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html-styling.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>html-styling</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
/*!
*
* Twitter Bootstrap
*
*//*! normalize.css v3.0.2 | MIT License | git.io/normalize */html{font-family:sans-serif;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;font-size:10px;-webkit-tap-highlight-color:transparent}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,optgroup,strong{font-weight:700}dfn{font-style:italic}h1{font-size:2em;margin:.67em 0}mark{background:#ff0;color:#000}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}img{border:0;vertical-align:middle}svg:not(:root){overflow:hidden}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}pre,textarea{overflow:auto}code,kbd,pre,samp{font-size:1em}button,input,optgroup,select,textarea{color:inherit;font:inherit;margin:0}button{overflow:visible}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}input{line-height:normal}input[type=checkbox],input[type=radio]{box-sizing:border-box;padding:0}input[type=number]::-webkit-inner-spin-button,input[type=number]::-webkit-outer-spin-button{height:auto}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}table{border-collapse:collapse;border-spacing:0}td,th{padding:0}/*! 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<h1 id="Conditional-Formatting">Conditional Formatting<a class="anchor-link" href="#Conditional-Formatting">¶</a></h1><p><em>New in version 0.17.1</em></p>
<p><p style="color: red"><em>Provisional: This is a new feature and still under development. We'll be adding features and possibly making breaking changes in future releases. We'd love to hear your <a href="https://github.com/pydata/pandas/issues">feedback</a>.</em><p style="color: red"></p>
<p>You can apply <strong>conditional formatting</strong>, the visual styling of a DataFrame
depending on the data within, by using the <code>DataFrame.style</code> property.
This is a property that returns a <code>pandas.Styler</code> object, which has
useful methods for formatting and displaying DataFrames.</p>
<p>The styling is accomplished using CSS.
You write "style functions" that take scalars, <code>DataFrame</code>s or <code>Series</code>, and return <em>like-indexed</em> DataFrames or Series with CSS <code>"attribute: value"</code> pairs for the values.
These functions can be incrementally passed to the <code>Styler</code> which collects the styles before rendering.</p>
<h3 id="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h3><ul>
<li><a href="#Building-Styles">Building Styles</a></li>
<li><a href="#Finer-Control:-Slicing">Finer Control: Slicing</a></li>
<li><a href="#Builtin-Styles">Builtin Styles</a></li>
<li><a href="#Other-options">Other options</a></li>
<li><a href="#Sharing-Styles">Sharing Styles</a></li>
<li><a href="#Limitations">Limitations</a></li>
<li><a href="#Terms">Terms</a></li>
<li><a href="#Extensibility">Extensibility</a></li>
</ul>
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<h1 id="Building-Styles">Building Styles<a class="anchor-link" href="#Building-Styles">¶</a></h1><p>Pass your style functions into one of the following methods:</p>
<ul>
<li><code>Styler.applymap</code>: elementwise</li>
<li><code>Styler.apply</code>: column-/row-/table-wise</li>
</ul>
<p>Both of those methods take a function (and some other keyword arguments) and applies your function to the DataFrame in a certain way.
<code>Styler.applymap</code> works through the DataFrame elementwise.
<code>Styler.apply</code> passes each column or row into your DataFrame one-at-a-time or the entire table at once, depending on the <code>axis</code> keyword argument.
For columnwise use <code>axis=0</code>, rowwise use <code>axis=1</code>, and for the entire table at once use <code>axis=None</code>.</p>
<p>The result of the function application, a CSS attribute-value pair, is stored in an internal dictionary on your <code>Styler</code> object.</p>
<p>Let's see some examples.</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<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">24</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s">'A'</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">)})</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">df</span><span class="p">,</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="s">'BCDE'</span><span class="p">))],</span>
<span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</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">nan</span>
</pre></div>
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<p>Here's a boring example of rendering a DataFrame, without any (visible) styles:</p>
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<div class="prompt input_prompt">In [2]:</div>
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<div class=" highlight hl-ipython3"><pre><span class="n">df</span><span class="o">.</span><span class="n">style</span>
</pre></div>
</div>
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<div class="output_area"><div class="prompt output_prompt">Out[2]:</div>
<div class="output_html rendered_html output_subarea output_execute_result">
<style type="text/css" >
</style>
<table id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb">
<thead>
<tr>
<th class="blank">
<th class="col_heading level0 col0">A
<th class="col_heading level0 col1">B
<th class="col_heading level0 col2">C
<th class="col_heading level0 col3">D
<th class="col_heading level0 col4">E
</tr>
</thead>
<tbody>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row0">
0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow0_col0" class="data row0 col0">
1.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow0_col1" class="data row0 col1">
1.329212
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow0_col2" class="data row0 col2">
nan
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow0_col3" class="data row0 col3">
-0.31628
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow0_col4" class="data row0 col4">
-0.99081
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row1">
1
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow1_col0" class="data row1 col0">
2.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow1_col1" class="data row1 col1">
-1.070816
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow1_col2" class="data row1 col2">
-1.438713
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow1_col3" class="data row1 col3">
0.564417
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow1_col4" class="data row1 col4">
0.295722
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row2">
2
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow2_col0" class="data row2 col0">
3.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow2_col1" class="data row2 col1">
-1.626404
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow2_col2" class="data row2 col2">
0.219565
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow2_col3" class="data row2 col3">
0.678805
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow2_col4" class="data row2 col4">
1.889273
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row3">
3
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow3_col0" class="data row3 col0">
4.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow3_col1" class="data row3 col1">
0.961538
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow3_col2" class="data row3 col2">
0.104011
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow3_col3" class="data row3 col3">
-0.481165
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow3_col4" class="data row3 col4">
0.850229
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row4">
4
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow4_col0" class="data row4 col0">
5.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow4_col1" class="data row4 col1">
1.453425
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow4_col2" class="data row4 col2">
1.057737
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow4_col3" class="data row4 col3">
0.165562
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow4_col4" class="data row4 col4">
0.515018
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row5">
5
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow5_col0" class="data row5 col0">
6.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow5_col1" class="data row5 col1">
-1.336936
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow5_col2" class="data row5 col2">
0.562861
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow5_col3" class="data row5 col3">
1.392855
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow5_col4" class="data row5 col4">
-0.063328
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row6">
6
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow6_col0" class="data row6 col0">
7.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow6_col1" class="data row6 col1">
0.121668
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow6_col2" class="data row6 col2">
1.207603
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow6_col3" class="data row6 col3">
-0.00204
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow6_col4" class="data row6 col4">
1.627796
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row7">
7
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow7_col0" class="data row7 col0">
8.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow7_col1" class="data row7 col1">
0.354493
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow7_col2" class="data row7 col2">
1.037528
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow7_col3" class="data row7 col3">
-0.385684
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow7_col4" class="data row7 col4">
0.519818
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row8">
8
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow8_col0" class="data row8 col0">
9.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow8_col1" class="data row8 col1">
1.686583
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow8_col2" class="data row8 col2">
-1.325963
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow8_col3" class="data row8 col3">
1.428984
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow8_col4" class="data row8 col4">
-2.089354
</tr>
<tr>
<th id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fb" class="row_heading level4 row9">
9
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow9_col0" class="data row9 col0">
10.0
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow9_col1" class="data row9 col1">
-0.12982
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow9_col2" class="data row9 col2">
0.631523
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow9_col3" class="data row9 col3">
-0.586538
<td id="T_e7b9e9c2_8bd5_11e5_a332_a45e60bd97fbrow9_col4" class="data row9 col4">
0.29072
</tr>
</tbody>
</table>
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<p><em>Note</em>: The <code>DataFrame.style</code> attribute is a propetry that returns a <code>Styler</code> object. <code>Styler</code> has a <code>_repr_html_</code> method defined on it so they are rendered automatically. If you want the actual HTML back for further processing or for writing to file call the <code>.render()</code> method which returns a string.</p>
<p>The above output looks very similar to the standard DataFrame HTML representation. But we've done some work behind the scenes to attach CSS classes to each cell. We can view these by calling the <code>.render</code> method.</p>
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<div class=" highlight hl-ipython3"><pre><span class="n">df</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">highlight_null</span><span class="p">()</span><span class="o">.</span><span class="n">render</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s">'</span><span class="se">\n</span><span class="s">'</span><span class="p">)[:</span><span class="mi">10</span><span class="p">]</span>
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<pre>['',
' <style type="text/css" >',
' ',
' ',
' #T_e7c1f51a_8bd5_11e5_803e_a45e60bd97fbrow0_col2 {',
' ',
' background-color: red;',
' ',
' }',
' ']</pre>
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<p>The <code>row0_col2</code> is the identifier for that particular cell. We've also prepended each row/column identifier with a UUID unique to each DataFrame so that the style from one doesn't collied with the styling from another within the same notebook or page (you can set the <code>uuid</code> if you'd like to tie together the styling of two DataFrames).</p>
<p>When writing style functions, you take care of producing the CSS attribute / value pairs you want. Pandas matches those up with the CSS classes that identify each cell.</p>
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<p>Let's write a simple style function that will color negative numbers red and positive numbers black.</p>
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<div class=" highlight hl-ipython3"><pre><span class="k">def</span> <span class="nf">color_negative_red</span><span class="p">(</span><span class="n">val</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Takes a scalar and returns a string with</span>
<span class="sd"> the css property `'color: red'` for negative</span>
<span class="sd"> strings, black otherwise.</span>
<span class="sd"> """</span>
<span class="n">color</span> <span class="o">=</span> <span class="s">'red'</span> <span class="k">if</span> <span class="n">val</span> <span class="o"><</span> <span class="mi">0</span> <span class="k">else</span> <span class="s">'black'</span>
<span class="k">return</span> <span class="s">'color: %s'</span> <span class="o">%</span> <span class="n">color</span>
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<p>In this case, the cell's style depends only on it's own value.
That means we should use the <code>Styler.applymap</code> method which works elementwise.</p>
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<div class=" highlight hl-ipython3"><pre><span class="n">s</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="n">color_negative_red</span><span class="p">)</span>
<span class="n">s</span>
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<style type="text/css" >
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow0_col0 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow0_col1 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow0_col2 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow0_col3 {
color: red;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow0_col4 {
color: red;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow1_col0 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow1_col1 {
color: red;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow1_col2 {
color: red;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow1_col3 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow1_col4 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow2_col0 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow2_col1 {
color: red;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow2_col2 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow2_col3 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow2_col4 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow3_col0 {
color: black;
}
#T_e7c86100_8bd5_11e5_98d6_a45e60bd97fbrow3_col1 {
color: black;
}