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% title slide definition
\title{Trigger impact on MVA}
%\subtitle{a bias report}
\author{ Marcin Chrz\k{a}szcz$^{1,2}$}
\institute[UZH, IFJ]
{
 %\begin{tiny}
$ ^1$ University of Zurich , $ ^2$ Institute of Nuclear Physics, Krakow,  
 %\end{tiny}smallsmall
}
  

\date{ \today}

%--------------------------------------------------------------------
%                           Introduction
%--------------------------------------------------------------------

\begin{document}




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%--------------------------------------------------------------------
%                          OUTLINE
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\section[Outline]{}
\begin{frame}
\tableofcontents
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%-------------------------------------------------------------------
%                          Introduction
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\title{Update on analysis}


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\section{Impact of the trigger for the distributions}
\begin{frame}\frametitle{Trigger efficiency}
{~}\\
let's look on the implications of trigger\footnote{\begin{small}TriggerTOSHlt2TriMuonTauDecision||\\TriggerTOSHlt2CharmSemilep3bodyD2KMuMuDecision\end{small}} for our classifier studies:\\
\begin{itemize}
\item Signal efficiency ($\epsilon_{trig}=\frac{n_{evets,preselection+trig}}{n_{evets,preselection}}$)\\ $\epsilon_{trig}=0.928385$
\item $\epsilon_{c\bar{c}}=0.607188$
\item $\epsilon_{b\bar{b}}=0.624879$

\end{itemize}
\begin{enumerate}
\item Loosing over $\dfrac{1}{3}$ of training events is very not nice ;(
\item But maybe they look very similar to our triggered bck? Would explain why BDT didn't learn how to reject them efficiently.
\end{enumerate}


	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/CDF1_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/CDF1_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/CDF1_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/CDF1_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/CDF2_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/CDF2_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/CDF2_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/CDF2_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/CDF3_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/CDF3_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/CDF3_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/CDF3_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/dira_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/dira_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/dira_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/dira_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/doca1_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/doca1_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/doca1_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/doca1_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/doca2_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/doca2_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/doca2_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/doca2_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}


%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/doca3_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/doca3_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/doca3_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/doca3_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}


%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/fl_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/fl_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/fl_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/fl_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/fle_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/fle_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/fle_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/fle_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/ip_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/ip_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/ip_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/ip_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/ips_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/ips_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/ips_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/ips_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/ips_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/ips_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/ips_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/ips_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/isolationa_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/isolationa_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/isolationa_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/isolationa_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/isolationb_bb.png}\\
	  \includegraphics[scale=0.18]{plots_t_vs_nt/isolationb_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/isolationb_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/isolationb_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/isolationc_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vs_nt/isolationc_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/isolationc_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/isolationc_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/p0_ip_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vs_nt/p0_ip_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/p0_ip_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/p0_ip_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/p0_ips_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vs_nt/p0_ips_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/p0_ips_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/p0_ips_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/p0_pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vs_nt/p0_pt_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/p0_pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/p0_pt_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/p1_pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vs_nt/p1_pt_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/p1_pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/p1_pt_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/p2_pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vs_nt/p2_pt_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/p2_pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/p2_pt_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\tiny UP row $b\bar{b}$, down $c\bar{c}$
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vs_nt/pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vs_nt/pt_cc.png}


\column{2.5in}
  \includegraphics[scale=0.18]{plots_t_vt/pt_bb.png}\\
  \includegraphics[scale=0.18]{plots_t_vt/pt_cc.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\begin{itemize}
\item There are same small hints: IP Significance is a bit different, and they are worse isolated
\item Was hopping to see something more.
\item Maybe the answer is the correlations inside BDT?

\end{itemize}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}


%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\begin{columns}
\column{2.5in}
  \includegraphics[scale=0.28]{plots_t_vs_nt/CorrelationMatrixB.png}


\column{2.5in}
  \includegraphics[scale=0.28]{plots_t_vt/CorrelationMatrixB.png}

\end{columns}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{frame}\frametitle{Distributions}
{~}\\
\begin{itemize}
\item Again nothing, wrrrrrrrrrr :(
\item Last day I had a chat with Paul and he suggested to train 2 classifiers(with trigger veto and without) and to test them on data.
\item Seems like definite way.
\end{itemize}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}



\begin{frame}\frametitle{BDT comparison}
{~}\\
\begin{itemize}
\item Did a fast preliminary test yesterday.
\item Looks like we gain on selecting the trigger on the TMVA level.(VERY preliminary!)
\end{itemize}
	\textref {M.Chrz\k{a}szcz 2013}
\end{frame}




\begin{frame}\frametitle{Number of variables in BDT}
{~}\\
\begin{itemize}
\item i asked my self a question how much variables we need to put inside our BDT.
\item You don't want to put to much, or to little.
\item Used the lasso method.\\
\href{http://scikit-learn.org/0.13/modules/generated/sklearn.linear_model.lars_path.html}{ LINK}
\end{itemize}

\center  \includegraphics[scale=0.4]{lasso.png}


	\textref {M.Chrz\k{a}szcz 2013}
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