cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14616215
title: Long-Range Dynamic Oxygen Spillover at the Cu/CeO₂ Interface

description: Freezed and compressed Ce-O-Cu model (frozen_model-00*-compress.pb): The trained DPMD model used for in our study.

Ce-O-Cu dataset (dataset.tar.gz): Contains the training datasets for Cu/CeO2 system in DeePMD-kit format. Each image is labeled with coordinations (coord.npy) in Å, total energies (energy.npy) in eV, force (force.npy) in eV/Å, and cell parameters (box.npy) in Å.

DPMD-files (dpmd-files):  Input file example utilized for dpmd; trajectories of the Cu/CeO2 system

DFT-files (dpmd-files-1&2):  Input file example utilized for DFT; trajectories of the Cu/CeO2 system; reverse oxygen spillover analysis
DOI: 10.5281/zenodo.14616257
title: Long-Range Dynamic Oxygen Spillover at the Cu/CeO₂ Interface

description: Freezed and compressed Ce-O-Cu model (frozen_model-00*-compress.pb): The trained DPMD model used for in our study.

Ce-O-Cu dataset (dataset.tar.gz): Contains the training datasets for Cu/CeO2 system in DeePMD-kit format. Each image is labeled with coordinations (coord.npy) in Å, total energies (energy.npy) in eV, force (force.npy) in eV/Å, and cell parameters (box.npy) in Å.

DPMD-files (dpmd-files):  Input file example utilized for dpmd; trajectories of the Cu/CeO2 system

DFT-files (dpmd-files-1&2):  Input file example utilized for DFT; trajectories of the Cu/CeO2 system; reverse oxygen spillover analysis
DOI: 10.15468/dl.br7j8r
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamopsis stenoaurita (W.T.Lin) Keng f. ex W.T.Lin"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063015-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhbcjv
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bambusa dissimulator McClure"
 ]
}

 The dataset includes 145 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063016-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fnyup
title: Occurrence Download

description: A dataset containing 681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia stellata (Siebold & Zucc.) Maxim.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 681 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063017-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43vafh
title: Occurrence Download

description: A dataset containing 4239070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry MULTIPOLYGON(((-75.06248 6.20034,-76.19436 2.49245,-75.43977 2.01107,-73.34514 5.92713,-75.06248 6.20034)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 4239070 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063009-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z835cm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamopsis variostriata (W.T.Lin) Keng f."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063019-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyfjnb
title: Occurrence Download

description: A dataset containing 6521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia virginiana L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6521 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063018-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nphb9
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bambusa flexuosa Munro"
 ]
}

 The dataset includes 105 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063020-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u96juk
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamus bambusoides Hsueh & D.Z.Li"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063021-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4myxbz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation)",
 "Geometry POLYGON((-89.21626 16.91324,-88.70686 16.91324,-88.70686 17.96011,-89.21626 17.96011,-89.21626 16.91324))",
 "HasCoordinate is true",
 "TaxonKey is Canis latrans Say, 1823"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063022-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2xyyy
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamus tibeticus Hsueh f. & T.P.Yi"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063023-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37azsn
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gigantochloa albociliata (Munro) Kurz"
 ]
}

 The dataset includes 235 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063024-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22qw3s
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bambusa funghomii McClure"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063025-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4umg3
title: Occurrence Download

description: A dataset containing 15770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malosma laurina (Nutt. ex Torr. & A.Gray) Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15770 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063026-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fr6yp6
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Procambarus clarkii (Girard, 1852)"
 ]
}

 The dataset includes 126 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063027-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjuqsg
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.59694543156395 34.78214770941009,-76.52699781831707 34.78214770941009,-76.52699781831707 34.85209532265697,-76.59694543156395 34.85209532265697,-76.59694543156395 34.78214770941009))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carmenta texana (Edwards, 1881)"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063028-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14625294
title: Bodily Emotion Recognition Dataset (BERD)

description: Abstract: The Behavioral Emotion Recognition Dataset (BERD) was developed as part of the research study titled "Behavioral Research Methodologies for Bodily Emotion Recognition." This dataset comprises motion capture data collected from participants performing emotional body movements under various experimental conditions. It is designed to facilitate the development and evaluation of automatic emotion recognition (AER) systems using bodily movement data. The dataset offers insights into the effects of participant acting expertise, motion capture device types, and emotional stimuli on bodily emotion recognition accuracy.

Key Features:

1.    (Expertise) Participant Data:



Actors: Professional actors with at least three years of acting experience.

Non-actors: General participants with no formal acting training.

Test: General participants with no formal acting training for test


2.    (Devices) Motion Capture Devices:



Marker-based motion capture (Optitrack system with 18 infrared cameras).

Pose estimation using RGB videos.

Kinect motion capture.

Mobile phone motion capture (iPhone 12 with ARKit).


3.    (Stimulus) Emotional Stimulus:



Word instructions (e.g., "happy," "sad").

Picture stimuli (Karolinska Directed Emotional Faces dataset).

Video stimuli (validated emotional film clips).


4.    Emotions Recorded:



Seven categories: happy, sad, surprised, angry, disgusted, fearful, and neutral.


5.    Data Format:



Skeletal data represented as 3D joint coordinates.

Sampling rate: 30 frames per second.

File format: CSV.


Potential Applications:



Developing deep learning models for bodily emotion recognition.

Studying the impact of data collection conditions on emotion recognition accuracy.


Citation: If you use this dataset in your research, please cite it as follows:



Cho, Y., Jung, M., Bae, J., & Kim, K. (2024). Bodily Emotion Recognition Dataset (BERD). Zenodo. DOI: [https://zenodo.org/records/14576033]
DOI: 10.5281/zenodo.14625295
title: Bodily Emotion Recognition Dataset (BERD)

description: Abstract: The Behavioral Emotion Recognition Dataset (BERD) was developed as part of the research study titled "Behavioral Research Methodologies for Bodily Emotion Recognition." This dataset comprises motion capture data collected from participants performing emotional body movements under various experimental conditions. It is designed to facilitate the development and evaluation of automatic emotion recognition (AER) systems using bodily movement data. The dataset offers insights into the effects of participant acting expertise, motion capture device types, and emotional stimuli on bodily emotion recognition accuracy.

Key Features:

1.    (Expertise) Participant Data:



Actors: Professional actors with at least three years of acting experience.

Non-actors: General participants with no formal acting training.

Test: General participants with no formal acting training for test


2.    (Devices) Motion Capture Devices:



Marker-based motion capture (Optitrack system with 18 infrared cameras).

Pose estimation using RGB videos.

Kinect motion capture.

Mobile phone motion capture (iPhone 12 with ARKit).


3.    (Stimulus) Emotional Stimulus:



Word instructions (e.g., "happy," "sad").

Picture stimuli (Karolinska Directed Emotional Faces dataset).

Video stimuli (validated emotional film clips).


4.    Emotions Recorded:



Seven categories: happy, sad, surprised, angry, disgusted, fearful, and neutral.


5.    Data Format:



Skeletal data represented as 3D joint coordinates.

Sampling rate: 30 frames per second.

File format: CSV.


Potential Applications:



Developing deep learning models for bodily emotion recognition.

Studying the impact of data collection conditions on emotion recognition accuracy.


Citation: If you use this dataset in your research, please cite it as follows:



Cho, Y., Jung, M., Bae, J., & Kim, K. (2024). Bodily Emotion Recognition Dataset (BERD). Zenodo. DOI: [https://zenodo.org/records/14576033]
DOI: 10.15468/dl.rj9yu7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Geometry POLYGON((-90.23552 15.9766,-89.87541 15.9766,-89.87541 17.54705,-90.23552 17.54705,-90.23552 15.9766))",
 "HasCoordinate is true",
 "TaxonKey is Canis latrans Say, 1823"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063029-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtybxj
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bambusa gibba McClure"
 ]
}

 The dataset includes 71 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063031-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6x3ghh
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamus jianshuiensis Hsueh & D.Z.Li"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063032-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbgtcc
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gigantochloa felix (Keng) Keng f."
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063033-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14610495
title: Multimodal_Greek_Sign_Language_and_Lip_Reading_v1.0

description: The Multimodal_Greek_Sign_Language_and_Lip_Reading-v1 is a comprehensive dataset designed for research and development in multimodal machine learning, sign language recognition, speech recognition, and accessibility technologies. This dataset focuses on the Greek language and provides high-quality, synchronized data across three modalities: 



Speech: High-resolution audio recordings of spoken Greek.

Lip Movement: Video recordings capturing detailed lip movements for lip-sync and speech alignment tasks.

Subtitles: Accurate text transcriptions and timestamps synchronized with audio and video.

Sign Language: High-resolution video recordings of Greek Sign Language performing.
DOI: 10.15468/dl.27cs8e
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Geometry POLYGON((-90.67802 19.01204,-90.42163 19.01204,-90.42163 19.27556,-90.67802 19.27556,-90.67802 19.01204))",
 "HasCoordinate is true",
 "TaxonKey is Canis latrans Say, 1823"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063034-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xm3f2
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gigantochloa nigrociliata (Buse) Kurz"
 ]
}

 The dataset includes 207 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063035-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wqnsj
title: Occurrence Download

description: A dataset containing 753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malus angustifolia (Aiton) Michx.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 753 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063036-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ks39z
title: Occurrence Download

description: A dataset containing 682 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamus latiflorus Munro"
 ]
}

 The dataset includes 682 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063037-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x3kdz
title: Occurrence Download

description: A dataset containing 6763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malus baccata (L.) Borkh.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6763 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063038-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6apph5
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pinnularia acrosphaeria subsp. acrosphaeria, Pinnularia acrosphaeria var. parva K.Krammer, 2000, Frustulia saxonica Rabenhorst, 1853, Pinnularia divergens W.Smith, 1853, Surirella linearis var. linearis, Oscillatoria limosa C.Agardh ex Gomont, Lepocinclis ovum var. ovum)"
 ]
}

 The dataset includes 146 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063039-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mkpjv
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gigantochloa parviflora (Keng f.) Keng f."
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063040-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.huhjkm
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gigantochloa verticillata (Willd.) Munro"
 ]
}

 The dataset includes 401 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063041-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csb84y
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bambusa indigena L.C.Chia & H.L.Fung"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063042-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arpjd3
title: Occurrence Download

description: A dataset containing 1462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malus coronaria (L.) Mill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1462 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063043-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82eeu4
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Rhinoclemmys melanosterna (Gray, 1861)"
 ]
}

 The dataset includes 49 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063044-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42txx3
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malus ×floribunda Siebold ex Van Houtte",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 358 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063045-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7r8qq
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocalamus minor (McClure) L.C.Chia & H.L.Fung"
 ]
}

 The dataset includes 86 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063046-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.