cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15316249
title: SynapseSet: A Synthetic EEG-to-Text Dataset for Neural Language Model Training

description: 🔬 Dataset Description – SynapseSet: A Synthetic EEG-to-Text Dataset for Neural Language Model Training

SynapseSet is a large-scale synthetic dataset designed to bridge quantitative EEG signal analysis with clinical natural language interpretation. Comprising 10K, 50K, and 100K paired examples, it simulates realistic EEG parameters across more than 25 neurological conditions including epilepsy, sleep stages, cognitive disorders, and neurodegenerative diseases and maps them to detailed clinical narratives suitable for training instruction-tuned large language models (LLMs).

Each entry includes:





Core EEG frequency band data (delta, theta, alpha, beta, gamma)




Patient demographics and recording parameters




High-fidelity clinical interpretations with domain-specific reasoning



Key Features:





🧠 Diverse pathology coverage reflecting real-world neurophysiology




⚙️ JSON/JSONL format optimized for supervised instruction-based NLP tasks




🧪 Designed for research in clinical NLP, biomedical reasoning, and multimodal AI



Important Note: SynapseSet is fully synthetic and intended strictly for research and educational purposes. Models trained using this dataset must be validated against real EEG data before any clinical application. Limitations include the absence of temporal dynamics, simplified spatial modeling, and potential distributional bias due to simulated data generation methods.



SynapseSet offers a controlled, richly annotated foundation for investigating how language models can interface with neural signals, while emphasizing transparency, reproducibility, and ethical use.
DOI: 10.5281/zenodo.15316250
title: SynapseSet: A Synthetic EEG-to-Text Dataset for Neural Language Model Training

description: 🔬 Dataset Description – SynapseSet: A Synthetic EEG-to-Text Dataset for Neural Language Model Training

SynapseSet is a large-scale synthetic dataset designed to bridge quantitative EEG signal analysis with clinical natural language interpretation. Comprising 10K, 50K, and 100K paired examples, it simulates realistic EEG parameters across more than 25 neurological conditions including epilepsy, sleep stages, cognitive disorders, and neurodegenerative diseases and maps them to detailed clinical narratives suitable for training instruction-tuned large language models (LLMs).

Each entry includes:





Core EEG frequency band data (delta, theta, alpha, beta, gamma)




Patient demographics and recording parameters




High-fidelity clinical interpretations with domain-specific reasoning



Key Features:





🧠 Diverse pathology coverage reflecting real-world neurophysiology




⚙️ JSON/JSONL format optimized for supervised instruction-based NLP tasks




🧪 Designed for research in clinical NLP, biomedical reasoning, and multimodal AI



Important Note: SynapseSet is fully synthetic and intended strictly for research and educational purposes. Models trained using this dataset must be validated against real EEG data before any clinical application. Limitations include the absence of temporal dynamics, simplified spatial modeling, and potential distributional bias due to simulated data generation methods.



SynapseSet offers a controlled, richly annotated foundation for investigating how language models can interface with neural signals, while emphasizing transparency, reproducibility, and ethical use.
DOI: 10.15468/dl.3peg53
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Pyrausta nigrata Scopoli"
 ]
}

 The dataset includes 375 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009682-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97umzk
title: Occurrence Download

description: A dataset containing 4232201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anser anser (Linnaeus, 1758)"
 ]
}

 The dataset includes 4232201 records from 1513 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009671-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b234zu
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea trachyandra"
 ]
}

 The dataset includes 39 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024038-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dv2zv
title: Occurrence Download

description: A dataset containing 2409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scaphopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-90 0,-60 0,-60 30,-90 30,-90 0))"
 ]
}

 The dataset includes 2409 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012915-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t6fg4
title: Occurrence Download

description: A dataset containing 50331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus hybridus",
 "Year 1975-2024"
 ]
}

 The dataset includes 50331 records from 1055 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012803-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/2d2wfo/audpeu
title: geochemical.hh

description: :unav
DOI: 10.25625/2d2wfo/pdjks3
title: CMakeLists.txt

description: :unav
DOI: 10.15468/dl.t5cepn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pomatocalpa truncatum (J.J.Sm.) J.J.Sm."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093002-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/2d2wfo/yvtun7
title: sendemail-validate.sample

description: :unav
DOI: 10.15468/dl.cmgrge
title: Occurrence Download

description: A dataset containing 1415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((-267.25342 35.50781,-254.90479 35.50781,-254.90479 45.21973,-267.25342 45.21973,-267.25342 35.50781))",
 "HasCoordinate is true",
 "TaxonKey is Cyprinidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1415 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009054-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rma47o
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006012-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcurnd
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Motacilla bocagii",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 60 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093015-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/2d2wfo/uwrfpc
title: dumux-hyuspre.pc.in

description: :unav
DOI: 10.15468/dl.la2cep
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009051-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfztpm
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020955-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/2d2wfo/nifgby
title: P16.tab

description: :unav
DOI: 10.25625/2d2wfo/yp5v29
title: Bent_75bar_40C_0.5ml.txt

description: :unav
DOI: 10.15468/dl.7buz2s
title: Occurrence Download

description: A dataset containing 963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudobaeospora Singer"
 ]
}

 The dataset includes 963 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126804-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/2d2wfo/elq2ut
title: README.md

description: :unav
DOI: 10.25625/2d2wfo/d2aiya
title: CMakeLists.txt

description: :unav
DOI: 10.25625/2d2wfo/5uvagq
title: pre-rebase.sample

description: :unav
DOI: 10.25625/2d2wfo/revhft
title: co2_he.hh

description: :unav
DOI: 10.25625/2d2wfo/sqtr5k
title: problem.hh

description: :unav
DOI: 10.25625/2d2wfo/lsbpef
title: P15.tab

description: :unav
DOI: 10.25625/2d2wfo/7favyz
title: pyritepyrrhotitequartzmg.hh

description: :unav
DOI: 10.25625/2d2wfo/hfzdt2
title: packed-refs

description: :unav
DOI: 10.25625/2d2wfo/j147ew
title: boundaries.png

description: :unav
DOI: 10.25625/2d2wfo/kgsdsx
title: model.hh

description: :unav
DOI: 10.25625/2d2wfo/wzf8m5
title: pre-merge-commit.sample

description: :unav
DOI: 10.25625/2d2wfo/xvnl8r
title: Bent_100bar_100C_0.5ml.txt

description: :unav
DOI: 10.25625/2d2wfo/p2wbzg
title: c3plus_h2.hh

description: :unav
DOI: 10.25625/2d2wfo/pbobyp
title: model.hh

description: :unav
DOI: 10.25625/2d2wfo/jyn3iq
title: Bent_175bar_40C_0.5ml.txt

description: :unav
DOI: 10.25625/2d2wfo/ocl8q8
title: fvlocalresidual.hh

description: :unav
DOI: 10.23728/b2share.8f5bc62bcd674a36bf68e3946e3f2322
title: FORTIS - GG2085 - 2024-02-07 Façade Sandwich Pannel Assembly

description: Internal consultation video for Fortis project. Pilot #1 - Use Case #2.
Sequence of assembly with: (a) attach of suction cup of sandwich pannel; (b) lifting and transport of pannel to façade; (c) adjustment of façade pannel; (d) fixing of façade pannel in metalic purlins; (e) dettach of suction cup of sandwich pannel; (f) positioning of suction cup for cycle repetition.
DOI: 10.25625/2d2wfo/ojbx25
title: h2o_h2.hh

description: :unav
DOI: 10.25625/2d2wfo/qzez4t
title: EUFlag.png

description: :unav
DOI: 10.25625/2d2wfo/5nxluy
title: properties.hh

description: :unav
DOI: 10.15468/dl.ncdttz
title: Occurrence Download

description: A dataset containing 156961885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Unknown evidence, Living Specimen, Fossil, Specimen)",
 {
 "or" : [
 "IdentifiedBy is not null",
 "RecordedBy is not null"
 ]
 },
 {
 "not" : {
 "or" : [
 "VerbatimScientificName ~*BOLD:*",
 "VerbatimScientificName ~*BOLD-*",
 "VerbatimScientificName ~*BIOUG*"
 ]
 }
 }
 ]
}

 The dataset includes 156961885 records from 19453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168205-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3g2es
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dufourea dilatipes"
 ]
}

 The dataset includes 38 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018933-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnj6uc
title: Occurrence Download

description: A dataset containing 894233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Festuca varia pumila, Festuca varia jaccardii, Festuca varia minor, Festuca varia villarsii, Festuca varia wilczecziana, Festuca varia wilczekiana, Festuca zapluta, Schedonorus pumilus, Tragus pumilus, Festuca rubra)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 894233 records from 1696 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018882-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyc8a3
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Free-living soil nematode species (Nematoda) prioritized for the digitization in the collection of the State Museum of Natural History of the NAS of Ukraine"
 ]
}

 The dataset includes 102 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018167-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqva3u
title: Occurrence Download

description: A dataset containing 4475 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-109.29751 24.97453,-109.16114 25.07486,-109.16114 25.52203,-109.39896 25.52203,-109.53593 25.69676,-109.74096 25.58205,-109.29751 24.97453))",
 "Geometry POLYGON((-110.03633 25.72868,-109.21416 24.58169,-108.50769 25.24349,-108.67619 25.3186,-108.80611 25.34499,-108.9401 25.39169,-109.0416 25.42823,-109.13498 25.52567,-109.15325 25.548,-109.19589 25.56018,-109.20604 25.59266,-109.24867 25.62514,-109.30754 25.63326,-109.35829 25.62311,-109.40701 25.62514,-109.41513 25.69214,-109.42528 25.74086,-109.4537 25.83018,-109.44558 25.88499,-109.45573 25.92356,-109.49025 25.97635,-109.53085 26.03522,-110.03633 25.72868))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4475 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018168-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17534982
title: Raw data for "A new wetting boundary scheme implemented in three-dimensional phase-field lattice Boltzmann model with large density ratios and complex solid boundaries"
DOI: 10.15468/dl.pn7fue
title: Occurrence Download

description: A dataset containing 840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-190.79122 5.72906,-190.17544 5.72906,-190.17544 6.32604,-190.79122 6.32604,-190.79122 5.72906))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 840 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018169-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvaky9
title: Occurrence Download

description: A dataset containing 54735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Paraguay",
 "Geometry POLYGON((-58.02182 -26.48387,-58.2348 -26.45787,-58.22512 -26.73488,-58.67045 -27.12329,-58.593 -27.31268,-58.22512 -27.20081,-57.61522 -27.43304,-57.04404 -27.59618,-56.77297 -26.70029,-56.77297 -26.70029,-58.02182 -26.48387))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 54735 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018139-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/29436
title: Chandra X-ray Observatory ObsId 29436

description: A Search for Pulsar Filaments
DOI: 10.57967/hf/6884
title: corp23_QA
DOI: 10.5281/zenodo.17531250
title: CORVIDATA: A global dataset of morphology, ecology, sociality, and life-history in Corvidae

description: Corvids (Aves: Corvidae) are renowned for their advanced cognitive abilities, complex social structures, and ecological adaptability, making them model organisms for studies of behaviour and cognition. However, comprehensive datasets integrating morphological, life-history and socio-ecological traits across the family remain scarce, limiting cross-species comparisons and evolutionary analyses. Here, I present a dataset compiling key traits for 135 corvid species worldwide. Data include morphological (e.g., body measurements, endocranial volume), life-history (e.g. age at dispersal, life span), ecological (e.g., habitat, trophic niche, geograohic range) and social (e.g., sociality, breeding system) traits. This resource will facilitate comparative research on the evolutionary pressures driving corvid behaviour and support investigations into the ecological and social drivers of evolution, and advance our understanding of avian adaptation in rapidly changing environments.
DOI: 10.5281/zenodo.17531251
title: CORVIDATA: A global dataset of morphology, ecology, sociality, and life-history in Corvidae

description: Corvids (Aves: Corvidae) are renowned for their advanced cognitive abilities, complex social structures, and ecological adaptability, making them model organisms for studies of behaviour and cognition. However, comprehensive datasets integrating morphological, life-history and socio-ecological traits across the family remain scarce, limiting cross-species comparisons and evolutionary analyses. Here, I present a dataset compiling key traits for 135 corvid species worldwide. Data include morphological (e.g., body measurements, endocranial volume), life-history (e.g. age at dispersal, life span), ecological (e.g., habitat, trophic niche, geograohic range) and social (e.g., sociality, breeding system) traits. This resource will facilitate comparative research on the evolutionary pressures driving corvid behaviour and support investigations into the ecological and social drivers of evolution, and advance our understanding of avian adaptation in rapidly changing environments.
DOI: 10.34740/kaggle/dsv/13625392
title: Mahanagar Yatayat Transport Dataset
DOI: 10.15468/dl.w34vd7
title: Occurrence Download

description: A dataset containing 83643 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.20_2, COL.19_2, COL.4_2, COL.29_2, COL.14_2, COL.12_2, COL.6_2)",
 "TaxonKey is one of (Coleoptera [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 83643 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018123-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/cswa-c34-281
title: Barbara Solomon interview, 1995

description: Solomon, Barbara - Audio Oral History Interview - CSWA ❧ Interviewed by Frances Feldman on April 21, April 26 and May 3, 1995. An interview with Barbara Solomon. ❧ INTERVIEW TOPICS: 4-21-95 interview: Background and entrance into field of social work; graduate studies in social work at Cal-Berkeley; minority students in program and financial aid; after graduation, work with VA Hospital in Houston; medical social work at M.B. Anderson Cancer Hospital; move to California, work with VA Hospital at Wadsworth; doctoral program at USC School of Social Work; joins faculty at USC School of Social Work; teaching responsibilities; tenure requirements and pressures; faculty relations in promotion process; faculty and curriculum changes; emphasis on well-rounded education in social work studies at USC; Affirmative Action at USC; innovative thinking in social work field on question of diversity. 4-26-95 interview: Research on Black empowerment in the community; methodology of empowerment; research projects; courses in ethnic studies and relationship to diversity in society; creation of mutual points of reference in diverse society. 5-3-95 interview: More on research and teaching; changes in curriculum; experiences in field work during doctoral program and curriculum changes; incorporation of ethnic issues into studies; experiences in England and Kenya; influence of visits on views of diversity and social work in the workplace; influence of background in social work on work as university administrator; direction of USC School of Social Work, eg, research; goals as university administrator re social work research; Social Work Centers of Excellence; place of School of Social Work in "Strategic Plan of University". ❧ Barbara Solomon. Professor, USC School of Social Work. University administrator. Interviewed by Frances Lomas Feldman. Dates of interview: 4-21/26-95, 5-3-95. 4 cassette tapes (4 duplicate tapes). Length of interview: 4 hours and 3 minutes. Transcript of interview: 69 pp. CD containing interview. ❧ ADDITIONAL MATERIALS: 1. California Social Work Hall of Distinction Biography ( https://socialworkhallofdistinction.usc.edu/honorees/ ). 2. 1 diskette of transcript of interview. 3. 2 editions of the Chronicle (USC newspaper) with articles re honors for Barbara Solomon.