cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16367813
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
DOI: 10.15468/dl.65jjvd
title: Occurrence Download

description: A dataset containing 106457 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamium galeobdolon argentatum"
 ]
}

 The dataset includes 106457 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033932-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyajhz
title: Occurrence Download

description: A dataset containing 6244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lechea"
 ]
}

 The dataset includes 6244 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034058-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3vajw
title: Occurrence Download

description: A dataset containing 6244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lechea"
 ]
}

 The dataset includes 6244 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034057-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16367850
title: Raw and Final Data C1 Vertebra Data
DOI: 10.5281/zenodo.16367851
title: Raw and Final Data C1 Vertebra Data
DOI: 10.15468/dl.6nuvqf
title: Occurrence Download

description: A dataset containing 6526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemidactylus mabouia"
 ]
}

 The dataset includes 6526 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034060-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ra4ydf
title: Occurrence Download

description: A dataset containing 417390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Calidris alba)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 417390 records from 494 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034028-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/pnayz7
title: Assistance technique à la gestion écologique des espaces naturels propriétés de ValOrizon sur la commune de Damazan (47) menée par le CEN Aquitaine entre 2017 et 2023-Observations faunistiques (inventaire) réalisées par le CEN Nouvelle-Aquitaine

description: Observations faunistiques (inventaire) réalisées par le CEN Nouvelle-Aquitaine. Il n'y a pas de protocole associé à ce jeu de donnée (observations réalisées in situ)
DOI: 10.60712/si-id278824.1
title: StrainInfo SI-ID 278824.1

description: StrainInfo dataset 278824 about a strain of Bacillus subtilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278825.1
title: StrainInfo SI-ID 278825.1

description: StrainInfo dataset 278825 about a strain of Priestia megaterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278706.1
title: StrainInfo SI-ID 278706.1

description: StrainInfo dataset 278706 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278707.1
title: StrainInfo SI-ID 278707.1

description: StrainInfo dataset 278707 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278708.1
title: StrainInfo SI-ID 278708.1

description: StrainInfo dataset 278708 about a strain of Fusarium fujikuroi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278764.1
title: StrainInfo SI-ID 278764.1

description: StrainInfo dataset 278764 about a strain of Aspergillus oryzae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278765.1
title: StrainInfo SI-ID 278765.1

description: StrainInfo dataset 278765 about a strain of Penicillium chrysogenum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278766.1
title: StrainInfo SI-ID 278766.1

description: StrainInfo dataset 278766 about a strain of Aspergillus oryzae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278767.1
title: StrainInfo SI-ID 278767.1

description: StrainInfo dataset 278767 about a strain of Aspergillus oryzae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278826.1
title: StrainInfo SI-ID 278826.1

description: StrainInfo dataset 278826 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278827.1
title: StrainInfo SI-ID 278827.1

description: StrainInfo dataset 278827 about a strain of Priestia megaterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/ddu8rr
title: Projet de centrale photovoltaïque au sol de la ZA de l'Etang Bertrand - Flore - Inventaire non standardisé

description: Liste des plantes observées dans le cadre des prospections de terrain réalisées au niveau de l'aire d'étude du projet de centrale photovoltaïque de « L’étang Bertrand » à Saint-Pardoux-l’Ortigier (19)
DOI: 10.60712/si-id278828.1
title: StrainInfo SI-ID 278828.1

description: StrainInfo dataset 278828 about a strain of Lactobacillus delbrueckii subsp. bulgaricus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278829.1
title: StrainInfo SI-ID 278829.1

description: StrainInfo dataset 278829 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278709.1
title: StrainInfo SI-ID 278709.1

description: StrainInfo dataset 278709 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.p7y6cf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amygdalus triloba (Lindl.) Ricker)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Country is Russian Federation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084486-240506114902167/datasets/export for details.
DOI: 10.60712/si-id278710.1
title: StrainInfo SI-ID 278710.1

description: StrainInfo dataset 278710 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278711.1
title: StrainInfo SI-ID 278711.1

description: StrainInfo dataset 278711 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278712.1
title: StrainInfo SI-ID 278712.1

description: StrainInfo dataset 278712 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278768.1
title: StrainInfo SI-ID 278768.1

description: StrainInfo dataset 278768 about a strain of Penicillium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.25345/c58w38d56
title: MassIVE MSV000095100 - Fecal metabolomics in schizophrenia
title: Twenty nine patients with schizophrenia and Twenty eight healthy controls were enrolled.
DOI: 10.60712/si-id278769.1
title: StrainInfo SI-ID 278769.1

description: StrainInfo dataset 278769 about a strain of Trichoderma viride. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278770.1
title: StrainInfo SI-ID 278770.1

description: StrainInfo dataset 278770 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278771.1
title: StrainInfo SI-ID 278771.1

description: StrainInfo dataset 278771 about a strain of Aureobasidium pullulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278830.1
title: StrainInfo SI-ID 278830.1

description: StrainInfo dataset 278830 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/vatggg
title: PE des Quatre Chemins - Données MNHN Quatre Chemins Avifaune - Hivernants

description: Données SINP Avifaune hivernante
DOI: 10.60712/si-id278831.1
title: StrainInfo SI-ID 278831.1

description: StrainInfo dataset 278831 about a strain of Pseudomonas aeruginosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278833.1
title: StrainInfo SI-ID 278833.1

description: StrainInfo dataset 278833 about a strain of Serratia marcescens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278834.1
title: StrainInfo SI-ID 278834.1

description: StrainInfo dataset 278834 about a strain of Conidiobolus macrosporus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278713.1
title: StrainInfo SI-ID 278713.1

description: StrainInfo dataset 278713 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278714.1
title: StrainInfo SI-ID 278714.1

description: StrainInfo dataset 278714 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278715.1
title: StrainInfo SI-ID 278715.1

description: StrainInfo dataset 278715 about a strain of Aspergillus niger. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.23664/ahri.amethist.recruitment.2022.v1
title: AMETHIST:Adapted Microplanning to Eliminate Transmissible HIV in Sex Transactions:Engagement in services
DOI: 10.60712/si-id278772.1
title: StrainInfo SI-ID 278772.1

description: StrainInfo dataset 278772 about a strain of Talaromyces funiculosus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278773.1
title: StrainInfo SI-ID 278773.1

description: StrainInfo dataset 278773 about a strain of Chaetomella raphigera. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278774.1
title: StrainInfo SI-ID 278774.1

description: StrainInfo dataset 278774 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278775.1
title: StrainInfo SI-ID 278775.1

description: StrainInfo dataset 278775 about a strain of Boeremia exigua. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278835.1
title: StrainInfo SI-ID 278835.1

description: StrainInfo dataset 278835 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278836.1
title: StrainInfo SI-ID 278836.1

description: StrainInfo dataset 278836 about a strain of Isaria. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278837.1
title: StrainInfo SI-ID 278837.1

description: StrainInfo dataset 278837 about a strain of Bradyrhizobium japonicum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278776.1
title: StrainInfo SI-ID 278776.1

description: StrainInfo dataset 278776 about a strain of Benjaminiella poitrasii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278777.1
title: StrainInfo SI-ID 278777.1

description: StrainInfo dataset 278777 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.5164/iab.sig0720.de.en.v1
title: Stichprobe der Integrierten Grundsicherungsbiografien (SIG) – Version 0720 v1
title: Sample of Integrated Welfare Benefit Biographies (SIG) – Version 0720 v1
title: SIG 0720
title: SIG 0720

description: The Sample of Integrated Welfare Benefit Biographies (SIG) is a 4 percent random sample drawn from the Unemployment Benefit II Recipient History (LHG) of the Institute for Employment Research (IAB). Comprehensive records on both the sampled individuals and their household members from the Integrated Employment Biographies (IEB) further enrich this data. The IEB consist of daily information on employment subject to social security, marginal part-time employment, benefit receipt according to the German Social Code III or II, official registration as job seeking at the German Federal Employment Agency, and (planned) participation in programs of active labour market policies. 
Upon reasonable request, this already rich data product can further be extended by means of detailed financial information on welfare receipt from the UB II Income and Benefit Statistics – Sample of the IAB (LST-S). All information is available for the period of 2007 through 2020 as well as enriched by some variables describing potential previous employment periods (before 2007).
description: Die Stichprobe der Integrierten Grundsicherungsbiografien (SIG) stellt eine 4%-Stichprobe aus der Grundgesamtheit der Leistungshistorik Grundsicherung (LHG) des Instituts für Arbeitsmarkt- und Berufsforschung (IAB) dar, ergänzt um umfangreiche Informationen zu allen Mitgliedern der jeweiligen Bedarfsgemeinschaften der gezogenen Stichprobenpersonen aus den Integrierten Erwerbsbiografien (IEB). Die IEB beinhalten tagesgenaue Informationen zu sozialversicherungspflichtiger Beschäftigung, geringfügiger Beschäftigung, zum Bezug von Leistungen nach dem Rechtskreis SGB III oder SGB II, zu Zeiten der Arbeitsuche bei der Bundesagentur für Arbeit (BA) sowie zu (geplanten) Teilnahmen an arbeitsmarktpolitischer Maßnahme. 
Diese umfassenden biografischen Informationen zu den aus der LHG gezogenen Stichprobenpersonen und deren Bedarfsgemeinschaftsmitgliedern können auf Antrag zusätzlich um detaillierte Finanzinformationen aus der Leistungsstatistik SGB II – Stichprobenziehung des IAB (LST-S) angereichert werden. Sämtliche Informationen sind detailliert für den Zeitraum 2007 bis 2020 verfügbar sowie um einige Variablen zur Beschreibung potenzieller vorhergehender Beschäftigungszeiten (vor 2007) angereichert.
DOI: 10.60712/si-id278778.1
title: StrainInfo SI-ID 278778.1

description: StrainInfo dataset 278778 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278779.1
title: StrainInfo SI-ID 278779.1

description: StrainInfo dataset 278779 about a strain of Arthrobotrys conoides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id278838.1
title: StrainInfo SI-ID 278838.1

description: StrainInfo dataset 278838 about a strain of Rhizobium leguminosarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.