cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.gm95mq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caulerpa cylindracea",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016155-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18277541
title: Occurrence and provenance of KREEP components in glassy agglutinates from Chang'e-5 lunar regolith date

description: 该数据集包括嫦娥五号月壤基质和富钾磷区域的 LA-ICP-MS 分析,以及基质和相关矿物碎片的 EPMA 数据。
DOI: 10.5281/zenodo.18277542
title: Occurrence and provenance of KREEP components in glassy agglutinates from Chang'e-5 lunar regolith date

description: 该数据集包括嫦娥五号月壤基质和富钾磷区域的 LA-ICP-MS 分析,以及基质和相关矿物碎片的 EPMA 数据。
DOI: 10.5281/zenodo.18277921
title: Galium bigeminum Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.5281/zenodo.18277920
title: Galium bigeminum Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.15468/dl.xar92v
title: Occurrence Download

description: A dataset containing 46211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Acorus calamus L.",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46211 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016156-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbp67e
title: Occurrence Download

description: A dataset containing 7761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China, Hong Kong, Macao)",
 "TaxonKey is Mikania micrantha"
 ]
}

 The dataset includes 7761 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016157-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18277924
title: Galium ericoides Lam. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.5281/zenodo.18277925
title: Galium ericoides Lam. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.5281/zenodo.18277927
title: Galium hirtum Lam. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.5281/zenodo.18277928
title: Galium hirtum Lam. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.15468/dl.uqwh32
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia holbrooki",
 "Country is Algeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016158-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwt4w8
title: Occurrence Download

description: A dataset containing 1490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia holbrooki",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1490 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016159-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7c224
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia holbrooki",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 253 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016160-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18277933
title: Galium humile Cham. & Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.5281/zenodo.18277934
title: Galium humile Cham. & Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.5281/zenodo.18277938
title: Galium hypocarpium (L.) Endl. ex Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.5281/zenodo.18277939
title: Galium hypocarpium (L.) Endl. ex Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:47
DOI: 10.15468/dl.6gftjz
title: Occurrence Download

description: A dataset containing 44314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Eragrostis minor Host",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44314 records from 415 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016161-260108223611665/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.29104994
title: Supplemental figure S1: Main facilities for lactating cows (A), type of maternity (B), and calf housing (C) , analyzed across different dairy production systems (LOW = 12.0 L/cow per day (7.4–14.5); INT = 18.0 L/cow per day (14.6–22.5); and UPP = 26.7 L/cow per day (22.6–32.0).

description: Main facilities for lactating cows (A), type of maternity (B), and calf housing (C) , analyzed across different dairy production systems (LOW = 12.0 L/cow per day (7.4–14.5); INT = 18.0 L/cow per day (14.6–22.5); and UPP = 26.7 L/cow per day (22.6–32.0).
DOI: 10.15468/dl.j6j2j8
title: Occurrence Download

description: A dataset containing 7285 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvinia ×molesta D.S.Mitch."
 ]
}

 The dataset includes 7285 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011392-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbpm7x
title: Occurrence Download

description: A dataset containing 13793591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, France)",
 "TaxonKey is one of (Aves, Insecta, Chiroptera)",
 "Year 2019-2019"
 ]
}

 The dataset includes 13793591 records from 3576 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008763-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15021843
title: bilayer9

description: Modifications to the LJ parameters of phospahte bound Oxygen based on Amber optimization paper. Topology modification to original force field
DOI: 10.5281/zenodo.15021844
title: bilayer9

description: Modifications to the LJ parameters of phospahte bound Oxygen based on Amber optimization paper. Topology modification to original force field
DOI: 10.15468/dl.6x4vpk
title: Occurrence Download

description: A dataset containing 2336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Spodoptera frugiperda J.E.Smith, 1797",
 "Year 1980-2025"
 ]
}

 The dataset includes 2336 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011318-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/9ngxg-0qt57
title: P. gingivalis wild type

description: Raw data files of P. gingivalis wild type
description: <strong>Tilt Series Date:</strong> 2020-11-06</p>
<strong>Data Taken By:</strong> Georges Chreifi</p>
<strong>Species / Specimen:</strong> Porphyromonas gingivalis</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 170.0 eV/Å²,  defocus: -6.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Eric Reynolds</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Grown and harvested from plates</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/gca2020-11-06-303/rawdata/</p>PginWT9_302.mrc,  Tilt Series (Pixel Size 0.333 nm), 1.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/gca2020-11-06-303/rawdata/PginWT9_302.mrc"
        > <i class="download icon"></i> Download </a></p>

        PginWT9_302_part40_3.rec,  Reconstruction (Pixel Size 1.332 nm), 737.3 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/gca2020-11-06-303/3dimage_115570/PginWT9_302_part40_3.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.4ddt53
title: Occurrence Download

description: A dataset containing 396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxalis corniculata",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 396 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045106-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/87wj7-2ft86
title: C. crescentus NA1000 Tad pilus

description: C. crescentus NA1000 Tad pilus project. The goad is to get an STA of the Tad pilus secretion system.
description: <strong>Tilt Series Date:</strong> 2019-08-17</p>
<strong>Data Taken By:</strong> Steven Wang</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -6.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> Patrick Viollier and Lujia Zhang</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Swarmer cells purified using Percoll (colloidal silica). Cultured using M2G media.</p>
<strong>Sample Preparation:</strong> 10 nm gold beads. Blotting force 4, blotting time 4, draining time 1. Quantifoil copper grids.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/swy2019-08-17-115/rawdata/</p>caulobacter_na1000_wt_116_af.mrc,  Tilt Series (Pixel Size 0.336 nm), 3.9 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        caulobacter_na1000_wt_116_af.mrc.mdoc,  814.0 B  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.j4v9de
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((93 29,112 29,112 43,93 43,93 29))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artemisia desertorum"
 ]
}

 The dataset includes 414 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045104-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/8e9em-zq291
title: Caulobacter crescentus

description: Raw data files of Caulobacter crescentus
description: <strong>Tilt Series Date:</strong> 2018-10-05</p>
<strong>Data Taken By:</strong> Lujia Zhang</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 252.8 eV/Å²,  defocus: -10.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> SerialEM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> For the research of pilus, Del E from Partick</p>
<strong>Purification / Growth Conditions / Treatment:</strong> swarmer cell, PVP</p>
<strong>Sample Preparation:</strong> force 4, time 6, humidity 100%, temp. 22</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lza2018-10-05-30/rawdata/</p>targ30.mrc,  Tilt Series (Pixel Size 0.3712 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lza2018-10-05-30/rawdata/targ30.mrc"
        > <i class="download icon"></i> Download </a></p>

        targ30_part118_2.rec,  Reconstruction (Pixel Size 1.4848 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lza2018-10-05-30/3dimage_99285/targ30_part118_2.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/9cwnt-h3948
title: Caulobacter crescentus

description: Raw data files of Caulobacter crescentus
description: <strong>Tilt Series Date:</strong> 2018-10-20</p>
<strong>Data Taken By:</strong> Lujia Zhang</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -6.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> SerialEM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> For the research of pilus, WT</p>
<strong>Purification / Growth Conditions / Treatment:</strong> swarmer cell, PVP</p>
<strong>Sample Preparation:</strong> force 4, time 6, humidity 100%, temp. 22</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lza2018-10-20-57/rawdata/</p>targ02.mrc,  Tilt Series (Pixel Size 0.39 nm), 3.3 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        targ02_part115_1.rec,  Reconstruction (Pixel Size 1.56 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lza2018-10-20-57/3dimage_101269/targ02_part115_1.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.e3783p
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astyanax lineatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 321 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045107-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/6pbcr-bab78
title: C. crescentus NA1000 Tad pilus

description: C. crescentus NA1000 Tad pilus project. The goad is to get an STA of the Tad pilus secretion system.
description: <strong>Tilt Series Date:</strong> 2019-08-17</p>
<strong>Data Taken By:</strong> Steven Wang</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: -6.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> Patrick Viollier and Lujia Zhang</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Swarmer cells purified using Percoll (colloidal silica). Cultured using M2G media.</p>
<strong>Sample Preparation:</strong> 10 nm gold beads. Blotting force 4, blotting time 4, draining time 1. Quantifoil copper grids.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/swy2019-08-17-88/rawdata/</p>caulobacter_na1000_wt_089_af.mrc,  Tilt Series (Pixel Size 0.336 nm), 3.9 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        caulobacter_na1000_wt_089_af.mrc.mdoc,  813.0 B  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.21227/c1cq-qh53
title: "wanling_tsai_exp_dataset"

description: "This dataset contains four collections of samples stored in NumPy .npy format, designed for binary classification tasks. Each dataset folder includes two subfolders, train\/ and test\/, which further contain two class files (class0.npy and class1.npy). Each .npy file stores a 2D array, where every row represents a single data sample. The training and testing splits are explicitly separated, allowing direct use in machine learning workflows without additional preprocessing.The dataset is particularly suitable for evaluating data augmentation, data generation, and decision boundary analysis methods, as it provides well-structured binary-labeled data. Researchers can easily load the files using Python and NumPy, then apply machine learning models such as neural networks, support vector machines, or other classification algorithms.By providing a clean and standardized format, this dataset enables efficient experimentation in binary classification tasks, supports reproducibility in research, and can serve as a benchmark resource for future studies in machine learning and data augmentation."
DOI: 10.22002/28dx9-b0930
title: Caulobacter delta-CpaF

description: Raw data files of Caulobacter delta-CpaF
description: <strong>Tilt Series Date:</strong> 2019-01-08</p>
<strong>Data Taken By:</strong> Steven Wang</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 183.0 eV/Å²,  defocus: -9.0 μm,  magnification: 42000x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> iMOD</p>
<strong>Collaborators and Roles:</strong> Patrick Viollier</p>
<strong>Purification / Growth Conditions / Treatment:</strong> 28 degrees celsius</p>
<strong>Sample Preparation:</strong> plunge-freezing</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/swy2019-01-08-31/rawdata/</p>targ84.mrc,  Tilt Series (Pixel Size 0.351 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/swy2019-01-08-31/rawdata/targ84.mrc"
        > <i class="download icon"></i> Download </a></p>

        targ84_full.rec,  Reconstruction (Pixel Size 1.404 nm), 445.4 MB  
        
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        > <i class="download icon"></i> Download </a></p>