cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/y7kgdk
title: A Soil Bulk Density Pedotransfer Function Based on Machine Learning: A Case Study With The Kellogg Soil Survey Laboratory Database

description: Soils data from 41,878 horizons were extracted from the Kellogg Soil Survey Laboratory (KSSL) database and used to calibrate and validate the PTF. Environmental datasets included terrain attributes (elevation, slope, aspect, landform), national land cover classification, hierarchical ecosystem land classifications, and 19 bioclimatic indicators. The results of a 5‒fold cross-validation scheme showed that average root mean squared prediction error (RMSPE) was 0.13 g cm-3, and mean prediction error (MPE) was -0.001 g cm-3.
description: "rfsrc_BD_all.Rdata" contains a Random Forest Model to predict bulk density. This model was built with 41,878 observations. 
"rfsrc_BD_clhs.Rdata" containts a Random Forest Model to predict bulk density. This model was built with a Latin Hypercube sample of 21,870 observations therefore is smaller and runs faster. 
"valid_10242016.csv" is a sample dataset to predict bulk density.
DOI: 10.7910/dvn/ytf7aj
title: Replication Data for: Assessing the impact of the Global War on Terrorism on terrorism threats in majority-Muslim countries

description: Replication data for "Assessing the impact of the Global War on Terrorism..." forthcoming in Terrorism and Political Violence
DOI: 10.7910/dvn/7lzuhm
title: Replication Data for: DeSante and Smith (2019 JOP) "Less is More"

description: Less is More: A Cross-Generational Analysis of the Nature and Role of Racial Attitudes in the 21st Century
description: Stata .do files and small versions of the 2016 ANES and the ANES Cumulative Dataset used in the analyses.
DOI: 10.7910/dvn/endsgs
title: Investigating the current and potential role of local biodiversity in meeting nutritional requirements of infants and young children in rural Southern Benin

description: Research question: Why in the presence of high diversity of food sources undernutrition exists at high level in infants and young children in villages of Bopa and Houeyogbe Districts in southern Benin? 
Objective: To assess the role of local biodiversity in meeting nutritional requirements of infants and young children in rural Southern Benin. Dietary intake data at detailed taxonomic level, collected from Mono department, Bopa and Houéyogbé communes, rural areas. October - December 2013 / May-July 2014. 
A 24 recall was used to collect data. 2 non-consecutives recalls with 5-7 days separating the recall periods were conducted. This dataset contains only data from the first recall day. Primary care givers, mainly mothers were interviewed. Standardized household units (plate, glasses, spoons, etc) and monetary value for out-of-home meals together with a detailed description of the foods and mode of preparation. During a preceding ethnobotancial study to document all locally available foods from local agrobiodiversity, a botanist from the national herbarium and a local ichthyologist and an expert in the mammals, birds and reptiles assisted in the species identification. Food composition tables used to tranform food intake data into nutrient intakes: Stadlmayr B, et al. (2012) West African Food Composition Table. (Rome), p 148. Barikmo I, Ouattara F, & Oshaug A (2004) Table de composition d'aliments du Mali. in Research series No. 9. (Norway). Oguntona E & Akinyele I (1995) Nutrient Composition of Commonly Eaten Foods in Nigeria - Raw, processed and prepared. in Publication Series 1995 (Ibadan, Nigeria), p 131; software used: Lucille dietary intake software Ugent
DOI: 10.7910/dvn/niqspx
title: Entendamos el COVID-19 en México

description: En el presente trabajo se acompañan los datos diarios de la epidemia COVID-19 en México. Para ello se discute uno de los modelos epidemiológico más básicos y se muestra como puede ser resuelto para analizar las cifras oficiales de los casos positivos identificados en la República Mexicana. Esto permite explorar la dinámica de las predicciones de su evolución, en un corto plazo. Adicionalmente, se explican los conceptos epidemiológicos más básicos y se hace énfasis en mostrar las herramientas computacionales que se requieren para ello.
DOI: 10.7910/dvn/nmquih
title: Replication Data for: The influence of culture on entrepreneurship: Differences between the perceptions of Portuguese and Spanish cultures

description: Several sources including GEM, Fraser Institute, Transparency International, UN, and World Bank
DOI: 10.7910/dvn/rsaxju
title: House Unpassed Legislation 1873, H 141 adopted resolutions, SC1/series 230, Petition of Phinehas Harmon

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:25950504"&gt;http://nrs.harvard.edu/urn-3:FHCL:25950504&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: New Ashford &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Kirke E. Gardner, Hancock; committee on federal relations &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Phinehas Harmon&lt;/li&gt;&lt;li&gt;N.F. Rays&lt;/li&gt;&lt;li&gt;V.B. Mallery&lt;/li&gt;&lt;li&gt;Hosea Beach&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1873-03-06,1873-03-07 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on March 6, 1873 and referred to the committee on federal relations and sent for concurrence and received in the Senate on March 7, 1873 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 22 &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): 22 &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: 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/zvxv2k
title: Replication Data for: Conceptualizing and Measuring Support for Democracy: A New Approach

description: These files provide the code and data necessary to replicate the results of Claassen, et al., "Conceptualizing and Measuring Support for Democracy:
A New Approach"
DOI: 10.7910/dvn/zy2i4c
title: Identification of forests and agroforestry systems important ecosystem service providers for the water sector in Nicaragua

description: Thesis: Identify forests and agroforestry systems that are important to the water sector in Nicaragua
DOI: 10.7910/dvn/lxipzf
title: Replication Data for: Relevance propagation Results with Bag of Words Classifiers as used in "On Pixel-wise Explanations for Non-Linear Classifier Decisions by Layer-wise Relevance Propaganda"

description: This data set contains all the example images showing round shapes and polygons and labels as used in the manuscript
"On Pixel-wise Explanations for Non-Linear Classifier Decisions by Layer-wise Relevance Propaganda" submitted to PLOS ONE (PONE-D-14-2011) for demonstrating Layer-wise Relevance Propagation with support vector machines over Bag of Words representations.
description: The data set contains training and test data, as used in the manuscript mentioned above.

polygonsTrain contains the training data
polygonsTestNoBackground is the test data

both the training and test data contain several larger images showing the raw data, and folders "images" and "labels". the sub-folder "images" contains tiles cropped from the larger images at locations 34 pixels apart. each tile has a side length of 102 pixels and are named according to the image file they originate from:

_ts_tile.png

where sidelength is 102 over all the files
XX indicates the horizontal grid position of that image
YY indicates the vertical grid position of that image
The pixel coordinates x0, y0 of the upper left corner of each image tile therefore be inferred as:
x0 = 34*XX
y0 = 34*XX

the folder labels contains information about the depicted shapes for each image in folder "images". The naming pattern of those files is in accordance to its partner file in "images" and the name of the source image:

_ts_tile_info.txt

For each shape within a .png-file in folder "images", of which the center of mass is at least four pixels away from the image border there is a line of text in the corresponding .txt-file in "labels":

YY XX shape

where shape can either be "edges", indicating a polygon with four to eight edges or "round" indicating the presence of a lp-based shape with center of mass at pixel position YY XX
DOI: 10.7910/dvn/uumvqt
title: CMZoom 1.3 mm images of individual regions with primary beam correction
title: 1.3 mm Dust continuum

description: Data from the CMZoom SMA survey of the CMZ of the 1.3 mm dust continuum. These are SMA-only images (compact and subcompact) and they are primary beam corrected. If you just want a simple image of a single region, this is probably the dataset you want. This dataset contains 35 FITS files.
DOI: 10.7910/dvn/uvmyyn
title: California Hospital Discharge Survey, 1986 (M415Y86)

description: Contains non-confidential discharge data for all California acute care hospitals, acute psychiatric hospitals, chemical dependency recovery hospitals, psychiatric health facilities, and state state-operated hospitals.Each record consists of details on individual inpatients discharged from the hospital. Details include, age, gender, race, date of admission, discharge date, diagnoses, procedure, expected source of payment and county of residence.
description: Subject: STANDARD DEPOSIT TERMS 1.0 Type: DATAPASS:TERMS:STANDARD:1.0 Notes: 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/7w6gfb
title: Replication data for: Survey Design and the Analysis of Satisfaction

description: Volume 93, Issue 3
DOI: 10.7910/dvn/ticstn
title: Final Report

description: Project final report
DOI: 10.7910/dvn/uzskzj
title: Replication Data for: Bill Text and Agenda Control in the U.S. Congress

description: Code and data to reproduce figures and tables found in "Bill Text and Agenda Control in the U.S. Congress" and its online appendix. 

Data for running the doc2vec model is extremely large; the data and accompanying code is available upon request.
DOI: 10.7910/dvn/tku9wh
title: Replication Data for: Electoral Accountability for State Legislative Roll-Calls and Ideological Representation

description: Online Appendix, Replication Data, do Files, and Codebook for Electoral Accountability for State Legislative Roll-Calls and Ideological Representation
DOI: 10.7910/dvn/tlc8sa
title: Executive Agreements Database, Statement Regarding Amendment Number Seven to the Memorandum of Understanding Between The United States, Australia, Canada, The French Republic, The Republic Of Italy, The Kingdom of the Netherlands, The Kingdom Of Norway, The Kingdom Of Spain and The United Kingdom Of Great Britain and Northern Ireland Concerning A Cooperative Project For The Establishment, Operation, Management and Support of the NATO Insensitive Munitions Information Center (NIMIC) Signed At Brussels, London, Paris and Rome Entered Into Force May 27, 1999

description: KAV 5785

First signed 05/21/1999
Last signed 05/27/1999
Entry into force (supplemented by last signed) 05/27/1999

stamped 04-619

C06546469

cover memo
DOI: 10.7910/dvn/7nzx2
title: Senate Unpassed Legislation 1851, Docket 13162, SC1/series 231, Petition of Elisha Ford

description: &lt;p&gt;Petition subject: To protect rights and liberties of Commonwealth inhabitants &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11858385"&gt;http://nrs.harvard.edu/urn-3:FHCL:11858385&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Wrentham &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Elisha Ford&lt;/li&gt;&lt;li&gt;Susan Ford&lt;/li&gt;&lt;li&gt;Michael Murphy&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 153 &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 71 &lt;/p&gt; &lt;p&gt;Female signatures: 75 &lt;/p&gt; &lt;p&gt;Other male signatures: 7 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: inhabitants, legal voters, other persons, [females], [other males], ["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;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;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/7vvydv
title: Field phenotyping for yield potential component traits, PRRI 2013DS

description: Data and metadata for a field experiment aimed at dissecting yield potential traits using the PRAY indica panel
DOI: 10.7910/dvn/ef9sia
title: A12_21215.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/7745ea35-410d-4dd2-a473-8bad9835b3a5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7745ea35-410d-4dd2-a473-8bad9835b3a5
DOI: 10.7910/dvn/eoc6oc
title: Peer-assisted feedback: a successful approach for providing feedback on United States Medical Licensing Exam-style clinical skills exam notes in the United States

description: The University of Florida College of Medicine administers clinical skills examination (CSEs) that include USMLE-like note-writing. Peer-assisted learning (PAL), in which students support the learning of their peers, was utilized as an alternative to faculty feedback. Second-year (MS2) and third-year (MS3) medical students taking CSEs participated in faculty-run note-grading sessions immediately after testing, which included explanations of grading rubrics and the feedback process. Students graded an anonymized peer’s notes. The graded material was then forwarded anonymously to its student author to review. Students were surveyed on their perceived ability to provide feedback and the benefits derived from PAF using a Likert scale (1–6) and open-ended comments during the 2017–2018 academic year.
DOI: 10.7910/dvn/usvvt
title: Passed Acts; St. 1861, c.91, SC1/series 229, Petition of John T. Hall

description: &lt;p&gt;Petition subject: For the repeal of the personal liberty laws &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:10668936"&gt;http://nrs.harvard.edu/urn-3:FHCL:10668936&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Plymouth &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Samuel O. Whitmore, Plymouth; committee on the personal liberty laws &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;John T. Hall&lt;/li&gt;&lt;li&gt;George Andrews&lt;/li&gt;&lt;li&gt;Daivd Sakin&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1861-02-08,1861-02-11 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on February 8, 1861 and referred to the committee on the personal liberty laws and received in the Senate on February 11, 1861 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 21 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, received, concurred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 21 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: legal voters &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;Additional archivist notes: Two texts &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: St. 1861, c.91, passed March 25, 1861 &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/utboeq
title: Personality, academic behaviour, and mental health variables from college student sample

description: This data was collected to examine the relationships among variables personality, academic behaviour, and mental health variables (perfectionism, avoidant personality disorder symptoms, academic behaviours, stress, self-esteem, demographic variables). It was collected in a college student setting in a large university in Western Canada.
DOI: 10.7910/dvn/zvhdga
title: Replication data for: Random-set Methods Identify Distinct Aspects of the Enrichment Signal in Gene-set Analysis

description: A prespecified set of genes may be enriched, to varying degrees, for genes that have altered expression levels relative to two or more states of a cell. Knowing the enrichment of gene sets defined by functional categories, such as gene ontology (GO) annotations, is valuable for analyzing the biological signals in microarray expression data. A common approach to measuring enrichment is by cross-classifying genes according to membership in a functional category and membership on a selected list of significantly altered genes. A small Fisher’s exact test p-value, for example, in this 2×2 table is indicative of enrichment. Other category analysis methods retain the quantitative gene-level scores and measure significance by referring a category-level statistic to a permutation distribution associated with the original differential expression problem. We describe a class of random-set scoring methods that measure distinct components of the enrichment signal. The class includes Fisher’s test based on selected genes and also tests that average gene-level evidence across the category. Averaging and selection methods are compared empirically using Affymetrix data on expression in nasopharyngeal cancer tissue, and theoretically using a location model of differential expression. We find that each method has a domain of superiority in the state space of enrichment problems, and that both methods have bene
fits in practice. Our analysis also addresses two problems related to multiple-category inference, namely, that equally enriched categories are not detected with equal probability if they are of different sizes, and also that there is dependence among category statistics owing to shared genes. Random-set enrichment calculations do not require Monte Carlo for implementation. They are made available in the R package allez.
description: Subject: STANDARD DEPOSIT TERMS 1.0 Type: DATAPASS:TERMS:STANDARD:1.0 Notes: This study was deposited under the of the Data-PASS standard deposit terms. A copy of the usage agreement is included in the file section of this study.;
DOI: 10.7910/dvn/7onzvv
title: House Unpassed Legislation 1843, Docket 1289, SC1/series 230, Petition of Dan Weed

description: &lt;p&gt;Petition subject: To abolish slavery in Washington D.C. and against the admission of Florida as a slave state &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11029541"&gt;http://nrs.harvard.edu/urn-3:FHCL:11029541&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Ipswich &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Luther Moody, Rowley; committee on petitions of Francis Jackson and others &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Dan Weed&lt;/li&gt;&lt;li&gt;William H. Graves&lt;/li&gt;&lt;li&gt;Josiah Caldwell&lt;/li&gt;&lt;li&gt;James Caldwell&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1843-01-27,1843-01-28 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on January 27, 1843 and referred to the committee on the petition of Francis Jackson and sent for concurrence and received in the Senate on January 28, 1843 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: citizens, inhabitants, ["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: House Unpassed 1843, Docket 1289 &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;