commit 91d8dc27148f769f62e2f1223e56c5e8a24c8a3f
Author: nwickel <n.wickelmaier@iwm-tuebingen.de>
Date:   Fri May 10 14:52:24 2024 +0200

    Initialized repository

diff --git a/01_intro/01_intro.tex b/01_intro/01_intro.tex
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+\documentclass[aspectratio=169]{beamer}
+
+\usepackage[utf8,latin1]{inputenc}
+\usepackage[style = apa, backend = biber, natbib = true]{biblatex}
+\addbibresource{../literature/lit.bib}
+
+\usepackage{multirow}
+\usepackage{color, colortbl}
+
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+
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+\newcommand{\gvect}[1]{\boldsymbol{#1}}
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+\AtBeginSection[]{
+  \frame{
+    \tableofcontents[sectionstyle=show/hide, subsectionstyle=show/show/hide]}}
+
+\setbeamertemplate{headline}{
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+   \vskip5pt\insertsectionnavigationhorizontal{\paperwidth}{}{}\vskip2pt
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+}
+
+\setbeamertemplate{footline}{\vskip-2pt\hfill\insertframenumber$\;$\vskip2pt}
+
+\title{Good habits and best practices for effective research data
+management}
+\author{Nora Wickelmaier}
+\date{May 13, 2024}
+
+\begin{document}
+
+\begin{frame}{}
+\thispagestyle{empty}
+\titlepage
+\end{frame}
+
+\section{Introduction}
+
+\begin{frame}{Habits}
+  \begin{quote}
+    ``In the beginning, creating a new habit is more critical than actually
+    achieving a goal.''
+  \end{quote}
+  \vspace{.5cm}
+
+  Six ideas for building the habits you want
+  \begin{enumerate}
+    \item Start your habit change process by building awareness
+    \item All change begins with making choices
+    \item Attach a new habit or behavior to something you already do regularly
+    \item Gain clarity about what you want to do and how you will do it
+    \item Start with a simple step
+    \item Remember the ``why''
+  \end{enumerate}
+  \vfill
+  \flushright{\tiny \url{https://www.psychologytoday.com/us/blog/flourish-and-thrive/202002/6-powerful-ways-build-new-habits}}
+\end{frame}
+
+\begin{frame}{What habits would help with good data management?}
+  \centering
+  \includegraphics[width = 5cm]{../figures/QR Code for Methodenseminar SS 2024 - Session 1}
+  \url{https://app.sli.do/event/5nyLNFVV2bTHxGVUK1zFEX}
+\end{frame}
+
+\begin{frame}{The ``why''}
+  \centering
+  \includegraphics[width = .85\textwidth]{../figures/snafu}
+  \url{https://youtu.be/66oNv_DJuPc}
+\end{frame}
+
+\begin{frame}{The ``why''}
+  \begin{columns}
+    \begin{column}[c]{.6\textwidth}
+Reproducibility vs.\ replicability:
+      {\small
+  \renewcommand{\arraystretch}{2.5}
+  \begin{tabular}{llc|c|}
+    & & \multicolumn{2}{c}{\textbf{Data}} \\
+    
+    & & \cellcolor{gray}\textbf{\color{white}Same} & 
+    \cellcolor{gray}\textbf{\color{white}Different} \\
+    
+    \multirow{2}{*}{\textbf{Analysis}} &
+
+    \cellcolor{gray}\textbf{\color{white}Same}
+    & \only<2>{\bf \color{red}}Reproducible & Replicable    \\
+    \cline{2-4}
+    
+    & \cellcolor{gray}\textbf{\color{white}Different} & Robust & Generalizable \\
+    \cline{2-4}
+  \end{tabular}
+      }
+    \end{column}
+    \begin{column}[c]{.4\textwidth}
+      Ethical research standards:
+
+      \vspace{1cm}
+    \includegraphics[scale = .4]{../figures/2021-06-16_icon_intranet_fair2}
+    \end{column}
+  \end{columns}
+  \vfill
+  \flushright{\tiny \url{https://the-turing-way.netlify.app/reproducible-research}}
+\end{frame}
+
+\begin{frame}{What are possible barriers for good data management?}
+  \centering
+  \includegraphics[width = 5cm]{../figures/QR Code for Methodenseminar SS 2024 - Session 1}
+  \url{https://app.sli.do/event/5nyLNFVV2bTHxGVUK1zFEX}
+\end{frame}
+
+\begin{frame}[<+->]{Barriers}
+  \begin{itemize}
+    \item Skills for doing reproducible research are not taught in
+      a systematic way
+    \item Supervisors are often not doing it
+    \item Incentive system does not encourage to spend time on making
+      research reproducible (yet!)
+    \item Takes time
+    \item Takes time
+    \item Requires additional skills
+    \item Learning these skills is often full of frustrating experiences
+  \end{itemize}
+  \vfill
+\end{frame}
+
+\section[Example]{Personal example}
+
+\begin{frame}{}
+  \begin{center}
+    \includegraphics[scale = 0.55]{../figures/datenanfrage_phd_thesis}
+  \end{center}
+\end{frame}
+
+\begin{frame}[<+->]{The situation}
+  \begin{itemize}
+    \item I actually published the data of my first experiment in an R
+      package
+    \item BUT: He probably wants the data of my second experiment\dots
+      \includegraphics[scale = .03]{../figures/seenoevil_monkey}
+    \item First try:\\
+      \includegraphics[scale = .5]{../figures/phd_data1}
+
+      This does not look good\dots There's not even the actual folder with
+      the final data. WTF?
+    \item Remembering that I probably moved that to my ``postdoc folder''
+      -- but this is not on my work computer, since it is so big\dots OK, I
+      will check that at home tonight\dots
+  \end{itemize}
+\end{frame}
+
+\begin{frame}[allowframebreaks]{Getting closer}
+  \begin{itemize}
+    \item Puh, all the data are on my home computer (only copy,
+      though\dots)\\
+      \includegraphics[scale = .37]{../figures/phd_data2}
+    \item But not really organized\dots\\
+      \includegraphics[scale = .18]{../figures/phd_data3}
+    \item I check my analysis files and am pretty sure that the files
+      \texttt{vp0[1-4]\_finaldata.txt} are the ones I used in the analysis
+      in my diss
+    \item Checking the files again, I discover that the luminances of my
+      stimuli are not in these files -- only the stimulus names I used in
+      the experiment, something like \texttt{stim\_1\_7} (pretty
+      informative, huh?)
+    \item The stimulus files are also in the folder, the one for
+      \texttt{stim\_1\_7} looks like this\\
+      \includegraphics[scale = .1]{../figures/phd_data4}\\
+      (BTW, I investigated the perception of black and white colors in my
+      diss)
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{I finally answered this}
+  \begin{center}
+      \includegraphics[scale = .55]{../figures/phd_data5}
+  \end{center}
+\end{frame}
+
+\begin{frame}{}
+  \begin{block}{Exercise}
+    \begin{itemize}
+      \item Go to \url{https://nextcloud.iwm-tuebingen.de/s/8KoefDc6tZSSMwy}
+        and download the data and additional material
+      \item Are you able to understand what needs to be done in order to
+        use this data based on the information provided?
+      \item Write down the steps that need to be taken in order to make
+        these data reusable
+      \item What kind of skills do we need in order to perform these steps?
+    \end{itemize}
+  \end{block}
+\end{frame}
+
+\begin{frame}[fragile]{What I wish I could have answered}
+  \begin{verbatim}
+  Hello,
+
+  All the data and analyses for my dissertation can be
+  found here: 
+  https://www.mathpsy.uni-tuebingen.de/colorlab/
+
+  Let me know if you need anything else.
+
+  Best wishes,
+  Nora
+  \end{verbatim}
+\end{frame}
+
+\begin{frame}[<+->]{What barriers stopped me from doing this?}
+  \begin{itemize}
+    \item Back then, I did not even consider to publish my data
+    \item (I only published the data for the first experiment so I had some
+      data in my R package)
+    \item Back then, I only wrapped up stuff before switching research
+      topics for my postdoc phase
+    \item However, I took some time to clean up the files, which allowed me
+      to answer the request within one day
+    \item I had most of the skills I needed, but nobody who emphasized how
+      important it might be to make the data and analysis scripts available
+      and reproducible
+  \end{itemize}
+\end{frame}
+
+\section{Upcoming sessions}
+
+\begin{frame}{What topics would you like to cover this semester?}
+  \centering
+  \includegraphics[width = 5cm]{../figures/QR Code for Methodenseminar SS 2024 - Session 1}
+  \url{https://app.sli.do/event/5nyLNFVV2bTHxGVUK1zFEX}
+\end{frame}
+
+\begin{frame}{Next week: Workflows}
+  \begin{itemize}
+    \item Read \citet{Lowndes2017} -- it's eye opening and kinda funny (and
+      short!)
+    \item Read \citet{Kathawalla2021} -- at least the sections on project
+      workflow (p.~4) and sharing data (p.~6)
+    \item Consider your current research data management and think about
+      what your current workflow is:
+      \begin{itemize}
+        \item What is going well?
+        \item What could be improved?
+        \item What could be the benefits of an improved workflow in this
+          area?
+      \end{itemize}
+  \end{itemize}
+  \vfill
+\end{frame}
+
+
+\begin{frame}[<+->]{Habit building: Get started today}
+  \begin{itemize}
+    %\item Start your 30 Days of Data Management Habits:
+    %  https://nextcloud.iwm-tuebingen.de/s/A5HbJZmZ7W5sQjP
+    \item Are you ten finger typing, yet? (If not, this is definitely
+      something that will improve all of your workflows)
+    \item Clean out the folders in your current project; rename the
+      files
+    %\item Look up note taking and try out some software
+    \item Organize your literature folder
+    \item Think about smart usage of cloud storage (there are many
+      different options at the IWM, there should be one that suits you --
+      are you using the one that suits you best?)
+    \item Next time you want to e-mail a document, think about a better
+      way to share it
+    \item Use R Markdown to write your next preregistration
+    \item Start reading a book on R and data analysis
+    \item Use Git for your next data analysis
+  \end{itemize}
+\end{frame}
+
+\appendix
+%%\begin{frame}[allowframebreaks]{References}
+\begin{frame}{References}
+%\renewcommand{\bibfont}{\small}
+%\bibliographystyle{apacite}
+%\bibliography{../lit}
+  \printbibliography
+\vfill
+\end{frame}
+
+\end{document}
+
diff --git a/01_intro/exercise/README.md b/01_intro/exercise/README.md
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+++ b/01_intro/exercise/README.md
@@ -0,0 +1,7 @@
+Here are the information, that I provided in my e-mail:
+
+The data for the second experiment are not integrated, yet, and the
+luminances of the stimuli need to be added. I attached the files with the
+raw data for each subject: `vp0[1-4]_finaldata.txt`. The luminances for the
+12 infield/surround configurations can be taken from the attached PDF-file.
+
diff --git a/01_intro/exercise/data/vp01_finaldata.txt b/01_intro/exercise/data/vp01_finaldata.txt
new file mode 100644
index 0000000..2fafd30
--- /dev/null
+++ b/01_intro/exercise/data/vp01_finaldata.txt
@@ -0,0 +1,10141 @@
+vp ses resp RT key stim inf1 inf2
+vp01 ses01 d 1.2945 r stim_1_7 1 7
+vp01 ses01 s 2.1788 l stim_10_4 10 4
+vp01 ses01 d 1.063 r stim_12_10 12 10
+vp01 ses01 d 1.1628 r stim_3_8 3 8
+vp01 ses01 d 1.0613 r stim_0_6 0 6
+vp01 ses01 d 2.3287 r stim_3_0 3 0
+vp01 ses01 d 0.9466 r stim_2_12 2 12
+vp01 ses01 s 0.9463 l stim_5_9 5 9
+vp01 ses01 d 0.8951 r stim_11_2 11 2
+vp01 ses01 s 1.2458 l stim_3_2 3 2
+vp01 ses01 s 1.7766 l stim_8_5 8 5
+vp01 ses01 s 1.3462 l stim_7_4 7 4
+vp01 ses01 d 1.3612 r stim_1_5 1 5
+vp01 ses01 s 1.2957 l stim_3_9 3 9
+vp01 ses01 s 1.0282 l stim_11_9 11 9
+vp01 ses01 s 0.9128 l stim_4_4 4 4
+vp01 ses01 d 0.863 r stim_12_5 12 5
+vp01 ses01 d 1.0131 r stim_1_11 1 11
+vp01 ses01 s 1.0891 l stim_6_11 6 11
+vp01 ses01 s 1.078 l stim_3_6 3 6
+vp01 ses01 d 1.1297 r stim_9_5 9 5
+vp01 ses01 s 1.113 l stim_6_7 6 7
+vp01 ses01 d 1.8768 r stim_2_8 2 8
+vp01 ses01 d 1.1793 r stim_6_11 6 11
+vp01 ses01 d 1.0792 r stim_10_2 10 2
+vp01 ses01 s 1.1462 l stim_4_9 4 9
+vp01 ses01 s 1.2099 l stim_5_7 5 7
+vp01 ses01 d 1.3959 r stim_8_11 8 11
+vp01 ses01 d 1.0961 r stim_11_1 11 1
+vp01 ses01 d 1.3938 r stim_0_1 0 1
+vp01 ses01 s 1.2793 l stim_3_3 3 3
+vp01 ses01 d 1.2127 r stim_9_1 9 1
+vp01 ses01 s 1.8111 l stim_0_1 0 1
+vp01 ses01 s 1.2124 l stim_1_2 1 2
+vp01 ses01 d 0.8799 r stim_8_3 8 3
+vp01 ses01 d 1.1464 r stim_0_7 0 7
+vp01 ses01 s 1.2111 l stim_0_2 0 2
+vp01 ses01 d 1.0794 r stim_6_1 6 1
+vp01 ses01 d 1.3796 r stim_4_11 4 11
+vp01 ses01 s 1.1606 l stim_2_11 2 11
+vp01 ses01 d 1.1625 r stim_0_7 0 7
+vp01 ses01 s 0.9465 l stim_4_4 4 4
+vp01 ses01 s 1.0783 l stim_8_8 8 8
+vp01 ses01 d 1.329 r stim_11_7 11 7
+vp01 ses01 s 1.2297 l stim_10_8 10 8
+vp01 ses01 d 0.9298 r stim_4_12 4 12
+vp01 ses01 d 0.9614 r stim_4_11 4 11
+vp01 ses01 d 1.6458 r stim_5_10 5 10
+vp01 ses01 d 1.1631 r stim_2_8 2 8
+vp01 ses01 s 1.3294 l stim_0_7 0 7
+vp01 ses01 d 1.1781 r stim_2_8 2 8
+vp01 ses01 d 1.128 r stim_11_8 11 8
+vp01 ses01 d 1.3794 r stim_8_12 8 12
+vp01 ses01 s 1.1942 l stim_0_3 0 3
+vp01 ses01 d 0.863 r stim_12_2 12 2
+vp01 ses01 s 1.7129 l stim_0_0 0 0
+vp01 ses01 s 1.3112 l stim_12_11 12 11
+vp01 ses01 d 0.8629 r stim_12_7 12 7
+vp01 ses01 s 1.3462 l stim_2_3 2 3
+vp01 ses01 d 1.2294 r stim_1_8 1 8
+vp01 ses01 s 1.1282 l stim_3_5 3 5
+vp01 ses01 d 1.3294 r stim_7_3 7 3
+vp01 ses01 d 1.6625 r stim_11_5 11 5
+vp01 ses01 s 1.6629 l stim_8_5 8 5
+vp01 ses01 s 1.2778 l stim_9_6 9 6
+vp01 ses01 s 1.5456 l stim_5_8 5 8
+vp01 ses01 d 0.7949 r stim_12_0 12 0
+vp01 ses01 s 1.3627 l stim_6_2 6 2
+vp01 ses01 d 0.8797 r stim_11_1 11 1
+vp01 ses01 d 1.0116 r stim_7_0 7 0
+vp01 ses01 d 1.0128 r stim_1_11 1 11
+vp01 ses01 d 0.8462 r stim_2_7 2 7
+vp01 ses01 d 1.2964 r stim_7_10 7 10
+vp01 ses01 d 0.9116 r stim_5_9 5 9
+vp01 ses01 d 0.8293 r stim_2_7 2 7
+vp01 ses01 d 0.8797 r stim_12_0 12 0
+vp01 ses01 s 1.4296 l stim_1_4 1 4
+vp01 ses01 d 0.878 r stim_11_3 11 3
+vp01 ses01 s 0.8792 l stim_0_0 0 0
+vp01 ses01 d 1.0795 r stim_10_11 10 11
+vp01 ses01 d 1.0615 r stim_10_3 10 3
+vp01 ses01 s 1.2127 l stim_1_7 1 7
+vp01 ses01 s 1.3127 l stim_6_8 6 8
+vp01 ses01 s 1.2297 l stim_3_6 3 6
+vp01 ses01 s 1.2113 l stim_7_9 7 9
+vp01 ses01 d 0.9792 r stim_2_6 2 6
+vp01 ses01 d 1.5128 r stim_10_4 10 4
+vp01 ses01 d 1.4797 r stim_1_11 1 11
+vp01 ses01 s 1.6609 l stim_0_2 0 2
+vp01 ses01 d 0.9961 r stim_3_8 3 8
+vp01 ses01 s 1.1464 l stim_7_5 7 5
+vp01 ses01 s 1.0116 l stim_7_9 7 9
+vp01 ses01 s 1.4126 l stim_1_3 1 3
+vp01 ses01 s 1.7792 l stim_4_9 4 9
+vp01 ses01 d 0.9281 r stim_10_7 10 7
+vp01 ses01 s 1.2451 l stim_12_9 12 9
+vp01 ses01 d 1.446 r stim_5_2 5 2
+vp01 ses01 s 1.3461 l stim_6_5 6 5
+vp01 ses01 s 0.9616 l stim_9_9 9 9
+vp01 ses01 d 2.4951 r stim_8_5 8 5
+vp01 ses01 d 1.363 r stim_2_12 2 12
+vp01 ses01 s 0.9462 l stim_3_8 3 8
+vp01 ses01 s 1.0447 l stim_3_6 3 6
+vp01 ses01 s 1.4126 l stim_6_10 6 10
+vp01 ses01 d 0.9965 r stim_11_2 11 2
+vp01 ses01 d 0.9112 r stim_9_1 9 1
+vp01 ses01 d 0.9792 r stim_11_0 11 0
+vp01 ses01 d 0.9799 r stim_12_2 12 2
+vp01 ses01 d 1.6293 r stim_1_6 1 6
+vp01 ses01 d 1.0283 r stim_1_12 1 12
+vp01 ses01 d 0.9961 r stim_10_2 10 2
+vp01 ses01 d 1.3628 r stim_10_12 10 12
+vp01 ses01 d 1.1131 r stim_0_5 0 5
+vp01 ses01 s 1.3614 l stim_3_4 3 4
+vp01 ses01 s 1.8954 l stim_3_4 3 4
+vp01 ses01 s 1.4959 l stim_5_7 5 7
+vp01 ses01 d 1.2953 r stim_12_10 12 10
+vp01 ses01 d 0.8269 r stim_0_12 0 12
+vp01 ses01 s 0.9797 l stim_7_1 7 1
+vp01 ses01 d 0.9301 r stim_11_5 11 5
+vp01 ses01 d 1.1113 r stim_6_12 6 12
+vp01 ses01 d 1.012 r stim_2_8 2 8
+vp01 ses01 d 1.3629 r stim_0_3 0 3
+vp01 ses01 d 1.2794 r stim_0_2 0 2
+vp01 ses01 d 0.9115 r stim_10_5 10 5
+vp01 ses01 s 0.8795 l stim_1_6 1 6
+vp01 ses01 d 0.9797 r stim_1_8 1 8
+vp01 ses01 s 1.5296 l stim_12_12 12 12
+vp01 ses01 s 1.1448 l stim_11_5 11 5
+vp01 ses01 s 0.9459 l stim_8_8 8 8
+vp01 ses01 s 1.1112 l stim_6_1 6 1
+vp01 ses01 d 1.1794 r stim_11_3 11 3
+vp01 ses01 s 1.1131 l stim_4_3 4 3
+vp01 ses01 s 1.6125 l stim_6_2 6 2
+vp01 ses01 d 0.9598 r stim_6_0 6 0
+vp01 ses01 s 0.8296 l stim_6_1 6 1
+vp01 ses01 s 0.963 l stim_11_6 11 6
+vp01 ses01 d 0.9797 r stim_6_0 6 0
+vp01 ses01 d 0.7615 r stim_10_0 10 0
+vp01 ses01 d 1.4623 r stim_2_4 2 4
+vp01 ses01 d 1.313 r stim_11_3 11 3
+vp01 ses01 d 0.9631 r stim_7_9 7 9
+vp01 ses01 d 0.928 r stim_4_10 4 10
+vp01 ses01 s 0.9126 l stim_6_6 6 6
+vp01 ses01 s 0.8443 l stim_11_11 11 11
+vp01 ses01 s 0.8617 l stim_6_7 6 7
+vp01 ses01 d 0.7963 r stim_10_0 10 0
+vp01 ses01 d 1.2127 r stim_8_11 8 11
+vp01 ses01 d 0.9299 r stim_7_3 7 3
+vp01 ses01 d 1.0117 r stim_8_1 8 1
+vp01 ses01 d 0.8959 r stim_0_9 0 9
+vp01 ses01 d 1.0798 r stim_4_0 4 0
+vp01 ses01 s 1.1131 l stim_2_1 2 1
+vp01 ses01 d 1.3611 r stim_7_10 7 10
+vp01 ses01 s 1.1461 l stim_4_3 4 3
+vp01 ses01 s 1.0631 l stim_11_5 11 5
+vp01 ses01 s 1.0282 l stim_11_3 11 3
+vp01 ses01 d 1.1626 r stim_4_7 4 7
+vp01 ses01 s 1.0795 l stim_4_3 4 3
+vp01 ses01 s 0.9781 l stim_8_10 8 10
+vp01 ses01 s 1.0294 l stim_9_7 9 7
+vp01 ses01 s 0.9297 l stim_4_11 4 11
+vp01 ses01 s 0.9464 l stim_10_10 10 10
+vp01 ses01 s 0.9938 l stim_4_11 4 11
+vp01 ses01 d 1.1624 r stim_9_6 9 6
+vp01 ses01 d 1.2464 r stim_3_11 3 11
+vp01 ses01 d 1.2797 r stim_2_9 2 9
+vp01 ses01 d 1.0445 r stim_2_7 2 7
+vp01 ses01 s 1.0628 l stim_1_9 1 9
+vp01 ses01 s 1.4961 l stim_6_3 6 3
+vp01 ses01 s 1.0614 l stim_4_11 4 11
+vp01 ses01 d 0.8458 r stim_10_12 10 12
+vp01 ses01 s 1.2296 l stim_11_5 11 5
+vp01 ses01 d 1.2781 r stim_10_0 10 0
+vp01 ses01 d 1.2124 r stim_11_4 11 4
+vp01 ses01 d 1.0133 r stim_2_10 2 10
+vp01 ses01 d 2.6458 r stim_3_2 3 2
+vp01 ses01 s 0.8613 l stim_4_8 4 8
+vp01 ses01 d 2.3289 r stim_8_10 8 10
+vp01 ses01 s 0.6964 l stim_7_8 7 8
+vp01 ses01 s 0.83 l stim_10_7 10 7
+vp01 ses01 s 0.8949 l stim_6_7 6 7
+vp01 ses01 s 0.7962 l stim_8_8 8 8
+vp01 ses01 d 0.8297 r stim_11_7 11 7
+vp01 ses01 d 0.8447 r stim_11_2 11 2
+vp01 ses01 d 0.8963 r stim_11_1 11 1
+vp01 ses01 s 1.7962 l stim_5_3 5 3
+vp01 ses01 d 1.1459 r stim_2_9 2 9
+vp01 ses01 s 0.9948 l stim_8_9 8 9
+vp01 ses01 s 1.2959 l stim_9_11 9 11
+vp01 ses01 d 1.0129 r stim_9_9 9 9
+vp01 ses01 d 2.0124 r stim_0_5 0 5
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+vp01 ses15 d 0.4479 r stim_12_1 12 1
+vp01 ses15 d 0.7739 r stim_6_10 6 10
+vp01 ses15 d 0.466 r stim_8_12 8 12
+vp01 ses15 d 0.4936 r stim_3_11 3 11
+vp01 ses15 d 0.6231 r stim_11_6 11 6
+vp01 ses15 s 0.8839 l stim_8_8 8 8
+vp01 ses15 s 0.7787 l stim_8_7 8 7
+vp01 ses15 d 0.766 r stim_7_11 7 11
+vp01 ses15 d 0.5689 r stim_6_12 6 12
+vp01 ses15 d 0.9078 r stim_10_3 10 3
+vp01 ses15 d 0.7876 r stim_3_2 3 2
+vp01 ses15 d 0.7093 r stim_11_2 11 2
+vp01 ses15 s 0.8428 l stim_3_4 3 4
+vp01 ses15 d 1.1954 r stim_1_3 1 3
+vp01 ses15 d 1.7473 r stim_9_8 9 8
+vp01 ses15 d 0.6149 r stim_10_0 10 0
+vp01 ses15 s 1.1751 l stim_11_11 11 11
+vp01 ses15 d 1.0382 r stim_11_7 11 7
+vp01 ses15 d 0.6601 r stim_12_6 12 6
+vp01 ses15 d 0.4797 r stim_7_11 7 11
+vp01 ses15 d 0.5218 r stim_2_12 2 12
+vp01 ses15 s 0.9587 l stim_3_2 3 2
+vp01 ses15 d 0.8411 r stim_9_4 9 4
+vp01 ses15 d 0.5817 r stim_1_8 1 8
+vp01 ses15 d 0.5727 r stim_12_0 12 0
+vp01 ses15 d 0.9457 r stim_6_2 6 2
+vp01 ses15 d 0.7025 r stim_10_12 10 12
+vp01 ses15 d 0.9017 r stim_3_9 3 9
+vp01 ses15 d 0.5982 r stim_11_3 11 3
+vp01 ses15 d 0.7071 r stim_5_11 5 11
+vp01 ses15 d 0.9235 r stim_9_11 9 11
+vp01 ses15 s 0.9851 l stim_9_6 9 6
+vp01 ses15 d 0.5867 r stim_12_9 12 9
+vp01 ses15 d 0.9295 r stim_3_4 3 4
+vp01 ses15 d 0.9249 r stim_3_8 3 8
+vp01 ses15 d 0.7539 r stim_7_4 7 4
+vp01 ses15 d 1.291 r stim_5_2 5 2
+vp01 ses15 d 0.6964 r stim_12_5 12 5
+vp01 ses15 d 0.7411 r stim_11_1 11 1
+vp01 ses15 d 0.6068 r stim_7_12 7 12
+vp01 ses15 s 0.6864 l stim_9_8 9 8
+vp01 ses15 d 0.8343 r stim_10_1 10 1
+vp01 ses15 d 1.208 r stim_6_10 6 10
+vp01 ses15 s 1.124 l stim_7_3 7 3
+vp01 ses15 d 0.818 r stim_0_7 0 7
+vp01 ses15 d 0.7081 r stim_1_12 1 12
+vp01 ses15 d 0.689 r stim_0_11 0 11
+vp01 ses15 s 0.9216 l stim_4_1 4 1
+vp01 ses15 d 0.885 r stim_9_2 9 2
+vp01 ses15 d 0.6293 r stim_3_0 3 0
+vp01 ses15 d 0.6572 r stim_9_3 9 3
+vp01 ses15 d 0.9186 r stim_5_7 5 7
+vp01 ses15 d 0.9613 r stim_4_8 4 8
+vp01 ses15 d 0.7458 r stim_2_7 2 7
+vp01 ses15 s 0.7455 l stim_7_7 7 7
+vp01 ses15 s 0.8488 l stim_9_6 9 6
+vp01 ses15 d 1.4583 r stim_8_10 8 10
+vp01 ses15 d 0.9569 r stim_8_4 8 4
+vp01 ses15 s 0.7718 l stim_6_6 6 6
+vp01 ses15 d 0.6934 r stim_6_11 6 11
+vp01 ses15 d 0.9075 r stim_4_4 4 4
+vp01 ses15 d 1.0706 r stim_11_4 11 4
+vp01 ses15 d 0.9094 r stim_8_4 8 4
+vp01 ses15 d 0.6226 r stim_11_1 11 1
+vp01 ses15 d 0.7852 r stim_8_3 8 3
+vp01 ses15 s 0.7416 l stim_0_0 0 0
+vp01 ses15 d 0.8465 r stim_9_5 9 5
+vp01 ses15 d 0.62 r stim_2_9 2 9
+vp01 ses15 d 0.763 r stim_5_9 5 9
+vp01 ses15 d 0.8478 r stim_7_9 7 9
+vp01 ses15 d 0.5576 r stim_12_1 12 1
+vp01 ses15 s 0.7641 l stim_0_0 0 0
+vp01 ses15 s 1.001 l stim_6_3 6 3
+vp01 ses15 d 0.7501 r stim_11_4 11 4
+vp01 ses15 s 0.8037 l stim_10_10 10 10
+vp01 ses15 d 1.2266 r stim_6_8 6 8
+vp01 ses15 d 0.6431 r stim_0_10 0 10
+vp01 ses15 d 0.72 r stim_10_0 10 0
+vp01 ses15 s 0.9177 l stim_8_10 8 10
+vp01 ses15 d 0.5499 r stim_10_5 10 5
+vp01 ses15 d 0.5203 r stim_10_12 10 12
+vp01 ses15 s 1.5749 l stim_1_1 1 1
+vp01 ses15 s 1.0983 l stim_8_11 8 11
+vp01 ses15 d 0.9567 r stim_12_10 12 10
+vp01 ses15 d 0.972 r stim_6_9 6 9
+vp01 ses15 d 0.7047 r stim_4_7 4 7
+vp01 ses15 s 2.1736 l stim_5_3 5 3
+vp01 ses15 s 0.8029 l stim_1_0 1 0
+vp01 ses15 d 0.9402 r stim_10_5 10 5
+vp01 ses15 d 1.8072 r stim_6_3 6 3
+vp01 ses15 d 1.2116 r stim_7_8 7 8
+vp01 ses15 s 0.7494 l stim_12_12 12 12
+vp01 ses15 d 0.4774 r stim_1_9 1 9
+vp01 ses15 d 0.5535 r stim_5_0 5 0
+vp01 ses15 d 0.577 r stim_0_7 0 7
+vp01 ses15 d 0.4789 r stim_1_11 1 11
+vp01 ses15 d 0.8971 r stim_5_1 5 1
+vp01 ses15 d 0.727 r stim_0_8 0 8
+vp01 ses15 d 0.8946 r stim_2_3 2 3
+vp01 ses15 s 0.8222 l stim_6_7 6 7
+vp01 ses15 d 0.5108 r stim_0_9 0 9
+vp01 ses15 s 1.0647 l stim_5_11 5 11
+vp01 ses15 d 0.8551 r stim_10_5 10 5
+vp01 ses15 s 0.8629 l stim_4_6 4 6
+vp01 ses15 s 0.6379 l stim_8_7 8 7
+vp01 ses15 d 0.9193 r stim_10_6 10 6
+vp01 ses15 d 0.9997 r stim_10_7 10 7
+vp01 ses15 d 1.1662 r stim_10_9 10 9
+vp01 ses15 d 0.8968 r stim_10_4 10 4
+vp01 ses15 d 0.8099 r stim_0_3 0 3
+vp01 ses15 d 0.8985 r stim_11_8 11 8
+vp01 ses15 s 1.1413 l stim_9_4 9 4
+vp01 ses15 d 1.3044 r stim_12_11 12 11
+vp01 ses15 s 1.2102 l stim_11_12 11 12
+vp01 ses15 d 0.7438 r stim_0_1 0 1
+vp01 ses15 s 1.0932 l stim_1_7 1 7
+vp01 ses15 d 0.8689 r stim_10_9 10 9
+vp01 ses15 s 0.844 l stim_11_11 11 11
+vp01 ses15 d 0.585 r stim_12_1 12 1
+vp01 ses15 s 1.1278 l stim_6_6 6 6
+vp01 ses15 d 0.6896 r stim_3_5 3 5
+vp01 ses15 d 0.9211 r stim_10_6 10 6
+vp01 ses15 d 1.4303 r stim_9_6 9 6
+vp01 ses15 d 1.3791 r stim_1_4 1 4
+vp01 ses15 d 0.7079 r stim_4_10 4 10
+vp01 ses15 d 0.7399 r stim_1_7 1 7
+vp01 ses15 d 0.8076 r stim_5_7 5 7
+vp01 ses15 d 0.5991 r stim_12_7 12 7
+vp01 ses15 d 0.8073 r stim_8_6 8 6
+vp01 ses15 d 0.5636 r stim_12_4 12 4
diff --git a/01_intro/exercise/data/vp02_finaldata.txt b/01_intro/exercise/data/vp02_finaldata.txt
new file mode 100644
index 0000000..f26ea5e
--- /dev/null
+++ b/01_intro/exercise/data/vp02_finaldata.txt
@@ -0,0 +1,10141 @@
+vp ses resp RT key stim inf1 inf2
+vp02 ses01 d 1.2706 l stim_3_6 3 6
+vp02 ses01 d 1.0808 l stim_2_12 2 12
+vp02 ses01 d 1.5163 l stim_2_8 2 8
+vp02 ses01 s 1.2347 r stim_2_8 2 8
+vp02 ses01 s 1.9523 r stim_0_2 0 2
+vp02 ses01 d 0.9511 l stim_9_3 9 3
+vp02 ses01 d 1.1652 l stim_3_12 3 12
+vp02 ses01 s 0.9792 r stim_4_5 4 5
+vp02 ses01 s 4.4287 r stim_7_7 7 7
+vp02 ses01 s 1.0238 r stim_8_11 8 11
+vp02 ses01 d 1.1613 l stim_11_10 11 10
+vp02 ses01 d 0.9908 l stim_2_1 2 1
+vp02 ses01 d 1.0078 l stim_11_4 11 4
+vp02 ses01 d 1.2873 l stim_8_12 8 12
+vp02 ses01 d 1.0781 l stim_1_6 1 6
+vp02 ses01 d 0.8521 l stim_7_2 7 2
+vp02 ses01 s 1.7929 r stim_11_9 11 9
+vp02 ses01 d 1.0464 l stim_10_5 10 5
+vp02 ses01 d 0.8524 l stim_8_1 8 1
+vp02 ses01 d 1.1945 l stim_4_12 4 12
+vp02 ses01 s 1.1091 r stim_9_9 9 9
+vp02 ses01 d 0.9 l stim_11_6 11 6
+vp02 ses01 d 0.9962 l stim_7_11 7 11
+vp02 ses01 d 1.015 l stim_9_9 9 9
+vp02 ses01 d 0.9512 l stim_12_12 12 12
+vp02 ses01 d 0.7316 l stim_9_3 9 3
+vp02 ses01 d 1.44 l stim_7_2 7 2
+vp02 ses01 d 1.4715 l stim_0_6 0 6
+vp02 ses01 s 1.7367 r stim_4_10 4 10
+vp02 ses01 d 1.7548 l stim_5_11 5 11
+vp02 ses01 s 1.5565 r stim_2_7 2 7
+vp02 ses01 d 0.9107 l stim_6_12 6 12
+vp02 ses01 d 0.9244 l stim_12_1 12 1
+vp02 ses01 s 1.0875 r stim_7_8 7 8
+vp02 ses01 s 0.7791 r stim_6_3 6 3
+vp02 ses01 d 2.5643 l stim_5_5 5 5
+vp02 ses01 d 1.3038 l stim_10_4 10 4
+vp02 ses01 d 0.9422 l stim_12_0 12 0
+vp02 ses01 s 1.0568 r stim_4_7 4 7
+vp02 ses01 d 0.9111 l stim_0_8 0 8
+vp02 ses01 d 1.0077 l stim_3_0 3 0
+vp02 ses01 s 0.7953 r stim_2_6 2 6
+vp02 ses01 s 0.9143 r stim_1_7 1 7
+vp02 ses01 d 0.8628 l stim_7_12 7 12
+vp02 ses01 d 0.839 l stim_10_7 10 7
+vp02 ses01 d 2.8459 l stim_1_11 1 11
+vp02 ses01 d 1.0025 l stim_10_8 10 8
+vp02 ses01 s 1.2385 r stim_1_5 1 5
+vp02 ses01 d 1.238 l stim_9_5 9 5
+vp02 ses01 d 1.0229 l stim_12_7 12 7
+vp02 ses01 d 0.9082 l stim_4_4 4 4
+vp02 ses01 d 1.3376 l stim_0_6 0 6
+vp02 ses01 s 1.2506 r stim_10_7 10 7
+vp02 ses01 s 1.7177 r stim_10_10 10 10
+vp02 ses01 d 1.3526 l stim_8_4 8 4
+vp02 ses01 d 1.2948 l stim_0_8 0 8
+vp02 ses01 d 0.9984 l stim_1_8 1 8
+vp02 ses01 s 1.5677 r stim_10_6 10 6
+vp02 ses01 s 1.0233 r stim_7_6 7 6
+vp02 ses01 d 0.9265 l stim_11_3 11 3
+vp02 ses01 s 1.2882 r stim_1_4 1 4
+vp02 ses01 d 3.0419 l stim_7_4 7 4
+vp02 ses01 d 0.8138 l stim_0_12 0 12
+vp02 ses01 s 1.2358 r stim_7_10 7 10
+vp02 ses01 d 0.9353 l stim_11_2 11 2
+vp02 ses01 d 0.8173 l stim_9_4 9 4
+vp02 ses01 d 0.9391 l stim_7_1 7 1
+vp02 ses01 d 0.8685 l stim_7_4 7 4
+vp02 ses01 d 1.1486 l stim_0_3 0 3
+vp02 ses01 d 1.5426 l stim_4_11 4 11
+vp02 ses01 s 0.8797 r stim_3_5 3 5
+vp02 ses01 d 0.9076 l stim_7_12 7 12
+vp02 ses01 s 0.9532 r stim_1_4 1 4
+vp02 ses01 d 0.785 l stim_9_4 9 4
+vp02 ses01 s 1.0544 r stim_1_8 1 8
+vp02 ses01 d 0.9765 l stim_2_3 2 3
+vp02 ses01 d 0.9952 l stim_6_7 6 7
+vp02 ses01 s 1.0635 r stim_4_7 4 7
+vp02 ses01 d 1.0378 l stim_6_11 6 11
+vp02 ses01 s 1.1847 r stim_12_12 12 12
+vp02 ses01 d 0.9258 l stim_4_8 4 8
+vp02 ses01 d 0.9711 l stim_3_4 3 4
+vp02 ses01 s 0.9385 r stim_3_8 3 8
+vp02 ses01 d 0.8194 l stim_12_8 12 8
+vp02 ses01 s 0.925 r stim_4_2 4 2
+vp02 ses01 d 1.3702 l stim_8_6 8 6
+vp02 ses01 d 0.7636 l stim_11_6 11 6
+vp02 ses01 s 0.9014 r stim_2_5 2 5
+vp02 ses01 d 0.8466 l stim_8_8 8 8
+vp02 ses01 s 1.1698 r stim_1_10 1 10
+vp02 ses01 d 2.1337 l stim_8_7 8 7
+vp02 ses01 s 0.9288 r stim_4_4 4 4
+vp02 ses01 s 1.1606 r stim_9_12 9 12
+vp02 ses01 d 1.1076 l stim_0_11 0 11
+vp02 ses01 d 0.8603 l stim_7_8 7 8
+vp02 ses01 d 0.8908 l stim_9_4 9 4
+vp02 ses01 d 0.703 l stim_12_9 12 9
+vp02 ses01 d 0.7189 l stim_12_3 12 3
+vp02 ses01 s 1.2515 r stim_7_11 7 11
+vp02 ses01 d 1.3681 l stim_6_12 6 12
+vp02 ses01 d 0.8127 l stim_10_10 10 10
+vp02 ses01 d 0.985 l stim_2_7 2 7
+vp02 ses01 s 0.7863 r stim_3_9 3 9
+vp02 ses01 d 0.8556 l stim_12_1 12 1
+vp02 ses01 d 0.8183 l stim_9_1 9 1
+vp02 ses01 d 0.7886 l stim_9_7 9 7
+vp02 ses01 d 0.7766 l stim_8_4 8 4
+vp02 ses01 s 1.0979 r stim_4_6 4 6
+vp02 ses01 d 0.7692 l stim_8_3 8 3
+vp02 ses01 s 1.0757 r stim_5_5 5 5
+vp02 ses01 d 0.898 l stim_8_7 8 7
+vp02 ses01 s 1.0942 r stim_5_8 5 8
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+vp02 ses01 s 0.8454 r stim_10_9 10 9
+vp02 ses01 s 0.7984 r stim_7_7 7 7
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+vp02 ses01 s 0.8526 r stim_4_3 4 3
+vp02 ses01 d 0.9946 l stim_9_6 9 6
+vp02 ses01 d 0.8143 l stim_7_0 7 0
+vp02 ses01 s 0.8038 r stim_0_3 0 3
+vp02 ses01 s 1.3416 r stim_0_10 0 10
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+vp02 ses01 d 0.8165 l stim_11_4 11 4
+vp02 ses01 d 0.7727 l stim_12_12 12 12
+vp02 ses01 d 1.0744 l stim_3_6 3 6
+vp02 ses01 s 0.7978 r stim_8_9 8 9
+vp02 ses01 s 1.0125 r stim_6_5 6 5
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+vp02 ses01 s 1.0432 r stim_2_4 2 4
+vp02 ses01 d 0.8644 l stim_4_1 4 1
+vp02 ses01 s 1.2414 r stim_0_3 0 3
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+vp02 ses01 d 0.7447 l stim_5_12 5 12
+vp02 ses01 s 0.9963 r stim_7_6 7 6
+vp02 ses01 s 1.2646 r stim_4_7 4 7
+vp02 ses01 s 1.1824 r stim_6_5 6 5
+vp02 ses01 d 0.7813 l stim_9_10 9 10
+vp02 ses01 s 2.5682 r stim_10_8 10 8
+vp02 ses01 s 0.8068 r stim_11_11 11 11
+vp02 ses01 d 1.8527 l stim_1_4 1 4
+vp02 ses01 d 0.78 l stim_11_0 11 0
+vp02 ses01 d 0.7018 l stim_11_1 11 1
+vp02 ses01 s 0.9989 r stim_12_12 12 12
+vp02 ses01 s 1.0352 r stim_10_8 10 8
+vp02 ses01 d 0.7725 l stim_6_2 6 2
+vp02 ses01 s 0.8584 r stim_6_5 6 5
+vp02 ses01 d 0.8997 l stim_4_4 4 4
+vp02 ses01 s 0.8296 r stim_9_8 9 8
+vp02 ses01 d 0.903 l stim_0_4 0 4
+vp02 ses01 d 0.7489 l stim_9_0 9 0
+vp02 ses01 s 1.0328 r stim_4_10 4 10
+vp02 ses01 s 0.7374 r stim_2_11 2 11
+vp02 ses01 d 0.7132 l stim_12_2 12 2
+vp02 ses01 d 0.9786 l stim_2_11 2 11
+vp02 ses01 d 1.1979 l stim_0_7 0 7
+vp02 ses01 d 0.8301 l stim_6_6 6 6
+vp02 ses01 d 0.787 l stim_11_5 11 5
+vp02 ses01 d 2.0531 l stim_5_12 5 12
+vp02 ses01 s 0.9793 r stim_1_7 1 7
+vp02 ses01 d 3.3291 l stim_0_1 0 1
+vp02 ses01 d 1.451 l stim_6_6 6 6
+vp02 ses01 d 0.9839 l stim_1_2 1 2
+vp02 ses01 d 1.2514 l stim_0_5 0 5
+vp02 ses01 s 1.453 r stim_6_12 6 12
+vp02 ses01 d 0.7668 l stim_6_1 6 1
+vp02 ses01 d 1.2638 l stim_4_6 4 6
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+vp02 ses01 d 1.1225 l stim_7_2 7 2
+vp02 ses01 d 0.8512 l stim_7_5 7 5
+vp02 ses01 s 1.1265 r stim_0_1 0 1
+vp02 ses01 s 1.0194 r stim_5_9 5 9
+vp02 ses01 d 0.7212 l stim_10_0 10 0
+vp02 ses01 s 1.0552 r stim_5_10 5 10
+vp02 ses01 d 1.0277 l stim_11_2 11 2
+vp02 ses01 d 1.3646 l stim_5_8 5 8
+vp02 ses01 d 0.9713 l stim_10_2 10 2
+vp02 ses01 s 1.022 r stim_4_11 4 11
+vp02 ses01 d 1.3924 l stim_5_8 5 8
+vp02 ses01 d 1.1808 l stim_1_11 1 11
+vp02 ses01 s 0.882 r stim_4_11 4 11
+vp02 ses01 d 1.0423 l stim_0_9 0 9
+vp02 ses01 s 0.8291 r stim_1_5 1 5
+vp02 ses01 s 1.5038 r stim_3_7 3 7
+vp02 ses01 s 1.5553 r stim_3_8 3 8
+vp02 ses01 d 0.8931 l stim_8_3 8 3
+vp02 ses01 d 0.7366 l stim_4_2 4 2
+vp02 ses01 d 0.8038 l stim_6_3 6 3
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+vp02 ses01 s 0.8024 r stim_10_10 10 10
+vp02 ses01 d 0.8395 l stim_7_3 7 3
+vp02 ses01 d 0.7482 l stim_5_4 5 4
+vp02 ses01 d 0.6858 l stim_10_0 10 0
+vp02 ses01 s 0.9664 r stim_10_10 10 10
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+vp02 ses01 s 1.1049 r stim_0_9 0 9
+vp02 ses01 s 0.8468 r stim_9_10 9 10
+vp02 ses01 d 1.2201 l stim_0_0 0 0
+vp02 ses01 d 0.8377 l stim_12_2 12 2
+vp02 ses01 s 1.6455 r stim_2_5 2 5
+vp02 ses01 d 1.09 l stim_8_1 8 1
+vp02 ses01 s 1.3628 r stim_6_10 6 10
+vp02 ses01 d 1.1395 l stim_12_7 12 7
+vp02 ses01 d 1.1009 l stim_8_4 8 4
+vp02 ses01 d 0.9756 l stim_12_8 12 8
+vp02 ses01 s 0.8018 r stim_5_8 5 8
+vp02 ses01 s 1.4775 r stim_1_9 1 9
+vp02 ses01 s 1.0282 r stim_6_10 6 10
+vp02 ses01 s 1.1308 r stim_0_6 0 6
+vp02 ses01 d 0.8752 l stim_12_11 12 11
+vp02 ses01 s 1.402 r stim_1_4 1 4
+vp02 ses01 d 1.2456 l stim_11_7 11 7
+vp02 ses01 s 0.8644 r stim_8_9 8 9
+vp02 ses01 d 0.9077 l stim_11_9 11 9
+vp02 ses01 d 1.8199 l stim_6_8 6 8
+vp02 ses01 d 1.3906 l stim_6_12 6 12
+vp02 ses01 s 0.8193 r stim_7_8 7 8
+vp02 ses01 d 22.3979 l stim_10_5 10 5
+vp02 ses01 s 1.0147 r stim_1_9 1 9
+vp02 ses01 s 0.9655 r stim_3_5 3 5
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+vp02 ses01 s 1.0356 r stim_2_8 2 8
+vp02 ses01 d 0.8567 l stim_3_5 3 5
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+vp02 ses01 s 1.2672 r stim_0_3 0 3
+vp02 ses01 s 1.3209 r stim_11_12 11 12
+vp02 ses01 d 1.0613 l stim_2_8 2 8
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+vp02 ses01 d 0.9521 l stim_2_2 2 2
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+vp02 ses01 d 1.4364 l stim_5_1 5 1
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+vp02 ses01 d 1.1739 l stim_11_0 11 0
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+vp02 ses01 s 1.2114 r stim_9_12 9 12
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+vp02 ses01 d 1.075 l stim_7_1 7 1
+vp02 ses01 d 1.0152 l stim_6_2 6 2
+vp02 ses01 d 0.8496 l stim_12_11 12 11
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+vp02 ses15 d 0.3832 l stim_12_11 12 11
+vp02 ses15 d 0.3408 l stim_10_10 10 10
+vp02 ses15 s 0.2956 r stim_8_3 8 3
+vp02 ses15 d 0.3271 l stim_5_11 5 11
+vp02 ses15 s 0.4312 r stim_4_6 4 6
+vp02 ses15 d 0.4241 l stim_0_4 0 4
+vp02 ses15 d 0.7027 l stim_6_12 6 12
+vp02 ses15 d 0.3818 l stim_6_0 6 0
+vp02 ses15 d 0.2937 l stim_6_8 6 8
+vp02 ses15 d 0.5127 l stim_12_2 12 2
+vp02 ses15 d 0.5002 l stim_12_11 12 11
+vp02 ses15 d 0.2572 l stim_7_3 7 3
+vp02 ses15 d 0.2714 l stim_0_6 0 6
+vp02 ses15 d 0.3582 l stim_0_9 0 9
+vp02 ses15 s 0.5957 r stim_5_8 5 8
+vp02 ses15 d 0.3834 l stim_1_8 1 8
+vp02 ses15 d 0.3932 l stim_12_1 12 1
+vp02 ses15 d 0.3054 l stim_6_11 6 11
+vp02 ses15 d 0.4263 l stim_7_4 7 4
+vp02 ses15 d 0.4849 l stim_5_9 5 9
+vp02 ses15 d 0.4323 l stim_3_12 3 12
+vp02 ses15 d 0.4675 l stim_9_1 9 1
+vp02 ses15 d 0.3331 l stim_8_5 8 5
+vp02 ses15 d 0.3347 l stim_7_12 7 12
+vp02 ses15 d 0.3275 l stim_10_3 10 3
+vp02 ses15 d 0.351 l stim_2_10 2 10
+vp02 ses15 d 0.3441 l stim_1_7 1 7
+vp02 ses15 d 0.5307 l stim_12_4 12 4
+vp02 ses15 d 0.3898 l stim_7_4 7 4
+vp02 ses15 s 0.3917 r stim_6_12 6 12
+vp02 ses15 d 0.4959 l stim_7_9 7 9
+vp02 ses15 d 0.453 l stim_6_3 6 3
+vp02 ses15 d 0.3203 l stim_1_0 1 0
+vp02 ses15 d 0.4965 l stim_9_6 9 6
+vp02 ses15 s 0.3321 r stim_9_10 9 10
+vp02 ses15 d 0.5446 l stim_8_11 8 11
+vp02 ses15 s 0.7838 r stim_10_1 10 1
+vp02 ses15 d 0.3181 l stim_11_6 11 6
+vp02 ses15 s 0.4223 r stim_6_11 6 11
+vp02 ses15 d 0.3121 l stim_0_2 0 2
+vp02 ses15 s 0.4945 r stim_10_10 10 10
+vp02 ses15 s 0.373 r stim_9_8 9 8
+vp02 ses15 s 0.6011 r stim_0_9 0 9
+vp02 ses15 d 0.3005 l stim_10_7 10 7
+vp02 ses15 d 0.2769 l stim_2_4 2 4
+vp02 ses15 s 0.3638 r stim_1_11 1 11
+vp02 ses15 d 0.3728 l stim_12_4 12 4
+vp02 ses15 s 0.494 r stim_1_9 1 9
+vp02 ses15 s 0.4326 r stim_10_9 10 9
+vp02 ses15 s 0.4044 r stim_2_11 2 11
+vp02 ses15 s 0.6858 r stim_8_6 8 6
+vp02 ses15 d 0.4559 l stim_12_5 12 5
+vp02 ses15 s 0.5466 r stim_5_6 5 6
diff --git a/01_intro/exercise/data/vp03_finaldata.txt b/01_intro/exercise/data/vp03_finaldata.txt
new file mode 100644
index 0000000..ba6af35
--- /dev/null
+++ b/01_intro/exercise/data/vp03_finaldata.txt
@@ -0,0 +1,10141 @@
+vp ses resp RT key stim inf1 inf2
+vp03 ses01 s 1.5526 l stim_9_9 9 9
+vp03 ses01 d 2.333 r stim_3_0 3 0
+vp03 ses01 d 1.2668 r stim_1_9 1 9
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+vp03 ses01 s 1.2728 l stim_9_1 9 1
+vp03 ses01 d 1.3273 r stim_8_9 8 9
+vp03 ses01 d 1.4177 r stim_8_10 8 10
+vp03 ses01 s 1.0309 l stim_6_8 6 8
+vp03 ses01 d 1.4163 r stim_4_7 4 7
+vp03 ses01 d 1.1972 r stim_3_8 3 8
+vp03 ses01 s 1.1124 l stim_4_3 4 3
+vp03 ses01 s 0.9544 l stim_5_5 5 5
+vp03 ses01 d 1.3685 r stim_11_9 11 9
+vp03 ses01 s 1.2372 l stim_11_6 11 6
+vp03 ses01 d 1.5567 r stim_3_4 3 4
+vp03 ses01 d 1.3792 r stim_3_2 3 2
+vp03 ses01 s 1.7221 l stim_10_2 10 2
+vp03 ses01 d 2.4032 r stim_3_11 3 11
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+vp03 ses01 s 0.895 l stim_3_3 3 3
+vp03 ses01 s 1.2546 l stim_12_8 12 8
+vp03 ses01 d 1.257 r stim_3_6 3 6
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+vp03 ses01 d 3.1697 r stim_12_0 12 0
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+vp03 ses01 s 1.1908 l stim_12_8 12 8
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+vp03 ses01 s 0.8646 l stim_11_3 11 3
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+vp03 ses01 s 1.7732 l stim_1_2 1 2
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+vp03 ses15 d 0.5884 r stim_12_8 12 8
+vp03 ses15 d 0.613 r stim_9_4 9 4
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+vp03 ses15 d 0.8016 r stim_1_0 1 0
+vp03 ses15 d 0.5403 r stim_10_0 10 0
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+vp03 ses15 s 0.4923 l stim_8_2 8 2
+vp03 ses15 d 0.5434 r stim_2_0 2 0
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+vp03 ses15 s 0.7075 l stim_9_6 9 6
+vp03 ses15 d 0.7065 r stim_2_12 2 12
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+vp03 ses15 d 0.3617 r stim_10_1 10 1
+vp03 ses15 d 0.3951 r stim_5_9 5 9
+vp03 ses15 d 0.3487 r stim_10_0 10 0
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+vp03 ses15 d 0.391 r stim_7_4 7 4
+vp03 ses15 d 0.3708 r stim_0_12 0 12
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+vp03 ses15 d 0.5217 r stim_1_11 1 11
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+vp03 ses15 d 0.4118 r stim_3_10 3 10
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+vp03 ses15 d 0.3848 r stim_9_0 9 0
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+vp03 ses15 d 0.366 r stim_9_1 9 1
+vp03 ses15 d 0.454 r stim_6_8 6 8
diff --git a/01_intro/exercise/data/vp04_finaldata.txt b/01_intro/exercise/data/vp04_finaldata.txt
new file mode 100644
index 0000000..12a6acf
--- /dev/null
+++ b/01_intro/exercise/data/vp04_finaldata.txt
@@ -0,0 +1,10141 @@
+vp ses resp RT key stim inf1 inf2
+vp04 ses01 d 0.9033 l stim_9_1 9 1
+vp04 ses01 s 1.0164 r stim_1_4 1 4
+vp04 ses01 d 0.8876 l stim_4_8 4 8
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+vp04 ses01 d 0.7429 l stim_4_0 4 0
+vp04 ses01 s 0.9784 r stim_7_7 7 7
+vp04 ses01 d 0.9612 l stim_9_6 9 6
+vp04 ses01 d 0.9449 l stim_0_2 0 2
+vp04 ses01 d 1.2259 l stim_6_0 6 0
+vp04 ses01 s 0.959 r stim_4_4 4 4
+vp04 ses01 d 0.9393 l stim_0_11 0 11
+vp04 ses01 d 0.9294 l stim_0_2 0 2
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+vp04 ses01 d 0.8187 l stim_3_1 3 1
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+vp04 ses01 d 1.2643 l stim_8_4 8 4
+vp04 ses01 d 0.9005 l stim_8_3 8 3
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..19bb121
--- /dev/null
+++ b/README.md
@@ -0,0 +1,23 @@
+# Overview of dates
+
+| Date       | Topic                                   |
+| ---------- | --------------------------------------- |
+| 13.05.2024 | Introduction to data management         |
+| 27.05.2024 | Workflows                               |
+| 10.06.2024 |                                         |
+| 24.06.2024 |                                         |
+| 08.07.2024 |                                         |
+| 22.07.2024 |                                         |
+| ---------- | --------------------------------------- |
+
+# Literature
+
+Kathawalla, U.-K., Silverstein, P., & Syed, M. (2021).Easing into open
+science: A guide for graduate students and their advisors. Collabra:
+Psychology, 7(1). https://doi.org/10.1525/collabra.18684
+
+Lowndes, J. S. S., Best, B. D., Scarborough, C., Afflerbach, J. C.,
+Frazier, M. R., O’Hara, C. C., Jiang, N., & Halpern, B. S. (2017).Our path
+to better science in less time using open data science tools. Nature
+Ecology & Evolution, 1(6), 1–7. https://doi.org/10.1038/s41559-017-0160
+
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+@article{Kathawalla2021,
+  title     = {Easing into open science: {A} guide for graduate students and their advisors},
+  author    = {Kathawalla, Ummul-Kiram and Silverstein, Priya and Syed, Moin},
+  journal   = {Collabra: Psychology},
+  volume    = {7},
+  number    = {1},
+  year      = {2021},
+  doi       = {10.1525/collabra.18684}
+}
+
+@article{Lowndes2017,
+  title     = {Our path to better science in less time using open data science tools},
+  author    = {Lowndes, Julia S Stewart and Best, Benjamin D and Scarborough, Courtney and Afflerbach, Jamie C and Frazier, Melanie R and O'Hara, Casey C and Jiang, Ning and Halpern, Benjamin S},
+  journal   = {Nature Ecology \& Evolution},
+  volume    = {1},
+  number    = {6},
+  pages     = {1--7},
+  year      = {2017},
+  doi       = {10.1038/s41559-017-0160}
+}
+
+@article{Meyer2018,
+  title     = {Practical tips for ethical data sharing},
+  author    = {Meyer, Michelle N},
+  journal   = {Advances in methods and practices in psychological science},
+  volume    = {1},
+  number    = {1},
+  pages     = {131--144},
+  year      = {2018},
+  doi       = {10.1177/2515245917747656}
+}
+