cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.px54z8
title: Occurrence Download

description: A dataset containing 16968 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis familiaris Linnaeus, 1758"
 ]
}

 The dataset includes 16968 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015662-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44nkdp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia manuselaensis Ardhaka & Ardi"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026892-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87dqfs
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum schellianum Knjaz."
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018132-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78swkf
title: Occurrence Download

description: A dataset containing 25677 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryas octopetala L."
 ]
}

 The dataset includes 25677 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015662-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndlqh4
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mabuya caissara Reboucas-Spieker, 1974"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015662-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nesxwm
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gorteria corymbosa DC."
 ]
}

 The dataset includes 125 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018135-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gys88x
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia lempuyangensis Girm."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026879-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktwp85
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Ateles belzebuth, Ateles marginatus)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029328-231120084113126/datasets/export for details.
DOI: 10.15468/dl.4depjm
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gosela eckloniana Choisy"
 ]
}

 The dataset includes 58 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018176-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpxcql
title: Occurrence Download

description: A dataset containing 126127 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant specimens deposited in Osaka Museum of Natural History, Japan"
 ]
}

 The dataset includes 126127 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059752-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryrxr5
title: Occurrence Download

description: A dataset containing 292595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TypeStatus is not null",
 "PublishingCountry is France"
 ]
}

 The dataset includes 292595 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029248-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9gbyg
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum sunhangii Juram. & Tojibaev"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018197-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztnowy
title: Occurrence Download

description: A dataset containing 187800 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vascular Plant Specimen database of Kanagawa Prefectural Museum of Natural History"
 ]
}

 The dataset includes 187800 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059754-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qz8679
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((20.60339779933663 38.12055293554853,20.604367287686838 38.12055293554853,20.604367287686838 38.12152242389874,20.60339779933663 38.12152242389874,20.60339779933663 38.12055293554853))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025691-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4d77b
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum setosum Vved."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018153-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhrdml
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prostephanus truncatus (Horn, 1878)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059758-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwgjcd
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Armeria colorata Pau"
 ]
}

 The dataset includes 95 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026858-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gduea
title: Occurrence Download

description: A dataset containing 4467 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helictotrichon parlatorei (J.Woods) Pilg."
 ]
}

 The dataset includes 4467 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018200-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bf6mu6
title: Occurrence Download

description: A dataset containing 4361794 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "StateProvince is one of (antioquia)"
 ]
}

 The dataset includes 4361794 records from 804 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028407-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17101927
title: DefMoN-Syn v1 (formerly DMN-Syn v1) with Supplementary Materials v1.1: A Theory-Grounded Multilingual Synthetic Corpus for Defense Mechanism Inference

description: This record contains the DefMoN-Syn v1.0 dataset (formerly DMN-Syn v1.0) and the Supplementary Materials v1.1 package, designed for AI and NLP research on psychological defense mechanisms and affective motivations.

 

The dataset operationalizes Vaillant’s hierarchy of ego defenses and Plutchik’s psychoevolutionary theory of emotion into a structured 10 × 8 conceptual grid, generating synthetic utterances across English, Korean, French, and Georgian.

 

🔑 Key Features





Theory-Grounded Framework: Each utterance is generated under explicit psychological theory constraints.




AI/ML Ready: Includes manifests for template/scenario cross-validation, cue-ablation sets, and leakage audits.




Multilingual Coverage: Quadri-lingual data enables robust cross-lingual transfer experiments.




Reproducibility: Seeds, manifests, schema, and code utilities included for byte-level replication.




Ethical Safeguards: Explicit guidelines restrict clinical/diagnostic misuse and encourage cultural localization.



 

📂 Contents





Core package (DMN-Syn_v1_package.zip)





DMN-Syn_v1.csv (300 synthetic utterances)




schema.json, distribution_report.json




dataset README and license



 




Supplementary package (DefMoN_SUPPLEMENTARY_v1.1.zip)





Template/scenario CV manifests




Cue-ablation sets




Leakage audit logs




Extended reproducibility scripts





 

🚨 Limitations





Dataset is fully synthetic; not based on real individuals.




Contains two Korean rows with blank/punctuation-only text (to be patched in v1.0.1).




Requires external validation for deployment in real-world NLP/AI tasks.



 

📖 Citation

If you use this dataset, please cite:

Kim, R. S. (2025). DefMoN-Syn v1 (formerly DMN-Syn v1) with Supplementary Materials v1.1: A Theory-Grounded Multilingual Synthetic Corpus for Defense Mechanism Inference. Zenodo. https://doi.org/10.5281/zenodo.17101927
DOI: 10.5281/zenodo.17101926
title: DefMoN-Syn v1 (formerly DMN-Syn v1) with Supplementary Materials v1.1: A Theory-Grounded Multilingual Synthetic Corpus for Defense Mechanism Inference

description: This record contains the DefMoN-Syn v1.0 dataset (formerly DMN-Syn v1.0) and the Supplementary Materials v1.1 package, designed for AI and NLP research on psychological defense mechanisms and affective motivations.

 

The dataset operationalizes Vaillant’s hierarchy of ego defenses and Plutchik’s psychoevolutionary theory of emotion into a structured 10 × 8 conceptual grid, generating synthetic utterances across English, Korean, French, and Georgian.

 

🔑 Key Features





Theory-Grounded Framework: Each utterance is generated under explicit psychological theory constraints.




AI/ML Ready: Includes manifests for template/scenario cross-validation, cue-ablation sets, and leakage audits.




Multilingual Coverage: Quadri-lingual data enables robust cross-lingual transfer experiments.




Reproducibility: Seeds, manifests, schema, and code utilities included for byte-level replication.




Ethical Safeguards: Explicit guidelines restrict clinical/diagnostic misuse and encourage cultural localization.



 

📂 Contents





Core package (DMN-Syn_v1_package.zip)





DMN-Syn_v1.csv (300 synthetic utterances)




schema.json, distribution_report.json




dataset README and license



 




Supplementary package (DefMoN_SUPPLEMENTARY_v1.1.zip)





Template/scenario CV manifests




Cue-ablation sets




Leakage audit logs




Extended reproducibility scripts





 

🚨 Limitations





Dataset is fully synthetic; not based on real individuals.




Contains two Korean rows with blank/punctuation-only text (to be patched in v1.0.1).




Requires external validation for deployment in real-world NLP/AI tasks.



 

📖 Citation

If you use this dataset, please cite:

Kim, R. S. (2025). DefMoN-Syn v1 (formerly DMN-Syn v1) with Supplementary Materials v1.1: A Theory-Grounded Multilingual Synthetic Corpus for Defense Mechanism Inference. Zenodo. https://doi.org/10.5281/zenodo.17101927
DOI: 10.15468/dl.r5tx5n
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Homalopteroides nebulosus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060140-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7288zj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis craccivora",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060141-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apwye8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis craccivora",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060142-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t33n7j
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saxidomus purpurata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 64 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060143-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrbeya
title: Occurrence Download

description: A dataset containing 27889 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ranunculus platanifolius"
 ]
}

 The dataset includes 27889 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060139-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13037476
title: final dataset
DOI: 10.15468/dl.5ta4pv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis forbesi",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060144-250827131500795/datasets/export for details.
DOI: 10.15468/dl.e42565
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis forbesi",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060145-250827131500795/datasets/export for details.
DOI: 10.15468/dl.wy634f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis forbesi",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060146-250827131500795/datasets/export for details.
DOI: 10.15468/dl.kbm3eb
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sunetta scripta",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 98 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060147-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmks6w
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phalloceros elachistos)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 85 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060148-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nx8xpd
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapes belcheri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060150-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnuvyz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis gossypii",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060152-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ysg6kj
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis gossypii",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060153-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym7467
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis gossypii",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060151-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ufvhz7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Channa pulchra)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060155-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chc7fw
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapes literatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 98 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060156-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpvchs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis spiraecola",
 "Country is Barbados",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060157-250827131500795/datasets/export for details.
DOI: 10.15468/dl.k3kcha
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis spiraecola",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060158-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdz88t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphis spiraecola",
 "Country is Côte d’Ivoire",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060159-250827131500795/datasets/export for details.