cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/22mw357f2y
title: Neurodiversity in Educational Settings: Anonymized Trait-Level Dataset of Neurodivergent Cognitive and Behavioral Profiles (Ages 10–18)

description: This dataset contains anonymized trait-level data capturing neurodivergent cognitive, emotional, and behavioral characteristics of students within educational settings. The dataset was developed to support research, methodological demonstration, and educational inquiry into neurodiversity as a dimensional and non-pathological construct. Neurodiversity is understood here as natural variation in attention, sensory processing, emotional regulation, executive functioning, social communication, and learning styles rather than as a diagnostic classification.

The dataset comprises responses from 420 students aged 10 to 18 years, representing primary, secondary, and higher secondary educational levels. Participants are identified only through anonymous numerical identifiers. Demographic variables include age (in years), gender (coded numerically), and education level (coded to reflect the highest level of current schooling). No personally identifiable information, medical diagnoses, or institutional identifiers are included in the dataset.

Neurodivergent traits are operationalized across 12 theoretically grounded domains that are frequently discussed in contemporary neurodiversity and educational psychology literature. These domains include social communication, sensory processing, attention regulation, executive functioning, emotional regulation, cognitive flexibility, routine adherence, social anxiety, empathy expression, motor coordination, transition difficulty, and special interests. Each domain is scored using a 5-point Likert-type scale ranging from 1 (very low expression of the trait) to 5 (very high expression of the trait). Higher scores indicate stronger expression of the respective trait, without implying impairment or pathology.

In addition to individual domain scores, the dataset includes a composite variable (neurodiversity_total_score) calculated as the sum of all domain scores. This total score is intended for exploratory and comparative purposes only and should not be interpreted as a diagnostic threshold. The structure of the dataset allows researchers to examine trait distributions, inter-domain relationships, subgroup comparisons, and educational correlates of neurodivergent profiles.

The dataset is suitable for a wide range of applications, including exploratory statistical analysis, psychometric modeling, educational research, teaching demonstrations, and methodological validation studies. It may be used to illustrate how neurodivergent traits interact with educational environments, learning demands, and classroom structures. Researchers may also use the dataset to test dimensional models of neurodiversity, examine variability across age or educational level, or demonstrate inclusive data analysis practices.

All data are fully anonymized, contain no sensitive personal information, and are provided solely for scholarly and educational use.
DOI: 10.3535/0bf-gvb-3ht
title: Salix glauca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bf-kn5-ygg
title: Capsella bursa-pastoris (L.) Medik.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bf-l1e-8sa
title: Geranium pusillum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bf-lr0-gw1
title: Montia fontana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/22mw357f2y.1
title: Neurodiversity in Educational Settings: Anonymized Trait-Level Dataset of Neurodivergent Cognitive and Behavioral Profiles (Ages 10–18)

description: This dataset contains anonymized trait-level data capturing neurodivergent cognitive, emotional, and behavioral characteristics of students within educational settings. The dataset was developed to support research, methodological demonstration, and educational inquiry into neurodiversity as a dimensional and non-pathological construct. Neurodiversity is understood here as natural variation in attention, sensory processing, emotional regulation, executive functioning, social communication, and learning styles rather than as a diagnostic classification.

The dataset comprises responses from 420 students aged 10 to 18 years, representing primary, secondary, and higher secondary educational levels. Participants are identified only through anonymous numerical identifiers. Demographic variables include age (in years), gender (coded numerically), and education level (coded to reflect the highest level of current schooling). No personally identifiable information, medical diagnoses, or institutional identifiers are included in the dataset.

Neurodivergent traits are operationalized across 12 theoretically grounded domains that are frequently discussed in contemporary neurodiversity and educational psychology literature. These domains include social communication, sensory processing, attention regulation, executive functioning, emotional regulation, cognitive flexibility, routine adherence, social anxiety, empathy expression, motor coordination, transition difficulty, and special interests. Each domain is scored using a 5-point Likert-type scale ranging from 1 (very low expression of the trait) to 5 (very high expression of the trait). Higher scores indicate stronger expression of the respective trait, without implying impairment or pathology.

In addition to individual domain scores, the dataset includes a composite variable (neurodiversity_total_score) calculated as the sum of all domain scores. This total score is intended for exploratory and comparative purposes only and should not be interpreted as a diagnostic threshold. The structure of the dataset allows researchers to examine trait distributions, inter-domain relationships, subgroup comparisons, and educational correlates of neurodivergent profiles.

The dataset is suitable for a wide range of applications, including exploratory statistical analysis, psychometric modeling, educational research, teaching demonstrations, and methodological validation studies. It may be used to illustrate how neurodivergent traits interact with educational environments, learning demands, and classroom structures. Researchers may also use the dataset to test dimensional models of neurodiversity, examine variability across age or educational level, or demonstrate inclusive data analysis practices.

All data are fully anonymized, contain no sensitive personal information, and are provided solely for scholarly and educational use.
DOI: 10.3535/0bf-n2l-e5m
title: Arrhenatherum elatius (L.) P.Beauv. ex J.Presl & C.Presl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bf-px1-haj
title: Eriophorum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bf-tse-4ea
title: Calamagrostis epigejos (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bf-tve-3nj
title: Carex chordorrhiza L.f.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bf-xpg-0ra
title: Plantago lanceolata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bg-942-v1w
title: Anthoxanthum australe (Schrad.) Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bg-f8t-spm
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bg-mv2-65y
title: Euphorbia helioscopia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bg-rw7-rm2
title: Hedlundia hybrida (L.) Sennikov & Kurtto

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bg-w8r-rk5
title: Luzula wahlenbergii Rupr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/xdjwt8vy7z
title: Floods and Urban Density - Replication Package

description: Replication data and code for Floods and Urban Density
DOI: 10.3535/0bh-6fz-ega
title: Ranunculus schmalhausenii Luferov

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bh-cfr-9qh
title: Trichophorum alpinum (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bh-jc0-gvh
title: Salix myrsinites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bh-ke8-h6b
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/xdjwt8vy7z.2
title: Floods and Urban Density - Replication Package

description: Replication data and code for Floods and Urban Density
DOI: 10.17632/xx63ysvx8w
title: Oral administration of Bacillus subtilis-expressed gallus trefoil factor 2 (gTFF2) and gallus epidermal growth factor (gEGF) enhances growth performance, intestinal health, and Salmonella pullorum resistance in chicks

description: Original data of fig 3,4,5 and Table 4,5,6
DOI: 10.3535/0bj-ekv-ke4
title: Neottia ovata (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bj-epm-3e4
title: Carex limosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0bj-g4e-0jj
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/xx63ysvx8w.2
title: Oral administration of Bacillus subtilis-expressed gallus trefoil factor 2 (gTFF2) and gallus epidermal growth factor (gEGF) enhances growth performance, intestinal health, and Salmonella pullorum resistance in chicks

description: Original data of fig 3,4,5 and Table 4,5,6
DOI: 10.17632/kzytwn7n6d.1
title: R Code for the Analysis of Late-night Eating, Nighttime Energy and Macronutrient Intake, and Depressive Symptoms among U.S. Adults (NHANES 2007–2018)

description: The R scripts included in this dataset perform the following tasks:

• Data cleaning and merging across multiple NHANES cycles
• Construction of nighttime energy and macronutrient variables
• Categorization of nighttime intake levels (e.g., none, moderate, high)
• Survey-weighted logistic regression models
• Subgroup and sensitivity analyses
• Data-driven clustering of nighttime macronutrient composition patterns
• Visualization of results, including forest plots and pattern comparisons
DOI: 10.17632/s7gwxmbvgn
title: Avaliação do Sistema de Informações sobre Nascidos Vivos na notificação de Anomalias Congênitas no Distrito Federal: 2006 a 2022

description: Trata-se de um estudo transversal descritivo, que analisou as notificações de anomalias congênitas no Sistema de Informações sobre Nascidos Vivos e os atributos qualidade dos dados (completude e consistência), simplicidade, flexibilidade, representatividade e oportunidade conforme, diretrizes do Centers for Disease Control and Prevention dos Estados Unidos.
DOI: 10.17632/s7gwxmbvgn.1
title: Avaliação do Sistema de Informações sobre Nascidos Vivos na notificação de Anomalias Congênitas no Distrito Federal: 2006 a 2022

description: Trata-se de um estudo transversal descritivo, que analisou as notificações de anomalias congênitas no Sistema de Informações sobre Nascidos Vivos e os atributos qualidade dos dados (completude e consistência), simplicidade, flexibilidade, representatividade e oportunidade conforme, diretrizes do Centers for Disease Control and Prevention dos Estados Unidos.
DOI: 10.15468/dl.6rz3z6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthes swazi Cholnoky, 1960",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038239-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2aa3t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Evotella carnosa (Lindl.) J.C.Manning & Goldblatt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038238-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ehwr33
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Cologania procumbens Kunth"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038240-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n8wbd
title: Occurrence Download

description: A dataset containing 17616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NABU|naturgucker",
 "Country is Croatia"
 ]
}

 The dataset includes 17616 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038241-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/unq2-atjf
title: Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/96fa-qkz5
title: Sulphate_corrected at Hyytiälä

description: Measurement of Sulphate_corrected at Hyytiälä
DOI: 10.48597/c6hp-3xje
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/r72m-4t5f
title: Measurement of Sulphate_corrected at Hyytiälä

description: Measurement of Sulphate_corrected at Hyytiälä
DOI: 10.48597/gjhq-tkmj
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/gyw5-h4eh
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/jsqn-8yfq
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/sdya-usra
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/4ccd-dju6
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/5wkk-gmhm
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/9ky7-j4aa
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/prju-hgdx
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/u9b3-uueh
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.48597/wtr7-qur8
title: Measurement of Inorganics in air and particle phase at Hyytiälä

description: Measurement of Inorganics in air and particle phase at Hyytiälä
DOI: 10.15468/dl.csffry
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Evotella carnosa (Lindl.) J.C.Manning & Goldblatt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038243-250525065834625/datasets/export for details.
DOI: 10.15468/dl.fw2d2h
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthes swazi Cholnoky, 1960",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038244-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2df2tr
title: CCDC 2217114: Experimental Crystal Structure Determination

description: Related Article: Conor T. Kelly, Vibe B. Jakobsen, Ross Jordan, Solveig Felton, Helge Müller-Bunz, Grace G. Morgan|2025|Chem.-Eur.J.|31|e202404044|doi:10.1002/chem.202404044
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2df2xv
title: CCDC 2217117: Experimental Crystal Structure Determination

description: Related Article: Conor T. Kelly, Vibe B. Jakobsen, Ross Jordan, Solveig Felton, Helge Müller-Bunz, Grace G. Morgan|2025|Chem.-Eur.J.|31|e202404044|doi:10.1002/chem.202404044
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.34740/kaggle/dsv/12142479
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.mjfdd7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Evotella carnosa (Lindl.) J.C.Manning & Goldblatt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038246-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15648323
title: Data for soft-core potential: power p, 1s energy, eta, alpha, gamma

description: Data for soft-core potential: power p, 1s energy, eta, alpha, gamma
DOI: 10.5281/zenodo.15648324
title: Data for soft-core potential: power p, 1s energy, eta, alpha, gamma

description: Data for soft-core potential: power p, 1s energy, eta, alpha, gamma
DOI: 10.15468/dl.w6bjec
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthidium F.T.Kützing, 1844",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 42 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038247-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7bwuq
title: Occurrence Download

description: A dataset containing 144763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achillea ptarmica L.",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2010"
 ]
}

 The dataset includes 144763 records from 551 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038232-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5ztby
title: Occurrence Download

description: A dataset containing 4947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rastrelliger kanagurta (Cuvier, 1816)"
 ]
}

 The dataset includes 4947 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038248-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.