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\begin{document}

\title{APPLIED COMPUTATIONAL ORIENTATION}



\author[1]{Ami Pedahzur}%
\author[1]{Jonathan Grossman}%
\affil[1]{University of Texas at Austin}%


\vspace{-1em}



  
  \date{May 07, 2024}


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\section{INTRODUCTION}
The rapid pace of the information revolution constitutes a blessing and a curse for academics in general and social scientists in particular. The problem nowadays is not the lack of scientific information, or the inability to access it, but rather its abundance.
Social scientists with quantitative orientation and affinity to computers had a leg-up in joining the revolution, not only due to their aptitude but also due to the structured data that they use. However, as the rising field of digital humanities demonstrates, qualitative research stands to benefit tremendously from these innovations. 
The seminar consists of three main sections: research, analysis, and presentation. In each section, we will discuss the tools that can enable scholars to take advantage of the new opportunities. We will dedicate 4-5 weeks to each theme.

\section{References}
\begin{itemize}

\item Siegel, Eric. 2013. \emph{Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, Or Die.} John Wiley \& Sons.\\

\item Gardiner, Eileen, and Ronald G. Musto. 2015. \emph{The Digital Humanities: A Primer for Students and Scholars}. Cambridge University Press.\\

\item Archer, Jodie, And Matthew L. Jockers. 2016. \emph{The Bestseller Code: Anatomy of the Blockbuster Novel}. St. Martin's Press.\\

\item Arnold, J. B. 2017.\emph{Ggthemes: Extra Themes, Scales And Geoms For Ggplot}.\\

\item Bazeley, Patricia, And Kristi Jackson. 2013.\emph{Qualitative Data Analysis With Nvivo}. Sage Publications Limited.\\

\item Branch, Jordan. 2016. ``Geographic Information Systems (Gis) In International Relations.'' \emph{International Organization}. 70 (4). 845.\\

\item Cherven, Ken. 2015. Mastering Gephi Network Visualization. Packt Publishing Ltd.\\

\item Cote, J., J. H. Salmela, A. Baria, And S. J. Russell. 1993. ``Organizing And Interpreting Unstructured Qualitative Data.'' \emph{Sport Psychologist}. 7 (2): 127--37.\\

\item Denny, Matthew J., And Arthur Spirling. N.D. \emph{Text Preprocessing For Unsupervised Learning: Why It Matters, When It Misleads, And What To Do About It}.\\

\item Elman, Colin, And Diana Kapiszewski. 2014. ``Data Access And Research Transparency In The Qualitative Tradition.'' \emph{PS-Political Science \& Politics}. 47 (1). 32: 43--47.\\

\item Field, Andy, Jeremy Miles, And Zo\selectlanguage{ngerman}ë Field. 2012. \emph{Discovering Statistics Using R}. Sage.\\

\item Gardiner, Eileen, And Ronald G. Musto. 2015. \emph{The Digital Humanities: A Primer for Students and Scholars}. Cambridge University Press.\\

\item Grimmer, Justin, And Gary King. 2011. ``General Purpose Computer-assisted Clustering And Conceptualization.'' \emph{Proceedings of The National Academy of Sciences}. (7): 2643--50.\\

\item Grimmer, Justin. 2015. ``We Are All Social Scientists Now: How Big Data, Machine Learning, And Causal Inference Work Together.''\emph{PS-Political Science \& Politics}. 48 (01). 80--83.\\

\item Henrich, Joseph, Steven J. Heine, And Ara Norenzayan. 2010. ``The Weirdest People In The World?'' \emph{Behavioral And Brain Sciences}. 33 (2-3): 61--83; Discussion 83--135.\\

\item Jockers, Matthew. 2014. \emph{Text Analysis with R for Students of Literature}. Springer.\\

\item Kabacoff, Robert. 2015. \emph{R in Action: Data Analysis and Graphics with R}. Manning Publications Co.\\

\item Knauff, Markus, And Jelica Nejasmic. 2014. ``An Efficiency Comparison of
Document Preparation Systems Used in Academic Research and Development.'' \emph{Plos One}. 9 (12): E115069.\\

\item Kottwitz, Stefan. 2011. \emph{Latex Beginner's Guide}. Packt Publishing. Ltd.\\

\item Law, Michael, And Amy Collins. 2013. \emph{Getting to Know Arcgis for Desktop}. Esri Press.\\

\item Liu, Brooke Fisher, Michele M. Wood, et al. N.D. ``Is a Picture Worth a Thousand Words? The Effects of Maps and Warning Messages on How Publics Respond to Disaster Information.'' \emph{Public Relations Review}.\\

\item Lupia, Arthur, And Colin Elman. 2014. ``Openness in Political Science: Data Access and Research Transparency.'' \emph{PS-Political Science \& Politics}. 47 (01): 19--42.\\

\item Matloff, Norman. 2011. \emph{The Art of R Programming: A Tour of Statistical Software Design}. No Starch Press.\\

\item Mayer-sch\selectlanguage{ngerman}önberger, Viktor, And Kenneth Cukier. 2013. \emph{Big Data: A Revolution that Will Transform How We Live, Work, and Think}. Houghton Mifflin Harcourt.\\

\item Mckinney, Wes. 2012. \emph{Python For Data Analysis: Data Wrangling With Pandas, Numpy, And Ipython}. O'reilly Media, Inc.\\

\item Moravcsik, Andrew, Colin Elman, And Diana Kapiszewski. 2013. \emph{A Guide to Active Citation}. Qualitative Data Repository Syracuse New York.\\

\item Muldrow, Jason, And Stephen Yoder. 2009. ``Out Of Cite! How Reference Managers Are Taking Research To The Next Level.'' \emph{PS-Political Science \& Politics}. 42 (1): 167--72.\\

\item Saldana, Johnny. 2015. \emph{The Coding Manual For Qualitative Researchers}. Sage.\\

\item Siegel, Eric. 2013. \emph{Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die}. John Wiley \& Sons.\\

\item Snyder, Jack, Near East, About Us, And Jack Snyder. 2014. ``Active Citation: In Search Of Smoking Guns Or Meaningful Context?'' \emph{Security Studies}. 23 (4): 708--14.\\

\item Steele, F. 2005. \emph{Event History Analysis}. A National Centre For Research Methods Briefing Paper. Centre For Multilevel Modelling, University Of Bristol.\\

\item Stramp, Nicholas, And John Wilkerson. 2015. ``Legislative Explorer: Data-driven Discovery Of Lawmaking.'' \emph{PS-Political Science \& Politics}. 48 (1): 115--19.\\

\item Sweigart, Al. 2015. \emph{Automate The Boring Stuff With Python: Practical Programming For Total Beginners}. No Starch Press.\\

\item Teetor, Paul. 2011. \emph{R Cookbook: Proven Recipes for Data Analysis, Statistics, and Graphics}. O'reilly Media, Inc.\\

\item Walkenbach, John. 2015. \emph{Excel 2016 Bible}. John Wiley \& Sons.\\

\item Wickham, Hadley. 2016. \emph{GGplot2: Elegant Graphics for Data Analysis}. Springer.\\
\end{itemize}


\section*{Digital Humanities}\href{http://davidlazer.com/research-areas/computational-social-science}{Computational Social Science}\\

\section*{How not to Drown - Searches, Tagging and Archiving}\\
\textit{Evernote for Research}\\
\textit{Citation Managers}\\

\section*{TYPES OF INFORMATION}\\
\subsection*{LISTS, STRINGS, INTEGERS, BOOLEANS, CASES, NODES AND VARIABLES}\\

\section*{STRUCTURING UNSTRUCTURED DATA}\\
\subsection*{IMPORTING, ORGANIZING, CLEANING AND FORMATTING DATA}

\subsection*{\texorpdfstring{\textbf{ANALYSIS AND VISUALIZATION:
\href{https://office.live.com/start/Excel.aspx}{EXCEL}
\textbf{\href{http://help.plot.ly/excel/}{PLOTLY}
\href{https://www.google.com/sheets/about/}{GOOGLE SHEETS}
\href{https://support.google.com/docs/answer/6000292?hl=en\&ref_topic=2811806}{Google
Sheets} and Data Studio Microsoft Azure

\section*{QUALITATIVE DATA ANALYSIS AND VISUALIZATION}

\cite{Wicks_2017}.

Bazeley, Patricia, and Kristi Jackson. 2013. Qualitative Data Analysis with NVivo. Sage Publications Limited.\protect\hypertarget{_jbvep4161t2w}{}{}

\section*{Writing and Citing}

Lupia, Arthur, and Colin Elman. 2014. ``Openness in Political Science: Data Access and Research Transparency.'' PS, Political Science \& Politics 47 (01). Cambridge University Press: 19--42.

Moravcsik, Andrew, Colin Elman, and Diana Kapiszewski. 2013. ``A Guide
to Active Citation.'' Qualitative Data Repository Syracuse, NY.

\emph{Word training}

\emph{Google Docs}

\emph{Scrivener}

\emph{Simply Scrivener}

\emph{LaTeX}

\emph{Markdownd}\\

\section*{QUANTITATIVE DATA ANALYSIS, BI AND VISUALIZATION WITH}
\href{https://www.tableau.com/academic/students}{Tableau for
Students}

\subsection*{\texorpdfstring{\textbf{NETWORK ANALYSIS WITH}
\textbf{GEPHI} 

Cherven, Ken. 2015. Mastering Gephi Network Visualization. Packt
Publishing Ltd.
\href{https://www.compoli.org/uploads/2/2/5/7/22575380/gephi-tutorial-quick_start.pdf}{Gephi
Tutorial - Quick Start}

\subsection*{\texorpdfstring{\textbf{
\href{https://www.compoli.org/gis.html}{SPATIAL ANALYSIS}
\href{http://www.esri.com/software/arcgis/arcgisonline}{ARCGIS ONLINE},
\href{https://enterprise.google.com/maps/}{GOOGLE} EARTH AND
\href{https://www.mapbox.com/mapbox-studio/}{MAPBOX}}}{SPATIAL ANALYSIS ARCGIS ONLINE, GOOGLE EARTH AND MAPBOX}}\
Law, Michael, and Amy Collins. 2013. Getting to Know ArcGIS for Desktop.
Esri press.

What is GIS?
\href{https://r-arcgis.github.io/}{Arcgis and R}

\subsection*{\texorpdfstring{\textbf{
\href{https://www.r-project.org/}{R} AND
\href{https://www.rstudio.com/}{RSTUDIO}
}}{R AND RSTUDIO }}

Kabacoff, Robert. 2015. R in Action: Data Analysis and Graphics with R.
Greenwich, CT, USA: Manning Publications Co.

Matloff, Norman. 2011. The Art of R Programming: A Tour of Statistical
Software Design. No Starch Press.

Wickham, Hadley. 2016. ggplot2: Elegant Graphics for Data Analysis.
Springer.

R Getting Started

R Resources

\href{https://www.r-bloggers.com/}{R Bloggers}

\section{\texorpdfstring{\textbf{R AND}
\textbf{PLOTLY} }

Plotly and R

Plotly API Libraries

Plotly R Cheat Sheet

\section*{\texorpdfstring{\textbf{GIT and}
\textbf{\emph{GITHUB}}

\emph{An Intro to Git and GitHub for Beginners}
\section*{PYTHON AND PLOTLY}

\emph{Python and Spreadsheets}

\emph{Cleaning data in Python}

\emph{Plotly Python Cheat Sheet}
\subsection*{PYTHON, ANACONDA, JUYPTER AND PANDAS}

\emph{Jupyter Notebook Tutorial: The Definitive Guide}

\emph{Pandas Tutorials}
\href{https://docs.continuum.io/}{\emph{Anaconda Platform}}

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