cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25921/0ry2-ks33
title: Photo-identification of Beluga Whales in Cook Inlet, Alaska: groups encountered and individuals identified since 2018

description: This collection documents the date, group ID, group size, group composition, and location for each group of beluga whale encountered during surveys conducted in Upper Cook Inlet Alaska during ice-free months. It also documents individuals identified in photographs taken during these surveys. Data were collected in field notes, vessel GPS track lines (where appropriate) and GIS software and is available in spreadsheet format.
DOI: 10.15156/bio/sh0168739.10fu
title: SH0168739.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0168740.10fu
title: SH0168740.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0168741.10fu
title: SH0168741.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0168742.10fu
title: SH0168742.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.dfb5sa
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de D'ONOFRIO Patrice, 16 - Inventaire général de la flore et de la fonge - GENTIANA - Inventaire de la flore de l'Isère, 6 - Inventaire général de la flore vasculaire et de la fonge sur le TAG du CBNMed-Données flores issues de la base de données de Jean-Marc Lewin, Observation.org, Nature data from around the World, 53 - Flore station, Données du Parc national des Pyrénées - Observations occasionnelles Parc national des Pyrénées, Centralisation des observations floristiques dans le cadre du SINP - Observations floristiques - plateforme SINP régionale SILENE PACA, CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Thomas GAILLARD, 16 - Inventaire général de la flore et de la fonge - CBNA - inventaire général de la flore et de la fonge réalisé sur le terrain)",
 "Geometry POLYGON((-1.58442 45.50631,-2.69332 42.82803,2.62864 41.64542,3.15978 41.43393,3.53831 41.63413,4.08191 41.88488,4.76391 42.19675,8.21477 43.53795,6.96119 45.9987,6.7574 46.14517,6.76377 46.41104,6.0953 46.08594,5.85808 46.14166,6.11599 46.36614,-1.58442 45.50631))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trifolium thalii",
 "Year 2016-2026"
 ]
}

 The dataset includes 445 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001332-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0168743.10fu
title: SH0168743.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0168744.10fu
title: SH0168744.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0168745.10fu
title: SH0168745.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.17632/gf4cr832h3
title: Defining Perspectival Spaces

description: Auditory and olfactory art employs both math and instinct to generate dynamic patterns that engage with synesthesia or cross-sensory experiences without the need for calculation. Individuals can learn about synesthesia both intentionally and spontaneously, using it as a literary metaphor. Form transfusions reveal our imagined cosmos, offering limitless possibilities.
DOI: 10.17632/gf4cr832h3.1
title: Defining Perspectival Spaces

description: Auditory and olfactory art employs both math and instinct to generate dynamic patterns that engage with synesthesia or cross-sensory experiences without the need for calculation. Individuals can learn about synesthesia both intentionally and spontaneously, using it as a literary metaphor. Form transfusions reveal our imagined cosmos, offering limitless possibilities.
DOI: 10.15468/dl.sy37cq
title: Occurrence Download

description: A dataset containing 389957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robinia pseudoacacia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 389957 records from 2910 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008578-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5rv-jb5-xz9
title: Vertebrata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yws-znl-qwq
title: Tremichnus paraboloides

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.299zaq
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gaultheria fragrantissima fragrantissima",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 279 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004419-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.001640/0.260210.0417
title: mouse PPC tetrode recording

description: mouse PPC tetrode recording in an auditory probabilistic decision-making task
DOI: 10.15468/dl.7dj3xb
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynopotamus gouldingi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 39 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004420-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0zw-67s-89k
title: Vertebrata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cqw-d6y-zf8
title: Vertebrata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.6em7eg
title: Occurrence Download

description: A dataset containing 250628 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 2026-01-15",
 "EventDate is less than or equal to 2026-02-14",
 {
 "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 250628 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004410-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18579969
title: Appendix Data (Excel): Per-Sensor Forecasting Metrics, Signal Characterisation, and Model Hyperparameters

description: This dataset provides supplementary Excel tables supporting a signal-aware evaluation of seven recurrent neural network architectures for multi-zone temperature forecasting in an industrial injection moulding system. The dataset includes (i) per-sensor detailed forecasting performance metrics (MSE, MAE, MAPE, R², relative deltas, and tier classification) for 11 temperature sensors, (ii) signal characterisation metrics capturing temporal complexity, persistence, and distributional properties (permutation entropy, sample entropy, lag-1 autocorrelation, skewness, kurtosis, mean, and standard deviation), and (iii) a summary of model architectures and training hyperparameters used across all evaluated models.

These supplementary data are provided to enhance transparency, reproducibility, and detailed cross-sensor comparison beyond the space limitations of the main manuscript.
DOI: 10.5281/zenodo.18579970
title: Appendix Data (Excel): Per-Sensor Forecasting Metrics, Signal Characterisation, and Model Hyperparameters

description: This dataset provides supplementary Excel tables supporting a signal-aware evaluation of seven recurrent neural network architectures for multi-zone temperature forecasting in an industrial injection moulding system. The dataset includes (i) per-sensor detailed forecasting performance metrics (MSE, MAE, MAPE, R², relative deltas, and tier classification) for 11 temperature sensors, (ii) signal characterisation metrics capturing temporal complexity, persistence, and distributional properties (permutation entropy, sample entropy, lag-1 autocorrelation, skewness, kurtosis, mean, and standard deviation), and (iii) a summary of model architectures and training hyperparameters used across all evaluated models.

These supplementary data are provided to enhance transparency, reproducibility, and detailed cross-sensor comparison beyond the space limitations of the main manuscript.
DOI: 10.15468/dl.gftjfr
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glochidion candolleanum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004423-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6tg5u
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynopotamus juruenae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004424-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8mhq6
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((79.85569 1.20598,128.94669 1.20598,128.94669 20.85544,79.85569 20.85544,79.85569 1.20598))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Macaca arctoides"
 ]
}

 The dataset includes 412 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004425-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9zzhm
title: Occurrence Download

description: A dataset containing 34309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum mauritianum"
 ]
}

 The dataset includes 34309 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004422-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ves945
title: Occurrence Download

description: A dataset containing 217160 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 56.135291543055025
 AND decimallatitude &lt;= 61.2993700571118
 AND decimallongitude &gt;= -150.2980624689629
 AND decimallongitude &lt;= -129.519183390344
 AND GBIF_Within('POLYGON ((-129.519183 56.135292, -129.519183 61.299370, -150.298062 61.299370, -150.298062 56.135292, -129.519183 56.135292))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 217160 records were derived from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004411-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drsxr4
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynopotamus tocantinensis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 32 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004426-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ud74v
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Litsea ligustrina",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 44 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004427-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/747-jg8-pm5
title: Tektite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dqv-rj5-5wt
title: Vertebrata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.gpxpr7
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((79.85569 1.20598,128.94669 1.20598,128.94669 20.85544,79.85569 20.85544,79.85569 1.20598))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Macaca arctoides"
 ]
}

 The dataset includes 412 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004428-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6w4w2b
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((149.096757831574 -35.2445430123622,149.096653230472 -35.2445846333611,149.09587541671 -35.2446372161801,149.09564207335 -35.2447642662092,149.095475791587 -35.245570363806,149.095674275237 -35.2457850284194,149.096438701203 -35.2461464452228,149.096714967343 -35.2462340591726,149.097184322605 -35.2455440477896,149.09739619981 -35.2452308054642,149.097744860559 -35.2448277495235,149.09728084645 -35.2446350005786,149.097076999985 -35.244461957932,149.096757831574 -35.2445430123622)))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004429-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.