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ggplot_python_R.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Fisseha Berhane</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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<h1>Fisseha Berhane,<span class="phd"> PhD</span> </h1>
<h4>Data Scientist </h4>
<p><img src="../figures/mobile.PNG" height="30" width="12"/> 443-970-2353</span> <span style="width:50px;display:inline-block"></span>
<img src="../figures/emailimage.png" height="28" width="33"/> fisseha@jhu.edu</span> <span style="width:50px;display:inline-block"></span>
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<h2 style="text-align:center;color:blue" id="Grammar-of-Graphics-in-Python-and-R">Grammar of Graphics in Python and R<a class="anchor-link" href="#Grammar-of-Graphics-in-Python-and-R">¶</a></h2>
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<p>The grammar of graphics package <strong>(ggplot2)</strong> is the best data visualization library in R. The concept of grammar of graphics is also implemented in Python with the library <strong>ggplot</strong> and it has similar commands to <strong>ggplot2</strong>.</p>
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<p>Let's see some examples.</p>
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<p>The data used is from <a href="https://courses.edx.org/asset-v1:MITx+15.071x_2a+2T2015+type@asset+block/climate_change.csv">here</a>.</p>
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<h3 id="Grammar-of-Graphics-in-Python">Grammar of Graphics in Python<a class="anchor-link" href="#Grammar-of-Graphics-in-Python">¶</a></h3>
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<p>ggplot can be installed by simply using this command:</p>
<p><strong>pip install ggplot</strong></p>
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<p>Learning <strong>ggplot</strong> is really easy specially for people who know how to use <strong>ggplot2</strong> in R.</p>
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<div class=" highlight hl-ipython2"><pre><span class="kn">from</span> <span class="nn">ggplot</span> <span class="kn">import</span> <span class="o">*</span>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="n">clim</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">r'https://courses.edx.org/asset-v1:MITx+15.071x_2a+2T2015+type@asset+block/climate_change.csv'</span><span class="p">)</span>
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<p>A quick look at the data</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">clim</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<table border="1" class="dataframe">
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<tr style="text-align: right;">
<th></th>
<th>Year</th>
<th>Month</th>
<th>MEI</th>
<th>CO2</th>
<th>CH4</th>
<th>N2O</th>
<th>CFC-11</th>
<th>CFC-12</th>
<th>TSI</th>
<th>Aerosols</th>
<th>Temp</th>
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<th>0</th>
<td>1983</td>
<td>5</td>
<td>2.556</td>
<td>345.96</td>
<td>1638.59</td>
<td>303.677</td>
<td>191.324</td>
<td>350.113</td>
<td>1366.1024</td>
<td>0.0863</td>
<td>0.109</td>
</tr>
<tr>
<th>1</th>
<td>1983</td>
<td>6</td>
<td>2.167</td>
<td>345.52</td>
<td>1633.71</td>
<td>303.746</td>
<td>192.057</td>
<td>351.848</td>
<td>1366.1208</td>
<td>0.0794</td>
<td>0.118</td>
</tr>
<tr>
<th>2</th>
<td>1983</td>
<td>7</td>
<td>1.741</td>
<td>344.15</td>
<td>1633.22</td>
<td>303.795</td>
<td>192.818</td>
<td>353.725</td>
<td>1366.2850</td>
<td>0.0731</td>
<td>0.137</td>
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<div class=" highlight hl-ipython2"><pre><span class="n">ggplot</span><span class="p">(</span><span class="n">clim</span><span class="p">,</span> <span class="n">aes</span><span class="p">(</span><span class="s">'Year'</span><span class="p">,</span> <span class="s">'Temp'</span><span class="p">))</span><span class="o">+</span><span class="n">geom_line</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s">'green'</span><span class="p">)</span><span class="o">+</span><span class="n">geom_point</span><span class="p">()</span><span class="o">+</span><span class="n">ggtitle</span><span class="p">(</span><span class="s">'Temperature Change'</span><span class="p">)</span><span class="o">+</span><span class="n">xlab</span><span class="p">(</span><span class="s">''</span><span class="p">)</span><span class="o">+</span><span class="n">ylab</span><span class="p">(</span><span class="s">'Temperature'</span><span class="p">)</span><span class="o">+</span><span class="n">stat_smooth</span><span class="p">(</span><span class="n">colour</span><span class="o">=</span><span class="s">'blue'</span><span class="p">,</span> <span class="n">span</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
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