cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/qe5-8se-vak
title: Equisetum scirpoides Michx.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/53b-f1r-wz1
title: Lepidium aucheri Boiss.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/gpn-98j-mj0
title: Viola kitaibeliana Schult.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.13140/rg.2.2.32850.20169
title: Boxplot of climate indices consisting of 8 climate models with the ensemble mean for different climatic station in the Komadugou-Yobe basin, Lake Chad region, West Africa
DOI: 10.3535/wxs-yte-x6b
title: Potentilla recta L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/7hb-w0b-l1d
title: Peucedanum carvifolia Vill.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/crk-6cm-nsx
title: Carex ericetorum Pollich

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/kds-vl4-0vw
title: Galium glaucum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/kbm-h52-nbz
title: Iris meda Stapf

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/0c3-9ly-f8s
title: Potamogeton perfoliatus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/xeb-xg8-ger
title: Erophila DC.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/1hy-dxj-9ve
title: Dorycnium herbaceum Vill.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/9xn-3s6-5k6
title: Asplenium ruta-muraria subsp. ruta-muraria L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/3z3-h8r-0lp
title: Phleum alpinum L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/a75-c91-0k9
title: Gagea lutea (L.) Ker Gawl.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/7yn-r31-qlv
title: Zuvanda crenulata Askerova

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/erw-stg-7j2
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.jnwejp
title: Occurrence Download

description: A dataset containing 1704647842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1704647842 records from 23370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227169-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w4b7z
title: Occurrence Download

description: A dataset containing 1323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Geometry POLYGON((-82.63472 41.4372,-81.86452 44.2598,-83.17386 46.37169,-89.1044 48.91371,-99.83769 49.12729,-99.65614 42.92106,-95.95918 37.82009,-85.33042 37.94167,-82.63472 41.4372))",
 "HasGeospatialIssue is false",
 "TaxonKey is Bromus tectorum L."
 ]
}

 The dataset includes 1323 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049494-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2025.06.16-1
title: NOMAD dataset: Topotactical hydrogen induced single-band -wave superconductivity in La2NiO4
DOI: 10.15468/dl.46brgr
title: Occurrence Download

description: A dataset containing 28157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culex restuans Theobald, 1901"
 ]
}

 The dataset includes 28157 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049496-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qgwmy
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "TaxonKey is Phacepholis Horn, 1876"
 ]
}

 The dataset includes 90 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049497-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8p8aum
title: Occurrence Download

description: A dataset containing 8466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Glaucomys volans (Linnaeus, 1758)"
 ]
}

 The dataset includes 8466 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049499-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15678124
title: metaGenGraph
DOI: 10.60503/d3/zx4goo
title: Institute of Governmental Studies (IGS) Poll, 2019-11-21

description: The Berkeley IGS Poll is a periodic survey of California public opinion on important matters of politics, public policy, and public issues. The poll, which is disseminated widely, seeks to provide a broad measure of contemporary public opinion, and to generate data for subsequent scholarly analysis. For IGS Poll press releases please visit: eScholarship IGS Poll Press Releases
DOI: 10.5281/zenodo.15572614
title: Dataset of Concurrent EEG, ECG, and Behavior with Multiple Doses of transcranial Electrical Stimulation-Exp1-Data Downsampled

description: GX Dataset downsampled - Experiment 1

The GX Dataset is a dataset of combined tES, EEG, physiological, and behavioral signals from human subjects.Here the GX Dataset for Experiment 1 is downsampled to 1 kHz and saved in .MAT format which can be used in both MATLAB and Python.

Publication

A full data descriptor is published in Nature Scientific Data. Please cite this work as:



Gebodh, N., Esmaeilpour, Z., Datta, A. et al. Dataset of concurrent EEG, ECG, and behavior with multiple doses of transcranial electrical stimulation. Sci Data 8, 274 (2021). https://doi.org/10.1038/s41597-021-01046-y


Descriptions

A dataset combining high-density electroencephalography (EEG) with physiological and continuous behavioral metrics during transcranial electrical stimulation (tES). Data includes within subject application of nine High-Definition tES (HD-tES) types targeted three brain regions (frontal, motor, parietal) with three waveforms (DC, 5Hz, 30Hz), with more than 783 total stimulation trials over 62 sessions with EEG, physiological (ECG, EOG), and continuous behavioral vigilance/alertness metrics.

Acknowledgments

Portions of this study were funded by X (formerly Google X), the Moonshot Factory. The funding source had no influence on study conduction or result evaluation. MB is further supported by grants from the National Institutes of Health: R01NS101362, R01NS095123, R01NS112996, R01MH111896, R01MH109289, and (to NG) NIH-G-RISE T32GM136499.

Extras

Back to Full GX Dataset : https://doi.org/10.5281/zenodo.4456079

 

For downsampled data (1 kHz ) please see (in .mat format):



Experiment 1 : https://doi.org/10.5281/zenodo.3840614

Experiment 2 : https://doi.org/10.5281/zenodo.3840616


 

Code used to import, process, and plot this dataset can be found here:



GitHub : https://github.com/ngebodh/GX_tES_EEG_Physio_Behavior


 

Additional figures for this project have been shared on Figshare. Trial-wise figures can be found here:



PSD: https://doi.org/10.6084/m9.figshare.14810517.v1

Topoplots During Stimulation: https://doi.org/10.6084/m9.figshare.14810478

Voltage timeseries, spectrogram and behavior: https://doi.org/10.6084/m9.figshare.14810442.v1


 

The full dataset is also provided in BIDS format here:



Data in BIDS format: https://doi.org/10.18112/openneuro.ds003670.v1.1.0


Data License Creative Common 4.0 with attribution (CC BY 4.0)

 

NOTE

Please email ngebodh01@citymail.cuny.edu with any questions.

 

Updates



Version 2.1.0



Behavioral data (ptracker) adjusted for all files. Previous version had one participant's data overwriting all behavioral data when downsampled. Mat format now explicitly >v7.3  



Version 2 



Stimulation trigger labels now adjusted. Previous labels were missmatched for Experiment 1's data.
DOI: 10.15468/dl.6bsaaq
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "TaxonKey is Naupactus Dejean, 1821"
 ]
}

 The dataset includes 201 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049500-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13139/ornlnccs/2568789
title: X-ray Computed Tomography Data of Dense Metallic Components

description: The data shared in here are X-ray computed tomography (XCT) scans of a hexagonal fuel nozzle in 3 sections with the Metrotom 800 system at the Manufacturing Demonstration Facility (MDF) at the Oak Ridge National Laboratory.


The data are used in this paper (Tomographic Sparse View Selection using the View Covariance Loss, by Lin et al.), accepted to the international conference on computational imaging (ICCP 2025). Figures 4-7 in the paper describe the part/XCT scan.


File name Descriptions:

Bottom section: TCR- Single Channeled SRC L 2019-3-18 12-26-41.hdf5
Medium section: TCR- Single Channeled SRC M 2019-3-18 13-8-9.hdf5
Top section:TCR- Single Channeled SRC T 2019-3-18 13-45-39.hdf5


Each hdf5 file contains projection data, and all the relevant X-ray CT scan setting. Here are the full list of included attributes:
       distance_unit: Units of all distances specified  
       angle_unit :  Units of the angles 
       angles: Array of all angles used 
       voxel_size_xy: Baseline recon (if any) has this voxel size in the in-plane direction 
       voxel_size_z:  Baseline recon (if any) has this voxel size in the cross-plane direction 
       det_pixel_size_col: Size of the detector pixels in the column dimension 
       det_pixel_size_row: Size of the detector pixels in the row dimension 
       src_iso_dist: Source to iso-center distance 
       iso_det_dist: Iso-center to detector distance 
       det_angle: If the detector is rotated/tilted, this angle corresponds to that value  
       det_row_offset: Center of rotation offset in the vertical direction 
       det_col_offset: Center of rotation offset in the horizontal direction 
       reconstruction: A baseline reconstruction stored as 3D array 
       BHC params:  Beam-hardening parameters - Van De Casteel Model - if it has been used to pre-process the projections


We also provided a python script (hdf_io.py) that allows the user to read the relevant data from each hdf5 file.
DOI: 10.5281/zenodo.15581491
title: Dataset of Concurrent EEG, ECG, and Behavior with Multiple Doses of transcranial Electrical Stimulation-Exp2-Data Downsampled

description: GX Dataset downsampled - Experiment 2

The GX Dataset is a dataset of combined tES, EEG, physiological, and behavioral signals from human subjects.Here the GX Dataset for Experiment 2 is downsampled to 1 kHz and saved in .MAT format which can be used in both MATLAB and Python.

Publication

A full data descriptor is published in Nature Scientific Data. Please cite this work as:



Gebodh, N., Esmaeilpour, Z., Datta, A. et al. Dataset of concurrent EEG, ECG, and behavior with multiple doses of transcranial electrical stimulation. Sci Data 8, 274 (2021). https://doi.org/10.1038/s41597-021-01046-y


Descriptions

A dataset combining high-density electroencephalography (EEG) with physiological and continuous behavioral metrics during transcranial electrical stimulation (tES). Data includes within subject application of nine High-Definition tES (HD-tES) types targeted three brain regions (frontal, motor, parietal) with three waveforms (DC, 5Hz, 30Hz), with more than 783 total stimulation trials over 62 sessions with EEG, physiological (ECG, EOG), and continuous behavioral vigilance/alertness metrics.

 

Acknowledgments

Portions of this study were funded by X (formerly Google X), the Moonshot Factory. The funding source had no influence on study conduction or result evaluation. MB is further supported by grants from the National Institutes of Health: R01NS101362, R01NS095123, R01NS112996, R01MH111896, R01MH109289, and (to NG) NIH-G-RISE T32GM136499.

Extras

Back to Full GX Dataset : https://doi.org/10.5281/zenodo.4456079

 

For downsampled data (1 kHz ) please see (in .mat format):



Experiment 1 : https://doi.org/10.5281/zenodo.3840614

Experiment 2 : https://doi.org/10.5281/zenodo.3840616


 

Code used to import, process, and plot this dataset can be found here:



GitHub : https://github.com/ngebodh/GX_tES_EEG_Physio_Behavior


 

Additional figures for this project have been shared on Figshare. Trial-wise figures can be found here:



PSD: https://doi.org/10.6084/m9.figshare.14810517.v1

Topoplots During Stimulation: https://doi.org/10.6084/m9.figshare.14810478

Voltage timeseries, spectrogram and behavior: https://doi.org/10.6084/m9.figshare.14810442.v1


 

The full dataset is also provided in BIDS format here:



Data in BIDS format: https://doi.org/10.18112/openneuro.ds003670.v1.1.0


Data License Creative Common 4.0 with attribution (CC BY 4.0)

 

NOTE

Please email ngebodh01@citymail.cuny.edu with any questions.

 

 

Updates



Version 2.1.0



Behavioral data (ptracker) adjusted for all files. Previous version had one participant's data overwriting all behavioral data when downsampled. Mat format now explicitly >v7.3
DOI: 10.34740/kaggle/dsv/12188212
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.vseqkb
title: Occurrence Download

description: A dataset containing 34779 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culiseta inornata (Williston, 1893)"
 ]
}

 The dataset includes 34779 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049501-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13139/ornlnccs/2569322
title: Toluene Adsorption and TPD

description: Raw data for toluene adsorption and TPD experiments on two different adsorbents using a custom flow-through, bench-top reactor capable of controlling gas compositions and temperature.
DOI: 10.15468/dl.bnw2aw
title: Occurrence Download

description: A dataset containing 67781 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culex tarsalis Coquillett, 1896"
 ]
}

 The dataset includes 67781 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049498-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kd32k
title: Occurrence Download

description: A dataset containing 112594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 112594 records from 488 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049495-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhuqf9
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.48736 1.62100,-64.76051 1.62100,-64.76051 10.31174,-86.48736 10.31174,-86.48736 1.62100))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grias cauliflora L.",
 "Year 1962-2025"
 ]
}

 The dataset includes 166 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049503-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5fzks
title: Occurrence Download

description: A dataset containing 17405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cycloneda sanguinea (Linnaeus, 1763)"
 ]
}

 The dataset includes 17405 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049504-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15677866
title: Panicle Hydrangea data on flower visiting insects

description: Partial Abstract: As available wild habitat for pollinators shrinks, urban and suburban plantings have become increasingly important for maintaining pollinators on the landscape. Hydrangeas are some of the most popular ornamental shrubs in the United States, and panicle hydrangeas in particular have seen a recent surge in popularity. The University of Wisconsin – Madison Arboretum has one of the largest panicle hydrangea collections in the country. We assessed flower-visiting insect assemblages across 46 cultivars of panicle hydrangeas (H. paniculata) and 16 cultivars of smooth hydrangeas (H. arborescens). We collected three years of photo (N = 13,017), visual (N = 776), and physical (N = 1,156) samples of insects. 

This data is currently being submitted for publication. We will open records to the public after it is published. 

Funding was made possible due to the Stanley Smith Horticultural Trust.
DOI: 10.15468/dl.rtd49n
title: Occurrence Download

description: A dataset containing 1087 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrnellus fraternus (Banks, 1905)"
 ]
}

 The dataset includes 1087 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049505-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15676199
title: A Set of Smart Telescopes Videos Analyzed with YOLO Models (2023–2025)

description: For research projects started in 2021 at the Luxembourg Institute of Science and Technology (LIST), we are collecting astronomical images of Deep Sky Objects (DSO), planets, the Moon, and even the Sun with smart telescopes: Stellina (from 2021), Vespera (from 2022) and Hestia (from 2024).This repositiory contains AI-powered videos derivated from collected raw data, and then published in the following YouTube channel: https://www.youtube.com/@doopyon .

For more details about the dataset, please contact the author: olivier.parisot@list.lu .

For more information about Luxembourg of Science and Technology (LIST), please consult: https://www.list.lu .
DOI: 10.5281/zenodo.15676200
title: A Set of Smart Telescopes Videos Analyzed with YOLO Models (2023–2025)

description: For research projects started in 2021 at the Luxembourg Institute of Science and Technology (LIST), we are collecting astronomical images of Deep Sky Objects (DSO), planets, the Moon, and even the Sun with smart telescopes: Stellina (from 2021), Vespera (from 2022) and Hestia (from 2024).This repositiory contains AI-powered videos derivated from collected raw data, and then published in the following YouTube channel: https://www.youtube.com/@doopyon .

For more details about the dataset, please contact the author: olivier.parisot@list.lu .

For more information about Luxembourg of Science and Technology (LIST), please consult: https://www.list.lu .
DOI: 10.6084/m9.figshare.29333099
title: Supplementary Information

description: <i>Pseudomonas aeruginosa</i> is an opportunistic bacterium frequently infecting the lower airways of individuals with cystic fibrosis (iwCF). This study examines colistin (CST) resistance mechanisms in <i>Psa</i>-ST3351 and their effects on bacterial virulence. <i>Psa</i>-ST3351 represents a novel sequence type, CST-resistant isolate from a child with CF. We show that <i>Psa</i>-ST3351 CST-resistance requires the addition of 4-amino-4-deoxy-L-arabinose to lipid A. Surprisingly, CST-exposure induced a non-mucoid-to-mucoid transition characterized by enhanced swarming motility, decreased aminoglycoside susceptibility, impaired ExoS secretion via the type-3 secretion system, and increased bacterial competition, all hallmarks of a chronic infection phenotype. CST-treated <i>Psa</i>-ST3351 exhibited reduced phagocytosis by macrophages, although the induction of pro-inflammatory cytokines remained intact. Moreover, CST exposure enhanced the pathogenicity of <i>Psa</i>-ST3351 in a murine pneumonia model. We conclude that CST-mediated transition from a non-mucoid-to-mucoid phenotype in <i>Psa</i>-ST3351 may have implications, particularly when CST-resistance and mucoid conversion remain undetected in iwCF treated with nebulized CST.
DOI: 10.6084/m9.figshare.29333099.v1
title: Supplementary Information

description: <i>Pseudomonas aeruginosa</i> is an opportunistic bacterium frequently infecting the lower airways of individuals with cystic fibrosis (iwCF). This study examines colistin (CST) resistance mechanisms in <i>Psa</i>-ST3351 and their effects on bacterial virulence. <i>Psa</i>-ST3351 represents a novel sequence type, CST-resistant isolate from a child with CF. We show that <i>Psa</i>-ST3351 CST-resistance requires the addition of 4-amino-4-deoxy-L-arabinose to lipid A. Surprisingly, CST-exposure induced a non-mucoid-to-mucoid transition characterized by enhanced swarming motility, decreased aminoglycoside susceptibility, impaired ExoS secretion via the type-3 secretion system, and increased bacterial competition, all hallmarks of a chronic infection phenotype. CST-treated <i>Psa</i>-ST3351 exhibited reduced phagocytosis by macrophages, although the induction of pro-inflammatory cytokines remained intact. Moreover, CST exposure enhanced the pathogenicity of <i>Psa</i>-ST3351 in a murine pneumonia model. We conclude that CST-mediated transition from a non-mucoid-to-mucoid phenotype in <i>Psa</i>-ST3351 may have implications, particularly when CST-resistance and mucoid conversion remain undetected in iwCF treated with nebulized CST.
DOI: 10.21985/n2-2aqb-c081
title: mt-DNA_comparision_specie_full_sequences
DOI: 10.15468/dl.5vu9jt
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anoura aequatoris (Lönnberg, 1921)"
 ]
}

 The dataset includes 171 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049508-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.