cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.b7xg9x
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Poacynum hendersonii"
 ]
}

 The dataset includes 70 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048834-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18307927
title: Sclerophylax Miers. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18307928
title: Sclerophylax Miers. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.5zwc3z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((104.036 -3.03483, 103.965639 -3.040394, 103.897007 -3.056951, 103.831795 -3.084092, 103.771604 -3.121151, 103.717917 -3.167216, 103.672054 -3.221153, 103.635146 -3.281636, 103.608101 -3.347176, 103.591588 -3.416161, 103.586015 -3.486892, 103.591521 -3.557629, 103.607975 -3.626628, 103.634972 -3.692192, 103.67185 -3.752704, 103.717702 -3.806674, 103.7714 -3.852771, 103.831621 -3.88986, 103.896881 -3.917024, 103.965572 -3.933596, 104.036 -3.939166, 104.106428 -3.933596, 104.175119 -3.917024, 104.240379 -3.88986, 104.3006 -3.852771, 104.354298 -3.806674, 104.40015 -3.752704, 104.437028 -3.692192, 104.464025 -3.626628, 104.480479 -3.557629, 104.485985 -3.486892, 104.480412 -3.416161, 104.463899 -3.347176, 104.436854 -3.281636, 104.399946 -3.221153, 104.354083 -3.167216, 104.300396 -3.121151, 104.240205 -3.084092, 104.174993 -3.056951, 104.106361 -3.040394, 104.036 -3.03483))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001452-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18307866
title: Data for "Acoustic regularities define perceptual and cortical representations of voice-likeness"

description: “Acoustic regularities define perceptual and cortical representations of voice-likeness.” Includes acoustic, behavioral, and intracranial EEG data for figure generation.
DOI: 10.5281/zenodo.18307867
title: Data for "Acoustic regularities define perceptual and cortical representations of voice-likeness"

description: “Acoustic regularities define perceptual and cortical representations of voice-likeness.” Includes acoustic, behavioral, and intracranial EEG data for figure generation.
DOI: 10.15468/dl.ashafk
title: Occurrence Download

description: A dataset containing 524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ophrys apifera)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 524 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001453-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18307926
title: Baddeleyite is a Resistant Mineral in Lunar and Airless Body Space Weathering Environments
DOI: 10.5281/zenodo.15461807
title: Baddeleyite is a Resistant Mineral in Lunar and Airless Body Space Weathering Environments
DOI: 10.15468/dl.dfyfd2
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila lata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 153 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001454-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gt9wb7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.052 -3.01083, 102.98164 -3.016394, 102.913011 -3.032951, 102.847799 -3.060092, 102.78761 -3.097151, 102.733924 -3.143216, 102.688062 -3.197153, 102.651155 -3.257636, 102.624111 -3.323176, 102.607599 -3.392161, 102.602026 -3.462893, 102.607533 -3.533629, 102.623986 -3.602629, 102.650982 -3.668193, 102.687859 -3.728705, 102.73371 -3.782675, 102.787407 -3.828772, 102.847626 -3.86586, 102.912885 -3.893025, 102.981574 -3.909596, 103.052 -3.915166, 103.122426 -3.909596, 103.191115 -3.893025, 103.256374 -3.86586, 103.316593 -3.828772, 103.37029 -3.782675, 103.416141 -3.728705, 103.453018 -3.668193, 103.480014 -3.602629, 103.496467 -3.533629, 103.501974 -3.462893, 103.496401 -3.392161, 103.479889 -3.323176, 103.452845 -3.257636, 103.415938 -3.197153, 103.370076 -3.143216, 103.31639 -3.097151, 103.256201 -3.060092, 103.190989 -3.032951, 103.12236 -3.016394, 103.052 -3.01083))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001455-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18307933
title: Sclerophylax lorentzianus O.Hoffm. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18307934
title: Sclerophylax lorentzianus O.Hoffm. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.zx4he7
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ophrys holoserica, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys arachnites, Ophrys fuciflora, Ophrys fuciflora)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001456-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sdsa6
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila maritima",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001457-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qn6ffu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((135.255 -3.00983, 135.18464 -3.015394, 135.116011 -3.031951, 135.050799 -3.059092, 134.99061 -3.096151, 134.936924 -3.142216, 134.891063 -3.196153, 134.854155 -3.256636, 134.827112 -3.322176, 134.810599 -3.391161, 134.805027 -3.461893, 134.810533 -3.532629, 134.826986 -3.601629, 134.853983 -3.667193, 134.89086 -3.727705, 134.936711 -3.781675, 134.990407 -3.827772, 135.050627 -3.86486, 135.115885 -3.892025, 135.184574 -3.908596, 135.255 -3.914166, 135.325426 -3.908596, 135.394115 -3.892025, 135.459373 -3.86486, 135.519593 -3.827772, 135.573289 -3.781675, 135.61914 -3.727705, 135.656017 -3.667193, 135.683014 -3.601629, 135.699467 -3.532629, 135.704973 -3.461893, 135.699401 -3.391161, 135.682888 -3.322176, 135.655845 -3.256636, 135.618937 -3.196153, 135.573076 -3.142216, 135.51939 -3.096151, 135.459201 -3.059092, 135.393989 -3.031951, 135.32536 -3.015394, 135.255 -3.00983))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001458-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/baaezv
title: Stenolaemate bryozoans from the Graham Formation, Pennsylvanian (Virgilian) at Lost Creek Lake, Texas, USA

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ernst, Andrej, Claussen, Anna Lene, Seuss, Barbara, Wyse Jackson, Patrick N. (2022): Stenolaemate bryozoans from the Graham Formation, Pennsylvanian (Virgilian) at Lost Creek Lake, Texas, USA. Palaeontologia Electronica (a 15) 25 (2): 1-56, DOI: 10.26879/1174, URL: http://dx.doi.org/10.26879/1174ABSTRACTAn exceptionally well-preserved bryozoan fauna has been described from the Finis Shale Member, Graham Formation, Pennsylvanian (Virgilian) at Lost Creek Lake, Texas, USA. Nineteen bryozoan species (four cystoporates, one trepostome, two rhabdomesine cryptostomes, and 12 fenestrates) have been identified in two profiles which cut the most vertical range, at the level of the outcrop-base, of the Finis Shale. Two species are new: a trepostome Dyscritella felixi n. sp. and a fenestrate Laxifenestella texana n. sp. The fauna was studied on a combined basis of external and internal morphology, using a SEM and thin sections, respectively. Bryozoans from the Finis Shale Member exhibit a variety of growth forms from encrusting unilaminar, erect ramose, erect reticulate robust, and erect reticulate delicate, to erect pinnate morphologies. The erect growth forms clearly dominate, and bryozoans become more robust in the upper level of the profiles. The distribution pattern of bryozoan growth forms indicates gradual shallowing in the profiles supporting the assumption of a transgressive-regressive cycle in the Finis Shale. Bryozoan richness, abundance, and α-diversity increase toward the top of the profiles. Palaeobiogeographic relations of the Finis Shale bryozoans are mostly restricted to the American realm, with some connections to the Pennsylvanian of Europe.Andrej Ernst. Institut für Geologie, Universität Hamburg, Bundesstr. 55, 20146 Hamburg, Germany. Andrej.Ernst@uni-hamburg.deAnna Lene Claussen. GeoZentrum Nordbayern, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Loewenichstrasse 28, D-91054 Erlangen, Germany. anna.lene.claussen@fau.deBarbara Seuss. GeoZentrum Nordbayern, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Loewenichstrasse 28, D-91054 Erlangen, Germany. barbara.seuss@fau.dePatrick N. Wyse Jackson. Department of Geology, Trinity College, Dublin 2, Ireland. wysjcknp@tcd.iehttp://zoobank.org/ A4A07D50-3DDB-4E45-A255-1ECCF45F147AKeywords: Finis Shale; cyclothem; North American Midcontinent; morphology; taxonomy; ecologySubmission: 1 July 2021. Acceptance: 29 April 2022.
DOI: 10.15468/dl.5xetmu
title: Occurrence Download

description: A dataset containing 415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ophrys insectifera, Ophrys insectifera, Ophrys muscifera)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 415 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001459-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8097809
title: Antigen presentation by tumor-associated macrophages mediates progenitor to terminal exhaustion transition in GBM and other solid tumors

description: Original code used to analyze scRNA/TCRseq from manuscript "Antigen presentation by tumor-associated macrophages drives T cells from a progenitor exhaustion state to terminal exhaustion".

























Waibl Polania, Jessica et al.

Immunity, Volume 58, Issue 1, 232 - 246.e6
DOI: 10.5281/zenodo.8097808
title: Antigen presentation by tumor-associated macrophages mediates progenitor to terminal exhaustion transition in GBM and other solid tumors

description: Original code used to analyze scRNA/TCRseq from manuscript "Antigen presentation by tumor-associated macrophages drives T cells from a progenitor exhaustion state to terminal exhaustion".

























Waibl Polania, Jessica et al.

Immunity, Volume 58, Issue 1, 232 - 246.e6
DOI: 10.5281/zenodo.18307939
title: The Miranova Matrix: An Operational Framework for Spacetime Emergence in BFSS Matrix Theory

description: The Miranova Matrix presents an operational framework for understanding spacetime emergence in BFSS Matrix Theory.

By conceptualising fundamental updates as discrete ticks, the framework distinguishes causal depth from emergent experienced time. Minimal generative structures and branching dynamics define lower bounds for system evolution, providing a coherent lens for observers and histories. This approach reframes temporal perception and offers a lens for exploring nonlocal time, irreversibility, and observer-embedded structures.

This document is a speculative conceptual framework informed by existing work in matrix models and M-theory, particularly the BFSS matrix formulation.
DOI: 10.15468/dl.hyk8sf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila mroczkowskii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001461-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5r9th
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trachemys scripta"
 ]
}

 The dataset includes 78 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001462-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wypka2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((115.643 -2.99983, 115.572641 -3.005394, 115.504012 -3.021951, 115.438801 -3.049092, 115.378613 -3.086151, 115.324927 -3.132216, 115.279066 -3.186153, 115.242159 -3.246636, 115.215116 -3.312177, 115.198604 -3.381162, 115.193031 -3.451893, 115.198538 -3.52263, 115.214991 -3.591629, 115.241987 -3.657193, 115.278864 -3.717705, 115.324714 -3.771675, 115.37841 -3.817772, 115.438629 -3.85486, 115.503887 -3.882025, 115.572575 -3.898596, 115.643 -3.904166, 115.713425 -3.898596, 115.782113 -3.882025, 115.847371 -3.85486, 115.90759 -3.817772, 115.961286 -3.771675, 116.007136 -3.717705, 116.044013 -3.657193, 116.071009 -3.591629, 116.087462 -3.52263, 116.092969 -3.451893, 116.087396 -3.381162, 116.070884 -3.312177, 116.043841 -3.246636, 116.006934 -3.186153, 115.961073 -3.132216, 115.907387 -3.086151, 115.847199 -3.049092, 115.781988 -3.021951, 115.713359 -3.005394, 115.643 -2.99983))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001464-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14553764
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18307952
title: Scoparia L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18307951
title: Scoparia L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.5mfpz2
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ophrys araneola, Ophrys araneola, Ophrys sphegodes)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 40 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001465-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar8et5
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacophila narvae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 237 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001466-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18143740
title: EEG waves and fMRI Signals during REM Sleep

description: This dataset was collected from 10,000 participants during REM sleep in a controlled laboratory environment, where EEG waves, fMRI signals, heart rate, and breathing rate were simultaneously recorded. From these recordings, 46 physiological and dream-related features were extracted for each participant. Prior work has demonstrated that EEG and fMRI signals can reliably capture neural correlates of dreaming, emotional states, and conscious processing during REM sleep (Nir & Tononi, 2010; Siclari et al., 2017; Awad et al., 2021). This rich, multimodal dataset can be leveraged in neuropsychology and clinical research to study sleep-related disorders such as depression, nightmares, insomnia, and other affective disorders, and may inform therapeutic interventions. Additionally, it is highly suitable for Machine Learning and Deep Learning applications, including dream content generation, emotion recognition, dream reconstruction, predictive modeling of emotional states, pattern discovery, and time-series analysis of multimodal sleep signals. Researchers can use this dataset to explore both fundamental aspects of consciousness and practical applications in mental health, making it a versatile and valuable resource for both clinical and computational research.
DOI: 10.5281/zenodo.18143741
title: EEG waves and fMRI Signals during REM Sleep

description: This dataset was collected from 10,000 participants during REM sleep in a controlled laboratory environment, where EEG waves, fMRI signals, heart rate, and breathing rate were simultaneously recorded. From these recordings, 46 physiological and dream-related features were extracted for each participant. Prior work has demonstrated that EEG and fMRI signals can reliably capture neural correlates of dreaming, emotional states, and conscious processing during REM sleep (Nir & Tononi, 2010; Siclari et al., 2017; Awad et al., 2021). This rich, multimodal dataset can be leveraged in neuropsychology and clinical research to study sleep-related disorders such as depression, nightmares, insomnia, and other affective disorders, and may inform therapeutic interventions. Additionally, it is highly suitable for Machine Learning and Deep Learning applications, including dream content generation, emotion recognition, dream reconstruction, predictive modeling of emotional states, pattern discovery, and time-series analysis of multimodal sleep signals. Researchers can use this dataset to explore both fundamental aspects of consciousness and practical applications in mental health, making it a versatile and valuable resource for both clinical and computational research.
DOI: 10.5281/zenodo.18307966
title: Scoparia ericacea Cham. & Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54