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Chapter10_Introducing_pandas.html
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Chapter10_Introducing_pandas.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Chapter10_Introducing_pandas</title>
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<p>Setting up a fancy stylesheet</p>
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<div class=" highlight hl-ipython3"><pre><span class="kn">from</span> <span class="nn">IPython.core.display</span> <span class="k">import</span> <span class="n">HTML</span>
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<p>Setting up the required python ™ environment</p>
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<div class=" highlight hl-ipython3"><pre><span class="c">#import numpy as np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">norm</span>
<span class="c">#from math import factorial</span>
<span class="c">#import scikits.bootstrap as bs</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">warnings</span> <span class="k">import</span> <span class="n">filterwarnings</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="n">filterwarnings</span><span class="p">(</span><span class="s">'ignore'</span><span class="p">)</span>
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<h1 id="Pandas">Pandas<a class="anchor-link" href="#Pandas">¶</a></h1>
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<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">¶</a></h2>
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<p>*pandas* is a python library that is a monster at data manipulation. Dare I say: **I love *pandas*!**</p>
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<h2 id="Some-basic-pandas">Some basic <em>pandas</em><a class="anchor-link" href="#Some-basic-pandas">¶</a></h2>
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<div class=" highlight hl-ipython3"><pre><span class="n">values_1</span> <span class="o">=</span> <span class="p">[</span><span class="mf">12.3</span><span class="p">,</span> <span class="mf">14.2</span><span class="p">,</span> <span class="mf">15.2</span><span class="p">,</span> <span class="mf">13.2</span><span class="p">,</span> <span class="mf">15.4</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mf">12.8</span><span class="p">,</span> <span class="mf">18.3</span><span class="p">,</span> <span class="mf">14.3</span><span class="p">,</span> <span class="mf">15.9</span><span class="p">,</span> <span class="mf">9.9</span><span class="p">,</span> <span class="mf">11.9</span><span class="p">,</span> <span class="mf">17.9</span><span class="p">]</span>
<span class="c"># Some values in an array</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_1</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">values_1</span><span class="p">)</span> <span class="c"># Taking the values in values_1 and adding them to the computer</span>
<span class="c"># variable data_1</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_1</span> <span class="c"># Each value is now part of an ordered list, each attached to an index value (starting</span>
<span class="c"># at 0)</span>
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<pre>0 12.3
1 14.2
2 15.2
3 13.2
4 15.4
5 11.0
6 12.8
7 18.3
8 14.3
9 15.9
10 9.9
11 11.9
12 17.9
dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span class="nb">type</span><span class="p">(</span><span class="n">values_1</span><span class="p">)</span> <span class="c"># Whereas values_1 is a computer variable that is a list...</span>
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<pre>list</pre>
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<div class=" highlight hl-ipython3"><pre><span class="nb">type</span><span class="p">(</span><span class="n">data_1</span><span class="p">)</span> <span class="c"># ... is a pandas Series object</span>
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<pre>pandas.core.series.Series</pre>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_1</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span> <span class="c"># The simplest way to describe a column of values</span>
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<pre>count 13.000000
mean 14.023077
std 2.516994
min 9.900000
25% 12.300000
50% 14.200000
75% 15.400000
max 18.300000
dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">data_1</span><span class="p">)</span> <span class="c"># A quick histogram and kernel density estimate of the values</span>
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<pre><matplotlib.axes._subplots.AxesSubplot at 0x108a76ba8></pre>
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<div class=" highlight hl-ipython3"><pre><span class="n">values_2</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">norm</span><span class="o">.</span><span class="n">rvs</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="mi">18</span><span class="p">,</span> <span class="n">scale</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">13</span><span class="p">))</span> <span class="c"># Creating another series, this</span>
<span class="c"># time containing 13 random values from a normal distribution with a mean of 18 and a</span>
<span class="c"># standrad deviation of 4</span>
<span class="c"># I imported the norm function from the scipy.stats library</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_2</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="c"># A new (empty) pandas DataFrame</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_2</span><span class="p">[</span><span class="s">'var_1'</span><span class="p">]</span> <span class="o">=</span> <span class="n">values_1</span> <span class="c"># Making a new column, calling it var_1 and adding the values in</span>
<span class="c"># values_1 to it</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_2</span>
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<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>var_1</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>12.3</td>
</tr>
<tr>
<th>1</th>
<td>14.2</td>
</tr>
<tr>
<th>2</th>
<td>15.2</td>
</tr>
<tr>
<th>3</th>
<td>13.2</td>
</tr>
<tr>
<th>4</th>
<td>15.4</td>
</tr>
<tr>
<th>5</th>
<td>11.0</td>
</tr>
<tr>
<th>6</th>
<td>12.8</td>
</tr>
<tr>
<th>7</th>
<td>18.3</td>
</tr>
<tr>
<th>8</th>
<td>14.3</td>
</tr>
<tr>
<th>9</th>
<td>15.9</td>
</tr>
<tr>
<th>10</th>
<td>9.9</td>
</tr>
<tr>
<th>11</th>
<td>11.9</td>
</tr>
<tr>
<th>12</th>
<td>17.9</td>
</tr>
</tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_2</span><span class="p">[</span><span class="s">'var_2'</span><span class="p">]</span> <span class="o">=</span> <span class="n">values_2</span> <span class="c"># Adding another column to the DataFrame and adding the values in</span>
<span class="c"># values_2 to it</span>
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<div class=" highlight hl-ipython3"><pre><span class="n">data_2</span>
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<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>var_1</th>
<th>var_2</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>12.3</td>
<td>21.515040</td>
</tr>
<tr>
<th>1</th>
<td>14.2</td>
<td>20.012435</td>
</tr>
<tr>
<th>2</th>
<td>15.2</td>
<td>23.513542</td>
</tr>
<tr>
<th>3</th>
<td>13.2</td>
<td>14.871926</td>
</tr>
<tr>
<th>4</th>
<td>15.4</td>
<td>20.694091</td>
</tr>
<tr>
<th>5</th>
<td>11.0</td>
<td>21.867815</td>
</tr>
<tr>
<th>6</th>
<td>12.8</td>
<td>16.358531</td>
</tr>
<tr>
<th>7</th>
<td>18.3</td>
<td>15.531141</td>
</tr>
<tr>
<th>8</th>
<td>14.3</td>
<td>21.665154</td>
</tr>
<tr>
<th>9</th>
<td>15.9</td>
<td>18.233597</td>
</tr>
<tr>
<th>10</th>
<td>9.9</td>
<td>20.001324</td>
</tr>
<tr>
<th>11</th>
<td>11.9</td>
<td>10.677342</td>
</tr>
<tr>
<th>12</th>
<td>17.9</td>
<td>18.258056</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</div>
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