1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%Tutorial slides on Python.
%
% Author: FOSSEE
% Copyright (c) 2009, FOSSEE, IIT Bombay
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\documentclass[14pt,compress]{beamer}
%\documentclass[draft]{beamer}
%\documentclass[compress,handout]{beamer}
%\usepackage{pgfpages}
%\pgfpagesuselayout{2 on 1}[a4paper,border shrink=5mm]
% Modified from: generic-ornate-15min-45min.de.tex
\mode<presentation>
{
\usetheme{Warsaw}
\useoutertheme{infolines}
\setbeamercovered{transparent}
}
\usepackage[english]{babel}
\usepackage[latin1]{inputenc}
%\usepackage{times}
\usepackage[T1]{fontenc}
% Taken from Fernando's slides.
\usepackage{ae,aecompl}
\usepackage{mathpazo,courier,euler}
\usepackage[scaled=.95]{helvet}
\definecolor{darkgreen}{rgb}{0,0.5,0}
\usepackage{listings}
\lstset{language=Python,
basicstyle=\ttfamily\bfseries,
commentstyle=\color{red}\itshape,
stringstyle=\color{darkgreen},
showstringspaces=false,
keywordstyle=\color{blue}\bfseries}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Macros
\setbeamercolor{emphbar}{bg=blue!20, fg=black}
\newcommand{\emphbar}[1]
{\begin{beamercolorbox}[rounded=true]{emphbar}
{#1}
\end{beamercolorbox}
}
\newcounter{time}
\setcounter{time}{0}
\newcommand{\inctime}[1]{\addtocounter{time}{#1}{\tiny \thetime\ m}}
\newcommand{\typ}[1]{\lstinline{#1}}
\newcommand{\kwrd}[1]{ \texttt{\textbf{\color{blue}{#1}}} }
%%% This is from Fernando's setup.
% \usepackage{color}
% \definecolor{orange}{cmyk}{0,0.4,0.8,0.2}
% % Use and configure listings package for nicely formatted code
% \usepackage{listings}
% \lstset{
% language=Python,
% basicstyle=\small\ttfamily,
% commentstyle=\ttfamily\color{blue},
% stringstyle=\ttfamily\color{orange},
% showstringspaces=false,
% breaklines=true,
% postbreak = \space\dots
% }
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Title page
\title[Interactive Plotting]{Python for Science and Engg: Interactive Plotting}
\author[FOSSEE group] {FOSSEE}
\institute[IIT Bombay] {Department of Aerospace Engineering\\IIT Bombay}
\date[] {SciPy 2010, Introductory tutorials,\\
Day 1, Session 1}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%\pgfdeclareimage[height=0.75cm]{iitmlogo}{iitmlogo}
%\logo{\pgfuseimage{iitmlogo}}
%% Delete this, if you do not want the table of contents to pop up at
%% the beginning of each subsection:
\AtBeginSubsection[]
{
\begin{frame}<beamer>
\frametitle{Outline}
\tableofcontents[currentsection,currentsubsection]
\end{frame}
}
\AtBeginSection[]
{
\begin{frame}<beamer>
\frametitle{Outline}
\tableofcontents[currentsection,currentsubsection]
\end{frame}
}
% If you wish to uncover everything in a step-wise fashion, uncomment
% the following command:
%\beamerdefaultoverlayspecification{<+->}
%%\includeonlyframes{current,current1,current2,current3,current4,current5,current6}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% DOCUMENT STARTS
\begin{document}
\begin{frame}
\maketitle
\end{frame}
%% \begin{frame}
%% \frametitle{Outline}
%% \tableofcontents
%% % You might wish to add the option [pausesections]
%% \end{frame}
\begin{frame}
\frametitle{Acknowledgement}
\Large
\begin{center}
\alert{FOSSEE group (\url{fossee.in})} \\
based at\\
\alert{IIT Bombay}\\
and funded by\\
The National Mission on Education through ICT, \\
\alert{Ministry of HRD, India}
\end{center}
\end{frame}
\begin{frame}
\frametitle{Tutorial Schedule: Day 1}
\begin{description}
\item[Session 1-2] 08:00--10:00
\item[Coffee Break] 10:00--10:20
\item[Session 3-4] 10:20--12:20
\item[Lunch Break] 12:20--13:40
\item[Quiz 1] 13:40--13:55
\item[Exercises] 14:00--14:40
\item[Session 5] 14:40--15:40
\item[Coffee Break] 15:40--16:00
\item[Quiz 2] 16:00--16:15
\item[Session 6-7] 16:15--18:00
\end{description}
\end{frame}
\begin{frame}
\frametitle{Tutorial Schedule: Day 2}
\begin{description}
\item[Session 1] 08:00--9:00
\item[Session 2] 9:00--10:00
\item[Coffee] 10:00--10:20
\item[Quiz 3] 10:20--10:35
\item[Exercises] 10:35--11:30
\item[Session 3] 11:30--12:20
\end{description}
\end{frame}
\section{Checklist}
\begin{frame}
\frametitle{Checklist}
\begin{enumerate}
\item IPython
\item Editor - we recommend \alert{scite}
\item Data files:
\begin{itemize}
\item \typ{anag.txt}
\item \typ{holmes.txt}
\item \typ{pendulum.txt}
\item \typ{pos.txt}
\item \typ{sslc1.txt}
\end{itemize}
\item Python scripts:
\begin{itemize}
\item \typ{sslc_allreg.py}
\item \typ{sslc_science.py}
\end{itemize}
\item Images
\begin{itemize}
\item \typ{lena.png}
\item \typ{smoothing.gif}
\end{itemize}
\end{enumerate}
\end{frame}
\begin{frame}
\frametitle{About the Tutorial}
\begin{block}{Intended Audience}
\begin{itemize}
\item Engg., Mathematics and Science researchers with a
reasonable programming background.
\end{itemize}
\end{block}
\begin{block}{Goal: Successful participants will be able to}
\begin{itemize}
\item Use Python as plotting, computational tool.
\item Understand how to use Python as a scripting and problem solving language.
\end{itemize}
\end{block}
\end{frame}
%% \begin{frame}[fragile]
%% \frametitle{The Python interpreter \ldots}
%% \begin{block}{}
%% \begin{lstlisting}
%% $ python
%% \end{lstlisting} %$
%% \end{block}
%% \begin{lstlisting}
%% >>> print "Hello, World!"
%% Hello, World!
%% \end{lstlisting}
%% Exiting
%% \begin{lstlisting}
%% >>> ^D(Ctrl-D)
%% $
%% \end{lstlisting} %$
%% \end{frame}
\section{Starting up IPython}
\begin{frame}[fragile]
\frametitle{Starting up \ldots}
\begin{block}{}
\begin{lstlisting}
$ ipython -pylab
\end{lstlisting} %$
\end{block}
\begin{lstlisting}
In []: print "Hello, World!"
Hello, World!
\end{lstlisting}
Exiting
\begin{lstlisting}
In []: ^D(Ctrl-D)
Do you really want to exit([y]/n)? y
\end{lstlisting}
\end{frame}
%% \section{Ipython with magic}
%% \begin{frame}[fragile]
%% \frametitle{Let the magic begin \ldots}
%% \begin{itemize}
%% \item \alert{IPython is an improved interpreter}\\
%% \item \alert{Recommended for Scientific and Computing work}\\
%% \end{itemize}
%% \begin{block}{}
%% \begin{lstlisting}
%% $ ipython -pylab
%% \end{lstlisting} %$
%% \end{block}
%% \end{frame}
\section{Breaking out of loops}
\begin{frame}[fragile]
\frametitle{Breaking out of Loops}
Breaking out of loops
\begin{lstlisting}
In []: while True:
...: print "Hello, World!"
...:
Hello, World!
Hello, World!^C(Ctrl-C)
------------------------------------
KeyboardInterrupt
\end{lstlisting}
\end{frame}
\section{Plotting}
\subsection{Drawing plots}
\begin{frame}[fragile]
\frametitle{First Plot}
\begin{columns}
\column{0.25\textwidth}
\hspace*{-0.5in}
\includegraphics[height=2in, interpolate=true]{data/firstplot}
\column{0.8\textwidth}
\begin{block}{}
\begin{small}
\begin{lstlisting}
In []: x = linspace(0, 2*pi, 50)
In []: plot(x, sin(x))
\end{lstlisting}
\end{small}
\end{block}
\end{columns}
\end{frame}
\begin{frame}[fragile]
\frametitle{Walkthrough}
\begin{block}{\typ{x = linspace(start, stop, num)} }
returns \typ{num} evenly spaced points, in the interval [\typ{start}, \typ{stop}].
\end{block}
\begin{lstlisting}
x[0] = start
x[num - 1] = end
\end{lstlisting}
\vspace*{.35in}
\begin{block}{\typ{plot(x, y)}}
plots \typ{x} and \typ{y} using default line style and color
\end{block}
%\inctime{10}
\end{frame}
\subsection{Decoration}
\begin{frame}[fragile]
\frametitle{Adding Labels}
\begin{columns}
\column{0.25\textwidth}
\hspace*{-0.45in}
\includegraphics[height=2in, interpolate=true]{data/label}
\hspace*{0.5in}
\column{0.55\textwidth}
\begin{block}{}
\small
\begin{lstlisting}
In []: xlabel('x')
In []: ylabel('sin(x)')
\end{lstlisting}
\small
% \end{lstlisting}
%\typ{xlabel(s)} sets the label of the \typ{x}-axis to \typ{s}
% \begin{lstlisting}
\end{block}
%\typ{ylabel(s)} sets the label of the \typ{y}-axis to \typ{s}
\end{columns}
\end{frame}
\begin{frame}[fragile]
\frametitle{Another example}
\begin{lstlisting}
In []: clf()
\end{lstlisting}
\emphbar{Clears the plot area.}
\begin{lstlisting}
In []: y = linspace(0, 2*pi, 50)
In []: plot(y, sin(2*y))
In []: xlabel('y')
In []: ylabel('sin(2y)')
\end{lstlisting}
\end{frame}
\begin{frame}[fragile]
\frametitle{IPython tips \ldots}
\begin{itemize}
\item Use \typ{TAB} to complete command
\end{itemize}
\vspace*{0.5in}
{\Large \structure{History}}
\begin{itemize}
\item Accesses history (also from past sessions)
\item Up and down arrows (\typ{Ctrl-p}/\typ{Ctrl-n})
\item Search: \typ{Ctrl-r} and start typing
\item \typ{Ctrl-a}: go to start of line
\item \typ{Ctrl-e}: end of line
\item \typ{Ctrl-k}: kill to end of line
\end{itemize}
\end{frame}
\subsection{More decoration}
\begin{frame}[fragile]
\frametitle{Title and Legends}
\vspace*{-0.15in}
% \begin{block}{}
% \small
\begin{lstlisting}
In []: title('Sinusoids')
In []: legend(['sin(2y)'])
\end{lstlisting}
% \small
% \end{block}
\vspace*{-0.1in}
\begin{center}
\includegraphics[height=2in, interpolate=true]{data/legend}
\end{center}
\end{frame}
\begin{frame}[fragile]
\frametitle{Legend Placement}
\begin{block}{}
\small
\begin{lstlisting}
In []: legend(['sin(2y)'], loc = 'center')
\end{lstlisting}
\end{block}
\begin{columns}
\column{0.6\textwidth}
\includegraphics[height=2in, interpolate=true]{data/position}
\column{0.45\textwidth}
\vspace{-0.2in}
\begin{lstlisting}
'best'
'right'
'center'
\end{lstlisting}
\end{columns}
\end{frame}
%% \begin{frame}[fragile]
%% \frametitle{For arbitrary location}
%% \vspace*{-0.1in}
%% \begin{lstlisting}
%% In []: legend(['sin(2y)'], loc=(.8,.1))
%% \end{lstlisting}
%% \emphbar{Specify south-east corner position}
%% %\vspace*{-0.2in}
%% \begin{center}
%% \includegraphics[height=2in, interpolate=true]{data/loc}
%% \end{center}
%% %\inctime{10}
%% \end{frame}
\begin{frame}[fragile]
\frametitle{Saving \& Closing}
\begin{lstlisting}
In []: savefig('sin.png')
In []: close()
\end{lstlisting}
Supported formats to store images:
\begin{itemize}
\item png
\item eps - Easy to embed in LaTeX files
\item emf
\item pdf
\item ps
\item raw
\item rgba
\item svg
\end{itemize}
\end{frame}
\section{Multiple plots}
\begin{frame}[fragile]
\frametitle{Overlaid Plots}
\begin{lstlisting}
In []: clf()
In []: plot(y, sin(y))
In []: plot(y, cos(y))
In []: xlabel('y')
In []: ylabel('f(y)')
In []: legend(['sin(y)', 'cos(y)'])
\end{lstlisting}
\emphbar{By default plots would be overlaid!}
\end{frame}
\begin{frame}[fragile]
\frametitle{Plotting separate figures}
\begin{lstlisting}
In []: clf()
In []: figure(1)
In []: plot(y, sin(y))
In []: figure(2)
In []: plot(y, cos(y))
In []: savefig('cosine.png')
In []: figure(1)
In []: title('sin(y)')
In []: savefig('sine.png')
In []: close()
In []: close()
\end{lstlisting}
\end{frame}
\begin{frame}[fragile]
\frametitle{Showing it better}
\vspace{-0.15in}
\begin{lstlisting}
In []: plot(y, cos(y), 'r')
In []: clf()
In []: plot(y, sin(y), 'g', linewidth=2)
\end{lstlisting}
\vspace*{-0.2in}
\begin{center}
\includegraphics[height=2.2in, interpolate=true]{data/green}
\end{center}
%\inctime{10}
\end{frame}
\begin{frame}[fragile]
\frametitle{Annotating}
\vspace*{-0.15in}
\begin{lstlisting}
In []: annotate('local max', xy=(1.5, 1))
\end{lstlisting}
\vspace*{-0.2in}
\begin{center}
\includegraphics[height=2in, interpolate=true]{data/annotate}
\end{center}
\end{frame}
\begin{frame}[fragile]
\frametitle{Axes lengths}
\emphbar{Getting axes lengths}
\begin{lstlisting}
In []: xmin, xmax = xlim()
In []: ymin, ymax = ylim()
In []: print xmin, xmax
\end{lstlisting}
\emphbar{Set the axes limits}
\begin{lstlisting}
In []: xlim(xmin, 2*pi )
In []: ylim(ymin-0.2, ymax+0.2)
\end{lstlisting}
\end{frame}
\begin{frame}[fragile]
\frametitle{Axes lengths}
\begin{center}
\includegraphics[height=3in, interpolate=true]{data/limits}
\end{center}
\end{frame}
\begin{frame}[fragile]
\frametitle{IPython tips \ldots}
\begin{itemize}
\item Try:
\begin{lstlisting}
In []: plot?
\end{lstlisting}
to get more information on \typ{plot}
\vspace*{0.5in}
\item Try:
\begin{lstlisting}
In []: plot??
\end{lstlisting}
to see the source code for \typ{plot}
\end{itemize}
\end{frame}
\begin{frame}[fragile]
\frametitle{Review Problem}
\begin{enumerate}
\item Plot x, -x, sin(x), xsin(x) in range $-5\pi$ to $5\pi$
\item Add a legend
\item Annotate the origin
\item Set axes limits to the range of x
\end{enumerate}
\vspace*{-0.1in}
\begin{center}
\includegraphics[height=2.1in, interpolate=true]{data/four_plot}
\end{center}
\end{frame}
\begin{frame}[fragile]
\frametitle{Review Problem \ldots}
\alert{Plotting \ldots}
\begin{lstlisting}
In []: x = linspace(-5*pi, 5*pi, 500)
In []: plot(x, x, 'b')
In []: plot(x, -x, 'b')
In []: plot(x, sin(x), 'g', linewidth=2)
In []: plot(x, x*sin(x), 'r',
linewidth=3)
\end{lstlisting}
$\vdots$
\end{frame}
\begin{frame}[fragile]
\frametitle{Review Problem \ldots}
\alert{Legend \& Annotation\ldots}
\begin{lstlisting}
In []: legend(['x', '-x', 'sin(x)',
'xsin(x)'])
In []: annotate('origin', xy = (0, 0))
\end{lstlisting}
\alert{Setting Axes limits\ldots}
\begin{lstlisting}
In []: xlim(-5*pi, 5*pi)
In []: ylim(-5*pi, 5*pi)
\end{lstlisting}
\end{frame}
\begin{frame}[fragile]
\frametitle{Command History}
Use the \typ{\%hist} \alert{magic} command of IPython
\typ{In []: \%hist}\\
This displays all the commands typed in so far aka Command History.
\begin{block}{Careful about errors!}
\kwrd{\%hist} will contain the errors as well.\\
\end{block}
\begin{block}{Magic Commands?}
Magic commands are commands provided by IPython to make our life easier.
\end{block}
\end{frame}
\begin{frame}[fragile]
\frametitle{Saving commands into script}
Use the \typ{\%save} \alert{magic} command of IPython
\begin{block}{}
\typ{\%save script_name line_numbers}
\end{block}
Line numbers can be specified individually separated by spaces or as a range separated by a dash.\\
\begin{block}{}
\typ{\%save four_plot.py} \alert{\typ{ 16 18-27}} \\
\end{block}
This saves from the history the commands entered on line numbers \alert{16, 18, 19, 20, \ldots 27}
\end{frame}
\begin{frame}
\frametitle{Python Scripts\ldots}
Now, four\_plot.py is called a Python Script.
\begin{itemize}
\item run the script in IPython using \typ{\%run four_plot.py}\\
\end{itemize}
\pause
\alert{\typ{NameError: name 'linspace' is not defined}}
\begin{block}{}
To avoid this, run using \alert{\typ{\%run -i four_plot.py}}\\
\end{block}
\end{frame}
\begin{frame}[fragile]
\frametitle{Result graph}
\begin{center}
\includegraphics[height=3in, interpolate=true]{data/four_plot}
\end{center}
\end{frame}
\begin{frame}[fragile]
\frametitle{What did we learn?}
\begin{itemize}
\item Starting up IPython
\item Creating simple plots
\item Adding labels and legends
\item Annotating plots
\item Changing the looks: size, linewidth
\item Accessing history, documentation
\item \kwrd{\%hist} - History of commands
\item \kwrd{\%save} - Saving commands
\item Running a script using \kwrd{\%run -i}
\end{itemize}
\end{frame}
\end{document}
%% Questions for Quiz %%
%% ------------------ %%
\begin{frame}[fragile]
\frametitle{\incqno }
Draw (roughly) the plot obtained by the following:
\begin{lstlisting}
In []: x = linspace(0, pi, 3)
In []: plot(x, sin(x))
\end{lstlisting}
\end{frame}
\begin{frame}[fragile]
\frametitle{\incqno }
Describe the plot produced by the following:
\begin{lstlisting}
In []: x = linspace(0, 2*pi, 50)
In []: plot(x, cos(x), 'go')
\end{lstlisting}
\end{frame}
\begin{frame}
\frametitle{\incqno }
How will you plot the previous graph with line width set to 3? How will
you set the $x$ and $y$ labels of the plot?
\end{frame}
\begin{frame}
\frametitle{\incqno }
How will you set the x and y axis limits so that the region of interest
is in the rectangle $(0, -1.5)$ (left bottom coordinate) and $(2\pi,
1.5)$ (right top coordinate)?
\end{frame}
\begin{frame}
\frametitle{\incqno }
What ipython magic command do you use to obtain the lines of code you have already typed in the interpreter? What command do you use to save them?
\end{frame}
\begin{frame}[fragile]
\frametitle{\incqno }
The following code snippet has an error/bug:
\begin{lstlisting}
In []: y = linspace(0, 2*pi, 50)
In []: plot(y, sin(y))
In []: clf()
In []: plot(y, cos(y))
In []: legend(['sin(y)', 'cos(y)'])
\end{lstlisting}
What is the error? How do you fix it?
\end{frame}
|