Physical Sciences and Mathematics Commons^™

A Large-Scale Sentiment Analysis Of Tweets Pertaining To The 2020 Us Presidential Election, Rao Hamza Ali, Gabriela Pinto, Evelyn Lawrie, Erik J. Linstead

Engineering Faculty Articles and Research

We capture the public sentiment towards candidates in the 2020 US Presidential Elections, by analyzing 7.6 million tweets sent out between October 31st and November 9th, 2020. We apply a novel approach to first identify tweets and user accounts in our database that were later deleted or suspended from Twitter. This approach allows us to observe the sentiment held for each presidential candidate across various groups of users and tweets: accessible tweets and accounts, deleted tweets and accounts, and suspended or inaccessible tweets and accounts. We compare the sentiment scores calculated for these groups and provide key insights into the …

Twitter's Role In An Increasingly Polarized Political Climate; A Look Into The 2020 Us Elections, Leanne Kendall

Honors Projects in Data Science

Amidst politically strained times, one might wonder what has cause such an exaggerated gap between the views of democrats and republicans. For years, research has suggested the US’s voting population is becoming increasingly politically polarized, with one of the causes being social media. This study's purpose is to understand more about the role that social media plays in the polarization of parties in the US. The study is comprised of the analysis of over 3,000,000 tweets from 9/22/2020 through 11/10/2020 that mention or are written by senate and presidential candidates. Natural language processing, network graphing, and sentiment analyses were utilized …

Conflicting Narratives In Geology: The Current Debate Surrounding The Beginning Of The Anthropocene Epoch, Carter Mitchell

Student Writing

Geologists currently debate the addition a new Epoch of geologic time called the Anthropocene. The Anthropocene is characterized by changes in the lithosphere resulting directly from human activity. This paper analyses the arguments in favor of and against the Anthropocene as well as the conflicting narratives concerning the beginning and scope of the Anthropocene.

Melting Arctic Ice Exposes Possible Conflict For Us, China, Russia, Madeleine Alder

Research on Capitol Hill

USU senior Maddie, a Salt Lake City native, is an Honors student, Peak Summer Research Fellow, and USU Institute of Land, Water and Air intern. She studies Political Science. Maddie’s research dissects how rising temperatures and the resulting polar ice caps on our planet might impact international relations for the US. The opening of additional shipping lanes in previously-frozen waters could cause conflict between key actors. Maddie has been involved in research for nearly all of her undergrad degree, and says, “I love learning and I get excited to discover new connections between topics I am interested in. I like …

Instrumental Vs. Expressive: A Study Of Voter Behavior Models Through The Lens Of Identity In The 2016 Presidential Election, Kaitlyn Fales

Honors Projects in History and Social Sciences

Studying voter behavior through the lens of identity is central to making sense of the 2016 presidential election. The traditional models for explaining voter behavior are rational choice and behavioralism. The former is grounded in instrumental partisanship and a voter’s issue positions, with the latter grounded in an expressive, psychological attachment to partisanship. More recent, social identity theory related models discuss voter behavior through group belonging and the partisan mega-identity (Mason 2018). My analysis used the ANES 2016 Time Series Study. To measure a voter’s issue positions, I created a new Identity Index alongside the expansion of an established Issue …

Law Library Blog (November 2020): Legal Beagle's Blog Archive, Roger Williams University School Of Law

Law Library Newsletters/Blog

No abstract provided.

On Environmental, Climate Change & National Security Law, Mark P. Nevitt

All Faculty Scholarship

This Article offers a new way to think about climate change. Two new climate change assessments — the 2018 Fourth National Climate Assessment (NCA) and the United Nations Intergovernmental Panel’s Special Report on Climate Change — prominently highlight climate change’s multifaceted national security risks. Indeed, not only is climate change a “super wicked” environmental problem, it also accelerates existing national security threats, acting as both a “threat accelerant” and “catalyst for conflict.” Further, climate change increases the intensity and frequency of extreme weather events while threatening nations’ territorial integrity and sovereignty through rising sea levels. It causes both internal displacement …

The Complicated History Of Environmental Racism, Victoria Peña-Parr

Black History at UNM

University of New Mexico Honors College Assistant Professor, Myrriah Gómez, defines and explores environmental racism, specifically its effects in New Mexico.

The Consent Of The Governed, Carter A. Hanson

Student Publications

The Consent of the Governed is a Kolbe Fellowship project investigating gerrymandering through the lens of mathematics, Supreme Court litigation, and the potential for redistricting reform. It was produced as a five-episode podcast during the summer of 2020; this paper is the transcription of the podcast script. The project begins with an analysis of the impact of gerrymandering on the composition of the current U.S. House of Representatives. It then investigates the arguments and stories of Supreme Court gerrymandering cases in the past twenty years within their political contexts, with a focus on the Court's reaction to different mathematical methods …

Literature Review: How U.S. Government Documents Are Addressing The Increasing National Security Implications Of Artificial Intelligence, Bert Chapman

Libraries Faculty and Staff Scholarship and Research

This article emphasizes the increasing importance of artificial intelligence (AI) in military and national security policy making. It seeks to inform interested individuals about the proliferation of publicly accessible U.S. government and military literature on this multifaceted topic. An additional objective of this endeavor is encouraging greater public awareness of and participation in emerging public policy debate on AI's moral and national security implications..

Decarbonization In Democracy, Shelley Welton

All Faculty Scholarship

Conventional wisdom holds that democracy is structurally ill-equipped to confront climate change. As the story goes, because each of us tends to dismiss consequences that befall people in other places and in future times, “the people” cannot be trusted to craft adequate decarbonization policies, designed to reduce present-day, domestic carbon emissions. Accordingly, U.S. climate change policy has focused on technocratic fixes that operate predominantly through executive action to escape democratic politics — with vanishingly little to show for it after a change in presidential administration. To help craft a more durable U.S. climate change strategy, this Article scrutinizes the purported …

Predicting The Next Us President By Simulating The Electoral College, Boyan Kostadinov

Publications and Research

We develop a simulation model for predicting the outcome of the US Presidential election based on simulating the distribution of the Electoral College. The simulation model has two parts: (a) estimating the probabilities for a given candidate to win each state and DC, based on state polls, and (b) estimating the probability that a given candidate will win at least 270 electoral votes, and thus win the White House. All simulations are coded using the high-level, open-source programming language R. One of the goals of this paper is to promote computational thinking in any STEM field by illustrating how probabilistic …

Ua12/2/1 College Heights Herald, Vol. 93, No. 2, Wku Student Affairs

WKU Archives Records

WKU campus newspaper reporting campus, athletic and Bowling Green, Kentucky news. This issue contains articles:

• Kast, Monica. Total Solar Eclipse Lowers Temperatures
• Collins, Emma. Students Receive a Gouda Opportunity – Hilltopper Creamery
• DeLetter, Emily. Dean of College of Education to Retire After 28 Years – Sam Evans
• Ziege, Nicole. Student Government Association Has First Meeting of New School Year
• Alvey, Rebekah. New Program Supports First-generation Students – Intercultural Student Engagement Center
• Collins, Emma. Advertising & Public Relations Officially Change Departments
• Gibson, Helen. Hello from the WKU Talisman
• King, Jennifer. Editorial Cartoon re: Donald Trump
• Leonard, Nicole. Your Opinion, Not Theirs …

In Solidarity, Musselman Library, Salma Monani, Sarah M. Principato, Dave Powell, Brent C. Talbot, Charles L. Weise, Bruce A. Larson, Scott Hancock, Mckinley E. Melton, David S. Walsh, Jennifer Q. Mccary, Kristina G. Chamberlin

Next Page

This edition of Next Page is a departure from our usual question and answer format with a featured campus reader. Instead, we asked speakers who participated in the College’s recent Student Solidarity Rally (March 1, 2017) to recommend readings that might further our understanding of the topics on which they spoke.

Friends Of Musselman Library Newsletter Spring 2016, Musselman Library

Friends of Musselman Library Newsletter

From the Dean (Robin Wagner)

Library Receives 9/11 Commission Papers (Fred Fielding '16)

Library News

Digital Scholarship Fellows

From Paupers to Presidents

Fair Use Week

Reading About Race

Student Workers Save the Day (Nadia Romero Nardelli '19)

Life in the Fishbowl (Brittany Barry '17)

In Memory of Douglas R. Price; Former Aide to Eisenhower

Special Purchases

From the Piano Bench (Jay P. Brown ’51, Doug Brouder ’83, Julie Caterson ’84 and Mr. & Mrs. Michael Fiery)

Research Reflections: The Spirit of Gettysburg (Timothy Sestrick)

Gift of Art

Old Gettysburg Back to Thee (Jenna Fleming '16, Avery Fox '16, Melanie Fernandes …

An Old And New Start To Russian—United States Nuclear Arms Control Agreements, Samantha Pitz

Independent Study Project (ISP) Collection

The Russian Federation and the United States of America signed on April 8, 2010 the New START nuclear arms control treaty. The New START treaty replaced the lackluster SORT treaty in order to establish a nuclear agreement that would put new limits on numbers of weapons and delivery vehicles while also establishing an innovative framework for transparency and data transfer to allow confidence building between two countries that have not always seen eye-to-eye. Through academic analysis, treaty text, and four formal interviews, the context and trajectory of Russian-United States’ arms control treaties has formed to portray New START as a …

How The Federal Government Went From Realtor To Landlord In The American West, Randall K. Wilson

Environmental Studies Faculty Publications

Disputes over public land rights have a long history in the United States. But the past 18 months have seen a growing number of confrontations over Western federal lands, culminating in the current standoff at the Malheur National Wildlife Refuge in Oregon. [excerpt]

Framing The Question, "Who Governs The Internet?", Robert J. Domanski

Publications and Research

There remains a widespread perception among both the public and elements of academia that the Internet is “ungovernable”. However, this idea, as well as the notion that the Internet has become some type of cyber-libertarian utopia, is wholly inaccurate. Governments may certainly encounter tremendous difficulty in attempting to regulate the Internet, but numerous types of authority have nevertheless become pervasive. So who, then, governs the Internet? This book will contend that the Internet is, in fact, being governed, that it is being governed by specific and identifiable networks of policy actors, and that an argument can be made as to …

Religion, Partisanship, And Attitudes Toward Science Policy, Ted G. Jelen, Linda A. Lockett

Political Science Faculty Research

We examine issues involving science which have been contested in recent public debate. These “contested science” issues include human evolution, stem-cell research, and climate change. We find that few respondents evince consistently skeptical attitudes toward science issues, and that religious variables are generally strong predictors of attitudes toward individual issues. Furthermore, and contrary to analyses of elite discourse, partisan identification is not generally predictive of attitudes toward contested scientific issues.

Home Rule And Environmentalism: The Adoption Of Green Initiatives In U.S. Municipalities, Luke Eastin

2013 Awards for Excellence in Student Research & Creative Activity - Documents

In recent years there has been a movement in academia from studying environmental policy on the national level to a much narrower examination of local municipalities and their respective green initiatives. The implications of this research reach well beyond the borders of academics and hit squarely municipalities and their corresponding local policy makers. We, as political scientists, must ask what particular characteristics of municipalities play the most significant role in green initiative adoption. Recent urban scholarship has suggested several variables that influence the adoption of environmental policies, but one specific variable, municipality home rule status, has had little to no …

The Infinite And The Finite: An Analysis Of The United States’ Energy Future, Elise Voorhis

Independent Study Project (ISP) Collection

Last year the New York Times published a newsworthy article stating that the United States could become “Energy Independent” from the tumultuous OPEC countries. This groundbreaking revelation, supported by statistics from the International Energy Agency, claimed that newfound energy resources were spread throughout North America in the form of shale oil and gas. Politicians and the public clung to this possibility in the face of strenuous relations with the Middle East as the Arab Spring and the War on Terror waged on. However, the consequences of becoming “energy independent” have not been considered. What are the geopolitical implications of pursuing …

Using Self Organizing Maps To Analyze Demographics And Swing State Voting In The 2008 U.S. Presidential Election, Paul T. Pearson, Cameron I. Cooper

Faculty Publications

Emergent self-organizing maps (ESOMs) and k-means clustering are used to cluster counties in each of the states of Florida, Pennsylvania, and Ohio by demographic data from the 2010 United States census. The counties in these clusters are then analyzed for how they voted in the 2008 U.S. Presidential election, and political strategies are discussed that target demographically similar geographical regions based on ESOM results. The ESOM and k-means clusterings are compared and found to be dissimilar by the variation of information distance function.

Reconsidering Accountability For Environmental Inspectors: Trading 'Compliance By Computer' For Relationship Building, Michelle C. Pautz

Political Science Faculty Publications

Demands for government accountability extend into all the aspects of government service and the environmental realm is no different. Environmental inspectors — the front-line workers in environmental protection agencies — are among the many civil servants who face demands for accountability. Unfortunately, although accountability is desirable normatively speaking, in practice it is not so simple. Accountability for environmental inspectors frequently involves measures such as the number of inspections completed, the efficiency of data entry in agency databases, and the turnaround time on inspection reports. Such measures leave environmental inspectors, who ideally want — and practically need — to be in …

A Nonnegative Analysis Of Politics, Tim Chartier, Charles D. Wessell

Math Faculty Publications

The article investigates how linear algebra can recover mathematical information from the electronic messages using the Enron Email Sets in Pennsylvania. It states that a term-by-email matrix has been created to cluster algorithm, which allows one to mine through data and discover meaning. Moreover, nonnegative matrix factorization (NMF) enables one to interpret the resulting factorization in terms of the original problem.

Recent Legislation To Promote Wind Energy In Nebraska, Ryan Lemke

Department of Environmental Studies: Undergraduate Student Theses

Nebraska is currently ranked 4th in the nation for wind energy potential, but ranks low in actual wind power production. The lack of wind energy production could be the result of Nebraska’s unique public power districts that have eminent domain of distribution and retail sales of electricity in the State. Public Power districts are prohibited from receiving benefits of state and federal tax incentives for the development of wind farms, however some Nebraska power districts still pursue wind energy as a renewable source of energy.

Recent legislation changes, including the passing of laws LB629 and LB1048, have provided the State …

Ua12/2/1 College Heights Herald, Vol. 83, No. 19, Wku Student Affairs

WKU Archives Records

WKU campus newspaper reporting campus, athletic and Bowling Green, Kentucky news

Shifting Sands: The Limits Of Science In Setting Risk Standards, Cary Coglianese, Gary E. Marchant

All Faculty Scholarship

Regulators need to rely on science to understand problems and predict the consequences of regulatory actions, but over reliance on science can actually contribute to, or at least deflect attention from, incoherent policymaking. In this article, we explore the problems with using science to justify policy decisions by analyzing the Environmental Protection Agency's recently revised air quality standards for ground-level ozone and particulate matter, some of the most significant regulations ever issued. In revising these standards, EPA mistakenly invoked science as the exclusive basis for its decisions and deflected attention from a remarkable series of inconsistencies. For example, even though …

Red, White, Blue, And Green: Politics And The Environment In The 2004 Environment, James R. Lyons, Heather S. Kaplan, Fred Strebeigh, Kathleen E. Campbell

Yale School of the Environment Publications Series

No abstract provided.

A Summer Internship With U.S. Senator Patty Murray - Regional Office, Everett, Washington, Lisa J. (Lisa Jo) Braly

WWU Honors College Senior Projects

During the summer of 1996,1 participated in the US Senate internship program in the Everett Regional office of Senator Patty Murray. This was a fairly new office, having begun only five months before I started in July, as well as a small office. (It had one part- time person, my supervisor, which became two upon my arrival.) There was no precedent for what my job entailed so it was designed as the summer progressed. My supervisor was Jill McKinney, a very friendly and helpful woman who had been in the “political industry of staffing for various Congress-people over the years. …

Ua12/2/1 College Heights Herald, Vol. 72, No. 4, Wku Student Affairs

WKU Archives Records

WKU campus newspaper reporting campus, athletic and Bowling Green, Kentucky news.

Regular features include:

• Just a Second
• Campus Line
• For the Record / Crime Reports
• People Poll
• Sports
• Diversions
• Movie Reviews
• Classifieds

Articles in this issue:

• Lucas, Fred. Parties Seeking Identity – U.S. Presidential Campaign
• Stamper, John. Tobacco Road – A Journey to the Harvest
• Leonard, Kim. Kristen Miller Makes Plan to Drive Party-Goers Home
• Leonard, Kim. Student Government Association Gives More Money to Campus Clubs
• Night Owls Can Now Flock to the Library
• Bradley, Ryan. Commentary Didn’t Have Facts Straight
• Esposito, Mike. Voters Offered Two Major Differences
• Howard, Jake. …