day1/session2.tex
author Santosh G. Vattam <vattam.santosh@gmail.com>
Tue, 27 Apr 2010 15:31:46 +0530
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%Tutorial slides on Python.
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%
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% Author: FOSSEE
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% Copyright (c) 2009, FOSSEE, IIT Bombay
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\documentclass[14pt,compress]{beamer}
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%\documentclass[draft]{beamer}
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%\documentclass[compress,handout]{beamer}
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%\usepackage{pgfpages} 
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%\pgfpagesuselayout{2 on 1}[a4paper,border shrink=5mm]
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% Modified from: generic-ornate-15min-45min.de.tex
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\mode<presentation>
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{
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  \usetheme{Warsaw}
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  \useoutertheme{infolines}
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  \setbeamercovered{transparent}
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}
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\usepackage[english]{babel}
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\usepackage[latin1]{inputenc}
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%\usepackage{times}
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\usepackage[T1]{fontenc}
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% Taken from Fernando's slides.
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\usepackage{ae,aecompl}
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\usepackage{mathpazo,courier,euler}
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\usepackage[scaled=.95]{helvet}
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\definecolor{darkgreen}{rgb}{0,0.5,0}
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\usepackage{listings}
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\lstset{language=Python,
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    basicstyle=\ttfamily\bfseries,
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    commentstyle=\color{red}\itshape,
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  stringstyle=\color{darkgreen},
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  showstringspaces=false,
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  keywordstyle=\color{blue}\bfseries}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% Macros
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\setbeamercolor{emphbar}{bg=blue!20, fg=black}
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\newcommand{\emphbar}[1]
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{\begin{beamercolorbox}[rounded=true]{emphbar} 
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      {#1}
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 \end{beamercolorbox}
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}
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\newcounter{time}
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\setcounter{time}{0}
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\newcommand{\inctime}[1]{\addtocounter{time}{#1}{\tiny \thetime\ m}}
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\newcommand{\typ}[1]{\lstinline{#1}}
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\newcommand{\kwrd}[1]{ \texttt{\textbf{\color{blue}{#1}}}  }
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%%% This is from Fernando's setup.
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% \usepackage{color}
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% \definecolor{orange}{cmyk}{0,0.4,0.8,0.2}
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% % Use and configure listings package for nicely formatted code
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% \usepackage{listings}
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% \lstset{
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%    language=Python,
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%    basicstyle=\small\ttfamily,
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%    commentstyle=\ttfamily\color{blue},
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%    stringstyle=\ttfamily\color{orange},
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%    showstringspaces=false,
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%    breaklines=true,
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%    postbreak = \space\dots
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% }
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% Title page
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\title[Plotting with Python]{Python for Science and Engg: Plotting experimental data}
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\author[FOSSEE] {FOSSEE}
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\institute[IIT Bombay] {Department of Aerospace Engineering\\IIT Bombay}
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\date[] {22 April, 2010\\Day 1, Session 2}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%\pgfdeclareimage[height=0.75cm]{iitmlogo}{iitmlogo}
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%\logo{\pgfuseimage{iitmlogo}}
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%% Delete this, if you do not want the table of contents to pop up at
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%% the beginning of each subsection:
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\AtBeginSubsection[]
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{
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  \begin{frame}<beamer>
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    \frametitle{Outline}
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    \tableofcontents[currentsection,currentsubsection]
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  \end{frame}
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}
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\AtBeginSection[]
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{
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  \begin{frame}<beamer>
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    \frametitle{Outline}
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    \tableofcontents[currentsection,currentsubsection]
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  \end{frame}
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}
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% If you wish to uncover everything in a step-wise fashion, uncomment
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% the following command: 
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%\beamerdefaultoverlayspecification{<+->}
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%\includeonlyframes{current,current1,current2,current3,current4,current5,current6}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% DOCUMENT STARTS
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\begin{document}
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\begin{frame}
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  \titlepage
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\end{frame}
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\begin{frame}
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  \frametitle{Outline}
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  \tableofcontents
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  % You might wish to add the option [pausesections]
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\end{frame}
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\section{Plotting Points}
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\begin{frame}[fragile]
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\frametitle{Why would I plot f(x)?}
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Do we plot analytical functions or experimental data?
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\begin{small}
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\begin{lstlisting}
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In []: x = [0, 1, 2, 3]
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In []: y = [7, 11, 15, 19]
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In []: plot(x, y)
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Out[]: [<matplotlib.lines.Line2D object at 0xa73aa8c>]
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In []: xlabel('X')
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Out[]: <matplotlib.text.Text object at 0x986e9ac>
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In []: ylabel('Y')
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Out[]: <matplotlib.text.Text object at 0x98746ec>
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\end{lstlisting}
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\end{small}
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\end{frame}
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\begin{frame}[fragile]
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\begin{figure}
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\includegraphics[width=3.5in]{data/straightline.png}
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\end{figure}
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\alert{Is this what you have?}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Plotting points}
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\begin{itemize}
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\item What if we want to plot the points!
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\end{itemize}
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\begin{lstlisting}
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  In []: clf()
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  In []: plot(x, y, 'o')
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  Out[]: [<matplotlib.lines.Line2D object at 0xac17e0c>]
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  In []: clf()
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  In []: plot(x, y, '.')
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  Out[]: [<matplotlib.lines.Line2D object at 0xac17e0c>]
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\end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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\begin{figure}
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\includegraphics[width=2in]{data/stline_dots.png}
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\includegraphics[width=2in]{data/stline_points.png}
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\end{figure}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Additional Plotting Attributes}
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\begin{itemize}
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  \item \kwrd{'o'} - Filled circles
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  \item \kwrd{'.'} - Small Dots
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  \item \kwrd{'-'} - Lines
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  \item \kwrd{'- -'} - Dashed lines
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\end{itemize}
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\end{frame}
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\section{Lists}
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\begin{frame}[fragile]
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  \frametitle{Lists: Introduction}
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  \begin{lstlisting}
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    In []: x = [0, 1, 2, 3]
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    In []: y = [7, 11, 15, 19]
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  \end{lstlisting}
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What are \typ{x} and \typ{y}?\\
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\begin{center}
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\alert{\typ{lists!!}}
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\end{center}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Lists: Initializing \& accessing elements}
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\begin{lstlisting}
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In []: mtlist = [] 
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\end{lstlisting}
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\emphbar{Empty List}
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\begin{lstlisting}
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In []: p = [ 2, 3, 5, 7] 
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379
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In []: p[1]
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Out[]: 3
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In []: p[0]+p[1]+p[-1]
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Out[]: 12
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\end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{List: Slicing}
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  \begin{block}{Remember\ldots}
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	\kwrd{In []: p = [ 2, 3, 5, 7]}
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  \end{block}
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\begin{lstlisting}
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In []: p[1:3]
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Out[]: [3, 5]
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\end{lstlisting}
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\emphbar{A slice}
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\begin{lstlisting}
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In []: p[0:-1]
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Out[]: [2, 3, 5]
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In []: p[::2]
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Out[]: [2, 5]
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\end{lstlisting}
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\alert{\typ{list[initial:final:step]}}
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\end{frame}
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263
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%% more on list slicing
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\begin{frame}[fragile]
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\frametitle{List operations}
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\begin{lstlisting}
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In []: b = [ 11, 13, 17]
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In []: c = p + b
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In []: c
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Out[]: [2, 3, 5, 7, 11, 13, 17]
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In []: p.append(11)
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In []: p
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Out[]: [ 2, 3, 5, 7, 11]
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\end{lstlisting}
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%\inctime{10}
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\end{frame}
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\section{Simple Pendulum}
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\begin{frame}[fragile]
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\frametitle{Simple Pendulum - L and T}
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Let us look at the Simple Pendulum experiment.
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\begin{center}
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\begin{small}
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   263
\begin{tabular}{| c | c | c |}
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\hline
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ce62706cf870 Resolved conflicts manually.
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$L$ & $T$ & $T^2$ \\ \hline
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0.1 & 0.69 & \\ \hline
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0.2 & 0.90 & \\ \hline
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0.3 & 1.19 & \\ \hline
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0.4 & 1.30 & \\ \hline
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0.5 & 1.47 & \\ \hline
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0.6 & 1.58 & \\ \hline
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0.7 & 1.77 & \\ \hline
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0.8 & 1.83 & \\ \hline
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0.9 & 1.94 & \\ \hline
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\end{tabular}
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\end{small}\\
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\alert{$L \alpha T^2$}
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\end{center}
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   279
\end{frame}
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dc0da25b788b Minor edits to day2 session2.
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\begin{frame}[fragile]
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\frametitle{Lets use lists}
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\begin{lstlisting}
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In []: L = [0.1, 0.2, 0.3, 0.4, 0.5, 
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            0.6, 0.7, 0.8, 0.9]
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   286
301
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In []: t = [0.69, 0.90, 1.19, 
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            1.30, 1.47, 1.58, 
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            1.77, 1.83, 1.94]
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   290
\end{lstlisting}
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\end{frame}
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   293
\begin{frame}[fragile]
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\frametitle{Plotting $L$ vs $T^2$}
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   295
\begin{itemize}
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\item We must square each of the values in \typ{t}
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\item How to do it?
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\item We use a \kwrd{for} loop to iterate over \typ{t}
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\end{itemize}
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\end{frame}
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159
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\begin{frame}[fragile]
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\frametitle{Plotting $L$ vs $T^2$}
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\begin{lstlisting}
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   305
In []: tsq = []
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   306
290
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In []: for time in t:
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 ....:     tsq.append(time*time)
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b44d7bcc6609 Added a few quiz questions; Minor edits.
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 ....:
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 ....:
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   312
\end{lstlisting}
290
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   313
This gives \kwrd{tsq} which is the list of squares of \typ{t} values.
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   314
\begin{lstlisting}
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   315
In []: print len(L), len(t), len(tsq)
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Out[]: 9 9 9
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\end{lstlisting}
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\end{frame}
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   319
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   320
\begin{frame}[fragile]
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  \frametitle{How to come out of the \texttt{for} loop?}
373
f04eca8b2f3d Commits from NIT DGP and IITK
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  Hitting the ``ENTER'' key twice returns the cursor to the previous indentation level
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  \begin{lstlisting}
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   324
    In []: for time in t:
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     ....:     tsq.append(time*time)
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   326
     ....:     
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   327
     ....:     
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   328
381
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   329
    In []: plot(L, tsq)
290
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  \end{lstlisting}
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\end{frame}
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   332
978108b0c02c Added lists and for slides to session 2, day 1.
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   333
\begin{frame}[fragile]
198
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   334
\begin{figure}
4cb13665b3b6 Updated session 2 slides and added 4 graphs to data directory.
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   335
\includegraphics[width=3.5in]{data/L-TSq-limited.png}
4cb13665b3b6 Updated session 2 slides and added 4 graphs to data directory.
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   336
\end{figure}
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   337
\end{frame}
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   338
4cb13665b3b6 Updated session 2 slides and added 4 graphs to data directory.
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   339
\begin{frame}[fragile]
274
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\frametitle{What about larger data sets?}
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   341
\alert{Data is usually present in a file!} \\
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   342
Lets look at the \typ{pendulum.txt} file.
319
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\begin{lstlisting} 
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   344
In []: cat pendulum.txt 
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   345
1.0000e-01 6.9004e-01
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   346
1.1000e-01 6.9497e-01
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   347
1.2000e-01 7.4252e-01
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   348
1.3000e-01 7.5360e-01
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\end{lstlisting}  %$
193
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\ldots
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   351
\end{frame}
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   352
a31b0e76c0fb Revamped session 2 slides.
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   353
\begin{frame}[fragile]
274
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   354
\frametitle{Reading \typ{pendulum.txt}}
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   355
\begin{itemize}
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   356
  \item File contains L vs. T values 
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   357
  \item First Column - L values
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   358
  \item Second Column - T values
274
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   359
  \item Let us generate a plot from the data file
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\end{itemize}
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   361
\end{frame}
109
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   362
161
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   363
\begin{frame}[fragile]
290
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   364
\frametitle{Plotting from \typ{pendulum.txt}}
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   365
Open a new script and type the following:
161
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   366
\begin{lstlisting}
381
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   367
L = []
290
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t = []
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   369
for line in open('pendulum.txt'):
301
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   370
    point = line.split()
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   371
    L.append(float(point[0]))
301
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   372
    t.append(float(point[1]))
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   373
tsq = []
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   374
for time in t:
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   375
    tsq.append(time*time)
381
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plot(L, tsq, '.')
109
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   377
\end{lstlisting}
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\end{frame}
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\begin{frame}
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\frametitle{Save and run}
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\begin{itemize}
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  \item Save as pendulum\_plot.py.
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  \item Run using \kwrd{\%run -i pendulum\_plot.py}
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\end{itemize}
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\end{frame}
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\begin{frame}[fragile]
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\begin{figure}
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\includegraphics[width=3.5in]{data/L-Tsq.png}
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\end{figure}
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\end{frame}
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   393
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\begin{frame}[fragile]
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  \frametitle{Reading files \ldots}
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\typ{for line in open('pendulum.txt'):}
161
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\begin{itemize}
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\item opening file `\typ{pendulum.txt}'
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\item reading the file line by line
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\item \typ{line} is a \kwrd{string}
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\end{itemize}
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\end{frame}
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   403
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\section{Strings}
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\begin{frame}[fragile]
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\frametitle{Strings}
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Anything within ``quotes'' is a string!
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\begin{lstlisting}
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' This is a string '  
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" This too! "
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""" This one too! """
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''' And one more! '''
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   413
\end{lstlisting}
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\end{frame}
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   415
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\begin{frame}[fragile]
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\frametitle{Strings and \typ{split()}}
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  \begin{lstlisting}
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In []: greet = 'hello world'
109
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   421
In []: greet.split()
130
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   422
Out[]: ['hello', 'world']
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  \end{lstlisting}
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This is what happens with \typ{line}
109
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   425
  \begin{lstlisting}
330
46533051b9d3 commited changes made for scipy and cheatsheats.
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   426
In []: line = '1.20 7.42'
109
16e04782baac Added session2.tex.
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   427
301
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   428
In []: point = line.split()
49bdffe4dca5 Updated session 2 slides of day 1 and added cheatsheets of day 2.
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diff changeset
   429
49bdffe4dca5 Updated session 2 slides of day 1 and added cheatsheets of day 2.
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   430
In []: point
330
46533051b9d3 commited changes made for scipy and cheatsheats.
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   431
Out[]: ['1.20', '7.42']
109
16e04782baac Added session2.tex.
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   432
  \end{lstlisting}
16e04782baac Added session2.tex.
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parents:
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   433
\end{frame}
16e04782baac Added session2.tex.
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   434
161
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   435
\begin{frame}[fragile]
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   436
\frametitle{Getting floats from strings}
ff22fae4fde5 Adding reading files and plotting to day1 session1.
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   437
  \begin{lstlisting}
301
49bdffe4dca5 Updated session 2 slides of day 1 and added cheatsheets of day 2.
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parents: 300
diff changeset
   438
In []: type(point[0])
161
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   439
Out[]: <type 'str'>
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   440
  \end{lstlisting}
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   441
But, we need floating point numbers
ff22fae4fde5 Adding reading files and plotting to day1 session1.
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   442
  \begin{lstlisting}
301
49bdffe4dca5 Updated session 2 slides of day 1 and added cheatsheets of day 2.
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   443
In []: t = float(point[0])
161
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   444
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   445
In []: type(t)
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   446
Out[]: <type 'float'>
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   447
  \end{lstlisting}
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   448
\end{frame}
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   449
274
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   450
\begin{frame}[fragile]
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   451
\frametitle{Let's review the code}
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   452
\begin{lstlisting}
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   453
L = []
290
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   454
t = []
10528e3073ef Changed the schedule in session 1 slides and updated session 2 slides.
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   455
for line in open('pendulum.txt'):
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   456
    point = line.split()
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   457
    L.append(float(point[0]))
301
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   458
    t.append(float(point[1]))
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   459
tsq = []
10528e3073ef Changed the schedule in session 1 slides and updated session 2 slides.
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   460
for time in t:
10528e3073ef Changed the schedule in session 1 slides and updated session 2 slides.
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   461
    tsq.append(time*time)
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   462
plot(L, tsq, '.')
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   463
\end{lstlisting}
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   464
\end{frame}
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   465
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   466
\begin{frame}[fragile]
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   467
\begin{figure}
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\includegraphics[width=3.5in]{data/L-Tsq.png}
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diff changeset
   469
\end{figure}
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   470
\end{frame}
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   471
193
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   472
\section {Summary}
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\begin{frame}[fragile]
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   474
\frametitle{What did we learn?}
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   475
\begin{itemize}
274
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   476
  \item Plotting points
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   477
  \item Plot attributes
193
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   478
  \item Lists
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   479
  \item \kwrd{for}
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   480
  \item Reading files
301
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diff changeset
   481
  \item Tokenizing
193
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   482
  \item Strings
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   483
\end{itemize}
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   484
\end{frame}
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diff changeset
   485
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   486
\end{document}
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   487
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   488
%% Questions for Quiz %%
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%% ------------------ %%
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   490
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
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   491
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
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   492
\frametitle{\incqno }
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   493
  \begin{lstlisting}
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   494
  In []: a = [1, 2, 5, 9]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
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   495
  In []: a[0:-1]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
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   496
  \end{lstlisting}
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   497
  What is the output?
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   498
\end{frame}
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   499
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\begin{frame}
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\frametitle{\incqno }
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   502
  How do you combine two lists \emph{a} and \emph{b} to produce one list?
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   503
\end{frame}
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   504
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   505
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   506
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   507
  \begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   508
  In []: a = [1, 2, 5, 9]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   509
  \end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   510
  How do you add the value 10 to the end of this list?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   511
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   512
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   513
\begin{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   514
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   515
Write the code to read a file \texttt{data.txt} and print each line of it?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   516
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   517
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   518
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   519
\frametitle{\incqno }
352
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   520
What would be the result of the following code snippet:
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   521
\begin{lstlisting}
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   522
In []: x = linspace(0, 10, 50)
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   523
In []: y = linspace(50, 100, 100)
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   524
In []: plot(x, y)
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   525
\end{lstlisting}
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   526
\end{frame}
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   527
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   528
\begin{frame}[fragile]
b44d7bcc6609 Added a few quiz questions; Minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   529
\frametitle{\incqno }
343
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   530
The following code snippet has an error/bug:
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   531
\begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   532
In []: l = [0.1, 0.2, 0.3, 0.4]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   533
In []: t = [0.69, 0.90, 1.19, 1.30]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   534
In []: tsq = []
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   535
In []: for time in t:
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   536
 ....:     tsq.append(time*time)
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   537
 ....:     plot(l, tsq)
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   538
\end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   539
What is the error? How do you fix it?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   540
\end{frame}