XKCD_plots.orig.html
4156 lines
| 296.0 KiB
| text/html
|
HtmlLexer
|
r9044 | <html> | |
<head> | |||
<style type="text/css"> | |||
/** | |||
* HTML5 ✰ Boilerplate | |||
* | |||
* style.css contains a reset, font normalization and some base styles. | |||
* | |||
* Credit is left where credit is due. | |||
* Much inspiration was taken from these projects: | |||
* - yui.yahooapis.com/2.8.1/build/base/base.css | |||
* - camendesign.com/design/ | |||
* - praegnanz.de/weblog/htmlcssjs-kickstart | |||
*/ | |||
/** | |||
* html5doctor.com Reset Stylesheet (Eric Meyer's Reset Reloaded + HTML5 baseline) | |||
* v1.6.1 2010-09-17 | Authors: Eric Meyer & Richard Clark | |||
* html5doctor.com/html-5-reset-stylesheet/ | |||
*/ | |||
html, body, div, span, object, iframe, | |||
h1, h2, h3, h4, h5, h6, p, blockquote, pre, | |||
abbr, address, cite, code, del, dfn, em, img, ins, kbd, q, samp, | |||
small, strong, sub, sup, var, b, i, dl, dt, dd, ol, ul, li, | |||
fieldset, form, label, legend, | |||
table, caption, tbody, tfoot, thead, tr, th, td, | |||
article, aside, canvas, details, figcaption, figure, | |||
footer, header, hgroup, menu, nav, section, summary, | |||
time, mark, audio, video { | |||
margin: 0; | |||
padding: 0; | |||
border: 0; | |||
font-size: 100%; | |||
font: inherit; | |||
vertical-align: baseline; | |||
} | |||
sup { vertical-align: super; } | |||
sub { vertical-align: sub; } | |||
article, aside, details, figcaption, figure, | |||
footer, header, hgroup, menu, nav, section { | |||
display: block; | |||
} | |||
blockquote, q { quotes: none; } | |||
blockquote:before, blockquote:after, | |||
q:before, q:after { content: ""; content: none; } | |||
ins { background-color: #ff9; color: #000; text-decoration: none; } | |||
mark { background-color: #ff9; color: #000; font-style: italic; font-weight: bold; } | |||
del { text-decoration: line-through; } | |||
abbr[title], dfn[title] { border-bottom: 1px dotted; cursor: help; } | |||
table { border-collapse: collapse; border-spacing: 0; } | |||
hr { display: block; height: 1px; border: 0; border-top: 1px solid #ccc; margin: 1em 0; padding: 0; } | |||
input, select { vertical-align: middle; } | |||
/** | |||
* Font normalization inspired by YUI Library's fonts.css: developer.yahoo.com/yui/ | |||
*/ | |||
body { font:13px/1.231 sans-serif; *font-size:small; } /* Hack retained to preserve specificity */ | |||
select, input, textarea, button { font:99% sans-serif; } | |||
/* Normalize monospace sizing: | |||
en.wikipedia.org/wiki/MediaWiki_talk:Common.css/Archive_11#Teletype_style_fix_for_Chrome */ | |||
pre, code, kbd, samp { font-family: monospace, sans-serif; } | |||
em,i { font-style: italic; } | |||
b,strong { font-weight: bold; } | |||
</style> | |||
<style type="text/css"> | |||
/* Flexible box model classes */ | |||
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */ | |||
.hbox { | |||
display: -webkit-box; | |||
-webkit-box-orient: horizontal; | |||
-webkit-box-align: stretch; | |||
display: -moz-box; | |||
-moz-box-orient: horizontal; | |||
-moz-box-align: stretch; | |||
display: box; | |||
box-orient: horizontal; | |||
box-align: stretch; | |||
} | |||
.hbox > * { | |||
-webkit-box-flex: 0; | |||
-moz-box-flex: 0; | |||
box-flex: 0; | |||
} | |||
.vbox { | |||
display: -webkit-box; | |||
-webkit-box-orient: vertical; | |||
-webkit-box-align: stretch; | |||
display: -moz-box; | |||
-moz-box-orient: vertical; | |||
-moz-box-align: stretch; | |||
display: box; | |||
box-orient: vertical; | |||
box-align: stretch; | |||
} | |||
.vbox > * { | |||
-webkit-box-flex: 0; | |||
-moz-box-flex: 0; | |||
box-flex: 0; | |||
} | |||
.reverse { | |||
-webkit-box-direction: reverse; | |||
-moz-box-direction: reverse; | |||
box-direction: reverse; | |||
} | |||
.box-flex0 { | |||
-webkit-box-flex: 0; | |||
-moz-box-flex: 0; | |||
box-flex: 0; | |||
} | |||
.box-flex1, .box-flex { | |||
-webkit-box-flex: 1; | |||
-moz-box-flex: 1; | |||
box-flex: 1; | |||
} | |||
.box-flex2 { | |||
-webkit-box-flex: 2; | |||
-moz-box-flex: 2; | |||
box-flex: 2; | |||
} | |||
.box-group1 { | |||
-webkit-box-flex-group: 1; | |||
-moz-box-flex-group: 1; | |||
box-flex-group: 1; | |||
} | |||
.box-group2 { | |||
-webkit-box-flex-group: 2; | |||
-moz-box-flex-group: 2; | |||
box-flex-group: 2; | |||
} | |||
.start { | |||
-webkit-box-pack: start; | |||
-moz-box-pack: start; | |||
box-pack: start; | |||
} | |||
.end { | |||
-webkit-box-pack: end; | |||
-moz-box-pack: end; | |||
box-pack: end; | |||
} | |||
.center { | |||
-webkit-box-pack: center; | |||
-moz-box-pack: center; | |||
box-pack: center; | |||
} | |||
</style> | |||
<style type="text/css"> | |||
/** | |||
* Primary styles | |||
* | |||
* Author: IPython Development Team | |||
*/ | |||
body { | |||
overflow: hidden; | |||
} | |||
blockquote { | |||
border-left: 4px solid #DDD; | |||
padding: 0 15px; | |||
color: #777; | |||
} | |||
span#save_widget { | |||
padding: 5px; | |||
margin: 0px 0px 0px 300px; | |||
display:inline-block; | |||
} | |||
span#notebook_name { | |||
height: 1em; | |||
line-height: 1em; | |||
padding: 3px; | |||
border: none; | |||
font-size: 146.5%; | |||
} | |||
|
r9310 | ||
|
r9044 | .ui-menubar-item .ui-button .ui-button-text { | |
padding: 0.4em 1.0em; | |||
font-size: 100%; | |||
} | |||
.ui-menu { | |||
-moz-box-shadow: 0px 6px 10px -1px #adadad; | |||
-webkit-box-shadow: 0px 6px 10px -1px #adadad; | |||
box-shadow: 0px 6px 10px -1px #adadad; | |||
} | |||
.ui-menu .ui-menu-item a { | |||
border: 1px solid transparent; | |||
padding: 2px 1.6em; | |||
} | |||
.ui-menu .ui-menu-item a.ui-state-focus { | |||
margin: 0; | |||
} | |||
.ui-menu hr { | |||
margin: 0.3em 0; | |||
} | |||
#menubar_container { | |||
position: relative; | |||
} | |||
#notification_area { | |||
position: absolute; | |||
right: 0px; | |||
top: 0px; | |||
height: 25px; | |||
padding: 3px 0px; | |||
padding-right: 3px; | |||
z-index: 10; | |||
} | |||
.notification_widget{ | |||
float : right; | |||
right: 0px; | |||
top: 1px; | |||
height: 25px; | |||
padding: 3px 6px; | |||
z-index: 10; | |||
} | |||
.toolbar { | |||
padding: 3px 15px; | |||
} | |||
|
r9310 | #maintoolbar > select, #maintoolbar label { | |
|
r9044 | font-size: 85%; | |
|
r9310 | margin-left:0.3em; | |
margin-right:0.3em; | |||
|
r9044 | } | |
div#main_app { | |||
width: 100%; | |||
position: relative; | |||
} | |||
span#quick_help_area { | |||
position: static; | |||
padding: 5px 0px; | |||
margin: 0px 0px 0px 0px; | |||
} | |||
.help_string { | |||
float: right; | |||
width: 170px; | |||
padding: 0px 5px; | |||
text-align: left; | |||
font-size: 85%; | |||
} | |||
.help_string_label { | |||
float: right; | |||
font-size: 85%; | |||
} | |||
div#notebook_panel { | |||
margin: 0px 0px 0px 0px; | |||
padding: 0px; | |||
} | |||
div#notebook { | |||
overflow-y: scroll; | |||
overflow-x: auto; | |||
width: 100%; | |||
/* This spaces the cell away from the edge of the notebook area */ | |||
padding: 5px 5px 15px 5px; | |||
margin: 0px; | |||
background-color: white; | |||
} | |||
div#pager_splitter { | |||
height: 8px; | |||
} | |||
#pager_container { | |||
position : relative; | |||
} | |||
div#pager { | |||
padding: 15px; | |||
overflow: auto; | |||
display: none; | |||
} | |||
div.ui-widget-content { | |||
border: 1px solid #aaa; | |||
outline: none; | |||
} | |||
.cell { | |||
border: 1px solid transparent; | |||
} | |||
div.cell { | |||
width: 100%; | |||
padding: 5px 5px 5px 0px; | |||
/* This acts as a spacer between cells, that is outside the border */ | |||
margin: 2px 0px 2px 0px; | |||
|
r9310 | outline: none; | |
|
r9044 | } | |
div.code_cell { | |||
background-color: white; | |||
} | |||
/* any special styling for code cells that are currently running goes here */ | |||
div.code_cell.running { | |||
} | |||
div.prompt { | |||
/* This needs to be wide enough for 3 digit prompt numbers: In[100]: */ | |||
width: 11ex; | |||
/* This 0.4em is tuned to match the padding on the CodeMirror editor. */ | |||
padding: 0.4em; | |||
margin: 0px; | |||
font-family: monospace; | |||
|
r9310 | text-align: right; | |
/* This has to match that of the the CodeMirror class line-height below */ | |||
line-height: 1.231; | |||
|
r9044 | } | |
div.input { | |||
page-break-inside: avoid; | |||
} | |||
/* input_area and input_prompt must match in top border and margin for alignment */ | |||
div.input_area { | |||
color: black; | |||
border: 1px solid #ddd; | |||
border-radius: 3px; | |||
background: #f7f7f7; | |||
} | |||
div.input_prompt { | |||
color: navy; | |||
border-top: 1px solid transparent; | |||
} | |||
div.output_wrapper { | |||
/* This is a spacer between the input and output of each cell */ | |||
margin-top: 5px; | |||
margin-left: 5px; | |||
/* FF needs explicit width to stretch */ | |||
width: 100%; | |||
/* this position must be relative to enable descendents to be absolute within it */ | |||
position: relative; | |||
} | |||
/* class for the output area when it should be height-limited */ | |||
div.output_scroll { | |||
/* ideally, this would be max-height, but FF barfs all over that */ | |||
height: 24em; | |||
/* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */ | |||
width: 100%; | |||
overflow: auto; | |||
border-radius: 3px; | |||
box-shadow: inset 0 2px 8px rgba(0, 0, 0, .8); | |||
} | |||
/* output div while it is collapsed */ | |||
div.output_collapsed { | |||
margin-right: 5px; | |||
} | |||
div.out_prompt_overlay { | |||
height: 100%; | |||
padding: 0px; | |||
position: absolute; | |||
border-radius: 3px; | |||
} | |||
div.out_prompt_overlay:hover { | |||
/* use inner shadow to get border that is computed the same on WebKit/FF */ | |||
box-shadow: inset 0 0 1px #000; | |||
background: rgba(240, 240, 240, 0.5); | |||
} | |||
div.output_prompt { | |||
color: darkred; | |||
/* 5px right shift to account for margin in parent container */ | |||
margin: 0 5px 0 -5px; | |||
} | |||
/* This class is the outer container of all output sections. */ | |||
div.output_area { | |||
padding: 0px; | |||
page-break-inside: avoid; | |||
} | |||
|
r9310 | ||
/* This is needed to protect the pre formating from global settings such | |||
as that of bootstrap */ | |||
div.output_area pre { | |||
font-family: monospace; | |||
margin: 0; | |||
padding: 0; | |||
border: 0; | |||
font-size: 100%; | |||
font: inherit; | |||
vertical-align: baseline; | |||
color: black; | |||
background-color: white; | |||
} | |||
|
r9044 | /* This class is for the output subarea inside the output_area and after | |
the prompt div. */ | |||
div.output_subarea { | |||
padding: 0.44em 0.4em 0.4em 1px; | |||
} | |||
/* The rest of the output_* classes are for special styling of the different | |||
output types */ | |||
/* all text output has this class: */ | |||
div.output_text { | |||
text-align: left; | |||
color: black; | |||
font-family: monospace; | |||
|
r9310 | /* This has to match that of the the CodeMirror class line-height below */ | |
line-height: 1.231; | |||
|
r9044 | } | |
/* stdout/stderr are 'text' as well as 'stream', but pyout/pyerr are *not* streams */ | |||
div.output_stream { | |||
padding-top: 0.0em; | |||
padding-bottom: 0.0em; | |||
} | |||
div.output_stdout { | |||
} | |||
div.output_stderr { | |||
background: #fdd; /* very light red background for stderr */ | |||
} | |||
div.output_latex { | |||
text-align: left; | |||
color: black; | |||
} | |||
div.output_html { | |||
} | |||
div.output_png { | |||
} | |||
div.output_jpeg { | |||
} | |||
div.text_cell { | |||
background-color: white; | |||
padding: 5px 5px 5px 5px; | |||
} | |||
div.text_cell_input { | |||
color: black; | |||
border: 1px solid #ddd; | |||
border-radius: 3px; | |||
background: #f7f7f7; | |||
} | |||
div.text_cell_render { | |||
font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif; | |||
outline: none; | |||
resize: none; | |||
width: inherit; | |||
border-style: none; | |||
padding: 5px; | |||
color: black; | |||
} | |||
/* The following gets added to the <head> if it is detected that the user has a | |||
* monospace font with inconsistent normal/bold/italic height. See | |||
* notebookmain.js. Such fonts will have keywords vertically offset with | |||
* respect to the rest of the text. The user should select a better font. | |||
* See: https://github.com/ipython/ipython/issues/1503 | |||
* | |||
* .CodeMirror span { | |||
* vertical-align: bottom; | |||
* } | |||
*/ | |||
.CodeMirror { | |||
line-height: 1.231; /* Changed from 1em to our global default */ | |||
} | |||
.CodeMirror-scroll { | |||
height: auto; /* Changed to auto to autogrow */ | |||
/* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/ | |||
/* We have found that if it is visible, vertical scrollbars appear with font size changes.*/ | |||
overflow-y: hidden; | |||
overflow-x: auto; /* Changed from auto to remove scrollbar */ | |||
} | |||
/* CSS font colors for translated ANSI colors. */ | |||
.ansiblack {color: black;} | |||
.ansired {color: darkred;} | |||
.ansigreen {color: darkgreen;} | |||
.ansiyellow {color: brown;} | |||
.ansiblue {color: darkblue;} | |||
.ansipurple {color: darkviolet;} | |||
.ansicyan {color: steelblue;} | |||
.ansigrey {color: grey;} | |||
.ansibold {font-weight: bold;} | |||
.completions { | |||
position: absolute; | |||
z-index: 10; | |||
overflow: hidden; | |||
border: 1px solid grey; | |||
} | |||
.completions select { | |||
background: white; | |||
outline: none; | |||
border: none; | |||
padding: 0px; | |||
margin: 0px; | |||
overflow: auto; | |||
font-family: monospace; | |||
} | |||
option.context { | |||
background-color: #DEF7FF; | |||
} | |||
option.introspection { | |||
background-color: #EBF4EB; | |||
} | |||
/*fixed part of the completion*/ | |||
.completions p b { | |||
font-weight:bold; | |||
} | |||
.completions p { | |||
background: #DDF; | |||
/*outline: none; | |||
padding: 0px;*/ | |||
border-bottom: black solid 1px; | |||
padding: 1px; | |||
font-family: monospace; | |||
} | |||
pre.dialog { | |||
background-color: #f7f7f7; | |||
border: 1px solid #ddd; | |||
border-radius: 3px; | |||
padding: 0.4em; | |||
padding-left: 2em; | |||
} | |||
p.dialog { | |||
padding : 0.2em; | |||
} | |||
.shortcut_key { | |||
display: inline-block; | |||
width: 15ex; | |||
text-align: right; | |||
font-family: monospace; | |||
} | |||
.shortcut_descr { | |||
} | |||
/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems | |||
to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do. | |||
*/ | |||
pre, code, kbd, samp { white-space: pre-wrap; } | |||
#fonttest { | |||
font-family: monospace; | |||
} | |||
.js-error { | |||
color: darkred; | |||
} | |||
</style> | |||
<style type="text/css"> | |||
.rendered_html {color: black;} | |||
.rendered_html em {font-style: italic;} | |||
.rendered_html strong {font-weight: bold;} | |||
.rendered_html u {text-decoration: underline;} | |||
.rendered_html :link { text-decoration: underline } | |||
.rendered_html :visited { text-decoration: underline } | |||
.rendered_html h1 {font-size: 197%; margin: .65em 0; font-weight: bold;} | |||
.rendered_html h2 {font-size: 153.9%; margin: .75em 0; font-weight: bold;} | |||
.rendered_html h3 {font-size: 123.1%; margin: .85em 0; font-weight: bold;} | |||
.rendered_html h4 {font-size: 100% margin: 0.95em 0; font-weight: bold;} | |||
.rendered_html h5 {font-size: 85%; margin: 1.5em 0; font-weight: bold;} | |||
.rendered_html h6 {font-size: 77%; margin: 1.65em 0; font-weight: bold;} | |||
.rendered_html ul {list-style:disc; margin: 1em 2em;} | |||
.rendered_html ul ul {list-style:square; margin: 0em 2em;} | |||
.rendered_html ul ul ul {list-style:circle; margin-left: 0em 2em;} | |||
|
r9310 | .rendered_html ol {list-style:decimal; margin: 1em 2em;} | |
|
r9044 | .rendered_html ol ol {list-style:upper-alpha; margin: 0em 2em;} | |
|
r9310 | .rendered_html ol ol ol {list-style:lower-alpha; margin: 0em 2em;} | |
.rendered_html ol ol ol ol {list-style:lower-roman; margin: 0em 2em;} | |||
/* any extras will just be numbers: */ | |||
.rendered_html ol ol ol ol ol {list-style:decimal; margin: 0em 2em;} | |||
|
r9044 | ||
.rendered_html hr { | |||
color: black; | |||
background-color: black; | |||
} | |||
.rendered_html pre { | |||
margin: 1em 2em; | |||
} | |||
.rendered_html blockquote { | |||
margin: 1em 2em; | |||
} | |||
.rendered_html table { | |||
border: 1px solid black; | |||
border-collapse: collapse; | |||
margin: 1em 2em; | |||
} | |||
.rendered_html td { | |||
border: 1px solid black; | |||
text-align: left; | |||
vertical-align: middle; | |||
padding: 4px; | |||
} | |||
.rendered_html th { | |||
border: 1px solid black; | |||
text-align: left; | |||
vertical-align: middle; | |||
padding: 4px; | |||
font-weight: bold; | |||
} | |||
.rendered_html tr { | |||
border: 1px solid black; | |||
} | |||
.rendered_html p + p { | |||
margin-top: 1em; | |||
} | |||
</style> | |||
<style type="text/css"> | |||
/* Overrides of notebook CSS for static HTML export | |||
*/ | |||
body { | |||
overflow: visible; | |||
padding: 8px; | |||
} | |||
.input_area { | |||
padding: 0.4em; | |||
} | |||
</style> | |||
<meta charset="UTF-8"> | |||
<style type="text/css"> | |||
.highlight .hll { background-color: #ffffcc } | |||
.highlight { background: #f8f8f8; } | |||
.highlight .c { color: #408080; font-style: italic } /* Comment */ | |||
.highlight .err { border: 1px solid #FF0000 } /* Error */ | |||
.highlight .k { color: #008000; font-weight: bold } /* Keyword */ | |||
.highlight .o { color: #666666 } /* Operator */ | |||
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */ | |||
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */ | |||
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */ | |||
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */ | |||
.highlight .gd { color: #A00000 } /* Generic.Deleted */ | |||
.highlight .ge { font-style: italic } /* Generic.Emph */ | |||
.highlight .gr { color: #FF0000 } /* Generic.Error */ | |||
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */ | |||
.highlight .gi { color: #00A000 } /* Generic.Inserted */ | |||
.highlight .go { color: #808080 } /* Generic.Output */ | |||
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */ | |||
.highlight .gs { font-weight: bold } /* Generic.Strong */ | |||
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */ | |||
.highlight .gt { color: #0040D0 } /* Generic.Traceback */ | |||
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */ | |||
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */ | |||
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */ | |||
.highlight .kp { color: #008000 } /* Keyword.Pseudo */ | |||
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */ | |||
.highlight .kt { color: #B00040 } /* Keyword.Type */ | |||
.highlight .m { color: #666666 } /* Literal.Number */ | |||
.highlight .s { color: #BA2121 } /* Literal.String */ | |||
.highlight .na { color: #7D9029 } /* Name.Attribute */ | |||
.highlight .nb { color: #008000 } /* Name.Builtin */ | |||
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<div class="text_cell_render border-box-sizing rendered_html"> | |||
<h1> | |||
XKCD plots in Matplotlib | |||
</h1> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>This notebook originally appeared as a blog post at <a href="http://jakevdp.github.com/blog/2012/10/07/xkcd-style-plots-in-matplotlib/">Pythonic Perambulations</a> by Jake Vanderplas.</p> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>One of the problems I've had with typical matplotlib figures is that everything in them is so precise, so perfect. For an example of what I mean, take a look at this figure:</p> | |||
</div> | |||
<div class="cell border-box-sizing code_cell vbox"> | |||
<div class="input hbox"> | |||
<div class="prompt input_prompt">In [1]:</div> | |||
<div class="input_area box-flex1"> | |||
<div class="highlight"><pre><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">Image</span> | |||
<span class="n">Image</span><span class="p">(</span><span class="s">'http://jakevdp.github.com/figures/xkcd_version.png'</span><span class="p">)</span> | |||
</pre></div> | |||
</div> | |||
</div> | |||
<div class="vbox output_wrapper"> | |||
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<div class="prompt output_prompt">Out[1]:</div> | |||
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RU5ErkJggg== | |||
"></img> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>Sometimes when showing schematic plots, this is the type of figure I want to display. But drawing it by hand is a pain: I'd rather just use matplotlib. The problem is, matplotlib is a bit too precise. Attempting to duplicate this figure in matplotlib leads to something like this:</p> | |||
</div> | |||
<div class="cell border-box-sizing code_cell vbox"> | |||
<div class="input hbox"> | |||
<div class="prompt input_prompt">In [2]:</div> | |||
<div class="input_area box-flex1"> | |||
<div class="highlight"><pre><span class="n">Image</span><span class="p">(</span><span class="s">'http://jakevdp.github.com/figures/mpl_version.png'</span><span class="p">)</span> | |||
</pre></div> | |||
</div> | |||
</div> | |||
<div class="vbox output_wrapper"> | |||
<div class="output vbox"> | |||
<div class="hbox output_area"> | |||
<div class="prompt output_prompt">Out[2]:</div> | |||
<div class="output_subarea output_pyout"> | |||
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAAEgCAYAAADVKCZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz | |||
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SUVORK5CYII= | |||
"></img> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>It just doesn't have the same effect. Matplotlib is great for scientific plots, but sometimes you don't want to be so precise.</p> | |||
<p>This subject has recently come up on the matplotlib mailing list, and started some interesting discussions. | |||
As near as I can tell, this started with a thread on a | |||
<a href="http://mathematica.stackexchange.com/questions/11350/xkcd-style-graphs">mathematica list</a> | |||
which prompted a thread on the <a href="http://matplotlib.1069221.n5.nabble.com/XKCD-style-graphs-td39226.html">matplotlib list</a> | |||
wondering if the same could be done in matplotlib.</p> | |||
<p>Damon McDougall offered a quick | |||
<a href="http://www.mail-archive.com/matplotlib-users@lists.sourceforge.net/msg25499.html">solution</a> | |||
which was improved by Fernando Perez in <a href="http://nbviewer.ipython.org/3835181/">this notebook</a>, and | |||
within a few days there was a <a href="https://github.com/matplotlib/matplotlib/pull/1329">matplotlib pull request</a> offering a very general | |||
way to create sketch-style plots in matplotlib. Only a few days from a cool idea to a | |||
working implementation: this is one of the most incredible aspects of package development on github.</p> | |||
<p>The pull request looks really nice, but will likely not be included in a released version of | |||
matplotlib until at least version 1.3. In the mean-time, I wanted a way to play around with | |||
these types of plots in a way that is compatible with the current release of matplotlib. To do that, | |||
I created the following code:</p> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<h2> | |||
The Code: XKCDify | |||
</h2> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>XKCDify will take a matplotlib <code>Axes</code> instance, and modify the plot elements in-place to make | |||
them look hand-drawn. | |||
First off, we'll need to make sure we have the Humor Sans font. | |||
It can be downloaded using the command below.</p> | |||
<p>Next we'll create a function <code>xkcd_line</code> to add jitter to lines. We want this to be very general, so | |||
we'll normalize the size of the lines, and use a low-pass filter to add correlated noise, perpendicular | |||
to the direction of the line. There are a few parameters for this filter that can be tweaked to | |||
customize the appearance of the jitter.</p> | |||
<p>Finally, we'll create a function which accepts a matplotlib axis, and calls <code>xkcd_line</code> on | |||
all lines in the axis. Additionally, we'll switch the font of all text in the axes, and add | |||
some background lines for a nice effect where lines cross. We'll also draw axes, and move the | |||
axes labels and titles to the appropriate location.</p> | |||
</div> | |||
<div class="cell border-box-sizing code_cell vbox"> | |||
<div class="input hbox"> | |||
<div class="prompt input_prompt">In [3]:</div> | |||
<div class="input_area box-flex1"> | |||
<div class="highlight"><pre><span class="sd">"""</span> | |||
<span class="sd">XKCD plot generator</span> | |||
<span class="sd">-------------------</span> | |||
<span class="sd">Author: Jake Vanderplas</span> | |||
<span class="sd">This is a script that will take any matplotlib line diagram, and convert it</span> | |||
<span class="sd">to an XKCD-style plot. It will work for plots with line & text elements,</span> | |||
<span class="sd">including axes labels and titles (but not axes tick labels).</span> | |||
<span class="sd">The idea for this comes from work by Damon McDougall</span> | |||
<span class="sd"> http://www.mail-archive.com/matplotlib-users@lists.sourceforge.net/msg25499.html</span> | |||
<span class="sd">"""</span> | |||
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span> | |||
<span class="kn">import</span> <span class="nn">pylab</span> <span class="kn">as</span> <span class="nn">pl</span> | |||
<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">interpolate</span><span class="p">,</span> <span class="n">signal</span> | |||
<span class="kn">import</span> <span class="nn">matplotlib.font_manager</span> <span class="kn">as</span> <span class="nn">fm</span> | |||
<span class="c"># We need a special font for the code below. It can be downloaded this way:</span> | |||
<span class="kn">import</span> <span class="nn">os</span> | |||
<span class="kn">import</span> <span class="nn">urllib2</span> | |||
<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="s">'Humor-Sans.ttf'</span><span class="p">):</span> | |||
<span class="n">fhandle</span> <span class="o">=</span> <span class="n">urllib2</span><span class="o">.</span><span class="n">urlopen</span><span class="p">(</span><span class="s">'http://antiyawn.com/uploads/Humor-Sans.ttf'</span><span class="p">)</span> | |||
<span class="nb">open</span><span class="p">(</span><span class="s">'Humor-Sans.ttf'</span><span class="p">,</span> <span class="s">'wb'</span><span class="p">)</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">fhandle</span><span class="o">.</span><span class="n">read</span><span class="p">())</span> | |||
<span class="k">def</span> <span class="nf">xkcd_line</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">xlim</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">ylim</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> | |||
<span class="n">mag</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">f1</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">f2</span><span class="o">=</span><span class="mf">0.05</span><span class="p">,</span> <span class="n">f3</span><span class="o">=</span><span class="mi">15</span><span class="p">):</span> | |||
<span class="sd">"""</span> | |||
<span class="sd"> Mimic a hand-drawn line from (x, y) data</span> | |||
<span class="sd"> Parameters</span> | |||
<span class="sd"> ----------</span> | |||
<span class="sd"> x, y : array_like</span> | |||
<span class="sd"> arrays to be modified</span> | |||
<span class="sd"> xlim, ylim : data range</span> | |||
<span class="sd"> the assumed plot range for the modification. If not specified,</span> | |||
<span class="sd"> they will be guessed from the data</span> | |||
<span class="sd"> mag : float</span> | |||
<span class="sd"> magnitude of distortions</span> | |||
<span class="sd"> f1, f2, f3 : int, float, int</span> | |||
<span class="sd"> filtering parameters. f1 gives the size of the window, f2 gives</span> | |||
<span class="sd"> the high-frequency cutoff, f3 gives the size of the filter</span> | |||
<span class="sd"> </span> | |||
<span class="sd"> Returns</span> | |||
<span class="sd"> -------</span> | |||
<span class="sd"> x, y : ndarrays</span> | |||
<span class="sd"> The modified lines</span> | |||
<span class="sd"> """</span> | |||
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> | |||
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> | |||
<span class="c"># get limits for rescaling</span> | |||
<span class="k">if</span> <span class="n">xlim</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span> | |||
<span class="n">xlim</span> <span class="o">=</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">x</span><span class="o">.</span><span class="n">max</span><span class="p">())</span> | |||
<span class="k">if</span> <span class="n">ylim</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span> | |||
<span class="n">ylim</span> <span class="o">=</span> <span class="p">(</span><span class="n">y</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">y</span><span class="o">.</span><span class="n">max</span><span class="p">())</span> | |||
<span class="k">if</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> | |||
<span class="n">xlim</span> <span class="o">=</span> <span class="n">ylim</span> | |||
<span class="k">if</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> | |||
<span class="n">ylim</span> <span class="o">=</span> <span class="n">xlim</span> | |||
<span class="c"># scale the data</span> | |||
<span class="n">x_scaled</span> <span class="o">=</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">*</span> <span class="mf">1.</span> <span class="o">/</span> <span class="p">(</span><span class="n">xlim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> | |||
<span class="n">y_scaled</span> <span class="o">=</span> <span class="p">(</span><span class="n">y</span> <span class="o">-</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">*</span> <span class="mf">1.</span> <span class="o">/</span> <span class="p">(</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> | |||
<span class="c"># compute the total distance along the path</span> | |||
<span class="n">dx</span> <span class="o">=</span> <span class="n">x_scaled</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">-</span> <span class="n">x_scaled</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> | |||
<span class="n">dy</span> <span class="o">=</span> <span class="n">y_scaled</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">-</span> <span class="n">y_scaled</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> | |||
<span class="n">dist_tot</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">dx</span> <span class="o">*</span> <span class="n">dx</span> <span class="o">+</span> <span class="n">dy</span> <span class="o">*</span> <span class="n">dy</span><span class="p">))</span> | |||
<span class="c"># number of interpolated points is proportional to the distance</span> | |||
<span class="n">Nu</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="mi">200</span> <span class="o">*</span> <span class="n">dist_tot</span><span class="p">)</span> | |||
<span class="n">u</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">Nu</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="mf">1.</span> <span class="o">/</span> <span class="p">(</span><span class="n">Nu</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> | |||
<span class="c"># interpolate curve at sampled points</span> | |||
<span class="n">k</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> | |||
<span class="n">res</span> <span class="o">=</span> <span class="n">interpolate</span><span class="o">.</span><span class="n">splprep</span><span class="p">([</span><span class="n">x_scaled</span><span class="p">,</span> <span class="n">y_scaled</span><span class="p">],</span> <span class="n">s</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="n">k</span><span class="p">)</span> | |||
<span class="n">x_int</span><span class="p">,</span> <span class="n">y_int</span> <span class="o">=</span> <span class="n">interpolate</span><span class="o">.</span><span class="n">splev</span><span class="p">(</span><span class="n">u</span><span class="p">,</span> <span class="n">res</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> | |||
<span class="c"># we'll perturb perpendicular to the drawn line</span> | |||
<span class="n">dx</span> <span class="o">=</span> <span class="n">x_int</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">-</span> <span class="n">x_int</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span> | |||
<span class="n">dy</span> <span class="o">=</span> <span class="n">y_int</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">-</span> <span class="n">y_int</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span> | |||
<span class="n">dist</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">dx</span> <span class="o">*</span> <span class="n">dx</span> <span class="o">+</span> <span class="n">dy</span> <span class="o">*</span> <span class="n">dy</span><span class="p">)</span> | |||
<span class="c"># create a filtered perturbation</span> | |||
<span class="n">coeffs</span> <span class="o">=</span> <span class="n">mag</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">x_int</span><span class="p">)</span> <span class="o">-</span> <span class="mi">2</span><span class="p">)</span> | |||
<span class="n">b</span> <span class="o">=</span> <span class="n">signal</span><span class="o">.</span><span class="n">firwin</span><span class="p">(</span><span class="n">f1</span><span class="p">,</span> <span class="n">f2</span> <span class="o">*</span> <span class="n">dist_tot</span><span class="p">,</span> <span class="n">window</span><span class="o">=</span><span class="p">(</span><span class="s">'kaiser'</span><span class="p">,</span> <span class="n">f3</span><span class="p">))</span> | |||
<span class="n">response</span> <span class="o">=</span> <span class="n">signal</span><span class="o">.</span><span class="n">lfilter</span><span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">coeffs</span><span class="p">)</span> | |||
<span class="n">x_int</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="n">response</span> <span class="o">*</span> <span class="n">dy</span> <span class="o">/</span> <span class="n">dist</span> | |||
<span class="n">y_int</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+=</span> <span class="n">response</span> <span class="o">*</span> <span class="n">dx</span> <span class="o">/</span> <span class="n">dist</span> | |||
<span class="c"># un-scale data</span> | |||
<span class="n">x_int</span> <span class="o">=</span> <span class="n">x_int</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">xlim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> | |||
<span class="n">y_int</span> <span class="o">=</span> <span class="n">y_int</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> | |||
<span class="k">return</span> <span class="n">x_int</span><span class="p">,</span> <span class="n">y_int</span> | |||
<span class="k">def</span> <span class="nf">XKCDify</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">mag</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> | |||
<span class="n">f1</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">f2</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">f3</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span> | |||
<span class="n">bgcolor</span><span class="o">=</span><span class="s">'w'</span><span class="p">,</span> | |||
<span class="n">xaxis_loc</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> | |||
<span class="n">yaxis_loc</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> | |||
<span class="n">xaxis_arrow</span><span class="o">=</span><span class="s">'+'</span><span class="p">,</span> | |||
<span class="n">yaxis_arrow</span><span class="o">=</span><span class="s">'+'</span><span class="p">,</span> | |||
<span class="n">ax_extend</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> | |||
<span class="n">expand_axes</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span> | |||
<span class="sd">"""Make axis look hand-drawn</span> | |||
<span class="sd"> This adjusts all lines, text, legends, and axes in the figure to look</span> | |||
<span class="sd"> like xkcd plots. Other plot elements are not modified.</span> | |||
<span class="sd"> </span> | |||
<span class="sd"> Parameters</span> | |||
<span class="sd"> ----------</span> | |||
<span class="sd"> ax : Axes instance</span> | |||
<span class="sd"> the axes to be modified.</span> | |||
<span class="sd"> mag : float</span> | |||
<span class="sd"> the magnitude of the distortion</span> | |||
<span class="sd"> f1, f2, f3 : int, float, int</span> | |||
<span class="sd"> filtering parameters. f1 gives the size of the window, f2 gives</span> | |||
<span class="sd"> the high-frequency cutoff, f3 gives the size of the filter</span> | |||
<span class="sd"> xaxis_loc, yaxis_log : float</span> | |||
<span class="sd"> The locations to draw the x and y axes. If not specified, they</span> | |||
<span class="sd"> will be drawn from the bottom left of the plot</span> | |||
<span class="sd"> xaxis_arrow, yaxis_arrow : str</span> | |||
<span class="sd"> where to draw arrows on the x/y axes. Options are '+', '-', '+-', or ''</span> | |||
<span class="sd"> ax_extend : float</span> | |||
<span class="sd"> How far (fractionally) to extend the drawn axes beyond the original</span> | |||
<span class="sd"> axes limits</span> | |||
<span class="sd"> expand_axes : bool</span> | |||
<span class="sd"> if True, then expand axes to fill the figure (useful if there is only</span> | |||
<span class="sd"> a single axes in the figure)</span> | |||
<span class="sd"> """</span> | |||
<span class="c"># Get axes aspect</span> | |||
<span class="n">ext</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_window_extent</span><span class="p">()</span><span class="o">.</span><span class="n">extents</span> | |||
<span class="n">aspect</span> <span class="o">=</span> <span class="p">(</span><span class="n">ext</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="o">-</span> <span class="n">ext</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">/</span> <span class="p">(</span><span class="n">ext</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">-</span> <span class="n">ext</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> | |||
<span class="n">xlim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_xlim</span><span class="p">()</span> | |||
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span> | |||
<span class="n">xspan</span> <span class="o">=</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> | |||
<span class="n">yspan</span> <span class="o">=</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> | |||
<span class="n">xax_lim</span> <span class="o">=</span> <span class="p">(</span><span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">ax_extend</span> <span class="o">*</span> <span class="n">xspan</span><span class="p">,</span> | |||
<span class="n">xlim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">ax_extend</span> <span class="o">*</span> <span class="n">xspan</span><span class="p">)</span> | |||
<span class="n">yax_lim</span> <span class="o">=</span> <span class="p">(</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">ax_extend</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">,</span> | |||
<span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">ax_extend</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">)</span> | |||
<span class="k">if</span> <span class="n">xaxis_loc</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span> | |||
<span class="n">xaxis_loc</span> <span class="o">=</span> <span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> | |||
<span class="k">if</span> <span class="n">yaxis_loc</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span> | |||
<span class="n">yaxis_loc</span> <span class="o">=</span> <span class="n">xlim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> | |||
<span class="c"># Draw axes</span> | |||
<span class="n">xaxis</span> <span class="o">=</span> <span class="n">pl</span><span class="o">.</span><span class="n">Line2D</span><span class="p">([</span><span class="n">xax_lim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">xax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> <span class="p">[</span><span class="n">xaxis_loc</span><span class="p">,</span> <span class="n">xaxis_loc</span><span class="p">],</span> | |||
<span class="n">linestyle</span><span class="o">=</span><span class="s">'-'</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">'k'</span><span class="p">)</span> | |||
<span class="n">yaxis</span> <span class="o">=</span> <span class="n">pl</span><span class="o">.</span><span class="n">Line2D</span><span class="p">([</span><span class="n">yaxis_loc</span><span class="p">,</span> <span class="n">yaxis_loc</span><span class="p">],</span> <span class="p">[</span><span class="n">yax_lim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">yax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">]],</span> | |||
<span class="n">linestyle</span><span class="o">=</span><span class="s">'-'</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s">'k'</span><span class="p">)</span> | |||
<span class="c"># Label axes3, 0.5, 'hello', fontsize=14)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">xax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">xaxis_loc</span> <span class="o">-</span> <span class="mf">0.02</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">,</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_xlabel</span><span class="p">(),</span> | |||
<span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">ha</span><span class="o">=</span><span class="s">'right'</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s">'top'</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">yaxis_loc</span> <span class="o">-</span> <span class="mf">0.02</span> <span class="o">*</span> <span class="n">xspan</span><span class="p">,</span> <span class="n">yax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylabel</span><span class="p">(),</span> | |||
<span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">ha</span><span class="o">=</span><span class="s">'right'</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s">'top'</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">78</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s">''</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s">''</span><span class="p">)</span> | |||
<span class="c"># Add title</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.5</span> <span class="o">*</span> <span class="p">(</span><span class="n">xax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">xax_lim</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="n">yax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">get_title</span><span class="p">(),</span> | |||
<span class="n">ha</span><span class="o">=</span><span class="s">'center'</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s">'bottom'</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s">''</span><span class="p">)</span> | |||
<span class="n">Nlines</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">lines</span><span class="p">)</span> | |||
<span class="n">lines</span> <span class="o">=</span> <span class="p">[</span><span class="n">xaxis</span><span class="p">,</span> <span class="n">yaxis</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="n">ax</span><span class="o">.</span><span class="n">lines</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">Nlines</span><span class="p">)]</span> | |||
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span> | |||
<span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">get_data</span><span class="p">()</span> | |||
<span class="n">x_int</span><span class="p">,</span> <span class="n">y_int</span> <span class="o">=</span> <span class="n">xkcd_line</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">xlim</span><span class="p">,</span> <span class="n">ylim</span><span class="p">,</span> | |||
<span class="n">mag</span><span class="p">,</span> <span class="n">f1</span><span class="p">,</span> <span class="n">f2</span><span class="p">,</span> <span class="n">f3</span><span class="p">)</span> | |||
<span class="c"># create foreground and background line</span> | |||
<span class="n">lw</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">get_linewidth</span><span class="p">()</span> | |||
<span class="n">line</span><span class="o">.</span><span class="n">set_linewidth</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">lw</span><span class="p">)</span> | |||
<span class="n">line</span><span class="o">.</span><span class="n">set_data</span><span class="p">(</span><span class="n">x_int</span><span class="p">,</span> <span class="n">y_int</span><span class="p">)</span> | |||
<span class="c"># don't add background line for axes</span> | |||
<span class="k">if</span> <span class="p">(</span><span class="n">line</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">xaxis</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">line</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">yaxis</span><span class="p">):</span> | |||
<span class="n">line_bg</span> <span class="o">=</span> <span class="n">pl</span><span class="o">.</span><span class="n">Line2D</span><span class="p">(</span><span class="n">x_int</span><span class="p">,</span> <span class="n">y_int</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">bgcolor</span><span class="p">,</span> | |||
<span class="n">linewidth</span><span class="o">=</span><span class="mi">8</span> <span class="o">*</span> <span class="n">lw</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">add_line</span><span class="p">(</span><span class="n">line_bg</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">add_line</span><span class="p">(</span><span class="n">line</span><span class="p">)</span> | |||
<span class="c"># Draw arrow-heads at the end of axes lines</span> | |||
<span class="n">arr1</span> <span class="o">=</span> <span class="mf">0.03</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">])</span> | |||
<span class="n">arr2</span> <span class="o">=</span> <span class="mf">0.02</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span> | |||
<span class="n">arr1</span><span class="p">[::</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.005</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span> | |||
<span class="n">arr2</span><span class="p">[::</span><span class="mi">2</span><span class="p">]</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.005</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span> | |||
<span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">xaxis</span><span class="o">.</span><span class="n">get_data</span><span class="p">()</span> | |||
<span class="k">if</span> <span class="s">'+'</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">xaxis_arrow</span><span class="p">):</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">arr1</span> <span class="o">*</span> <span class="n">xspan</span> <span class="o">*</span> <span class="n">aspect</span><span class="p">,</span> | |||
<span class="n">y</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">arr2</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">,</span> | |||
<span class="n">color</span><span class="o">=</span><span class="s">'k'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> | |||
<span class="k">if</span> <span class="s">'-'</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">xaxis_arrow</span><span class="p">):</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">arr1</span> <span class="o">*</span> <span class="n">xspan</span> <span class="o">*</span> <span class="n">aspect</span><span class="p">,</span> | |||
<span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">arr2</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">,</span> | |||
<span class="n">color</span><span class="o">=</span><span class="s">'k'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> | |||
<span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">yaxis</span><span class="o">.</span><span class="n">get_data</span><span class="p">()</span> | |||
<span class="k">if</span> <span class="s">'+'</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">yaxis_arrow</span><span class="p">):</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">arr2</span> <span class="o">*</span> <span class="n">xspan</span> <span class="o">*</span> <span class="n">aspect</span><span class="p">,</span> | |||
<span class="n">y</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">arr1</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">,</span> | |||
<span class="n">color</span><span class="o">=</span><span class="s">'k'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> | |||
<span class="k">if</span> <span class="s">'-'</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">yaxis_arrow</span><span class="p">):</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">arr2</span> <span class="o">*</span> <span class="n">xspan</span> <span class="o">*</span> <span class="n">aspect</span><span class="p">,</span> | |||
<span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">arr1</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">,</span> | |||
<span class="n">color</span><span class="o">=</span><span class="s">'k'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> | |||
<span class="c"># Change all the fonts to humor-sans.</span> | |||
<span class="n">prop</span> <span class="o">=</span> <span class="n">fm</span><span class="o">.</span><span class="n">FontProperties</span><span class="p">(</span><span class="n">fname</span><span class="o">=</span><span class="s">'Humor-Sans.ttf'</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span> | |||
<span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">ax</span><span class="o">.</span><span class="n">texts</span><span class="p">:</span> | |||
<span class="n">text</span><span class="o">.</span><span class="n">set_fontproperties</span><span class="p">(</span><span class="n">prop</span><span class="p">)</span> | |||
<span class="c"># modify legend</span> | |||
<span class="n">leg</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_legend</span><span class="p">()</span> | |||
<span class="k">if</span> <span class="n">leg</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span> | |||
<span class="n">leg</span><span class="o">.</span><span class="n">set_frame_on</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span> | |||
<span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="n">leg</span><span class="o">.</span><span class="n">get_children</span><span class="p">():</span> | |||
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">child</span><span class="p">,</span> <span class="n">pl</span><span class="o">.</span><span class="n">Line2D</span><span class="p">):</span> | |||
<span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">child</span><span class="o">.</span><span class="n">get_data</span><span class="p">()</span> | |||
<span class="n">child</span><span class="o">.</span><span class="n">set_data</span><span class="p">(</span><span class="n">xkcd_line</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">mag</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">f1</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">f2</span><span class="o">=</span><span class="mf">0.001</span><span class="p">))</span> | |||
<span class="n">child</span><span class="o">.</span><span class="n">set_linewidth</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">child</span><span class="o">.</span><span class="n">get_linewidth</span><span class="p">())</span> | |||
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">child</span><span class="p">,</span> <span class="n">pl</span><span class="o">.</span><span class="n">Text</span><span class="p">):</span> | |||
<span class="n">child</span><span class="o">.</span><span class="n">set_fontproperties</span><span class="p">(</span><span class="n">prop</span><span class="p">)</span> | |||
<span class="c"># Set the axis limits</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="n">xax_lim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">xspan</span><span class="p">,</span> | |||
<span class="n">xax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">xspan</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">yax_lim</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">,</span> | |||
<span class="n">yax_lim</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">yspan</span><span class="p">)</span> | |||
<span class="c"># adjust the axes</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([])</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span> | |||
<span class="k">if</span> <span class="n">expand_axes</span><span class="p">:</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">set_facecolor</span><span class="p">(</span><span class="n">bgcolor</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_axis_off</span><span class="p">()</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_position</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span> | |||
<span class="k">return</span> <span class="n">ax</span> | |||
</pre></div> | |||
</div> | |||
</div> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<h2> | |||
Testing it Out | |||
</h2> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>Let's test this out with a simple plot. We'll plot two curves, add some labels, | |||
and then call <code>XKCDify</code> on the axis. I think the results are pretty nice!</p> | |||
</div> | |||
<div class="cell border-box-sizing code_cell vbox"> | |||
<div class="input hbox"> | |||
<div class="prompt input_prompt">In [4]:</div> | |||
<div class="input_area box-flex1"> | |||
<div class="highlight"><pre><span class="o">%</span><span class="k">pylab</span> <span class="n">inline</span> | |||
</pre></div> | |||
</div> | |||
</div> | |||
<div class="vbox output_wrapper"> | |||
<div class="output vbox"> | |||
<div class="hbox output_area"> | |||
<div class="prompt output_prompt"></div> | |||
<div class="output_subarea output_stream output_stdout"> | |||
<pre> | |||
Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline]. | |||
For more information, type 'help(pylab)'. | |||
</pre> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
<div class="cell border-box-sizing code_cell vbox"> | |||
<div class="input hbox"> | |||
<div class="prompt input_prompt">In [5]:</div> | |||
<div class="input_area box-flex1"> | |||
<div class="highlight"><pre><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> | |||
<span class="n">ax</span> <span class="o">=</span> <span class="n">pylab</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span> | |||
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mf">0.1</span> <span class="o">*</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="mi">5</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">),</span> <span class="s">'b'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">'damped sine'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mf">0.1</span> <span class="o">*</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="mi">5</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">),</span> <span class="s">'r'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s">'damped cosine'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s">'check it out!'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s">'x label'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s">'y label'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s">'lower right'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="o">-</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">)</span> | |||
<span class="c">#XKCDify the axes -- this operates in-place</span> | |||
<span class="n">XKCDify</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">xaxis_loc</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span> <span class="n">yaxis_loc</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> | |||
<span class="n">xaxis_arrow</span><span class="o">=</span><span class="s">'+-'</span><span class="p">,</span> <span class="n">yaxis_arrow</span><span class="o">=</span><span class="s">'+-'</span><span class="p">,</span> | |||
<span class="n">expand_axes</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span> | |||
</pre></div> | |||
</div> | |||
</div> | |||
<div class="vbox output_wrapper"> | |||
<div class="output vbox"> | |||
<div class="hbox output_area"> | |||
<div class="prompt output_prompt">Out[5]:</div> | |||
<div class="output_subarea output_pyout"> | |||
<pre><matplotlib.axes.AxesSubplot at 0x2fecbd0></pre> | |||
</div> | |||
</div> | |||
<div class="hbox output_area"> | |||
<div class="prompt output_prompt"></div> | |||
<div class="output_subarea output_display_data"> | |||
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YII= | |||
"></img> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<h2> | |||
Duplicating an XKCD Comic | |||
</h2> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>Now let's see if we can use this to replicated an XKCD comic in matplotlib. | |||
This is a good one:</p> | |||
</div> | |||
<div class="cell border-box-sizing code_cell vbox"> | |||
<div class="input hbox"> | |||
<div class="prompt input_prompt">In [6]:</div> | |||
<div class="input_area box-flex1"> | |||
<div class="highlight"><pre><span class="n">Image</span><span class="p">(</span><span class="s">'http://imgs.xkcd.com/comics/front_door.png'</span><span class="p">)</span> | |||
</pre></div> | |||
</div> | |||
</div> | |||
<div class="vbox output_wrapper"> | |||
<div class="output vbox"> | |||
<div class="hbox output_area"> | |||
<div class="prompt output_prompt">Out[6]:</div> | |||
<div class="output_subarea output_pyout"> | |||
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAcoAAAEzCAIAAAA+Y9RaAAAACXBIWXMAAAsTAAALEwEAmpwYAAAK | |||
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"></img> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>With the new <code>XKCDify</code> function, this is relatively easy to replicate. The results | |||
are not exactly identical, but I think it definitely gets the point across!</p> | |||
</div> | |||
<div class="cell border-box-sizing code_cell vbox"> | |||
<div class="input hbox"> | |||
<div class="prompt input_prompt">In [7]:</div> | |||
<div class="input_area box-flex1"> | |||
<div class="highlight"><pre><span class="c"># Some helper functions</span> | |||
<span class="k">def</span> <span class="nf">norm</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x0</span><span class="p">,</span> <span class="n">sigma</span><span class="p">):</span> | |||
<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span> <span class="o">*</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">x0</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span> <span class="o">/</span> <span class="n">sigma</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span> | |||
<span class="k">def</span> <span class="nf">sigmoid</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x0</span><span class="p">,</span> <span class="n">alpha</span><span class="p">):</span> | |||
<span class="k">return</span> <span class="mf">1.</span> <span class="o">/</span> <span class="p">(</span><span class="mf">1.</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">x0</span><span class="p">)</span> <span class="o">/</span> <span class="n">alpha</span><span class="p">))</span> | |||
<span class="c"># define the curves</span> | |||
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span> | |||
<span class="n">y1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">norm</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mf">0.7</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">))</span> <span class="o">+</span> <span class="mf">0.2</span> <span class="o">*</span> <span class="p">(</span><span class="mf">1.5</span> <span class="o">-</span> <span class="n">sigmoid</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">))</span> | |||
<span class="n">y2</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="o">*</span> <span class="n">norm</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">norm</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">))</span> <span class="o">+</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span> <span class="o">-</span> <span class="n">sigmoid</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">))</span> | |||
<span class="n">y3</span> <span class="o">=</span> <span class="mf">0.05</span> <span class="o">+</span> <span class="mf">1.4</span> <span class="o">*</span> <span class="n">norm</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.08</span><span class="p">)</span> | |||
<span class="n">y3</span><span class="p">[</span><span class="n">x</span> <span class="o">></span> <span class="mf">0.85</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.05</span> <span class="o">+</span> <span class="mf">1.4</span> <span class="o">*</span> <span class="n">norm</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">x</span> <span class="o">></span> <span class="mf">0.85</span><span class="p">],</span> <span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.3</span><span class="p">)</span> | |||
<span class="c"># draw the curves</span> | |||
<span class="n">ax</span> <span class="o">=</span> <span class="n">pl</span><span class="o">.</span><span class="n">axes</span><span class="p">()</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y1</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s">'gray'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y2</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s">'blue'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y3</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s">'red'</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.3</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="s">"Yard"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.5</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="s">"Steps"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.7</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="s">"Door"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.9</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="s">"Inside"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.05</span><span class="p">,</span> <span class="mf">1.1</span><span class="p">,</span> <span class="s">"fear that</span><span class="se">\n</span><span class="s">there's</span><span class="se">\n</span><span class="s">something</span><span class="se">\n</span><span class="s">behind me"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="mf">0.15</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">],</span> <span class="p">[</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">],</span> <span class="s">'-k'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.25</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="s">"forward</span><span class="se">\n</span><span class="s">speed"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="mf">0.32</span><span class="p">,</span> <span class="mf">0.35</span><span class="p">],</span> <span class="p">[</span><span class="mf">0.75</span><span class="p">,</span> <span class="mf">0.35</span><span class="p">],</span> <span class="s">'-k'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mf">0.9</span><span class="p">,</span> <span class="mf">0.4</span><span class="p">,</span> <span class="s">"embarrassment"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">],</span> <span class="p">[</span><span class="mf">0.55</span><span class="p">,</span> <span class="mf">1.05</span><span class="p">],</span> <span class="s">'-k'</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s">"Walking back to my</span><span class="se">\n</span><span class="s">front door at night:"</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> | |||
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">1.5</span><span class="p">)</span> | |||
<span class="c"># modify all the axes elements in-place</span> | |||
<span class="n">XKCDify</span><span class="p">(</span><span class="n">ax</span><span class="p">,</span> <span class="n">expand_axes</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span> | |||
</pre></div> | |||
</div> | |||
</div> | |||
<div class="vbox output_wrapper"> | |||
<div class="output vbox"> | |||
<div class="hbox output_area"> | |||
<div class="prompt output_prompt">Out[7]:</div> | |||
<div class="output_subarea output_pyout"> | |||
<pre><matplotlib.axes.AxesSubplot at 0x2fef210></pre> | |||
</div> | |||
</div> | |||
<div class="hbox output_area"> | |||
<div class="prompt output_prompt"></div> | |||
<div class="output_subarea output_display_data"> | |||
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"></img> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
</div> | |||
<div class="text_cell_render border-box-sizing rendered_html"> | |||
<p>Pretty good for a couple hours's work!</p> | |||
<p>I think the possibilities here are pretty limitless: this is going to be a hugely | |||
useful and popular feature in matplotlib, especially when the sketch artist PR is mature | |||
and part of the main package. I imagine using this style of plot for schematic figures | |||
in presentations where the normal crisp matplotlib lines look a bit too "scientific". | |||
I'm giving a few talks at the end of the month... maybe I'll even use some of | |||
this code there.</p> | |||
<p>This post was written entirely in an IPython Notebook: the notebook file is available for | |||
download <a href="http://jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb">here</a>. | |||
For more information on blogging with notebooks in octopress, see my | |||
<a href="http://jakevdp.github.com/blog/2012/10/04/blogging-with-ipython/">previous post</a> | |||
on the subject.</p> | |||
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