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

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyphostemma tsaratananense Desc., 1963"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009273-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-1143
title: Maiak = [Lighthouse], vol. 13, no. 6-7 (1935)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.pbpej9
title: Occurrence Download

description: A dataset containing 3346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudoleskeopsis artariae (Thér.) Thér., Pseudoleskea patens (Lindb.) Kindb., Pseudoleskeella nervosa (Brid.) Nyholm)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 3346 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0325497-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aptnke
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Senecio garlandii F.Muell. ex Belcher"
 ]
}

 The dataset includes 102 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042734-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-1192
title: Maiak = [Lighthouse], vol. 13, no. 10 (1935)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.t3phct
title: Occurrence Download

description: A dataset containing 64076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Acanthis cabaret (Müller & Pls, 1776)",
 "Year 1980-2022"
 ]
}

 The dataset includes 64076 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002409-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tk2ynk
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hyptis suaveolens (L.) Poit."
 ]
}

 The dataset includes 79 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018749-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-1260
title: Maiak = [Lighthouse], vol. 14, no. 3 (1936)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.fpapzp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((156.35277 -48.75579,192.64723 -48.75579,192.64723 -34.24421,156.35277 -34.24421,156.35277 -48.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brunneiapiospora K.D.Hyde, J.Fröhlich & J.E.Taylor, 1998"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0435514-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfjq6v
title: Occurrence Download

description: A dataset containing 37552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "TaxonKey is Bacteria",
 "Year 2003-2023"
 ]
}

 The dataset includes 37552 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016649-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-947
title: Maiak = [Lighthouse], vol. 12, no. 5 (1934)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.2kdvew
title: Occurrence Download

description: A dataset containing 23834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudorasbora parva (Temminck & Schlegel, 1846), Gyromitra sphaerospora (Peck) Sacc.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 23834 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0325517-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-1076
title: Maiak = [Lighthouse], vol. 13, no. 2 (1935)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.9s33ae
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mallotus philippensis (Lam.) Müll.Arg.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((73.39 28.72,81.05 28.72,81.05 35.13,73.39 35.13,73.39 28.72))"
 ]
}

 The dataset includes 46 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016636-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s38w56
title: Occurrence Download

description: A dataset containing 21317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ramphastos dicolorus Linnaeus, 1766"
 ]
}

 The dataset includes 21317 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005109-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8277xs
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Niger",
 "TaxonKey is Aerva javanica (Burm.fil.) Juss."
 ]
}

 The dataset includes 263 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016647-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-1144
title: Maiak = [Lighthouse], vol. 13, no. 6-7 (1935)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.j42hnm
title: Occurrence Download

description: A dataset containing 19462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ramphastos brevis Meyer de Schauensee, 1945"
 ]
}

 The dataset includes 19462 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005110-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9zasm
title: Occurrence Download

description: A dataset containing 775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procnias tricarunculatus (J.Verreaux & E.Verreaux, 1853)",
 "Country is Costa Rica",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 775 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002116-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epw556
title: Occurrence Download

description: A dataset containing 69158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.84685 45.02131,4.76666 45.02274,4.72179 44.98503,4.70556 44.91295,4.76093 44.85758,4.84542 44.84755,4.85497 44.85042,4.87406 44.87667,4.88218 44.91438,4.89316 44.94255,4.85831 44.98169,4.84685 45.02131))",
 "OccurrenceStatus is Present",
 "Year 2004-2024"
 ]
}

 The dataset includes 69158 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001553-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32250
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.gud349
title: Occurrence Download

description: A dataset containing 128677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ailanthus altissima (Mill.) Swingle"
 ]
}

 The dataset includes 128677 records from 943 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008882-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5znykc
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudocolopteryx dinelliana Lillo, 1905"
 ]
}

 The dataset includes 60 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002116-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38546
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.ye7z43
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is CHN.3_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Egretta garzetta (Linnaeus, 1766)",
 "Year 2014-2024"
 ]
}

 The dataset includes 172 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047525-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38645
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.psuk5k
title: Occurrence Download

description: A dataset containing 13344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagus sylvatica L.",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 13344 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002116-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qd97pb
title: Occurrence Download

description: A dataset containing 1365276 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 (santander)"
 ]
}

 The dataset includes 1365276 records from 619 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048915-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.seqn2a
title: Occurrence Download

description: A dataset containing 534202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bufo bufo (Linnaeus, 1758)"
 ]
}

 The dataset includes 534202 records from 2258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000311-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x96bwp
title: Occurrence Download

description: A dataset containing 350078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Castanea sativa Mill."
 ]
}

 The dataset includes 350078 records from 1997 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018574-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17193246
title: xLiMe-MELT: A Multi-layer Italian Twitter Dataset for Explainable Sentiment Analysis with Systemic Functional Linguistics

description: We present xLiMe-MELT (Multi-layer, Explainable, Linguistically-Theorized), a new dataset extending the Italian xLiMe Twitter Corpus (Rei et al 2016) with multi-layer sentiment annotations enriched by Systemic Functional Linguistics (SFL) theory (Halliday et al 2004) and the Appraisal Framework (Martin & White 2005) explainability. Building on the original manually annotated 8,601 tweets, we provide three additional parallel annotation layers: (i) transformer-based predictions (XLM-RoBERTa - Barbieri et al 2022), (ii) GPT-5 standard prompting, and (iii) SFL-GPT-5. The SFL-guided layer introduces fine-grained categories (e.g., cautionary, neutral with humour, slight sadness) that systematically unpack cases otherwise collapsed into “neutral.” Each of these annotations is further accompanied by a natural-language explanation, linking the label to explicit linguistic cues such as evaluative lexis, intensifiers, or irony. With over 34,000 annotations and explanations, xLiMe-MELT provides a rich resource for  studying the limitations of polarity-based schemes, the interpretive gains of linguistic theory, and the comparative behaviour of transformer versus LLM-based classification. Beyond sentiment classification, the dataset contributes to explainable and sustainable NLP as well as NLP for languages other than English. We release xLiMe-MELT to support future research in sentiment analysis, stance and emotion detection, explainable AI, and theory-driven annotation workflows in Italian and beyond.
description: We release:



The full dataset with the 4 annotation schemes: manual, XLM-T, GPT, SFL-GPT (xLiMe-MELT.csv);

A validation set including:



A stratified sample of ≈600 tweets (≈7% of the corpus) indipendently validated by two linguistic annotators divided as follows:



Strict validation set: keep only items where validators agree on both correctness fields (validation_agreement_strict.csv);

Adjudicated: if they agree, keep that; if not, default to False (validation_adjudicated.csv);



Instructions given to the annotators (Annotation_Validation_Guidelines.txt)



Dataset statistics (xLiMe-MELT_statistics.txt) including:



Inter-annotator agreement between the 4 annotation schemes;

Inter-annotator agreement of the validation set;

Agreement/disagreement rate.



The SFL prompt for SFL-informed GPT-5 sentiment analysis (prompt.txt)

A limited set of examples (examples.txt).


For general documentation about the original dataset xLiMe Twitter Corpus, we refer to Rei et al (2016).
DOI: 10.5281/zenodo.17193247
title: xLiMe-MELT: A Multi-layer Italian Twitter Dataset for Explainable Sentiment Analysis with Systemic Functional Linguistics

description: We present xLiMe-MELT (Multi-layer, Explainable, Linguistically-Theorized), a new dataset extending the Italian xLiMe Twitter Corpus (Rei et al 2016) with multi-layer sentiment annotations enriched by Systemic Functional Linguistics (SFL) theory (Halliday et al 2004) and the Appraisal Framework (Martin & White 2005) explainability. Building on the original manually annotated 8,601 tweets, we provide three additional parallel annotation layers: (i) transformer-based predictions (XLM-RoBERTa - Barbieri et al 2022), (ii) GPT-5 standard prompting, and (iii) SFL-GPT-5. The SFL-guided layer introduces fine-grained categories (e.g., cautionary, neutral with humour, slight sadness) that systematically unpack cases otherwise collapsed into “neutral.” Each of these annotations is further accompanied by a natural-language explanation, linking the label to explicit linguistic cues such as evaluative lexis, intensifiers, or irony. With over 34,000 annotations and explanations, xLiMe-MELT provides a rich resource for  studying the limitations of polarity-based schemes, the interpretive gains of linguistic theory, and the comparative behaviour of transformer versus LLM-based classification. Beyond sentiment classification, the dataset contributes to explainable and sustainable NLP as well as NLP for languages other than English. We release xLiMe-MELT to support future research in sentiment analysis, stance and emotion detection, explainable AI, and theory-driven annotation workflows in Italian and beyond.
description: We release:



The full dataset with the 4 annotation schemes: manual, XLM-T, GPT, SFL-GPT (xLiMe-MELT.csv);

A validation set including:



A stratified sample of ≈600 tweets (≈7% of the corpus) indipendently validated by two linguistic annotators divided as follows:



Strict validation set: keep only items where validators agree on both correctness fields (validation_agreement_strict.csv);

Adjudicated: if they agree, keep that; if not, default to False (validation_adjudicated.csv);



Instructions given to the annotators (Annotation_Validation_Guidelines.txt)



Dataset statistics (xLiMe-MELT_statistics.txt) including:



Inter-annotator agreement between the 4 annotation schemes;

Inter-annotator agreement of the validation set;

Agreement/disagreement rate.



The SFL prompt for SFL-informed GPT-5 sentiment analysis (prompt.txt)

A limited set of examples (examples.txt).


For general documentation about the original dataset xLiMe Twitter Corpus, we refer to Rei et al (2016).
DOI: 10.15468/dl.nyyk3f
title: Occurrence Download

description: A dataset containing 31329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arecales)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 31329 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011253-250402121839773/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/11325331
title: Elephant_transitions_data
DOI: 10.58032/agh/w3wjn9
title: Influence of Migration on Efficacy and Efficiency of Parallel Evolutionary Computing - research data

description: Data created while explore how different migration intervals, different amounts of migrating individuals and different ways of selecting migrants influence on results of island model of evolutionary algorithm running on HPC infrastructure.
Work was introduction for further research on delays in computing on HPC infrastructure using parallel evolutionary algorithms.