cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25422322
title: Article Data

description: The package contains 14 categories of class typical dictionaries, class typical feature vector, class typical feature vector DF value and Sort the words by weight value in descending order.Here's a description of the study:In this study, we propose the ATF-DF-VS algorithm for text classification. The algorithm aims to extract class-typicalfeature vectors from labeled text samples, andbased on these extractedvectors, the classification process by leveraging vector sparsity isfinally completed. The algorithm is structured into two distinct stages. The first stage is the typical feature extraction stage. In this part, an ATF-DF algorithm is introduced to extract the distinctive features of large text datasets with predefined categories. The ATF-DF weight values for all terms in the characteristic dictionary are calculated. Following a DF descending order and data compression procedure, the feature terms with the highest values are selected as the class-typicalfeature vectors. The second stage is the text classification stage. The classification samples are vectorized using the class typical feature vectors, and several vectors of the samples to be classified are obtained. Text classification is completedby calculating the sparsity of the vectors. This algorithm leverages the advantages of big data sample statistics and has a unique advantage in text classification calculations. The experimental findings indicate that the ATF-DF-VS algorithm outperforms traditional text classification algorithms in accurately extracting class- typicalfeature vectors from various types of text. This enhancement leads to a marked improvement in text classification accuracy, a substantial reduction in computational requirements for text classification, and an increase in processing speed.
DOI: 10.6084/m9.figshare.25422322.v1
title: Code

description: This compressed package contains the ATF-DF-VS algorithm code folder, TF-IDF-KNN algorithm code folder, in which the README file in the VS and KNN folders is the code description.Here's a description of the study:In this study, we propose the ATF-DF-VS algorithm for text classification. The algorithm aims to extract class-typicalfeature vectors from labeled text samples, andbased on these extractedvectors, the classification process by leveraging vector sparsity isfinally completed. The algorithm is structured into two distinct stages. The first stage is the typical feature extraction stage. In this part, an ATF-DF algorithm is introduced to extract the distinctive features of large text datasets with predefined categories. The ATF-DF weight values for all terms in the characteristic dictionary are calculated. Following a DF descending order and data compression procedure, the feature terms with the highest values are selected as the class-typicalfeature vectors. The second stage is the text classification stage. The classification samples are vectorized using the class typical feature vectors, and several vectors of the samples to be classified are obtained. Text classification is completedby calculating the sparsity of the vectors. This algorithm leverages the advantages of big data sample statistics and has a unique advantage in text classification calculations. The experimental findings indicate that the ATF-DF-VS algorithm outperforms traditional text classification algorithms in accurately extracting class- typicalfeature vectors from various types of text. This enhancement leads to a marked improvement in text classification accuracy, a substantial reduction in computational requirements for text classification, and an increase in processing speed.
DOI: 10.15468/dl.9z838v
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea longifolia Franch."
 ]
}

 The dataset includes 201 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102808-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfxzaj
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia dorystaechas B.T.Drew"
 ]
}

 The dataset includes 58 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102809-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2ucrs
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea adamantis H.St.John"
 ]
}

 The dataset includes 41 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102811-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ys6pj
title: Occurrence Download

description: A dataset containing 731 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia longipes (Oliv.) N.Hallé"
 ]
}

 The dataset includes 731 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102810-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9y8ae
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea loriformis W.W.Sm."
 ]
}

 The dataset includes 38 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102812-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzzw5c
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia drobovii Botsch."
 ]
}

 The dataset includes 51 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102814-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apntb5
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea amplexicaulis H.Mann"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102815-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjbzn6
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia lovettii N.Hallé & B.Mathew"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102816-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hguprs
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phoenicopterus roseus Pallas, 1811"
 ]
}

 The dataset includes 227 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102817-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29j5mf
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea luae Raab-Straube"
 ]
}

 The dataset includes 28 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102818-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cd7bjz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia drusica Mouterde"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102820-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xb4tyq
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea apokremnos H.St.John"
 ]
}

 The dataset includes 80 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102819-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpvqa5
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia lucida Oliv."
 ]
}

 The dataset includes 34 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102821-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57n4aj
title: Occurrence Download

description: A dataset containing 1120 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea lyrata (Bunge) Franch."
 ]
}

 The dataset includes 1120 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102822-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkxec6
title: Occurrence Download

description: A dataset containing 1622 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia dumetorum Andrz. ex Besser"
 ]
}

 The dataset includes 1622 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102823-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkw6wb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea attenuata W.L.Wagner, Weller & A.K.Sakai"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102824-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.errzpq
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia luebbertii Loes."
 ]
}

 The dataset includes 39 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102826-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juwzkk
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea macrota Franch."
 ]
}

 The dataset includes 108 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102827-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quz2jw
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phoenicopterus ruber Linnaeus, 1758"
 ]
}

 The dataset includes 246 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102828-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzbefd
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea diffusa A.Gray"
 ]
}

 The dataset includes 156 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102829-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvh77a
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia macrophylla Blume"
 ]
}

 The dataset includes 352 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102830-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxj9rh
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia eichleriana Heldr. ex Halácsy"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102831-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a294zj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea mae H.C.Fu"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102832-240321170329656/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.25547797
title: pretrain.zip

description: The label data for pertaining SubNet
DOI: 10.15468/dl.ts3ghs
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea globosa H.Mann"
 ]
}

 The dataset includes 268 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102833-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.br6mnx
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia macrosperma Wight"
 ]
}

 The dataset includes 78 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102834-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3ggf9
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia eigii Zohary"
 ]
}

 The dataset includes 62 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102835-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7y4pnu
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea malitiosa Maxim."
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102836-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkqvhv
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Occurrence evidence, Material citation, Living Specimen)",
 "Country is Bhutan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anura",
 "Year 1961-2024"
 ]
}

 The dataset includes 56 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102837-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2xpdn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea haakoaensis W.L.Wagner, Weller & A.K.Sakai"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102838-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3txweh
title: Occurrence Download

description: A dataset containing 1014 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia madagascariensis (Lam.) DC."
 ]
}

 The dataset includes 1014 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102839-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkrzt9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia ekimiana Celep & Dogan"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102840-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpncyz
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea manshurica Kom."
 ]
}

 The dataset includes 195 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102841-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rruaem
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phoeniconaias G.R.Gray, 1869"
 ]
}

 The dataset includes 90 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102842-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yktvm
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea haleakalensis O.Deg. & Sherff"
 ]
}

 The dataset includes 28 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102843-240321170329656/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.25547791
title: benchmark.zip

description: Benchmark dataset for SpbNet
DOI: 10.6084/m9.figshare.25547791.v1
title: benchmark.zip

description: Benchmark dataset for SpbNet
DOI: 10.15468/dl.n4n99k
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salacia maingayi M.A.Lawson"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102844-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfbnd8
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia eremophila Boiss."
 ]
}

 The dataset includes 45 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102845-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvkdp9
title: Occurrence Download

description: A dataset containing 744 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea maximowiczii Herder"
 ]
}

 The dataset includes 744 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102846-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4bqtn
title: Occurrence Download

description: A dataset containing 18454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scabiosa lucida Vill.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 18454 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005877-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vpmww
title: Occurrence Download

description: A dataset containing 77625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.90674 52.55765,-5.24268 52.34339,-6.33252 50.36789,-5.52393 49.75856,-1.41064 50.21066,1.61279 51.08006,1.85889 52.55765,-3.90674 52.55765))",
 "HasGeospatialIssue is false",
 "TaxonKey is Vanessa cardui (Linnaeus, 1758)"
 ]
}

 The dataset includes 77625 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001052-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbynuj
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aporosa sphaeridiophora Merr."
 ]
}

 The dataset includes 190 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011845-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.