cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.82901/nemar.nm000104.v2.0.0
title: emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography

description: emg2qwerty is a large-scale surface electromyography (sEMG) dataset comprising 1,135 sessions from 108 participants performing touch typing on a QWERTY keyboard. The dataset contains 5.26 million keystroke events recorded from wrist-mounted 32-channel sEMG devices, totaling 346.4 hours of data. Designed to enable keyboard-free text input through direct decoding of typing intent from neuromuscular activity, this dataset supports research in sequence-to-sequence learning, cross-user generalization, domain adaptation, and high-bandwidth brain-computer interfaces for AR/VR and accessibility applications.
description: Please cite: Sivakumar, V., Seely, J., Du, A., Bittner, S.R., Berenzweig, A., Bolarinwa, A., Gramfort, A., & Mandel, M.I. (2024). emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography. arXiv:2410.20081. https://github.com/facebookresearch/emg2qwerty
DOI: 10.82901/nemar.nm000106.v2.0.0
title: FRL Handwriting: Handwriting Decoding from Surface Electromyography

description: This dataset comprises wrist-based surface electromyography (sEMG) recordings from 100 participants performing imagined handwriting tasks. Participants wrote prompted text in air without a physical writing surface, using a 16-channel sEMG wristband sampled at 2000 Hz. The dataset includes approximately 700 sessions (~7 per participant) and serves as a benchmark for developing non-invasive neuromotor interfaces for text entry applications in augmented/virtual reality and mobile computing contexts.
description: Please cite: Kaifosh, P., Reardon, T.R., & CTRL-labs at Reality Labs. (2025). A generic non-invasive neuromotor interface for human-computer interaction. Nature, 645(8081), 702-711. https://doi.org/10.1038/s41586-025-09255-w
DOI: 10.82901/nemar.nm000105.v2.0.0
title: FRL Discrete Gestures: Hand Gesture Recognition from Surface Electromyography

description: This dataset comprises wrist-based surface electromyography (sEMG) recordings from 100 participants performing nine discrete hand gestures (four thumb swipes, four finger-to-thumb pinches, and one thumb tap) for gesture-based human-computer interaction. Recorded using a 16-channel sEMG research device at 2000 Hz, the dataset contains 1900 prompted gesture trials with event annotations and electrode coordinates. The data supports development of generic, user-independent gesture classification models for real-time control of AR/VR interfaces, mobile devices, and accessibility applications.
description: Please cite: Kaifosh, P., Reardon, T.R., & CTRL-labs at Reality Labs. (2025). A generic non-invasive neuromotor interface for human-computer interaction. Nature, 645(8081), 702-711. https://doi.org/10.1038/s41586-025-09255-w
DOI: 10.82901/nemar.nm000107.v2.0.0
title: FRL Wrist Control: Wrist Movement Decoding from Surface Electromyography

description: This dataset comprises wrist-based surface electromyography (sEMG) recordings from 100 participants performing continuous cursor control via wrist flexion/extension movements. Synchronized motion capture provides ground-truth wrist angles, enabling investigation of sEMG's capacity to decode motor intent and support gesture-free human-computer interaction. The study demonstrates predictive decoding of wrist kinematics from non-invasive sEMG signals recorded at 2000 Hz using a 16-channel wristband device.
description: Please cite: Kaifosh, P., Reardon, T.R., & CTRL-labs at Reality Labs. (2025). A generic non-invasive neuromotor interface for human-computer interaction. Nature, 645(8081), 702-711. https://doi.org/10.1038/s41586-025-09255-w
DOI: 10.82901/nemar.nm000103.v2.0.0
title: Healthy Brain Network EEG - Not for Commercial Use

description: The Healthy Brain Network EEG dataset comprises high-resolution electroencephalogram recordings and behavioral responses collected from child and adolescent participants as part of the larger Healthy Brain Network initiative. The dataset includes EEG data acquired during various experimental tasks, behavioral measures such as reaction times and accuracy, and derived psychological factors (P-Factor, attention, internalizing/externalizing behaviors) from questionnaires. All events are annotated using Hierarchical Event Descriptors (HED) to facilitate systematic meta- and mega-analyses of neural activity and behavior.
description: Please cite the following papers when using this dataset: https://dx.doi.org/10.1038/sdata.2017.181, https://dx.doi.org/10.1038/sdata.2017.40
DOI: 10.15468/dl.3yuvst
title: Occurrence Download

description: A dataset containing 1238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium monanthum"
 ]
}

 The dataset includes 1238 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002841-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc29yhc4
title: CCDC 2143506: Experimental Crystal Structure Determination

description: Related Article: Atsuyoshi Nishina, Daisuke Sato, Masayuki Ninomiya, Mamoru Koketsu, Kazuhiro Uemura, Hirokazu Kimura, Lwin Mon Mon Myint, Hua-Hsien Chang, Hideo Satsu, Yoshiaki Hirano, Hiroko Matsuyoshi||Phytomedicine|153||doi:10.1016/j.phymed.2026.157974
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.97tm26
title: Occurrence Download

description: A dataset containing 514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Scleropyrum"
 ]
}

 The dataset includes 514 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002842-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2j1z8v
title: CCDC 2325597: Experimental Crystal Structure Determination

description: Related Article: Wenqiang Zhang, Hong Jiang, Yikuan Liu, Yue Hu, Athulya Surendran Palakkal, Yujie Zhou, Meng Sun, Enping Du, Wei Gong, Qun Zhang, Jianwen Jiang, Jinqiao Dong, Yan Liu, Dehui Li, Yihan Zhu, Yong Cui, Xiangfeng Duan|2025|Nature (London)|638|418|doi:10.1038/s41586-024-08447-0
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2j1zf0
title: CCDC 2325602: Experimental Crystal Structure Determination

description: Related Article: Wenqiang Zhang, Hong Jiang, Yikuan Liu, Yue Hu, Athulya Surendran Palakkal, Yujie Zhou, Meng Sun, Enping Du, Wei Gong, Qun Zhang, Jianwen Jiang, Jinqiao Dong, Yan Liu, Dehui Li, Yihan Zhu, Yong Cui, Xiangfeng Duan|2025|Nature (London)|638|418|doi:10.1038/s41586-024-08447-0
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2j1zg1
title: CCDC 2325603: Experimental Crystal Structure Determination

description: Related Article: Wenqiang Zhang, Hong Jiang, Yikuan Liu, Yue Hu, Athulya Surendran Palakkal, Yujie Zhou, Meng Sun, Enping Du, Wei Gong, Qun Zhang, Jianwen Jiang, Jinqiao Dong, Yan Liu, Dehui Li, Yihan Zhu, Yong Cui, Xiangfeng Duan|2025|Nature (London)|638|418|doi:10.1038/s41586-024-08447-0
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2j1zj3
title: CCDC 2325605: Experimental Crystal Structure Determination

description: Related Article: Wenqiang Zhang, Hong Jiang, Yikuan Liu, Yue Hu, Athulya Surendran Palakkal, Yujie Zhou, Meng Sun, Enping Du, Wei Gong, Qun Zhang, Jianwen Jiang, Jinqiao Dong, Yan Liu, Dehui Li, Yihan Zhu, Yong Cui, Xiangfeng Duan|2025|Nature (London)|638|418|doi:10.1038/s41586-024-08447-0
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2j1zm6
title: CCDC 2325608: Experimental Crystal Structure Determination

description: Related Article: Wenqiang Zhang, Hong Jiang, Yikuan Liu, Yue Hu, Athulya Surendran Palakkal, Yujie Zhou, Meng Sun, Enping Du, Wei Gong, Qun Zhang, Jianwen Jiang, Jinqiao Dong, Yan Liu, Dehui Li, Yihan Zhu, Yong Cui, Xiangfeng Duan|2025|Nature (London)|638|418|doi:10.1038/s41586-024-08447-0
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.66t7dv
title: Occurrence Download

description: A dataset containing 1126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Ithaginis cruentus",
 "Year 2001-2026"
 ]
}

 The dataset includes 1126 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002843-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ur2ky
title: Occurrence Download

description: A dataset containing 12170 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium sativum"
 ]
}

 The dataset includes 12170 records from 453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002844-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gj5a3h
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fayodia anthracobia bisphaerigerella"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002845-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpgppe
title: Occurrence Download

description: A dataset containing 4955 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium tuberosum"
 ]
}

 The dataset includes 4955 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002846-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcu2rs
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptopoecile sophiae"
 ]
}

 The dataset includes 134 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002848-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3chzh9
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Tragopan melanocephalus",
 "Year 2001-2026"
 ]
}

 The dataset includes 230 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002849-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edfu2h
title: Occurrence Download

description: A dataset containing 4685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Scolochloa"
 ]
}

 The dataset includes 4685 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002847-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60629/rea2-cb88
title: Inscriptions from the Bosporan kingdom, Amastris, Heraklea and Sinope

description: <p>The dataset includes both royal titulature analysis and a catalogue of honorific inscriptions from the Bosporan Kingdom, supplemented by epigraphic data from Amastris, Heraclea, and Sinope. <span style="background-color:rgb( 251 , 251 , 251 );color:rgba( 0 , 0 , 0 , 0.87 )">Prepared as part of the NCN SONATINA project: The Bosporan Kingdom and the Impact of Rome from the times of Mithridates Eupator. No. 2022/44/C/HS3/00124.</span></p>
DOI: 10.15468/dl.k474qt
title: Occurrence Download

description: A dataset containing 361 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allospondias lakonensis"
 ]
}

 The dataset includes 361 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002851-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnvwzw
title: Occurrence Download

description: A dataset containing 1025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Tragopan satyra",
 "Year 2001-2026"
 ]
}

 The dataset includes 1025 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002850-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48338/vu01-r23f9u
title: Data for dissertation Research as Relation Reimagining Scholarship through Queering Art and Care with LGBTQIA Refugees

description: This data package contains the research materials underlying the dissertation "Research as Relation: Reimagining Scholarship through Queering Art and Care with LGBTQIA Refugees". It brings together qualitative data generated through: 1) recorded and transcribed interviews (with extensive pseudonymization), and 2) a long-term, workshop-based, co-creative research trajectory (LIMBO) centered on storytelling through different creative media. The workshop-related materials include participant observation notes, facilitation and organizational documentation, reflexive meeting notes, and participants’ creative outputs and reflections on those outputs. The package also includes materials connected to public-facing dissemination (e.g., events and two LIMBO booklets) insofar as these informed the research process and analysis.

Because the dataset contains highly sensitive personal information about LGBTQIA+ people in precarious situations, the data are not publicly available and cannot be reused for secondary analysis. Access is restricted and may be granted only in exceptional cases for verification purposes under controlled conditions (authentication and authorization required). The "README"-file describes the dataset at a high level and provides contact information for inquiries.
DOI: 10.15468/dl.cyjsb4
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alocasia cucullata"
 ]
}

 The dataset includes 724 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002852-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syvsnr
title: Occurrence Download

description: A dataset containing 7263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Scolopia"
 ]
}

 The dataset includes 7263 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002853-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwcsk2
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptopoecile elegans"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002854-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdanw7
title: Occurrence Download

description: A dataset containing 1688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Tragopan blythii",
 "Year 2001-2026"
 ]
}

 The dataset includes 1688 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002855-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.saqnhn
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alocasia longiloba"
 ]
}

 The dataset includes 724 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002856-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjegt9
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Scorodocarpus"
 ]
}

 The dataset includes 168 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002857-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23664/ahri.surveillance.episodes.yragedel.hse.labour.partners.parents
title: AHRI.Surveillance Episodes YrAgeDel_HSE_Labour_Partner_Parents
DOI: 10.15468/dl.xe7w4t
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Tragopan temminckii",
 "Year 2001-2026"
 ]
}

 The dataset includes 331 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002858-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16065842
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Max Otto Lagally, http://www.wikidata.org/entity/Q103181. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q103181
DOI: 10.5281/zenodo.16065859
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Maureen Elizabeth Downey, http://www.wikidata.org/entity/Q29046796. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q29046796
DOI: 10.5281/zenodo.16065865
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Roger Theroux, http://www.wikidata.org/entity/Q135403878. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q135403878
DOI: 10.15468/dl.zbfndj
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum laxum",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 234 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003972-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vxfsa
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003973-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16065885
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Joseph Friedrich Freiherr von Racknitz, http://www.wikidata.org/entity/Q6283257. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q6283257
DOI: 10.3535/w0w-saq-j99
title: Indeterminatae-dicot

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.