% This program can be redistributed and/or modified under the terms
% of the GNU Public License, version 3.
%
% Seth Brown, Ph.D.
% sethbrown@drbunsen.org
%
% Compiled with XeLaTeX
% Dependencies:
%   Fontin Sans font (http://www.exljbris.com/fontinsans.fsrtml)
%
\documentclass{beamer}
\usepackage{pgf}
\usepackage{tikz}
\usepackage{times}
\usepackage[T1]{fontenc}
%\usepackage[mathscr]{eucal}
%\usepackage{mathptmx}
%\usepackage{mathrsfs}
\usepackage{hyperref}
\usepackage{color}
\usepackage{graphicx}
\usepackage{wasysym}
% \usepackage{pgfpagfes}
% \setbeameroption{show notes on second screen}
%\pgfpagesuselayout{4 on 1}[a4paper,border shrink=5mm,landscape]
\usepackage{xcolor}
\usepackage{xcolor,multirow}
%\usepackage[table]{xcolor}
%\usepackage[dvipsnames]{xcolor}
%\usepackage{amsfonts}
%\usepackage{amsmath}
% \usepackage[amssymb]{SIunits}
%\usepackage{natbib}
%\usepackage{amssymb}
\usepackage{hepparticles}
\usepackage{hepnicenames}
\usepackage{hepunits}
\usepackage{tikz}
\usepackage[english]{babel}
%%\usepackage{lmodern}
%\usepackage{feynmp}
% suppress navigation bar
\beamertemplatenavigationsymbolsempty
\usepackage[mathscr]{eucal}
\usepackage{mathrsfs}
\mode<presentation>
{
  \usetheme{bunsen}
  \setbeamercovered{transparent}
  \setbeamertemplate{items}[circle]
}
\newcommand{\Simley}[1]{%
\begin{tikzpicture}[scale=0.15]
    \newcommand*{\SmileyRadius}{1.0}%
    \draw [fill=brown!10] (0,0) circle (\SmileyRadius)% outside circle
        %node [yshift=-0.22*\SmileyRadius cm] {\tiny #1}% uncomment this to see the smile factor
        ;  
 
    \pgfmathsetmacro{\eyeX}{0.5*\SmileyRadius*cos(30)}
    \pgfmathsetmacro{\eyeY}{0.5*\SmileyRadius*sin(30)}
    \draw [fill=cyan,draw=none] (\eyeX,\eyeY) circle (0.15cm);
    \draw [fill=cyan,draw=none] (-\eyeX,\eyeY) circle (0.15cm);
 
    \pgfmathsetmacro{\xScale}{2*\eyeX/180}
    \pgfmathsetmacro{\yScale}{1.0*\eyeY}
    \draw[color=red, domain=-\eyeX:\eyeX]   
        plot ({\x},{
            -0.1+#1*0.15 % shift the smiley as smile decreases
            -#1*1.75*\yScale*(sin((\x+\eyeX)/\xScale))-\eyeY});
\end{tikzpicture}%
}%
% set fonts
\usepackage{amsfonts}
\usepackage{amsmath}
\usepackage{verbatim}
 
\usepackage{fancyvrb}
\DefineVerbatimEnvironment{code}{Verbatim}{fontsize=\small}
\DefineVerbatimEnvironment{example}{Verbatim}{fontsize=\small}
\usepackage{listings}
  \usepackage{courier}
 \lstset{
         basicstyle=\footnotesize\ttfamily, % Standardschrift
         %numbers=left,               % Ort der Zeilennummern
         numberstyle=\tiny,          % Stil der Zeilennummern
         %stepnumber=2,               % Abstand zwischen den Zeilennummern
         numbersep=5pt,              % Abstand der Nummern zum Text
         tabsize=2,                  % Groesse von Tabs
         extendedchars=true,         %
         breaklines=true,            % Zeilen werden Umgebrochen
         keywordstyle=\color{red},
    		frame=b,         
 %        keywordstyle=[1]\textbf,    % Stil der Keywords
 %        keywordstyle=[2]\textbf,    %
 %        keywordstyle=[3]\textbf,    %
 %        keywordstyle=[4]\textbf,   \sqrt{\sqrt{}} %
         stringstyle=\color{white}\ttfamily, % Farbe der String
         showspaces=false,           % Leerzeichen anzeigen ?
         showtabs=false,             % Tabs anzeigen ?
         xleftmargin=17pt,
         framexleftmargin=17pt,
         framexrightmargin=5pt,
         framexbottommargin=4pt,
         %backgroundcolor=\color{lightgray},
         showstringspaces=false      % Leerzeichen in Strings anzeigen ?        
 }
 
    %\DeclareCaptionFont{blue}{\color{blue}} 
 
  %\captionsetup[lstlisting]{singlelinecheck=false, labelfont={blue}, textfont={blue}}
  \usepackage{caption}
\DeclareCaptionFont{white}{\color{white}}
\DeclareCaptionFormat{listing}{\colorbox[cmyk]{0.43, 0.35, 0.35,0.01}{\parbox{\textwidth}{\hspace{15pt}#1#2#3}}}
\captionsetup[lstlisting]{format=listing,labelfont=white,textfont=white, singlelinecheck=false, margin=0pt, font={bf,footnotesize}}
\usetikzlibrary{arrows}
\usetikzlibrary{shapes}
 
%\usepackage{gfsartemisia-euler}
%\usepackage[T1]{fontenc}
\setbeamerfont{frametitle}{size=\LARGE,series=\bfseries}
\tikzstyle{decision} = [diamond, draw, fill=gray!20, 
    text width=4.5em, text badly centered, node distance=3cm, inner sep=0pt]
\tikzstyle{block} = [rectangle, draw, fill=blue!10, 
    text width=5em, text centered, rounded corners, minimum height=2em]
\tikzstyle{line} = [draw, -latex']
\tikzstyle{cloud} = [draw, ellipse,fill=red!10, node distance=3cm,
    minimum height=2em]
 
\tikzstyle{every picture}+=[remember picture]
 
 
\renewcommand{\PKs}{{\HepParticle{K}{S}{}\xspace}}
% color definitions
\usepackage{color}
\definecolor{uipoppy}{RGB}{225, 64, 5}
\definecolor{uipaleblue}{RGB}{96,123,139}
\definecolor{uiblack}{RGB}{0, 0, 0}
 
% caption styling
%\DeclareCaptionFont{uiblack}{\color{uiblack}}
%\DeclareCaptionFont{uipoppy}{\color{uipoppy}}
%\captionsetup{labelfont={uipoppy},textfont=uiblack}
 
% see the macros.tex file for definitions
\include{macros }
 
% 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}
 
 
 
 
\setbeamertemplate{background}
{\includegraphics[width=\paperwidth,height=\paperheight]{frontpage_bg_mine}}
\setbeamertemplate{footline}[default]
 
\begin{frame}
\vspace{1.1cm}
\begin{columns}
\column{2.75in}
  \titlepage
 
  \begin{center}
  \includegraphics[height=1.0cm ]{pic/uzh.jpg}
  % \hspace{0.5cm}
  % \includegraphics[height=1.5cm]{pic/babar.jpg}
   \hspace{1cm}
   \includegraphics[height=1.0cm]{pic/ifj.png}
   \hspace{1cm}
   %\includegraphics[height=1.0cm]{pic/SNS.jpg}
   \end{center}      
  \vspace{10cm}
\column{2.0in}
\end{columns}
\end{frame}
 
%--------------------------------------------------------------------
%                          OUTLINE
%--------------------------------------------------------------------
 
 
 
 
\section[Outline]{}
\begin{frame}
\tableofcontents
\end{frame}
 
 
%-------------------------------------------------------------------
%                          Introduction
%-------------------------------------------------------------------
%
% Set the background for the rest of the slides.
% Insert infoline
\setbeamertemplate{background}
 {\includegraphics[width=\paperwidth,height=\paperheight]{slide_bg}}
\setbeamertemplate{footline}[bunsentheme]
 
\title{Update on analysis}
 
 
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 
\setbeamertemplate{background}
 {\includegraphics[width=\paperwidth,height=\paperheight]{slide_bg}}
\setbeamertemplate{footline}[bunsentheme]
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%2>%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 
\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}
\end{frame}
 
 
 
 
 
 
 
 
 
 
 
 
 
\end{document}