cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14632261
title: SEM Deep Learning Multiclass Noise Level Classification with Data Augmentation

description: EPFL CVLab EM Dataset - E. CVLab, “EPFL CVLab EM Dataset.” CVLab, EPFL. Accessed: Nov. 01, 2025. [Electron Microscopy Images]. Available: https://www.epfl.ch/labs/cvlab/data/data-em/

 



NFFA-EUROPE - 100% SEM Dataset - R. Aversa, M. H. Modarres, S. Cozzini, and R. Ciancio, “NFFA-EUROPE - 100% SEM Dataset.” NFFA-EUROPE Project, 2018. doi: 10.23728/b2share.80df8606fcdb4b2bae1656f0dc6db8ba.



 

B. N. Orcutt, “Scanning Electron Microscopy (SEM) photographs of biofilms on indium tin oxide electrodes from cathodic poised potential experiments with subsurface crustal samples from CORK borehole observatories at North Pond on the Mid-Atlantic Ridge during R/V A.” Biological and Chemical Oceanography Data Management Office (BCO-DMO)., Feb. 03, 2020. doi: 10.1575/1912/bco-dmo.780261.1.Gaussian noise levels from 0.0000 to 0.0100, incremented by 0.001To use the models, please refer to MLflow python library.
DOI: 10.5281/zenodo.14632262
title: SEM Deep Learning Multiclass Noise Level Classification with Data Augmentation

description: EPFL CVLab EM Dataset - E. CVLab, “EPFL CVLab EM Dataset.” CVLab, EPFL. Accessed: Nov. 01, 2025. [Electron Microscopy Images]. Available: https://www.epfl.ch/labs/cvlab/data/data-em/

 



NFFA-EUROPE - 100% SEM Dataset - R. Aversa, M. H. Modarres, S. Cozzini, and R. Ciancio, “NFFA-EUROPE - 100% SEM Dataset.” NFFA-EUROPE Project, 2018. doi: 10.23728/b2share.80df8606fcdb4b2bae1656f0dc6db8ba.



 

B. N. Orcutt, “Scanning Electron Microscopy (SEM) photographs of biofilms on indium tin oxide electrodes from cathodic poised potential experiments with subsurface crustal samples from CORK borehole observatories at North Pond on the Mid-Atlantic Ridge during R/V A.” Biological and Chemical Oceanography Data Management Office (BCO-DMO)., Feb. 03, 2020. doi: 10.1575/1912/bco-dmo.780261.1.Gaussian noise levels from 0.0000 to 0.0100, incremented by 0.001To use the models, please refer to MLflow python library.
DOI: 10.15468/dl.t89dar
title: Occurrence Download

description: A dataset containing 1672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Micronycteris microtis Miller, 1898"
 ]
}

 The dataset includes 1672 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011693-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxfesf
title: Occurrence Download

description: A dataset containing 1586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Chlorocebus sabaeus (Linnaeus, 1766))",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 1586 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015397-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttsff4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Chlorocebus sabaeus (Linnaeus, 1766))",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015398-250525065834625/datasets/export for details.
DOI: 10.15468/dl.52hacc
title: Occurrence Download

description: A dataset containing 8523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora edulis Sims",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 8523 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015396-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/nvqfy0
title: Edgelist for FiveDirections Engagement 3 Official

description: Preprocessed edgelist data of ta1-fivedirections-e3-official.
DOI: 10.15468/dl.p57q4w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Chlorocebus sabaeus (Linnaeus, 1766))",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015399-250525065834625/datasets/export for details.
DOI: 10.7910/dvn/uifxgx
title: Replication Data for: Political Determinants of Economic Exchange: Evidence from a Business Experiment in Senegal

description: Economic growth requires confidence in the state’s ability to enforce secure exchange. But when states selectively enforce rule of law, political considerations can moderate the trust that buyers have in sellers. I argue that political connections produce moral hazard in exchange because they introduce biases in expectations of judicial enforcement. Buyers avoid trade with politically connected sellers, and, in this context of unequal enforcement, formal contracts disproportionately protect politically connected buyers. To examine these features of connections and contracts, I created a sales business in Senegal and randomized whether employees signaled political connections and/or offered formal contracts during transactions. The results show that political connections decreased buyers’ willingness to exchange. Formal contracts increased exchange, though primarily for connected buyers. These findings show that asymmetric political connections can impede daily trade and intensify economic inequalities in developing contexts, while simultaneously demonstrating the limits of state institutions for mitigating politically-driven moral hazard.
description: This dataset underwent an independent verification process that replicated the tables and figures in the primary article. For the supplementary materials, verification was performed solely for the successful execution of code. The verification process was carried out by the Odum Institute for Research in Social Science at the University of North Carolina at Chapel Hill. 
<br>
The associated article has been awarded Open Materials and Open Data Badges. Learn more about the Open Practice Badges from the Center for Open Science.<br>
DOI: 10.7910/dvn/ntok7j
title: Replication Data for Firm-level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1

description: This package replicates the exhibits included in the paper. Wherever proprietary information is used pseudo data was substituted to show the structure of the analysis.
DOI: 10.17909/8d8q-r813
title: Data from runaway black hole paper

description: JWST NIRSpec IFU and HST/WFC3 UVIS observations of RBH-1
DOI: 10.5281/zenodo.17665242
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Tadeusz Wilczyński, http://www.wikidata.org/entity/Q4111386. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q4111386
DOI: 10.26301/sjyw-3r43
title: Houghton Hall

description: Although much of the home and its original furniture and fabrics are still intact, the Old Master paintings that once decorated the walls are gone. Sir Robert Walpole sold Houghton's vast art collection to Catherine the Great in 1779. These paintings typically reside in St. Petersburg's State Hermitage Museum, but in 2013, they were loaned to Houghton for a special exhibition, which CyArk scanned and digitally captured using a Faro S120. The scans were used to create an iPad application that allows viewers to compare what is currently on display at Houghton Hall with the estate's original decor.
description: Built in the 1720s by Sir Robert Walpole, Britain's first Prime Minister, Houghton Hall is a fine example of England's Palladian houses. Walpole employed the architects James Gibbs and Colen Campbell, and interior decorator William Kent, to design a residence that would leave none questioning his considerable power and status. The residence served a dual function: entertaining England's political elite and housing Walpole's family. In 1797, the house passed down to the first Marquess of Cholmondeley after the death of Horace Walpole, Sir Robert's only surviving son. Today, it remains a Cholmondeley family home.
description: LiDAR - Terrestrial
DOI: 10.15468/dl.z9mtrx
title: Occurrence Download

description: A dataset containing 6073768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material citation, Occurrence evidence)",
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2016-2025"
 ]
}

 The dataset includes 6073768 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001261-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf37bs
title: Occurrence Download

description: A dataset containing 873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-168.90317 1.92284,-31.09683 1.92284,-31.09683 57.07716,-168.90317 57.07716,-168.90317 1.92284))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thamnophis eques",
 "Year 1970-2020"
 ]
}

 The dataset includes 873 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001286-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17664846
title: 12S rRNA V5-V6 (Fish-12S-MiFish-Miya) amplicon reference sequence database

description: 12S rRNA MiFish amplicon reference sequence database in QIIME2 .qza format.  Includes a previously published rCRUX-generated database leveraging NCBI nucleotide database (nt) sequences as of December. 2022 (Gold, Curd, et al., 2023), sequences from the MitoFish database (Zhu et al., 2023) missing from the rCRUX database, 148 recently generated sequences across 68 Gulf fish taxa (Janosik et al., in review), and 15 new reference fish sequences from the Gulf of Mexico/Gulf of America.
DOI: 10.5281/zenodo.17664847
title: 12S rRNA V5-V6 (Fish-12S-MiFish-Miya) amplicon reference sequence database

description: 12S rRNA MiFish amplicon reference sequence database in QIIME2 .qza format.  Includes a previously published rCRUX-generated database leveraging NCBI nucleotide database (nt) sequences as of December. 2022 (Gold, Curd, et al., 2023), sequences from the MitoFish database (Zhu et al., 2023) missing from the rCRUX database, 148 recently generated sequences across 68 Gulf fish taxa (Janosik et al., in review), and 15 new reference fish sequences from the Gulf of Mexico/Gulf of America.
DOI: 10.7910/dvn/hwgqwo
title: Replication Data for: Research data management need assessment of LIS graduate students

description: This dataset comprises survey data collected from graduate students at Simmons University's School of Library and Information Science (LIS), focusing on their Research Data Management (RDM) awareness, experience, preparedness and need for professional development. The files in this dataset include the raw survey responses (in CSV format).
DOI: 10.5281/zenodo.17665203
title: Computational design of conformation-biasing mutations to alter protein functions - Associated LplA data

description: Files for Cavanagh and Xue et al. “Computational design of conformation-biasing mutations to alter protein functions” 

doi: https://doi.org/10.1101/2025.05.03.652001 

LplA raw SEC-SAXS data. SAXS scattering curves, UV, and plotting data for all LplA variants tested.  Data are organized by date of data collection, with subfolders for each sample, containing the .dat averaged SAXS scattering data for the 5-image windows selected for analysis. Data Tables 11 and 12 contain information to match sample numbers to experimental conditions. A subfolder titled “Plot_Data_Shifted” contains all UV and Plot data in .txt files for generating the elution profiles.

LplA SEC-SAXS elution profiles and Oligomer fits. PDFs for each LplA variant tested, showing elution profile and associated SAXS scattering curves with Oligomer-predicted model fits. Data are plotted in both Log(I) vs q and Kratky plot format to better emphasize relevant differences, as well as the residual (data – model) for each fit.

LplA structures used for SEC-SAXS Oligomer analysis. PDB files for all LplA structural models used for Oligomer analysis of the SAXS data.

Associated code for this data can be found at: https://doi.org/10.5281/zenodo.17665185
DOI: 10.5281/zenodo.17665204
title: Computational design of conformation-biasing mutations to alter protein functions - Associated LplA data

description: Files for Cavanagh and Xue et al. “Computational design of conformation-biasing mutations to alter protein functions” 

doi: https://doi.org/10.1101/2025.05.03.652001 

LplA raw SEC-SAXS data. SAXS scattering curves, UV, and plotting data for all LplA variants tested.  Data are organized by date of data collection, with subfolders for each sample, containing the .dat averaged SAXS scattering data for the 5-image windows selected for analysis. Data Tables 11 and 12 contain information to match sample numbers to experimental conditions. A subfolder titled “Plot_Data_Shifted” contains all UV and Plot data in .txt files for generating the elution profiles.

LplA SEC-SAXS elution profiles and Oligomer fits. PDFs for each LplA variant tested, showing elution profile and associated SAXS scattering curves with Oligomer-predicted model fits. Data are plotted in both Log(I) vs q and Kratky plot format to better emphasize relevant differences, as well as the residual (data – model) for each fit.

LplA structures used for SEC-SAXS Oligomer analysis. PDB files for all LplA structural models used for Oligomer analysis of the SAXS data.

Associated code for this data can be found at: https://doi.org/10.5281/zenodo.17665185
DOI: 10.34740/kaggle/dsv/13809349
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.26275/uhkl-gl1d
title: Polarization sensitive optical coherence tomography volumes of a rat sciatic nerve before and 7 days after the electrical stimulation

description: Regulatory Science Tool - reference multichannel volumetric datasets of a rat sciatic nerve before and after two levels of electrical stimulation, and a sham surgery.
DOI: 10.7910/dvn/flqhhf
title: Supplementary Material for "Sticking to Our Lanes: A Survey of Selected Studies on Federalism, Aboriginal Rights, and Charter Jurisprudence in Canada"

description: This dataset provides supplementary information: the bibliographic details and coding for each article, chapter and book manuscript included in this study.
DOI: 10.6084/m9.figshare.30670775
title: Vaccination dataset

description: This study investigates how Slovak adults (N = 505) differ in their perceptions of vaccination, compliance with restrictions, and health literacy. The questionnaire consisted of two parts: the Health Literacy Questionnaire (HLQ; Osborne et al., 2013), which measures health literacy through 44 items, and a set of 21 items originally used in a public opinion survey in New Zealand (Thaker & Cook, 2022). The sample was designed to be representative of the adult population of Slovakia (aged 18 years and older), ensuring proportionality with respect to age, gender, and geographic distribution through a proportional random sampling procedure. The study included a total of 505 respondents, comprising 48.3% men (N = 244) and 51.7% women (N = 261), with a mean age of 45.2 years (SD = 16.2).
DOI: 10.6084/m9.figshare.30670775.v1
title: Vaccination dataset

description: This study investigates how Slovak adults (N = 505) differ in their perceptions of vaccination, compliance with restrictions, and health literacy. The questionnaire consisted of two parts: the Health Literacy Questionnaire (HLQ; Osborne et al., 2013), which measures health literacy through 44 items, and a set of 21 items originally used in a public opinion survey in New Zealand (Thaker & Cook, 2022). The sample was designed to be representative of the adult population of Slovakia (aged 18 years and older), ensuring proportionality with respect to age, gender, and geographic distribution through a proportional random sampling procedure. The study included a total of 505 respondents, comprising 48.3% men (N = 244) and 51.7% women (N = 261), with a mean age of 45.2 years (SD = 16.2).
DOI: 10.15468/dl.pstxtq
title: Occurrence Download

description: A dataset containing 32287889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Diptera"
 ]
}

 The dataset includes 32287889 records from 6140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001264-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.25422
title: Supporting information and experimental section for this manuscript “Flexible, Self-Adhesive and Eco-Stable Bioelectronics with Dual-Network Phytic Acid-Based Ionic Hydrogel for Biomechanical and Physiological Signal Monitoring”
title: Supporting information and experimental section for this manuscript “Flexible, Self-Adhesive and Eco-Stable Bioelectronics with Dual-Network Phytic Acid-Based Ionic Hydrogel for Biomechanical and Physiological Signal Monitoring”

description: This data set contains the detailed experimental methods and experimental results display of the experimental part of the manuscript “Flexible, Self-Adhesive and Eco-Stable Bioelectronics with Dual-Network Phytic Acid-Based Ionic Hydrogel for Biomechanical and Physiological Signal Monitoring”, including the types and sources of materials, hydrogel synthesis formula and steps, rheological measurement methods and parameters, mechanical property testing methods and principles, conductivity measurement instruments and methods, experimental characterization methods of environmental stability evaluation, experimental steps of physiological sensing part, experimental methods of antibacterial experiment, test platform construction methods of ECG measurement and software introduction.
description: This data set contains the detailed experimental methods and experimental results display of the experimental part of the manuscript “Flexible, Self-Adhesive and Eco-Stable Bioelectronics with Dual-Network Phytic Acid-Based Ionic Hydrogel for Biomechanical and Physiological Signal Monitoring”, including the types and sources of materials, hydrogel synthesis formula and steps, rheological measurement methods and parameters, mechanical property testing methods and principles, conductivity measurement instruments and methods, experimental characterization methods of environmental stability evaluation, experimental steps of physiological sensing part, experimental methods of antibacterial experiment, test platform construction methods of ECG measurement and software introduction.
DOI: 10.57760/sciencedb.10071
title: iTRAQ-based proteomic analysis of female Aedes aegypti mosquitoes during reproduction
title: iTRAQ-based proteomic analysis of female Aedes aegypti mosquitoes during reproduction

description: iTRAQ data reveal the distribution and the level of proteins during mosquito reproductive cycle.
description: iTRAQ data reveal the distribution and the level of proteins during mosquito reproductive cycle.