Created
March 9, 2011 14:19
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Plot data using matplotlib
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#!/usr/bin/env python | |
""" A script to plot data using matplotlib. | |
Usage: [prog] [options] file1 file2 .. | |
The files passed are assumed to contain two values (x, y) per line. | |
There are two ways of using this script -- from the shell, or by calling the | |
Plot function with the appropriate arguments. | |
Example Run: | |
$ python plot.py data1.txt data2.txt --labels="old:new" --title='Performance vs $\alpha$' --xlabel='$\alpha$' --ylabel='Performance' | |
Or in a python prompt | |
>>> import plot | |
>>> plot.Plot(['data1.txt', 'data2.txt'] | |
,labels = ['old', 'new'] | |
,title = 'Performance vs $\alpha' | |
,xlabel = '$\alpha$' | |
,ylabel = 'Performance | |
,outfile = None | |
,colors = None | |
,linestyles = None) | |
An outfile argument can also be given, in which case the graph is saved. | |
matplotlib supports eps, png, etc.. apart from other formats. | |
""" | |
import matplotlib.pyplot as p | |
from optparse import OptionParser | |
def SplitTokens(value, options, parser): | |
s = getattr(options, value) | |
if not s: | |
return None | |
s = s.split(':') | |
if len(s) != len(options.filenames): | |
parser.error("%s was given arguments, but does not match number of filenames."%value) | |
return s | |
def ParseArgs(): | |
default_string = "[default: %default]" | |
usage = "%prog [options] file1 file2 ..." | |
parser = OptionParser(usage) | |
parser.add_option("-l" | |
,"--labels" | |
,dest = "labels" | |
,type = "string" | |
,default = None | |
,help = "Labels as a colon separated string." + default_string) | |
parser.add_option("-c" | |
,"--colors" | |
,dest = "colors" | |
,type = "string" | |
,default = None | |
,help = "Matplotlib colors as a colon separated string." + default_string) | |
parser.add_option("-s" | |
,"--linestyles" | |
,dest = "linestyles" | |
,type = "string" | |
,default = None | |
,help = " Linestyles as a colon separated string." + default_string) | |
parser.add_option("-o" | |
,"--outfile" | |
,dest = "outfile" | |
,type = "string" | |
,default = None | |
,help = "Outfile. If None, display graph." + default_string) | |
parser.add_option("-x" | |
,"--xlabel" | |
,dest = "xlabel" | |
,type = "string" | |
,default = None | |
,help = "X-axis Label" + default_string) | |
parser.add_option("-y" | |
,"--ylabel" | |
,dest = "ylabel" | |
,type = "string" | |
,default = None | |
,help = "Y-axis Label" + default_string) | |
parser.add_option("-t" | |
,"--title" | |
,dest = "title" | |
,type = "string" | |
,default = None | |
,help = "Plot Title." + default_string) | |
options, args = parser.parse_args() | |
if not len(args): | |
parser.error("No files given") | |
options.filenames = args | |
options.labels = SplitTokens('labels', options, parser) | |
options.colors = SplitTokens('colors', options, parser) | |
options.linestyles = SplitTokens('linestyles', options, parser) | |
return options | |
def Plot(filenames, | |
labels, | |
title, | |
xlabel, | |
ylabel, | |
outfile, | |
colors, | |
linestyles): | |
for i in range(len(filenames)): | |
args = {} | |
s = None | |
if colors: | |
s = colors[i] | |
if linestyles: | |
s += linestyles[i] | |
if labels: | |
args['label'] = labels[i] | |
lines = open(filenames[i]).readlines() | |
xdata = map(lambda x: float(x.split()[0]), lines) | |
ydata = map(lambda y: float(y.split()[1]), lines) | |
if s: | |
p.plot(xdata, ydata, s, **args) | |
else: | |
p.plot(xdata, ydata, **args) | |
if xlabel: | |
p.xlabel(xlabel) | |
if ylabel: | |
p.ylabel(ylabel) | |
if title: | |
p.title(title) | |
if labels: | |
p.legend(tuple(labels)) | |
if outfile: | |
p.savefig(outfile) | |
else: | |
p.show() | |
return | |
if __name__ == '__main__': | |
options = ParseArgs() | |
Plot(options.filenames, | |
options.labels, | |
options.title, | |
options.xlabel, | |
options.ylabel, | |
options.outfile, | |
options.colors, | |
options.linestyles) |
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