cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.df8pzd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae)",
 "Year is greater than or equal to 2012",
 "Year is less than or equal to 2022",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry MULTIPOLYGON (((-175.820023 27.79111100000006, -175.8194439999999 27.79092900000006, -175.818603 27.79092900000006, -175.8184819999999 27.79084700000021, -175.818131 27.79078300000026, -175.817855 27.79086500000028, -175.8177029999999 27.79091299999999, -175.8162849999999 27.79107699999992, -175.8156579999999 27.79081100000008, -175.814881 27.79052800000011, -175.8142089999999 27.789917, -175.814391 27.78930600000007, -175.814423 27.78920199999999, -175.815476 27.7885540000002, -175.8155969999999 27.78813500000018, -175.8166199999999 27.78775900000016, -175.817504 27.78745300000008, -175.8180079999999 27.78716900000001, -175.819259 27.787102, -175.819824 27.78729200000009, -175.820358 27.78795500000007, -175.8207999999999 27.78930600000007, -175.821411 27.79028399999999, -175.8210759999999 27.7909380000001, -175.820023 27.79111100000006)), ((-175.73912 27.92332600000003, -175.73941 27.92332600000003, -175.73964 27.92345900000021, -175.73964 27.92372100000006, -175.73935 27.92404900000002, -175.739075 27.92468200000013, -175.738922 27.9255780000002, -175.7384179999999 27.92613700000027, -175.738204 27.92632100000003, -175.7381449999999 27.92640300000011, -175.7374269999999 27.92712299999999, -175.737213 27.92716900000022, -175.736634 27.92721499999993, -175.736283 27.926962, -175.736283 27.92687500000022, -175.736192 27.92527700000016, -175.736953 27.92462999999992, -175.737808 27.92451400000027, -175.7379149999999 27.92450000000019, -175.7381739999999 27.92446100000001, -175.7385869999999 27.92398700000001, -175.738678 27.92387100000019, -175.7387529999999 27.923789, -175.7389059999999 27.92352200000028, -175.73912 27.92332600000003)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170779-220831081235567/datasets/export for details.
DOI: 10.15468/dl.7pxpbe
title: Occurrence Download

description: A dataset listing the 161 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Locality is RN Gaia",
 "TaxonKey is Aves"
 ]
}

 The dataset's 161 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164897-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jg8yf
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae)",
 "Year is greater than or equal to 2012",
 "Year is less than or equal to 2022",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry MULTIPOLYGON (((63.33109148227868 -19.72928146843566, 63.38805979302992 -19.69929814698764, 63.43003644305713 -19.67980898804643, 63.46451726272204 -19.67231315768441, 63.49599975024245 -19.68130815411888, 63.49749891631484 -19.71279064163929, 63.48700475380804 -19.72928146843566, 63.45852059843247 -19.74277396308725, 63.43003644305713 -19.74277396308725, 63.39855395553673 -19.74277396308725, 63.39405645731949 -19.75476729166644, 63.36557230194381 -19.76076395595607, 63.35807647158168 -19.76975895239042, 63.35957563765425 -19.74127479701485, 63.33558898049591 -19.74427312915964, 63.33259064835102 -19.73377896665284, 63.33109148227868 -19.72928146843566)))"
 ]
}

 The dataset includes 94 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170782-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hvv24
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracercion melanotum (Selys, 1876)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188474-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ss7jvc
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Fossil)",
 "TaxonKey is Zaedyus pichiy (Desmarest, 1804)"
 ]
}

 The dataset includes 399 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164903-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59aqv5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monticola solitarius philippensis (Statius Muller, 1776)",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Country is one of (Germany, France, Spain, Portugal, Denmark, Austria, Italy, Switzerland, Greece, Poland, Hungary, Slovenia, Sweden, Norway, Slovakia, Montenegro, Croatia, North Macedonia, Serbia, Iceland, Ireland, United Kingdom of Great Britain and Northern Ireland, Albania, Bosnia and Herzegovina, Bulgaria, Belgium, Netherlands)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170788-220831081235567/datasets/export for details.
DOI: 10.15468/dl.m7p4fr
title: Occurrence Download

description: A dataset containing 74557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Procyon lotor (Linnaeus, 1758)"
 ]
}

 The dataset includes 74557 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164943-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6byxgd
title: Occurrence Download

description: A dataset containing 10078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Spain)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus pyrenaica Willd.",
 "Year 1970-2017"
 ]
}

 The dataset includes 10078 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190543-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmcvwz
title: Occurrence Download

description: A dataset containing 469122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lysimachia vulgaris L."
 ]
}

 The dataset includes 469122 records from 1249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262436-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13144/lil-0927
title: Enquête Ménages Déplacements (EMD), Roanne / Le Roannais - 2012

description: L'Enquête Ménages Déplacements "Roanne / Le Roannais 2012", réalisée selon la méthodologie nationale élaborée par le CERTU, est une EDVM (enquête déplacements villes moyennes) portant sur le Roannais. Ce territoire, composé de 119 communes de la Loire pour une population de 157 000 habitants, a fait l'objet d'une enquête par téléphone.Cette enquête permet de connaître la mobilité, restreinte aux jours ouvrables, des individus (de 11 ans et plus) qui appartiennent à un ménage résidant dans les 119 communes de la zone d'étude. Les 2 646 ménages enquêtés sont caractérisés par leur lieu de résidence et le nombre de voitures à leur disposition. Les 3 089 individus interrogés l'ont principalement été sur leurs caractéristiques socio-démographiques et leur utilisation des modes de transport (individuels et collectifs). Des 11 121 déplacements, on connaît leurs heures et lieux de départ et d'arrivée, leur distance, leur durée, leur motif et les modes de transport utilisés. Les 8 908 trajets sont décrits par leur mode de transport, les lieux de départ et d'arrivée...
DOI: 10.15468/dl.5xdkgg
title: Occurrence Download

description: A dataset containing 5121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "StateProvince is Minas Gerais",
 "Geometry POLYGON((-43.75 -19.78, -43.55 -19.78,\n -43.55 -20.00, -43.75 -20.00,\n -43.75 -19.78))",
 "Year is greater than or equal to 2020"
 ]
}

 The dataset includes 5121 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034041-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13144/lil-0928
title: Enquête Ménages Déplacements (EMD), Thionville / Fensch - 2012

description: L'Enquête Ménages Déplacements "Thionville / Fensch 2012", réalisée selon la méthodologie nationale élaborée par le CERTU, est une EDVM (enquête déplacements villes moyennes) portant sur Thionville et le Val-de-Fensch. Ce territoire, composé de 35 communes de Moselle pour une population de 177 000 habitants, a fait l'objet d'une enquête par téléphone.Cette enquête permet de connaître la mobilité, restreinte aux jours ouvrables, des individus (de 11 ans et plus) qui appartiennent à un ménage résidant dans les 35 communes de la zone d'étude. Les 3 081 ménages enquêtés sont caractérisés par leur lieu de résidence et le nombre de voitures à leur disposition. Les 3 946 individus interrogés l'ont principalement été sur leurs caractéristiques socio-démographiques et leur utilisation des modes de transport (individuels et collectifs). Des 15 676 déplacements, on connaît leurs heures et lieux de départ et d'arrivée, leur distance, leur durée, leur motif et les modes de transport utilisés. Les 12 240 trajets sont décrits par leur mode de transport, les lieux de départ et d'arrivée...
DOI: 10.15468/dl.55hsa9
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juniperus indica",
 "Year 1992-2025"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034042-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13144/lil-0930
title: Enquête Ménages Déplacements (EMD), Var - 2012

description: L'Enquête Ménages Déplacements "Var 2012", réalisée selon la méthodologie nationale élaborée par le CERTU, est une EDVM (enquête déplacements villes moyennes) portant sur une partie du département du Var. Ce territoire, composé de 62 communes du Var (pour une population de 234 000 habitants), a fait l'objet d'une enquête par téléphone.Cette enquête permet de connaître la mobilité, restreinte aux jours ouvrables, des individus (de 11 ans et plus) qui appartiennent à un ménage résidant dans les 62 communes de la zone d'étude. Les 3 669 ménages enquêtés sont caractérisés par leur lieu de résidence et les voitures, 2-3 roues motorisés et vélos à leur disposition. Les 4 381 individus interrogés l'ont principalement été sur leurs caractéristiques socio-démographiques et leur utilisation des modes de transport (individuels et collectifs). Des 15 723 déplacements, on connaît leurs heures et lieux de départ et d'arrivée, leur distance, leur durée, leur motif et le nombre de trajets (en mode mécanisé). Les 12 284 trajets sont essentiellement décrits par leur mode de transport...
DOI: 10.15468/dl.b8c6pt
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Central African Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034044-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95m29d
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 33d232b5-5cc2-4521-8bd6-121c5bb41c32, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, ef807e08-c954-487f-9e70-3cc75f173812, bd561840-efdc-11d9-a329-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862)",
 "TaxonKey is Ipomoea batatas"
 ]
}

 The dataset includes 193 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034043-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esctwb
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 245 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034045-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1vmgzyv
title: Annual Estimates of Suspended Sediment Concentration and Load to Support Trend Analysis on the Lower Mississippi River and Atchafalaya River, 1978–2021

description: This data release contains annual estimates of total, fine (<0.0625 millimeter [mm]), and coarse (≥0.0625 mm) suspended sediment concentration and load for 11 sites located on the Lower Mississippi River and Atchafalaya River through 2021.  Annual and flow-normalized estimates were calculated using WRTDSplus, an extension of the Weighted Regressions on Time, Discharge, and Season (WRTDS) model which allows users to add a fourth explanatory variable to the model formulation (DeCicco and others, 2024). Input streamflow and suspended sediment data for these models were retrieved from Murphy and others (2022). Details about data processing and model specifications can be found in the companion publication to this data release (Murphy and others, 2025).

References:

DeCicco, L., Diebel, M., Podzorski, H., Murphy, J., Hirsch, R., 2024, WRTDSplus: Exensions to the WRTDS method, v.1.0.0: GitHub, https://doi.org/10.5066/P14PE5AN.
DOI: 10.15468/dl.g97gdw
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oenothera mendocinensis"
 ]
}

 The dataset includes 87 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034046-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcarq4
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Nigeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034047-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15268760
title: Metabolite concentrations in Lucinoma capensis tissues during oxygen fluctuations

description: Concentrations of  metabolites (ng per mg wet tissue mass) in the gills and digestive gland tissues of a bivalve Lucinoma capensis exposed to normoxia (control; 36 h at 6.9 ± 0.24 ml O2 l−1), severe hypoxia (anoxia; 36 h at 0.11 ± 0.05 ml O2 l−1), 1 h or 24 h of reoxygenation (recovery; 36 h of severe hypoxia followed by 1 or 24 h of normoxic recovery).
DOI: 10.15468/dl.8fzed3
title: Occurrence Download

description: A dataset containing 6248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geranium molle",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6248 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034049-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2chgg9
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris canariensis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 181 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034052-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3ytku
title: Occurrence Download

description: A dataset containing 6790 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lotus herbaceus"
 ]
}

 The dataset includes 6790 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034050-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmnfu4
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris canariensis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034051-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ummeju
title: Occurrence Download

description: A dataset containing 19514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Asteroidea"
 ]
}

 The dataset includes 19514 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034053-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwmxt2
title: Occurrence Download

description: A dataset listing the 46 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.85236 43.57103,3.85175 43.57184,3.85119 43.57202,3.84999 43.57113,3.84983 43.57089,3.84987 43.56998,3.84993 43.56906,3.85165 43.56947,3.85187 43.56957,3.85187 43.56957,3.85536 43.57035,3.85512 43.57074,3.85236 43.57103))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 46 records were derived from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034048-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sz7a6
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilea tetraphylla",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 210 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034055-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjkdun
title: Occurrence Download

description: A dataset containing 3470 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus ellipticus"
 ]
}

 The dataset includes 3470 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034054-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16367812
title: EEG-Activity-Recognition

description: TSAE-Net: Temporal-Spatial Activity Encoder for EEG-based Psychological State Recognition



This repository contains the official PyTorch implementation of the paper:



Development of Deep Learning Models to Assess Psychological States from EEG During Physical ActivitiesYihang Deng, Yilin Ren, Qiao Changze📅 June 2025


🔍 Overview

This project introduces TSAE-Net, a novel deep learning framework for accurately recognizing psychological states from EEG signals during physical activities. Traditional methods suffer from poor temporal alignment, noise sensitivity, and limited multimodal integration. TSAE-Net addresses these issues through two major components:





Temporal-Spatial Activity Encoder (TSAE)Captures temporal and spatial dependencies using convolutional layers, attention mechanisms, and dynamic temporal pooling.




Dynamic Activity Fusion Strategy (DAFS)Enhances robustness with multimodal fusion, temporal alignment via DTW, and contextual refinement of overlapping signals.





📎 A live demo and documentation can be found in the TSAE-Net repository.




🧠 Key Features



End-to-end deep learning pipeline for EEG-based psychological state classification.

Support for multiple physiological datasets: Sleep-EDF, CWL EEG/fMRI, Physionet MI, MODA.

Adaptive Modality Fusion using attention mechanisms.

Real-time capable Temporal Realignment of Asynchronous Signals (TRAS).

State-of-the-art performance across multiple bio-signal datasets.




🧪 Datasets




Dataset
Description




Sleep-EDF
EEG-based sleep stage classification


CWL EEG/fMRI
Multimodal fusion of EEG and fMRI signals


Physionet MI
Motor imagery EEG for BCI applications


MODA
Multi-objective cognitive signal decoding