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\author{ {\fontspec{Trebuchet MS}Marcin Chrz\k{a}szcz} (Universit\"{a}t Z\"{u}rich)}
\institute{UZH}
\title[Toy generation]{Toy generation}
\date{9 May 2016}


\begin{document}
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{
\setbeamertemplate{sidebar right}{\llap{\includegraphics[width=\paperwidth,height=\paperheight]{bubble2}}}
\begin{frame}[c]%{\phantom{title page}} 
\begin{center}
\begin{center}
	\begin{columns}
		\begin{column}{0.75\textwidth}
			\flushright\fontspec{Trebuchet MS}\bfseries \Huge {Toy generation}
		\end{column}
                \begin{column}{0.02\textwidth}
                  {~}
                  \end{column}
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                 % \hspace*{-1.cm}
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	\quad
	\vspace{3em}
\begin{columns}
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\flushright \vspace{-1.8em} {\fontspec{Trebuchet MS} \Large Marcin Chrząszcz\\\vspace{-0.1em} Nicola Serra  \\\vspace{-0.1em} Elena Graverini}

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\vspace{1em}
%		\footnotesize\textcolor{gray}{With N. Serra, B. Storaci\\Thanks to the theory support from M. Shaposhnikov, D. Gorbunov}\normalsize\\
\vspace{0.5em}

	\textcolor{normal text.fg!50!Comment}{$R(\Lambda_c^{\ast})$ meeting, Zurich\\February 17, 2016}
\end{center}
\end{frame}
}


\begin{frame}[c]{Introduction}
\begin{minipage}{\textwidth}
\begin{footnotesize}

\ARROW Before we ask of $\mathcal{O}(500M)$ events we need to be sure we know how much we need. \\
\ARROW Makes it also easier for convenor to argue for the MC production in the PPG.\\
\ARROW To perform this studies I propose to produce a large number of TOY MC so that we can study the statistical properties of our approach.\\
\ARROW The toys are generated from our data set using a kernel density estimators.\\
\ARROW A word of practical advice: I didn't use as \texttt{RooNDKesPDF} as we want to integrate in at least 5D integral and it took over 24h for root to normalize everything.\\
\ARROW Numpy libraries takes less then a minute to do that.\\
\ARROW The variables I have generated:\\
$q^2$, $m^2_{miss}$, $m_{corr}$, $E^{\ast}$, $\chi^2~{\rm VTX}$\\
\ARROW The sample had just the trigger applied!\\
\ARROW Separate generation for $\tau$, $\mu$, and $\PLambda_c$ states\\
\ARROW Over all it's quite efficient. In 5min I can generate 50M events on my laptop.


\end{footnotesize}

	\end{minipage}
\end{frame}


\begin{frame}[c]{Sanity checks $\PLambda _b \to \PLambda_c(2625) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}

\includegraphics[width=0.45\textwidth]{images/mu/MCorr_100_2625.png}
\includegraphics[width=0.45\textwidth]{images/mu/q2_100_2625.png}\\

\includegraphics[width=0.32\textwidth]{images/mu/MissM2_100_2625.png}
\includegraphics[width=0.32\textwidth]{{images/mu/Lambda_b0_ENDVERTEX_CHI2_100_2625.png}}
\includegraphics[width=0.32\textwidth]{images/mu/Estar_100_2625.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}


\begin{frame}[c]{Sanity checks $\PLambda _b \to \PLambda_c(2595) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}

\includegraphics[width=0.45\textwidth]{images/mu/MCorr_106_2595.png}
\includegraphics[width=0.45\textwidth]{images/mu/q2_106_2595.png}\\

\includegraphics[width=0.32\textwidth]{images/mu/MissM2_106_2595.png}
\includegraphics[width=0.32\textwidth]{{images/mu/Lambda_b0_ENDVERTEX_CHI2_106_2595.png}}
\includegraphics[width=0.32\textwidth]{images/mu/Estar_106_2595.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}


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


\begin{frame}[c]{Sanity checks $\PLambda _b \to \PLambda_c(2625) \tau \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}

\includegraphics[width=0.45\textwidth]{images/tau/MCorr_117_2625.png}
\includegraphics[width=0.45\textwidth]{images/tau/q2_117_2625.png}\\

\includegraphics[width=0.32\textwidth]{images/tau/MissM2_117_2625.png}
\includegraphics[width=0.32\textwidth]{{images/tau/Lambda_b0_ENDVERTEX_CHI2_117_2625.png}}
\includegraphics[width=0.32\textwidth]{images/tau/Estar_117_2625.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}


\begin{frame}[c]{Sanity checks $\PLambda _b \to \PLambda_c(2595) \tau \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}

\includegraphics[width=0.45\textwidth]{images/tau/MCorr_111_2595.png}
\includegraphics[width=0.45\textwidth]{images/tau/q2_111_2595.png}\\

\includegraphics[width=0.32\textwidth]{images/tau/MissM2_111_2595.png}
\includegraphics[width=0.32\textwidth]{{images/tau/Lambda_b0_ENDVERTEX_CHI2_111_2595.png}}
\includegraphics[width=0.32\textwidth]{images/tau/Estar_111_2595.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}

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

\begin{frame}[c]{Sanity checks 2}
\begin{minipage}{\textwidth}
\begin{footnotesize}

\ARROW Now it's not the full story. We need to be sure we generate the full correlation correctly!\\
\ARROW I produced all the scatter plots so we can check!

\end{footnotesize}

	\end{minipage}
\end{frame}


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

\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2625) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/mu/q2_MCorr_100_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/q2_MCorr_100_2625_g.png}\\

\includegraphics[width=0.45\textwidth]{images/mu/q2_Lambda_b0_ENDVERTEX_CHI2_100_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/q2_Lambda_b0_ENDVERTEX_CHI2_100_2625_g.png}\\



\end{footnotesize}

	\end{minipage}
\end{frame}
	



\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2625) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/mu/Estar_Lambda_b0_ENDVERTEX_CHI2_100_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/Estar_Lambda_b0_ENDVERTEX_CHI2_100_2625_g.png}\\

\includegraphics[width=0.45\textwidth]{images/mu/Estar_MCorr_100_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/Estar_MCorr_100_2625_g.png}\\



\end{footnotesize}

	\end{minipage}
\end{frame}
	



\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2625) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/mu/Estar_MissM2_100_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/Estar_MissM2_100_2625_g.png}\\

\includegraphics[width=0.45\textwidth]{images/mu/MCorr_Lambda_b0_ENDVERTEX_CHI2_100_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/MCorr_Lambda_b0_ENDVERTEX_CHI2_100_2625_g.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}


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

\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2595) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/mu/q2_MCorr_106_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/q2_MCorr_106_2595_g.png}\\

\includegraphics[width=0.45\textwidth]{images/mu/q2_Lambda_b0_ENDVERTEX_CHI2_106_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/q2_Lambda_b0_ENDVERTEX_CHI2_106_2595_g.png}\\



\end{footnotesize}

	\end{minipage}
\end{frame}
	



\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2595) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/mu/Estar_Lambda_b0_ENDVERTEX_CHI2_106_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/Estar_Lambda_b0_ENDVERTEX_CHI2_106_2595_g.png}\\

\includegraphics[width=0.45\textwidth]{images/mu/Estar_MCorr_106_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/Estar_MCorr_106_2595_g.png}\\



\end{footnotesize}

	\end{minipage}
\end{frame}
	



\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2595) \mu \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/mu/Estar_MissM2_106_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/Estar_MissM2_106_2595_g.png}\\

\includegraphics[width=0.45\textwidth]{images/mu/MCorr_Lambda_b0_ENDVERTEX_CHI2_106_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/mu/MCorr_Lambda_b0_ENDVERTEX_CHI2_106_2595_g.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% tau
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%


\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2625) \tau \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/tau/Estar_Lambda_b0_ENDVERTEX_CHI2_117_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/Estar_Lambda_b0_ENDVERTEX_CHI2_117_2625_g.png}\\

\includegraphics[width=0.45\textwidth]{images/tau/Estar_MCorr_117_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/Estar_MCorr_117_2625_g.png}\\



\end{footnotesize}

	\end{minipage}
\end{frame}
	



\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2625) \tau \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/tau/Estar_MissM2_117_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/Estar_MissM2_117_2625_g.png}\\

\includegraphics[width=0.45\textwidth]{images/tau/MCorr_Lambda_b0_ENDVERTEX_CHI2_117_2625_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/MCorr_Lambda_b0_ENDVERTEX_CHI2_117_2625_g.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}


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

\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2595) \tau \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/tau/Estar_Lambda_b0_ENDVERTEX_CHI2_111_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/Estar_Lambda_b0_ENDVERTEX_CHI2_111_2595_g.png}\\

\includegraphics[width=0.45\textwidth]{images/tau/Estar_MCorr_111_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/Estar_MCorr_111_2595_g.png}\\



\end{footnotesize}

	\end{minipage}
\end{frame}
	



\begin{frame}[c]{Sanity checks 2, $\PLambda _b \to \PLambda_c(2595) \tau \nu$}
\begin{minipage}{\textwidth}
\begin{footnotesize}
\begin{columns}
\column{2.5in}
\begin{center}
Oryginal
\end{center}
\column{2.5in}
\begin{center}
Generated
\end{center}
\end{columns}

\includegraphics[width=0.45\textwidth]{images/tau/Estar_MissM2_111_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/Estar_MissM2_111_2595_g.png}\\

\includegraphics[width=0.45\textwidth]{images/tau/MCorr_Lambda_b0_ENDVERTEX_CHI2_111_2595_o.png}
\includegraphics[width=0.45\textwidth]{images/tau/MCorr_Lambda_b0_ENDVERTEX_CHI2_111_2595_g.png}\\

\end{footnotesize}

	\end{minipage}
\end{frame}




\begin{frame}[c]{Conclusions}
\begin{minipage}{\textwidth}
\begin{footnotesize}

\ARROW The toys work perfectly!\\
\ARROW Produced $300M$ of each type\\
\ARROW First BDT algorithms are already being trained.\\
\ARROW Looks like the trees are stable but need a bit more tests to be sure, should be ready by the end of the week.


\end{footnotesize}

	\end{minipage}
\end{frame}






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