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Seaborn.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Seaborn</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">
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*
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<h1 id="Seaborn">Seaborn<a class="anchor-link" href="#Seaborn">¶</a></h1>
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<p>Seaborn is a library for making attractive and informative statistical graphics in Python. It is built on top of matplotlib and tightly integrated with the PyData stack, including support for numpy and pandas data structures and statistical routines from scipy and statsmodels.</p>
<p>Library documentation: <a>http://stanford.edu/~mwaskom/software/seaborn/</a></p>
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<div class=" highlight hl-ipython2"><pre><span></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">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sb</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<h3 id="Themes">Themes<a class="anchor-link" href="#Themes">¶</a></h3>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># global config settings to control things like style, font size, color palette etc.</span>
<span class="n">sb</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="s2">"notebook"</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s2">"darkgrid"</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s2">"dark"</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># seaborn has some nice built-in color palette features</span>
<span class="n">sb</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">())</span>
<span class="n">sb</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">"husl"</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
<span class="n">sb</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">"hls"</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># matplotlib colormap of evenly spaced colors</span>
<span class="n">sb</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">"coolwarm"</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># sequential palette with linear increase in brightness</span>
<span class="n">sb</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">cubehelix_palette</span><span class="p">(</span><span class="mi">8</span><span class="p">))</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># palettes are used in a plot via the color paramter</span>
<span class="n">gammas</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">load_dataset</span><span class="p">(</span><span class="s2">"gammas"</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">tsplot</span><span class="p">(</span><span class="n">gammas</span><span class="p">,</span> <span class="s2">"timepoint"</span><span class="p">,</span> <span class="s2">"subject"</span><span class="p">,</span> <span class="s2">"ROI"</span><span class="p">,</span> <span class="s2">"BOLD signal"</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">"muted"</span><span class="p">)</span>
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<pre><matplotlib.axes._subplots.AxesSubplot at 0x1815b5f8></pre>
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