cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/hjriyu
title: A 2007-2008 Social Accounting Matrix for Pakistan

description: This Social Accounting Matrix (SAM) was built for the year 2007–2008 for Pakistan. The proposed approach to estimating SAMs is motivated by an information theoretic approach to estimation (Judge & Mittelhammer, 2012) that takes a Bayesian perspective on the efficient use of information: “Use all the information you have, but do not assume any information you do not have." The methodology used to develop this SAM ensures that it is perfectly consistent with the National Accounts. The SAM includes 51 sectors of activity, 27 factors of production, and 18 household groups, allowing tracing direct and indirect effects of potential scenarios through production and consumption linkages and capture distributional effects. The use of this SAM is illustrated using a semi input-output multiplier model. Output multipliers in Pakistan, accounting for supply constraints, range between 1.1 and 1.4, and shocks to livestock and industry have the largest spillover effects.
description: Social Accounting Matrix (SAM)
DOI: 10.7910/dvn/moc03k
title: Alaska DMV Crash Data, 2000-2012 & Alaska RWIS Locations

description: Transportation Data Programs maintains the State-wide database of motor vehicle traffic crashes that occurred on public roads and publishes crash statistics in annual reports summarized by crash information, information about the people involved, and vehicle information.
Crash information is collected from the Alaska State Troopers, local police departments, or the accident participants. The data is analyzed by traffic and safety engineers to improve highway planning, design, construction, and maintenance to improve highway safety. 
RWIS locations are published by Alaska Department of Transportation and Public Facilities and are available through the Alaska 511 GIS database or through the ITS Program Coordinator.
description: State of Alaska Department of Motor Vehicles, Alaska Department of Transportation and Public Facilities provide the data used for this project is either publicly available (RWIS stations can be found on Alaska DOTs 511 page) or need to be acquired through a formal request through DOT (i.e., the crash data).


http://hdl.handle.net/1773/49971
DOI: 10.7910/dvn/onu9nb
title: Replication Data for: Vigilantes and the state: understanding violence through a security assemblages approach

description: The notion that states pursue a monopoly over the use of force rings increasingly hollow. From vigilantes that patrol the US’s southern border to thugs for hire in China, states are characterized by non-state violent actors. These trends are more pronounced in comparatively lower-capacity states. Employing the concept of “security assemblages,” this article proposes that it is crucial to consider historically-embedded relations among violent actors and institutions in order to understand their role and implications for state authority. This approach offers three insights: first, in low-capacity states, violence is not zero-sum. Rather, it is assembled among diverse actors, which have historically embedded comparative advantages. Therefore, second, state efforts to monopolize violence should be taken as an empirical question rather than an assumption grounding analysis. Third, relationships between violent actors occur in thick institutional environments, meaning that violent actors, including state actors and institutions, often must act under significant constraints. To illustrate these points, the article conducts a mixed-methods nested study of vigilantes in Uganda, finding that vigilantes are more common where other authorities are present, and are more helpful when other authorities are also more helpful. Focusing on dynamics between vigilantes and police, the article pinpoints their historically distinct roles: the police were established as a colonial era institution to suppress political dissent, while vigilantes have long been socially-embedded actors tasked with everyday security provision. Thus, in this case, police and vigilantes are not substitutes; instead they play distinct and complementary roles.
DOI: 10.7910/dvn/rjxdij
title: Wright Casebook Edited; Docketed Case: 24,221
DOI: 10.7910/dvn/s1t3af
title: Replication Data for: Election Cycles and Global Religious Intolerance

description: Mass elections are key mechanisms for collective decision-making. But they are also blamed for creating intergroup enmity, particularly while they are underway; politicians use polarizing campaign strategies, and losing sides feel resentful and marginalized after results are announced. I investigate the impact of election proximity–that is, closeness to elections in time–on social cleavages related to religion, a salient form of group identity worldwide. Integrating data from ~1.2 million respondents across 25 cross-country survey series, I find no evidence that people interviewed shortly before or after national elections are more likely to express negative attitudes toward religious outgroups than those interviewed at other times. Subgroup analysis reveals little heterogeneity, including by levels of political competition. Generalized social trust, too, is unaffected by election calendars. Elections may not pose as great a risk to social cohesion as is commonly feared.
description: Proceedings of the National Academy of Sciences: https://doi.org/10.1073/pnas.2213198120
DOI: 10.7910/dvn/yjzgz5
title: Supplement Table-S1: CoV isolates closely related to the SARS-CoV-2

description: Supplement Table-S1: Details of the CoV isolates closely related to the SARS-CoV-2. The information represented here are based on the current knowledge (till April 30, 2020) available in public domain.
DOI: 10.7910/dvn/zmj5xo
title: Replication data for: The Path to Asylum in the US and the Determinants for Who gets in and Why

description: The migration of political asylum seekers into the United States has long been a salient political topic; however, social scientists have yet to examine this process in its entirety, and in the context of political changes since September 11, 2001. Previous research shows that humanitarian and strategic interests are important for decisions made by asylum officers but that research overlooks the decisions made by immigration judges. Here we examine decisions made by both asylum officers and immigration judges using data from a global set of countries, from 1999 to 2004. We find that the waning importance of human rights is more pronounced for asylum officers than for immigration judges after the attack on the World Trade Center. We also find that language heritage, specifically for asylum seekers from English-, Spanish-, and Arabic-speaking countries, substantially affect acceptance rates made by both decision-makers between the two time periods of our study.
DOI: 10.7910/dvn/dk5wsb
title: A&T Ethiopia Maternal Nutrition Endline Survey 2021: Pregnant Women

description: Alive & Thrive (A&T) is an initiative that supports the scaling up of nutrition interventions to save lives, prevent illnesses, and contribute to healthy growth and development through improved maternal nutrition, breastfeeding, and complementary feeding practices. In Ethiopia, A&T integrated a package of maternal nutrition interventions into existing ANC services delivered through government health facilities (interpersonal counseling on diet quality during pregnancy, counseling on iron-folic acid (IFA) supplementation, adequate weight-gain monitoring, counseling on early breastfeeding practices, and systems strengthening through training and supportive supervision) and community platforms (home visits, Pregnant Women Conferences/Mother Support groups, and community gatherings) that align with the latest global evidence. This dataset is part of a survey that was conducted to gather endline data for the impact evaluation of the interventions.&lt;/p&gt;

The overall study objective was to determine the feasibility of integrating locally relevant maternal nutrition interventions into existing ANC services and determine the impact on diet quality and utilization of nutrition interventions during pregnancy.
Research questions include:&lt;/p&gt;
1) What is the program impact on maternal practices: (1) consumption of diversified foods during pregnancy; (2) consumption of IFA supplements during pregnancy; and (3) early breastfeeding practices?&lt;/p&gt;
2) Can the coverage and utilization of key maternal nutrition interventions during ANC be improved through system strengthening approaches? &lt;/p&gt;
3) What factors influenced the integration and strengthening of maternal nutrition interventions into the government ANC service delivery platform?&lt;/p&gt;
The evaluation used a two-arm cluster-randomized, non-masked trial design, consisting of two cross-sectional surveys at baseline and endline. The unit of randomization is the health center and associated health posts in the catchment area. The endline survey was conducted in August-September 2021 by Addis Continental Institute of Public Health (ACIPH), the in-country research collaborator for the survey. The endline survey included the following: 1) Pregnant women questionnaire, 2) Recently delivered women questionnaire, 3) Health Extension Worker (HEW) questionnaire, 4), Nurse-midwife questionnaire, 5) Health facility observation checklist, and 6) ANC observation checklist and exit interview.&lt;/p&gt;

The pregnant women interviews were conducted using pretested, structured questionnaires. Information was collected on household composition, household socioeconomic status, obstetric history, use of ANC, exposure to ANC, maternal nutrition and breastfeeding knowledge and practices, pregnancy and postnatal care, household food security, social desirability, decision-making power, mental health, and anthropometry.
description: Household- and Community-level Surveys
description: STATA, 16
DOI: 10.7910/dvn/dxgija
title: Replication Data for: A Boundary of White Inclusion: How Religion Shapes Perceptions of Ethnoracial Assignment

description: How do White Americans operationalize Whiteness? This paper argues religion, in conjunction with country of origin, alters how self-identified White Americans assign ethnoracial labels to other groups. To test the role of religion on White assignment, this paper uses the case of Muslims and Middle Eastern and North African (MENA) Americans. Although MENA individuals are legally classified as White in the US, they are subjected to racialization and often conflated with Muslims. Using historical analysis of racial prerequisite court cases and a survey experiment, I find country of origin and religion play separate, additive roles in racial assignment decisions, both historically and today. White assignment is constructed of both country of origin and religion. These findings also extend to perceived skin tone. This is important because many of the benefits that come from being White depend on whether others perceive an individual as White. Understanding the constitutive parts of Whiteness compels research to be specific when discussing White people and why some “White” people are excluded.
DOI: 10.7910/dvn/jmfw3r
title: Les ventes aux enchères publiques d'oeuvres "modernes" en 1900 : liste, statistiques et palmarès des artistes

description: Le corpus considéré par ce fichier comprend l'ensemble des ventes aux enchères publiques parisiennes de tableaux ou sculptures "modernes", à Paris, en 1900. Grâce aux procès-verbaux, conservés aux archives de Paris, il est possible de retrouver l'identité des vendeurs, des acquéreurs, et les prix d'adjudication. Ce fichier présente la liste de ces ventes, ainsi que les résultats statistiques et le palmarès exhaustif des artistes.
DOI: 10.7910/dvn/l4kq76
title: Replication Data for: ‘Representation of Partisan, Territorial, and Institutional Interests in Second Chambers: Evidence from the German Bundesrat and its Committees’

description: This dataset has been developed within the research project ‘Party Politics in the German Bundesrat. Voting behaviour in the Bundesrat Committees’, funded by the Deutsche Forschungsgemeinschaft (DFG) [Grant Number 290366311]. It contains information on 51,233 roll call votes in the Bundesrat committees. The data have been analyzed in our contribution to ‘Publius: The Journal of Federalism’ to revisit the question of interest representation, investigating whether partisanship matters in federal second chambers, or whether territorial and other interests such as institutional concerns are more important.
description: The following documents are provided: 
- Codebook
- Syntax to replicate the data analysis in the article
- dataset as Excel file
- dataset as SPSS file
DOI: 10.7910/dvn/se3bjw
title: PLoS-One-Data-File

description: These data support the PLoS-One publication, "Incubator-based Sound Attenuation: 
Active Noise Control In A Simulated Clinical Environment."
DOI: 10.7910/dvn/xk0y4j
title: House Unpassed Legislation 1873, H 141 adopted resolutions, SC1/series 230, Petition of James Freeman Clarke

description: &lt;p&gt;Petition subject: Charles Sumner resolution &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:25950468"&gt;http://nrs.harvard.edu/urn-3:FHCL:25950468&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: West Roxbury &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: [Palmer, Boston?]; committee on federal relations &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;James Freeman Clarke&lt;/li&gt;&lt;li&gt;George William Bond&lt;/li&gt;&lt;li&gt;John W. Leatherbee&lt;/li&gt;&lt;li&gt;Silas Poole&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1873-03-04,1873-03-05 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on March 4, 1873 and referred to the committee on federal relations and sent for concurrence and received in the Senate on March 5, 1873 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: 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;Additional archivist notes: Signatures missing, To rescind and annul the censure of Charles Sumner for resolution on Civil War battle honors on regimental flags &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1873, H 141 adopted resolutions &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/e0yict
title: Africa Drainage Boundary Dataset (AfDBD): Regions

description: The Africa Drainage Boundary Dataset (AfDBD) is a comprehensive aggregated collection of drainage unit (DU) data for the African Continent. The dataset defines the areal extent of surface water drainage to a point except in coastal, endorheic, or lakefront areas where there could be multiple outlets. In the AfDBD, the continent is divided and subdivided into successively smaller drainage units, classified into six levels: systems, regions, subregions, basins, subbasins, and catchments, primarily determined by topology, location, type, and size of DUs. DUs are consistently assigned identification codes that show their location and classification level. The characterization provides a high-resolution DU boundary dataset that improves data compatibility and accuracy and is expected to support catchment-based research and application on the continent.
DOI: 10.7910/dvn/hi55j5
title: ProteinBERT Trained model

description: Trained ProteinBERT model weights for the paper
"ProteinBERT: A universal deep-learning model of protein sequence and function". 

https://github.com/nadavbra/protein_bert

Also available via FTP: ftp://ftp.cs.huji.ac.il/users/nadavb/protein_bert/epoch_92400_sample_23500000.pkl

ProteinBERT is a protein language model pretrained on ~106M proteins from UniRef90. The pretrained model can be fine-tuned on any protein-related task in a matter of minutes. ProteinBERT achieves state-of-the-art performance on a wide range of benchmarks. ProteinBERT is built on Keras/TensorFlow.

ProteinBERT's deep-learning architecture is inspired by BERT, but contains several innovations such as global-attention layers that have linear complexity for sequence length (compared to self-attention's quadratic/n^2 growth). As a result, the model can process protein sequences of almost any length, including extremely long protein sequences (of over tens of thousands of amino acids).

The model takes protein sequences as inputs, and can also take protein GO annotations as additional inputs (to help the model infer about the function of the input protein and update its internal representations and outputs accordingly). This pretrained Tensorflow/Keras model was produced by training for 28 days over ~670M records (~6.4 epochs over the entire UniRef90 training dataset of ~106M proteins).
description: Pretrained model weights, (and includes other variables for the input_encoder), as a .pkl dump. See github for usage, this is equivalent to downloading the file from the HUJI FTP (ftp://ftp.cs.huji.ac.il/users/nadavb/protein_bert/epoch_92400_sample_23500000.pkl)
DOI: 10.7910/dvn/jh9a5k
title: Photographs and annotations for measurement of height and mid-upper arm circumference in adults

description: This dataset contains full-length photographs of 31 adults (11 female, 20 male; mean age 26.2 years ± 4.8 SD), taken from multiple views and distances, which are manually annotated with locations of the mid-upper arms and height. Calibration checkerboard points are also included, as well as manually annotated reference object points. The dataset also includes manual measurements of the participant's height and mid-upper arm circumference.

Data collection was performed with approval from the UNSW Sydney Human Research Ethics Committee and all participants provided informed written consent.
DOI: 10.7910/dvn/qwlrgp
title: Model for Guiding Medical School Strategy during Crisis Using (PACT)™ a Cross Sectional Qualitative Study

description: The dataset of this project "Model for Guiding Medical School Strategy during Crisis Using (PACT)™". It included the Zoom recordings
DOI: 10.7910/dvn/xea5fd
title: Human Understanding Measured Across National (HUMAN) Surveys: Respondent Data

description: This dataset includes respondent-level public opinion surveys from 19 sources. Refer to the associated codebook for details about the included variables.
DOI: 10.7910/dvn/5fnjln
title: Replication data for: The Effect of Changes in the U.S. Wage Structure on Recent Immigrants' Earnings

description: Volume 93, Issue 1
DOI: 10.7910/dvn/jcwnea
title: A15_27928.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3748c569-cbd5-48f1-8533-3f0b460529f1'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3748c569-cbd5-48f1-8533-3f0b460529f1
DOI: 10.7910/dvn/jijrgz
title: Replication Data for: "Which Countries Send More Delegates to Climate Change Conferences? Analysis of UNFCCC COPs, 1995-2015"

description: This is the initial dataset, our five imputed data sets and our R code for our paper.
DOI: 10.7910/dvn/jngzah
title: Replication Data for "Denying the Obvious: Why Do Nominally Covert Actions Avoid Escalation?"

description: These files reproduce the results reported in the manuscript. See the README file for details.
DOI: 10.7910/dvn/s1ov8t
title: Supplementary Material, Codes, and Data for "Order Book Queue Hawkes Markovian Modeling"

description: Supplementary Material, Codes, and Data for "Order Book Queue Hawkes Markovian Modeling"
DOI: 10.7910/dvn/ykgtmd
title: Replication Data for: Dirty Hands: Government Torture and Terrorism.

description: Replication data
DOI: 10.7910/dvn/hiabeh
title: A15_29864.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7396ac01-2566-42ca-a014-a5efe1d6281a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7396ac01-2566-42ca-a014-a5efe1d6281a
DOI: 10.7910/dvn/seotxw
title: GSD_Cluny_Capital_06 - 3D Models - Decimated

description: Decimated 3D models in formats: .obj (with .mtl and .jpg), .x3d (with .jpg), and .glb (glTF)
DOI: 10.7910/dvn/35feuc
title: Reimagining full wave rf quasilinear theory in a tokamak

description: The velocity dependent resonant interaction of particles with applied radio frequency (rf) waves during heating and current drive in the presence of pitch angle scattering collisions gives rise to narrow collisional velocity space boundary layers that dramatically enhance the role of collisions as recently shown by Catto (J. Plasma Phys., vol. 86, 815860302, 2020). The behavior is a generalization of the narrow collisional boundary layer that forms during Landau damping as found by Johnston (Phys. Fluids, vol. 14, 1971, pp. 2719-2726) and Auerbach (Phys. Fluids, vol. 20, 1977, pp. 1836-1844). For a wave of parallel wave number k|| interacting with weakly collisional plasma species of collision frequency ν and thermal speed vth , the effective collision frequency becomes of order ν(k_||v_th /ν)^2/3&gt;&gt; ν . The narrow boundary layers that arise because of the diffusive nature of the collisions allows a physically meaningful wave-particle interaction time to be defined that is the inverse of this effective collision frequency. The collisionality implied by the narrow boundary layer results in changes in the standard quasilinear treatment of applied rf fields in tokamaks while remaining consistent with causality. These changes occur because successive poloidal interactions with the rf are correlated in tokamak geometry and because the resonant velocity space dependent interactions are controlled by the spatial and temporal behavior of the perturbed full wave fields rather than just the spatially local Landau and Doppler shifted cyclotron wave-particle resonance condition associated with unperturbed motion of the particles. The correlation of successive poloidal circuits of the tokamak leads to the appearance in the quasilinear operator of transit averaged resonance conditions localized in velocity space boundary layers that maintain negative definite entropy production.
description: PSFC REPORT PSFC/JA-20-73<br><br>Work supported by the U. S. Department of Energy grant DE-FG02-91ER-54109 at MIT, and a Bezos Membership at the Institute for Advanced Study.
DOI: 10.7910/dvn/e0yz8g
title: Development of a self-assessment tool for resident doctors’ communication skills in India

description: This study was conducted to develop and validate a questionnaire for the self-assessment of residents’ communication skills in India. The questionnaire was administered to 100 residents from the Departments of Medicine, Emergency Medicine, Paediatrics, and Surgery at the All India Institute of Medical Sciences, New Delhi, India and 95 completed responses were analyzed. The questionnaires were anonymized and were completed by the residents at their convenience. Data collection was conducted in April 2019.
DOI: 10.7910/dvn/e1ddtf
title: Edgelist for FiveDirections Engagement 3 Official 2

description: Preprocessed edgelist data of ta1-fivedirections-e3-official-2. Due to its large size, we have divided the dataset into subsets. (Note that some subsets have non-consecutive parts. Please parse them accordingly based on file names.)