cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18334068
title: LMFM-12

description: (Please refer to the 3rd version)

Intended for 'A Morphologically Diverse Freshwater Microalgae Dataset for Deep Learning-Based Classification with Transfer Learning Analysis' for the study of microalgae image classification deep learning models.

The dataset consist 7,555 images of 12 freshwater microalgae species and splitted into train:val:test (7:2:1). The files inside each folder of classes were labeled according to their ID number in NIES.

The 12 microalgae species available are:



Closterium gracile

Coelastrum morus

Micrasterias crux-melitensis

Pediastrum duplex

Planctonema lauterbornii

Scenedesmus acutus

Scenedesmus bijuga

Selenastrum gracile

Spirogyra majuscula

Stigeoclonium sp.

Tetradesmus dimorphus

Treubaria triappendiculata
DOI: 10.15468/dl.d82ryn
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Speleomantes supramontis"
 ]
}

 The dataset includes 221 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010077-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17669912
title: LMFM-12

description: (Please refer the 2nd version)

Intended for 'Freshwater Microalgae Dataset for Deep Learning-Based Classification with Transfer Learning Analysis' for the study of microalgae image classification deep learning models.

The dataset consist 7,555 images of 12 freshwater microalgae species and splitted into train:val:test (7:2:1). The files inside each folder of classes were labeled according to their ID number in NIES.

The 12 microalgae species available are:



Closterium gracile

Coelastrum morus

Micrasterias crux-melitensis

Pediastrum duplex

Planctonema lauterbornii

Scenedesmus acutus

Scenedesmus bijuga

Selenastrum gracile

Spirogyra majuscula

Stigeoclonium sp.

Tetradesmus dimorphus

Treubaria triappendiculata
DOI: 10.15468/dl.y9a9dq
title: Occurrence Download

description: A dataset containing 87421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laccaria amethystina"
 ]
}

 The dataset includes 87421 records from 391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010060-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17667435
title: LMFM-12

description: (Please refer to the 3rd version)

Intended for 'A Morphologically Diverse Freshwater Microalgae Dataset for Deep Learning-Based Classification with Transfer Learning Analysis' for the study of microalgae image classification deep learning models.

The dataset consist 7,555 images of 12 freshwater microalgae species and splitted into train:val:test (7:2:1). The files inside each folder of classes were labeled according to their ID number in NIES.

The 12 microalgae species available are:



Closterium gracile

Coelastrum morus

Micrasterias crux-melitensis

Pediastrum duplex

Planctonema lauterbornii

Scenedesmus acutus

Scenedesmus bijuga

Selenastrum gracile

Spirogyra majuscula

Stigeoclonium sp.

Tetradesmus dimorphus

Treubaria triappendiculata
DOI: 10.5281/zenodo.17667436
title: LMFM-12

description: (Please refer and download the 2nd version)

Intended for 'Freshwater Microalgae Dataset for Deep Learning-Based Classification with Transfer Learning Analysis' for the study of microalgae image classification deep learning models.

The dataset consist 7,555 images of 12 freshwater microalgae species and splitted into train:val:test (7:2:1). 

The 12 microalgae species available are:



Closterium gracile

Coelastrum morus

Micrasterias crux-melitensis

Pediastrum duplex

Planctonema lauterbornii

Scenedesmus acutus

Scenedesmus bijuga

Selenastrum gracile

Spirogyra majuscula

Stigeoclonium sp.

Tetradesmus dimorphus

Treubaria triappendiculata
DOI: 10.15468/dl.wzh4a3
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lucilia linearifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 64 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010078-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14335523
title: Brazil Dengue Dataset
DOI: 10.34740/kaggle/dsv/14608051
title: 🇰🇷 🇰🇵 Reddit r/Korea Subreddit Dataset 2026
DOI: 10.15468/dl.g6g4fx
title: Occurrence Download

description: A dataset containing 21386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lactarius blennius"
 ]
}

 The dataset includes 21386 records from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010079-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkdkm9
title: Occurrence Download

description: A dataset containing 18973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is one of (iNaturalist Research-grade Observations, alien_plant_ro, alien_plant_species_ro, SeasonWatch - Tree Phenology Dataset (India), INPN - Données flore des CBN agrégées par la FCBN, NSW BioNet Atlas)",
 "TaxonKey is Morus alba L."
 ]
}

 The dataset includes 18973 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001712-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aetmv3
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spartium junceum",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024898-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2df6k52w
title: Near-Real-Time Defense Meteorological Satellite Program (DMSP) Special Sensor Microwave Imager/Sounder (SSMIS) Daily Polar Gridded Sea Ice Concentrations, Version 2

description: This Near-Real-Time Defense Meteorological Satellite Program (DMSP) Special Sensor Microwave Imager/Sounder (SSMIS) Daily Polar Gridded Sea Ice Concentrations (NRTSI) data set provides sea ice concentrations for both the Northern and Southern Hemispheres. The near-real-time passive microwave brightness temperature data that are used as input to this data set are acquired with the SSMIS on board the DMSP satellites. Investigators generate sea ice concentrations from these data using the NASA Team algorithm. These NRTSI data are primarily meant to provide a best estimate of current ice conditions based on information and algorithms available at the time the data are acquired.
DOI: 10.5281/zenodo.15547413
title: CRRES Medium Electron Sensor A (MEA) and High Energy Electron Fluxmeter (HEEF): Cross-calibrated data set

description: A new cross-calibrated data set of energetic electron observations from the Medium Electron Sensor A (MEA) and High Energy Electron Fluxmeter (HEEF) instruments on the Combined Release and Radiation Effects Satellite (CRRES) has been completed. Processing of these data sets includes cleaning for proton contaminated MEA data, cleaning for MEA/HEEF data with incomplete pitch angle data, spectral correction of MEA data, and adjustment of HEEF data at high flux levels. Description of the data set contents is provided. This work was performed in support of development of the AE9/AP9/SPM radiation environment specification model.
DOI: 10.5281/zenodo.15547414
title: CRRES Medium Electron Sensor A (MEA) and High Energy Electron Fluxmeter (HEEF): Cross-calibrated data set

description: A new cross-calibrated data set of energetic electron observations from the Medium Electron Sensor A (MEA) and High Energy Electron Fluxmeter (HEEF) instruments on the Combined Release and Radiation Effects Satellite (CRRES) has been completed. Processing of these data sets includes cleaning for proton contaminated MEA data, cleaning for MEA/HEEF data with incomplete pitch angle data, spectral correction of MEA data, and adjustment of HEEF data at high flux levels. Description of the data set contents is provided. This work was performed in support of development of the AE9/AP9/SPM radiation environment specification model.
DOI: 10.7910/dvn/1x3gva
title: A87_1363b.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/736b932d-b38e-0d95-75f8-56b55c26a6cb'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/736b932d-b38e-0d95-75f8-56b55c26a6cb
DOI: 10.7910/dvn/c3g2n7
title: Passed Resolves; Resolves 1914, c.55, SC1/series 228, Petition of Allison G. Catheron

description: &lt;p&gt;Petition subject: White slave traffic &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:25455147"&gt;http://nrs.harvard.edu/urn-3:FHCL:25455147&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Massachusetts &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Allison J. Catheron, Beverly; committee on rules; committee on social welfare &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Allison G. Catheron&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1914-04-22,1914-04-22,1914-04-23 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on April 22, 1914 and referred to the committee on rules and received in the House on April 22, 1914 and referred to the committee on social welfare and sent for concurrence and received in the Senate on April 23, 1914 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 1 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, received, referred, sent, received, concurred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 1 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: citizens &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: additional documents available &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Resolves 1914, c.55, passed May 4, 1914 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/1ywysl
title: A08_17311.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/8763c44a-1610-ecec-7c7e-f81db84186b7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8763c44a-1610-ecec-7c7e-f81db84186b7
DOI: 10.7910/dvn/29628
title: High resolution 3D laboratory x-ray tomography data of femora from young, 1-14 day old C57BL/6 mice

description: This data article contains high resolution (1.2 µm effective pixel size) lab-based micro-computed tomography (µCT) reconstructed volume data of young C57BL/6 mouse femur bone midshafts. This data formed the basis for the analyses of bone structure development in healthy mice, including closed and open porosity as reported in http://dx.doi.org/10.1016/j.actbio.2015.03.027. The data reveal changes seen in bone material and porosity distribution in young animals aged 1 to 14 days old.The mouse bones transform from porous scaffolds into solid structures during normal organogenesis. The large data may be freely used by others and in all research areas.
DOI: 10.7910/dvn/ba8g35
title: How Do Sectoral Interests Shape Distributive Politics? Evidence from Gasoline and Diesel Subsidy Reforms

description: This dataverse contains the replication package for an article on gasoline and diesel subsidy reform.

To cite the dataset: Blankenship, Brian; Urpelainen, Johannes, 2017, "How Do Sectoral Interests Shape Distributive Politics? Evidence from Gasoline and Diesel Subsidy Reforms", doi:10.7910/DVN/BA8G35, Harvard Dataverse, V1, http://dx.doi.org/10.7910/DVN/BA8G35

You can use the data for any non-commercial purposes, provided you include a complete citation of the article and the dataset.
DOI: 10.7910/dvn/qfe7cw
title: Supporting Information for "High-Pressure Deformation of Iron–Nickel–Silicon Alloys and Implications for Earth’s Inner Core"

description: Supplementary information (including data tables) deposited in order to comply with data availability requirements.
DOI: 10.7910/dvn/vz8sbl
title: Educational experiences and personal attitudes of dental students towards patients with special needs in Trinidad and Tobago

description: The SPSS data files for the manuscript titled above form part of this dataset.
DOI: 10.7910/dvn/w5zyh7
title: Supplementary Data - Negative online word-of-mouth and consumers’ product attitudes: A nonlinear relationship

description: Research data used in the paper entitled "Negative online word-of-mouth and consumers’ product attitudes: A nonlinear relationship" published in Revista Brasileira de Gestão de Negócios (RBGN) V26, n1 (2024) Acess: https://rbgn.fecap.br/RBGN
DOI: 10.15468/dl.b6472p
title: Occurrence Download

description: A dataset containing 8082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((16.36941 44.08985,66.49794 44.08985,66.49794 64.13268,16.36941 64.13268,16.36941 44.08985))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Datura stramonium L."
 ]
}

 The dataset includes 8082 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017571-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/1zjgao
title: THOR Extended Observations: Spectral Line (3D)

description: This dataset consists of extended spectral line observations taken by the Very Large Array (VLA), over l = 15° − 67°, |b| ≤ 1°. There are a variety of data products available. The first includes HI 21 cm observations with a bandwidth of 2 MHz and a channel width of 1.953 kHz. This yields a velocity range of ±200 km/s and a spectral resolution of 0.41 km/s. Additional data products available include 4 OH lines (1612, 1665, 1667 and 1720 MHz) and 19 Hα radio recombination lines. As of Fall 2016, they provide the first half of the survey data (HI, OH, and RRL data, along with continuum data) for public download &lt;a href="http://www.mpia.de/thor/DATA/www/"&gt;here.&lt;/a&gt;
DOI: 10.7910/dvn/1znluy
title: Rural Electricity Demand in India (REDI)

description: Data from the Rural Electricity Demand in India (REDI) survey by SPI-ISEP. The dataset contains detailed information on electricity demand in rural India. The dataset covers 10,000 households and 2,000 rural enterprises across 200 villages in Bihar, Uttar Pradesh, Odisha, and Rajasthan.
DOI: 10.7910/dvn/1zpoib
title: A13_25339.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/351f8c0c-401f-48a3-9015-3db8d754ceb9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/351f8c0c-401f-48a3-9015-3db8d754ceb9
DOI: 10.7910/dvn/29368
title: Replication data for: Secondary Structure of Rat and Human Amylin across Force Fields

description: The aggregation of human amylin has been strongly implicated in the progression of Type II diabetes. This 37-residue peptide forms a variety of secondary structures, including random coils, Î±-helices, and Î²-hairpins. The balance between these structures depends on the chemical environment, making amylin an ideal candidate to examine inherent biases in force fields. Rat amylin differs from human amylin by only 6 residues; however, it does not form fibrils. Therefore it provides a useful complement to human amylin in studies of the key events along the aggregation pathway. In this work, the free energy of rat and human amylin was determined as a function of Î±-helix and Î²-hairpin content for the Gromos96 53a6, OPLS-AA/L, CHARMM22/CMAP, CHARMM22*, Amberff99sb*-ILDN, and Amberff03w force fields using advanced sampling techniques, specifically bias exchange metadynamics. This work represents a first systematic attempt to evaluate the conformations and the corresponding free energy of a large, clinically relevant disordered peptide in solution across force fields. The NMR chemical shifts of rIAPP were calculated for each of the force fields using their respective free energy maps, allowing us to quantitatively assess their predictions. We show that the predicted distribution of secondary structures is sensitive to the choice of force-field: Gromos53a6 is biased towards Î²-hairpins, while CHARMM22/CMAP predicts structures that are overly Î±-helical. OPLS-AA/L favors disordered structures. Amberff99sb*-ILDN, AmberFF03w and CHARMM22* provide the balance between secondary structures that is most consistent with available experimental data. In contrast to previous reports, our findings suggest that the equilibrium conformations of human and rat amylin are remarkably similar, but that subtle differences arise in transient alpha-helical and beta-strand containing structures that the human peptide can more readily adopt. We hypothesize that these transient states enable dynamic pathways that facilitate the formation of aggregates and, eventually, amyloid fibrils
DOI: 10.7910/dvn/29382
title: Replication data for: Do Social Rights Affect Social Outcomes?

description: Data and do-file for replication of "Do Social Rights Affect Social Outcomes?"
DOI: 10.7910/dvn/vuy8ui
title: Replication Data for: A Latent Variable Approach to Measuring and Explaining Peace Agreement Strength

description: Much of the peace agreement durability literature assumes that stronger peace agreements are more likely to survive the trials of the post-conﬂict environment. This work does an excellent job identifying which provisions indicate that agreements are more likely to endure. However, there is no widely accepted way to directly measure the strength of agreements, and existing measures suﬀer from a lack of nuance or reliance on subjective weighting. We use a Bayesian item response theory model to develop a principled measure of the latent strength of peace agreements in civil conflicts from 1975-2005. We illustrate the measure’s utility by exploring how various international factors such as sanctions and mediation contribute to the strength or weakness of agreements.
DOI: 10.7910/dvn/1zhrsd
title: Replication Data for: Dynamic Effect of Last Glacial Maximum Ice Sheet Topography on East Asian Summer Monsoon

description: Simulations: 100%, 0%, 100L+100E, 0L+0E, 100L+0E, 0L+100E, 100L+100E_AGCM, 0L+0E_AGCM. Ref: Gao Y, Liu Z, Lu Z, 2020, Dynamic Effect of Last Glacial Maximum Ice Sheet Topography on East Asian Summer Monsoon, Journal of Climate. For any question, please contact: yugao@pku.edu.cn
DOI: 10.7910/dvn/ba70ci
title: Film based computerized mammography cost

description: Cost analysis spreadsheet for film based computerized mammography
DOI: 10.7910/dvn/kxpfkk
title: Replication Data for: LPA-403

description: Replication Data for: LPA-403
DOI: 10.7910/dvn/pthug6
title: Russian Election Study, 2007-2008

description: This data collection provides information on the voting patterns of Russian citizens and their attitudes toward the electoral process, public issues, political parties, individual politicians. The survey on which it is based was fielded after the presidential election of March 2, 2008, but it also contained a number of items concerning the parliamentary election of December 2, 2007.
DOI: 10.7910/dvn/vyrkrb
title: Replication Data for: Trading Places, Trading Platforms: The Geography of Trade Policy Realignment

description: What motivates politicians and political parties to shift their positioning on an issue? Focusing on the case of trade policy in advanced plurality countries, I argue that the relative positioning of parties on an existing issue can change even when the preferences of the key actors (voters and politicians) are held constant, and even when party leaders continue to represent the same constituencies. In advanced plurality countries, college-educated voters support free trade, and high-density constituencies are predominantly represented by Left incumbents. As college-educated workers migrate to high- density constituencies in pursuit of higher wages, Left incumbents increasingly embrace free trade, while Right incumbents take more protectionist positions. I provide empirical support for several observable implications of my theory.
DOI: 10.7910/dvn/1zxi7a
title: A97_9149.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/82a8ac1a-df2e-405d-b063-84dbb98aca80'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/82a8ac1a-df2e-405d-b063-84dbb98aca80
DOI: 10.7910/dvn/bbigcq
title: California Poll: 8006 -- October 15-18, 1980

description: The Field Poll, established in 1945 as The California Poll by Mervin Field, has operated continuously as an independent, non-partisan, media-sponsored public opinion news service. Each year the Field Polls cover a wide range of political and social topics examining California public opinion. Continuing measures are made of voter support for leading political figures vying for major state and federal offices, job ratings of important political figures and reactions to significant political eve
nts. Voter awareness, understanding and predispositions of major campaign issues and salient statewide ballot propositions are also tracked over time. For poll 8006 N=1018.
description: Subject: STANDARD DEPOSIT TERMS 1.0 Type: DATAPASS:TERMS:STANDARD:1.0 Notes: The UCLA Social Science Data Archive (“the Archive”) gives permission and any required licenses to Data-PASS to make the Content available for archiving, preservation and access (with permission of the Archive), within the Data Preservation Alliance for the Social Sciences ("Data-PASS") in accordance with the Data-PASS terms (the "Terms") of use (available from: http://www.icpsr.org/Data-PASS). Including permission to: (a) redisseminate copies of the Data Collection in a variety of distribution formats only according to the standard terms of use of the Archive; (b) promote and advertise the Data Collection in any publicity (in any form) for Data-PASS and the Archive; (c) describe, catalog, validate and document the Content; (d) store, tra
nslate, copy or re-format the Data Collection in any way to ensure its future preservation and accessibility, improve usability and/or protect respondent confidentiality; (e) incorporate metadata (cataloging information) or documentation regarding this study into public access catalogues. The Archive represents and warrants that the Content conforms to all Terms and that the Archive is lawfully entitled and has full authority to license Data-Pass to use the Materials in the ways described in the Terms.;