cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mggt5r
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polyplectropus rondoniensis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031586-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18710605
title: STEAM TEXNOLOGIYASI VA INNOVATSION FAOLIYATNING INTEGRATSIYASI

description: This article highlights the integrative significance of implementing the STEAM approach in the preschool education system within an innovative society. The STEAM education model, by integrating science, technology, engineering, the arts, and mathematics, fosters creative and critical thinking in children. This approach harmonizes theory and practice, developing children's problem-solving, collaborative work, and practical skills. As a result, STEAM technology is an important means of improving the effectiveness of preschool education and cultivating future competencies.
DOI: 10.5281/zenodo.18710604
title: STEAM TEXNOLOGIYASI VA INNOVATSION FAOLIYATNING INTEGRATSIYASI

description: This article highlights the integrative significance of implementing the STEAM approach in the preschool education system within an innovative society. The STEAM education model, by integrating science, technology, engineering, the arts, and mathematics, fosters creative and critical thinking in children. This approach harmonizes theory and practice, developing children's problem-solving, collaborative work, and practical skills. As a result, STEAM technology is an important means of improving the effectiveness of preschool education and cultivating future competencies.
DOI: 10.17632/494c7cdtky
title: Matlab code to accompany "Least squares as random walks: The general case of arbitrary spacing"

description: The Matlab scripts used to generate Figures 1, 2, and 4 of "Least squares as random walks: The general case of arbitrary spacing", Physics Open 2026, https://doi.org/10.1016/j.physo.2026.100378.
DOI: 10.17632/494c7cdtky.1
title: Matlab code to accompany "Least squares as random walks: The general case of arbitrary spacing"

description: The Matlab scripts used to generate Figures 1, 2, and 4 of "Least squares as random walks: The general case of arbitrary spacing", Physics Open 2026, https://doi.org/10.1016/j.physo.2026.100378.
DOI: 10.11583/dtu.31369621
title: Dataset for article: Friendship modulates physical effort and neural dynamics during group coordination in shared social networks

description: This is the data for the publication:Friendship modulates physical effort and neural dynamics during group coordination in shared social networks.By Qianliang Li, Aliaksandr Dabranau, Kyveli Kompatsiari, and Ivana Konvalinka.Currently under review, but preprint available at DOI: https://doi.org/10.64898/2025.12.30.695445This repository contains all the source data for the Force Game experiment. In total 31 triads were recruited, but one participant was not compliant with the task and was excluded, hence there is only data for the remaining 92 participants which the analysis is based upon.<b>EEG data</b>The individual .fif files correspond to the preprocessed EEG files for each participant, with the number matching a specific triad and the letter indicating a specific participant from that triad, i.e. A = P1, B = P2 and C = P3. The EEG data consist of up to 300 trials (epoched from -0.5s to 5.5s relative to trial onset), across 10 different conditions.The 10 conditions correspond to whether it is solo, dyadic or triadic and whether it was with or without continuous visual feedback based on the following definitions:T1P = Solo (Task with 1 Person)T12P = Dyadic (Task with P1 and P2)T13P = Dyadic (Task with P1 and P3)T23P = Dyadic (Task with P2 and P3)T3P = Triadic (Task with 3 people)Additionally if there is a suffix "n", e.g. T1Pn, then it means "no continuous feedback" during the trial, but the feedback is then shown at t = 4.00 when the trial ends.<b>Behavioural data</b>Force_df.pkl is a dataframe with the raw force outputs from the force devices for all triads, trials and timepoints. It also contains the rate of force development (RFD).Beh.feat_df.pkl is a dataframe with the computed behavioural features, e.g. whether a trial was successful, relative force upon hitting the target, latency to success, stability around the target and coefficient of variability of the force.<b>Friendship data</b>Friendship_df.pkl is a dataframe with the friendship questionnaire answers regarding number of friends, friendship status in the triad and age and gender.
DOI: 10.11583/dtu.31369621.v1
title: Dataset for article: Friendship modulates physical effort and neural dynamics during group coordination in shared social networks

description: This is the data for the publication:Friendship modulates physical effort and neural dynamics during group coordination in shared social networks.By Qianliang Li, Aliaksandr Dabranau, Kyveli Kompatsiari, and Ivana Konvalinka.Currently under review, but preprint available at DOI: https://doi.org/10.64898/2025.12.30.695445This repository contains all the source data for the Force Game experiment. In total 31 triads were recruited, but one participant was not compliant with the task and was excluded, hence there is only data for the remaining 92 participants which the analysis is based upon.<b>EEG data</b>The individual .fif files correspond to the preprocessed EEG files for each participant, with the number matching a specific triad and the letter indicating a specific participant from that triad, i.e. A = P1, B = P2 and C = P3. The EEG data consist of up to 300 trials (epoched from -0.5s to 5.5s relative to trial onset), across 10 different conditions.The 10 conditions correspond to whether it is solo, dyadic or triadic and whether it was with or without continuous visual feedback based on the following definitions:T1P = Solo (Task with 1 Person)T12P = Dyadic (Task with P1 and P2)T13P = Dyadic (Task with P1 and P3)T23P = Dyadic (Task with P2 and P3)T3P = Triadic (Task with 3 people)Additionally if there is a suffix "n", e.g. T1Pn, then it means "no continuous feedback" during the trial, but the feedback is then shown at t = 4.00 when the trial ends.<b>Behavioural data</b>Force_df.pkl is a dataframe with the raw force outputs from the force devices for all triads, trials and timepoints. It also contains the rate of force development (RFD).Beh.feat_df.pkl is a dataframe with the computed behavioural features, e.g. whether a trial was successful, relative force upon hitting the target, latency to success, stability around the target and coefficient of variability of the force.<b>Friendship data</b>Friendship_df.pkl is a dataframe with the friendship questionnaire answers regarding number of friends, friendship status in the triad and age and gender.
DOI: 10.17632/449ds7tgdh
title: Mapping Research on Digital Transformation and Sustainability in Stock Markets

description: This dataset includes bibliographic metadata retrieved from Web of Science Core Collection and Scopus on digital transformation, sustainability, and stock market performance. It provides publication-level records with standard fields (e.g., title, authors, year, source, abstract, keywords, references, and DOI where available) and a cleaned merged file after duplicate removal.
DOI: 10.17632/449ds7tgdh.1
title: Mapping Research on Digital Transformation and Sustainability in Stock Markets

description: This dataset includes bibliographic metadata retrieved from Web of Science Core Collection and Scopus on digital transformation, sustainability, and stock market performance. It provides publication-level records with standard fields (e.g., title, authors, year, source, abstract, keywords, references, and DOI where available) and a cleaned merged file after duplicate removal.
DOI: 10.17632/j2pjmwhynv
title: Appendixes-Rules book

description: This rule book contains all the materials used during the REMOVED SOIL game to explain the different stages rules and context to the participants, together with the record sheets used to measured their achievements.
DOI: 10.17632/j2pjmwhynv.1
title: Appendixes-Rules book

description: This rule book contains all the materials used during the REMOVED SOIL game to explain the different stages rules and context to the participants, together with the record sheets used to measured their achievements.
DOI: 10.17632/ckpxd8xx22
title: Dynamic regulation of neuronal vault trafficking and RNA cargo by the noncoding RNA, Vaultrc5

description: Vaults are large ribonucleoprotein complexes of unknown function. Here, we report that the vault-associated noncoding RNA, Vaultrc5, is highly enriched at the synapse and is required for activity-dependent vault trafficking in primary cortical neurons. We have discovered that vaults are comprised of unique populations of coding and non-coding RNA, and that this cargo varies dynamically between subcellular compartments. In addition, Vaultrc5 knockdown at the synapse shifts the RNA cargo toward transcripts associated with immune surveillance, and Vaultrc5 knockdown, in vivo, leads to impaired fear learning. These findings suggest that the Vaultrc5 is critically involved in coordinating the experience-dependent trafficking of vaults and related RNA cargo, which represents a novel feature of neuronal plasticity underlying learning and memory.
DOI: 10.15468/dl.fjsxxz
title: Occurrence Download

description: A dataset containing 1512438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is FRA.7.1_1",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "Year 2005-2026"
 ]
}

 The dataset includes 1512438 records from 493 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031574-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ckpxd8xx22.3
title: Dynamic regulation of neuronal vault trafficking and RNA cargo by the noncoding RNA, Vaultrc5

description: Vaults are large ribonucleoprotein complexes of unknown function. Here, we report that the vault-associated noncoding RNA, Vaultrc5, is highly enriched at the synapse and is required for activity-dependent vault trafficking in primary cortical neurons. We have discovered that vaults are comprised of unique populations of coding and non-coding RNA, and that this cargo varies dynamically between subcellular compartments. In addition, Vaultrc5 knockdown at the synapse shifts the RNA cargo toward transcripts associated with immune surveillance, and Vaultrc5 knockdown, in vivo, leads to impaired fear learning. These findings suggest that the Vaultrc5 is critically involved in coordinating the experience-dependent trafficking of vaults and related RNA cargo, which represents a novel feature of neuronal plasticity underlying learning and memory.
DOI: 10.17632/kth2ts75pr
title: Mechanical behaviour of aperiodic monotile minimal surface metamaterials

description: Representative model files to accompany the project.
DOI: 10.15468/dl.3e82te
title: Occurrence Download

description: A dataset containing 407 records in GBIF matching the query:

SELECT
 GBIF_ISEA3HCode(
 7, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 CASE 
 WHEN classKey IN ('359') THEN 'Mammals'
 WHEN classKey IN ('212') THEN 'Birds'
 WHEN familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879') THEN 'Bony Fish'
 WHEN classKey IN ('131') THEN 'Amphibians'
 WHEN classKey IN ('216') THEN 'Insects'
 WHEN classKey IN ('11418114', '11569602', '11592253', '11493978') THEN 'Reptiles'
 WHEN phylumKey IN ('52') THEN 'Molluscs'
 WHEN classKey IN ('367') THEN 'Arachnids'
 WHEN classKey IN ('220', '196') THEN 'Flowering Plants'
 WHEN classKey IN ('194', '244', '228', '282') THEN 'Gymnosperms'
 WHEN orderKey IN ('392') THEN 'Ferns'
 WHEN phylumKey IN ('35') THEN 'Mosses'
 WHEN phylumKey IN ('95') THEN 'Sac Fungi'
 WHEN phylumKey IN ('34') THEN 'Basidiomycota'
 ELSE 'Other'
 END AS taxonomic_group,
 COUNT(DISTINCT speciesKey) AS species_count
FROM occurrence
WHERE countryCode = 'MY'
 AND hasCoordinate = TRUE
 AND hasGeospatialIssues = FALSE
 AND coordinateUncertaintyInMeters &lt;= 2000
 AND occurrenceStatus = 'PRESENT'
 AND speciesKey IS NOT NULL
 AND basisOfRecord != 'FOSSIL_SPECIMEN'
 AND taxonRank = 'SPECIES'
 AND (
 classKey IN ('359', '212', '131', '216', '11418114', '11569602', '11592253', '11493978', '367', '220', '196', '194', '244', '228', '282')
 OR familyKey IN ('1103', '1104', '494', '495', '1105', '496', '497', '1106', '498', '499', '1107', '537', '538', '1153', '547', '1162', '548', '549', '550', '1163', '1164', '1165', '1166', '1167', '1305', '1067', '1306', '1307', '1308', '1068', '1069', '587', '1310', '588', '589', '1311', '1312', '1313', '590', '708', '890', '774', '889', '773', '772', '888', '765', '879')
 OR phylumKey IN ('52', '35', '95', '34')
 OR orderKey IN ('392')
 )
GROUP BY geogrid_id, taxonomic_group;


 The dataset's 407 records were derived from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031579-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kth2ts75pr.1
title: Mechanical behaviour of aperiodic monotile minimal surface metamaterials

description: Representative model files to accompany the project.
DOI: 10.15468/dl.sss66y
title: Occurrence Download

description: A dataset containing 44373 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zeuzera pyrina"
 ]
}

 The dataset includes 44373 records from 455 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031587-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3z4rn8frsz
title: Multi Topic Short-Text Authorship Attribution Data in Bahasa Indonesia

description: The dataset consists of textual data curated for authorship attribution research in the Indonesian language in short-text representative representing different writing contexts and stylistic characteristics. Short-text data were collected from Twitter and reflect informal, concise, and spontaneous writing styles.
DOI: 10.17632/3z4rn8frsz.1
title: Multi Topic Short-Text Authorship Attribution Data in Bahasa Indonesia

description: The dataset consists of textual data curated for authorship attribution research in the Indonesian language in short-text representative representing different writing contexts and stylistic characteristics. Short-text data were collected from Twitter and reflect informal, concise, and spontaneous writing styles.
DOI: 10.17632/8nhdr599zn
title: Compilation of a database of molecular descriptors for a serie of contaminants: Support for the development of specific predictive models (SE-54/OV-17) for food trace analysis
DOI: 10.25549/uschist-c104-229957
title: Southern California alumni review, vol. 26, no. 4 (1944 Dec.)

description: Southern California alumni review, vol. 26, no. 4 (1944 December). Published ten times a year, monthly from September to June inclusive.
DOI: 10.17632/8nhdr599zn.1
title: Compilation of a database of molecular descriptors for a serie of contaminants: Support for the development of specific predictive models (SE-54/OV-17) for food trace analysis
DOI: 10.25549/uschist-c104-229964
title: Southern California alumni review, vol. 26, no. 4 (1944 Dec.)

description: Southern California alumni review, vol. 26, no. 4 (1944 December). Published ten times a year, monthly from September to June inclusive.
DOI: 10.25549/uschist-c104-229972
title: Southern California alumni review, vol. 26, no. 4 (1944 Dec.)

description: Southern California alumni review, vol. 26, no. 4 (1944 December). Published ten times a year, monthly from September to June inclusive.
DOI: 10.17632/j2gdkyvktx
title: Data Beasiswa

description: Data ini merupakan data penerima beasiswa.
DOI: 10.25549/uschist-c104-229975
title: Southern California alumni review, vol. 26, no. 5 (1945 Jan.)

description: Southern California alumni review, vol. 26, no. 5 (1945 January). Published ten times a year, monthly from September to June inclusive.
DOI: 10.17632/j2gdkyvktx.1
title: Data Beasiswa

description: Data ini merupakan data penerima beasiswa.
DOI: 10.17632/j9jhg6hpnw
title: State-Owned Equity Participation and Tax Compliance of Private Enterprises: Empirical Evidence from China

description: This dataset and Stata code replication package support the findings of the manuscript examining the impact of state-owned equity participation on corporate tax compliance.
DOI: 10.25549/uschist-c104-229977
title: Southern California alumni review, vol. 26, no. 5 (1945 Jan.)

description: Southern California alumni review, vol. 26, no. 5 (1945 January). Published ten times a year, monthly from September to June inclusive.
DOI: 10.17632/j9jhg6hpnw.1
title: State-Owned Equity Participation and Tax Compliance of Private Enterprises: Empirical Evidence from China

description: This dataset and Stata code replication package support the findings of the manuscript examining the impact of state-owned equity participation on corporate tax compliance.
DOI: 10.15468/dl.cj3z3h
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Portulaca nitida (Danin & H.G.Baker) Ricceri & Arrigoni"
 ]
}

 The dataset includes 339 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093427-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrqvgh
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/0042828-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.odekp6
title: Occurrence Download

description: A dataset containing 32 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 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047428-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdmb4c
title: Occurrence Download

description: A dataset containing 20220581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 20220581 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074326-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jftnxz
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Portulaca nivea Poelln."
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093428-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywlmgc
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/0051998-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xellsi
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/0025259-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whha66
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium scrobiculatum Vved."
 ]
}

 The dataset includes 10 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013243-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2c9zq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristida pedroensis Henrard"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049111-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjeg4f
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinguicula parvifolia Rob."
 ]
}

 The dataset includes 58 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080959-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymsuej
title: Occurrence Download

description: A dataset containing 3730 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium senescens L."
 ]
}

 The dataset includes 3730 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013247-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpsp34
title: Occurrence Download

description: A dataset containing 1913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Ascidiella scabra (Müller, 1776)"
 ]
}

 The dataset includes 1913 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027328-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.25135.19361
title: MultiLabel AUPRC & ROC Curves