cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ga5pp7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Component analysis of TV-guided grab sampler GeoB10071-4"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008141-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dtrt8
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adiantum phanerophlebium (Baker) C.Chr."
 ]
}

 The dataset includes 136 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016575-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcj67s
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris lineata Foster ex Regel"
 ]
}

 The dataset includes 14 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034653-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8i2n7c
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phalaenopsis bellina (Rchb.f.) Christenson"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008141-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6dm3g
title: Occurrence Download

description: A dataset containing 29387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichiurus lepturus Linnaeus, 1758",
 "Year 1950-2000"
 ]
}

 The dataset includes 29387 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016565-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fge29s
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Macao, Chinese Taipei, Hong Kong)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ginkgo biloba L."
 ]
}

 The dataset includes 668 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034656-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qztkyb
title: Occurrence Download

description: A dataset containing 2010 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Combretum nigricans Lepr. ex Guill. & Perr."
 ]
}

 The dataset includes 2010 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008141-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vz9d3e
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adiantum pulcherrimum Copel."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016595-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkd7ma
title: Occurrence Download

description: A dataset containing 1409 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe crenata (Andrews) Haw."
 ]
}

 The dataset includes 1409 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034657-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.assqgg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Papaver setigerum",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014344-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wzybw
title: Occurrence Download

description: A dataset containing 24425 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solenopsis invicta"
 ]
}

 The dataset includes 24425 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014346-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dvuft
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fimbristylis diphylloides"
 ]
}

 The dataset includes 515 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014348-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b46wx9
title: Occurrence Download

description: A dataset containing 130500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Xanthoparmelia"
 ]
}

 The dataset includes 130500 records from 513 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014256-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3kj3t
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 259 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014349-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tvsub
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 153 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014350-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7aqpsd
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014351-250920141307145/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/13164411
title: Egypt Gold Prices | Daily Updated
DOI: 10.15468/dl.qg2q93
title: Occurrence Download

description: A dataset containing 744805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "Year is 1977"
 ]
}

 The dataset includes 744805 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014301-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16935018
title: The EduRABSA Dataset and the ASQE-DPT Annotation Tool

description: This repository contains the full dataset and data annotation tool from our work:  EduRABSA: An Education Review Dataset for Aspect-based Sentiment Analysis Tasks

The full information and instructions are available at  https://github.com/yhua219/edurabsa_dataset_and_annotation_tool

The EduRABSA Dataset

The EduRABSA dataset is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) License.

Education Review ABSA (EduRABSA) is a manually annotated student review text dataset for multiple Aspect-based Sentiment Analysis tasks, including:



Aspect-(opinion-category)-Sentiment Quadruplet Extraction (ASQE)

Aspect-(opinion)-Sentiment Triplet Extraction (ASTE)

Aspect Sentiment Classification (ASC; a.k.a. Aspect Polarity Classification; APC)

Aspect Category Detection (ACD) / Aspect-opinion Categorisation (AOC)

Aspect-Opinion Pair-Extraction (AOPE)

Aspect Extraction (AE)

Opinion Extraction (OE)


The dataset consists of 6,500 pieces of stratified samples of public tertiary student review text in the English language released in 2020-2023 on courses ("course review", N=3,000), teaching staff ("teacher review", N=3,000), and university ("university review", N=500).

Dataset Information

Please visit  https://github.com/yhua219/edurabsa_dataset_and_annotation_tool

Unannotated dataset Source




Review Type
Dataset Name
Publish Year
Licence
Total Entries
Sampled (N=6,500)




Course review
Course Reviews University of Waterloo [1]
October 2022
CC0: Public Domain
14,810
3,000


Teacher review
Big Data Set from RateMyProfessor.com for Professors' Teaching Evaluation [2]
March 2020
CC BY 4.0
19,145
3,000


University review
University of Exeter Reviews [3]
June 2023
CC0: Public Domain
557
500




[1]: Waterloo Course Reviews. Course Reviews University of Waterloo. October 2022.[2]: RateMyProfessor Dataset. Big Data Set from RateMyProfessor.com for Professors' Teaching Evaluation. March 2020.[3]: Exeter Reviews. University of Exeter Reviews. June 2023.

 

The ASQE-DPT Annotation Tool

The ASQE-DPT data annotation tool is licensed under a MIT License.

ASQE-DPT is a manual ABSA annotation tool that we extended based on the ABSA Dataset Prepare Tool (DPT) (source) for more comprehensive and challenging ABSA tasks.

ASQE_DPT is a no-code, no-installation small HTML file that can be used locally and offline to protect data security/privacy.

The .zip file contains the annotation tool and real unannotated and annotated data samples. 

For usage instructions, please visit  https://github.com/yhua219/edurabsa_dataset_and_annotation_tool
DOI: 10.15468/dl.ggsxc9
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 227 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014352-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vu2tyu
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014354-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfbm9w
title: Occurrence Download

description: A dataset containing 20546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20546 records from 289 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014353-250920141307145/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.30068224
title: <b>Mapping forage nutritional quality in temperate natural grasslands using interpretable machine learning</b>

description: The data and code that support the findings of the study "Mapping Forage Nutritional Quality in Temperate Natural Grasslands Using Interpretable Machine Learning" are publicly available in this repository.
DOI: 10.6084/m9.figshare.30068224.v6
title: <b>Mapping forage nutritional quality in temperate natural grasslands using interpretable machine learning</b>

description: The data and code that support the findings of the study "Mapping Forage Nutritional Quality in Temperate Natural Grasslands Using Interpretable Machine Learning" are publicly available in this repository.
DOI: 10.6084/m9.figshare.30068224.v5
title: <b>Mapping forage nutritional quality in temperate natural grasslands using interpretable machine learning</b>

description: The original data and code supporting the findings of the paper titled “Mapping Forage Nutritional Quality in Temperate Natural Grasslands Using Interpretable Machine Learning” are available in this repository.
DOI: 10.6084/m9.figshare.30205204
title: data-2025.9.25,Tingting Mao.doc

description: Species of Trichoderma are among the most widely used microbial biocontrol agents against plant diseases and they are known to produce a wide variety of secondary metabolites that inhibit the growth of the target plant pathogens. The present study aimed to identify inhibitory metabolites produced by Trichoderma hamatum strain MHT1134, shown previously to protect pepper plants against Fusarium wilt. After confirming that the filtered broth from liquid culture of T. hamatum inhibited the growth of the wilt pathogen, three inhibitory compounds were isolated, purified and identified using analytical methods such as TLC, HPLC and nuclear magnetic resonance. CompoundsI (C₈H₇O₄) and III (C₉H₁₂O₃) corresponded to 3(3-hydroxy-cyclopropene 5-one-2-yl)2-propenoic acid and methyl-3-(3-oxocyclopent-1-enyl) propionate, previously reported as secondary metabolites of T. harzianum and T. viride, respectively. Compound II (C₉H₉O₄) was identified as a new polyketide, with a methoxy modification in its structure. The three compounds exhibited a significant inhibitory effect in vitro against F. oxysporum, with inhibition rates of 42.3, 61.9 and 66.2% for I, II and III, respectively, when used at a concentration of 0.010 mg/mL, and 30.1, 41.0 and 46.2% at 0.001 mg/mL, laying a foundation for the further development of biofungicides.
DOI: 10.6084/m9.figshare.30205204.v1
title: data-2025.9.25,Tingting Mao.doc

description: Species of Trichoderma are among the most widely used microbial biocontrol agents against plant diseases and they are known to produce a wide variety of secondary metabolites that inhibit the growth of the target plant pathogens. The present study aimed to identify inhibitory metabolites produced by Trichoderma hamatum strain MHT1134, shown previously to protect pepper plants against Fusarium wilt. After confirming that the filtered broth from liquid culture of T. hamatum inhibited the growth of the wilt pathogen, three inhibitory compounds were isolated, purified and identified using analytical methods such as TLC, HPLC and nuclear magnetic resonance. CompoundsI (C₈H₇O₄) and III (C₉H₁₂O₃) corresponded to 3(3-hydroxy-cyclopropene 5-one-2-yl)2-propenoic acid and methyl-3-(3-oxocyclopent-1-enyl) propionate, previously reported as secondary metabolites of T. harzianum and T. viride, respectively. Compound II (C₉H₉O₄) was identified as a new polyketide, with a methoxy modification in its structure. The three compounds exhibited a significant inhibitory effect in vitro against F. oxysporum, with inhibition rates of 42.3, 61.9 and 66.2% for I, II and III, respectively, when used at a concentration of 0.010 mg/mL, and 30.1, 41.0 and 46.2% at 0.001 mg/mL, laying a foundation for the further development of biofungicides.
DOI: 10.15468/dl.7yr5jt
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014356-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39qaa8
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014357-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krxjte
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aconitum napellus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 176 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014358-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pccmss
title: Occurrence Download

description: A dataset containing 4682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Antarctica, Asia, Oceania, North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fimbristylis littoralis"
 ]
}

 The dataset includes 4682 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014359-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zaggxj
title: Occurrence Download

description: A dataset containing 518633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Phleum pratense"
 ]
}

 The dataset includes 518633 records from 2611 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014272-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uztz6e
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Utah",
 "TaxonKey is Diadophis punctatus (Linnaeus, 1766)"
 ]
}

 The dataset includes 109 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208672-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kr6jhf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cnidaria",
 "DatasetKey is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Philippe GOURDAIN",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209524-230224095556074/datasets/export for details.
DOI: 10.15468/dl.qysbwc
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria halata D.L.Jones"
 ]
}

 The dataset includes 39 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236021-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdzhqd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cnidaria",
 "DatasetKey is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Charlie PICHON",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209526-230224095556074/datasets/export for details.
DOI: 10.15468/dl.2dk87p
title: Occurrence Download

description: A dataset containing 3424 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia comata (L.) Lam."
 ]
}

 The dataset includes 3424 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260172-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f283ug
title: Occurrence Download

description: A dataset containing 1888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "StateProvince is Sonora",
 "TaxonKey is Quercus L."
 ]
}

 The dataset includes 1888 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025165-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crw8zc
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia costaricana Leonard"
 ]
}

 The dataset includes 98 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260180-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjjez7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tillandsia pallescens Betancur & Néstor García"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238494-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69p9jj
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petunia integrifolia subsp. depauperata (R.E.Fr.) Stehmann"
 ]
}

 The dataset includes 80 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000128-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.