cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.org6f9
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-83.66 -10.69,-83.66 0.54,-61.24 0.54,-61.24 -10.69,-83.66 -10.69))",
 "HasCoordinate is true",
 "TaxonKey is Sotalia fluviatilis (Gervais & Deville, 1853)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001520-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7mdgh
title: Occurrence Download

description: A dataset containing 11987804 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dutch Vegetation Database"
 ]
}

 The dataset includes 11987804 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002864-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffb23j
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper mocoanum Trel. & Yunck."
 ]
}

 The dataset includes 30 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189487-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oct20b
title: Occurrence Download

description: A dataset containing 963 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea fragrans (Sw.) W.E.Higgins"
 ]
}

 The dataset includes 963 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000155-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quhpr0
title: Occurrence Download

description: A dataset containing 3826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodon richmondi Netting & Mittleman, 1938"
 ]
}

 The dataset includes 3826 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9cyb6
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Guadua chacoensis (Rojas Acosta) Londoño & P.M.Peterson"
 ]
}

 The dataset includes 189 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008096-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h55vd
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleroma minus (R.Romero & A.B.Martins) P.J.F.Guim. & Michelang."
 ]
}

 The dataset includes 95 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189488-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grv5k5
title: Occurrence Download

description: A dataset containing 3287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mythimna unipuncta (Haworth, 1809)"
 ]
}

 The dataset includes 3287 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011743-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkersq
title: Occurrence Download

description: A dataset containing 775 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Checklist of decapod crustaceans from the coast of the São Paulo state (Brazil) supported by integrative molecular and morphological data: III. Infraorder Brachyura Latreille, 1802"
 ]
}

 The dataset includes 775 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005484-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfjuxc
title: Occurrence Download

description: A dataset containing 175827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phleum pratense",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 175827 records from 433 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i2lph0
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carmichaelia ramosa G.Simpson",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032238-190918142434337/datasets/export for details.
DOI: 10.15468/dl.jstw3f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carmichaelia enysii Kirk",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032217-190918142434337/datasets/export for details.
DOI: 10.15468/dl.ursw81
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astragalus penduliflorus Lam.",
 "Country is Spain"
 ]
}

 The dataset includes 52 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmjuy6
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria subscandens Müll.Arg."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189489-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2bjx4
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paraneetroplus Regan, 1905"
 ]
}

 The dataset includes 186 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000856-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8oh6qk
title: Occurrence Download

description: A dataset containing 617 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Annona crassiflora Mart."
 ]
}

 The dataset includes 617 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8zjpb
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "TaxonKey is Theraphosidae"
 ]
}

 The dataset includes 63 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044669-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bml2be
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hybosorus illigeri Reiche, 1853",
 "Country is Mexico"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvvqrr
title: Occurrence Download

description: A dataset containing 1046 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Rhinopoma E.Geoffroy, 1818",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1046 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000155-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bng94z
title: Occurrence Download

description: A dataset containing 26258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Funambulus palmarum (Linnaeus, 1766), Tamiops mcclellandii (Horsfield, 1840), Spermophilopsis leptodactylus (Lichtenstein, 1823), Spermophilus fulvus (Lichtenstein, 1823), Ratufa macroura (Pennant, 1769), Ratufa indica (Erxleben, 1777), Ratufa bicolor (Sparrman, 1778), Petinomys fuscocapillus (Jerdon, 1847), Petaurista mishmiensis Choudhury, 2009, Petaurista mechukaensis Choudhury, 2007, Petaurista philippensis (Elliot, 1839), Petaurista petaurista (Pallas, 1766), Petaurista nobilis (Gray, 1842), Petaurista magnificus (Hodgson, 1836), Petaurista elegans (Müller, 1840), Petaurista albiventer (Gray, 1834), Marmota himalayana (Hodgson, 1841), Marmota caudata (Geoffroy, 1844), Hylopetes phayrei (Blyth, 1859), Hylopetes alboniger (Hodgson, 1836), Funambulus tristriatus (Waterhouse, 1837), Funambulus sublineatus (Waterhouse, 1838), Funambulus pennantii Wroughton, 1905, Funambulus obscurus (Pelzeln & Kohl, 1886), Funambulus layardi (Blyth, 1849), Eupetaurus cinereus Thomas, 1888, Eoglaucomys fimbriatus (Gray, 1837), Dremomys rufigenis (Blanford, 1878), Dremomys pernyi (Milne-Edwards, 1867), Dremomys lokriah (Hodgson, 1836), Callosciurus pygerythrus (I.Geoffroy Saint-Hilaire, 1833), Callosciurus erythraeus (Pallas, 1779), Belomys pearsonii (Gray, 1842), Funambulus sublineatus obscurus (Pelzeln & Kohl, 1886))"
 ]
}

 The dataset includes 26258 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011687-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qm5dcq
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalacrocorax carbo (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((37.08 -3.19,37.08 64.16,174.66 64.16,174.66 -3.19,37.08 -3.19))",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 47 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptwz21
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camellia oleifera Wall."
 ]
}

 The dataset includes 68 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000155-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zglh6q
title: Occurrence Download

description: A dataset containing 1852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carollia brevicaudum (Schinz, 1821)",
 "Country is Colombia"
 ]
}

 The dataset includes 1852 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8stv1m
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reinhardtia gracilis (H.Wendl.) Burret",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 336 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000155-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n58xr
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus mocotensis G.L.Webster"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189490-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rm1mdp
title: Occurrence Download

description: A dataset containing 1136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senegalia tenuifolia (L.) Britton & Rose"
 ]
}

 The dataset includes 1136 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y35t32
title: Occurrence Download

description: A dataset containing 23103 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tayside Beaver Survey 2017-18"
 ]
}

 The dataset includes 23103 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024369-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lozscm
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Miscanthus sinensis Andersson",
 "Country is Mexico",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000155-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhx8zz
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alouatta pigra Lawrence, 1933",
 "Country is Guatemala",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ceanc9
title: Occurrence Download

description: A dataset containing 4486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dovyalis E.Mey. ex Arn."
 ]
}

 The dataset includes 4486 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051175-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqvqft
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventario de Aves Pauto J, Yopal, Casanare"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044675-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.koqpll
title: Occurrence Download

description: A dataset containing 2962 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Alterra (NL) - Microarthropods inventory in calcareous grasslands"
 ]
}

 The dataset includes 2962 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001521-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.raxuez
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhyncholacis nobilis P.Royen"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189491-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpbb92
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The genus Pinnularia (Bacillariophyta) excluding the section Distantes on Livingston Island (South Shetland Islands) with the description of twelve new taxa"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340271-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ca8vb9
title: Occurrence Download

description: A dataset containing 9033 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scolopia Schreb."
 ]
}

 The dataset includes 9033 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051168-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13823147
title: Class-specific data augmentation for plant stress classification

description: This is a companion dataset for the paper titled "Class-specific data augmentation for plant stress classification" by Nasla Saleem, Aditya Balu, Talukder Zaki Jubery, Arti Singh, Asheesh K. Singh, Soumik Sarkar, and Baskar Ganapathysubramanian published in The Plant Phenome Journal, https://doi.org/10.1002/ppj2.20112Abstract:Data augmentation is a powerful tool for improving deep learning-based image classifiers for plant stress identification and classification. However, selecting an effective set of augmentations from a large pool of candidates remains a key challenge, particularly in imbalanced and confounding datasets. We propose an approach for automated class-specific data augmentation using a genetic algorithm. We demonstrate the utility of our approach on soybean [Glycine max (L.) Merr] stress classification where symptoms are observed on leaves; a particularly challenging problem due to confounding classes in the dataset. Our approach yields substantial performance, achieving a mean-per-class accuracy of 97.61% and an overall accuracy of 98% on the soybean leaf stress dataset. Our method significantly improves the accuracy of the most challenging classes, with notable enhancements from 83.01% to 88.89% and from 85.71% to 94.05%, respectively. A key observation we make in this study is that high-performing augmentation strategies can be identified in a computationally efficient manner. We fine-tune only the linear layer of the baseline model with different augmentations, thereby reducing the computational burden associated with training classifiers from scratch for each augmentation policy while achieving exceptional performance. This research represents an advancement in automated data augmentation strategies for plant stress classification, particularly in the context of confounding datasets. Our findings contribute to the growing body of research in tailored augmentation techniques and their potential impact on disease management strategies, crop yields, and global food security. The proposed approach holds the potential to enhance the accuracy and efficiency of deep learning-based tools for managing plant stresses in agriculture.
DOI: 10.5281/zenodo.13823148
title: Class-specific data augmentation for plant stress classification

description: This is a companion dataset for the paper titled "Class-specific data augmentation for plant stress classification" by Nasla Saleem, Aditya Balu, Talukder Zaki Jubery, Arti Singh, Asheesh K. Singh, Soumik Sarkar, and Baskar Ganapathysubramanian published in The Plant Phenome Journal, https://doi.org/10.1002/ppj2.20112Abstract:Data augmentation is a powerful tool for improving deep learning-based image classifiers for plant stress identification and classification. However, selecting an effective set of augmentations from a large pool of candidates remains a key challenge, particularly in imbalanced and confounding datasets. We propose an approach for automated class-specific data augmentation using a genetic algorithm. We demonstrate the utility of our approach on soybean [Glycine max (L.) Merr] stress classification where symptoms are observed on leaves; a particularly challenging problem due to confounding classes in the dataset. Our approach yields substantial performance, achieving a mean-per-class accuracy of 97.61% and an overall accuracy of 98% on the soybean leaf stress dataset. Our method significantly improves the accuracy of the most challenging classes, with notable enhancements from 83.01% to 88.89% and from 85.71% to 94.05%, respectively. A key observation we make in this study is that high-performing augmentation strategies can be identified in a computationally efficient manner. We fine-tune only the linear layer of the baseline model with different augmentations, thereby reducing the computational burden associated with training classifiers from scratch for each augmentation policy while achieving exceptional performance. This research represents an advancement in automated data augmentation strategies for plant stress classification, particularly in the context of confounding datasets. Our findings contribute to the growing body of research in tailored augmentation techniques and their potential impact on disease management strategies, crop yields, and global food security. The proposed approach holds the potential to enhance the accuracy and efficiency of deep learning-based tools for managing plant stresses in agriculture.