cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cacvm6
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phaleria pulchra Gillespie"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073747-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2bb89
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlogacanthus turgidus (Fua ex Hook.fil.) Lindau"
 ]
}

 The dataset includes 368 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073748-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zar6r2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aquilaria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073749-240321170329656/datasets/export for details.
DOI: 10.15468/dl.estvdf
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus mendesii Jean F.Brunel"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073750-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfee4z
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella niveocastellana Mateo & Egido"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073751-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u99v7
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phaleria sogerensis S.Moore"
 ]
}

 The dataset includes 66 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073752-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99bzn2
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Morus notabilis C.K.Schneid."
 ]
}

 The dataset includes 114 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073753-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a2mvgr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aquilaria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073754-240321170329656/datasets/export for details.
DOI: 10.15468/dl.eqn534
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlogacanthus vitellinus (Roxb.) T.Anderson"
 ]
}

 The dataset includes 92 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073755-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwaax2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus merinthopodus Diels"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073756-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fs42vz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella niveogaliciana Mateo & Egido"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073757-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8n3tz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phaleria stevensiana Z.S.Rogers"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073758-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z3czc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aquilaria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073759-240321170329656/datasets/export for details.
DOI: 10.15468/dl.yvwb7r
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus meuieensis M.Schmid"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073760-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4nh83
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlogacanthus yangtsekiangensis (H.Lév.) C.Xia & Y.F.Deng"
 ]
}

 The dataset includes 80 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073761-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56ug7t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella noguerensis Mateo"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073762-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9ykgr
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phanera aherniana (G.Perkins) de Wit"
 ]
}

 The dataset includes 75 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073763-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfcpuv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aquilaria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073764-240321170329656/datasets/export for details.
DOI: 10.5281/zenodo.10850051
title: VFDelta Vulnerability Fix Dataset

description: The vulnerability fix dataset of VFDelta contains two datasets used in our study: VFM_2021 and VFM_2023. Refer to our paper for the detail of dataset. We are working on model publishing; please always check for the newer version.



vfm_2021_train_val.parquet

vfm_2021_test.parquet

vfm_2023_train_val.parquet

vfm_2023_test.parquet

eval_vfdelta.ipynb


The commit-level dataset provides meta information of "repo_name", "commit_id", "label". train_val file contains "partition" for the split of training and validation set, and test file contains "vfdelta_predict_proba" which is the predict probability of each commit by VFDelta. 

To evaluate VFDelta's performance on vfm_2021 and vfm_2023, run eval_vfdelta.ipynb, use the column vfdelta_predict_proba as our prediction result. You can also use them to compare the performance of your prediction results with VFDelta's.
DOI: 10.5281/zenodo.10850052
title: VFDelta Vulnerability Fix Dataset

description: The vulnerability fix dataset of VFDelta contains two datasets that are being used in our study: VFM_2021 and VFM_2023. Refer to our paper for the detail of dataset.



vfm_2021.parquet

vfm_2023.parquet


The commit-level dataset provides meta information of "repo_name", "commit_id","partition" ,"label", and "vfdelta_predict_proba", 

To evaluate VFDelta's performance, run the python files "evaluate_vfm2021.py" and "evaluate_vfm2023.py". You can also use them to compare the performance of your prediction results with VFDelta's.
DOI: 10.5281/zenodo.10850122
title: VFDelta Vulnerability Fix Dataset

description: The vulnerability fix dataset of VFDelta contains two datasets that are being used in our study: VFM_2021 and VFM_2023. Refer to our paper for the detail of dataset.



vfm_2021.parquet

vfm_2023_train_val.parquet

vfm_2023_test.parquet


The commit-level dataset provides meta information of "repo_name", "commit_id","label". train_val file contains "partition" for the split of training and validation set, and test file contains "vfdelta_predict_proba" which is the predict probability of each commit by VFDelta. 

To evaluate VFDelta's performance, run the python files "evaluate_vfm2021.py" and "evaluate_vfm2023.py". You can also use them to compare the performance of your prediction results with VFDelta's.
DOI: 10.5281/zenodo.10850174
title: VFDelta Vulnerability Fix Dataset

description: The vulnerability fix dataset of VFDelta contains two datasets used in our study: VFM_2021 and VFM_2023. Refer to our paper for the detail of dataset. We are working on model publishing; please always check for the newer version.



vfm_2021.parquet

vfm_2023_train_val.parquet

vfm_2023_test.parquet


The commit-level dataset provides meta information of "repo_name", "commit_id", "label". train_val file contains "partition" for the split of training and validation set, and test file contains "vfdelta_predict_proba" which is the predict probability of each commit by VFDelta. 

To evaluate VFDelta's performance, please use the column vfdelta_predict_proba as our prediction result. And you can also use them to compare the performance of your prediction results with VFDelta's.
DOI: 10.5281/zenodo.10901854
title: VFDelta Vulnerability Fix Dataset

description: The vulnerability fix dataset of VFDelta contains two datasets used in our study: VFM_2021 and VFM_2023. Refer to our paper for the detail of dataset. We are working on model publishing; please always check for the newer version.



vfm_2021_train_val.parquet

vfm_2021_test.parquet

vfm_2023_train_val.parquet

vfm_2023_test.parquet

eval_vfdelta.ipynb


The commit-level dataset provides meta information of "repo_name", "commit_id", "label". train_val file contains "partition" for the split of training and validation set, and test file contains "vfdelta_predict_proba" which is the predict probability of each commit by VFDelta. 

To evaluate VFDelta's performance on vfm_2021 and vfm_2023, run eval_vfdelta.ipynb, use the column vfdelta_predict_proba as our prediction result. You can also use them to compare the performance of your prediction results with VFDelta's.
DOI: 10.15468/dl.vrb8wz
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus meyerianus Müll.Arg."
 ]
}

 The dataset includes 68 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073765-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awpcjw
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlojodicarpus sibiricus (Stephan ex Fisch.) Koso-Pol."
 ]
}

 The dataset includes 688 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073766-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmhvc7
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phanera apertilobata (Merr. & F.P.Metcalf) K.W.Jiang"
 ]
}

 The dataset includes 227 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073767-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9se63
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella norrliniiformis (Pohle & Zahn) Soják"
 ]
}

 The dataset includes 7 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073768-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdhap2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aquilaria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073769-240321170329656/datasets/export for details.
DOI: 10.15468/dl.f64v5e
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlojodicarpus villosus (Turcz. ex Fisch. & C.A.Mey.) Turcz. ex Ledeb."
 ]
}

 The dataset includes 590 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073771-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2zyhy
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus microcarpus (Benth.) Müll.Arg."
 ]
}

 The dataset includes 123 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073770-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ya7sag
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aquilaria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073773-240321170329656/datasets/export for details.
DOI: 10.15468/dl.8ppg87
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phanera argentea de Wit"
 ]
}

 The dataset includes 30 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073772-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpbnyz
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella notha (Huter) Soják"
 ]
}

 The dataset includes 258 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073774-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kecvqc
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomidoschema parviflorum (Benth.) Vved."
 ]
}

 The dataset includes 147 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073776-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpjeph
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aquilaria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073775-240321170329656/datasets/export for details.
DOI: 10.15468/dl.dcuuu8
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus microdendron Müll.Arg."
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073777-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p39puf
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phanera audax de Wit"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073778-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7v2vp
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilosella novosibirskensis Tupitz."
 ]
}

 The dataset includes 57 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073779-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg47sr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aguilaria J. D. Taylor & F. E. Wells, 1994"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073780-240321170329656/datasets/export for details.
DOI: 10.15468/dl.qztpau
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomis amanica Vierh."
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073781-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asbpm9
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus micromeris Radcl.-Sm."
 ]
}

 The dataset includes 40 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073782-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcc8ke
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phanera aureifolia (K.Larsen & S.S.Larsen) Bandyop., Ghoshal & M.K.Pathak"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073783-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7v5ua
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aguilaria J.D.Taylor & F.E.Wells, 1994"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073786-240321170329656/datasets/export for details.
DOI: 10.15468/dl.jc2qxp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Morus notabilis C.K.Schneid."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073785-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymsfw7
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomis angustissima Hub.-Mor."
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073787-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9d5ew
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phanera bassacensis (Pierre ex Gagnep.) de Wit"
 ]
}

 The dataset includes 204 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073789-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsm84a
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllanthus microphyllinus Müll.Arg."
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073788-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnqbd8
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Aguilaria J.D.Taylor & F.E.Wells, 1994"
 ]
}

 The dataset includes 32 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073790-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.