cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18286739
title: Multimodal Sentiment Analysis Dataset

description: This dataset provides utterance-level annotations for multimodal sentiment analysis derived from publicly available YouTube videos. Each data instance corresponds to a single utterance and includes aligned multimodal information consisting of transcribed text, audio segments, and visual representations extracted as video keyframes. Sentiment labels are manually annotated at the utterance level to capture fine-grained affective expressions within conversational contexts.

The dataset is designed to support research in multimodal learning, affective computing, and large language model (LLM)-based sentiment analysis. It can be used for benchmarking sentiment classification models, evaluating multimodal fusion strategies, and exploring zero-shot or fine-tuning approaches with vision–language and audio–text models. All data are provided for research and educational purposes only.
DOI: 10.5281/zenodo.18286740
title: Multimodal Sentiment Analysis Dataset

description: This dataset provides utterance-level annotations for multimodal sentiment analysis derived from publicly available YouTube videos. Each data instance corresponds to a single utterance and includes aligned multimodal information consisting of transcribed text, audio segments, and visual representations extracted as video keyframes. Sentiment labels are manually annotated at the utterance level to capture fine-grained affective expressions within conversational contexts.

The dataset is designed to support research in multimodal learning, affective computing, and large language model (LLM)-based sentiment analysis. It can be used for benchmarking sentiment classification models, evaluating multimodal fusion strategies, and exploring zero-shot or fine-tuning approaches with vision–language and audio–text models. All data are provided for research and educational purposes only.
DOI: 10.15468/dl.8phb9m
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Spathodea campanulata",
 "Year 1990-2026"
 ]
}

 The dataset includes 382 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018190-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxgrj2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Simulium takahasii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018191-260108223611665/datasets/export for details.
DOI: 10.5281/zenodo.18257192
title: Antimicrobial and Antibiofilm Evaluation of Thymol, Sodium Azide, and Sodium Lauryl Sulfate Against Multidrug-Resistant Pathogens: Raw Data

description: All data supporting the findings of this study are publicly available. Processed molecular dynamics trajectories, analysis scripts, molecular docking results, MM-GBSA calculations, PCA and ADMET analysis files, and raw in vitro antimicrobial and antibiofilm assay data are available from Zenodo at DOI: https://doi.org/10.5281/zenodo.18257192. Due to their large size, full-length compressed molecular dynamics trajectory files are hosted on institutional cloud storage and are publicly accessible at https://drive.google.com/drive/folders/1MSTO287-x6mmrvnroirjfLwbEfVaiYcg?usp=drive_link, without restriction.
DOI: 10.15468/dl.k5evdd
title: Occurrence Download

description: A dataset containing 307904 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lutra lutra"
 ]
}

 The dataset includes 307904 records from 1168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018149-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/c9bysl
title: Senate Unpassed Legislation 1855, Docket 18373, SC1/series 231, Petition of Lydia R. Aldrich

description: &lt;p&gt;Petition subject: For the removal of Edward Greeley Loring &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11858602"&gt;http://nrs.harvard.edu/urn-3:FHCL:11858602&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Westborough &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Alanson Hawley, Springfield; committee on federal relations; Mrs. Clark Aldrich, Westborough, Mass.; "return it before Thanksgiving to A.W. Weston, 21 Cornhill, Boston" &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Lydia R. Aldrich&lt;/li&gt;&lt;li&gt;Celia M. Hartwell&lt;/li&gt;&lt;li&gt;Lizzie B. Warren&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1855-02-08,1855-02-09 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on February 8, 1855 and referred to the committee on federal relations and sent for concurrence and received in the Senate on February 9, 1855 and concurred. &lt;/p&gt; &lt;p&gt;Total signatures: 111 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, sent, received, concurred &lt;/p&gt; &lt;p&gt;Female signatures: 111 &lt;/p&gt; &lt;p&gt;Female only signatures: Yes &lt;/p&gt; &lt;p&gt;Identifications of signatories: women, [females] &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: no additional documents &lt;/p&gt; &lt;p&gt;Additional archivist notes: Interesting note: "return it before Thanksgiving to A.W. Weston, 21 Cornhill, Boston" [Anne Warren Weston] &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1855, Docket 18373 &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/pghif5
title: Replication Data for: Estimating and Evaluating Treatment Effect Heterogeneity: A Causal Forests Approach

description: In this paper, we introduce the causal forests method ests method (Athey et al., 2019) and illustrate how to apply it in social sciences to addressing treatment effect heterogeneity. Compared with existing parametric methods such as the multiplicative interaction model and traditional semi-/non-parametric estimation, causal forests are more flexible for complex data generating processes. Specifically, causal forests allow for nonparametric estimation and inference on heterogeneous treatment effects in the presence of many moderators. To reveal its usefulness, we revisit existing studies in political science and economics. We uncover new information hidden by original estimation strategies while producing findings that are consistent with conventional methods. Through these replication efforts, we provide a step-by-step practice guide for applying causal forests in evaluating treatment effect heterogeneity.
DOI: 10.7910/dvn/jkkyh
title: House Unpassed Legislation 1850, Docket 2577, SC1/series 230, Petition of G. Washington Simonds

description: &lt;p&gt;Petition subject: Women may be allowed to vote and hold office &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11005519"&gt;http://nrs.harvard.edu/urn-3:FHCL:11005519&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Lexington &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: John Milton Earle, Worcester; committee on the judiciary &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;G. Washington Simonds&lt;/li&gt;&lt;li&gt;Hannah S. Robbins&lt;/li&gt;&lt;li&gt;Caroline Wellington&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1850-02-13 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on February 13, 1850 and referred to the committee on the judiciary &lt;/p&gt; &lt;p&gt;Total signatures: 25 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 6 &lt;/p&gt; &lt;p&gt;Female signatures: 19 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: citizens, voters, gentlemen, non voters, ladies and others, [females], ["legal voters"], ["women"] &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;Signatory column format: column separated &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: additional documents available &lt;/p&gt; &lt;p&gt;Additional archivist notes: women's suffrage &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1850, Docket 2577 &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: 10.17028/rd.lboro.25379311
title: Research Data for "Classification and quantitative characterisation of the excited states of π-conjugated diradicals"

description: Research Data for "Classification and quantitative characterisation of the excited states of π-conjugated diradicals" by L. Matasović, H. Bronstein, R. H. Friend, and F. Plasser.ContentInput/output files of OpenMolcas and molecular geometries for pQDM potential curve as described in the article.
DOI: 10.7910/dvn/cbgpim
title: Dec, 2012

description: TAPS data, Dec. 2012
DOI: 10.17028/rd.lboro.25379311.v1
title: Research Data for "Classification and quantitative characterisation of the excited states of π-conjugated diradicals"

description: Research Data for "Classification and quantitative characterisation of the excited states of π-conjugated diradicals" by L. Matasović, H. Bronstein, R. H. Friend, and F. Plasser.ContentInput/output files of OpenMolcas and molecular geometries for pQDM potential curve as described in the article.
DOI: 10.7910/dvn/brir1i
title: Cell protect ability for MM-PtNCs_24h

description: In order to assess the ability of PtNCs and MM-PtNCs to maintain HK-2 cell growth under high ROS conditions, a MTT assay was conducted and here is the raw data for result analysis.
DOI: 10.7910/dvn/byeaui
title: California Poll: 6007 -- November 1-3, 1960

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 events. Voter awareness, understanding and predispositions of major campaign issues and salient statewide ballot propositions are also tracked over time. For poll 6007 N=1198.
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, translate, 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.;
DOI: 10.7910/dvn/ka6cq
title: Massachusetts Archives Collection. v.177-Revolution Council Papers, Second Series, 1780-1781. SC1/series 45X, Petition of John Browne

description: &lt;p&gt;Petition subject: Permission to travel &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:13909104"&gt;http://nrs.harvard.edu/urn-3:FHCL:13909104&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: 1781-05-21 &lt;/p&gt; &lt;p&gt;Petition location: Boston &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;John Browne&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 1 &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;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;: Manuscript &lt;/p&gt; &lt;p&gt;Additional archivist notes: Major John Hopkins, Captain, Bermuda, flag of truce, prisoners, state ship Mars, brig Little Porga, including servants, Titus a negro lad, and sailors that are possibly males of color, Antony Johnson, Anthony Johnson, Joseph Saunders, Nicholas Neale &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Massachusetts Archives volume 177, page 488 &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/kng7cy
title: Replication Data for: Undermining US reputation: Chinese vaccines and aid and the alternative provision of public goods during COVID-19

description: Global health emergencies present opportunities for countries to enhance their soft
power by demonstrating generosity and technological capabilities. Although China’s
initial association with the COVID-19 pandemic outbreak had a detrimental impact
on its international reputation, the country endeavored to rebuild it by visibly distributing vaccines and medical supplies. By countering U.S. vaccine nationalism, China
positioned itself as an alternative provider of public goods in the Global South. The
COVID-19 crisis provides a unique opportunity to examine how aid translates into
reputation, particularly when donors are facing reputational damage. This article
assesses the impact of alternative goods provision on China’s reputation using original individual-level panel data collected from six Latin American countries between
2020 and 2021, employing a difference-in-differences research design. By positing
the existence of absolute and relative reputational effects, we observe that Chinese
vaccines improve public opinion of China and elevate its reputation in comparison
to the United States. These findings are substantiated through a survey experiment,
which demonstrates that when individuals receive information about China’s provision of medical supplies, it enhances China’s reputation relative to the United States.
DOI: 10.7910/dvn/eyiyzs
title: Replication Data for: Information Behavior and Political Preferences (British Journal of Political Science)

description: This article shows that citizens consider policy positions for the formation of their political preferences when they actively seek and find high-quality information, while they dismiss passively acquired and low-quality information. We develop an extended theory of information and political preferences that incorporates the process of information acquisition and its connection with information quality. A novel experimental design allows us to separate the effects on political preferences due to information behavior as an activity from those due to selective exposure to information. We apply our design in a laboratory experiment with a diverse group of participants using the example of issue voting and European integration on the occasion of the 2014 elections to the European Parliament.
DOI: 10.7910/dvn/kmvou
title: Senate Unpassed Legislation 1839, Docket 10525, SC1/series 231, Petition of Levi Brigham

description: &lt;p&gt;Petition subject: To abolish slavery in Washington D.C. &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11857904"&gt;http://nrs.harvard.edu/urn-3:FHCL:11857904&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Dunstable &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Committee on the subject &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Levi Brigham&lt;/li&gt;&lt;li&gt;Mark Fletcher&lt;/li&gt;&lt;li&gt;Peter Swallow&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1839-01-26,1839-01-26 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the Senate on January 26, 1839 and referred to the committee on the subject and sent for concurrence and received in the House on January 26, 1839 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 26 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, sent, received, concurred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 26 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: legal voters, ["others"] &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: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1839, Docket 10525 &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/bsbqiv
title: House Unpassed Legislation 1877, committee on military affairs - leave to withdraw, SC1/series 230, Petition of George B. Richmond

description: &lt;p&gt;Petition subject: Military companies &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:25950529"&gt;http://nrs.harvard.edu/urn-3:FHCL:25950529&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: New Bedford &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Joseph Buckminster, New Bedford; committee on military affairs &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;George B. Richmond&lt;/li&gt;&lt;li&gt;S.S. Hathaway&lt;/li&gt;&lt;li&gt;William J. Sherman&lt;/li&gt;&lt;li&gt;Charles D. Burt&lt;/li&gt;&lt;li&gt;George Marston&lt;/li&gt;&lt;li&gt;Benjamin H. Waite&lt;/li&gt;&lt;li&gt;Alanson Borden&lt;/li&gt;&lt;li&gt;William S. Cadwell&lt;/li&gt;&lt;li&gt;Savoy Hathaway&lt;/li&gt;&lt;li&gt;George Faulkner&lt;/li&gt;&lt;li&gt;John Hastings&lt;/li&gt;&lt;li&gt;Morgan Rotch&lt;/li&gt;&lt;li&gt;Edmund Rodman&lt;/li&gt;&lt;li&gt;Edward Haskell&lt;/li&gt;&lt;li&gt;George F. Kingman&lt;/li&gt;&lt;li&gt;Charles H. Sanford&lt;/li&gt;&lt;li&gt;Oliver Prescott&lt;/li&gt;&lt;li&gt;James H. Hathaway&lt;/li&gt;&lt;li&gt;George H. Dunbar&lt;/li&gt;&lt;li&gt;Charles P. Rugg&lt;/li&gt;&lt;li&gt;James H. Sherman&lt;/li&gt;&lt;li&gt;Joseph Brownell&lt;/li&gt;&lt;li&gt;Jonathan Bourne&lt;/li&gt;&lt;li&gt;Benjamin Almy&lt;/li&gt;&lt;li&gt;Rodney French&lt;/li&gt;&lt;li&gt;George C. Hatch&lt;/li&gt;&lt;li&gt;John A. Wood&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1877-01-25,1877-01-26 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on January 25, 1877 and referred to the committee on military affairs and sent for concurrence and received in the Senate on January 26, 1877 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 51 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, sent, received, concurred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 51 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: ["others"] &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;: Manuscript &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Additional archivist notes: Schouler Guards, includes notes &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1877, committee on military affairs - leave to withdraw &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/3xmk0w
title: Wright Casebook Edited; Docketed Case: 20,707