578
title: Sample parquet datasets of Argo program ocean data

description: The repository contains two sample parquet datasets of ocean measurements gathered by the Argo program.

Both datasets contain the following measurements of physical variables of:



All the data measured by float #1901730;

All the data measured by the whole Argo fleet between April 1, 2022 and April 30, 2022.


ARGO_PHY_SAMPLE_NOQC was built retrieving the data served by the Argo GDAC as of March 27, 2025 and converted them to parquet.

ARGO_PHY_SAMPLE_QC was built performing filtering the data in ARGO_PHY_SAMPLE_NOQC by QC flags and is considered a "best available measurements" version.
DOI: 10.15468/dl.madagw
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fenimorea petiti Tippett, 1995"
 ]
}

 The dataset includes 71 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087626-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc6aaz
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Emoia trossula Brown & Gibbons, 1986)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044254-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpsgzr
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fenimorea pagodula (Dall, 1889)"
 ]
}

 The dataset includes 45 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087624-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qds9wq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lygodactylus regulus Portik, Travers, Bauer & Branch, 2013)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044256-230224095556074/datasets/export for details.
DOI: 10.48597/pu53-3c7f
title: Measurement of Inorganics in air and particle phase at Søgne

description: Measurement of Inorganics in air and particle phase at Søgne