cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26061349.v1
title: <b>Body mass </b><b>–</b><b> biomass scaling modulates species keystone-ness to press perturbations</b>

description: In this study, we systematically explored (1) the relationships between species’ topological and energetic traits and their keystone status, (2) how these relationships depend on the community biomass structure, and (3) how keystone-ness identified by linear approximations corresponds to the potentially nonlinear effects that species can have on their communities. To address these, we used empirical, mass-balanced Ecopath food webs as well as dynamic food web simulations generated using the Allometric Trophic Network (ATN) framework. These varied not only in complexity—such as species richness and connectance—but also in biomass structure, trending either bottom-heavy or top-heavy, i.e., scaling exponents of species’ body mass to biomass towards negative or positive. We defined keystone species as those that, when subjected to press perturbations, exert disproportionately large effects on the biomasses of all other species within the community. To quantify species’ keystone-ness, we employed two approaches. First, we derived the normalized inverse community matrix for both empirical and model-generated food webs at equilibrium, quantifying species’ keystone-ness as their per capita net effect, i.e., the net effect of a unit perturbation-induced change in the biomass of the perturbed species on the equilibrium biomasses of all other species. Second, for model food webs, we simulated species-specific press perturbations, either by reducing production gain or increasing metabolic loss, and measured the per capita community biomass change. We then examined the relationships between species’ topological and energetic traits and their keystone-ness, as well as how these relationships depend on the food webs’ biomass structure. We thereby evaluated the consistency between species’ (linearly approximated) per capita net effect and (potentially nonlinear) per capita community biomass change regarding conclusions on species’ keystone status.
DOI: 10.5281/zenodo.14786973
title: Dataset: Observations and Simulations of Bora episode in the Vipava valley

description: This dataset contains lidar-based observational data and numerical simulation results related to orography-induced atmospheric waves observed during a Bora wind event in the Vipava Valley, Slovenia, on January 25, 2019. The dataset supports the findings in the research article "Orography-Induced Atmospheric Small-Scale Waves During Bora Using Lidar Observations and Numerical Simulations", where two lidar systems were used to capture small-scale atmospheric wave dynamics, and high-resolution computational fluid dynamics (CFD) simulations were performed to complement the observations.
DOI: 10.15468/dl.7dmqxt
title: Occurrence Download

description: A dataset containing 56468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies alba Mill.",
 "Year 1975-2005"
 ]
}

 The dataset includes 56468 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007497-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvv35p
title: Occurrence Download

description: A dataset containing 131655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Lutra lutra (Linnaeus, 1758)",
 "Year 1925-2025"
 ]
}

 The dataset includes 131655 records from 863 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007493-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3bcqk
title: Occurrence Download

description: A dataset listing the 73751 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "PublishingCountry is Netherlands"
 ]
}

 The dataset's 73751 records were derived from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007495-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2uvbg
title: Occurrence Download

description: A dataset containing 117736843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "PublishingCountry is Netherlands"
 ]
}

 The dataset includes 117736843 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007494-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28329278
title: NTM database in Brazil from 2014 to 2021

description: Database of new cases of pulmonary infections due to Non-Tuberculous Mycobacteria reported in Brazil from 2014 to 2021
DOI: 10.6084/m9.figshare.28329278.v1
title: NTM database in Brazil from 2014 to 2021

description: Database of new cases of pulmonary infections due to Non-Tuberculous Mycobacteria reported in Brazil from 2014 to 2021
DOI: 10.5281/zenodo.14787742
title: EEG Dataset for Emotion Classification Using Low-Cost and High-End Equipment

description: Description:This dataset contains electroencephalography (EEG) signals recorded during an emotion classification experiment using two devices: a high-end professional EEG system (BrainVision) and a low-cost brain-computer interface (Emotiv EPOC+). Data were collected from 20 participants while they were exposed to visual stimuli from the International Affective Picture System (IAPS), designed to induce four emotional states based on Russell’s valence-arousal model:



HVHA: High valence, high arousal

HVLA: High valence, low arousal

LVHA: Low valence, high arousal

LVLA: Low valence, low arousal


The dataset includes raw EEG recordings, preprocessed signals, and extracted features for further analysis. Additionally, a README file provides detailed information on the data structure, device configurations, and emotional labels assigned to each signal segment.

Data Format:



Raw EEG data: Original signal recordings (.edf, .csv, .mat).

Preprocessed EEG: Filtered and normalized data (.csv, .mat).

Extracted features: Set of statistical, spectral, and entropy-based features used in the study (.csv, .xlsx).

Metadata: Participant information (anonymized), experimental details, and emotional condition labels (.txt, .json).


Usage and Applications:This dataset can be used for research in neuroscience, emotion classification, artificial intelligence, machine learning, and EEG signal processing. It is particularly suitable for developing and validating machine learning and deep learning models applied to emotion recognition from brain signals.

License & Accessibility:The dataset is publicly available under the Creative Commons Attribution (CC BY 4.0) license, allowing free use, distribution, and modification with proper attribution.

Recommended Citation:If you use this dataset in your research, please cite the associated publication:

Sánchez-Reolid, R., Martínez-Sáez, M. C., García-Martínez, B., Fernández-Aguilar, L., Ros, L., Latorre, J. M., & Fernández-Caballero, A. (2022). Emotion classification from EEG with a low-cost BCI versus a high-end equipment. International Journal of Neural Systems, 32(10), 2250041. World Scientific. https://doi.org/10.1142/S0129065722500411
DOI: 10.5281/zenodo.14787743
title: EEG Dataset for Emotion Classification Using Low-Cost and High-End Equipment

description: Description:This dataset contains electroencephalography (EEG) signals recorded during an emotion classification experiment using two devices: a high-end professional EEG system (BrainVision) and a low-cost brain-computer interface (Emotiv EPOC+). Data were collected from 20 participants while they were exposed to visual stimuli from the International Affective Picture System (IAPS), designed to induce four emotional states based on Russell’s valence-arousal model:



HVHA: High valence, high arousal

HVLA: High valence, low arousal

LVHA: Low valence, high arousal

LVLA: Low valence, low arousal


The dataset includes raw EEG recordings, preprocessed signals, and extracted features for further analysis. Additionally, a README file provides detailed information on the data structure, device configurations, and emotional labels assigned to each signal segment.

Data Format:



Raw EEG data: Original signal recordings (.edf, .csv, .mat).

Preprocessed EEG: Filtered and normalized data (.csv, .mat).

Extracted features: Set of statistical, spectral, and entropy-based features used in the study (.csv, .xlsx).

Metadata: Participant information (anonymized), experimental details, and emotional condition labels (.txt, .json).


Usage and Applications:This dataset can be used for research in neuroscience, emotion classification, artificial intelligence, machine learning, and EEG signal processing. It is particularly suitable for developing and validating machine learning and deep learning models applied to emotion recognition from brain signals.

License & Accessibility:The dataset is publicly available under the Creative Commons Attribution (CC BY 4.0) license, allowing free use, distribution, and modification with proper attribution.

Recommended Citation:If you use this dataset in your research, please cite the associated publication:

Sánchez-Reolid, R., Martínez-Sáez, M. C., García-Martínez, B., Fernández-Aguilar, L., Ros, L., Latorre, J. M., & Fernández-Caballero, A. (2022). Emotion classification from EEG with a low-cost BCI versus a high-end equipment. International Journal of Neural Systems, 32(10), 2250041. World Scientific. https://doi.org/10.1142/S0129065722500411
DOI: 10.15468/dl.ga5ub9
title: Occurrence Download

description: A dataset listing the 1685 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-68.60949 -52.61037,-68.60818 -54.05024,-68.60851 -54.22373,-67.89087 -54.22439,-67.84224 -54.38736,-66.56602 -54.37948,-66.56602 -54.37948,-68.60949 -52.61037)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 1685 records were derived from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007498-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb8qfb
title: Occurrence Download

description: A dataset containing 62899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudacris crucifer (Wied-Neuwied, 1838)"
 ]
}

 The dataset includes 62899 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007500-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28zuy8
title: Occurrence Download

description: A dataset containing 15046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de mariposas del Museo de Entomología de la Universidad del Valle"
 ]
}

 The dataset includes 15046 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039752-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5oauq
title: Occurrence Download

description: A dataset containing 21313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bangiales",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21313 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxxyfa
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is BRA.25.108_2"
 ]
}

 The dataset includes 481 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032435-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxzrcl
title: Occurrence Download

description: A dataset containing 15884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Annona L.",
 "Country is Brazil"
 ]
}

 The dataset includes 15884 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjvt2j
title: Occurrence Download

description: A dataset containing 175230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Carnegie Museum of Natural History - Mollusks"
 ]
}

 The dataset includes 175230 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039783-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfvnqz
title: Occurrence Download

description: A dataset containing 2370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Charadrius asiaticus Pallas, 1773"
 ]
}

 The dataset includes 2370 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4bdsv
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triatoma recurva (Stål, 1868)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 172 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026219-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgerc9
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus subniger Poglayen & Smith, 1958"
 ]
}

 The dataset includes 174 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sx6dz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphithalea muirii (Granby) A.L.Schutte"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141890-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.owoxoe
title: Occurrence Download

description: A dataset containing 20517 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample"
 ]
 },
 "Year 1900-2017",
 "HasCoordinate is true",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20517 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5q5a5
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphithalea muraltioides (Benth.) A.L.Schutte"
 ]
}

 The dataset includes 25 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141891-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9plwe
title: Occurrence Download

description: A dataset containing 41283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Elevation 1501.0-1600.0m",
 "Geometry POLYGON((-180 -90,-180 0,0 0,0 -90,-180 -90))"
 ]
}

 The dataset includes 41283 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xucyee
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Mamíferos medianos y grandes en la transición Andino-Amazónica del departamento del Caquetá - Proyecto Colombia BIO"
 ]
}

 The dataset includes 79 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039751-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zxzza
title: Occurrence Download

description: A dataset containing 456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turdus hortulorum P.L.Sclater, 1863",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 456 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004398-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.18fgbx
title: Occurrence Download

description: A dataset containing 3024 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thamnophilus punctatus (Shaw, 1809)"
 ]
}

 The dataset includes 3024 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004398-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.he4g2n
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Costa Rica",
 "TaxonKey is Sapium macrocarpum Müll.Arg."
 ]
}

 The dataset includes 132 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032423-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.le5w9v
title: Occurrence Download

description: A dataset containing 2367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parkinsonia aculeata L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2367 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004398-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hh82a
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Plantas de la Ecoreserva Predio Refinería (Barrancabermeja, Santander) - Proyecto FIBRAS"
 ]
}

 The dataset includes 133 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039755-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8xdsr
title: Occurrence Download

description: A dataset containing 3563 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Charadrius pallidus Strickland, 1853"
 ]
}

 The dataset includes 3563 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004398-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h9xdw
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gekko monarchus (Schlegel, 1836)"
 ]
}

 The dataset includes 523 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004398-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwpnna
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cheirogaleus medius É.Geoffroy Saint-Hilaire, 1812"
 ]
}

 The dataset includes 251 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032418-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf50t0
title: Occurrence Download

description: A dataset containing 4130 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample"
 ]
 },
 "Year 1901-2017",
 "HasCoordinate is true",
 "TaxonKey is Rangifer tarandus (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4130 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004398-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zu94tr
title: Occurrence Download

description: A dataset containing 567653 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Odonata, Ephemeroptera, Insecta, Trichoptera)",
 "Country is one of (Burkina Faso, Chad, Congo, Democratic Republic of the, Congo, Gabon, Guinea-Bissau, Gambia, Mali, Mauritania, Niger, Sao Tome and Principe, Senegal, Central African Republic, Cameroon, Nigeria, Benin, Togo, Ghana, Côte d’Ivoire, Guinea, Liberia, Sierra Leone)"
 ]
}

 The dataset includes 567653 records from 449 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055552-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.