author | Santosh G. Vattam <vattam.santosh@gmail.com> |
Thu, 11 Mar 2010 18:01:23 +0530 | |
changeset 380 | 669b72283b55 |
parent 379 | 682b6f66fe11 |
child 381 | b797cd67982b |
permissions | -rw-r--r-- |
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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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|
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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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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
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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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|
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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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|
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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[] {08 March, 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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||
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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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|
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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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|
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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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|
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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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|
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In []: y = [7, 11, 15, 19] |
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|
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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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|
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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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|
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In []: p[1] |
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Out[]: 3 |
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|
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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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|
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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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228 |
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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|
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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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|
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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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\begin{tabular}{| c | c | c |} |
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\hline |
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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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\end{frame} |
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|
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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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|
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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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\end{lstlisting} |
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\end{frame} |
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|
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\begin{frame}[fragile] |
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\frametitle{Plotting $L$ vs $T^2$} |
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\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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300 |
\end{frame} |
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301 |
|
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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In []: tsq = [] |
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|
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In []: for time in t: |
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....: tsq.append(time*time) |
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....: |
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....: |
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311 |
|
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In []: print len(l), len(t), len(tsq) |
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\end{lstlisting} |
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This gives \kwrd{tsq} which is the list of squares of \typ{t} values. |
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\end{frame} |
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316 |
|
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\begin{frame}[fragile] |
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\frametitle{How to come out of the \texttt{for} loop?} |
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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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321 |
In []: for time in t: |
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....: tsq.append(time*time) |
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323 |
....: |
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....: |
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325 |
|
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In []: plot(l, tsq) |
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\end{lstlisting} |
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\end{frame} |
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329 |
|
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330 |
\begin{frame}[fragile] |
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\begin{figure} |
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\includegraphics[width=3.5in]{data/L-TSq-limited.png} |
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\end{figure} |
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\end{frame} |
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|
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\begin{frame}[fragile] |
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\frametitle{What about larger data sets?} |
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\alert{Data is usually present in a file!} \\ |
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339 |
Lets look at the \typ{pendulum.txt} file. |
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340 |
\begin{lstlisting} |
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341 |
In []: cd circulate/pendulum/ |
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342 |
In []: cat pendulum.txt |
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343 |
1.0000e-01 6.9004e-01 |
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344 |
1.1000e-01 6.9497e-01 |
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345 |
1.2000e-01 7.4252e-01 |
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346 |
1.3000e-01 7.5360e-01 |
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347 |
\end{lstlisting} %$ |
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348 |
\ldots |
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349 |
\end{frame} |
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350 |
|
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351 |
\begin{frame}[fragile] |
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352 |
\frametitle{Reading \typ{pendulum.txt}} |
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353 |
\begin{itemize} |
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354 |
\item File contains L vs. T values |
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355 |
\item First Column - L values |
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356 |
\item Second Column - T values |
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357 |
\item Let us generate a plot from the data file |
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358 |
\end{itemize} |
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359 |
\end{frame} |
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360 |
|
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361 |
\begin{frame}[fragile] |
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362 |
\frametitle{Plotting from \typ{pendulum.txt}} |
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363 |
Open a new script and type the following: |
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364 |
\begin{lstlisting} |
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365 |
l = [] |
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366 |
t = [] |
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367 |
for line in open('pendulum.txt'): |
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368 |
point = line.split() |
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369 |
l.append(float(point[0])) |
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370 |
t.append(float(point[1])) |
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371 |
tsq = [] |
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372 |
for time in t: |
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373 |
tsq.append(time*time) |
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374 |
plot(l, tsq, '.') |
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375 |
\end{lstlisting} |
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376 |
\end{frame} |
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377 |
|
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378 |
\begin{frame} |
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379 |
\frametitle{Save and run} |
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|
380 |
\begin{itemize} |
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381 |
\item Save as pendulum\_plot.py. |
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382 |
\item Run using \kwrd{\%run -i pendulum\_plot.py} |
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|
383 |
\end{itemize} |
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|
384 |
\end{frame} |
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|
385 |
|
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386 |
\begin{frame}[fragile] |
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|
387 |
\begin{figure} |
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|
388 |
\includegraphics[width=3.5in]{data/L-Tsq.png} |
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|
389 |
\end{figure} |
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Updated session 2 slides and added 4 graphs to data directory.
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|
390 |
\end{frame} |
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|
391 |
|
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392 |
\begin{frame}[fragile] |
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|
393 |
\frametitle{Reading files \ldots} |
290
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|
394 |
\typ{for line in open('pendulum.txt'):} |
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|
395 |
\begin{itemize} |
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|
396 |
\item opening file `\typ{pendulum.txt}' |
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|
397 |
\item reading the file line by line |
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|
398 |
\item \typ{line} is a \kwrd{string} |
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|
399 |
\end{itemize} |
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|
400 |
\end{frame} |
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|
401 |
|
193
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|
402 |
\section{Strings} |
161
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|
403 |
\begin{frame}[fragile] |
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|
404 |
\frametitle{Strings} |
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|
405 |
Anything within ``quotes'' is a string! |
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|
406 |
\begin{lstlisting} |
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|
407 |
' This is a string ' |
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|
408 |
" This too! " |
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|
409 |
""" This one too! """ |
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|
410 |
''' And one more! ''' |
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|
411 |
\end{lstlisting} |
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|
412 |
\end{frame} |
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|
413 |
|
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|
414 |
\begin{frame}[fragile] |
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|
415 |
\frametitle{Strings and \typ{split()}} |
109
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|
416 |
\begin{lstlisting} |
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|
417 |
In []: greet = 'hello world' |
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|
418 |
|
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|
419 |
In []: greet.split() |
130
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Minor edits to day1 session2.
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|
420 |
Out[]: ['hello', 'world'] |
109
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|
421 |
\end{lstlisting} |
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|
422 |
This is what happens with \typ{line} |
109
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|
423 |
\begin{lstlisting} |
330
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commited changes made for scipy and cheatsheats.
Shantanu <shantanu@fossee.in>
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|
424 |
In []: line = '1.20 7.42' |
109
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|
425 |
|
301
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|
426 |
In []: point = line.split() |
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|
427 |
|
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Updated session 2 slides of day 1 and added cheatsheets of day 2.
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|
428 |
In []: point |
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|
429 |
Out[]: ['1.20', '7.42'] |
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changeset
|
430 |
\end{lstlisting} |
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Added session2.tex.
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changeset
|
431 |
\end{frame} |
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Added session2.tex.
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|
432 |
|
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|
433 |
\begin{frame}[fragile] |
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|
434 |
\frametitle{Getting floats from strings} |
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|
435 |
\begin{lstlisting} |
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|
436 |
In []: type(point[0]) |
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|
437 |
Out[]: <type 'str'> |
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|
438 |
\end{lstlisting} |
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|
439 |
But, we need floating point numbers |
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|
440 |
\begin{lstlisting} |
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441 |
In []: t = float(point[0]) |
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442 |
|
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443 |
In []: type(t) |
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444 |
Out[]: <type 'float'> |
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|
445 |
\end{lstlisting} |
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|
446 |
\end{frame} |
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|
447 |
|
274
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\begin{frame}[fragile] |
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\frametitle{Let's review the code} |
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\begin{lstlisting} |
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451 |
l = [] |
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t = [] |
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453 |
for line in open('pendulum.txt'): |
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454 |
point = line.split() |
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|
455 |
l.append(float(point[0])) |
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t.append(float(point[1])) |
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457 |
tsq = [] |
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458 |
for time in t: |
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tsq.append(time*time) |
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460 |
plot(l, tsq, '.') |
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461 |
\end{lstlisting} |
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462 |
\end{frame} |
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463 |
|
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464 |
\begin{frame}[fragile] |
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465 |
\begin{figure} |
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466 |
\includegraphics[width=3.5in]{data/L-Tsq.png} |
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467 |
\end{figure} |
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\end{frame} |
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469 |
|
193
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470 |
\section {Summary} |
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471 |
\begin{frame}[fragile] |
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472 |
\frametitle{What did we learn?} |
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\begin{itemize} |
274
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474 |
\item Plotting points |
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475 |
\item Plot attributes |
193
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476 |
\item Lists |
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477 |
\item \kwrd{for} |
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478 |
\item Reading files |
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479 |
\item Tokenizing |
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480 |
\item Strings |
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481 |
\end{itemize} |
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482 |
\end{frame} |
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483 |
|
109
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484 |
\end{document} |
343
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485 |
|
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486 |
%% Questions for Quiz %% |
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|
487 |
%% ------------------ %% |
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|
488 |
|
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489 |
\begin{frame}[fragile] |
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490 |
\frametitle{\incqno } |
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491 |
\begin{lstlisting} |
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|
492 |
In []: a = [1, 2, 5, 9] |
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493 |
In []: a[0:-1] |
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494 |
\end{lstlisting} |
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|
495 |
What is the output? |
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496 |
\end{frame} |
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|
497 |
|
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498 |
\begin{frame} |
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|
499 |
\frametitle{\incqno } |
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|
500 |
How do you combine two lists \emph{a} and \emph{b} to produce one list? |
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|
501 |
\end{frame} |
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|
502 |
|
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|
503 |
\begin{frame}[fragile] |
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|
504 |
\frametitle{\incqno } |
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|
505 |
\begin{lstlisting} |
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|
506 |
In []: a = [1, 2, 5, 9] |
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|
507 |
\end{lstlisting} |
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|
508 |
How do you add the value 10 to the end of this list? |
adb85e126341
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changeset
|
509 |
\end{frame} |
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changeset
|
510 |
|
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|
511 |
\begin{frame} |
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changeset
|
512 |
\frametitle{\incqno } |
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changeset
|
513 |
Write the code to read a file \texttt{data.txt} and print each line of it? |
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|
514 |
\end{frame} |
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|
515 |
|
adb85e126341
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changeset
|
516 |
\begin{frame}[fragile] |
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changeset
|
517 |
\frametitle{\incqno } |
352
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|
518 |
What would be the result of the following code snippet: |
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changeset
|
519 |
\begin{lstlisting} |
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changeset
|
520 |
In []: x = linspace(0, 10, 50) |
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|
521 |
In []: y = linspace(50, 100, 100) |
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|
522 |
In []: plot(x, y) |
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changeset
|
523 |
\end{lstlisting} |
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|
524 |
\end{frame} |
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changeset
|
525 |
|
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|
526 |
\begin{frame}[fragile] |
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changeset
|
527 |
\frametitle{\incqno } |
343
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changeset
|
528 |
The following code snippet has an error/bug: |
adb85e126341
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|
529 |
\begin{lstlisting} |
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|
530 |
In []: l = [0.1, 0.2, 0.3, 0.4] |
adb85e126341
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|
531 |
In []: t = [0.69, 0.90, 1.19, 1.30] |
adb85e126341
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changeset
|
532 |
In []: tsq = [] |
adb85e126341
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changeset
|
533 |
In []: for time in t: |
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|
534 |
....: tsq.append(time*time) |
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|
535 |
....: plot(l, tsq) |
adb85e126341
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changeset
|
536 |
\end{lstlisting} |
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changeset
|
537 |
What is the error? How do you fix it? |
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|
538 |
\end{frame} |