cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.eh7kdu
title: Occurrence Download

description: A dataset containing 4605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taeniatherum caput-medusae",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4605 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014266-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5v11vz8r
title: MassIVE MSV000098990 - Orbicella faveolata metabolomics
title: Metabolomic data from Orbicella faveolata microfragments used in coral restoration in La Parguera, Puerto Rico
DOI: 10.15468/dl.3cbk5x
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Oman",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia",
 "Year 2012-2025"
 ]
}

 The dataset includes 75 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014267-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24n53j
title: Occurrence Download

description: A dataset containing 3697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Oman",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 3697 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014268-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/3qva1-0yr48
title: JT5_Dysgonomonas

description: JT5_Dysgonomonas
description: <strong>Tilt Series Date:</strong> 2013-06-17</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Bacteroidetes</p>
<strong>Strain:</strong> JT5-1</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> UCSF tomo</p>
<strong>Upload Method:</strong> uploadraptor</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Eric Matson</p>
<strong>Purification / Growth Conditions / Treatment:</strong> starved</p>
<strong>Sample Preparation:</strong> quantifoil grid R2/2, 20nm gold, 100% humidity</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-06-17-8/rawdata/</p>jt50001.mrc,  Tilt Series (Pixel Size 0.48 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-06-17-8/rawdata/jt50001.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/r2q0s-t5j53
title: Agro_C58_22C_liq

description: Raw data files of Agro_C58_22C_liq
description: <strong>Tilt Series Date:</strong> 2014-09-05</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> strain from Pat Zambryski</p>
<strong>Purification / Growth Conditions / Treatment:</strong> 22C liquid</p>
<strong>Sample Preparation:</strong> Vitrobot</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2014-09-05-27/rawdata/</p>c58_22_liq20002.mrc,  Tilt Series (Pixel Size 0.5 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2014-09-05-27/rawdata/c58_22_liq20002.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/7bj1j-qbd40
title: Agro VirB8-GFP

description: Raw data files of Agro VirB8-GFP
description: <strong>Tilt Series Date:</strong> 2013-07-08</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -10.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Janelia Titan</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Pat Zambryski</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown for induction of T-pili at 19C</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-07-08-6/rawdata/</p>VirB8_Titan0006.mrc,  Tilt Series (Pixel Size 0.42 nm), 3.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-07-08-6/rawdata/VirB8_Titan0006.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/7ynz0-d9k11
title: MJ007 sacculi

description: sacculi purification of sporulating cells
description: <strong>Tilt Series Date:</strong> 2012-03-11</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Bacillus subtilis </p>
<strong>Strain:</strong> MJ007, ponA null</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-55.0°, 55.0°), step: 1°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Kit Pogliano</p>
<strong>Purification / Growth Conditions / Treatment:</strong> See E Tocheva Mol Micro 2013</p>
<strong>Sample Preparation:</strong> Vitrobot</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2012-03-11-16/rawdata/</p>mj0005.mrc,  Tilt Series (Pixel Size 1.9 nm), 925.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2012-03-11-16/rawdata/mj0005.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/wxgsw-97m29
title: Agro C58 22C liq

description: Raw data files of Agro C58 22C liq
description: <strong>Tilt Series Date:</strong> 2014-08-05</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> reupload_downloaded</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> C58 from Pat Zambryski</p>
<strong>Purification / Growth Conditions / Treatment:</strong> 22C liquid</p>
<strong>Sample Preparation:</strong> Vitrobot</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2014-08-05-18/rawdata/</p>agro_22_liq0018.mrc,  Tilt Series (Pixel Size 0.5 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2014-08-05-18/rawdata/agro_22_liq0018.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/pnddx-kb386
title: Agro Bald VirB8-GFP

description: the bald strain lacks flagellin 1-3 and is considered non-motile
description: <strong>Tilt Series Date:</strong> 2013-07-02</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-30.0°, 30.0°), step: 1.0°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Pat Zambryski</p>
<strong>Purification / Growth Conditions / Treatment:</strong> cells were grown at 19C and induced for T4SS</p>
<strong>Sample Preparation:</strong> Vitrobot</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-07-02-37/rawdata/</p>bald_gfp20018.mrc,  Tilt Series (Pixel Size 0.48 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-07-02-37/rawdata/bald_gfp20018.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/mwgsq-gfy87
title: Pseudomonas aeruginosa wild type

description: starved for 3h
description: <strong>Tilt Series Date:</strong> 2014-02-08</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Pseudomonas aeruginosa</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-50.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -8.0 μm,  magnification: 22500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Lisa Racki</p>
<strong>Purification / Growth Conditions / Treatment:</strong> starved for 3h</p>
<strong>Sample Preparation:</strong> Vitrobot</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2014-02-08-5/rawdata/</p>Paeruginosa_wt_t30005.mrc,  Tilt Series (Pixel Size 0.4 nm), 3.2 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2014-02-08-5/rawdata/Paeruginosa_wt_t30005.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/cbv1g-8k979
title: WT LP01 from Liu lab, Yale

description: Type four secretion system, T4SS
description: <strong>Tilt Series Date:</strong> 2016-11-28</p>
<strong>Data Taken By:</strong> Yuxi Liu</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-51.0°, 51.0°), step: 3°, constant angular increment, dosage: 50.0 eV/Å²,  defocus: -5.0 μm,  magnification: 15500x. </p>
<strong>Microscope:</strong> Caltech Polara</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> Data collected by Bo Hu in Jun Liu lab at Yale from their Polara. Partial WT strain data set. Primary literature:  doi: 10.1038/s41564-018-0165-z</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ylx2016-11-28-352/rawdata/</p>T4SSWTNov26A059_driftcorr.mrc,  Tilt Series (Pixel Size 0.25 nm), 2.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ylx2016-11-28-352/rawdata/T4SSWTNov26A059_driftcorr.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/acmwp-gq094
title: WT LP01 from Liu lab, Yale

description: Type four secretion system, T4SS
description: <strong>Tilt Series Date:</strong> 2016-11-28</p>
<strong>Data Taken By:</strong> Yuxi Liu</p>
<strong>Species / Specimen:</strong> Legionella pneumophila</p>
<strong>Strain:</strong> Philadelphia-1_Lp02</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-51.0°, 51.0°), step: 3°, constant angular increment, dosage: 50.0 eV/Å²,  defocus: -5.0 μm,  magnification: 15500x. </p>
<strong>Microscope:</strong> Caltech Polara</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> Data collected by Bo Hu in Jun Liu lab at Yale from their Polara. Partial WT strain data set. Primary literature:  doi: 10.1038/s41564-018-0165-z</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ylx2016-11-28-169/rawdata/</p>T4SSWTDec12A014_driftcorr.mrc,  Tilt Series (Pixel Size 0.25 nm), 2.0 GB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/rhxq5-x2749
title: #4-60 BaxH6 Lysogen Ecoli phage

description: Bax delta H6 bigger hole Bax mutantBaxH6 Lysogen Ecoli lamdaphageMC4100[lamdadelta (SR)]
description: <strong>Tilt Series Date:</strong> 2013-07-12</p>
<strong>Data Taken By:</strong> Alasdair McDowall</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -8.0 μm,  magnification: 26000x. </p>
<strong>Microscope:</strong> Janelia Titan</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> raptor failed</p>
<strong>Collaborators and Roles:</strong> Xo Luo and Xiaming Pang  xuluo@unmc.edu</p>
<strong>Purification / Growth Conditions / Treatment:</strong> see Xiamings notes</p>
<strong>Sample Preparation:</strong> Titan 26k 7/11/13  expo 0.9 150e- poor fudicials</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/amw2013-07-12-6/rawdata/</p>B1_4-600006.mrc,  Tilt Series (Pixel Size 0.42 nm), 3.3 GB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.awyy9d
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanotaenia gracilis)",
 "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 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014270-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7zz37
title: Occurrence Download

description: A dataset containing 18405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melilotus officinalis"
 ]
}

 The dataset includes 18405 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014269-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjrsqz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Themeda quadrivalvis",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014272-250827131500795/datasets/export for details.
DOI: 10.15468/dl.hxq8yh
title: Occurrence Download

description: A dataset containing 4723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Themeda quadrivalvis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4723 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014271-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbec34
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Themeda quadrivalvis",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014273-250827131500795/datasets/export for details.
DOI: 10.15468/dl.3hbj9z
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctium cimbricum"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014274-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16937243
title: Two tower CNN vein-blade mismatching

description: From high resolution data to create a morphospace, synthetic leaves are generated using data augmentation. Using thin plate splines, blade and veins are mismatched and realigned using a subset of core landmarks. A two tower CNN creates a common embedding space for blade and vein and distinguishes matched from mismatched leaves.
DOI: 10.5281/zenodo.17014105
title: Two tower CNN vein-blade mismatching

description: From high resolution data to create a morphospace, synthetic leaves are generated using data augmentation. Using thin plate splines, blade and veins are mismatched and realigned using a subset of core landmarks. A two tower CNN creates a common embedding space for blade and vein and distinguishes matched from mismatched leaves.
DOI: 10.15468/dl.744yqd
title: Occurrence Download

description: A dataset containing 648 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gnaphalium cheiranthifolium"
 ]
}

 The dataset includes 648 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014275-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.um7w8r
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Themeda quadrivalvis",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014279-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv9gk6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanotaenia garylangei)",
 "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 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014276-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.672npu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Themeda quadrivalvis",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014277-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs4tbd
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Themeda quadrivalvis",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014278-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17014017
title: Battery Imaging Library: Laboratory X-ray micro-CT - Pintype Li-ion (raw data)

description: This entry contains the raw data and scan parameters for Pintype Li-ion. Data acquired at MuVIS X-ray Imaging Centre at the University of Southampton using a Diondo D5 X-ray CT instrument.

If you use these data, then please cite the Battery Imaging Library website and the following paper:

Battery Imaging Library: Democratising multi-length scale and multi-modal synchrotron and laboratory battery imaging data, R. Docherty et al., 2025
description: Funding: Royal Society Industry Fellowship IF\R2\222059. The Battery Imaging Library is intended for academic and educational purposes. Commercial use should be discussed with the authors.
DOI: 10.5281/zenodo.17014112
title: Dataset of the Integration of MLOps into the Software Development Lifecycle

description: This dataset comprises the 71 primary studies (E1–E71) systematically selected and analyzed in the present literature review on MLOps integration within software development processes. The studies were retrieved from leading scientific databases including IEEE Xplore, ACM Digital Library, Scopus, Elsevier, and Springer, covering the period from 2018 to 2025. Each entry includes the title, publication venue, and year, and has been uniquely indexed to support traceability and reproducibility. The dataset serves as an evidence base for mapping tools, frameworks, architectural patterns, methodological approaches, and organizational practices relevant to the MLOps lifecycle. It is intended to facilitate future benchmarking efforts, and comparative studies in both academic and industrial contexts.