Add presentation with more results

bilder/Pipeline.svg

+<?xml version="1.0" encoding="UTF-8"?>
+<!-- Do not edit this file with editors other than diagrams.net -->
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1241px" height="438px" viewBox="-0.5 -0.5 1241 438" content="&lt;mxfile host=&quot;app.diagrams.net&quot; modified=&quot;2021-12-06T12:51:49.217Z&quot; agent=&quot;5.0 (Macintosh)&quot; etag=&quot;GuhQDSriXOCx9nLZLO5I&quot; version=&quot;15.8.9&quot; type=&quot;device&quot;&gt;&lt;diagram name=&quot;Page-1&quot; id=&quot;12e1b939-464a-85fe-373e-61e167be1490&quot;&gt;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&lt;/diagram&gt;&lt;/mxfile&gt;"><defs/><g><rect x="60" y="4" width="280" height="430" rx="42" ry="42" fill="#00aece" stroke="#ffffff" stroke-width="8" pointer-events="all"/><rect x="60" y="24" width="280" height="60" fill="none" stroke="none" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 278px; height: 1px; padding-top: 54px; margin-left: 61px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FFFFFF; "><div style="display: inline-block; font-size: 27px; font-family: Helvetica; color: rgb(255, 255, 255); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;">Data-Collecting</div></div></div></foreignObject><text x="200" y="62" fill="#FFFFFF" font-family="Helvetica" font-size="27px" text-anchor="middle" font-weight="bold">Data-Collecting</text></switch></g><rect x="60" y="324" width="280" height="90" fill="none" stroke="none" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="22px"><text x="199.5" y="339.5">Topic-centered</text><text x="199.5" y="365.5">Root-Tweets</text><text x="199.5" y="391.5">Underlying Conversation</text></g><path d="M 80 89 L 320 89" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><path d="M 80 309 L 320 309" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><ellipse cx="60.5" cy="200.5" rx="57.5" ry="57.5" fill="#bfb4a9" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="30px"><text x="60" y="214">Topic</text></g><path d="M 150 184 L 210 190 L 200 172 L 250 202 L 200 232 L 210 214 L 150 220 L 165 202 Z" fill="#fff2cc" stroke="none" pointer-events="all"/><rect x="340" y="4" width="280" height="430" rx="42" ry="42" fill="#00aebe" stroke="#ffffff" stroke-width="8" pointer-events="all"/><rect x="340" y="24" width="280" height="60" fill="none" stroke="none" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 278px; height: 1px; padding-top: 54px; margin-left: 341px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FFFFFF; "><div style="display: inline-block; font-size: 27px; font-family: Helvetica; color: rgb(255, 255, 255); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;">Cleaning</div></div></div></foreignObject><text x="480" y="62" fill="#FFFFFF" font-family="Helvetica" font-size="27px" text-anchor="middle" font-weight="bold">Cleaning</text></switch></g><path d="M 360 89 L 600 89" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><path d="M 360 309 L 600 309" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><ellipse cx="340.5" cy="201.5" rx="57.5" ry="57.5" fill="#397daa" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="18px"><text x="340" y="209">Conversation</text></g><path d="M 430 184 L 490 190 L 480 172 L 530 202 L 480 232 L 490 214 L 430 220 L 445 202 Z" fill="#fff2cc" stroke="none" pointer-events="all"/><rect x="620" y="4" width="280" height="430" rx="42" ry="42" fill="#0aaaaa" stroke="#ffffff" stroke-width="8" pointer-events="all"/><rect x="620" y="24" width="280" height="60" fill="none" stroke="none" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 278px; height: 1px; padding-top: 54px; margin-left: 621px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FFFFFF; "><div style="display: inline-block; font-size: 27px; font-family: Helvetica; color: rgb(255, 255, 255); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;">POS-Tagging</div></div></div></foreignObject><text x="760" y="62" fill="#FFFFFF" font-family="Helvetica" font-size="27px" text-anchor="middle" font-weight="bold">POS-Tagging</text></switch></g><rect x="620" y="327" width="280" height="90" fill="none" stroke="none" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="22px"><text x="759.5" y="329.5">SpaCy</text><text x="759.5" y="355.5">Trained for Web-Data</text><text x="759.5" y="381.5">SCONJ, CCONJ</text><text x="759.5" y="407.5">AUX, VERB</text></g><path d="M 640 89 L 880 89" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><path d="M 640 309 L 880 309" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><ellipse cx="620.5" cy="201.5" rx="57.5" ry="57.5" fill="#ef9353" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="18px"><text x="620" y="187">Cleaned</text><text x="620" y="209">Conversation</text><text x="620" y="231">Starter</text></g><path d="M 710 184 L 770 190 L 760 172 L 810 202 L 760 232 L 770 214 L 710 220 L 725 202 Z" fill="#fff2cc" stroke="none" pointer-events="all"/><rect x="900" y="4" width="280" height="430" rx="42" ry="42" fill="#088f8f" stroke="#ffffff" stroke-width="8" pointer-events="all"/><rect x="900" y="24" width="280" height="60" fill="none" stroke="none" pointer-events="all"/><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 278px; height: 1px; padding-top: 54px; margin-left: 901px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FFFFFF; "><div style="display: inline-block; font-size: 27px; font-family: Helvetica; color: rgb(255, 255, 255); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;">Pre-Selection</div></div></div></foreignObject><text x="1040" y="62" fill="#FFFFFF" font-family="Helvetica" font-size="27px" text-anchor="middle" font-weight="bold">Pre-Selection</text></switch></g><path d="M 920 89 L 1160 89" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><path d="M 920 309 L 1160 309" fill="none" stroke="#ffffff" stroke-width="2" stroke-miterlimit="10" pointer-events="all"/><ellipse cx="900.5" cy="201.5" rx="57.5" ry="57.5" fill="#68b85c" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="12px"><text x="900" y="178">Selected Tags</text><text x="900" y="192">+</text><text x="900" y="206">Cleaned</text><text x="900" y="220">Conversation</text><text x="900" y="234">Starter</text></g><path d="M 990 184 L 1050 190 L 1040 172 L 1090 202 L 1040 232 L 1050 214 L 990 220 L 1005 202 Z" fill="#fff2cc" stroke="none" pointer-events="all"/><ellipse cx="1180.5" cy="201.5" rx="57.5" ry="57.5" fill="#bf639a" stroke="#ffffff" stroke-width="6" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="19px"><text x="1180" y="209.5">Candidates</text></g><rect x="341" y="324" width="280" height="90" fill="none" stroke="none" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="22px"><text x="480.5" y="339.5">Slang</text><text x="480.5" y="365.5">Masking</text><text x="480.5" y="391.5">Tokens</text></g><rect x="900" y="324" width="280" height="90" fill="none" stroke="none" pointer-events="all"/><g fill="#FFFFFF" font-family="Helvetica" text-anchor="middle" font-size="22px"><text x="1039.5" y="365.5">POS-Tags + Text</text><text x="1039.5" y="391.5">Top 15 Words</text></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Viewer does not support full SVG 1.1</text></a></switch></svg>
\ No newline at end of file

master.tex

@@ -143,9 +143,9 @@
 
 % % % % % % % %  CHANGE TOPIC AND AUTHOR INFORMATION HERE % % % % % % %
 % HIER DEN TITEL DER ARBEIT EINTRAGEN                                                   
-\title{Title}
+\title{Argument Mining and Twitter}
 % HIER DEN NAMEN UND VORNAMEN EINTRAGEN
-\author{Name} 
+\author{Marc Feger} 
 % HIER DAS PRÄSENTATIONSDATUM EINTRAGEN                                           
 \date{\today}
 % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % % 
@@ -166,15 +166,298 @@ Department for Computer-Networks and Communication-Systems}
 \begin{frame}
     \thispagestyle{empty}
     \titlepage
-	\frametitle{Wisssenschaftsethik}
+	\frametitle{Overview}
 \end{frame}
 
 % % % % % % % % % Ende der eingefügten LaTeX-Dateien % % % % % % % % %
+\section{Past}
+\begin{frame}{Recap}
+	\begin{itemize}
+		\item [1] Finding argumentive Tweets
+		\begin{itemize}
+			\item \textbf{Argument}: Motivated (reasoned) conclusion
+			\item \textbf{Argumentive}: At least one \textbf{Argument}
+		\end{itemize}
+		\item [2] Few works, lesser data
+		\begin{itemize}
+			\item Mostly different definitions
+			\item Random selected Tweets
+			\item Supervised
+		\end{itemize}
+	\end{itemize}
+\end{frame}
+
+\begin{frame}
+	\begin{center}
+		\includegraphics[width=0.8\textwidth]{bilder/Overview.png}
+
+		Overview by \cite{SchaeferStede2021}.
+		CA = Corpus Annotation,
+		AD = Argument Detection,
+		SD = Stance Detection,
+		CD = Claim Detection.
+	\end{center}
+\end{frame}
+
+\begin{frame}
+	\begin{center}
+		\includegraphics[width=0.75\textwidth]{bilder/AnnotationSchema.png}
+
+		Overview by \cite{SchaeferStede2021}.
+	\end{center}
+\end{frame}
+
+\begin{frame}
+	\begin{center}
+		\begin{columns}
+			\column{0.5\textwidth}
+				\begin{center}
+					\includegraphics[width=0.8\textwidth]{bilder/Corpus.png}
+	
+					Corpora + IAA reported \cite{SchaeferStede2021}.
+					ADU = Argument Discourse Unit,
+					cx = Cohens Kappa
+				\end{center}
+			\column{0.5\textwidth}
+				\begin{center}
+					\includegraphics[width=0.8\textwidth]{bilder/PrevResults.png}
+		
+					Results reported by \cite{SchaeferStede2021}.
+					ADU = Argument Discourse Unit,
+					cx = Cohens Kappa
+				\end{center}
+			\end{columns}
+	\end{center}
+
+\end{frame}
+
+
+\section{Current}
+\begin{frame}
+	\begin{center}
+		\includegraphics[scale=0.3]{bilder/Pipeline}
+	\end{center}
+\end{frame}
+
+\begin{frame}{\#abortion}
+	\begin{center}
+		\begin{columns}
+			\column{0.5\textwidth}
+				\begin{center}
+					\includegraphics[scale=0.2]{bilder/Abortion_WordCloud.png}
+				\end{center}
+			\column{0.5\textwidth}
+				\begin{center}
+					\begin{itemize}
+						\item Topic: Abortion
+						\item Time: 2021-08-15 - 2021-10-15
+						\item Root-Tweets: 15.273
+						\begin{itemize}
+							\item Conversation-Starter: 2.250
+						\end{itemize}
+						\item Conversation-Tweets: 14.569
+					\end{itemize}
+				\end{center}
+			\end{columns}
+	\end{center}
+\end{frame}
+
+\begin{frame}{\#abortion}
+	\begin{center}
+		\includegraphics[scale=0.3]{bilder/Abortion_Time.png}
+	\end{center}
+\end{frame}
+
+\begin{frame}{\#brexit}
+	\begin{center}
+		\begin{columns}
+			\column{0.5\textwidth}
+				\begin{center}
+					\includegraphics[scale=0.2]{bilder/Brexit_WordCloud.png}
+				\end{center}
+			\column{0.5\textwidth}
+				\begin{center}
+					\begin{itemize}
+						\item Topic: Brexit
+						\item Time: 2020-01-01 - 2020-03-01
+						\item Root-Tweets: 151.090
+						\begin{itemize}
+							\item Conversation-Starter: 24.806
+						\end{itemize}
+						\item Conversation-Tweets: 275.968
+					\end{itemize}
+				\end{center}
+			\end{columns}
+	\end{center}
+\end{frame}
+
+\begin{frame}{\#brexit}
+	\begin{center}
+		\includegraphics[scale=0.3]{bilder/Brexit_Time.png}
+	\end{center}
+\end{frame}
+
+\begin{frame}{POS-Tagging}
+	\begin{center}
+		\begin{columns}
+			\column{0.4\textwidth}
+				\begin{center}
+					\begin{table}[]
+						\resizebox{0.8\textwidth}{!}{%
+						\begin{tabular}{@{}lll@{}}
+							\toprule
+							\textbf{Open} & \textbf{Closed} & \textbf{Other} \\ \midrule
+								ADJ & \textbf{AUX} & PUNCT \\
+								ADV & \textbf{CCONJ} & SYM \\
+								INTJ & DET & X \\
+								NOUN & NUM &  \\
+								PROPN & PART &  \\
+								\textbf{VERB} & PRON &  \\
+						 		& \textbf{SCONJ} &  \\ \bottomrule
+							\end{tabular}%
+						}
+						\end{table}
+				\end{center}
+			\column{0.6\textwidth}
+				\begin{itemize}
+					\item Universal POS Tagging
+					\item spaCy: en\_core\_web\_sm
+					\item Open v. Closed $\approx$ Content v. Function
+					\item Selection supposed by \cite{Knott1993}.
+				\end{itemize}
+			\end{columns}
+	\end{center}
+\end{frame}
+
+\begin{frame}{POS-Tagging}
+	\begin{center}
+		\begin{columns}
+			\column{0.4\textwidth}
+				\begin{center}
+					\begin{table}[]
+						\resizebox{0.8\textwidth}{!}{%
+						\begin{tabular}{@{}lll@{}}
+							\toprule
+							\textbf{Open} & \textbf{Closed} & \textbf{Other} \\ \midrule
+								ADJ & \textbf{AUX} & PUNCT \\
+								ADV & \textbf{CCONJ} & SYM \\
+								INTJ & DET & X \\
+								NOUN & NUM &  \\
+								PROPN & PART &  \\
+								\textbf{VERB} & PRON &  \\
+						 		& \textbf{SCONJ} &  \\ \bottomrule
+							\end{tabular}%
+						}
+						\end{table}
+				\end{center}
+			\column{0.6\textwidth}
+				\begin{itemize}
+					\item \textbf{VERB}: \\
+						typically signal events and actions
+					\item \textbf{AUX}: \\
+						adds funct. or gramma. meaning
+					\item \textbf{CCONJ}: \\ 
+						links words or larger constituents,\\
+						expresses a semantic relationship
+					\item \textbf{SCONJ}:\\
+						making one construction part of the other,\\
+						join independent and a dependent clause
+				\end{itemize}
+			\end{columns}
+	\end{center}
+\end{frame}
+
+\begin{frame}{POS-Tagging Conversation Starter}
+	\begin{center}
+		\includegraphics[scale=0.3]{bilder/Abortion_POS.png}
+	\end{center}
+\end{frame}
+
+\begin{frame}{POS-Tagging Conversation Starter}
+	\begin{center}
+		\includegraphics[scale=0.3]{bilder/Brexit_POS.png}
+	\end{center}
+\end{frame}
+
+\begin{frame}{POS-Tagging Words (PWords)}
+	\begin{table}[]
+		\centering
+		\resizebox{\textwidth}{!}{%
+			\begin{tabular}{@{}llllllll@{}}
+				\toprule
+				\multicolumn{2}{c}{\textbf{SCONJ}} & \multicolumn{2}{c}{\textbf{CONJ}} & \multicolumn{2}{c}{\textbf{AUX}} & \multicolumn{2}{c}{\textbf{VERB}} \\ \midrule
+				\textit{\textbf{Brexit}} & \multicolumn{1}{l|}{\textit{\textbf{Abortion}}} & \textit{\textbf{Brexit}} & \multicolumn{1}{l|}{\textit{\textbf{Abortion}}} & \textit{\textbf{Brexit}} & \multicolumn{1}{l|}{\textit{\textbf{Abortion}}} & \textit{\textbf{Brexit}} & \textit{\textbf{Abortion}} \\ \midrule
+				that & \multicolumn{1}{l|}{that} & and & \multicolumn{1}{l|}{and} & is & \multicolumn{1}{l|}{is} & have & have \\
+				if & \multicolumn{1}{l|}{if} & but & \multicolumn{1}{l|}{but} & will & \multicolumn{1}{l|}{are} & get & get \\
+				how & \multicolumn{1}{l|}{how} & or & \multicolumn{1}{l|}{or} & be & \multicolumn{1}{l|}{be} & going & do \\
+				as & \multicolumn{1}{l|}{when} & + & \multicolumn{1}{l|}{+} & are & \multicolumn{1}{l|}{will} & know & want \\
+				when & \multicolumn{1}{l|}{why} & plus & \multicolumn{1}{l|}{yet} & have & \multicolumn{1}{l|}{can} & \textbf{leave} & know \\
+				why & \multicolumn{1}{l|}{because} & so & \multicolumn{1}{l|}{nor} & can & \multicolumn{1}{l|}{do} & \textbf{voted} & make \\
+				because & \multicolumn{1}{l|}{as} & both & \multicolumn{1}{l|}{both} & has & \multicolumn{1}{l|}{should} & want & \textbf{need} \\
+				where & \multicolumn{1}{l|}{where} & yet & \multicolumn{1}{l|}{neither} & was & \multicolumn{1}{l|}{was} & \textbf{see} & think \\
+				since & \multicolumn{1}{l|}{while} & either & \multicolumn{1}{l|}{so} & do & \multicolumn{1}{l|}{have} & think & let \\
+				for & \multicolumn{1}{l|}{since} & nor & \multicolumn{1}{l|}{either} & am & \multicolumn{1}{l|}{would} & let & \textbf{has} \\
+				after & \multicolumn{1}{l|}{after} & n & \multicolumn{1}{l|}{n} & would & \multicolumn{1}{l|}{has} & \textbf{done} & \textbf{say} \\
+				while & \multicolumn{1}{l|}{\textbf{until}} & • & \multicolumn{1}{l|}{plus} & \textbf{been} & \multicolumn{1}{l|}{am} & do & going \\
+				\textbf{so} & \multicolumn{1}{l|}{for} & neither & \multicolumn{1}{l|}{•} & were & \multicolumn{1}{l|}{\textbf{does}} & \textbf{go} & \textbf{had} \\
+				\textbf{like} & \multicolumn{1}{l|}{\textbf{before}} & \textbf{minus} & \multicolumn{1}{l|}{} & \textbf{could} & \multicolumn{1}{l|}{\textbf{being}} & \textbf{leaving} & \textbf{support} \\
+				\textbf{despite} & \multicolumn{1}{l|}{\textbf{whether}} & \textbf{daythe} & \multicolumn{1}{l|}{} & should & \multicolumn{1}{l|}{were} & make & \textbf{said} \\ \bottomrule
+				\end{tabular}%
+			}
+	\end{table}
+\end{frame}
+
+\begin{frame}{Pre-Selection}
+	\begin{itemize}
+		\item Conditions:
+		\begin{itemize}
+			\item [1] At least one word in PWords
+			\item [2] At least 200 characters long
+		\end{itemize}
+		\item \#Abortion: $\Rightarrow$ 1.400 Candidates
+		\item \#Brexit: $\Rightarrow$ 11.842 Candidates
+	\end{itemize}
+\end{frame}
+
+\begin{frame}
+	\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 1: \#Brexit]
+		\textbf{How} ironic \textbf{is} this? \textbf{For} 4 years, \textcolor{orange}{\#Remainers} predicted \textbf{that} \textcolor{orange}{\#Brexit} would cause a catastrophic national crisis. Now \textbf{that} Brexit \textbf{has} happened at long last, we \textbf{are} indeed facing a catastrophic national crisis, \textbf{but} it \textbf{has} absolutely nothing to \textbf{do} with Brexit. Go figure \textbf{that} one out.
+		%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
+	\end{tcolorbox}
+\end{frame}
+\begin{frame}
+	\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 2: \#Brexit]
+		Labour cannot win the next general election with \textcolor{magenta}{@Keir\_Starmer} \textbf{because} voters \textbf{do}n’t trust him. Starmer \textbf{is} a proven liar \textbf{and} fraud who tried to cheat 17.4m voters out of their \textcolor{orange}{\#Brexit} referendum victory. Starmer \textbf{is} unelectable. \textcolor{orange}{\#LabourDebate} \textcolor{orange}{\#labourhustings}
+		%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
+	\end{tcolorbox}
+\end{frame}
+\begin{frame}
+	\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 3: \#Brexit]
+		\textcolor{orange}{\#SaturdayThought} \textbf{If} \textcolor{orange}{\#PMs} "oven-ready Brexit deal" \textbf{is so} "oven-ready," \textbf{why has} he not got full agreement of the EU \textbf{yet}? \textbf{After} all, \textcolor{magenta}{@Conservatives} keep telling us \textbf{that} \textcolor{orange}{\#Brexit} \textbf{is} over now.\textcolor{orange}{\#JustAsking}
+		%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
+	\end{tcolorbox}
+\end{frame}
+\begin{frame}
+	\begin{tcolorbox}[colback=cyan!5!white,colframe=cyan!75!black,title=Example 4: \#Abortion]
+		POV: Stop saying NOBODY \textbf{is} “pro-abortion."  It\textbf{'s} \textcolor{orange}{\#stigmatising}. \textbf{Its} simply inaccurate, Plenty of folk \textbf{are} unapologetically \textcolor{orange}{\#proabortion}; \textbf{because} there\textbf{'s} nothing wrong with \textcolor{orange}{\#Abortion} -it\textbf{`s} a necessary health care procedure \textbf{that} saves lives.
+		%\textcolor{red}{RT} \textcolor{magenta}{@SaysSheToday}: The $[$Dixie Chicks$]_{c}$ were attacked just for $[$using 1A right$]_{p_1}$ to say they were ashamed of GWB. They $[$didn’t commit treason$]_{c}$ $[$like the \textcolor{orange}{\#47Senators}$]_{p_2}$
+	\end{tcolorbox}
+\end{frame}
+
+
+\section{Next}
+\begin{frame}
+	\begin{itemize}
+		\item [1] More controverse topics
+		\item [2] Cleaning of PWords
+		\item [3] Annotation / Quality-Check on Candidate-Subset
+	\end{itemize}
+\end{frame}
 
 \begin{frame}
 	\begin{center}
 		\begin{columns}
-			\column{0.7\textwidth}
+			\column{0.8\textwidth}
 				\begin{center}
 					\huge {\color{hhuUniBlau} Thank you!}
 				\end{center}
@@ -184,6 +467,7 @@ Department for Computer-Networks and Communication-Systems}
 	\end{center}
 \end{frame}
 
+
 \begin{frame}
 	\bibliographystyle{plainnat}
 	\bibliography{references}