cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/jmfqt7
title: Dataset: Faces extracted from Time Magazine 1923-2014

description: The data presented here consists of three parts:

Dataset 1:
In this set, we extract 327,322 faces from our entire collection of 3389 issues, and automatically classified each face as male or female. We present this data as a single table with columns identifying the date, issue, page number, the coordinates identifying the position of the face on the page, and classification (male or female). The coordinates identifying the position of the face on the page are based on the size and resolution of the pages found in the “Time Vault”.

Dataset 2:
Dataset 2 consists of 8,789 classified faces from 100 selected issues. Human labor was used to identify and extract 3,299 face images from 39 issues, which were later classified by another set of workers. This selection of 39 issues contains one issue per decade spanned by the archive plus one issue per year between 1961 and 1991, and the extracted face images were used to train the face extraction algorithm. The remaining 5,490 faces from 61 issues were extracted via machine learning before being classified by human coders. These 61 issues were chosen to complement the first selection of 39 issues: one issue per year for all years in the archive excluding those between 1961 and 1991. Thus, Dataset 2 contains fully-labelled faces from at least one issue per year.

Dataset 3:
In the interest of transparency, Dataset 3 consists of the raw data collected to create Dataset 2, and consists of 2 tables. Before explaining these tables we first briefly describe our data collection and verification procedures, which have been fully described elsewhere.

A custom AMT interface was used to enable human labors to classify faces according the categories in Table 4. Each worker was given a randomly-selected batch of 25 pages, each with a clearly highlighted face to be categorized, of which three pages were verification pages with known features, which were used for quality control. Each face was labeled by two distinct human coders, determined at random so that the paring of coders varied with the image. A proficiency rating was calculated for each coder by considering all images they annotated and computing the average number of labels that matched those identified by the image’s other coder. The tables in Dataset 2 were created by resolving inconsistencies between the two image coders by selecting the labels from the coder with the highest proficiency rating. Prior to calculating the proficiency score, all faces that were tagged as having ‘Poor’ or ‘Error’ image quality by either of the two coders were eliminated. Due to technical bugs when the AMT interface was first implemented, a small number of images were only labeled once; these were also eliminated from Datasets 2 and 3.

In Dataset 3, we present the raw annotations for each coder that tagged each face, along with demographic data for each coder. Dataset 3 consists of two tables: the raw data from each of the two sets of coders, and the demographic information for each of the coders.
DOI: 10.7910/dvn/najikb
title: Replication Data for: The Sensitivity of Spatial Regression Models to Network Misspecification

description: Spatial econometric models become increasingly popular in various subfields of political science. However, the necessity to specify the underlying network of dependencies, denoted W, prior to estimation is a prevalent source of criticism since the true dependence structure is rarely known and theories mostly provide insufficient guidance. The present study investigates the effects of this network uncertainty which is a special case of model uncertainty that arises from uncertainty about the correct specification of W. It advocates Bayesian model averaging (BMA) as a superior approach to this problem, located at the intersection of theory and empirics. Conducting Monte Carlo experiments, I demonstrate that, while the effect estimates are robust towards a misspecification in the functional form of W, uncertainty in the neighborhood definition can bias the effect estimates derived from spatial autoregressive models. In contrast to alternative techniques, BMA directly addresses network uncertainty, correctly identifies the true network structure in the set of feasible alternatives, and provides unbiased effect estimates. Two replication studies from different subfields of the discipline illustrate the benefits of this approach for applied research.
description: Volume #, Issue #
DOI: 10.7910/dvn/nmymno
title: Replication Data for: Immigration and the Sociocultural Divide in Central and Eastern Europe: Stasis or Evolution?

description: Immigration has historically been of low salience in Central and Eastern Europe. Yet, the region has consistently higher levels of ethnocentrism than the rest of Europe. Scholars argue that the East’s limited politicization of immigration is due to its status as a region of emigration and the presence of ethnic minority “others”. I argue that this is changing. The politicization of the European refugee crisis by domestic elites has begun to refocus the sociocultural dimension on the immigration issue. Using structural equation models, I compare European Values Study data from 2008 and 2017 across 10 East European EU member states. I find evidence that traditionalist attitudes are more strongly related to anti-immigration attitudes since the crisis, particularly for those who are interested in politics. Further, immigration attitudes are polarizing across the GAL-TAN dimension and by education. Hence, immigration is bolstering a pre-existing, socially structured divide around both nationalist and traditionalist values.
DOI: 10.7910/dvn/opwx2j
title: Customs
DOI: 10.7910/dvn/pbalme
title: Replication Data for: Savings revisited. A replication study of savings intervention in Malawi

description: These files explain how to reproduce Stage and Thangavelu (2018) replication study of “Facilitating Savings for Agriculture: Field Experimental Evidence from Malawi”. Replication should start by reviewing the “Stage and Thangavelu Data readme” docx. file.
description: 1 Stage-and-Thangavelu-Facilitating-formal-savings-agriculture-readme.docx, 7 individual.do files, 1 3ie replication paper series publication.pdf
DOI: 10.7910/dvn/thndtr
title: Replication Data for: Contact Reduces Immigration-Related Fears for Leftist but Not for Rightist Voters

description: This dataset provides the necessary files to replicate "Contact Reduces Immigration-Related Fears for Leftist but Not for Rightist Voters."
DOI: 10.7910/dvn/6ryas0
title: Replication Data for: The Spillover Effect of Mandatory Renewable Portfolio Standards

description: Data for: The Spillover Effect of Mandatory Renewable Portfolio Standards
DOI: 10.7910/dvn/ad9rvy
title: Selected ICAR data from the SAPA-Project: Development and initial validation of a public-domain measure

description: These data were collected during the initial evaluation of the International Cognitive Ability Resource (ICAR) project. ICAR is an international collaborative effort to develop open-source public-domain tools for cognitive ability assessment, including tools that can be administered in non-proctored environments (e.g., online administration) and those which are based on automatic item generation algorithms. These data provide initial validation of the first four ICAR item types as reported in Condon & Revelle, 2014. The 4 item types contain a total of 60 items: 9 Letter and Number Series items, 11 Matrix Reasoning items, 16 Verbal Reasoning items and 24 Three-dimensional Rotation items. Approximately 97,000 individuals were administered random subsets of these 60 items using the Synthetic Aperture Personality Assessment method between August 18, 2010 and May 20, 2013. The data are available in rdata and csv formats and are accompanied by documentation stored as a text file. Re-use potential includes a wide range of structural and item-level analyses.
DOI: 10.7910/dvn/e4prme
title: A11_19569.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/ae22457b-1a57-4ffb-8b56-60a8486e9f01'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ae22457b-1a57-4ffb-8b56-60a8486e9f01
DOI: 10.7910/dvn/n1nust
title: Replication Data for: "In Search of Politically Feasible Policy-Packages for Sustainable Passenger Transport: Insights from Choice Experiments in China, Germany, and the USA"

description: The main obstacle to making the transportation sector ecologically more sustainable is political fea-sibility. Effective policy-interventions usually encounter strong public opposition as they interfere in costly ways with people’s daily lives, unveiling a dilemma between political feasibility and environ-mental policy effectiveness. Evidencing the existence of this dilemma, the literature on attitudes towards different policy instrument types maintains that so-called push measures are less support-ed by citizens than pull measures, and that market-based instruments tend to be less supported than non-market instruments. While these findings may uphold when considering single policy in-struments, whether they continue to do so when considering policy-packages, that is, simultane-ously implemented policy-interventions consisting of several policy instruments, remains unclear. To identify politically feasible and effective policy-packages aimed at greening the transportation sector we use choice experiments with representative samples of citizens from China, Germany, and the USA (N=4’876). Contrary to existing literature, we find that public support does not neces-sarily depend on the instrument type but rather on specific policy design and is highly context de-pendent. Moreover, despite significant differences between the three country contexts consid-ered, various combinations of policy measures appear to be both potentially effective and sup-ported by most citizens. Altogether, these results suggest that carefully bundled policy-packages may allow governments to employ instruments that would not be politically feasible if introduced in isolation.
DOI: 10.7910/dvn/pbvh1f
title: Replication Data for: Why Programs Fail: Lessons for Improving Public Service Quality from a Mixed-Methods Evaluation of an Unsuccessful Teacher Training Program in Nepal

description: Stata do files and ready-for-analysis data for the paper "Why Programs Fail: Lessons for Improving Public Service Quality from a Mixed-Methods Evaluation of an Unsuccessful Teacher Training Program in Nepal". This study was funded as part of 3ie's Policy Window Standard Program (project code PW3.10).
DOI: 10.7910/dvn/pj1tji
title: Replication data for: Presidential Coattails and Legislative Fragmentation

description: Considerable evidence suggests that legislative fragmentation can negatively affect the survival of democratic presidential regimes. While there is a vast literature examining the determinants of legislative fragmentation, one factor that has traditionally been overlooked is the impact of presidential elections. Do presidential elections increase or decrease legislative fragmentation? Does it matter if presidents are elected by plurality rule or by runoff? Using a new dataset that covers all democratic legislative and presidential elections between 1946 and 2000, I find that presidential coattails can reduce, increase, or have no effect on legislative fragmentation depending on the number of presidential candidates. I also find strong evidence that social heterogeneity increases the number of presidential candidates when runoff systems are employed. Taken together, these results suggest that the widespread adoption of runoffs by newly democratic presidential regimes will likely increase legislative fragmentation, thereby putting their democratic survival at increased risk.
DOI: 10.7910/dvn/rzp842
title: Fit Indices of the Models.

description: This is the Fit Indices of the Models.
DOI: 10.7910/dvn/6m4lfj
title: Replication Data for: Why Governments Cede Sovereignty: Evidence from Regional Human Rights Courts

description: This study examines a government's decision to cede authority over fundamental questions of policy to international organizations. Explanations for delegation to international institutions focus on the benefits of ``locking in'' domestic political institutions and signaling intentions to the public. This line of reasoning suggests that partly democratic and democratizing governments have the strongest incentive to 
participate in international human rights institutions. I evaluate this claim by analyzing patterns of participation in two regional human rights courts: the European Court of Human Rights and the Inter-American Court of Human Rights. The decision to join a regional court is a more valid indicator of delegation than those used in previous
 empirical studies, and to date has not been examined in systematic fashion. I find strong evidence in support of the claim that governments grant authority to 
institutions to credibly commit to maintaining democracy.
DOI: 10.7910/dvn/6ofwqe
title: Soft Drinks Volumes - GCC

description: Soft Drinks Volumes in GCC Countries
DOI: 10.7910/dvn/ghuhkm
title: Quantum Computing Portfolio

description: Correo Hofstad has partnered with Gundam, Nvidia, Boeing/HPE, Tripp Lite, Watchguard, and Logic to manufacture the world's first high bandwidth 800QGb/s networking switches. The devices are hard to sell because no one knows that they exist yet.
https://www.nvidia.com/en-us/networking/infiniband-switching/
DOI: 10.7910/dvn/iybiup
title: Replication Data for: The Urban-Rural Gulf in American Political Behavior

description: Urban-rural differences in partisan political loyalty are as familiar in the United States as they are in other countries. In this paper, we examine Gallup survey data from the early-2000s through 2018 to understand the urban-rural fissure that has been so noticeable in recent elections. We consider the potential mechanisms of an urban/rural political divide. We suggest that urban and rural dwellers oppose each other because they reside in far apart locations without much interaction and support different political parties because population size structures opinion quite differently in small towns compared with large cities. In particular, we consider the extent to which the compositional characteristics (i.e., race, income, education, etc.) of the individuals living in these locales drives the divide. We find that sizable urban-rural differences persist even after accounting for an array of individual-level characteristics that typically distinguish them.
DOI: 10.7910/dvn/tlj99b
title: Global 1-km Downscaled Population Grids, SSP-Consistent Projections and Base Year, v1.01 (2000 - 2100)

description: &lt;p&gt;Global time-series maps of population counts (for total, urban, rural populations) at 1-km spatial resolution, including the base year (2000) and projections (2010-2100) consistent with the Shared Socioeconomic Pathways (SSPs). Downloadable in two data formats: GeoTIFF, and NetCDF. Data Unit: persons.&lt;/p&gt;
&lt;h3&gt;Cite as...&lt;/h3&gt;
&lt;p&gt;Gao, J. (2017). Downscaling global spatial population projections from 1/8-degree to 1-km grid cells. &lt;i&gt;NCAR Technical Note NCAR/TN-537+STR, National Center for Atmospheric Researcher, Boulder, CO., USA.&lt;/i&gt; &lt;a href="https://doi.org/10.5065/D60Z721H"&gt;DOI: 10.5065/D60Z721H&lt;/a&gt;&lt;/p&gt;
DOI: 10.7910/dvn/ttkjj9
title: Replication Data for: The Future of India’s Coal-Fired Power Generation Capacity

description: This dataverse contains a replication package for: Yang, Joonseok and Johannes Urpelainen. "The Future of India’s Coal-Fired Power Generation Capacity." Journal of Cleaner Production
DOI: 10.7910/dvn/ttmuzk
title: Replication Data for: Judges in the Lab: No Precedent Effects, No Common/Civil Law Differences

description: This data set contains the raw data, cleaning script, and analysis scripts to generate all figures and results in Spamann et al., "Judges in the Lab: No Precedent Effects, No Common/Civil Law Differences" [previously circulated as "Are there Common/Civil Law Differences and Precedent Effects in Judging Around the World? A Lab Experiment" or "Judging Around the World: ..."]
description: Stata, 16
description: To reproduce the paper’s figures and results, run comparison_final_v2.do and experiment_final_v2.do in the top level folder. To generate table S1 of summary statistics in the supplementary information appendix, run sumstats.do. To generate the intermediate datasets used by the aforementioned two scripts, run data_ingestion_final.do in the data folder. To ensure everything runs properly, download the entire data set in original format (especially the Stata data files) and with its full folder structure.
More information is contained in readme.rtf.
description: The original experimental materials and the judge participants' raw responses are reproduced in the appendix to the article.
DOI: 10.7910/dvn/6me9uj
title: Replication data for: The Impact of Open Access Mandates on Invention

description: Bryan, Kevin A., and Ozcan, Yasin, (2021) “The Impact of Open Access Mandates on Invention.” Review of Economics and Statistics 103:5, 954–967.
description: Volume XX, Issue X
DOI: 10.7910/dvn/6rbev0
title: X-RAY RADIANCE AND MAGNETIC FLUX

description: Soft X-ray and magnetic field observations of the Sun (quiet Sun, X-ray bright points, active regions, and integrated solar disk) and active stars (dwarf and pre–main-sequence) that were used in Figure 1 in Pevtsov et al (2003) in their study of X-ray spectral radiance LX vs. total unsigned magnetic flux for solar and stellar objects.
description: This dataset was used for Figure 1 in Pevtsov, A. A., Fisher, G. H., Acton, L. W., Longcope, D. W., Johns-Krull, C. M., Kankelborg, C. C., and Metcalf, T. R. : 2003, "The Relationship Between X-ray Radiance and Magnetic Flux", Astrophys. Journal, 598 (2), 1387-1391
DOI: 10.7910/dvn/dg2j0f
title: Replication Data for: Land, Opportunism, and Displacement in Civil Wars: Evidence from Colombia

description: Replication Data for: Land, opportunism, and displacement in civil wars: Evidence from Colombia
DOI: 10.7910/dvn/pb2mlx
title: Replication Data for: Social Networks and the Decision to Insure

description: final paper for gov2001
DOI: 10.7910/dvn/rkji1s
title: TAPS data, October 2015

description: TAPS data, October 2015
DOI: 10.7910/dvn/tlhai
title: Senate Unpassed Legislation 1851, Docket 13162, SC1/series 231, Petition of Daniel Otis

description: &lt;p&gt;Petition subject: Fugitive slave laws &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11858252"&gt;http://nrs.harvard.edu/urn-3:FHCL:11858252&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: South Scituate &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Committee on so much of the governor's address as relates to slavery &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Daniel Otis&lt;/li&gt;&lt;li&gt;Primas (colored)&lt;/li&gt;&lt;li&gt;Mary Otis&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1851-02-05,1851-02-06 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on February 5, 1851 and referred to the committee on so much of the governor's address as relates to slavery and sent for concurrence and received in the Senate on February 6, 1851 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): 11 &lt;/p&gt; &lt;p&gt;Female signatures: 13 &lt;/p&gt; &lt;p&gt;Other male signatures: 2 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: inhabitants, legal voters, other persons, colored, [females], [other males], [males of color] &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: no additional documents &lt;/p&gt; &lt;p&gt;Additional archivist notes: Primus or Primas? &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1851, Docket 13162 &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/ac7ckv
title: 2019 Social Accounting Matrix for Ghana

description: The Nexus Project is a collaboration between IFPRI and its partners, including national statistical agencies and research institutions. Our aim is to improve the quality of social accounting matrices (SAMs) used for computable general equilibrium (CGE) modeling. The Nexus Project develops toolkits and establishes common data standards, procedures, and classification systems for constructing and updating national SAMs. The 2019 Ghana SAM follows the Standard Nexus Structure. The open access version of the Ghana SAM separates domestic production into 42 activities. Factors are disaggregated into labor, agricultural land, and capital. Labor is further disaggregated across three education categories. Representative households are disaggregated by rural and urban areas and by per capita expenditure quintile. The remaining accounts include enterprises, government, taxes, savings-and-investment, and the rest of the word.
description: Social Accounting Matrix (SAM)
DOI: 10.7910/dvn/jmnflr
title: Replication Data for: Information, Candidate Selection, and the Quality of Representation: Evidence from Nepal

description: Replication Data for: Information, Candidate Selection, and the Quality of Representation: Evidence from Nepal
DOI: 10.7910/dvn/pj8d45
title: ArcChina Tile Index

description: CHGIS developed an index sheet showing the extent of each ArcChina tile. The Digital Map Database of China [also referred to as ArcChina] was produced by the PRC National Bureau of Surveying and Mapping, and released by ESRI in 1996. Note: ESRI seems to have stopped distributing this dataset around 2004.
DOI: 10.7910/dvn/tq4vlm
title: Replication Data for: "Police Presence, Rapid Response Rates, and Crime Prevention"

description: This paper estimates the impact of police presence on crime using a unique database that tracks the exact location of Dallas Police Department patrol cars throughout 2009. To address the concern that officer location is often driven by crime, my instrument exploits police responses to calls outside of their allocated coverage beat. This variable provides a plausible shift in police presence within the abandoned beat that is driven by the police goal of minimizing response times. I find that a 10 percent decrease in police presence at that location results in a 7 percent increase in crime. This result sheds light on the black box of policing and crime and suggests that routine changes in police patrol can significantly impact criminal behavior.
DOI: 10.7910/dvn/krfqcc
title: A97_8620.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/58f292ca-d128-4f8b-8181-88094983d385'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/58f292ca-d128-4f8b-8181-88094983d385
DOI: 10.7910/dvn/tsuppx
title: Replication Data for: Shocking Action: Facilitative Effects of Punishing Electric Shocks on Action Control

description: Raw data (tab as separator) with codebook