cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16622879
title: ICM EEG Dataset: EEG Recordings During Perception of Indian Classical Music Ragas

description: This dataset contains raw electroencephalography (EEG) recordings from nine untrained participants (7 male, 2 female, ages 23–26) collected during the perception of three Indian Classical Music (ICM) ragas. It was created as part of the study:

Das, N. & Chakraborty, M. (2025). “Optimal multimodal feature combination and classifier selection for music-based EEG signal analysis.” Computers in Biology and Medicine, 196, 110696. https://doi.org/10.1016/j.compbiomed.2025.110696

Participants listened to 2‑minute alaap sections of Raga Ahir Bhairav, Bhimpalashri, and Yaman Kalyan (performed by Pandit Ravi Shankar), each presented twice in randomized order. The 17‑minute experimental protocol began with a 2‑minute baseline rest, followed by six music segments interleaved with 30‑second rest periods. Raga names were announced ~5 s before each music segment to reorient attention. Detailed description of the experimental protocol is given in the cited study. 

EEG was recorded with the RMS Maximus 24 system (19 scalp electrodes, international 10–20 system, reference at nasion, hardware band‑pass 0.5–70 Hz, sampling rate 256 Hz). ECG was acquired simultaneously in a standard Lead I configuration using bipolar electrodes. Participants sat with eyes closed in a dimly lit, sound‑controlled room. All participants provided informed consent to participate in this study, and all identifiable information was anonymized. 

The dataset is distributed as a single archive containing:





One unprocessed CSV file per subject (raw_data/), each with 261,120 × 22 samples (1020 s × 256 Hz).




phase_events.csv: start/end times (in seconds) for each rest and music segment.




music_order.csv: mapping of generic labels (music_1–music_6) to actual ragas for each participant.




Detailed documentation (README.md).



The EEG data are raw and unprocessed except for trimming to the exact experimental duration. 

Citation: If you use this dataset in your research, please cite both this dataset (Zenodo DOI) and the associated paper:Das, N. & Chakraborty, M. (2025). Optimal multimodal feature combination and classifier selection for music-based EEG signal analysis. Computers in Biology and Medicine, 196, 110696. https://doi.org/10.1016/j.compbiomed.2025.110696
DOI: 10.5281/zenodo.16622880
title: ICM EEG Dataset: EEG Recordings During Perception of Indian Classical Music Ragas

description: This dataset contains raw electroencephalography (EEG) recordings from nine untrained participants (7 male, 2 female, ages 23–26) collected during the perception of three Indian Classical Music (ICM) ragas. It was created as part of the study:

Das, N. & Chakraborty, M. (2025). “Optimal multimodal feature combination and classifier selection for music-based EEG signal analysis.” Computers in Biology and Medicine, 196, 110696. https://doi.org/10.1016/j.compbiomed.2025.110696

Participants listened to 2‑minute alaap sections of Raga Ahir Bhairav, Bhimpalashri, and Yaman Kalyan (performed by Pandit Ravi Shankar), each presented twice in randomized order. The 17‑minute experimental protocol began with a 2‑minute baseline rest, followed by six music segments interleaved with 30‑second rest periods. Raga names were announced ~5 s before each music segment to reorient attention. Detailed description of the experimental protocol is given in the cited study. 

EEG was recorded with the RMS Maximus 24 system (19 scalp electrodes, international 10–20 system, reference at nasion, hardware band‑pass 0.5–70 Hz, sampling rate 256 Hz). ECG was acquired simultaneously in a standard Lead I configuration using bipolar electrodes. Participants sat with eyes closed in a dimly lit, sound‑controlled room. All participants provided informed consent to participate in this study, and all identifiable information was anonymized. 

The dataset is distributed as a single archive containing:





One unprocessed CSV file per subject (raw_data/), each with 261,120 × 22 samples (1020 s × 256 Hz).




phase_events.csv: start/end times (in seconds) for each rest and music segment.




music_order.csv: mapping of generic labels (music_1–music_6) to actual ragas for each participant.




Detailed documentation (README.md).



The EEG data are raw and unprocessed except for trimming to the exact experimental duration. 

Citation: If you use this dataset in your research, please cite both this dataset (Zenodo DOI) and the associated paper:Das, N. & Chakraborty, M. (2025). Optimal multimodal feature combination and classifier selection for music-based EEG signal analysis. Computers in Biology and Medicine, 196, 110696. https://doi.org/10.1016/j.compbiomed.2025.110696
DOI: 10.17026/ar/sjfpia
title: PAN-00180682 - Medieval/modern conical spindle whorl (metal)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180682&lt;/p&gt;
description: Modified: 2025-10-08T13:40:25+02:00
DOI: 10.15468/dl.shzjfw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia hongheensis, Magnolia ovoidea, Melocalamus elevatissimus, Melocalamus scandens, Magnolia elegantifolia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039663-251120083545085/datasets/export for details.
DOI: 10.6084/m9.figshare.29977321
title: <i>Levisticum officinale</i> genome assembly and annotation

description: <i>de novo</i> assembled genomes of five <i>Angelica</i> species, including <i>A. dahurica</i>, <i>A. </i><i>biserrata</i>, <i>A. keiskei</i> in <i>Angelica</i> sensu stricto (s.s.) clade with high Furanocoumarin (FC) content and diversity and <i>A. sinensis</i><sup> </sup>and <i>Levisticum officinale</i> in <i>Angelica</i> sensu lato (s.l.) clade with low FC levels
DOI: 10.6084/m9.figshare.29977321.v1
title: <i>Levisticum officinale</i> genome assembly and annotation

description: <i>de novo</i> assembled genomes of five <i>Angelica</i> species, including <i>A. dahurica</i>, <i>A. </i><i>biserrata</i>, <i>A. keiskei</i> in <i>Angelica</i> sensu stricto (s.s.) clade with high Furanocoumarin (FC) content and diversity and <i>A. sinensis</i><sup> </sup>and <i>Levisticum officinale</i> in <i>Angelica</i> sensu lato (s.l.) clade with low FC levels
DOI: 10.6084/m9.figshare.29977309
title: <i>Angelica </i><i>keiskei</i> genome assembly and annotation

description: <i>de novo</i> assembled genomes of five <i>Angelica</i> species, including <i>A. dahurica</i>, <i>A. </i><i>biserrata</i>, <i>A. keiskei</i> in <i>Angelica</i> sensu stricto (s.s.) clade with high Furanocoumarin (FC) content and diversity and <i>A. sinensis</i><sup> </sup>and <i>Levisticum officinale</i> in <i>Angelica</i> sensu lato (s.l.) clade with low FC levels
DOI: 10.6084/m9.figshare.29977309.v1
title: <i>Angelica </i><i>keiskei</i> genome assembly and annotation

description: <i>de novo</i> assembled genomes of five <i>Angelica</i> species, including <i>A. dahurica</i>, <i>A. </i><i>biserrata</i>, <i>A. keiskei</i> in <i>Angelica</i> sensu stricto (s.s.) clade with high Furanocoumarin (FC) content and diversity and <i>A. sinensis</i><sup> </sup>and <i>Levisticum officinale</i> in <i>Angelica</i> sensu lato (s.l.) clade with low FC levels
DOI: 10.15468/dl.z5auhn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerosyllis gravinae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039664-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9uj3n
title: Occurrence Download

description: A dataset containing 3509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus guigna"
 ]
}

 The dataset includes 3509 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039665-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6gd6z
title: Occurrence Download

description: A dataset containing 4591 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is WII Herbarium Dataset"
 ]
}

 The dataset includes 4591 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039666-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/nneu9t
title: PAN-00127689 - coin/coin-related, Gallische tegenkeizer (?), naar, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00127689&lt;/p&gt;
description: Modified: 2025-10-21T11:21:20+02:00
DOI: 10.21227/fab4-3p85
title: "expert labeled Vulnerability to Tactic and Technique mapping dataset"

description: "The dataset is a curated benchmark designed to evaluate automated Vulnerability to Tactic and Technique (VTT) mapping, specifically tailored for the heterogeneous Internet of Things (IoT) landscape and software supply chain security. Unlike traditional datasets that focus solely on IT software, this benchmark aggregates high-impact threats from four authoritative sources: AttackerKB, CISA Advisories, ENISA Reports, and MITRE Engenuity.Constructed via a hybrid extraction strategy, the dataset prioritizes vulnerabilities that serve as critical entry points for lateral movement in modern IoT ecosystems, bridging the gap between device-specific firmware flaws and upstream component vulnerabilities. The dataset comprises 7,467 CVEs mapped to 125 MITRE ATT&CK Techniques. It is characterized by significant real-world challenges, including topological sparsity. "
DOI: 10.15468/dl.eevkat
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia iteophylla, Microtropis macrocarpa, Morinda leiantha, Morinda undulata, Morus liboensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039667-251120083545085/datasets/export for details.
DOI: 10.15468/dl.w57m8p
title: Occurrence Download

description: A dataset containing 1977040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Coragyps atratus)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1977040 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039636-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hacu8k
title: Occurrence Download

description: A dataset containing 4870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerosyllis hystrix",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4870 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039668-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/sisls3
title: PAN-00175150 - pinch lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175150&lt;/p&gt;
description: Modified: 2025-11-05T12:36:58+01:00
DOI: 10.15468/dl.eyc3sx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Diversidad potencial de mamíferos terrestres en el Sistema de Información en Biodiversidad para Aysén (SIB-Aysén), Chile",
 "TaxonKey is Pudu puda"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039669-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gq4n23
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neolitsea menglaensis, Melocalamus yunnanensis, Oligostachyum lanceolatum, Oligostachyum puberulum, Oligostachyum shiuyingianum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039670-251120083545085/datasets/export for details.
DOI: 10.15468/dl.8bj96f
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerosyllis ovigera",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039672-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17862271
title: plan de masse zenodo
DOI: 10.5281/zenodo.17862272
title: plan de masse zenodo
DOI: 10.17026/ar/uzk1r5
title: PAN-00019694 - fastener Roman horse gear group A

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00019694&lt;/p&gt;
description: Modified: 2025-10-24T17:37:45+02:00
DOI: 10.15468/dl.9wkea3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerosyllis papillifera",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039673-251120083545085/datasets/export for details.
DOI: 10.15468/dl.xuj4wp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ormosia boluoensis, Ormosia eugeniifolia, Ormosia pubescens, Ormosia saxatilis, Paranephelium hainanense)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039674-251120083545085/datasets/export for details.
DOI: 10.15468/dl.y287kx
title: Occurrence Download

description: A dataset containing 160318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-11-13",
 "EventDate is less than or equal to 2025-12-13",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 160318 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039660-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmvm8g
title: Occurrence Download

description: A dataset containing 4065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "PublishingOrg is da86174a-a605-43a4-a5e8-53d484152cd3",
 "TaxonKey is Monotropa uniflora"
 ]
}

 The dataset includes 4065 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039675-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17861983
title: PATCH (Pairwise Assignment Training for Classifying Heterogeneity) Datasets

description: Datasets associated with the project "PATCH: a deep learning method to assess heterogeneity of artistic practice in historical paintings". The associated preprint is available at: arXiv:2502.01912
DOI: 10.5281/zenodo.17861982
title: PATCH (Pairwise Assignment Training for Classifying Heterogeneity) Datasets

description: Datasets associated with the project "PATCH: a deep learning method to assess heterogeneity of artistic practice in historical paintings". The associated preprint is available at: arXiv:2502.01912
DOI: 10.17026/ar/f2ig28
title: PAN-00071806 - buckle with flat integral buckle plate (late medieval)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00071806&lt;/p&gt;
description: Modified: 2025-10-28T12:10:47+01:00
DOI: 10.15468/dl.4f7m9q
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerosyllis pirifera",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 371 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039676-251120083545085/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.23943172
title: Biophysical studies of the binding of histone deacetylase inhibitor (Trichostatin-A) with bovine serum albumin

description: Trichostatin A (TSA), a potential radiomitigator in pre-clinical models, inhibits the class I and II mammalian histone deacetylase (HDAC) enzyme family preferentially. In the current study, the ADME assessment of TSA was explored in terms of its binding affinity for serum protein <i>via</i> spectroscopic and molecular docking techniques. Fluorescence spectroscopy was used to examine changes in the protein microenvironment, and affinity was quantified in terms of binding constant and stoichiometry. Post binding conformational changes were observed using circular dichroism (CD) and UV-Visible spectroscopy. Specific binding was visualized using molecular docking to support experimental studies. UV-vis spectra demonstrated a blue shift in the interaction of TSA to BSA. The calculated binding constants ranged from 3.10 to 0.78 x 10 <sup>5</sup>(M<sup>−1</sup>) and quenching constants from 2.75 to 2.15 x 10<sup>4</sup> (l mol-1), indicating TSA has a strong binding affinity for BSA. Based on the FRET theory, the distance between BSA (donor) and TSA (acceptor) was calculated to be 2.83 nm. The Stern-Volmer plot revealed (Ksv) static quenching. Thermodynamic parameters were calculated, and a negative ΔG value showed that the interaction is spontaneous. The CD spectra analysis further revealed a change in the protein’s secondary structure, indicating TSA-BSA interaction. The molecular docking studies also indicated strong binding affinity of TSA with BSA. The results indicate that good bio-availability of TSA is possible because of the spontaneous and strong binding affinity with BSA. Communicated by Ramaswamy H. Sarma
DOI: 10.6084/m9.figshare.23943172.v1
title: Biophysical studies of the binding of histone deacetylase inhibitor (Trichostatin-A) with bovine serum albumin

description: Trichostatin A (TSA), a potential radiomitigator in pre-clinical models, inhibits the class I and II mammalian histone deacetylase (HDAC) enzyme family preferentially. In the current study, the ADME assessment of TSA was explored in terms of its binding affinity for serum protein <i>via</i> spectroscopic and molecular docking techniques. Fluorescence spectroscopy was used to examine changes in the protein microenvironment, and affinity was quantified in terms of binding constant and stoichiometry. Post binding conformational changes were observed using circular dichroism (CD) and UV-Visible spectroscopy. Specific binding was visualized using molecular docking to support experimental studies. UV-vis spectra demonstrated a blue shift in the interaction of TSA to BSA. The calculated binding constants ranged from 3.10 to 0.78 x 10 <sup>5</sup>(M<sup>−1</sup>) and quenching constants from 2.75 to 2.15 x 10<sup>4</sup> (l mol-1), indicating TSA has a strong binding affinity for BSA. Based on the FRET theory, the distance between BSA (donor) and TSA (acceptor) was calculated to be 2.83 nm. The Stern-Volmer plot revealed (Ksv) static quenching. Thermodynamic parameters were calculated, and a negative ΔG value showed that the interaction is spontaneous. The CD spectra analysis further revealed a change in the protein’s secondary structure, indicating TSA-BSA interaction. The molecular docking studies also indicated strong binding affinity of TSA with BSA. The results indicate that good bio-availability of TSA is possible because of the spontaneous and strong binding affinity with BSA. Communicated by Ramaswamy H. Sarma
DOI: 10.6084/m9.figshare.23899844
title: Bioassay-guided isolation and <i>in silico</i> study of antihyperlipidemic compounds from <i>Onosma hispidum</i> Wall

description: Isolation of bioactive compounds from plants and their therapeutic evaluation is crucial in the pursuit of novel phytochemicals and contributes an indispensable role in drug discovery and design. The literature has documented the hypolipidemic effect of numerous <i>Onosma</i> species. Taking that into consideration, the current study was designed to isolate, purify and evaluate the antihyperlipidemic potential of leaves of <i>Onosma hispidum</i> Wall. For the first time, the bioassay-guided isolation led to the separation of 3 compounds that were identified by spectroscopic techniques as o-phthalic acid bis-(2-ethyl decyl)-ester (1), bis (2-ethyloctyl) phthalate (2), and 1,2 benzenedicarboxylic acid bis(2-methyl heptyl) ester (3). Lipase inhibition assay was utilized to scrutinize the antihyperlipidemic potential of methanolic extract fractions and subsequently isolated compounds. Further, the isolated compounds were employed for <i>in silico</i> studies <i>via</i> molecular docking, molecular mechanics with generalized born and surface area solvation (MM-GBSA), and MD simulations with Pancreatic Lipase Colipase (PDB ID: 1LPB). Molecular docking and MM-GBSA of isolated compounds were employed to explain the mode of binding between the protein–ligand complex and binding free energy calculation, respectively. Since compound (3) displayed the best docking score of −6.689 kcal/mol as compared to orlistat −5.529 kcal/mol with PDB: 1LPB. So, it was chosen for MD simulations to evaluate ligand stability and flexibility of the complex which was validated by the fluctuation of α-carbon chain, root mean square deviation (RMSD), root mean square fluctuation (RMSF), and type of interactions involved which authenticated the <i>in vitro</i> lipase inhibitory potential. Overall, <i>in silico</i> and <i>in vitro</i> results validated that compound (3) could be exploited as a promising pancreatic lipase inhibitor. Communicated by Ramaswamy H. Sarma