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

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taxus"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006826-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ffk-l8w-bg2
title: Sepia officinalis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.bvqf79
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((90.102525 24.527882, 90.025341 24.522305, 89.95007699999999 24.505713, 89.878604 24.478518, 89.812697 24.441396, 89.75398800000001 24.39527, 89.703924 24.341285, 89.663735 24.280778, 89.63440199999999 24.215247, 89.616632 24.146313, 89.610845 24.075676, 89.617164 24.005077, 89.635413 23.936253, 89.665128 23.870894, 89.705561 23.810604, 89.755709 23.756858, 89.814334 23.710972, 89.879997 23.674068, 89.951089 23.647044, 90.025873 23.630562, 90.102525 23.625023, 90.17917799999999 23.630562, 90.253962 23.647044, 90.32505399999999 23.674068, 90.390717 23.710972, 90.449342 23.756858, 90.49948999999999 23.810604, 90.539923 23.870894, 90.569638 23.936253, 90.58788699999999 24.005077, 90.594206 24.075676, 90.588419 24.146313, 90.570649 24.215247, 90.54131599999999 24.280778, 90.501127 24.341285, 90.451063 24.39527, 90.392354 24.441396, 90.326447 24.478518, 90.254974 24.505713, 90.17971 24.522305, 90.102525 24.527882))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 150 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006825-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2px4pg
title: CCDC 2499706: Experimental Crystal Structure Determination

description: Related Article: Siyu Sun|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/j8n-zrh-l50
title: Marmorofusus philippii (Jonas, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lxj-9r9-dq4
title: Reticunassa annabolteae Galindo, H. H. Kool & H. Dekker, 2017

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ljg-dln-gky
title: Albinaria forbesiana bigibbosa (Charpentier, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e0l-dgk-v1w
title: Albinaria byzantina (Charpentier, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyl-k1r-ve8
title: Leptochiton cancellatus (G. B. Sowerby II, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5517/ccdc.csd.cc2qf8q5
title: CCDC 2515207: Experimental Crystal Structure Determination

description: Related Article: Aifang Wang|2026|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pfbj0
title: CCDC 2485472: Experimental Crystal Structure Determination

description: Related Article: Huangjie Lu, Jialu Chen, Junpu Yang, Jingqi Ma, Chun Wang, Junfeng Qian, Zhi-Hui Zhang, Qun Chen, Ming-Yang He, Jian Lin|2026|JACS Au|||doi:10.1021/jacsau.5c01489
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pfbk1
title: CCDC 2485473: Experimental Crystal Structure Determination

description: Related Article: Huangjie Lu, Jialu Chen, Junpu Yang, Jingqi Ma, Chun Wang, Junfeng Qian, Zhi-Hui Zhang, Qun Chen, Ming-Yang He, Jian Lin|2026|JACS Au|||doi:10.1021/jacsau.5c01489
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.18347835
title: Ice mass fluxes for Anatomy of Arctic and Antarctic sea ice lows in an ocean–sea ice model

description: Dataset of ice mass flux climatologies and anomalies. Outputs from a ocean-sea ice numerical model NEMO-SI3, global eORCA configuration, 1/4° nominal horizontal resolution. 

For more details on data production and processing, please refer to Richaud et al. (2026), Anatomy of Arctic and Antarctic sea ice lows in an ocean–sea ice model, The Cryosphere.
DOI: 10.5281/zenodo.18347836
title: Ice mass fluxes for Anatomy of Arctic and Antarctic sea ice lows in an ocean–sea ice model

description: Dataset of ice mass flux climatologies and anomalies. Outputs from a ocean-sea ice numerical model NEMO-SI3, global eORCA configuration, 1/4° nominal horizontal resolution. 

For more details on data production and processing, please refer to Richaud et al. (2026), Anatomy of Arctic and Antarctic sea ice lows in an ocean–sea ice model, The Cryosphere.
DOI: 10.3535/scr-n2w-1dr
title: Vexillum Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.t9873s
title: Occurrence Download

description: A dataset containing 6230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix foetida"
 ]
}

 The dataset includes 6230 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006829-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/qs9-9gn-5qj
title: Reticunassa microstriata H. H. Kool, 2022

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ef2t2b
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anginon difforme",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 92 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006830-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pt37gy
title: Occurrence Download

description: A dataset containing 3343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Taraxacum officinale, Taraxacum officinale)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 3343 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006832-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cauu6
title: Occurrence Download

description: A dataset containing 308532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laridae",
 "Country is France",
 "HasCoordinate is true",
 "Year is greater than or equal to 2024"
 ]
}

 The dataset includes 308532 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006755-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cz6r7u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.64469 26.26665, 89.56639199999999 26.261073, 89.490043 26.244479, 89.41754400000001 26.217284, 89.350695 26.180162, 89.291152 26.134037, 89.24038299999999 26.080054, 89.199637 26.019552, 89.169905 25.95403, 89.151904 25.885107, 89.146057 25.814485, 89.15248800000001 25.743904, 89.17101599999999 25.675101, 89.201166 25.609764, 89.242181 25.549497, 89.293041 25.495774, 89.352492 25.449909, 89.419073 25.413022, 89.49115399999999 25.386012, 89.566976 25.369538, 89.64469 25.364002, 89.722404 25.369538, 89.798226 25.386012, 89.870307 25.413022, 89.936888 25.449909, 89.99633900000001 25.495774, 90.04719900000001 25.549497, 90.08821399999999 25.609764, 90.118364 25.675101, 90.136892 25.743904, 90.143323 25.814485, 90.13747600000001 25.885107, 90.11947499999999 25.95403, 90.089743 26.019552, 90.048997 26.080054, 89.998228 26.134037, 89.93868500000001 26.180162, 89.871836 26.217284, 89.79933699999999 26.244479, 89.722988 26.261073, 89.64469 26.26665))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006831-260120142942310/datasets/export for details.
DOI: 10.17026/ar/tgkqp5
title: Proefsleuvenonderzoek Haalderen Notenboomstraat 60 Proefsleuvenonderzoek aan de Notenboomstraat 60 te Haalderen in de Gemeente Lingewaard

description: &lt;p&gt;Geen sporen en vondsten aangetroffen.&lt;/p&gt;
DOI: 10.3535/n9p-vsm-mae
title: Bostrycapulus aculeatus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vwn-595-36x
title: Albinaria nivea reuselaarsi H. Nordsieck, 2015

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/88c-gz1-g2f
title: Albinaria corrugata corrugata (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/95b-bqe-nml
title: Albinaria Vest, 1867

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29385200
title: Digital Waste Reduction in Community Health

description: <b>Learning Outcomes:</b><br>By engaging in this scenario, students will be able to:KnowledgeDevelop digital mindfulness by recognising the impact of digital overload on mental health and personal well-being.SkillsIdentify and implement strategies to reduce digital waste and unnecessary data storage in healthcare settings.Promote energy-efficient use of digital devices in clinical and educational environments.Support and advocate for responsible e-waste disposal practices aligned with NHS sustainability goals.Apply digital sustainability principles in professional and personal contexts to reduce environmental impact.AttitudesReflect on the ethical responsibility of healthcare professionals to engage in digitally sustainable practices, recognising the broader impact of personal and institutional digital behaviour on environmental and mental well-being.
DOI: 10.6084/m9.figshare.29385200.v1
title: Digital Waste Reduction in Community Health

description: <b>Learning Outcomes:</b><br>By engaging in this scenario, students will be able to:KnowledgeDevelop digital mindfulness by recognising the impact of digital overload on mental health and personal well-being.SkillsIdentify and implement strategies to reduce digital waste and unnecessary data storage in healthcare settings.Promote energy-efficient use of digital devices in clinical and educational environments.Support and advocate for responsible e-waste disposal practices aligned with NHS sustainability goals.Apply digital sustainability principles in professional and personal contexts to reduce environmental impact.AttitudesReflect on the ethical responsibility of healthcare professionals to engage in digitally sustainable practices, recognising the broader impact of personal and institutional digital behaviour on environmental and mental well-being.
DOI: 10.3535/p9j-2p5-69g
title: Albinaria Vest, 1867

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0jn-rj5-r9j
title: Albinaria teres andreae H. Nordsieck, 2017

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s2q-954-h8j
title: Albinaria contaminata artaensis (O. Boettger, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tam-tv1-1jy
title: Sitala jenynsi (L. Pfeiffer, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.17426580
title: Replication Package for the Paper "How are MLOps Frameworks Used in Open Source Projects? An Empirical Characterization"

description: Replication Package for the Paper "How are MLOps Frameworks Used in Open Source Projects? An Empirical Characterization"

RQ1 & RQ2/

Results_Overview.csv: for each project: - Repo: dependent repository - Framework: framework being used - UseinCI: whether the framework is used in CI/CD - Mappings: phases being used (comma-separated)

Mapping_Phases_On_Repos.csv: Similar to Results_Overview.csv, but in this case the mapping is related to the specific ML steps

RQ1 & RQ2/Mappings/

For each framework, the file contains the mapping between invoked APIs and MLOps pipeline phases

RQ1 & RQ2/Scripts/

Scripts to address RQ1 and RQ2:



download_dependents.py: to download dependents and apply filters over them

usage_analysis.py: given a framework and its list of dependents, produces the output stored in the Usages/ folder


RQ1 & RQ2/Projects/

For each framework, the list of dependents

RQ1 & RQ2/Usages/

For each framework, the invoked APIs in each file

RQ3/



Taxonomy - Consolidation.csv: Taxonomy merger task performed to consolidate the taxonomy

Taxonomy with Descriptions and Issues.csv: For each category (before consolidation), description and examples

Human-coding-output.csv: Results of the first-level manual coding on the sample

Human-LLM-conflict-resolution.csv: Results of the second-level coding human/LLM with conflict resolution

Complete dataset LLM_classification.zip: Raw output of the LLM classification on the whole dataset

Complete dataset LLM_classification.xlsx: The output above in a spreadsheet

Prompt_template.txt: Prompt used by the LLM to classify feature requests

MLOps Tools Raw Dataset.xlsx: All the downloaded issues


RQ3/Scripts/





async_openrouter_pipeline.py: script for the automated, LLM-based classification




RefinedCodebookJSON.json: Category Codebook used to drive the LLM-based classification
DOI: 10.5281/zenodo.17426581
title: Replication Package for the Paper "How are MLOps Frameworks Used in Open Source Projects? An Empirical Characterization"

description: Replication Package for the Paper "How are MLOps Frameworks Used in Open Source Projects? An Empirical Characterization"

RQ1 & RQ2/

Results_Overview.csv: for each project: - Repo: dependent repository - Framework: framework being used - UseinCI: whether the framework is used in CI/CD - Mappings: phases being used (comma-separated)

Mapping_Phases_On_Repos.csv: Similar to Results_Overview.csv, but in this case the mapping is related to the specific ML steps

RQ1 & RQ2/Mappings/

For each framework, the file contains the mapping between invoked APIs and MLOps pipeline phases

RQ1 & RQ2/Scripts/

Scripts to address RQ1 and RQ2:



download_dependents.py: to download dependents and apply filters over them

usage_analysis.py: given a framework and its list of dependents, produces the output stored in the Usages/ folder


RQ1 & RQ2/Projects/

For each framework, the list of dependents

RQ1 & RQ2/Usages/

For each framework, the invoked APIs in each file

RQ3/



Taxonomy - Consolidation.csv: Taxonomy merger task performed to consolidate the taxonomy

Taxonomy with Descriptions and Issues.csv: For each category (before consolidation), description and examples

Human-coding-output.csv: Results of the first-level manual coding on the sample

Human-LLM-conflict-resolution.csv: Results of the second-level coding human/LLM with conflict resolution

Complete dataset LLM_classification.zip: Raw output of the LLM classification on the whole dataset

Complete dataset LLM_classification.xlsx: The output above in a spreadsheet

Prompt_template.txt: Prompt used by the LLM to classify feature requests

MLOps Tools Raw Dataset.xlsx: All the downloaded issues


RQ3/Scripts/





async_openrouter_pipeline.py: script for the automated, LLM-based classification




RefinedCodebookJSON.json: Category Codebook used to drive the LLM-based classification
DOI: 10.21950/nimfx7
title: Federico-Tena World Population Historical Database : Italian Somaliland (Somalia)

description: Project developed by Giovanni Federico (New York University Abu Dhabi) and Antonio Tena Junguito (Universidad Carlos III de Madrid). Dataset: Italian Somaliland (Somalia)
description: Microsoft Excel
description: Web site: <strong>https://www.uc3m.es/investigacion/federico-tena-population</strong>



<strong>SEE MAP</strong>
DOI: 10.15468/dl.azknsv
title: Occurrence Download

description: A dataset containing 1253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lampropeltis rhombomaculata"
 ]
}

 The dataset includes 1253 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006834-260120142942310/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.31132846
title: <b>More than a minor input: The functional role of livestock dung in linking vegetation and soil seed banks on the Tibetan Plateau</b>

description: Livestock dung serves as a key vehicle for seed dispersal in alpine grasslands, yet its quantitative contribution to soil seed banks remains unclear. Through field surveys and germination experiments across two grazing seasons, we compared yak and sheep dung seed banks in alpine shrub and meadow habitats.
DOI: 10.6084/m9.figshare.31132846.v1
title: <b>More than a minor input: The functional role of livestock dung in linking vegetation and soil seed banks on the Tibetan Plateau</b>

description: Livestock dung serves as a key vehicle for seed dispersal in alpine grasslands, yet its quantitative contribution to soil seed banks remains unclear. Through field surveys and germination experiments across two grazing seasons, we compared yak and sheep dung seed banks in alpine shrub and meadow habitats.
DOI: 10.5281/zenodo.18348058
title: LINF_310039100

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18348057
title: LINF_310039100

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18347952
title: Elliptic flow of charm quarks produced in the early stage of pA collisions

description: Datasets of the figures for: Elliptic flow of charm quarks produced in the early stage of pA collisions

ArXiv 2601.11123 [hep-ph]
DOI: 10.3535/lqc-f0x-kdc
title: Nassarius boucheti H. H. Kool, 2004

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18347951
title: Elliptic flow of charm quarks produced in the early stage of pA collisions

description: Datasets of the figures for: Elliptic flow of charm quarks produced in the early stage of pA collisions

ArXiv 2601.11123 [hep-ph]
DOI: 10.3535/pf0-kc6-w0m
title: Nassarius biendongensis H. H. Kool, 2003

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zfc-7nw-8sh
title: Reticunassa jeanmartini (H. H. Kool & H. Dekker, 2006)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pyp-jhj-c17
title: Nassarius biendongensis H. H. Kool, 2003

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1yy-q43-tqb
title: Tellinella listeri (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mls-pvb-r19
title: Nassarius thachorum H. Dekker, H. H. Kool & van Gemert, 2016

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qpk-fvf-d6t
title: Lepidochitona caprearum (Scacchi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6l-y7r-3gp
title: Callochiton septemvalvis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ez-wdj-4c4
title: Afropunctum F. Haas, 1934

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cza-qb9-hzx
title: Albinaria voithii agesilaus (E. von Martens, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.4rswq6
title: Occurrence Download

description: A dataset containing 4799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lampropeltis calligaster"
 ]
}

 The dataset includes 4799 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006835-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.