cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/oiyksz
title: Executive Agreements Database, Statement Regarding Acquisition and Cross-Servicing Agreement Between The United States and Afghanistan Signed At Doha and Kabul January 2 and February 16, 2004 Entered Into Force February 16, 2004

description: TIAS 04-216

First signed 02/16/2004
Last signed 02/16/2004
Entry into force (supplemented by last signed) 02/16/2004

stamped 04-94

C06554806

cover memo
DOI: 10.7910/dvn/olas8r
title: A13_25247.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/2553dc64-f8ae-45ad-8545-29ac78f738b8'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2553dc64-f8ae-45ad-8545-29ac78f738b8
DOI: 10.7910/dvn/oxlk0u
title: A16_31423.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/30e183e5-34fb-4770-8327-bc3a35997359'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/30e183e5-34fb-4770-8327-bc3a35997359
DOI: 10.7910/dvn/ovfmxs
title: Executive Agreements Database, Statement Concerning the Agreement with Mongolia Amending The Millennium Challenge Compact Of October 22, 2007, with Annexes. Signed January 21 and 22, 2010. Entered Into Force May 11, 2010

description: KAV 8957

First signed 01/21/2010
Last signed 01/22/2010
Entry into force (supplemented by last signed) 05/11/2010

stamped 2010-0085

C06544468

cover memo
DOI: 10.7910/dvn/oizdat
title: A94_6676.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3fecec75-a2af-488e-337c-33a97ce393ed'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3fecec75-a2af-488e-337c-33a97ce393ed
DOI: 10.7910/dvn/oolgjg
title: A13_25364.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/491d4ed3-cc65-40ca-bced-23031d4076f8'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/491d4ed3-cc65-40ca-bced-23031d4076f8
DOI: 10.7910/dvn/ooxdpi
title: modbm_EC8_A100_820a

description: An Account of the murder of a female Negro : who was flogged to death by order of an unmerciful captain : and the distress occasioned by remorse of conscience to the seaman whom he employed to execute his purpose : shewing the iniquity of the slave trade : a true story
description: URN-3:FHCL.HOUGH:100750700
DOI: 10.7910/dvn/oxqmyc
title: A13_24713.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/49985ab5-27e0-4591-8fda-c03bde0b1ec4'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/49985ab5-27e0-4591-8fda-c03bde0b1ec4
DOI: 10.7910/dvn/o73gtg
title: Proteome database of Raoultella planticola strain R3467

description: Raoultella planticola is a Gram-negative anaerobic bacterium that has been implicated in urinary tract infections. Common in soil and water environment, the bacterium remains poorly understood, particularly with respect to its habitat preference, and pathogenesis mechanisms. This work presents the proteome database of R. planticola strain R3467 by parsing its annotated proteome downloaded from UniProt. Comprising protein name, amino acid sequence, number of residues, molecular weight, and nucleotide sequence of each protein in the proteome of the bacterium, the resource should be useful in functional genomics studies seeking to use gene knock-out to understand gene function, such as in the case of dissecting pathogenesis mechanisms mediated by the bacterium.
description: The author declares no conflicts of interest. No funding was used in this work.
DOI: 10.7910/dvn/ogkzhm
title: Executive Agreements Database, Statement Concerning the Agreement with Barbados Regarding the Caribbean Basin Security Initiative Effected By Exchange Of Notes Act Bridgetown June 29, 2012 And June 27, 2013 Entered Into Force June 27, 2013

description: TIAS 13-627.1

cover memo
DOI: 10.7910/dvn/ommgdq
title: Replication Data for: Heinisch et al 2021 The effect of radical right fringe parties on main parties in Central and Eastern Europe: Empirical evidence from manifesto data

description: Replication datasets and do files
description: Stata do file, Stata datasets and excel files
DOI: 10.7910/dvn/olii0s
title: Replication Data for: Unexpected Progress: Foreign-Imposed Regime Change and Women’s Empowerment

description: Replication Data to "Unexpected Progress: Foreign-Imposed Regime Change and Women’s Empowerment"
DOI: 10.7910/dvn/p1q1a2
title: A93_5647b.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/bdbc39c7-f48c-3b3b-b57d-8020de453fc7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bdbc39c7-f48c-3b3b-b57d-8020de453fc7
DOI: 10.7910/dvn/ooadkc
title: A93_5876.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/34c1cfd2-7d2f-5b5d-4026-ba1473612d98'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/34c1cfd2-7d2f-5b5d-4026-ba1473612d98
DOI: 10.7910/dvn/opfwui
title: A95_7209.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/fc0d96b8-f67a-9345-38ca-853aac4657bc'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/fc0d96b8-f67a-9345-38ca-853aac4657bc
DOI: 10.7910/dvn/p5wuw2
title: Public Opinion Barometer, 2007.10

description: Dataset of the final Barometer of Public Opinion, run in Romania between 1994 and 2007 by the Soros Foundation for Open Society. Please check the dataverse for details on the series of surveys. 

A full report, including extended analyses, is also enclosed with this dataset. Fieldwork: October-November 2007. 
Data collecting agency: Gallup. 
Team: Gabriel Bădescu, Mircea Comşa, Dumitru Sandu, Manuela Stănculescu, Ovidiu Voicu. 

Database and press releases retrieved by Ovidiu Voicu & Bogdan Voicu. ************************************* 
Datasets are provided in SPSS and Stata (13+) formats. For R, we recommend using package readstata13 in order to import the database. Labels are provided for the moment only in Romanian language. Variable "ponderare" should be used for weighting (according to gender, urban/rural location, and age groups).
DOI: 10.7910/dvn/oihbqe
title: A97_9112.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/18fc2873-5d4b-444d-8c3f-7720e8221651'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/18fc2873-5d4b-444d-8c3f-7720e8221651
DOI: 10.7910/dvn/onlupg
title: A89_2075.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/a317a3ff-14e3-e383-1dfc-95ca61093210'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a317a3ff-14e3-e383-1dfc-95ca61093210
DOI: 10.7910/dvn/olttwq
title: Data fo: Reporting requirements of case reports in medical journals

description: 50 journals were selected from the Scopus citation database (the world's largest knowledge base) that published most of case reports and the authors' guideline section on the type and requirements of writing case reports was analyzed by inductive content analysis.
DOI: 10.7910/dvn/p184mq
title: A12_22750.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/57face50-e969-417c-ba5a-b0d115831df0'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/57face50-e969-417c-ba5a-b0d115831df0
DOI: 10.7910/dvn/ocokv3
title: A12_23673.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/b8e90fa5-fdfc-4f55-9c09-f041516949ca'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b8e90fa5-fdfc-4f55-9c09-f041516949ca
DOI: 10.7910/dvn/op6dgh
title: A15_27154.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/195a6ed9-23f8-40fa-90e2-ba38f22e05e5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/195a6ed9-23f8-40fa-90e2-ba38f22e05e5
DOI: 10.7910/dvn/o8rulk
title: Imperfect Pomegranate: An open image dataset of imperfect Pomegranates for machine vision enabled automated grading based on produce visual characteristics.

description: Open Image Data Set of Imperfect Pomegranates
DOI: 10.7910/dvn/o9qofn
title: A15_29533.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/509cfc37-a071-4fd5-bbf3-ba28a282936f'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/509cfc37-a071-4fd5-bbf3-ba28a282936f
DOI: 10.7910/dvn/oda8ie
title: Replication dataset for Counteracting Climate Science Politicization with Effective Frames and Imagery

description: Politicization of science occurs when the inherent uncertainty of science
is emphasized to cast doubt on scientific consensus. Climate change has
become particularly susceptible to this kind of politicization. In this article,
we report the results of a survey experiment in which we manipulated
text frames and visual imagery associated with two types of environmental
hazards linked to climate change—sea level rise with associated flooding
and increased heat levels with associated drought and wildfires. We present
evidence that the use of visual imagery can counter the effects that science
politicization has on climate change beliefs and behaviors.
DOI: 10.7910/dvn/osuwdb
title: Replication data for: Assessing Survey Mode Effects in the 2019 EP Elections: A Comparison of Online and Face-to-Face-Survey Data from six European Countries

description: The quality of online survey data is sometimes seen as inferior compared to probabilistic face-to-face surveys. Extending existing research beyond the commonly studied cases, we analyse six European countries, comparing data from a representative online survey fielded for the 2019 EP elections to the ESS 9 and EB 91.5. We assess the effects of survey mode in terms of representativeness compared to validated benchmarks, as well as with inferences about party identification and vote choice. While we do find some differences in the marginal distributions compared to sociodemographic and electoral benchmarks, the inferential models when using online survey data as compared to face-to-face surveys are not substantially different.
DOI: 10.7910/dvn/os7xb5
title: A08_17294.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7a2eb9f4-5aec-2290-ce5c-6ab70c2f07f2'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7a2eb9f4-5aec-2290-ce5c-6ab70c2f07f2
DOI: 10.7910/dvn/nz0hcp
title: A98_9708.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/07048c93-9386-f211-b60b-8718ffa90034'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/07048c93-9386-f211-b60b-8718ffa90034
DOI: 10.7910/dvn/pjf1jb
title: Insecurity and Political Values in the Arab World

description: Within a few years of the historic Arab uprisings of 2011, popular mobilization dissipated amidst instability in many Arab countries. We trace the relationship between shifting macro-political conditions and individual-level political values in the Middle East, demonstrating that a preference for democracy and political trust are not fixed cultural features of populations but rather can shift rapidly in the face of perceived insecurity. Our empirical analyses employ longitudinal data from the Arab Barometer covering 13 countries and data from the 2015 World Values Survey, which includes both Arab and non-Arab countries in order to benchmark regional developments against global patterns. Our findings contribute to the growing body of research on the political effects of insecurity and oppose culturalist depictions of fixed political attitudes among Muslims in narrow perspectives on the relationship between Islam and democracy.
DOI: 10.7910/dvn/omusbx
title: Executive Agreements Database, Statement Regarding Agreement Between The United States and Palau Concerning Relations Under The Vienna Convention On Diplomatic Relations. Signed At Washington December 14, 1994

description: TIAS 12587

First signed 12/14/1994
Last signed 12/14/1994
Entry into force (supplemented by last signed) 12/14/1994

stamped 95-54

C06539731

cover memo
DOI: 10.7910/dvn/osamgm
title: Replication Data for: Value Disagreement and Partisan Sorting in the American Mass Public

description: Included are data and code to replicate the main analyses in "Value Disagreement and Partisan Sorting in the American Mass Public."
DOI: 10.7910/dvn/oad2nx
title: NutriNet: crop names lookup table

description: Look up table to match crop names between 1) crop supply data from the Statistics Division of the Food and Agriculture Organization of the United Nations (FAOSTAT) and 2) crop-specific nutrient content estimates from the Global Expanded Nutrient Supply (GENuS). To join crop supply (FAOSTAT data) and nutrient content data (GeNUS estimates) required harmonized crop names (e.g., “Almonds, in shell” vs. “Almonds; with shell”, respectively).
DOI: 10.7910/dvn/onjafo
title: Encuestas sobre percepción social de Política Exterior

description: Within the Research and Development Project entitled: "The construction of media representations of Argentina's Foreign Policy through graphic media: the Observatory of Argentine Foreign Policy 2011-2017" of the National University of Rosario that I direct, two public surveys were conducted, provided through the social networks of the Observatory. The metadata for both surveys is included here.
DOI: 10.7910/dvn/pkqixn
title: A15_29369.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/126d12f6-1070-42e4-af17-1e9f8df3f188'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/126d12f6-1070-42e4-af17-1e9f8df3f188
DOI: 10.7910/dvn/op1gyd
title: Replication Data for: Implications for chondrule formation regions and solar nebula magnetism from statistical reanalysis of chondrule paleomagnetism

description: Python code for reproducing statistical analysis of LL and CO chondrule data in published paper and for using with reader's own datasets.
DOI: 10.7910/dvn/p1rriw
title: A00_13461a.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7c3ff4df-cd94-ec11-ce72-65569f2c10bb'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7c3ff4df-cd94-ec11-ce72-65569f2c10bb
DOI: 10.7910/dvn/olcytm
title: Imperfect Papaya: An open image dataset of imperfect Papayas for machine vision enabled grading of produce based on visual characteristics.

description: Open Image Data Set of Imperfect Papayas
DOI: 10.7910/dvn/oqs6ma
title: A15_29790.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9a3b5596-247a-4d13-9d55-109d625e2383'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9a3b5596-247a-4d13-9d55-109d625e2383
DOI: 10.7910/dvn/os8wno
title: A98_9845b.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/c0cb8bf8-443f-4774-a85e-1b36d7a88b86'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/c0cb8bf8-443f-4774-a85e-1b36d7a88b86
DOI: 10.7910/dvn/ozp4wl
title: PDB: 2XWT, Crystal structure of TSH receptor in complex with human mAb autoantibody K1-70 (311K, 38°C, 400 ns): random seed #2 - RMSD, SASA, RMSF, Rg, H-bonds

description: PDB: 2XWT, Crystal structure of TSH receptor in complex with human mAb autoantibody K1-70 (311K, 38°C, 400 ns): random seed #2 - RMSD, SASA, RMSF, Rg, H-bonds
DOI: 10.7910/dvn/piyv29
title: Appendix C: Professionals Questionnaire

description: Appendix C: Professionals Questionnaire
DOI: 10.7910/dvn/o3x71g
title: Internal Fixation Nail Migration to Abdomen (clinical case)

description: A rare case of internal fixation nail migration to abdomen
DOI: 10.7910/dvn/parj70
title: A92_4792.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/46afbb3c-df28-760d-b910-774c7101e490'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/46afbb3c-df28-760d-b910-774c7101e490
DOI: 10.7910/dvn/ovbe2l
title: A12_23524.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/7a991702-1999-455f-9d69-c1c96ed91d92'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7a991702-1999-455f-9d69-c1c96ed91d92
DOI: 10.7910/dvn/p2r1c3
title: A93_5580.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/98554f8b-d362-24d5-0885-1ed45f1dd66c'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/98554f8b-d362-24d5-0885-1ed45f1dd66c
DOI: 10.7910/dvn/ozqcss
title: A87_1315a.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/ca326370-9aba-e343-0dc1-762b6d291027'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ca326370-9aba-e343-0dc1-762b6d291027
DOI: 10.7910/dvn/p7rh9b
title: Replication Data for: "Epidemic Shocks and Civil Violence: Evidence from Malaria Outbreaks in Africa"

description: Cervellati, Matteo, Esposito, Elena, and Sunde, Uwe, (2022) “Epidemic Shocks and Civil Violence: Evidence from Malaria Outbreaks in Africa.” Review of Economics and Statistics 104:4, 780–796.
description: Volume XX, Issue X
DOI: 10.7910/dvn/pea8e5
title: A12_23406.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/a81d136a-1e4d-4d56-af3b-6cfebe74ad33'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a81d136a-1e4d-4d56-af3b-6cfebe74ad33
DOI: 10.7910/dvn/oq3nyu
title: A15_30007.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/dc2f4eef-1ef8-4cd8-8943-6501e74da2c0'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/dc2f4eef-1ef8-4cd8-8943-6501e74da2c0
DOI: 10.7910/dvn/pp9f3o
title: VA 2013 GOV PRECIENT RESULTS

description: SEE TITLE
DOI: 10.7910/dvn/prm0ip
title: Experimental Evidence of Plasmoids in High-β Magnetic Reconnection

description: Magnetic reconnection is a ubiquitous and fundamental process in plasmas by which magnetic fields change their topology and release magnetic energy. Despite decades of research, the physics governing the reconnection process in many parameter regimes remains controversial. Contemporary reconnection theories predict that long, narrow current sheets are susceptible to the tearing instability and split into isolated magnetic islands (or plasmoids), resulting in an enhanced reconnection rate. While several experimental observations of plasmoids in the regime of low-to-intermediate-beta (where beta is the ratio of plasma thermal pressure to magnetic pressure) have been made, there is a relative lack of experimental evidence for plasmoids in the high-beta reconnection environments which are typical in many space and astrophysical contexts. Here, we report strong experimental evidence for plasmoid formation in laser-driven high-beta reconnection experiments.
description: PSFC REPORT PSFC/JA-23-32<br><br>This work was supported in part by US DOE/NNSA CoE contract DE-NA0003868, US DoE/NNSA Award No. DE-NA0003856, DOE/NNSA HEDLP contract DENA0004129, NLUF contract DE-NA0003938, US DOE (Grant No. DE-FG03-09NA29553, No.DE-SC0007168), 6 LLE (No.414090-G), NSF-DOE Partnership in Basic Plasma Science and Engineering award no. PHY-2010136, and joint NSF/DOE-NNSA award no. PHY2108050.<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.7910/dvn/prtoy6
title: Replication Data for: The Civic Option? Using Experiments to Estimate the Effects of Consuming Information

description: Political parties and civic organizations disseminate information to improve citizen decision making in local elections. Do citizens choose to consume such information and, if so, how does it affect their decisions? We conduct a survey experiment during a real-world local election that randomly assigns 1) political party endorsements, 2) a voter guide, 3) no information, or 4) a choice among these options. Respondents assigned to receive party endorsements and a voter guide are more likely than respondents receiving no information to choose candidates who share their policy views. When given a choice, a majority opts to receive information (including many with low levels of political interest), with most respondents preferring a voter guide. Using an instrumental variable approach, we show that the effect of information on those who choose to receive it is substantial. These results offer hope that voter education efforts can succeed despite widespread political disinterest.
DOI: 10.7910/dvn/oy5cgs
title: Replication Data for: data file and code book

description: data file in addition to code book
DOI: 10.7910/dvn/p6rvhc
title: Replication Data for: An Extraordinary Election? A Longitudinal Perspective of the Québec 2018 Election

description: Replication files for "An Extraordinary Election? A Longitudinal Perspective of the Québec 2018 Election", published in French Politics, DOI:
DOI: 10.7910/dvn/ormj6f
title: Executive Agreements Database, Statement Regarding the Agreement Between The Government of the United States of America And The Government of the Republic Of Vanuatu Concerning Counter Illicit Transnational Maritime Activity Operations Signed At Porta Villa October 31, 2016 Entered Into Force October 31, 2016

description: TIAS 16-1031

cover memo
DOI: 10.7910/dvn/oxdv3y
title: Supplemental file

description: Supplemental file
DOI: 10.7910/dvn/pa3eva
title: A11_20234.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/0082022b-014d-4c38-a932-42dbe523b8c2'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/0082022b-014d-4c38-a932-42dbe523b8c2
DOI: 10.7910/dvn/ppygek
title: A11_19540.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/8bc3abe3-ef2f-4648-bd30-e9c03b4700b7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8bc3abe3-ef2f-4648-bd30-e9c03b4700b7
DOI: 10.7910/dvn/oyld0e
title: Motivations and Personal Bests of Beginner Freedivers

description: Raw Data from beginner freedivers: motivation why they enrolled to learn freediving (standard multiple choices plus one free text field); personal bests tested at the beginning of a one-week course (static apnea, pool distance freedive with fins, without fins); sex. The Excel file contains digitized anonymized data from 427 beginners randomly chosen and transcribed out of paper forms signed by beginners at payed Molchanovs' courses in Moscow, Russia, in the years 2000s and 2010s). Translated from Russian into English. The timestamp field has no sense, it was automatically added by Google Forms when manually entering data from paper forms.
DOI: 10.7910/dvn/oyscix
title: A85_235.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/44c00b38-c816-4366-6525-d70358501889'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/44c00b38-c816-4366-6525-d70358501889
DOI: 10.7910/dvn/paxryr
title: Library Services Contributing to Institutional Success Python Code

description: Python code hosted in a Jupyter Notebook file (.ipynb) that investigates version 7 of Szkirpan's R1 Library Data Code from July 2024 using data visualizations, correlation matrices, and regression analytics. 

This is the fourth and final version of code used for this project. Version 1 of the code was abandoned due to a number formatting issue in the raw dataset (version 6 of the dataset). Version 6 of the dataset was revised as version 7 with correctly-formatted numbers before the data was reimported into the second version of Python code. The second version of the code utilized data visualizations, correlation matrices, and regression analysis to delve into relationships amongst the dataset. However, due to a coding error, dummy variables were incorrectly recategorized as dummy variables within Python, resulting in erroneous columns. The third version of the code created an additional correlation matrix that removed all dummy variables to analyze the relationship between numerical-only columns. The second version of the code was revised to fix the dummy variable issue and combined with the third version of the code, resulting in the fourth and final version of the code.

Version 4 of the code is available within this dataverse as 20240809_Szkirpan_LibraryServicesCode.ipynb. Versions 1-3 are not available to researchers and are stored in a password-protected file as they are draft code and do not feed into final analyses.
DOI: 10.7910/dvn/pc0jkt
title: modbm_85_334

description: The light and the truth of slavery : Aaron's history.
description: URN-3:FHCL.HOUGH:101346413