cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.83r6cp
title: Occurrence Download

description: A dataset containing 2775 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cracticus cassicus (Boddaert, 1783)"
 ]
}

 The dataset includes 2775 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0382467-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dn44k
title: Occurrence Download

description: A dataset containing 21263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belize",
 "GadmGid is BLZ.6_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 21263 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084233-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyh5xw
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuscuta cuspidata Engelm. & A.Gray",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 234 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269296-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6n9r5
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((108.68349 -13.26483,129.93105 -13.26483,129.93105 -4.76141,108.68349 -4.76141,108.68349 -13.26483))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhincodon typus Smith, 1828"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195264-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uhftw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prescottia mucugensis C.O.Azevedo & Van den Berg"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094503-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8hpup
title: Occurrence Download

description: A dataset containing 26633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxychilus draparnaudi (H.Beck, 1837), Oxyloma elegans (Risso, 1826), Planorbarius corneus (Linnaeus, 1758))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 26633 records from 381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168616-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvm6wt
title: Occurrence Download

description: A dataset containing 947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myiornis albiventris (Berlepsch & Stolzmann, 1894)"
 ]
}

 The dataset includes 947 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0377147-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnrnht
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratocystis minor (Hedgc.) J.Hunt",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 100 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099694-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j3qp5
title: Occurrence Download

description: A dataset containing 2645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Georgia",
 "TaxonKey is Nymphalidae"
 ]
}

 The dataset includes 2645 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202965-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5xgb3
title: Occurrence Download

description: A dataset containing 20060 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorghum halepense (L.) Pers."
 ]
}

 The dataset includes 20060 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195281-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wd8qmk
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actinidia setosa (H.L.Li) C.F.Liang & A.R.Ferguson"
 ]
}

 The dataset includes 230 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099684-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqph9n
title: Occurrence Download

description: A dataset containing 6115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxychilus mortilleti (L.Pfeiffer, 1859), Oxyloma elegans (Risso, 1826))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 6115 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168617-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uty8pb
title: Occurrence Download

description: A dataset containing 81563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ethiopia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 81563 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195314-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ctcnr
title: Occurrence Download

description: A dataset containing 3553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Salix pedicellaris Pursh"
 ]
}

 The dataset includes 3553 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031954-240626123714530/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.26343748
title: Multi-location Traffic Flow Dataset: Stockton and Oakland California

description: This dataset supports the research detailed in "A Hybrid Deep Learning Approach with GEH-based Loss Function and Evaluation Metric for Multi-location Traffic Flow Forecasting" containing traffic flow measurements from Stockton and Oakland, California. The dataset is organized into four sub-folders: 'Oakland-raw', 'Oakland-processed', 'Stockton-raw', and 'Stockton-processed'. The raw data folders ('Oakland-raw' and 'Stockton-raw') include the initial traffic measurements as collected directly from traffic sensors, providing a granular view of traffic patterns without any modifications. The processed data folders ('Oakland-processed' and 'Stockton-processed') contain data that has been cleaned and structured, making it more suitable for analytical tasks and modeling purposes.
DOI: 10.15468/dl.pztxrg
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.1_1",
 "TaxonKey is Poanes viator (Edwards, 1865)"
 ]
}

 The dataset includes 51 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031955-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6849h
title: Occurrence Download

description: A dataset containing 11948 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nestor notabilis Gould, 1856"
 ]
}

 The dataset includes 11948 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031956-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34u72d
title: Occurrence Download

description: A dataset containing 11160957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11160957 records from 2064 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031953-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14774190
title: Data from: Deconstructing Jazz Piano Style Using Machine Learning

description: This data accompanies our paper "Deconstructing Jazz Piano Style Using Machine Learning". For more information, see our code repository.

Downloading

The archive consists of a single `.zip` file with the same structure as our repository. The `.zip` file contains all of the data used to train and evaluate all of the models discussed in our paper, as well as the concept dataset of jazz piano chord voicings used to explain the judgements of our factorized model.

You can clone the repository, and then copy the data from this archive into the root directory. You should end up with a file structure looking something like the following:

.
└── deep-pianist-identification/
    ├── data/
    │   ├── clips/                # pre-truncated 30 second clips (download from Zenodo)
    │   │   ├── pijama/
    │   │   │   ├── one_folder_per_track
    │   │   │   └── ...
    │   │   └── jtd/
    │   │       ├── one_folder_per_track
    │   │       └── ...
    │   └── raw/                  # metadata and full performances (download from Zenodo)
    │       ├── pijama
    │       └── jtd
    ├── checkpoints/
    │   ├── baselines/
    │   │   └── crnn-jtd+pijama-augment/
    │   │       └── checkpoint_099.pth    # checkpoint of best CRNN
    │   │   └── resnet50-jtd+pijama-augment/
    │   │       └── checkpoint_099.pth    # checkpoint of best resnet
    │   └── disentangle-resnet-channel/
    │       └── disentangle-jtd+pijama-resnet18-mask30concept3-augment50-noattention-avgpool-onefc/
    │           └── checkpoint_099.pth   # checkpoint of best factorised model
    ├── references/
    │   ├── cav_resources/
    │   │   └── voicings/
    │   │       └── midi_final/
    │   │           ├── 1_cav/            # one folder per CAV
    │   │           │   ├── 1.mid
    │   │           │   └── 2.mid
    │   │           ├── 2_cav/
    │   │           │   └── ...
    │   │           └── ...                # Download these examples from Zenodo
    └── reports/
        └── figures/           # raw files for results in our paper

For more information on how to use this data to reproduce our training results, see the README.

Citation

Please follow the citation format outlined on our GitHub repository.
DOI: 10.5281/zenodo.14774191
title: Data from: Deconstructing Jazz Piano Style Using Machine Learning

description: This data accompanies our paper "Deconstructing Jazz Piano Style Using Machine Learning". For more information, see our code repository.

Downloading

The archive consists of a single `.zip` file with the same structure as our repository. The `.zip` file contains all of the data used to train and evaluate all of the models discussed in our paper, as well as the concept dataset of jazz piano chord voicings used to explain the judgements of our factorized model.

You can clone the repository, and then copy the data from this archive into the root directory. You should end up with a file structure looking something like the following:

.
└── deep-pianist-identification/
    ├── data/
    │   ├── clips/                # pre-truncated 30 second clips (download from Zenodo)
    │   │   ├── pijama/
    │   │   │   ├── one_folder_per_track
    │   │   │   └── ...
    │   │   └── jtd/
    │   │       ├── one_folder_per_track
    │   │       └── ...
    │   └── raw/                  # metadata and full performances (download from Zenodo)
    │       ├── pijama
    │       └── jtd
    ├── checkpoints/
    │   ├── baselines/
    │   │   └── crnn-jtd+pijama-augment/
    │   │       └── checkpoint_099.pth    # checkpoint of best CRNN
    │   │   └── resnet50-jtd+pijama-augment/
    │   │       └── checkpoint_099.pth    # checkpoint of best resnet
    │   └── disentangle-resnet-channel/
    │       └── disentangle-jtd+pijama-resnet18-mask30concept3-augment50-noattention-avgpool-onefc/
    │           └── checkpoint_099.pth   # checkpoint of best factorised model
    ├── references/
    │   ├── cav_resources/
    │   │   └── voicings/
    │   │       └── midi_final/
    │   │           ├── 1_cav/            # one folder per CAV
    │   │           │   ├── 1.mid
    │   │           │   └── 2.mid
    │   │           ├── 2_cav/
    │   │           │   └── ...
    │   │           └── ...                # Download these examples from Zenodo
    └── reports/
        └── figures/           # raw files for results in our paper

For more information on how to use this data to reproduce our training results, see the README.

Citation

Please follow the citation format outlined on our GitHub repository.
DOI: 10.15468/dl.g56vss
title: Occurrence Download

description: A dataset containing 52384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Saint Vincent and the Grenadines, Grenada)"
 ]
}

 The dataset includes 52384 records from 420 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006009-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15142977
title: Table 1 in Metabolism of ganoderic acids by a Ganoderma lucidum cytochrome P 450 and the 3 - keto sterol reductase ERG 27 from yeast

description: Table 1 Strains used in this study.
StrainDescriptionSource/Ref.E. coli strainsBL21(DE3)general expression hostInvitrogenZY28ABL21 harboring empty plasmid pET28AThis studyZYERG27BL21 harboring plasmid pET28A-ERG27This studyS. cerevisiae strainsCEN.PK113-3Cgeneral expression hostEUROSCARFBY4742MAT α; his 3Δ1; leu 2Δ0; lys 2Δ0; ura 3Δ0EUROSCARFZY00CEN.PK113-3C harboring plasmid pESC-dTrpThis studyZYN00CEN.PK113-3C harboring plasmid pESC-dTrp-This studyNCP1ZYN02CEN.PK113-3C harboring plasmid pESC-dTrp-This studyNCP1-CYP512U6GLCPR113-3CCEN.PK113-3C deletion NCP1 with GLCPRThis studyZYGL00GLCPR113-3C harboring plasmid pESC-dTrp-This studyGLCPRZYGL02GLCPR113-3C harboring plasmid pESC-dTrp-This studyGLCPR-CYP512U6
description: Published as part of Yang, Chengshuai, Li, Weichao, Li, Chen, Zhou, Zhihua, Xiao, Youli & Yan, Xing, 2018, Metabolism of ganoderic acids by a Ganoderma lucidum cytochrome P 450 and the 3 - keto sterol reductase ERG 27 from yeast, pp. 84 in Phytochemistry 155 on page 84, DOI: 10.1016/j.phytochem.2018.07.009, http://zenodo.org/record/10484235
DOI: 10.5281/zenodo.15142978
title: Table 1 in Metabolism of ganoderic acids by a Ganoderma lucidum cytochrome P 450 and the 3 - keto sterol reductase ERG 27 from yeast

description: Table 1 Strains used in this study.
StrainDescriptionSource/Ref.E. coli strainsBL21(DE3)general expression hostInvitrogenZY28ABL21 harboring empty plasmid pET28AThis studyZYERG27BL21 harboring plasmid pET28A-ERG27This studyS. cerevisiae strainsCEN.PK113-3Cgeneral expression hostEUROSCARFBY4742MAT α; his 3Δ1; leu 2Δ0; lys 2Δ0; ura 3Δ0EUROSCARFZY00CEN.PK113-3C harboring plasmid pESC-dTrpThis studyZYN00CEN.PK113-3C harboring plasmid pESC-dTrp-This studyNCP1ZYN02CEN.PK113-3C harboring plasmid pESC-dTrp-This studyNCP1-CYP512U6GLCPR113-3CCEN.PK113-3C deletion NCP1 with GLCPRThis studyZYGL00GLCPR113-3C harboring plasmid pESC-dTrp-This studyGLCPRZYGL02GLCPR113-3C harboring plasmid pESC-dTrp-This studyGLCPR-CYP512U6
description: Published as part of Yang, Chengshuai, Li, Weichao, Li, Chen, Zhou, Zhihua, Xiao, Youli & Yan, Xing, 2018, Metabolism of ganoderic acids by a Ganoderma lucidum cytochrome P 450 and the 3 - keto sterol reductase ERG 27 from yeast, pp. 84 in Phytochemistry 155 on page 84, DOI: 10.1016/j.phytochem.2018.07.009, http://zenodo.org/record/10484235
DOI: 10.5281/zenodo.15142995
title: TABLE 1 in Occurrence of Geranium mascatense (Geraniaceae) in India and the speculations about its global distribution

description: TABLE 1. Comparison of characters of G. mascatense and G. ocellatum.
CharactersG. mascatenseG. ocellatumBasal leavesDeciduousPersistentLower cauline leavesAlternateOppositeLaminaPentagonal, with rhombic toOrbicular-polygonal, withobtrullate segmentsobtriangular segmentsIndumentum on adaxial surfacePapillose type eglandular hairsPapillose type eglandular hairsPresentabsent or rarely presentLeaf segment lobesLonger than broadEither shorter or as long as broadSepalsAccrescentNot accrescentMericarps2.8–3.5 mm long, with prominent beak2.1–2.3 mm long, slightly beakedMericarp surface4–6 prominent ribs laterally connected08–10 less prominent ribs notlaterally connectedGap b/w ribsRibs separated by 0.2 – 0.5 mm wideRibs separated by 0.1–0.2 mm widedeep furrowsshallow furrowsMericarp hairsCa. 0.1 mm long, eglandular hairs withMericarp entirely glabrousobtuse apex on ribs
description: Published as part of Hurrah, Imtiyaz A., Shukla, Aparna R. & Wagh, Vijay V., 2023, Occurrence of Geranium mascatense (Geraniaceae) in India and the speculations about its global distribution, pp. 215 in Phytotaxa 598 (3) on page 215, DOI: 10.11646/phytotaxa.598.3.2, http://zenodo.org/record/7969914
DOI: 10.5281/zenodo.15142996
title: TABLE 1 in Occurrence of Geranium mascatense (Geraniaceae) in India and the speculations about its global distribution

description: TABLE 1. Comparison of characters of G. mascatense and G. ocellatum.
CharactersG. mascatenseG. ocellatumBasal leavesDeciduousPersistentLower cauline leavesAlternateOppositeLaminaPentagonal, with rhombic toOrbicular-polygonal, withobtrullate segmentsobtriangular segmentsIndumentum on adaxial surfacePapillose type eglandular hairsPapillose type eglandular hairsPresentabsent or rarely presentLeaf segment lobesLonger than broadEither shorter or as long as broadSepalsAccrescentNot accrescentMericarps2.8–3.5 mm long, with prominent beak2.1–2.3 mm long, slightly beakedMericarp surface4–6 prominent ribs laterally connected08–10 less prominent ribs notlaterally connectedGap b/w ribsRibs separated by 0.2 – 0.5 mm wideRibs separated by 0.1–0.2 mm widedeep furrowsshallow furrowsMericarp hairsCa. 0.1 mm long, eglandular hairs withMericarp entirely glabrousobtuse apex on ribs
description: Published as part of Hurrah, Imtiyaz A., Shukla, Aparna R. & Wagh, Vijay V., 2023, Occurrence of Geranium mascatense (Geraniaceae) in India and the speculations about its global distribution, pp. 215 in Phytotaxa 598 (3) on page 215, DOI: 10.11646/phytotaxa.598.3.2, http://zenodo.org/record/7969914