diff --git "a/Kaggle/\043kagg.tex\043" "b/Kaggle/\043kagg.tex\043"
new file mode 100644
index 0000000..3cd4b9f
--- /dev/null
+++ "b/Kaggle/\043kagg.tex\043"
@@ -0,0 +1,271 @@
+\documentclass[xcolor=svgnames]{beamer}
+\usepackage[utf8]{inputenc}
+\usepackage[english]{babel}
+\usepackage{polski}
+%\usepackage{amssymb,amsmath}
+%\usepackage[latin1]{inputenc}
+%\usepackage{amsmath}
+%\newcommand\abs[1]{\left|#1\right|}
+\usepackage{amsmath}
+\newcommand\abs[1]{\left|#1\right|}
+\usepackage{hepnicenames}
+\usepackage{hepunits}
+\usepackage{color}
+\usepackage{feynmp}
+\usepackage{pst-pdf}
+\usepackage{hyperref}
+\usepackage{xcolor}
+
+\setbeamertemplate{footline}{\insertframenumber/\inserttotalframenumber}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
+\definecolor{mygreen}{cmyk}{0.82,0.11,1,0.25}
+
+
+
+%\DeclareCaptionFont{uiblack}{\color{uiblack}}
+%\DeclareCaptionFont{uipoppy}{\color{uipoppy}}
+%\captionsetup{labelfont={uipoppy},textfont=uiblack}
+
+% see the macros.tex file for definitions
+
+
+
+
+
+\renewcommand{\PKs}{{\HepParticle{K}{S}{}\xspace}}
+\newcommand{\at}{\makeatletter @\makeatother}
+
+%--------------------------------------------------------------------
+%                           Introduction
+%--------------------------------------------------------------------
+
+\usetheme{Sybila}
+
+\title[Kaggle challenge from LHCb]{Kaggle challenge from LHCb}
+\author{Marc-Olivier Bettler$^{1}$, Marcin Chrz\k{a}szcz$^{2,3}$,\\ Andrey Ustyuzhanin$^{4,5}$, Tatiana Likhomanenko$^{4,5}$}
+
+\institute{
+$^1$~CERN, Geneva \\
+$^2$~University of Zurich \\
+$^3$~Institute of Nuclear Physics, Krakow \\
+$^4$~Yandex School of Data Analysis,~Moscow \\
+$^5$~~NRC ``Kurchatov Institute'',~Moscow
+}
+\date{27 February 2015}
+\begin{document}
+% --------------------------- SLIDE --------------------------------------------
+\frame[plain]{\titlepage}
+\author{Marcin Chrz\k{a}szcz}
+% ------------------------------------------------------------------------------
+% --------------------------- SLIDE --------------------------------------------
+
+\institute{~(UZH, IFJ)}
+
+%--------------------------------------------------------------------
+%                          OUTLINE
+%--------------------------------------------------------------------
+
+
+
+
+
+\begin{frame}\frametitle{What is kaggle - The Home of Data Science}
+\begin{columns}
+\column{3.5in}
+\begin{itemize}
+        \item Kaggle is the world's largest community of data scientists.
+        \item It provides the possibility to data scientists to solve real-world problems across a diverse array of industries including life sciences, financial services, energy, information technology.
+        \item In addition to the prize money and data, participants use Kaggle to meet, learn, network and collaborate with experts from related fields.
+\end{itemize}
+\column{0.1in}
+{~}\\
+
+\column{1.3in}
+Who has alrady\\ used Kaggle: \\{~}\\
+\includegraphics[height=0.9cm]{images/NASA.png}\hspace*{0.3cm}
+\includegraphics[height=0.9cm]{images/download.png}\hspace*{0.3cm}\\
+%\includegraphics[height=0.9cm]{images/ms.png}\hspace*{0.3cm}\\
+\includegraphics[height=0.9cm]{images/ford.jpg}\hspace*{0.3cm}\\
+\includegraphics[height=0.9cm]{images/fb.jpg}\hspace*{0.3cm}  \\
+and many many\\ others including:
+\includegraphics[height=0.9cm]{images/ATLAS-chrome-logo-blue_hi.png}
+
+
+\end{columns}
+
+\end{frame}
+
+
+
+
+
+
+
+
+\begin{frame}\frametitle{How does Kaggle work?}
+\begin{itemize}
+\item One (ex. LHCb) defines a data analysis problem, provides data sets and rules about the evaluation.
+\item For the constests there are allocated prizes.
+\item After the constes is over( couple of mounths ) the solutions are made public.
+\item Current contests:
+\end{itemize}
+\begin{center}
+\includegraphics[width=10cm]{images/kagg_now.png}
+\end{center}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}\frametitle{Atlas path to $\color{white}{H \to \tau \tau}$}
+\begin{columns}
+\column{3in}
+\begin{itemize}
+\item As we know ATLAS due to poor vertex detector is worse then CMS a in modes like $\PHiggs \to \Ptau \Ptau$ or $\PHiggs \to \PB \APB$
+\item ATLAS gave their datasets (for $\PHiggs \to \Ptau \Ptau$) training the classifiers that can be used for future analysis.
+\item After evaluation they gained $\sim10\%$ on sensitivity!
+\item This would be great for $\Ptau \to \Pmu \Pmu \Pmu$.
+\item This would be great for LHCb and HEP community as well.
+\item Also after the challenge they organized a workshop $\to$ other LHCb analysis could benefit from this kind of collaborations, we almost always use MVAs.
+
+\end{itemize}
+
+\column{2in}
+\includegraphics[width=1.9in]{images/higgs.png}\\
+\includegraphics[width=1.9in]{images/HiggsML-sm.jpg}
+\end{columns}
+
+\end{frame}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%55
+
+\begin{frame}\frametitle{Future of $\color{white}{\tau \to \mu\mu\mu}$ in LHCb}
+\begin{columns}
+\column{3in}
+\begin{itemize}
+\item In $3~\invfb$ we had expected limit of $5.0 \times 10^{-8}$.
+\item What can we expect after another $5~\invfb$?
+\item $\dfrac{5.0\times 10^{-8}}{ \sqrt{\dfrac{5\times 2}{3} }}=2.7 \times 10^{-8}$
+\item We should aim to do better then Belle $(2.1\times 10^{-8}$)!
+\item Help from Kaggle community would be very appreciated!
+\end{itemize}
+
+\column{2in}
+\includegraphics[width=1.9in]{images/bananaB.pdf}
+
+\end{columns}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
+\begin{frame}\frametitle{Comparison with Higgs Boson Challenge}
+{
+\fontsize{10}{12}
+\selectfont
+Proposed challenge is connected with Higgs Boson challenge, but differs from it, being more realistic (closer to real physics analysis):
+\begin{enumerate}
+        \item training dataset includes not only simulated data but also real data (signal-like events and background-like events have different nature).
+        \item test dataset includes also normalization channel to do calibration of data.
+        \item the submission must pass additional checks (classifier must not be correlated with mass and behave similarly on real and simulated data).
+        \item our quality metric uses predicted probability in all bins as we do in real analysis.
+        \item all scripts for testing mass correlation, DATA/MC agreement and limit evaluation are provided by us.
+\end{enumerate}
+}
+\end{frame}
+
+\begin{frame}\frametitle{What would we like to give}
+\begin{itemize}
+\item MC and DATA\footnote{I will comment on protecting our data in couple of slides} after the preselection.
+\item DATA will contain our standard ntuple entries (excluding varaibles, like trigger decisions, BKGCAT, etc.).
+\item We want to give as much of thouse as possible as people can then construct their own varaibles (happens often).
+\item The size of data that is used for testing and training is up to us.
+\end{itemize}
+
+\end{frame}
+
+\begin{frame}\frametitle{Evaluation}
+
+\begin{itemize}
+        \item Check correlation between mass and model predictions on all test $\tau \to\mu\mu\mu$ sidebands using Cramer-von Mises measure~(\href{http://arxiv.org/abs/1410.4140}{ex. arXiv:1410.4140})
+        \item Check agreement between MC and data on $Ds\to\phi\pi$ (test MC and test data) using Kolmogorov-Smirnov distance
+        \item Calculate of Approximate Binned Median Statistics (ABMS), only if above two tests are passed.
+        \item We need to use ABMS becaouse the standard $CL_s$ method is computational expensive.
+        \item ABMS is just value of statistic and shows how well two hypothesis can be distinguished
+        \item ABMS metric is similar AMS used in Higgs competition, but involves all available statistics, making it more meaningful and stable. Details of this metrix can be found in backups.
+\end{itemize}
+\begin{itemize}
+        \item Participants chooses number of bins and bins thresholds themselves (i.e. splitting classifier output)
+\end{itemize}
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
+
+\begin{frame}\frametitle{Evaluation Examples}
+Ada Boost, Gradient Boost were trained (as participants can do). Also Ada Boost and Uniform Gradient Boost were trained using mass as input for classifier. (CVM - Cramer-von Mises metric, KS - Kolmogorov-Smirnov metric),
+
+\begin{center}
+  \begin{tabular} {| l | r | r | r | r |}
+    \hline
+    {~}& ada & ada(mass) & gb & ugb(mass) \\ \hline  \hline
+        CVM metric &  0.005674 & \textcolor{red} {0.061837} &\textcolor{blue}{ 0.005642 }& 0.005714 \\ \hline
+        CVM p-value & 0.918667 & \textcolor{red}{1.000000} & \textcolor{blue}{0.850000} & 0.970000 \\ \hline
+        KS distance & 0.028815 & 0.018353 & 0.027854 & \textcolor{blue}{0.025621} \\ \hline
+        ABMS public & 1.557205 & 1.790282 & \textcolor{blue}{1.564490} & 1.545545 \\ \hline
+        ABMS private & 1.549253 & 1.785880 & \textcolor{blue}{1.562412} & 1.542357 \\ \hline
+  \end{tabular}
+\end{center}
+
+\begin{itemize}
+
+\item We tested already with standard classifiers that this metric work and reject cases where people will try to do something strange (like add mass for training).
+
+\end{itemize}
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}\frametitle{Protecting our data}
+\begin{columns}
+\column{3in}
+\begin{itemize}
+\item We should be of course worried that we are giving to public our data set.
+\item However those data are after preselection, without any PID calibration, only selected variables, etc.
+\item Plan is to smear the Data, so we can make a statment such as: ''Data was prepared in a way that it can't be used for any physical analysis''.
+\item Other tughts are welcome!
+\end{itemize}
+\column{2in}
+{~}
+\includegraphics[width=1.9in]{images/images.jpg}
+\end{columns}
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}\frametitle{Timescale}
+\begin{itemize}                                                                                 
+        \item Jan/Feb: confirmation from LHCb, allocate prize budget at Yandex                      
+        \item Feb: prepare website, explanatory materials, evaluation procedures, test challenge
+        \item Feb: propose workshop at KDD                                                      
+        \item Mar: announce challenge, start                                                    
+        \item Mar-May: run challenge                                                            
+        \item Jun: announce winners                                                             
+        \item Aug: run KDD workshop, award winners                                              
+\end{itemize}                                                                                   
+\begin{enumerate}
+\item KDD - Conference on Knowledge discovery and Data Mining: 2015 is one of the most important conferneces for data scientists.
+\item Plan would be to have a sesion there dedicated to our chalange.
+\item Afterwards we could organise workshop at CERN as well to hopefully fruitfull collaboration.Conference on Knowledge discovery and Data
+Mining: 2015 
+
+
+\end{enumerate}
+
+
+\end{frame}
+
+
+
+
+
+
+
+\end{document}
diff --git a/Kaggle/beamerthemeSybila.sty b/Kaggle/beamerthemeSybila.sty
new file mode 100644
index 0000000..abe0338
--- /dev/null
+++ b/Kaggle/beamerthemeSybila.sty
@@ -0,0 +1,127 @@
+\mode<presentation>
+
+%-------------------------------------------------------------------------------
+% Themes
+%-------------------------------------------------------------------------------
+
+\useoutertheme{split}
+\useinnertheme{rounded}
+\usefonttheme{structurebold}
+\useoutertheme{shadow}
+
+%-------------------------------------------------------------------------------
+% Templates
+%-------------------------------------------------------------------------------
+
+\beamertemplatenavigationsymbolsempty
+\beamertemplateheadempty
+\beamertemplateshadowblocks
+
+%-------------------------------------------------------------------------------
+% Own templates
+%-------------------------------------------------------------------------------
+
+% Normal title page.
+\defbeamertemplate*{title page}{simple}[1][]
+{
+	\vfill
+	\begin{centering}
+		\begin{beamercolorbox}[center, rounded=true]{title}
+			\usebeamerfont{title}\inserttitle\par%
+			\ifx\insertsubtitle\@empty%
+			\else%
+        			\vskip0.25em%
+			        {\usebeamerfont{subtitle}\usebeamercolor[fg]{subtitle}\insertsubtitle\par}%
+			\fi%
+		\end{beamercolorbox}%
+
+		\vskip1em
+
+		\begin{beamercolorbox}[sep=8pt,center,#1]{author}
+			\usebeamerfont{author}\insertauthor
+		\end{beamercolorbox}
+
+		\vskip1em
+
+		{\usebeamercolor[fg]{titlegraphic}\inserttitlegraphic\par}
+		\begin{beamercolorbox}[sep=8pt,center,#1]{institute}
+			\usebeamerfont{date}\insertinstitute
+		\end{beamercolorbox}
+
+		\vskip1em
+
+		\begin{beamercolorbox}[sep=8pt,center,#1]{date}
+			\usebeamerfont{date}\insertdate
+		\end{beamercolorbox}
+	\end{centering}
+	\vfill
+}
+\defbeamertemplate*{footline}{shadow theme}
+{%
+  \leavevmode%
+  \hbox{\begin{beamercolorbox}[wd=.5\paperwidth,ht=2.5ex,dp=1.125ex,leftskip=.3cm plus1fil,rightskip=0.3cm,center]{author in head/foot}%
+    \usebeamerfont{author in head/foot}\insertshortauthor \insertinstitute\par
+  \end{beamercolorbox}%
+  \begin{beamercolorbox}[wd=.5\paperwidth,ht=2.5ex,dp=1.125ex,leftskip=.3cm,rightskip=.3cm plus1fil]{title in head/foot}%
+    \usebeamerfont{title in head/foot}\insertshorttitle \hfill \insertframenumber\,/\,\inserttotalframenumber\hfill%
+  \end{beamercolorbox}}%
+  \vskip0pt%
+}
+%-------------------------------------------------------------------------------
+% Logo
+%-------------------------------------------------------------------------------
+
+%\logo{\hspace*{0.6\textwidth}\includegraphics[width=1.8cm]{images/uzh.jpg}\hspace*{0.3cm}}
+%\logo{%
+%    \includegraphics[width=1.8cm,keepaspectratio]{images/uzh.jpg}\hspace*{0.3cm}%
+%    \includegraphics[height=0.6cm,keepaspectratio]{images/ifj.png}%
+%}
+
+
+%-------------------------------------------------------------------------------
+% Colors
+%-------------------------------------------------------------------------------
+
+\setbeamercovered{dynamic}
+
+\setbeamercolor{math text}{fg=white!0!black}
+\setbeamercolor{title}{bg=white!30!black}
+\setbeamercolor{frametitle}{bg=white!45!black}
+\setbeamercolor{footline}{bg=black,fg=white}
+\setbeamercolor{author in head/foot}{bg=black,fg=white}
+\setbeamercolor{title in head/foot}{bg=white!45!black}
+\setbeamercolor{block title}{bg=white!45!black}
+\setbeamercolor{block title example}{bg=white!45!black}
+\setbeamercolor{block title alerted}{bg=white!15!black}
+
+\colorlet{redshaded}{red!25!bg}
+\colorlet{shaded}{black!25!bg}
+\colorlet{shadedshaded}{black!10!bg}
+\colorlet{blackshaded}{black!40!bg}
+
+\usecolortheme{whale}
+\usecolortheme{orchid}
+
+%-------------------------------------------------------------------------------
+% Fonts
+%-------------------------------------------------------------------------------
+
+\setbeamerfont{block title}{size={}}
+\setbeamerfont{date}{size=\small}
+
+%-------------------------------------------------------------------------------
+% Other
+%-------------------------------------------------------------------------------
+
+\titlegraphic{
+%\includegraphics[height=0.9cm]{images/warwic.jpg}\hspace*{0.3cm}
+\includegraphics[height=0.9cm]{images/CERN-logo.jpg}\hspace*{0.3cm} 
+\includegraphics[width=3.0cm]{images/uzh.jpg}\hspace*{0.3cm}
+\includegraphics[height=0.9cm,keepaspectratio]{images/ifj.png}\hspace*{0.3cm}
+\includegraphics[height=0.9cm]{images/yandex.png}\hspace*{0.3cm}       
+\includegraphics[height=0.9cm,keepaspectratio]{images/kuch.jpg}%    
+
+}
+
+\mode
+<all>
diff --git a/Kaggle/beamerthemeSybila.sty~ b/Kaggle/beamerthemeSybila.sty~
new file mode 100644
index 0000000..21f9016
--- /dev/null
+++ b/Kaggle/beamerthemeSybila.sty~
@@ -0,0 +1,127 @@
+\mode<presentation>
+
+%-------------------------------------------------------------------------------
+% Themes
+%-------------------------------------------------------------------------------
+
+\useoutertheme{split}
+\useinnertheme{rounded}
+\usefonttheme{structurebold}
+\useoutertheme{shadow}
+
+%-------------------------------------------------------------------------------
+% Templates
+%-------------------------------------------------------------------------------
+
+\beamertemplatenavigationsymbolsempty
+\beamertemplateheadempty
+\beamertemplateshadowblocks
+
+%-------------------------------------------------------------------------------
+% Own templates
+%-------------------------------------------------------------------------------
+
+% Normal title page.
+\defbeamertemplate*{title page}{simple}[1][]
+{
+	\vfill
+	\begin{centering}
+		\begin{beamercolorbox}[center, rounded=true]{title}
+			\usebeamerfont{title}\inserttitle\par%
+			\ifx\insertsubtitle\@empty%
+			\else%
+        			\vskip0.25em%
+			        {\usebeamerfont{subtitle}\usebeamercolor[fg]{subtitle}\insertsubtitle\par}%
+			\fi%
+		\end{beamercolorbox}%
+
+		\vskip1em
+
+		\begin{beamercolorbox}[sep=8pt,center,#1]{author}
+			\usebeamerfont{author}\insertauthor
+		\end{beamercolorbox}
+
+		\vskip1em
+
+		{\usebeamercolor[fg]{titlegraphic}\inserttitlegraphic\par}
+		\begin{beamercolorbox}[sep=8pt,center,#1]{institute}
+			\usebeamerfont{date}\insertinstitute
+		\end{beamercolorbox}
+
+		\vskip1em
+
+		\begin{beamercolorbox}[sep=8pt,center,#1]{date}
+			\usebeamerfont{date}\insertdate
+		\end{beamercolorbox}
+	\end{centering}
+	\vfill
+}
+\defbeamertemplate*{footline}{shadow theme}
+{%
+  \leavevmode%
+  \hbox{\begin{beamercolorbox}[wd=.5\paperwidth,ht=2.5ex,dp=1.125ex,leftskip=.3cm plus1fil,rightskip=0.3cm,center]{author in head/foot}%
+    \usebeamerfont{author in head/foot}\insertshortauthor \insertinstitute\par
+  \end{beamercolorbox}%
+  \begin{beamercolorbox}[wd=.5\paperwidth,ht=2.5ex,dp=1.125ex,leftskip=.3cm,rightskip=.3cm plus1fil]{title in head/foot}%
+    \usebeamerfont{title in head/foot}\insertshorttitle \hfill \insertframenumber\,/\,\inserttotalframenumber\hfill%
+  \end{beamercolorbox}}%
+  \vskip0pt%
+}
+%-------------------------------------------------------------------------------
+% Logo
+%-------------------------------------------------------------------------------
+
+%\logo{\hspace*{0.6\textwidth}\includegraphics[width=1.8cm]{images/uzh.jpg}\hspace*{0.3cm}}
+%\logo{%
+%    \includegraphics[width=1.8cm,keepaspectratio]{images/uzh.jpg}\hspace*{0.3cm}%
+%    \includegraphics[height=0.6cm,keepaspectratio]{images/ifj.png}%
+%}
+
+
+%-------------------------------------------------------------------------------
+% Colors
+%-------------------------------------------------------------------------------
+
+\setbeamercovered{dynamic}
+
+\setbeamercolor{math text}{fg=white!0!black}
+\setbeamercolor{title}{bg=white!30!black}
+\setbeamercolor{frametitle}{bg=white!45!black}
+\setbeamercolor{footline}{bg=black,fg=white}
+\setbeamercolor{author in head/foot}{bg=black,fg=white}
+\setbeamercolor{title in head/foot}{bg=white!45!black}
+\setbeamercolor{block title}{bg=white!45!black}
+\setbeamercolor{block title example}{bg=white!45!black}
+\setbeamercolor{block title alerted}{bg=white!15!black}
+
+\colorlet{redshaded}{red!25!bg}
+\colorlet{shaded}{black!25!bg}
+\colorlet{shadedshaded}{black!10!bg}
+\colorlet{blackshaded}{black!40!bg}
+
+\usecolortheme{whale}
+\usecolortheme{orchid}
+
+%-------------------------------------------------------------------------------
+% Fonts
+%-------------------------------------------------------------------------------
+
+\setbeamerfont{block title}{size={}}
+\setbeamerfont{date}{size=\small}
+
+%-------------------------------------------------------------------------------
+% Other
+%-------------------------------------------------------------------------------
+
+\titlegraphic{
+\includegraphics[height=0.9cm]{images/warwic.jpg}\hspace*{0.3cm}
+\includegraphics[height=0.9cm]{images/CERN-logo.jpg}\hspace*{0.3cm} 
+\includegraphics[width=3.0cm]{images/uzh.jpg}\hspace*{0.3cm}
+\includegraphics[height=0.9cm,keepaspectratio]{images/ifj.png}\hspace*{0.3cm}
+\includegraphics[height=0.9cm]{images/yandex.png}\hspace*{0.3cm}       
+\includegraphics[height=0.9cm,keepaspectratio]{images/kuch.jpg}%    
+
+}
+
+\mode
+<all>
diff --git a/Kaggle/images/ATLAS-chrome-logo-blue_hi.png b/Kaggle/images/ATLAS-chrome-logo-blue_hi.png
new file mode 100644
index 0000000..962fc40
--- /dev/null
+++ b/Kaggle/images/ATLAS-chrome-logo-blue_hi.png
Binary files differ
diff --git a/Kaggle/images/CERN-logo.jpg b/Kaggle/images/CERN-logo.jpg
new file mode 100644
index 0000000..c241dfa
--- /dev/null
+++ b/Kaggle/images/CERN-logo.jpg
Binary files differ
diff --git a/Kaggle/images/HiggsML-sm.jpg b/Kaggle/images/HiggsML-sm.jpg
new file mode 100644
index 0000000..dfd55c0
--- /dev/null
+++ b/Kaggle/images/HiggsML-sm.jpg
Binary files differ
diff --git a/Kaggle/images/NASA.png b/Kaggle/images/NASA.png
new file mode 100644
index 0000000..a5a9653
--- /dev/null
+++ b/Kaggle/images/NASA.png
Binary files differ
diff --git a/Kaggle/images/bananaB.pdf b/Kaggle/images/bananaB.pdf
new file mode 100644
index 0000000..c89d3c4
--- /dev/null
+++ b/Kaggle/images/bananaB.pdf
Binary files differ
diff --git a/Kaggle/images/download.png b/Kaggle/images/download.png
new file mode 100644
index 0000000..b730525
--- /dev/null
+++ b/Kaggle/images/download.png
Binary files differ
diff --git a/Kaggle/images/fb.jpg b/Kaggle/images/fb.jpg
new file mode 100644
index 0000000..405d213
--- /dev/null
+++ b/Kaggle/images/fb.jpg
Binary files differ
diff --git a/Kaggle/images/ford.jpg b/Kaggle/images/ford.jpg
new file mode 100644
index 0000000..fd2f740
--- /dev/null
+++ b/Kaggle/images/ford.jpg
Binary files differ
diff --git a/Kaggle/images/higgs.png b/Kaggle/images/higgs.png
new file mode 100644
index 0000000..740b73c
--- /dev/null
+++ b/Kaggle/images/higgs.png
Binary files differ
diff --git a/Kaggle/images/ifj.png b/Kaggle/images/ifj.png
new file mode 100644
index 0000000..89f0b7b
--- /dev/null
+++ b/Kaggle/images/ifj.png
Binary files differ
diff --git a/Kaggle/images/images.jpg b/Kaggle/images/images.jpg
new file mode 100644
index 0000000..ec789dc
--- /dev/null
+++ b/Kaggle/images/images.jpg
Binary files differ
diff --git a/Kaggle/images/kagg_now.png b/Kaggle/images/kagg_now.png
new file mode 100644
index 0000000..15c7222
--- /dev/null
+++ b/Kaggle/images/kagg_now.png
Binary files differ
diff --git a/Kaggle/images/kuch.jpg b/Kaggle/images/kuch.jpg
new file mode 100644
index 0000000..2599245
--- /dev/null
+++ b/Kaggle/images/kuch.jpg
Binary files differ
diff --git a/Kaggle/images/metric-pdf.png b/Kaggle/images/metric-pdf.png
new file mode 100644
index 0000000..da6f8d9
--- /dev/null
+++ b/Kaggle/images/metric-pdf.png
Binary files differ
diff --git a/Kaggle/images/ms.png b/Kaggle/images/ms.png
new file mode 100644
index 0000000..4c9039b
--- /dev/null
+++ b/Kaggle/images/ms.png
Binary files differ
diff --git a/Kaggle/images/uzh.jpg b/Kaggle/images/uzh.jpg
new file mode 100644
index 0000000..ba6a5bc
--- /dev/null
+++ b/Kaggle/images/uzh.jpg
Binary files differ
diff --git a/Kaggle/images/warwic.jpg b/Kaggle/images/warwic.jpg
new file mode 100644
index 0000000..2944804
--- /dev/null
+++ b/Kaggle/images/warwic.jpg
Binary files differ
diff --git a/Kaggle/images/yandex.png b/Kaggle/images/yandex.png
new file mode 100644
index 0000000..6916f33
--- /dev/null
+++ b/Kaggle/images/yandex.png
Binary files differ
diff --git a/Kaggle/kagg.aux b/Kaggle/kagg.aux
new file mode 100644
index 0000000..6cdd96e
--- /dev/null
+++ b/Kaggle/kagg.aux
@@ -0,0 +1,49 @@
+\relax 
+\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
+\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined
+\global\let\oldcontentsline\contentsline
+\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}}
+\global\let\oldnewlabel\newlabel
+\gdef\newlabel#1#2{\newlabelxx{#1}#2}
+\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
+\AtEndDocument{\ifx\hyper@anchor\@undefined
+\let\contentsline\oldcontentsline
+\let\newlabel\oldnewlabel
+\fi}
+\fi}
+\global\let\hyper@last\relax 
+\gdef\HyperFirstAtBeginDocument#1{#1}
+\providecommand\HyField@AuxAddToFields[1]{}
+\@writefile{toc}{\beamer@endinputifotherversion {3.10pt}}
+\@writefile{nav}{\beamer@endinputifotherversion {3.10pt}}
+\select@language{english}
+\@writefile{toc}{\select@language{english}}
+\@writefile{lof}{\select@language{english}}
+\@writefile{lot}{\select@language{english}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {1}{1}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {2}{2}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{3}{3/3}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {3}{3}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{4}{4/4}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {4}{4}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{5}{5/5}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {5}{5}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{6}{6/6}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {6}{6}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{7}{7/7}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {7}{7}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{8}{8/8}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {8}{8}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{9}{9/9}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {9}{9}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{10}{10/10}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {10}{10}}}
+\@writefile{nav}{\headcommand {\slideentry {0}{0}{11}{11/11}{}{0}}}
+\@writefile{nav}{\headcommand {\beamer@framepages {11}{11}}}
+\@writefile{nav}{\headcommand {\beamer@partpages {1}{11}}}
+\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{11}}}
+\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{11}}}
+\@writefile{nav}{\headcommand {\beamer@documentpages {11}}}
+\@writefile{nav}{\headcommand {\def \inserttotalframenumber {11}}}
diff --git a/Kaggle/kagg.log b/Kaggle/kagg.log
new file mode 100644
index 0000000..feea4e1
--- /dev/null
+++ b/Kaggle/kagg.log
@@ -0,0 +1,1672 @@
+This is pdfTeX, Version 3.1415926-2.4-1.40.13 (TeX Live 2012/Debian) (format=pdflatex 2014.12.22)  23 JAN 2015 15:43
+entering extended mode
+ restricted \write18 enabled.
+ %&-line parsing enabled.
+**kagg.tex
+(./kagg.tex
+LaTeX2e <2011/06/27>
+Babel <v3.8m> and hyphenation patterns for english, dumylang, nohyphenation, et
+hiopic, farsi, arabic, pinyin, croatian, bulgarian, ukrainian, russian, slovak,
+ czech, danish, dutch, usenglishmax, ukenglish, finnish, french, basque, ngerma
+n, german, swissgerman, ngerman-x-2012-05-30, german-x-2012-05-30, monogreek, g
+reek, ibycus, ancientgreek, hungarian, bengali, tamil, hindi, telugu, gujarati,
+ sanskrit, malayalam, kannada, assamese, marathi, oriya, panjabi, italian, lati
+n, latvian, lithuanian, mongolian, mongolianlmc, nynorsk, bokmal, indonesian, e
+speranto, coptic, welsh, irish, interlingua, serbian, serbianc, slovenian, friu
+lan, romansh, estonian, romanian, armenian, uppersorbian, turkish, afrikaans, i
+celandic, kurmanji, polish, portuguese, galician, catalan, spanish, swedish, th
+ai, loaded.
+(/usr/share/texmf/tex/latex/beamer/base/beamer.cls
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasercs.sty
+Package: beamerbasercs 2010/06/12 (rcs-revision c3821710bb40)
+)
+Document Class: beamer 2010/06/21 development version 3.10 A class for typesett
+ing presentations (rcs-revision a6b1a8434d30)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasemodes.sty
+Package: beamerbasemodes 2010/05/01 (rcs-revision efa082c6111d)
+\beamer@tempbox=\box26
+\beamer@tempcount=\count79
+\c@beamerpauses=\count80
+
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasedecode.sty
+Package: beamerbasedecode 2010/05/01 (rcs-revision efa082c6111d)
+\beamer@slideinframe=\count81
+\beamer@minimum=\count82
+)
+\beamer@commentbox=\box27
+\beamer@modecount=\count83
+)
+\headheight=\dimen102
+\headdp=\dimen103
+\footheight=\dimen104
+\sidebarheight=\dimen105
+\beamer@tempdim=\dimen106
+\beamer@finalheight=\dimen107
+\beamer@animht=\dimen108
+\beamer@animdp=\dimen109
+\beamer@animwd=\dimen110
+\beamer@leftmargin=\dimen111
+\beamer@rightmargin=\dimen112
+\beamer@leftsidebar=\dimen113
+\beamer@rightsidebar=\dimen114
+\beamer@boxsize=\dimen115
+\beamer@vboxoffset=\dimen116
+\beamer@descdefault=\dimen117
+\beamer@descriptionwidth=\dimen118
+\beamer@lastskip=\skip41
+\beamer@areabox=\box28
+\beamer@animcurrent=\box29
+\beamer@animshowbox=\box30
+\beamer@sectionbox=\box31
+\beamer@logobox=\box32
+\beamer@linebox=\box33
+\beamer@sectioncount=\count84
+\beamer@subsubsectionmax=\count85
+\beamer@subsectionmax=\count86
+\beamer@sectionmax=\count87
+\beamer@totalheads=\count88
+\beamer@headcounter=\count89
+\beamer@partstartpage=\count90
+\beamer@sectionstartpage=\count91
+\beamer@subsectionstartpage=\count92
+\beamer@animationtempa=\count93
+\beamer@animationtempb=\count94
+\beamer@xpos=\count95
+\beamer@ypos=\count96
+\beamer@showpartnumber=\count97
+\beamer@currentsubsection=\count98
+\beamer@coveringdepth=\count99
+\beamer@sectionadjust=\count100
+\beamer@tocsectionnumber=\count101
+
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseoptions.sty
+Package: beamerbaseoptions 2010/04/27 (rcs-revision 982469101dd6)
+
+(/usr/share/texlive/texmf-dist/tex/latex/graphics/keyval.sty
+Package: keyval 1999/03/16 v1.13 key=value parser (DPC)
+\KV@toks@=\toks14
+))
+\beamer@paperwidth=\skip42
+\beamer@paperheight=\skip43
+
+(/usr/share/texlive/texmf-dist/tex/latex/geometry/geometry.sty
+Package: geometry 2010/09/12 v5.6 Page Geometry
+
+(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/ifpdf.sty
+Package: ifpdf 2011/01/30 v2.3 Provides the ifpdf switch (HO)
+Package ifpdf Info: pdfTeX in PDF mode is detected.
+)
+(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/ifvtex.sty
+Package: ifvtex 2010/03/01 v1.5 Detect VTeX and its facilities (HO)
+Package ifvtex Info: VTeX not detected.
+)
+(/usr/share/texlive/texmf-dist/tex/generic/ifxetex/ifxetex.sty
+Package: ifxetex 2010/09/12 v0.6 Provides ifxetex conditional
+)
+\Gm@cnth=\count102
+\Gm@cntv=\count103
+\c@Gm@tempcnt=\count104
+\Gm@bindingoffset=\dimen119
+\Gm@wd@mp=\dimen120
+\Gm@odd@mp=\dimen121
+\Gm@even@mp=\dimen122
+\Gm@layoutwidth=\dimen123
+\Gm@layoutheight=\dimen124
+\Gm@layouthoffset=\dimen125
+\Gm@layoutvoffset=\dimen126
+\Gm@dimlist=\toks15
+)
+(/usr/share/texlive/texmf-dist/tex/latex/base/size11.clo
+File: size11.clo 2007/10/19 v1.4h Standard LaTeX file (size option)
+)
+(/usr/share/texmf/tex/latex/pgf/basiclayer/pgfcore.sty
+(/usr/share/texlive/texmf-dist/tex/latex/graphics/graphicx.sty
+Package: graphicx 1999/02/16 v1.0f Enhanced LaTeX Graphics (DPC,SPQR)
+
+(/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty
+Package: graphics 2009/02/05 v1.0o Standard LaTeX Graphics (DPC,SPQR)
+
+(/usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty
+Package: trig 1999/03/16 v1.09 sin cos tan (DPC)
+)
+(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/graphics.cfg
+File: graphics.cfg 2010/04/23 v1.9 graphics configuration of TeX Live
+)
+Package graphics Info: Driver file: pdftex.def on input line 91.
+
+(/usr/share/texlive/texmf-dist/tex/latex/pdftex-def/pdftex.def
+File: pdftex.def 2011/05/27 v0.06d Graphics/color for pdfTeX
+
+(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/infwarerr.sty
+Package: infwarerr 2010/04/08 v1.3 Providing info/warning/error messages (HO)
+)
+(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/ltxcmds.sty
+Package: ltxcmds 2011/11/09 v1.22 LaTeX kernel commands for general use (HO)
+)
+\Gread@gobject=\count105
+))
+\Gin@req@height=\dimen127
+\Gin@req@width=\dimen128
+)
+(/usr/share/texmf/tex/latex/pgf/systemlayer/pgfsys.sty
+(/usr/share/texmf/tex/latex/pgf/utilities/pgfrcs.sty
+(/usr/share/texmf/tex/generic/pgf/utilities/pgfutil-common.tex
+\pgfutil@everybye=\toks16
+)
+(/usr/share/texmf/tex/generic/pgf/utilities/pgfutil-latex.def
+\pgfutil@abb=\box34
+
+(/usr/share/texlive/texmf-dist/tex/latex/ms/everyshi.sty
+Package: everyshi 2001/05/15 v3.00 EveryShipout Package (MS)
+))
+(/usr/share/texmf/tex/generic/pgf/utilities/pgfrcs.code.tex
+Package: pgfrcs 2010/10/25 v2.10 (rcs-revision 1.24)
+))
+(/usr/share/texmf/tex/generic/pgf/systemlayer/pgfsys.code.tex
+Package: pgfsys 2010/06/30 v2.10 (rcs-revision 1.37)
+
+(/usr/share/texmf/tex/generic/pgf/utilities/pgfkeys.code.tex
+\pgfkeys@pathtoks=\toks17
+\pgfkeys@temptoks=\toks18
+
+(/usr/share/texmf/tex/generic/pgf/utilities/pgfkeysfiltered.code.tex
+\pgfkeys@tmptoks=\toks19
+))
+\pgf@x=\dimen129
+\pgf@y=\dimen130
+\pgf@xa=\dimen131
+\pgf@ya=\dimen132
+\pgf@xb=\dimen133
+\pgf@yb=\dimen134
+\pgf@xc=\dimen135
+\pgf@yc=\dimen136
+\w@pgf@writea=\write3
+\r@pgf@reada=\read1
+\c@pgf@counta=\count106
+\c@pgf@countb=\count107
+\c@pgf@countc=\count108
+\c@pgf@countd=\count109
+
+(/usr/share/texmf/tex/generic/pgf/systemlayer/pgf.cfg
+File: pgf.cfg 2008/05/14  (rcs-revision 1.7)
+)
+Package pgfsys Info: Driver file for pgf: pgfsys-pdftex.def on input line 900.
+
+(/usr/share/texmf/tex/generic/pgf/systemlayer/pgfsys-pdftex.def
+File: pgfsys-pdftex.def 2009/05/22  (rcs-revision 1.26)
+
+(/usr/share/texmf/tex/generic/pgf/systemlayer/pgfsys-common-pdf.def
+File: pgfsys-common-pdf.def 2008/05/19  (rcs-revision 1.10)
+)))
+(/usr/share/texmf/tex/generic/pgf/systemlayer/pgfsyssoftpath.code.tex
+File: pgfsyssoftpath.code.tex 2008/07/18  (rcs-revision 1.7)
+\pgfsyssoftpath@smallbuffer@items=\count110
+\pgfsyssoftpath@bigbuffer@items=\count111
+)
+(/usr/share/texmf/tex/generic/pgf/systemlayer/pgfsysprotocol.code.tex
+File: pgfsysprotocol.code.tex 2006/10/16  (rcs-revision 1.4)
+))
+(/usr/share/texmf/tex/latex/xcolor/xcolor.sty
+Package: xcolor 2007/01/21 v2.11 LaTeX color extensions (UK)
+
+(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/color.cfg
+File: color.cfg 2007/01/18 v1.5 color configuration of teTeX/TeXLive
+)
+Package xcolor Info: Driver file: pdftex.def on input line 225.
+Package xcolor Info: Model `cmy' substituted by `cmy0' on input line 1337.
+Package xcolor Info: Model `hsb' substituted by `rgb' on input line 1341.
+Package xcolor Info: Model `RGB' extended on input line 1353.
+Package xcolor Info: Model `HTML' substituted by `rgb' on input line 1355.
+Package xcolor Info: Model `Hsb' substituted by `hsb' on input line 1356.
+Package xcolor Info: Model `tHsb' substituted by `hsb' on input line 1357.
+Package xcolor Info: Model `HSB' substituted by `hsb' on input line 1358.
+Package xcolor Info: Model `Gray' substituted by `gray' on input line 1359.
+Package xcolor Info: Model `wave' substituted by `hsb' on input line 1360.
+
+(/usr/share/texmf/tex/latex/xcolor/svgnam.def
+File: svgnam.def 2007/01/21 v2.11 Predefined colors according to SVG 1.1 (UK)
+))
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcore.code.tex
+Package: pgfcore 2010/04/11 v2.10 (rcs-revision 1.7)
+
+(/usr/share/texmf/tex/generic/pgf/math/pgfmath.code.tex
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathcalc.code.tex
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathutil.code.tex)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathparser.code.tex
+\pgfmath@dimen=\dimen137
+\pgfmath@count=\count112
+\pgfmath@box=\box35
+\pgfmath@toks=\toks20
+\pgfmath@stack@operand=\toks21
+\pgfmath@stack@operation=\toks22
+)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.code.tex
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.basic.code.tex)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.trigonometric.code.tex)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.random.code.tex)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.comparison.code.tex)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.base.code.tex)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.round.code.tex)
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfunctions.misc.code.tex)))
+(/usr/share/texmf/tex/generic/pgf/math/pgfmathfloat.code.tex
+\c@pgfmathroundto@lastzeros=\count113
+))
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorepoints.code.tex
+File: pgfcorepoints.code.tex 2010/04/09  (rcs-revision 1.20)
+\pgf@picminx=\dimen138
+\pgf@picmaxx=\dimen139
+\pgf@picminy=\dimen140
+\pgf@picmaxy=\dimen141
+\pgf@pathminx=\dimen142
+\pgf@pathmaxx=\dimen143
+\pgf@pathminy=\dimen144
+\pgf@pathmaxy=\dimen145
+\pgf@xx=\dimen146
+\pgf@xy=\dimen147
+\pgf@yx=\dimen148
+\pgf@yy=\dimen149
+\pgf@zx=\dimen150
+\pgf@zy=\dimen151
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorepathconstruct.code.tex
+File: pgfcorepathconstruct.code.tex 2010/08/03  (rcs-revision 1.24)
+\pgf@path@lastx=\dimen152
+\pgf@path@lasty=\dimen153
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorepathusage.code.tex
+File: pgfcorepathusage.code.tex 2008/04/22  (rcs-revision 1.12)
+\pgf@shorten@end@additional=\dimen154
+\pgf@shorten@start@additional=\dimen155
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorescopes.code.tex
+File: pgfcorescopes.code.tex 2010/09/08  (rcs-revision 1.34)
+\pgfpic=\box36
+\pgf@hbox=\box37
+\pgf@layerbox@main=\box38
+\pgf@picture@serial@count=\count114
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcoregraphicstate.code.tex
+File: pgfcoregraphicstate.code.tex 2008/04/22  (rcs-revision 1.9)
+\pgflinewidth=\dimen156
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcoretransformations.code.tex
+File: pgfcoretransformations.code.tex 2009/06/10  (rcs-revision 1.11)
+\pgf@pt@x=\dimen157
+\pgf@pt@y=\dimen158
+\pgf@pt@temp=\dimen159
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorequick.code.tex
+File: pgfcorequick.code.tex 2008/10/09  (rcs-revision 1.3)
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcoreobjects.code.tex
+File: pgfcoreobjects.code.tex 2006/10/11  (rcs-revision 1.2)
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorepathprocessing.code.tex
+File: pgfcorepathprocessing.code.tex 2008/10/09  (rcs-revision 1.8)
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorearrows.code.tex
+File: pgfcorearrows.code.tex 2008/04/23  (rcs-revision 1.11)
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcoreshade.code.tex
+File: pgfcoreshade.code.tex 2008/11/23  (rcs-revision 1.13)
+\pgf@max=\dimen160
+\pgf@sys@shading@range@num=\count115
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcoreimage.code.tex
+File: pgfcoreimage.code.tex 2010/03/25  (rcs-revision 1.16)
+
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcoreexternal.code.tex
+File: pgfcoreexternal.code.tex 2010/09/01  (rcs-revision 1.17)
+\pgfexternal@startupbox=\box39
+))
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorelayers.code.tex
+File: pgfcorelayers.code.tex 2010/08/27  (rcs-revision 1.2)
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcoretransparency.code.tex
+File: pgfcoretransparency.code.tex 2008/01/17  (rcs-revision 1.2)
+)
+(/usr/share/texmf/tex/generic/pgf/basiclayer/pgfcorepatterns.code.tex
+File: pgfcorepatterns.code.tex 2009/07/02  (rcs-revision 1.3)
+)))
+(/usr/share/texmf/tex/latex/pgf/utilities/xxcolor.sty
+Package: xxcolor 2003/10/24 ver 0.1
+\XC@nummixins=\count116
+\XC@countmixins=\count117
+)
+(/usr/share/texlive/texmf-dist/tex/latex/hyperref/hyperref.sty
+Package: hyperref 2012/05/13 v6.82q Hypertext links for LaTeX
+
+(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/hobsub-hyperref.sty
+Package: hobsub-hyperref 2012/05/28 v1.13 Bundle oberdiek, subset hyperref (HO)
+
+
+(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/hobsub-generic.sty
+Package: hobsub-generic 2012/05/28 v1.13 Bundle oberdiek, subset generic (HO)
+Package: hobsub 2012/05/28 v1.13 Construct package bundles (HO)
+Package hobsub Info: Skipping package `infwarerr' (already loaded).
+Package hobsub Info: Skipping package `ltxcmds' (already loaded).
+Package: ifluatex 2010/03/01 v1.3 Provides the ifluatex switch (HO)
+Package ifluatex Info: LuaTeX not detected.
+Package hobsub Info: Skipping package `ifvtex' (already loaded).
+Package: intcalc 2007/09/27 v1.1 Expandable calculations with integers (HO)
+Package hobsub Info: Skipping package `ifpdf' (already loaded).
+Package: etexcmds 2011/02/16 v1.5 Avoid name clashes with e-TeX commands (HO)
+Package etexcmds Info: Could not find \expanded.
+(etexcmds)             That can mean that you are not using pdfTeX 1.50 or
+(etexcmds)             that some package has redefined \expanded.
+(etexcmds)             In the latter case, load this package earlier.
+Package: kvsetkeys 2012/04/25 v1.16 Key value parser (HO)
+Package: kvdefinekeys 2011/04/07 v1.3 Define keys (HO)
+Package: pdftexcmds 2011/11/29 v0.20 Utility functions of pdfTeX for LuaTeX (HO
+)
+Package pdftexcmds Info: LuaTeX not detected.
+Package pdftexcmds Info: \pdf@primitive is available.
+Package pdftexcmds Info: \pdf@ifprimitive is available.
+Package pdftexcmds Info: \pdfdraftmode found.
+Package: pdfescape 2011/11/25 v1.13 Implements pdfTeX's escape features (HO)
+Package: bigintcalc 2012/04/08 v1.3 Expandable calculations on big integers (HO
+)
+Package: bitset 2011/01/30 v1.1 Handle bit-vector datatype (HO)
+Package: uniquecounter 2011/01/30 v1.2 Provide unlimited unique counter (HO)
+)
+Package hobsub Info: Skipping package `hobsub' (already loaded).
+Package: letltxmacro 2010/09/02 v1.4 Let assignment for LaTeX macros (HO)
+Package: hopatch 2012/05/28 v1.2 Wrapper for package hooks (HO)
+Package: xcolor-patch 2011/01/30 xcolor patch
+Package: atveryend 2011/06/30 v1.8 Hooks at the very end of document (HO)
+Package atveryend Info: \enddocument detected (standard20110627).
+Package: atbegshi 2011/10/05 v1.16 At begin shipout hook (HO)
+Package: refcount 2011/10/16 v3.4 Data extraction from label references (HO)
+Package: hycolor 2011/01/30 v1.7 Color options for hyperref/bookmark (HO)
+)
+(/usr/share/texlive/texmf-dist/tex/latex/oberdiek/kvoptions.sty
+Package: kvoptions 2011/06/30 v3.11 Key value format for package options (HO)
+)
+\@linkdim=\dimen161
+\Hy@linkcounter=\count118
+\Hy@pagecounter=\count119
+
+(/usr/share/texlive/texmf-dist/tex/latex/hyperref/pd1enc.def
+File: pd1enc.def 2012/05/13 v6.82q Hyperref: PDFDocEncoding definition (HO)
+)
+\Hy@SavedSpaceFactor=\count120
+
+(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/hyperref.cfg
+File: hyperref.cfg 2002/06/06 v1.2 hyperref configuration of TeXLive
+)
+Package hyperref Info: Option `bookmarks' set `true' on input line 3941.
+Package hyperref Info: Option `bookmarksopen' set `true' on input line 3941.
+Package hyperref Info: Option `implicit' set `false' on input line 3941.
+Package hyperref Info: Hyper figures OFF on input line 4062.
+Package hyperref Info: Link nesting OFF on input line 4067.
+Package hyperref Info: Hyper index ON on input line 4070.
+Package hyperref Info: Plain pages OFF on input line 4077.
+Package hyperref Info: Backreferencing OFF on input line 4082.
+Package hyperref Info: Implicit mode OFF; no redefinition of LaTeX internals.
+Package hyperref Info: Bookmarks ON on input line 4300.
+\c@Hy@tempcnt=\count121
+
+(/usr/share/texlive/texmf-dist/tex/latex/url/url.sty
+\Urlmuskip=\muskip10
+Package: url 2006/04/12  ver 3.3  Verb mode for urls, etc.
+)
+LaTeX Info: Redefining \url on input line 4653.
+\Fld@menulength=\count122
+\Field@Width=\dimen162
+\Fld@charsize=\dimen163
+Package hyperref Info: Hyper figures OFF on input line 5773.
+Package hyperref Info: Link nesting OFF on input line 5778.
+Package hyperref Info: Hyper index ON on input line 5781.
+Package hyperref Info: backreferencing OFF on input line 5788.
+Package hyperref Info: Link coloring OFF on input line 5793.
+Package hyperref Info: Link coloring with OCG OFF on input line 5798.
+Package hyperref Info: PDF/A mode OFF on input line 5803.
+LaTeX Info: Redefining \ref on input line 5843.
+LaTeX Info: Redefining \pageref on input line 5847.
+\Hy@abspage=\count123
+
+
+Package hyperref Message: Stopped early.
+
+)
+
+Package hyperref Message: Driver (autodetected): hpdftex.
+
+(/usr/share/texlive/texmf-dist/tex/latex/hyperref/hpdftex.def
+File: hpdftex.def 2012/05/13 v6.82q Hyperref driver for pdfTeX
+\Fld@listcount=\count124
+\c@bookmark@seq@number=\count125
+
+(/usr/share/texlive/texmf-dist/tex/latex/oberdiek/rerunfilecheck.sty
+Package: rerunfilecheck 2011/04/15 v1.7 Rerun checks for auxiliary files (HO)
+Package uniquecounter Info: New unique counter `rerunfilecheck' on input line 2
+82.
+))
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaserequires.sty
+Package: beamerbaserequires 2010/05/01  (rcs-revision efa082c6111d)
+
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasecompatibility.sty
+Package: beamerbasecompatibility 2010/07/12  (rcs-revision 6648c3177e4e)
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasefont.sty
+Package: beamerbasefont 2010/05/10  (rcs-revision cd36e8a33c6b)
+
+(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/amssymb.sty
+Package: amssymb 2009/06/22 v3.00
+
+(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/amsfonts.sty
+Package: amsfonts 2009/06/22 v3.00 Basic AMSFonts support
+\@emptytoks=\toks23
+\symAMSa=\mathgroup4
+\symAMSb=\mathgroup5
+LaTeX Font Info:    Overwriting math alphabet `\mathfrak' in version `bold'
+(Font)                  U/euf/m/n --> U/euf/b/n on input line 96.
+)))
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasetranslator.sty
+Package: beamerbasetranslator 2010/06/11  (rcs-revision 85fd1cc7fc42)
+
+(/usr/share/texmf/tex/latex/beamer/base/translator/translator.sty
+Package: translator 2010/06/12 ver 1.10
+
+(/usr/share/texmf/tex/latex/beamer/base/translator/translator-language-mappings
+.tex))) (/usr/share/texmf/tex/latex/beamer/base/beamerbasemisc.sty
+Package: beamerbasemisc 2010/06/06  (rcs-revision bff0a9294b45)
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasetwoscreens.sty
+Package: beamerbasetwoscreens 2010/05/01  (rcs-revision efa082c6111d)
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseoverlay.sty
+Package: beamerbaseoverlay 2010/05/07  (rcs-revision 5584dad462a9)
+\beamer@argscount=\count126
+\beamer@lastskipcover=\skip44
+\beamer@trivlistdepth=\count127
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasetitle.sty
+Package: beamerbasetitle 2010/06/12  (rcs-revision 717e481ca47a)
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasesection.sty
+Package: beamerbasesection 2010/06/17  (rcs-revision e0d9401bb743)
+\c@lecture=\count128
+\c@part=\count129
+\c@section=\count130
+\c@subsection=\count131
+\c@subsubsection=\count132
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseframe.sty
+Package: beamerbaseframe 2010/06/06  (rcs-revision bff0a9294b45)
+\beamer@framebox=\box40
+\beamer@frametitlebox=\box41
+\beamer@zoombox=\box42
+\beamer@zoomcount=\count133
+\beamer@zoomframecount=\count134
+\beamer@frametextheight=\dimen164
+\c@subsectionslide=\count135
+\beamer@frametopskip=\skip45
+\beamer@framebottomskip=\skip46
+\beamer@frametopskipautobreak=\skip47
+\beamer@framebottomskipautobreak=\skip48
+\beamer@envbody=\toks24
+\c@framenumber=\count136
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseverbatim.sty
+Package: beamerbaseverbatim 2010/05/01  (rcs-revision efa082c6111d)
+\beamer@verbatimfileout=\write4
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseframesize.sty
+Package: beamerbaseframesize 2010/06/27  (rcs-revision 6baa2d92e6f1)
+\beamer@splitbox=\box43
+\beamer@autobreakcount=\count137
+\beamer@autobreaklastheight=\dimen165
+\beamer@frametitletoks=\toks25
+\beamer@framesubtitletoks=\toks26
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseframecomponents.sty
+Package: beamerbaseframecomponents 2010/07/12  (rcs-revision 09e82992d9b1)
+\beamer@footins=\box44
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasecolor.sty
+Package: beamerbasecolor 2010/06/06  (rcs-revision d1a9b48be06d)
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasenotes.sty
+Package: beamerbasenotes 2010/05/01  (rcs-revision efa082c6111d)
+\beamer@frameboxcopy=\box45
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasetoc.sty
+Package: beamerbasetoc 2010/06/11  (rcs-revision 242ecaa6783b)
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasetemplates.sty
+Package: beamerbasetemplates 2010/05/01  (rcs-revision efa082c6111d)
+\beamer@sbttoks=\toks27
+
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseauxtemplates.sty
+Package: beamerbaseauxtemplates 2010/05/01  (rcs-revision efa082c6111d)
+
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaseboxes.sty
+Package: beamerbaseboxes 2010/05/01  (rcs-revision efa082c6111d)
+\bmb@box=\box46
+\bmb@colorbox=\box47
+\bmb@boxshadow=\box48
+\bmb@boxshadowball=\box49
+\bmb@boxshadowballlarge=\box50
+\bmb@temp=\dimen166
+\bmb@dima=\dimen167
+\bmb@dimb=\dimen168
+\bmb@prevheight=\dimen169
+)
+\beamer@blockheadheight=\dimen170
+))
+(/usr/share/texmf/tex/latex/beamer/base/beamerbaselocalstructure.sty
+Package: beamerbaselocalstructure 2010/06/01  (rcs-revision 81f9e33f7cc2)
+
+(/usr/share/texlive/texmf-dist/tex/latex/tools/enumerate.sty
+Package: enumerate 1999/03/05 v3.00 enumerate extensions (DPC)
+\@enLab=\toks28
+)
+\c@figure=\count138
+\c@table=\count139
+\abovecaptionskip=\skip49
+\belowcaptionskip=\skip50
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasenavigation.sty
+Package: beamerbasenavigation 2010/05/01  (rcs-revision efa082c6111d)
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasetheorems.sty
+Package: beamerbasetheorems 2010/06/06  (rcs-revision 7e7cc5e53e9d)
+
+(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsmath.sty
+Package: amsmath 2000/07/18 v2.13 AMS math features
+\@mathmargin=\skip51
+
+For additional information on amsmath, use the `?' option.
+(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amstext.sty
+Package: amstext 2000/06/29 v2.01
+
+(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsgen.sty
+File: amsgen.sty 1999/11/30 v2.0
+\@emptytoks=\toks29
+\ex@=\dimen171
+))
+(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsbsy.sty
+Package: amsbsy 1999/11/29 v1.2d
+\pmbraise@=\dimen172
+)
+(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsopn.sty
+Package: amsopn 1999/12/14 v2.01 operator names
+)
+\inf@bad=\count140
+LaTeX Info: Redefining \frac on input line 211.
+\uproot@=\count141
+\leftroot@=\count142
+LaTeX Info: Redefining \overline on input line 307.
+\classnum@=\count143
+\DOTSCASE@=\count144
+LaTeX Info: Redefining \ldots on input line 379.
+LaTeX Info: Redefining \dots on input line 382.
+LaTeX Info: Redefining \cdots on input line 467.
+\Mathstrutbox@=\box51
+\strutbox@=\box52
+\big@size=\dimen173
+LaTeX Font Info:    Redeclaring font encoding OML on input line 567.
+LaTeX Font Info:    Redeclaring font encoding OMS on input line 568.
+\macc@depth=\count145
+\c@MaxMatrixCols=\count146
+\dotsspace@=\muskip11
+\c@parentequation=\count147
+\dspbrk@lvl=\count148
+\tag@help=\toks30
+\row@=\count149
+\column@=\count150
+\maxfields@=\count151
+\andhelp@=\toks31
+\eqnshift@=\dimen174
+\alignsep@=\dimen175
+\tagshift@=\dimen176
+\tagwidth@=\dimen177
+\totwidth@=\dimen178
+\lineht@=\dimen179
+\@envbody=\toks32
+\multlinegap=\skip52
+\multlinetaggap=\skip53
+\mathdisplay@stack=\toks33
+LaTeX Info: Redefining \[ on input line 2666.
+LaTeX Info: Redefining \] on input line 2667.
+)
+(/usr/share/texlive/texmf-dist/tex/latex/amscls/amsthm.sty
+Package: amsthm 2009/07/02 v2.20.1
+\thm@style=\toks34
+\thm@bodyfont=\toks35
+\thm@headfont=\toks36
+\thm@notefont=\toks37
+\thm@headpunct=\toks38
+\thm@preskip=\skip54
+\thm@postskip=\skip55
+\thm@headsep=\skip56
+\dth@everypar=\toks39
+)
+\c@theorem=\count152
+)
+(/usr/share/texmf/tex/latex/beamer/base/beamerbasethemes.sty
+Package: beamerbasethemes 2010/05/01  (rcs-revision efa082c6111d)
+))
+(/usr/share/texmf/tex/latex/beamer/base/themes/theme/beamerthemedefault.sty
+Package: beamerthemedefault 2010/06/17  (rcs-revision d02a7cf4d8ae)
+
+(/usr/share/texmf/tex/latex/beamer/base/themes/font/beamerfontthemedefault.sty
+Package: beamerfontthemedefault 2010/06/17  (rcs-revision d02a7cf4d8ae)
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/color/beamercolorthemedefault.st
+y
+Package: beamercolorthemedefault 2010/06/17  (rcs-revision d02a7cf4d8ae)
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/inner/beamerinnerthemedefault.st
+y
+Package: beamerinnerthemedefault 2010/06/17  (rcs-revision d02a7cf4d8ae)
+\beamer@dima=\dimen180
+\beamer@dimb=\dimen181
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/outer/beamerouterthemedefault.st
+y
+Package: beamerouterthemedefault 2010/06/17  (rcs-revision d02a7cf4d8ae)
+))) (/usr/share/texlive/texmf-dist/tex/latex/base/inputenc.sty
+Package: inputenc 2008/03/30 v1.1d Input encoding file
+\inpenc@prehook=\toks40
+\inpenc@posthook=\toks41
+
+(/usr/share/texlive/texmf-dist/tex/latex/base/utf8.def
+File: utf8.def 2008/04/05 v1.1m UTF-8 support for inputenc
+Now handling font encoding OML ...
+... no UTF-8 mapping file for font encoding OML
+Now handling font encoding T1 ...
+... processing UTF-8 mapping file for font encoding T1
+
+(/usr/share/texlive/texmf-dist/tex/latex/base/t1enc.dfu
+File: t1enc.dfu 2008/04/05 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A1 (decimal 161)
+   defining Unicode char U+00A3 (decimal 163)
+   defining Unicode char U+00AB (decimal 171)
+   defining Unicode char U+00BB (decimal 187)
+   defining Unicode char U+00BF (decimal 191)
+   defining Unicode char U+00C0 (decimal 192)
+   defining Unicode char U+00C1 (decimal 193)
+   defining Unicode char U+00C2 (decimal 194)
+   defining Unicode char U+00C3 (decimal 195)
+   defining Unicode char U+00C4 (decimal 196)
+   defining Unicode char U+00C5 (decimal 197)
+   defining Unicode char U+00C6 (decimal 198)
+   defining Unicode char U+00C7 (decimal 199)
+   defining Unicode char U+00C8 (decimal 200)
+   defining Unicode char U+00C9 (decimal 201)
+   defining Unicode char U+00CA (decimal 202)
+   defining Unicode char U+00CB (decimal 203)
+   defining Unicode char U+00CC (decimal 204)
+   defining Unicode char U+00CD (decimal 205)
+   defining Unicode char U+00CE (decimal 206)
+   defining Unicode char U+00CF (decimal 207)
+   defining Unicode char U+00D0 (decimal 208)
+   defining Unicode char U+00D1 (decimal 209)
+   defining Unicode char U+00D2 (decimal 210)
+   defining Unicode char U+00D3 (decimal 211)
+   defining Unicode char U+00D4 (decimal 212)
+   defining Unicode char U+00D5 (decimal 213)
+   defining Unicode char U+00D6 (decimal 214)
+   defining Unicode char U+00D8 (decimal 216)
+   defining Unicode char U+00D9 (decimal 217)
+   defining Unicode char U+00DA (decimal 218)
+   defining Unicode char U+00DB (decimal 219)
+   defining Unicode char U+00DC (decimal 220)
+   defining Unicode char U+00DD (decimal 221)
+   defining Unicode char U+00DE (decimal 222)
+   defining Unicode char U+00DF (decimal 223)
+   defining Unicode char U+00E0 (decimal 224)
+   defining Unicode char U+00E1 (decimal 225)
+   defining Unicode char U+00E2 (decimal 226)
+   defining Unicode char U+00E3 (decimal 227)
+   defining Unicode char U+00E4 (decimal 228)
+   defining Unicode char U+00E5 (decimal 229)
+   defining Unicode char U+00E6 (decimal 230)
+   defining Unicode char U+00E7 (decimal 231)
+   defining Unicode char U+00E8 (decimal 232)
+   defining Unicode char U+00E9 (decimal 233)
+   defining Unicode char U+00EA (decimal 234)
+   defining Unicode char U+00EB (decimal 235)
+   defining Unicode char U+00EC (decimal 236)
+   defining Unicode char U+00ED (decimal 237)
+   defining Unicode char U+00EE (decimal 238)
+   defining Unicode char U+00EF (decimal 239)
+   defining Unicode char U+00F0 (decimal 240)
+   defining Unicode char U+00F1 (decimal 241)
+   defining Unicode char U+00F2 (decimal 242)
+   defining Unicode char U+00F3 (decimal 243)
+   defining Unicode char U+00F4 (decimal 244)
+   defining Unicode char U+00F5 (decimal 245)
+   defining Unicode char U+00F6 (decimal 246)
+   defining Unicode char U+00F8 (decimal 248)
+   defining Unicode char U+00F9 (decimal 249)
+   defining Unicode char U+00FA (decimal 250)
+   defining Unicode char U+00FB (decimal 251)
+   defining Unicode char U+00FC (decimal 252)
+   defining Unicode char U+00FD (decimal 253)
+   defining Unicode char U+00FE (decimal 254)
+   defining Unicode char U+00FF (decimal 255)
+   defining Unicode char U+0102 (decimal 258)
+   defining Unicode char U+0103 (decimal 259)
+   defining Unicode char U+0104 (decimal 260)
+   defining Unicode char U+0105 (decimal 261)
+   defining Unicode char U+0106 (decimal 262)
+   defining Unicode char U+0107 (decimal 263)
+   defining Unicode char U+010C (decimal 268)
+   defining Unicode char U+010D (decimal 269)
+   defining Unicode char U+010E (decimal 270)
+   defining Unicode char U+010F (decimal 271)
+   defining Unicode char U+0110 (decimal 272)
+   defining Unicode char U+0111 (decimal 273)
+   defining Unicode char U+0118 (decimal 280)
+   defining Unicode char U+0119 (decimal 281)
+   defining Unicode char U+011A (decimal 282)
+   defining Unicode char U+011B (decimal 283)
+   defining Unicode char U+011E (decimal 286)
+   defining Unicode char U+011F (decimal 287)
+   defining Unicode char U+0130 (decimal 304)
+   defining Unicode char U+0131 (decimal 305)
+   defining Unicode char U+0132 (decimal 306)
+   defining Unicode char U+0133 (decimal 307)
+   defining Unicode char U+0139 (decimal 313)
+   defining Unicode char U+013A (decimal 314)
+   defining Unicode char U+013D (decimal 317)
+   defining Unicode char U+013E (decimal 318)
+   defining Unicode char U+0141 (decimal 321)
+   defining Unicode char U+0142 (decimal 322)
+   defining Unicode char U+0143 (decimal 323)
+   defining Unicode char U+0144 (decimal 324)
+   defining Unicode char U+0147 (decimal 327)
+   defining Unicode char U+0148 (decimal 328)
+   defining Unicode char U+014A (decimal 330)
+   defining Unicode char U+014B (decimal 331)
+   defining Unicode char U+0150 (decimal 336)
+   defining Unicode char U+0151 (decimal 337)
+   defining Unicode char U+0152 (decimal 338)
+   defining Unicode char U+0153 (decimal 339)
+   defining Unicode char U+0154 (decimal 340)
+   defining Unicode char U+0155 (decimal 341)
+   defining Unicode char U+0158 (decimal 344)
+   defining Unicode char U+0159 (decimal 345)
+   defining Unicode char U+015A (decimal 346)
+   defining Unicode char U+015B (decimal 347)
+   defining Unicode char U+015E (decimal 350)
+   defining Unicode char U+015F (decimal 351)
+   defining Unicode char U+0160 (decimal 352)
+   defining Unicode char U+0161 (decimal 353)
+   defining Unicode char U+0162 (decimal 354)
+   defining Unicode char U+0163 (decimal 355)
+   defining Unicode char U+0164 (decimal 356)
+   defining Unicode char U+0165 (decimal 357)
+   defining Unicode char U+016E (decimal 366)
+   defining Unicode char U+016F (decimal 367)
+   defining Unicode char U+0170 (decimal 368)
+   defining Unicode char U+0171 (decimal 369)
+   defining Unicode char U+0178 (decimal 376)
+   defining Unicode char U+0179 (decimal 377)
+   defining Unicode char U+017A (decimal 378)
+   defining Unicode char U+017B (decimal 379)
+   defining Unicode char U+017C (decimal 380)
+   defining Unicode char U+017D (decimal 381)
+   defining Unicode char U+017E (decimal 382)
+   defining Unicode char U+200C (decimal 8204)
+   defining Unicode char U+2013 (decimal 8211)
+   defining Unicode char U+2014 (decimal 8212)
+   defining Unicode char U+2018 (decimal 8216)
+   defining Unicode char U+2019 (decimal 8217)
+   defining Unicode char U+201A (decimal 8218)
+   defining Unicode char U+201C (decimal 8220)
+   defining Unicode char U+201D (decimal 8221)
+   defining Unicode char U+201E (decimal 8222)
+   defining Unicode char U+2030 (decimal 8240)
+   defining Unicode char U+2031 (decimal 8241)
+   defining Unicode char U+2039 (decimal 8249)
+   defining Unicode char U+203A (decimal 8250)
+   defining Unicode char U+2423 (decimal 9251)
+)
+Now handling font encoding OT1 ...
+... processing UTF-8 mapping file for font encoding OT1
+
+(/usr/share/texlive/texmf-dist/tex/latex/base/ot1enc.dfu
+File: ot1enc.dfu 2008/04/05 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A1 (decimal 161)
+   defining Unicode char U+00A3 (decimal 163)
+   defining Unicode char U+00B8 (decimal 184)
+   defining Unicode char U+00BF (decimal 191)
+   defining Unicode char U+00C5 (decimal 197)
+   defining Unicode char U+00C6 (decimal 198)
+   defining Unicode char U+00D8 (decimal 216)
+   defining Unicode char U+00DF (decimal 223)
+   defining Unicode char U+00E6 (decimal 230)
+   defining Unicode char U+00EC (decimal 236)
+   defining Unicode char U+00ED (decimal 237)
+   defining Unicode char U+00EE (decimal 238)
+   defining Unicode char U+00EF (decimal 239)
+   defining Unicode char U+00F8 (decimal 248)
+   defining Unicode char U+0131 (decimal 305)
+   defining Unicode char U+0141 (decimal 321)
+   defining Unicode char U+0142 (decimal 322)
+   defining Unicode char U+0152 (decimal 338)
+   defining Unicode char U+0153 (decimal 339)
+   defining Unicode char U+2013 (decimal 8211)
+   defining Unicode char U+2014 (decimal 8212)
+   defining Unicode char U+2018 (decimal 8216)
+   defining Unicode char U+2019 (decimal 8217)
+   defining Unicode char U+201C (decimal 8220)
+   defining Unicode char U+201D (decimal 8221)
+)
+Now handling font encoding OMS ...
+... processing UTF-8 mapping file for font encoding OMS
+
+(/usr/share/texlive/texmf-dist/tex/latex/base/omsenc.dfu
+File: omsenc.dfu 2008/04/05 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A7 (decimal 167)
+   defining Unicode char U+00B6 (decimal 182)
+   defining Unicode char U+00B7 (decimal 183)
+   defining Unicode char U+2020 (decimal 8224)
+   defining Unicode char U+2021 (decimal 8225)
+   defining Unicode char U+2022 (decimal 8226)
+)
+Now handling font encoding OMX ...
+... no UTF-8 mapping file for font encoding OMX
+Now handling font encoding U ...
+... no UTF-8 mapping file for font encoding U
+Now handling font encoding PD1 ...
+... no UTF-8 mapping file for font encoding PD1
+   defining Unicode char U+00A9 (decimal 169)
+   defining Unicode char U+00AA (decimal 170)
+   defining Unicode char U+00AE (decimal 174)
+   defining Unicode char U+00BA (decimal 186)
+   defining Unicode char U+02C6 (decimal 710)
+   defining Unicode char U+02DC (decimal 732)
+   defining Unicode char U+200C (decimal 8204)
+   defining Unicode char U+2026 (decimal 8230)
+   defining Unicode char U+2122 (decimal 8482)
+   defining Unicode char U+2423 (decimal 9251)
+))
+(/var/lib/texmf/tex/generic/babel/babel.sty
+Package: babel 2008/07/08 v3.8m The Babel package
+
+(/usr/share/texlive/texmf-dist/tex/generic/babel/english.ldf
+Language: english 2005/03/30 v3.3o English support from the babel system
+
+(/usr/share/texlive/texmf-dist/tex/generic/babel/babel.def
+File: babel.def 2008/07/08 v3.8m Babel common definitions
+LaTeX Info: Redefining \textlatin on input line 82.
+\babel@savecnt=\count153
+\U@D=\dimen182
+)
+\l@canadian = a dialect from \language\l@american 
+\l@australian = a dialect from \language\l@british 
+\l@newzealand = a dialect from \language\l@british 
+))
+(/usr/share/texlive/texmf-dist/tex/latex/polski/polski.sty
+Package: polski 2008/02/24 v1.3.3 Polish language package
+
+Document language package `polski' v1.3.3 <2008/02/24>
+   Inputenc package detected. Catcodes not changed.
+   Switching to Polish text encoding and Polish maths fonts.
+(/usr/share/texlive/texmf-dist/tex/latex/base/ot4enc.def
+File: ot4enc.def 2005/09/27 v1.99g Standard LaTeX file
+Now handling font encoding OT4 ...
+... no UTF-8 mapping file for font encoding OT4
+)
+LaTeX Font Info:    Try loading font information for OT4+cmss on input line 346
+.
+
+(/usr/share/texlive/texmf-dist/tex/latex/polski/ot4cmss.fd
+File: ot4cmss.fd 2008/02/24 v1.2.1 Font defs for fonts PL (MW)
+)
+LaTeX Font Info:    Overwriting math alphabet `\mathbf' in version `normal'
+(Font)                  OT1/cmr/bx/n --> OT4/cmr/bx/n on input line 346.
+LaTeX Font Info:    Overwriting math alphabet `\mathsf' in version `normal'
+(Font)                  OT1/cmss/m/n --> OT4/cmss/m/n on input line 346.
+LaTeX Font Info:    Overwriting math alphabet `\mathit' in version `normal'
+(Font)                  OT1/cmr/m/it --> OT4/cmr/m/it on input line 346.
+LaTeX Font Info:    Overwriting math alphabet `\mathtt' in version `normal'
+(Font)                  OT1/cmtt/m/n --> OT4/cmtt/m/n on input line 346.
+LaTeX Font Info:    Overwriting math alphabet `\mathsf' in version `bold'
+(Font)                  OT1/cmss/bx/n --> OT4/cmss/bx/n on input line 346.
+LaTeX Font Info:    Overwriting math alphabet `\mathit' in version `bold'
+(Font)                  OT1/cmr/bx/it --> OT4/cmr/bx/it on input line 346.
+LaTeX Font Info:    Encoding `OT1' has changed to `OT4' for symbol font
+(Font)              `operators' in the math version `normal' on input line 346.
+
+LaTeX Font Info:    Overwriting symbol font `operators' in version `normal'
+(Font)                  OT1/cmr/m/n --> OT4/cmr/m/n on input line 346.
+LaTeX Font Info:    Overwriting symbol font `letters' in version `normal'
+(Font)                  OML/cmm/m/it --> OML/plm/m/it on input line 346.
+LaTeX Font Info:    Overwriting symbol font `symbols' in version `normal'
+(Font)                  OMS/cmsy/m/n --> OMS/plsy/m/n on input line 346.
+LaTeX Font Info:    Overwriting symbol font `largesymbols' in version `normal'
+(Font)                  OMX/cmex/m/n --> OMX/plex/m/n on input line 346.
+LaTeX Font Info:    Encoding `OT1' has changed to `OT4' for symbol font
+(Font)              `operators' in the math version `bold' on input line 346.
+LaTeX Font Info:    Overwriting symbol font `operators' in version `bold'
+(Font)                  OT1/cmr/bx/n --> OT4/cmr/bx/n on input line 346.
+LaTeX Font Info:    Overwriting symbol font `letters' in version `bold'
+(Font)                  OML/cmm/b/it --> OML/plm/b/it on input line 346.
+LaTeX Font Info:    Overwriting symbol font `symbols' in version `bold'
+(Font)                  OMS/cmsy/b/n --> OMS/plsy/b/n on input line 346.
+)
+(/usr/share/texlive/texmf-dist/tex/latex/hepnames/hepnicenames.sty
+Package: hepnicenames 2007/03/07 Friendly alternatives to the PEN particle code
+s (version 1.4)
+
+(/usr/share/texlive/texmf-dist/tex/latex/hepnames/heppennames.sty
+Package: heppennames 2007/03/07 Elementary Particle Naming Scheme (version 1.4)
+
+
+(/usr/share/texlive/texmf-dist/tex/latex/hepparticles/hepparticles.sty
+Package: hepparticles 2005/02/22 HEP particle typesetting (v1.4)
+
+(/usr/share/texlive/texmf-dist/tex/latex/maybemath/maybemath.sty
+Package: maybemath 2005/2/22
+
+(/usr/share/texlive/texmf-dist/tex/latex/tools/bm.sty
+Package: bm 2004/02/26 v1.1c Bold Symbol Support (DPC/FMi)
+\symboldoperators=\mathgroup6
+\symboldletters=\mathgroup7
+\symboldsymbols=\mathgroup8
+\symboldlargesymbols=\mathgroup9
+LaTeX Font Info:    Redeclaring math alphabet \mathbf on input line 138.
+LaTeX Info: Redefining \bm on input line 204.
+)))
+(/usr/share/texlive/texmf-dist/tex/latex/tools/xspace.sty
+Package: xspace 2009/10/20 v1.13 Space after command names (DPC,MH)
+)))
+(/usr/share/texlive/texmf-dist/tex/latex/hepunits/hepunits.sty
+Package: hepunits 2007/09/27 High-energy physics units by Andy Buckley (v1.1.1)
+
+
+(/usr/share/texlive/texmf-dist/tex/latex/SIunits/SIunits.sty
+Package: SIunits 2007/12/02 v1.36 Support for the International System of units
+ (MH)
+
+
+\@qskwidth=\skip57
+Now handling font encoding TS1 ...
+... processing UTF-8 mapping file for font encoding TS1
+(/usr/share/texlive/texmf-dist/tex/latex/base/ts1enc.dfu
+File: ts1enc.dfu 2008/04/05 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A2 (decimal 162)
+   defining Unicode char U+00A3 (decimal 163)
+   defining Unicode char U+00A4 (decimal 164)
+   defining Unicode char U+00A5 (decimal 165)
+   defining Unicode char U+00A6 (decimal 166)
+   defining Unicode char U+00A7 (decimal 167)
+   defining Unicode char U+00A8 (decimal 168)
+   defining Unicode char U+00A9 (decimal 169)
+   defining Unicode char U+00AA (decimal 170)
+   defining Unicode char U+00AC (decimal 172)
+   defining Unicode char U+00AE (decimal 174)
+   defining Unicode char U+00AF (decimal 175)
+   defining Unicode char U+00B0 (decimal 176)
+   defining Unicode char U+00B1 (decimal 177)
+   defining Unicode char U+00B2 (decimal 178)
+   defining Unicode char U+00B3 (decimal 179)
+   defining Unicode char U+00B4 (decimal 180)
+   defining Unicode char U+00B5 (decimal 181)
+   defining Unicode char U+00B6 (decimal 182)
+   defining Unicode char U+00B7 (decimal 183)
+   defining Unicode char U+00B9 (decimal 185)
+   defining Unicode char U+00BA (decimal 186)
+   defining Unicode char U+00BC (decimal 188)
+   defining Unicode char U+00BD (decimal 189)
+   defining Unicode char U+00BE (decimal 190)
+   defining Unicode char U+00D7 (decimal 215)
+   defining Unicode char U+00F7 (decimal 247)
+   defining Unicode char U+0192 (decimal 402)
+   defining Unicode char U+02C7 (decimal 711)
+   defining Unicode char U+02D8 (decimal 728)
+   defining Unicode char U+02DD (decimal 733)
+   defining Unicode char U+0E3F (decimal 3647)
+   defining Unicode char U+2016 (decimal 8214)
+   defining Unicode char U+2020 (decimal 8224)
+   defining Unicode char U+2021 (decimal 8225)
+   defining Unicode char U+2022 (decimal 8226)
+   defining Unicode char U+2030 (decimal 8240)
+   defining Unicode char U+2031 (decimal 8241)
+   defining Unicode char U+203B (decimal 8251)
+   defining Unicode char U+203D (decimal 8253)
+   defining Unicode char U+2044 (decimal 8260)
+   defining Unicode char U+204E (decimal 8270)
+   defining Unicode char U+2052 (decimal 8274)
+   defining Unicode char U+20A1 (decimal 8353)
+   defining Unicode char U+20A4 (decimal 8356)
+   defining Unicode char U+20A6 (decimal 8358)
+   defining Unicode char U+20A9 (decimal 8361)
+   defining Unicode char U+20AB (decimal 8363)
+   defining Unicode char U+20AC (decimal 8364)
+   defining Unicode char U+20B1 (decimal 8369)
+   defining Unicode char U+2103 (decimal 8451)
+   defining Unicode char U+2116 (decimal 8470)
+   defining Unicode char U+2117 (decimal 8471)
+   defining Unicode char U+211E (decimal 8478)
+   defining Unicode char U+2120 (decimal 8480)
+   defining Unicode char U+2122 (decimal 8482)
+   defining Unicode char U+2126 (decimal 8486)
+   defining Unicode char U+2127 (decimal 8487)
+   defining Unicode char U+212E (decimal 8494)
+   defining Unicode char U+2190 (decimal 8592)
+   defining Unicode char U+2191 (decimal 8593)
+   defining Unicode char U+2192 (decimal 8594)
+   defining Unicode char U+2193 (decimal 8595)
+   defining Unicode char U+2329 (decimal 9001)
+   defining Unicode char U+232A (decimal 9002)
+   defining Unicode char U+2422 (decimal 9250)
+   defining Unicode char U+25E6 (decimal 9702)
+   defining Unicode char U+25EF (decimal 9711)
+   defining Unicode char U+266A (decimal 9834)
+)
+\symgreek=\mathgroup10
+
+(/usr/share/texlive/texmf-dist/tex/latex/SIunits/SIunits.cfg)
+LaTeX Info: Redefining \usk on input line 576.
+
+Option `mediumspace' provided!
+LaTeX Info: Redefining \@qsk on input line 576.
+Option `thickqspace' provided!
+Option `textstyle' provided!
+Option `squaren' provided!
+)) (/usr/share/texmf/tex/latex/feynmf/feynmp.sty
+Package: feynmp 1996/12/02 v1.08 LaTeX/MetaPost Feynman Diagram Package (ohl)
+\@outfmf=\write5
+\fmfbuf@=\toks42
+\c@fmfgraph=\count154
+)
+(/usr/share/texlive/texmf-dist/tex/latex/pst-pdf/pst-pdf.sty
+Package: pst-pdf 2008/10/09 v1.1v PS graphics for pdfLaTeX (RN,HjG)
+\c@pspicture=\count155
+Package pst-pdf Info: MODE: 1 (pdfTeX mode) on input line 214.
+
+(/usr/share/texlive/texmf-dist/tex/latex/pstricks/pstricks.sty
+Package: pstricks 2011/10/31 v0.52 LaTeX wrapper for `PSTricks' (RN,HV)
+
+(/usr/share/texlive/texmf-dist/tex/generic/pstricks/pstricks.tex
+(/usr/share/texlive/texmf-dist/tex/generic/xkeyval/pst-xkey.tex
+File: pst-xkey.tex 2005/11/25 v1.6 PSTricks specialization of xkeyval (HA)
+
+(/usr/share/texlive/texmf-dist/tex/latex/xkeyval/xkeyval.sty
+Package: xkeyval 2008/08/13 v2.6a package option processing (HA)
+
+(/usr/share/texlive/texmf-dist/tex/generic/xkeyval/xkeyval.tex
+\XKV@toks=\toks43
+\XKV@tempa@toks=\toks44
+\XKV@depth=\count156
+File: xkeyval.tex 2008/08/13 v2.6a key=value parser (HA)
+)))
+(/usr/share/texlive/texmf-dist/tex/generic/pstricks/pst-fp.tex
+`pst-fp' v0.05, 2010/01/17 (hv)
+\pstFP@xs=\count157
+\pstFP@xia=\count158
+\pstFP@xib=\count159
+\pstFP@xfa=\count160
+\pstFP@xfb=\count161
+\pstFP@rega=\count162
+\pstFP@regb=\count163
+\pstFP@regs=\count164
+\pstFP@times=\count165
+)
+\psLoopIndex=\count166
+
+`PSTricks' v2.29  <2012/06/04> (tvz)
+\pst@dima=\dimen183
+\pst@dimb=\dimen184
+\pst@dimc=\dimen185
+\pst@dimd=\dimen186
+\pst@dimg=\dimen187
+\pst@dimh=\dimen188
+\pst@dimm=\dimen189
+\pst@dimn=\dimen190
+\pst@dimo=\dimen191
+\pst@dimp=\dimen192
+\pst@hbox=\box53
+\pst@ibox=\box54
+\pst@boxg=\box55
+\pst@cnta=\count167
+\pst@cntb=\count168
+\pst@cntc=\count169
+\pst@cntd=\count170
+\pst@cntg=\count171
+\pst@cnth=\count172
+\pst@cntm=\count173
+\pst@cntn=\count174
+\pst@cnto=\count175
+\pst@cntp=\count176
+\@zero=\count177
+\pst@toks=\toks45
+(/usr/share/texlive/texmf-dist/tex/generic/pstricks/pstricks.con)
+\psunit=\dimen193
+\psxunit=\dimen194
+\psyunit=\dimen195
+\pst@C@@rType=\count178
+\pslinewidth=\dimen196
+\psk@startLW=\dimen197
+\psk@endLW=\dimen198
+\pst@customdefs=\toks46
+\pslinearc=\dimen199
+\pst@symbolStep=\dimen200
+\pst@symbolWidth=\dimen201
+\pst@symbolLinewidth=\dimen202
+\everypsbox=\toks47
+\psframesep=\dimen203
+\pslabelsep=\dimen204
+\pst@shift=\dimen205
+\theoverlaybox=\box56
+)
+File: pstricks.tex 2012/06/04 v2.29 `PSTricks' (tvz,hv)
+
+(/usr/share/texlive/texmf-dist/tex/generic/pstricks/pst-fp.tex)
+File: pst-fp.tex 2012/06/04 v2.29 `PST-fp' (hv)
+)
+\ppf@output=\toks48
+
+(/usr/share/texmf/tex/latex/preview/preview.sty
+Package: preview 2010/02/14 11.86 (AUCTeX/preview-latex)
+\pr@snippet=\count179
+\pr@box=\box57
+\pr@output=\toks49
+)
+(/usr/share/texlive/texmf-dist/tex/latex/graphics/dvips.def
+File: dvips.def 1999/02/16 v3.0i Driver-dependant file (DPC,SPQR)
+)
+(/usr/share/texlive/texmf-dist/tex/latex/environ/environ.sty
+Package: environ 2008/06/18 v0.2 A new way to define environments
+))
+(./beamerthemeSybila.sty
+(/usr/share/texmf/tex/latex/beamer/base/themes/outer/beamerouterthemesplit.sty
+Package: beamerouterthemesplit 2010/06/17  (rcs-revision d02a7cf4d8ae)
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/inner/beamerinnerthemerounded.st
+y
+Package: beamerinnerthemerounded 2010/06/17  (rcs-revision d02a7cf4d8ae)
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/font/beamerfontthemestructurebol
+d.sty
+Package: beamerfontthemestructurebold 2010/06/17  (rcs-revision d02a7cf4d8ae)
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/outer/beamerouterthemeshadow.sty
+Package: beamerouterthemeshadow 2010/06/17  (rcs-revision d02a7cf4d8ae)
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/color/beamercolorthemewhale.sty
+Package: beamercolorthemewhale 2010/06/17  (rcs-revision d02a7cf4d8ae)
+)
+(/usr/share/texmf/tex/latex/beamer/base/themes/color/beamercolorthemeorchid.sty
+Package: beamercolorthemeorchid 2010/06/17  (rcs-revision d02a7cf4d8ae)
+))
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `superscript' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `superscript' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `\\' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `superscript' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `superscript' on input line 45.
+
+
+Package hyperref Warning: Token not allowed in a PDF string (PDFDocEncoding):
+(hyperref)                removing `math shift' on input line 45.
+
+(./kagg.aux)
+\openout1 = `kagg.aux'.
+
+LaTeX Font Info:    Checking defaults for OML/cmm/m/it on input line 55.
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for T1/cmr/m/n on input line 55.
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for OT1/cmr/m/n on input line 55.
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for OMS/cmsy/m/n on input line 55.
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for OMX/cmex/m/n on input line 55.
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for U/cmr/m/n on input line 55.
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for PD1/pdf/m/n on input line 55.
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for OT4/cmr/m/n on input line 55.
+LaTeX Font Info:    Try loading font information for OT4+cmr on input line 55.
+ (/usr/share/texlive/texmf-dist/tex/latex/polski/ot4cmr.fd
+File: ot4cmr.fd 2008/02/24 v1.2.1 Font defs for fonts PL (MW)
+)
+LaTeX Font Info:    ... okay on input line 55.
+LaTeX Font Info:    Checking defaults for TS1/cmr/m/n on input line 55.
+LaTeX Font Info:    Try loading font information for TS1+cmr on input line 55.
+
+(/usr/share/texlive/texmf-dist/tex/latex/base/ts1cmr.fd
+File: ts1cmr.fd 1999/05/25 v2.5h Standard LaTeX font definitions
+)
+LaTeX Font Info:    ... okay on input line 55.
+
+*geometry* driver: auto-detecting
+*geometry* detected driver: pdftex
+*geometry* verbose mode - [ preamble ] result:
+* driver: pdftex
+* paper: custom
+* layout: <same size as paper>
+* layoutoffset:(h,v)=(0.0pt,0.0pt)
+* modes: includehead includefoot 
+* h-part:(L,W,R)=(28.45274pt, 307.28987pt, 28.45274pt)
+* v-part:(T,H,B)=(0.0pt, 273.14662pt, 0.0pt)
+* \paperwidth=364.19536pt
+* \paperheight=273.14662pt
+* \textwidth=307.28987pt
+* \textheight=244.6939pt
+* \oddsidemargin=-43.81725pt
+* \evensidemargin=-43.81725pt
+* \topmargin=-72.26999pt
+* \headheight=14.22636pt
+* \headsep=0.0pt
+* \topskip=11.0pt
+* \footskip=14.22636pt
+* \marginparwidth=4.0pt
+* \marginparsep=10.0pt
+* \columnsep=10.0pt
+* \skip\footins=10.0pt plus 4.0pt minus 2.0pt
+* \hoffset=0.0pt
+* \voffset=0.0pt
+* \mag=1000
+* \@twocolumnfalse
+* \@twosidefalse
+* \@mparswitchfalse
+* \@reversemarginfalse
+* (1in=72.27pt=25.4mm, 1cm=28.453pt)
+
+(/usr/share/texlive/texmf-dist/tex/context/base/supp-pdf.mkii
+[Loading MPS to PDF converter (version 2006.09.02).]
+\scratchcounter=\count180
+\scratchdimen=\dimen206
+\scratchbox=\box58
+\nofMPsegments=\count181
+\nofMParguments=\count182
+\everyMPshowfont=\toks50
+\MPscratchCnt=\count183
+\MPscratchDim=\dimen207
+\MPnumerator=\count184
+\makeMPintoPDFobject=\count185
+\everyMPtoPDFconversion=\toks51
+) ABD: EveryShipout initializing macros
+\AtBeginShipoutBox=\box59
+Package hyperref Info: Link coloring OFF on input line 55.
+
+(/usr/share/texlive/texmf-dist/tex/latex/hyperref/nameref.sty
+Package: nameref 2010/04/30 v2.40 Cross-referencing by name of section
+
+(/usr/share/texlive/texmf-dist/tex/generic/oberdiek/gettitlestring.sty
+Package: gettitlestring 2010/12/03 v1.4 Cleanup title references (HO)
+)
+\c@section@level=\count186
+)
+LaTeX Info: Redefining \ref on input line 55.
+LaTeX Info: Redefining \pageref on input line 55.
+LaTeX Info: Redefining \nameref on input line 55.
+
+(./kagg.out) (./kagg.out)
+\@outlinefile=\write6
+\openout6 = `kagg.out'.
+
+LaTeX Font Info:    Encoding `OT4' has changed to `OT1' for symbol font
+(Font)              `operators' in the math version `normal' on input line 55.
+LaTeX Font Info:    Overwriting symbol font `operators' in version `normal'
+(Font)                  OT4/cmr/m/n --> OT1/cmss/m/n on input line 55.
+LaTeX Font Info:    Encoding `OT4' has changed to `OT1' for symbol font
+(Font)              `operators' in the math version `bold' on input line 55.
+LaTeX Font Info:    Overwriting symbol font `operators' in version `bold'
+(Font)                  OT4/cmr/bx/n --> OT1/cmss/bx/n on input line 55.
+\symnumbers=\mathgroup11
+\sympureletters=\mathgroup12
+LaTeX Font Info:    Overwriting math alphabet `\mathrm' in version `normal'
+(Font)                  OT1/cmss/m/n --> OT4/cmr/m/n on input line 55.
+LaTeX Font Info:    Redeclaring math alphabet \mathbf on input line 55.
+LaTeX Font Info:    Redeclaring math alphabet \mathsf on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathsf' in version `normal'
+(Font)                  OT4/cmss/m/n --> OT4/cmss/m/n on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathsf' in version `bold'
+(Font)                  OT4/cmss/bx/n --> OT4/cmss/m/n on input line 55.
+LaTeX Font Info:    Redeclaring math alphabet \mathit on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathit' in version `normal'
+(Font)                  OT4/cmr/m/it --> OT4/cmss/m/it on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathit' in version `bold'
+(Font)                  OT4/cmr/bx/it --> OT4/cmss/m/it on input line 55.
+LaTeX Font Info:    Redeclaring math alphabet \mathtt on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathtt' in version `normal'
+(Font)                  OT4/cmtt/m/n --> OT4/cmtt/m/n on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathtt' in version `bold'
+(Font)                  OT1/cmtt/m/n --> OT4/cmtt/m/n on input line 55.
+LaTeX Font Info:    Overwriting symbol font `numbers' in version `bold'
+(Font)                  OT4/cmss/m/n --> OT4/cmss/bx/n on input line 55.
+LaTeX Font Info:    Overwriting symbol font `pureletters' in version `bold'
+(Font)                  OT4/cmss/m/it --> OT4/cmss/bx/it on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathrm' in version `bold'
+(Font)                  OT1/cmss/bx/n --> OT4/cmr/bx/n on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathbf' in version `bold'
+(Font)                  OT4/cmss/bx/n --> OT4/cmss/bx/n on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathsf' in version `bold'
+(Font)                  OT4/cmss/m/n --> OT4/cmss/bx/n on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathit' in version `bold'
+(Font)                  OT4/cmss/m/it --> OT4/cmss/bx/it on input line 55.
+LaTeX Font Info:    Overwriting math alphabet `\mathtt' in version `bold'
+(Font)                  OT4/cmtt/m/n --> OT4/cmtt/bx/n on input line 55.
+
+(/usr/share/texmf/tex/latex/beamer/base/translator/dicts/translator-basic-dicti
+onary/translator-basic-dictionary-English.dict
+Dictionary: translator-basic-dictionary, Language: English 
+)
+(/usr/share/texmf/tex/latex/beamer/base/translator/dicts/translator-bibliograph
+y-dictionary/translator-bibliography-dictionary-English.dict
+Dictionary: translator-bibliography-dictionary, Language: English 
+)
+(/usr/share/texmf/tex/latex/beamer/base/translator/dicts/translator-environment
+-dictionary/translator-environment-dictionary-English.dict
+Dictionary: translator-environment-dictionary, Language: English 
+)
+(/usr/share/texmf/tex/latex/beamer/base/translator/dicts/translator-months-dict
+ionary/translator-months-dictionary-English.dict
+Dictionary: translator-months-dictionary, Language: English 
+)
+(/usr/share/texmf/tex/latex/beamer/base/translator/dicts/translator-numbers-dic
+tionary/translator-numbers-dictionary-English.dict
+Dictionary: translator-numbers-dictionary, Language: English 
+)
+(/usr/share/texmf/tex/latex/beamer/base/translator/dicts/translator-theorem-dic
+tionary/translator-theorem-dictionary-English.dict
+Dictionary: translator-theorem-dictionary, Language: English 
+)
+Option `squaren' provided! 
+ Command \squaren defined by SIunits package!
+
+LaTeX Info: Redefining \micro on input line 55.
+
+Package SIunits Warning: The command \gray was already defined.
+(SIunits)                Possibly due to the pstricks package.
+
+Hint: use option `pstricks' or `Gray' with SIunits package.
+See SIunits.dvi or readme.txt section: Known problems and limitations.
+
+Preview: Fontsize 10.95pt
+Preview: PDFoutput 1
+(./kagg.nav)
+LaTeX Font Info:    Try loading font information for OML+plm on input line 55.
+ (/usr/share/texlive/texmf-dist/tex/latex/polski/omlplm.fd
+File: omlplm.fd 2008/02/24 v1.2.1 Font defs for fonts PL (MW)
+)
+LaTeX Font Info:    Try loading font information for OMS+plsy on input line 55.
+
+
+(/usr/share/texlive/texmf-dist/tex/latex/polski/omsplsy.fd
+File: omsplsy.fd 2008/02/24 v1.2.1 Font defs for fonts PL (MW)
+)
+LaTeX Font Info:    Try loading font information for OMX+plex on input line 55.
+
+
+(/usr/share/texlive/texmf-dist/tex/latex/polski/omxplex.fd
+File: omxplex.fd 2008/02/24 v1.2.1 Font defs for fonts PL (MW)
+)
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <6> on input line 55.
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <5> on input line 55.
+LaTeX Font Info:    Try loading font information for U+msa on input line 55.
+
+(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsa.fd
+File: umsa.fd 2009/06/22 v3.00 AMS symbols A
+)
+LaTeX Font Info:    Try loading font information for U+msb on input line 55.
+
+(/usr/share/texlive/texmf-dist/tex/latex/amsfonts/umsb.fd
+File: umsb.fd 2009/06/22 v3.00 AMS symbols B
+)
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <6> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 55.
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <5> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 55.
+
+Overfull \hbox (77.93239pt too wide) in paragraph at lines 55--55
+ [][] 
+ []
+
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <10.95> on input line 57.
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <8> on input line 57.
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <10.95> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 57.
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <8> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 57.
+<images/CERN-logo.jpg, id=13, 603.25375pt x 602.25pt>
+File: images/CERN-logo.jpg Graphic file (type jpg)
+
+<use images/CERN-logo.jpg>
+Package pdftex.def Info: images/CERN-logo.jpg used on input line 57.
+(pdftex.def)             Requested size: 25.64484pt x 25.6073pt.
+ <images/uzh.jpg, id=14, 403.5075pt x 125.46875pt>
+File: images/uzh.jpg Graphic file (type jpg)
+
+<use images/uzh.jpg>
+Package pdftex.def Info: images/uzh.jpg used on input line 57.
+(pdftex.def)             Requested size: 85.35826pt x 26.54065pt.
+ <images/ifj.png, id=15, 354.32375pt x 320.19624pt>
+File: images/ifj.png Graphic file (type png)
+
+<use images/ifj.png>
+Package pdftex.def Info: images/ifj.png used on input line 57.
+(pdftex.def)             Requested size: 28.33566pt x 25.6073pt.
+ <images/yandex.png, id=16, 289.08pt x 144.54pt>
+File: images/yandex.png Graphic file (type png)
+
+<use images/yandex.png>
+Package pdftex.def Info: images/yandex.png used on input line 57.
+(pdftex.def)             Requested size: 51.2117pt x 25.6073pt.
+ <images/kuch.jpg, id=17, 68.255pt x 93.34875pt>
+File: images/kuch.jpg Graphic file (type jpg)
+
+<use images/kuch.jpg>
+Package pdftex.def Info: images/kuch.jpg used on input line 57.
+(pdftex.def)             Requested size: 18.72278pt x 25.6073pt.
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <10> on input line 57.
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <7> on input line 57.
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <10> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 57.
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <7> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 57.
+ [1
+
+
+Non-PDF special ignored!
+Non-PDF special ignored!{/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map} <./
+images/CERN-logo.jpg> <./images/uzh.jpg> <./images/ifj.png> <./images/yandex.pn
+g> <./images/kuch.jpg>]
+
+Package hyperref Warning: Option `pdfauthor' has already been used,
+(hyperref)                setting the option has no effect on input line 58.
+
+<images/NASA.png, id=30, 301.125pt x 301.125pt>
+File: images/NASA.png Graphic file (type png)
+ <use images/NASA.png>
+Package pdftex.def Info: images/NASA.png used on input line 96.
+(pdftex.def)             Requested size: 25.60677pt x 25.6073pt.
+
+<images/download.png, id=31, 225.84375pt x 225.84375pt>
+File: images/download.png Graphic file (type png)
+
+<use images/download.png>
+Package pdftex.def Info: images/download.png used on input line 96.
+(pdftex.def)             Requested size: 25.60446pt x 25.6073pt.
+ <images/ford.jpg, id=32, 344.28625pt x 147.55125pt>
+File: images/ford.jpg Graphic file (type jpg)
+
+<use images/ford.jpg>
+Package pdftex.def Info: images/ford.jpg used on input line 96.
+(pdftex.def)             Requested size: 59.74666pt x 25.6073pt.
+ <images/fb.jpg, id=33, 367.3725pt x 138.5175pt>
+File: images/fb.jpg Graphic file (type jpg)
+
+<use images/fb.jpg>
+Package pdftex.def Info: images/fb.jpg used on input line 96.
+(pdftex.def)             Requested size: 67.91238pt x 25.6073pt.
+
+<images/ATLAS-chrome-logo-blue_hi.png, id=34, 1092.9633pt x 420.8523pt>
+File: images/ATLAS-chrome-logo-blue_hi.png Graphic file (type png)
+
+<use images/ATLAS-chrome-logo-blue_hi.png>
+Package pdftex.def Info: images/ATLAS-chrome-logo-blue_hi.png used on input lin
+e 96.
+(pdftex.def)             Requested size: 66.49222pt x 25.6073pt.
+ [2
+
+ <./images/NASA.png> <./images/download.png> <./images/ford.jpg> <./images/fb.j
+pg> <./images/ATLAS-chrome-logo-blue_hi.png>] <images/kagg_now.png, id=49, 963.
+6pt x 336.25626pt>
+File: images/kagg_now.png Graphic file (type png)
+
+<use images/kagg_now.png>
+Package pdftex.def Info: images/kagg_now.png used on input line 116.
+(pdftex.def)             Requested size: 284.52756pt x 99.28708pt.
+ [3
+
+ <./images/kagg_now.png>]
+<images/higgs.png, id=57, 1003.75pt x 264.99pt>
+File: images/higgs.png Graphic file (type png)
+ <use images/higgs.png>
+Package pdftex.def Info: images/higgs.png used on input line 138.
+(pdftex.def)             Requested size: 137.31255pt x 36.24922pt.
+
+<images/HiggsML-sm.jpg, id=58, 301.125pt x 287.0725pt>
+File: images/HiggsML-sm.jpg Graphic file (type jpg)
+
+<use images/HiggsML-sm.jpg>
+Package pdftex.def Info: images/HiggsML-sm.jpg used on input line 138.
+(pdftex.def)             Requested size: 137.31255pt x 130.90729pt.
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <14.4> on input line 138.
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <14.4> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 138.
+
+ [4
+
+ <./images/higgs.png> <./images/HiggsML-sm.jpg>]
+<images/bananaB.pdf, id=71, 569.12625pt x 370.38374pt>
+File: images/bananaB.pdf Graphic file (type pdf)
+
+<use images/bananaB.pdf>
+Package pdftex.def Info: images/bananaB.pdf used on input line 157.
+(pdftex.def)             Requested size: 137.31255pt x 89.36299pt.
+ [5
+
+ <./images/bananaB.pdf, page is rotated 90 degrees>] [6
+
+]
+LaTeX Font Info:    External font `plex10' loaded for size
+(Font)              <9> on input line 183.
+LaTeX Font Info:    Font shape `OT4/cmss/m/it' in size <9> not available
+(Font)              Font shape `OT4/cmss/m/sl' tried instead on input line 183.
+
+ [7
+
+] [8
+
+] [9
+
+] <images/images.jpg, id=153, 225.84375pt x 225.84375pt>
+File: images/images.jpg Graphic file (type jpg)
+
+<use images/images.jpg>
+Package pdftex.def Info: images/images.jpg used on input line 239.
+(pdftex.def)             Requested size: 137.31255pt x 137.31993pt.
+ [10
+
+ <./images/images.jpg>] [11
+
+]
+\tf@nav=\write7
+\openout7 = `kagg.nav'.
+
+\tf@toc=\write8
+\openout8 = `kagg.toc'.
+
+\tf@snm=\write9
+\openout9 = `kagg.snm'.
+
+Package atveryend Info: Empty hook `BeforeClearDocument' on input line 269.
+Package atveryend Info: Empty hook `AfterLastShipout' on input line 269.
+ (./kagg.aux)
+Package atveryend Info: Executing hook `AtVeryEndDocument' on input line 269.
+Package atveryend Info: Executing hook `AtEndAfterFileList' on input line 269.
+Package rerunfilecheck Info: File `kagg.out' has not changed.
+(rerunfilecheck)             Checksum: D41D8CD98F00B204E9800998ECF8427E;0.
+Package atveryend Info: Empty hook `AtVeryVeryEnd' on input line 269.
+ ) 
+Here is how much of TeX's memory you used:
+ 20389 strings out of 493485
+ 346584 string characters out of 3143525
+ 460891 words of memory out of 3000000
+ 23110 multiletter control sequences out of 15000+200000
+ 43327 words of font info for 125 fonts, out of 3000000 for 9000
+ 957 hyphenation exceptions out of 8191
+ 49i,33n,64p,420b,752s stack positions out of 5000i,500n,10000p,200000b,50000s
+{/usr/share/texlive/texmf-dist/fonts/enc/dvips/pl/plrm.enc}{/usr/share/texliv
+e/texmf-dist/fonts/enc/dvips/pl/plme.enc}{/usr/share/texlive/texmf-dist/fonts/e
+nc/dvips/pl/plms.enc}{/usr/share/texlive/texmf-dist/fonts/enc/dvips/pl/plmi.enc
+}</usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmss10.pfb></usr
+/share/texlive/texmf-dist/fonts/type1/public/pl/plex10.pfb></usr/share/texlive/
+texmf-dist/fonts/type1/public/pl/plmi10.pfb></usr/share/texlive/texmf-dist/font
+s/type1/public/pl/plmi12.pfb></usr/share/texlive/texmf-dist/fonts/type1/public/
+pl/plmi8.pfb></usr/share/texlive/texmf-dist/fonts/type1/public/pl/plss10.pfb></
+usr/share/texlive/texmf-dist/fonts/type1/public/pl/plss8.pfb></usr/share/texliv
+e/texmf-dist/fonts/type1/public/pl/plss9.pfb></usr/share/texlive/texmf-dist/fon
+ts/type1/public/pl/plssbx10.pfb></usr/share/texlive/texmf-dist/fonts/type1/publ
+ic/pl/plssi10.pfb></usr/share/texlive/texmf-dist/fonts/type1/public/pl/plssi12.
+pfb></usr/share/texlive/texmf-dist/fonts/type1/public/pl/plssi8.pfb></usr/share
+/texlive/texmf-dist/fonts/type1/public/pl/plsy10.pfb></usr/share/texlive/texmf-
+dist/fonts/type1/public/pl/plsy8.pfb>
+Output written on kagg.pdf (11 pages, 3575749 bytes).
+PDF statistics:
+ 222 PDF objects out of 1000 (max. 8388607)
+ 138 compressed objects within 2 object streams
+ 22 named destinations out of 1000 (max. 500000)
+ 126 words of extra memory for PDF output out of 10000 (max. 10000000)
+
diff --git a/Kaggle/kagg.nav b/Kaggle/kagg.nav
new file mode 100644
index 0000000..95554dd
--- /dev/null
+++ b/Kaggle/kagg.nav
@@ -0,0 +1,28 @@
+\beamer@endinputifotherversion {3.10pt}
+\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}}
+\headcommand {\beamer@framepages {1}{1}}
+\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}}
+\headcommand {\beamer@framepages {2}{2}}
+\headcommand {\slideentry {0}{0}{3}{3/3}{}{0}}
+\headcommand {\beamer@framepages {3}{3}}
+\headcommand {\slideentry {0}{0}{4}{4/4}{}{0}}
+\headcommand {\beamer@framepages {4}{4}}
+\headcommand {\slideentry {0}{0}{5}{5/5}{}{0}}
+\headcommand {\beamer@framepages {5}{5}}
+\headcommand {\slideentry {0}{0}{6}{6/6}{}{0}}
+\headcommand {\beamer@framepages {6}{6}}
+\headcommand {\slideentry {0}{0}{7}{7/7}{}{0}}
+\headcommand {\beamer@framepages {7}{7}}
+\headcommand {\slideentry {0}{0}{8}{8/8}{}{0}}
+\headcommand {\beamer@framepages {8}{8}}
+\headcommand {\slideentry {0}{0}{9}{9/9}{}{0}}
+\headcommand {\beamer@framepages {9}{9}}
+\headcommand {\slideentry {0}{0}{10}{10/10}{}{0}}
+\headcommand {\beamer@framepages {10}{10}}
+\headcommand {\slideentry {0}{0}{11}{11/11}{}{0}}
+\headcommand {\beamer@framepages {11}{11}}
+\headcommand {\beamer@partpages {1}{11}}
+\headcommand {\beamer@subsectionpages {1}{11}}
+\headcommand {\beamer@sectionpages {1}{11}}
+\headcommand {\beamer@documentpages {11}}
+\headcommand {\def \inserttotalframenumber {11}}
diff --git a/Kaggle/kagg.out b/Kaggle/kagg.out
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/Kaggle/kagg.out
diff --git a/Kaggle/kagg.pdf b/Kaggle/kagg.pdf
new file mode 100644
index 0000000..b36ab51
--- /dev/null
+++ b/Kaggle/kagg.pdf
Binary files differ
diff --git a/Kaggle/kagg.snm b/Kaggle/kagg.snm
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/Kaggle/kagg.snm
diff --git a/Kaggle/kagg.tex b/Kaggle/kagg.tex
new file mode 100644
index 0000000..afe9cc4
--- /dev/null
+++ b/Kaggle/kagg.tex
@@ -0,0 +1,269 @@
+\documentclass[xcolor=svgnames]{beamer}
+\usepackage[utf8]{inputenc}
+\usepackage[english]{babel}
+\usepackage{polski}
+%\usepackage{amssymb,amsmath}
+%\usepackage[latin1]{inputenc}
+%\usepackage{amsmath}
+%\newcommand\abs[1]{\left|#1\right|}
+\usepackage{amsmath}
+\newcommand\abs[1]{\left|#1\right|}
+\usepackage{hepnicenames}
+\usepackage{hepunits}
+\usepackage{color}
+\usepackage{feynmp}
+\usepackage{pst-pdf}
+\usepackage{hyperref}
+\usepackage{xcolor}
+
+\setbeamertemplate{footline}{\insertframenumber/\inserttotalframenumber}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
+\definecolor{mygreen}{cmyk}{0.82,0.11,1,0.25}
+
+
+
+%\DeclareCaptionFont{uiblack}{\color{uiblack}}
+%\DeclareCaptionFont{uipoppy}{\color{uipoppy}}
+%\captionsetup{labelfont={uipoppy},textfont=uiblack}
+
+% see the macros.tex file for definitions
+
+
+
+
+
+\renewcommand{\PKs}{{\HepParticle{K}{S}{}\xspace}}
+\newcommand{\at}{\makeatletter @\makeatother}
+
+%--------------------------------------------------------------------
+%                           Introduction
+%--------------------------------------------------------------------
+
+\usetheme{Sybila}
+
+\title[Kaggle challenge from LHCb]{Kaggle challenge from LHCb}
+\author{Marc-Olivier Bettler$^{1}$, Marcin Chrz\k{a}szcz$^{2,3}$,\\ Andrey Ustyuzhanin$^{4,5}$, Tatiana Likhomanenko$^{4,5}$}
+
+\institute{
+$^1$~CERN, Geneva \\
+$^2$~University of Zurich \\
+$^3$~Institute of Nuclear Physics, Krakow \\
+$^4$~Yandex School of Data Analysis,~Moscow \\
+$^5$~~NRC ``Kurchatov Institute'',~Moscow
+}
+\date{27 February 2015}
+\begin{document}
+% --------------------------- SLIDE --------------------------------------------
+\frame[plain]{\titlepage}
+\author{Marcin Chrz\k{a}szcz}
+% ------------------------------------------------------------------------------
+% --------------------------- SLIDE --------------------------------------------
+
+\institute{~(UZH, IFJ)}
+
+%--------------------------------------------------------------------
+%                          OUTLINE
+%--------------------------------------------------------------------
+
+
+
+
+
+\begin{frame}\frametitle{What is kaggle - The Home of Data Science}
+\begin{columns}
+\column{3.5in}
+\begin{itemize}
+        \item Kaggle is the world's largest community of data scientists.
+        \item It provides the possibility to data scientists to solve real-world problems across a diverse array of industries including life sciences, financial services, energy, information technology.
+        \item In addition to the prize money and data, participants use Kaggle to meet, learn, network and collaborate with experts from related fields.
+\end{itemize}
+\column{0.1in}
+{~}\\
+
+\column{1.3in}
+Who has alrady\\ used Kaggle: \\{~}\\
+\includegraphics[height=0.9cm]{images/NASA.png}\hspace*{0.3cm}
+\includegraphics[height=0.9cm]{images/download.png}\hspace*{0.3cm}\\
+%\includegraphics[height=0.9cm]{images/ms.png}\hspace*{0.3cm}\\
+\includegraphics[height=0.9cm]{images/ford.jpg}\hspace*{0.3cm}\\
+\includegraphics[height=0.9cm]{images/fb.jpg}\hspace*{0.3cm}  \\
+and many many\\ others including:
+\includegraphics[height=0.9cm]{images/ATLAS-chrome-logo-blue_hi.png}
+
+
+\end{columns}
+
+\end{frame}
+
+
+
+
+
+
+
+
+\begin{frame}\frametitle{How does Kaggle work?}
+\begin{itemize}
+\item One (ex. LHCb) defines a data analysis problem, provides data sets and rules about the evaluation.
+\item For the constests there are allocated prizes.
+\item After the constes is over( couple of mounths ) the solutions are made public.
+\item Current contests:
+\end{itemize}
+\begin{center}
+\includegraphics[width=10cm]{images/kagg_now.png}
+\end{center}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}\frametitle{Atlas path to $\color{white}{H \to \tau \tau}$}
+\begin{columns}
+\column{3in}
+\begin{itemize}
+\item As we know ATLAS due to poor vertex detector is worse then CMS a in modes like $\PHiggs \to \Ptau \Ptau$ or $\PHiggs \to \PB \APB$
+\item ATLAS gave their datasets (for $\PHiggs \to \Ptau \Ptau$) training the classifiers that can be used for future analysis.
+\item After evaluation they gained $\sim10\%$ on sensitivity!
+\item This would be great for $\Ptau \to \Pmu \Pmu \Pmu$.
+\item This would be great for LHCb and HEP community as well.
+\item Also after the challenge they organized a workshop $\to$ other LHCb analysis could benefit from this kind of collaborations, we almost always use MVAs.
+
+\end{itemize}
+
+\column{2in}
+\includegraphics[width=1.9in]{images/higgs.png}\\
+\includegraphics[width=1.9in]{images/HiggsML-sm.jpg}
+\end{columns}
+
+\end{frame}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%55
+
+\begin{frame}\frametitle{Future of $\color{white}{\tau \to \mu\mu\mu}$ in LHCb}
+\begin{columns}
+\column{3in}
+\begin{itemize}
+\item In $3~\invfb$ we had expected limit of $5.0 \times 10^{-8}$.
+\item What can we expect after another $5~\invfb$?
+\item $\dfrac{5.0\times 10^{-8}}{ \sqrt{\dfrac{5\times 2}{3} }}=2.7 \times 10^{-8}$
+\item We should aim to do better then Belle $(2.1\times 10^{-8}$)!
+\item Help from Kaggle community would be very appreciated!
+\end{itemize}
+
+\column{2in}
+\includegraphics[width=1.9in]{images/bananaB.pdf}
+
+\end{columns}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
+\begin{frame}\frametitle{Comparison with Higgs Boson Challenge}
+{
+\fontsize{10}{12}
+\selectfont
+Proposed challenge is connected with Higgs Boson challenge, but differs from it, being more realistic (closer to real physics analysis):
+\begin{enumerate}
+        \item training dataset includes not only simulated data but also real data (signal-like events and background-like events have different nature).
+        \item test dataset includes also normalization channel to do calibration of data.
+        \item the submission must pass additional checks (classifier must not be correlated with mass and behave similarly on real and simulated data).
+        \item our quality metric uses predicted probability in all bins as we do in real analysis.
+        \item all scripts for testing mass correlation, DATA/MC agreement and limit evaluation are provided by us.
+\end{enumerate}
+}
+\end{frame}
+
+\begin{frame}\frametitle{What would we like to give}
+\begin{itemize}
+\item MC and DATA\footnote{I will comment on protecting our data in couple of slides} after the preselection.
+\item DATA will contain our standard ntuple entries (excluding varaibles, like trigger decisions, BKGCAT, etc.).
+\item We want to give as much of thouse as possible as people can then construct their own varaibles (happens often).
+\item The size of data that is used for testing and training is up to us.
+\end{itemize}
+
+\end{frame}
+
+\begin{frame}\frametitle{Evaluation}
+
+\begin{itemize}
+        \item Check correlation between mass and model predictions on all test $\tau \to\mu\mu\mu$ sidebands using Cramer-von Mises measure~(\href{http://arxiv.org/abs/1410.4140}{ex. arXiv:1410.4140})
+        \item Check agreement between MC and data on $Ds\to\phi\pi$ (test MC and test data) using Kolmogorov-Smirnov distance
+        \item Calculate of Approximate Binned Median Statistics (ABMS), only if above two tests are passed.
+        \item We need to use ABMS becaouse the standard $CL_s$ method is computational expensive.
+        \item ABMS is just value of statistic and shows how well two hypothesis can be distinguished
+        \item ABMS metric is similar AMS used in Higgs competition, but involves all available statistics, making it more meaningful and stable. Details of this metrix can be found in backups.
+\end{itemize}
+\begin{itemize}
+        \item Participants chooses number of bins and bins thresholds themselves (i.e. splitting classifier output)
+\end{itemize}
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
+
+\begin{frame}\frametitle{Evaluation Examples}
+Ada Boost, Gradient Boost were trained (as participants can do). Also Ada Boost and Uniform Gradient Boost were trained using mass as input for classifier. (CVM - Cramer-von Mises metric, KS - Kolmogorov-Smirnov metric),
+
+\begin{center}
+  \begin{tabular} {| l | r | r | r | r |}
+    \hline
+    {~}& ada & ada(mass) & gb & ugb(mass) \\ \hline  \hline
+        CVM metric &  0.005674 & \textcolor{red} {0.061837} &\textcolor{blue}{ 0.005642 }& 0.005714 \\ \hline
+        CVM p-value & 0.918667 & \textcolor{red}{1.000000} & \textcolor{blue}{0.850000} & 0.970000 \\ \hline
+        KS distance & 0.028815 & 0.018353 & 0.027854 & \textcolor{blue}{0.025621} \\ \hline
+        ABMS public & 1.557205 & 1.790282 & \textcolor{blue}{1.564490} & 1.545545 \\ \hline
+        ABMS private & 1.549253 & 1.785880 & \textcolor{blue}{1.562412} & 1.542357 \\ \hline
+  \end{tabular}
+\end{center}
+
+\begin{itemize}
+
+\item We tested already with standard classifiers that this metric work and reject cases where people will try to do something strange (like add mass for training).
+
+\end{itemize}
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}\frametitle{Protecting our data}
+\begin{columns}
+\column{3in}
+\begin{itemize}
+\item We should be of course worried that we are giving to public our data set.
+\item However those data are after preselection, without any PID calibration, only selected variables, etc.
+\item Plan is to smear the Data, so we can make a statment such as: ''Data was prepared in a way that it can't be used for any physical analysis''.
+\item Other tughts are welcome!
+\end{itemize}
+\column{2in}
+{~}
+\includegraphics[width=1.9in]{images/images.jpg}
+\end{columns}
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}\frametitle{Timescale}
+\begin{itemize}                                                                                 
+        \item Jan/Feb: confirmation from LHCb, allocate prize budget at Yandex                      
+        \item Feb: prepare website, explanatory materials, evaluation procedures, test challenge
+        \item Feb: propose workshop at KDD                                                      
+        \item Mar: announce challenge, start                                                    
+        \item Mar-May: run challenge                                                            
+        \item Jun: announce winners                                                             
+        \item Aug: run KDD workshop, award winners                                              
+\end{itemize}                                                                                   
+\begin{enumerate}
+\item KDD - Conference on Knowledge discovery and Data Mining: 2015 is one of the most important conferneces for data scientists.
+\item Plan would be to have a sesion there dedicated to our chalange.
+\item Afterwards we could organise workshop at CERN as well to hopefully fruitfull collaboration.
+
+\end{enumerate}
+
+
+\end{frame}
+
+
+
+
+
+
+
+\end{document}
diff --git a/Kaggle/kagg.tex~ b/Kaggle/kagg.tex~
new file mode 100644
index 0000000..0ceb39e
--- /dev/null
+++ b/Kaggle/kagg.tex~
@@ -0,0 +1,124 @@
+\documentclass[xcolor=svgnames]{beamer}
+\usepackage[utf8]{inputenc}
+\usepackage[english]{babel}
+\usepackage{polski}
+%\usepackage{amssymb,amsmath}
+%\usepackage[latin1]{inputenc}
+%\usepackage{amsmath}
+%\newcommand\abs[1]{\left|#1\right|}
+\usepackage{amsmath}
+\newcommand\abs[1]{\left|#1\right|}
+\usepackage{hepnicenames}
+\usepackage{hepunits}
+\usepackage{color}
+\usepackage{feynmp}
+\usepackage{pst-pdf}
+\usepackage{hyperref}
+\usepackage{xcolor}
+
+\setbeamertemplate{footline}{\insertframenumber/\inserttotalframenumber}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
+\definecolor{mygreen}{cmyk}{0.82,0.11,1,0.25}
+
+
+
+%\DeclareCaptionFont{uiblack}{\color{uiblack}}
+%\DeclareCaptionFont{uipoppy}{\color{uipoppy}}
+%\captionsetup{labelfont={uipoppy},textfont=uiblack}
+
+% see the macros.tex file for definitions
+
+
+
+
+
+\renewcommand{\PKs}{{\HepParticle{K}{S}{}\xspace}}
+\newcommand{\at}{\makeatletter @\makeatother}
+
+%--------------------------------------------------------------------
+%                           Introduction
+%--------------------------------------------------------------------
+
+\usetheme{Sybila}
+
+\title[Kaggle challenge from LHCb]{Kaggle challenge from LHCb}
+\author{Marc-Olivier Bettler$^{1}$, Marcin Chrz\k{a}szcz$^{2,3}$,\\ Andrey Ustyuzhanin$^{4,5}$, Tatiana Likhomanenko$^{4,5}$}
+
+\institute{
+$^1$~CERN, Geneva \\
+$^2$~University of Zurich \\
+$^3$~Institute of Nuclear Physics, Krakow \\
+$^4$~Yandex School of Data Analysis,~Moscow \\
+$^5$~~NRC ``Kurchatov Institute'',~Moscow
+}
+\date{27 February 2015}
+\begin{document}
+% --------------------------- SLIDE --------------------------------------------
+\frame[plain]{\titlepage}
+\author{Marcin Chrz\k{a}szcz}
+% ------------------------------------------------------------------------------
+% --------------------------- SLIDE --------------------------------------------
+
+\institute{~(UZH, IFJ)}
+
+%--------------------------------------------------------------------
+%                          OUTLINE
+%--------------------------------------------------------------------
+
+
+
+
+\section[Outline]{}
+\begin{frame}
+\tableofcontents
+\end{frame}
+
+\begin{frame}\frametitle{What is kaggle - The Home of Data Science}
+\begin{columns}
+\column{3.5in}
+\begin{itemize}
+        \item Kaggle is the world's largest community of data scientists.
+        \item It provides the possibility to data scientists to solve real-world problems across a diverse array of industries including life sciences, financial services, energy, information technology.
+        \item In addition to the prize money and data, participants use Kaggle to meet, learn, network and collaborate with experts from related fields.
+\end{itemize}
+\column{0.1in}
+{~}\\
+
+\column{1.3in}
+Who has alrady\\ used Kaggle: \\{~}\\
+\includegraphics[height=0.9cm]{images/NASA.png}\hspace*{0.3cm}   
+\includegraphics[height=0.9cm]{images/download.png}\hspace*{0.3cm}\\
+%\includegraphics[height=0.9cm]{images/ms.png}\hspace*{0.3cm}\\
+\includegraphics[height=0.9cm]{images/ford.jpg}\hspace*{0.3cm}\\
+\includegraphics[height=0.9cm]{images/fb.jpg}\hspace*{0.3cm}  \\
+and many many\\ others including:
+\includegraphics[height=0.9cm]{images/ATLAS-chrome-logo-blue_hi.png}
+
+
+\end{columns}
+
+\end{frame}
+
+
+
+
+
+
+
+
+\begin{frame}\frametitle{How does Kaggle work?}
+\begin{itemize}
+\item One (ex. LHCb) defines a data analysis problem, provides data sets and rules about the evaluation.
+\item For the constests there are allocated prizes.
+\item After the constes is over( couple of mounths ) the solutions are made public.
+\item Current contests:
+\end{itemize}
+\begin{center}
+\includegraphics[width=10cm]{images/kagg_now.png} 
+\end{center}
+
+\end{frame}
+
+
+
+\end{document}
diff --git a/Kaggle/kagg.toc b/Kaggle/kagg.toc
new file mode 100644
index 0000000..495658f
--- /dev/null
+++ b/Kaggle/kagg.toc
@@ -0,0 +1,2 @@
+\beamer@endinputifotherversion {3.10pt}
+\select@language {english}