cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7483/opendata.delphi.ye3f.ma4i
title: DELPHI simulation data lo_susy_e136_r95_1l_c2
DOI: 10.7483/opendata.delphi.osb6.myuj
title: DELPHI simulation data lo_zepy_e130_r95_1l_b1
DOI: 10.7483/opendata.delphi.havv.klh3
title: DELPHI simulation data lo_ggee_e136_r95_1l_a1
DOI: 10.7483/opendata.delphi.u8fw.tep1
title: DELPHI simulation data lo_kora_r95_1l_c2
DOI: 10.7483/opendata.delphi.hynj.x7nb
title: DELPHI simulation data lo_wepy_e130_r95_1l_b1
DOI: 10.7483/opendata.delphi.ulbg.ymrx
title: DELPHI simulation data sh_qqpo_b95_1l_c2
DOI: 10.7483/opendata.delphi.zman.8j7z
title: DELPHI simulation data lo_zgpy_e130_r95_1l_c2
DOI: 10.7483/opendata.delphi.7741.waa0
title: DELPHI simulation data lo_ffpy_e140_r95_1l_a1
DOI: 10.7483/opendata.delphi.vni2.dwz9
title: DELPHI simulation data lo_zgpy_e130_r95_1l_d2
DOI: 10.15468/dl.eb43ps
title: Occurrence Download

description: A dataset containing 9197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corylus americana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9197 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007573-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfxjug
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((108.44931 -6.78396,108.88264 -6.78396,108.88264 -6.62072,108.44931 -6.62072,108.44931 -6.78396))",
 "HasCoordinate is true",
 "IucnRedListCategory is one of (VU, EN, CR, EW, NT)",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2000-2025"
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007574-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rd229
title: Occurrence Download

description: A dataset containing 449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vallea stipularis"
 ]
}

 The dataset includes 449 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007575-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8d3m3
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amorpha glabra",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007576-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmy5ah
title: Occurrence Download

description: A dataset containing 22348433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "OccurrenceStatus is Present",
 "Year 2018-2025"
 ]
}

 The dataset includes 22348433 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007558-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17480291
title: Data of Tokopedia

description: This dataset contains raw and processed questionnaire results from a quantitative study titled “The Influence of Chatbot Customer Service Quality on Customer Value Perception and Its Impact on Tokopedia Application Usage Among Generation Z in Indonesia.” The data were collected using a structured Likert-scale questionnaire distributed to Generation Z respondents who use the Tokopedia application. The dataset includes demographic information, variables related to chatbot information quality, system quality, perceived customer value, ease of use regarding Tokopedia application usage. The data can be used for statistical analysis, replication of research, or further study on digital customer experience and chatbot effectiveness in e-commerce contexts.
DOI: 10.5281/zenodo.17480292
title: Data of Tokopedia

description: This dataset contains raw and processed questionnaire results from a quantitative study titled “The Influence of Chatbot Customer Service Quality on Customer Value Perception and Its Impact on Tokopedia Application Usage Among Generation Z in Indonesia.” The data were collected using a structured Likert-scale questionnaire distributed to Generation Z respondents who use the Tokopedia application. The dataset includes demographic information, variables related to chatbot information quality, system quality, perceived customer value, ease of use regarding Tokopedia application usage. The data can be used for statistical analysis, replication of research, or further study on digital customer experience and chatbot effectiveness in e-commerce contexts.
DOI: 10.5281/zenodo.17480301
title: English proficiency assessment in AR/VR

description: The ImmersiveLangPro dataset comprises comprehensive learner interaction records collected from immersive English language training platforms that utilize Augmented and Virtual Reality (AR/VR) technologies. It is specifically structured to support the development and evaluation of privacy-preserving, explainable AI models for English proficiency classification across diverse demographic and regional learner populations.

This dataset captures multimodal learning behavior across 252,782 user sessions, spanning sensor data, interaction metrics, and language skill assessments. Learners originate from varied educational backgrounds and geographical regions, and use different AR/VR-capable devices. The dataset is particularly suited for federated learning scenarios, as it enables client-side training simulations by incorporating client-level distributions across key features.

🧩 Feature OverviewThe dataset is organized into the following major categories:



Learner & Device Metadatauser_id, age_group, gender, native_language, education_level, country_region


device_type, internet_stability_score



Session & Interaction Metricssession_duration, number_of_sessions, avg_interaction_depth, environment_type


gesture_count, response_latency, task_completion_rate, replay_count, user_feedback_score



AR/VR Sensor Featureseye_gaze_duration, head_movement_variance, attention_span_score


navigation_accuracy, voice_command_usage



Language Skill Assessment Featuresreading_accuracy, listening_comprehension_score, speaking_fluency_score


pronunciation_score, vocabulary_usage_score, writing_score

grammar_accuracy, translation_skill_score



Target Labels for Learning ModelsCEFR_level: Official CEFR levels (A1–C2) as categorical labels


proficiency_score: Continuous proficiency scores (0–100) for regression tasks

classified_proficiency: Simplified classification (Low, Intermediate, High)

Auxiliary task-specific outputs: task_prediction_speaking, task_prediction_listening, task_prediction_writing

This dataset is ideal for benchmarking federated, explainable, and multimodal AI models aimed at advancing personalized English language education in immersive digital ecosystems.
DOI: 10.5281/zenodo.17480302
title: English proficiency assessment in AR/VR

description: The ImmersiveLangPro dataset comprises comprehensive learner interaction records collected from immersive English language training platforms that utilize Augmented and Virtual Reality (AR/VR) technologies. It is specifically structured to support the development and evaluation of privacy-preserving, explainable AI models for English proficiency classification across diverse demographic and regional learner populations.

This dataset captures multimodal learning behavior across 252,782 user sessions, spanning sensor data, interaction metrics, and language skill assessments. Learners originate from varied educational backgrounds and geographical regions, and use different AR/VR-capable devices. The dataset is particularly suited for federated learning scenarios, as it enables client-side training simulations by incorporating client-level distributions across key features.

🧩 Feature OverviewThe dataset is organized into the following major categories:



Learner & Device Metadatauser_id, age_group, gender, native_language, education_level, country_region


device_type, internet_stability_score



Session & Interaction Metricssession_duration, number_of_sessions, avg_interaction_depth, environment_type


gesture_count, response_latency, task_completion_rate, replay_count, user_feedback_score



AR/VR Sensor Featureseye_gaze_duration, head_movement_variance, attention_span_score


navigation_accuracy, voice_command_usage



Language Skill Assessment Featuresreading_accuracy, listening_comprehension_score, speaking_fluency_score


pronunciation_score, vocabulary_usage_score, writing_score

grammar_accuracy, translation_skill_score



Target Labels for Learning ModelsCEFR_level: Official CEFR levels (A1–C2) as categorical labels


proficiency_score: Continuous proficiency scores (0–100) for regression tasks

classified_proficiency: Simplified classification (Low, Intermediate, High)

Auxiliary task-specific outputs: task_prediction_speaking, task_prediction_listening, task_prediction_writing

This dataset is ideal for benchmarking federated, explainable, and multimodal AI models aimed at advancing personalized English language education in immersive digital ecosystems.
DOI: 10.15468/dl.za27dn
title: Occurrence Download

description: A dataset containing 81233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Grus japonensis, Charadriiformes)",
 "Year 2024-2025"
 ]
}

 The dataset includes 81233 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007547-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30485148
title: Additional file 1 of GWAS and multi-omics study reveal OsJAR2 associated jasmonate biosynthesis contributes to Southern rice black-streaked dwarf virus resistance in rice

description: Supplementary Material 1: Table S1: Disease incidence of 195 rice accessions in field trial and artificial inoculation. Table S2: The statistics for RNA sequencing data. Table S3: Known genes involved in Jasmonic acid (JA) biosynthesis pathway in rice. Table S4: The seed genes for reconstructing the TOGCNs. Table S5: Metabolite concentrations in resistant (R91) and susceptible (S1) accessions at 5-, 11-, and 20-Days Post Inoculation (dpi) with SRBSDV. Table S6: Fold change of plant hormones between inoculated and mock plants of R91 and S1. Table S7: The statistics for differential gene expression analysis. Table S8: The statistics for resistant- and susceptible-specific TOGCNs. Table S9: Distribution and rapid response genes in JA biosynthesis pathway in rice. Table S10: Expression profiles of genes involved in JA biosynthesis and metabolic pathways. Table S11: Statistics of JA genes that are upregulated at three different stages under two comparisons: R91+ vs. R91 and S1+ vs. S1. Table S12: Gene expression profiles in JA signaling pathways Table S13: Distribution of edges, genes, TF, and JA enzymatic genes across different sub-networks of resistant (R91+)-specific and susceptible (S1+)-specific TOGCNs. Table S14: Statistics of TFs clustered into the early sub-network of the JA & resistant (R91+)-specific TOGCN. Table S15: Information of genes clustered into the early sub-network of the JA & resistant (R91+)-specific TOGCN. Table S16: Pearson correlation coefficient (r) for predicting the regulatory relationship between OsJAR2, ERF130 and MYB42/85 in resistant (R91+)-specific TOGCN. Table S17: Integrated characterization of candidate genes within qSRBSDV1-1 locus. Table S18: Association of OsJAR2 haplotypes and SRBSDV disease incidence. Table S19: Effect size of OsJAR2 haplotypes on disease incidences.
DOI: 10.6084/m9.figshare.30485148.v1
title: Additional file 1 of GWAS and multi-omics study reveal OsJAR2 associated jasmonate biosynthesis contributes to Southern rice black-streaked dwarf virus resistance in rice

description: Supplementary Material 1: Table S1: Disease incidence of 195 rice accessions in field trial and artificial inoculation. Table S2: The statistics for RNA sequencing data. Table S3: Known genes involved in Jasmonic acid (JA) biosynthesis pathway in rice. Table S4: The seed genes for reconstructing the TOGCNs. Table S5: Metabolite concentrations in resistant (R91) and susceptible (S1) accessions at 5-, 11-, and 20-Days Post Inoculation (dpi) with SRBSDV. Table S6: Fold change of plant hormones between inoculated and mock plants of R91 and S1. Table S7: The statistics for differential gene expression analysis. Table S8: The statistics for resistant- and susceptible-specific TOGCNs. Table S9: Distribution and rapid response genes in JA biosynthesis pathway in rice. Table S10: Expression profiles of genes involved in JA biosynthesis and metabolic pathways. Table S11: Statistics of JA genes that are upregulated at three different stages under two comparisons: R91+ vs. R91 and S1+ vs. S1. Table S12: Gene expression profiles in JA signaling pathways Table S13: Distribution of edges, genes, TF, and JA enzymatic genes across different sub-networks of resistant (R91+)-specific and susceptible (S1+)-specific TOGCNs. Table S14: Statistics of TFs clustered into the early sub-network of the JA & resistant (R91+)-specific TOGCN. Table S15: Information of genes clustered into the early sub-network of the JA & resistant (R91+)-specific TOGCN. Table S16: Pearson correlation coefficient (r) for predicting the regulatory relationship between OsJAR2, ERF130 and MYB42/85 in resistant (R91+)-specific TOGCN. Table S17: Integrated characterization of candidate genes within qSRBSDV1-1 locus. Table S18: Association of OsJAR2 haplotypes and SRBSDV disease incidence. Table S19: Effect size of OsJAR2 haplotypes on disease incidences.
DOI: 10.5281/zenodo.17480014
title: Animal Intrusion Detection Dataset
DOI: 10.5281/zenodo.17480015
title: Animal Intrusion Detection Dataset
DOI: 10.6084/m9.figshare.30485177
title: Additional file 2 of Transcriptome analysis revealed the potential molecular mechanism of style bending movement in passion fruit (Passiflora Edulis Sims)

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.30485177.v1
title: Additional file 2 of Transcriptome analysis revealed the potential molecular mechanism of style bending movement in passion fruit (Passiflora Edulis Sims)

description: Supplementary Material 2
DOI: 10.15468/dl.bab2nm
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aneflomorpha rectilinea"
 ]
}

 The dataset includes 51 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007578-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30485183
title: Additional file 1 of The microRNAs landscape of luminal B breast cancer cells in a three-dimensional microenvironment

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.30485183.v1
title: Additional file 1 of The microRNAs landscape of luminal B breast cancer cells in a three-dimensional microenvironment

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.30485172
title: Additional file 2 of Therapeutic plasma exchange in amatoxin associated acute liver failure–results from the multi-center Amanita-PEX study

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.30485172.v1
title: Additional file 2 of Therapeutic plasma exchange in amatoxin associated acute liver failure–results from the multi-center Amanita-PEX study

description: Supplementary Material 2
DOI: 10.15468/dl.3mmf2t
title: Occurrence Download

description: A dataset containing 291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tilia oliveri",
 "HasCoordinate is true"
 ]
}

 The dataset includes 291 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007577-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30268960
title: Additional file 7 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 7: Table S1- RNA-Seq Read Mapping Summary. Summary of RNA-Seq data for control and treated samples of PA16 and PA992, each in triplicate. The table presents the total number of reads generated and the percentage of uniquely mapped reads aligned to the pigeonpea genome, providing an overview of sequencing quality and mapping efficiency
DOI: 10.6084/m9.figshare.30268960.v1
title: Additional file 7 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 7: Table S1- RNA-Seq Read Mapping Summary. Summary of RNA-Seq data for control and treated samples of PA16 and PA992, each in triplicate. The table presents the total number of reads generated and the percentage of uniquely mapped reads aligned to the pigeonpea genome, providing an overview of sequencing quality and mapping efficiency
DOI: 10.6084/m9.figshare.30268963
title: Additional file 8 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 8: Table S2- Differentially expressed genes in response to drought stress. It contains a mother table, filtered DEGs with p-value ≤ 0.05 & log2fold changes less than -1 and greater than 1, lists of up and down-regulated genes under PA16 and PA992 (PEG vs. ctrl), and PEG and ctrl (PA16 vs. PA992).
DOI: 10.6084/m9.figshare.30268963.v1
title: Additional file 8 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 8: Table S2- Differentially expressed genes in response to drought stress. It contains a mother table, filtered DEGs with p-value ≤ 0.05 & log2fold changes less than -1 and greater than 1, lists of up and down-regulated genes under PA16 and PA992 (PEG vs. ctrl), and PEG and ctrl (PA16 vs. PA992).
DOI: 10.6084/m9.figshare.30268966
title: Additional file 9 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 9: Table S3- Weighted gene correlation network analysis (WGCNA) Module-Based Grouping of Differentially Expressed Genes. List of differentially expressed genes (DEGs) grouped into co-expression modules identified by Weighted Gene Co-expression Network Analysis (WGCNA). Each module represents a set of genes with similar expression patterns, potentially involved in specific biological processes related to stress response in PA16 and PA992
DOI: 10.6084/m9.figshare.30268966.v1
title: Additional file 9 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 9: Table S3- Weighted gene correlation network analysis (WGCNA) Module-Based Grouping of Differentially Expressed Genes. List of differentially expressed genes (DEGs) grouped into co-expression modules identified by Weighted Gene Co-expression Network Analysis (WGCNA). Each module represents a set of genes with similar expression patterns, potentially involved in specific biological processes related to stress response in PA16 and PA992
DOI: 10.6084/m9.figshare.30268969
title: Additional file 10 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 10: Table S4- This table includes DEGs related to hormones, transcription factors, secondary metabolites, LEA proteins, heat shock proteins (HSPs), and drought-responsive genes and its related DEGs linked to WGCNA modules and genes involved in iron homeostasis, compared to their respective controls
DOI: 10.6084/m9.figshare.30268969.v1
title: Additional file 10 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 10: Table S4- This table includes DEGs related to hormones, transcription factors, secondary metabolites, LEA proteins, heat shock proteins (HSPs), and drought-responsive genes and its related DEGs linked to WGCNA modules and genes involved in iron homeostasis, compared to their respective controls
DOI: 10.6084/m9.figshare.30268972
title: Additional file 11 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 11: Table S5- Gene ontology (GO) terms related to biological processes and molecular functions in all samples. The listed GO terms are associated with differentially expressed genes (DEGs) in PA16 and PA992 under PEG vs. control conditions, as well as in PEG-treated PA16 vs. PA992. The table includes GO terms linked to both upregulated and downregulated genes, providing insights into their functional roles in stress adaptation
DOI: 10.6084/m9.figshare.30268972.v1
title: Additional file 11 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 11: Table S5- Gene ontology (GO) terms related to biological processes and molecular functions in all samples. The listed GO terms are associated with differentially expressed genes (DEGs) in PA16 and PA992 under PEG vs. control conditions, as well as in PEG-treated PA16 vs. PA992. The table includes GO terms linked to both upregulated and downregulated genes, providing insights into their functional roles in stress adaptation
DOI: 10.6084/m9.figshare.30268975
title: Additional file 12 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 12: Table S6- List of Primers for qRT-PCR. The qRT-PCR was performed for function validation of some randomly selected genes in PEG-induced drought stress in PA16 and PA992
DOI: 10.6084/m9.figshare.30268975.v1
title: Additional file 12 of Transcriptional regulation reveals potent drought tolerance mechanisms in contrasting genotypes of Cajanus cajan (L.) Millspaugh

description: Additional file 12: Table S6- List of Primers for qRT-PCR. The qRT-PCR was performed for function validation of some randomly selected genes in PEG-induced drought stress in PA16 and PA992