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python-pandas-intro.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>python-pandas-intro</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>
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<h1 id="Intro-to-Pandas-DataFrame">Intro to Pandas DataFrame<a class="anchor-link" href="#Intro-to-Pandas-DataFrame">¶</a></h1>
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<h2 id="Pandas">Pandas<a class="anchor-link" href="#Pandas">¶</a></h2><ul>
<li>Powerful data analysis toolkit for python</li>
<li>Resembles R data.frame, data.table, and dplyr</li>
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<h2 id="Quick-look-at-the-data">Quick look at the data<a class="anchor-link" href="#Quick-look-at-the-data">¶</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import packages</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="c1"># Read in some data</span>
<span class="n">heart</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="s2">"http://faculty.washington.edu/kenrice/heartgraphs/nhaneslarge.csv"</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">","</span><span class="p">,</span> <span class="n">na_values</span><span class="o">=</span><span class="s2">"."</span><span class="p">)</span>
</pre></div>
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<h3 id="What-type-of-object-is-it?">What type of object is it?<a class="anchor-link" href="#What-type-of-object-is-it?">¶</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">heart</span><span class="p">)</span>
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<pre>pandas.core.frame.DataFrame</pre>
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<h3 id="Look-at-the-data">Look at the data<a class="anchor-link" href="#Look-at-the-data">¶</a></h3><h4 id="First-five-rows">First five rows<a class="anchor-link" href="#First-five-rows">¶</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># First 5 rows</span>
<span class="n">heart</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>BPXSAR</th>
<th>BPXDAR</th>
<th>BPXDI1</th>
<th>BPXDI2</th>
<th>race_ethc</th>
<th>gender</th>
<th>DR1TFOLA</th>
<th>RIAGENDR</th>
<th>BMXBMI</th>
<th>RIDAGEYR</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>108.000000</td>
<td>56.000000</td>
<td>56.0</td>
<td>58.0</td>
<td>Other</td>
<td>Male</td>
<td>434</td>
<td>1</td>
<td>25.83</td>
<td>65</td>
</tr>
<tr>
<th>1</th>
<td>117.333333</td>
<td>60.000000</td>
<td>56.0</td>
<td>64.0</td>
<td>Hispanic</td>
<td>Male</td>
<td>241</td>
<td>1</td>
<td>25.73</td>
<td>74</td>
</tr>
<tr>
<th>2</th>
<td>120.000000</td>
<td>82.666667</td>
<td>80.0</td>
<td>86.0</td>
<td>White non-Hispanic</td>
<td>Male</td>
<td>380</td>
<td>1</td>
<td>24.49</td>
<td>54</td>
</tr>
<tr>
<th>3</th>
<td>88.000000</td>
<td>52.000000</td>
<td>52.0</td>
<td>NaN</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>152</td>
<td>2</td>
<td>20.76</td>
<td>9</td>
</tr>
<tr>
<th>4</th>
<td>150.666667</td>
<td>96.000000</td>
<td>100.0</td>
<td>94.0</td>
<td>Black non-Hispanic</td>
<td>Male</td>
<td>422</td>
<td>1</td>
<td>24.63</td>
<td>49</td>
</tr>
</tbody>
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<h4 id="Last-three-rows">Last three rows<a class="anchor-link" href="#Last-three-rows">¶</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Last 3 rows</span>
<span class="n">heart</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>BPXSAR</th>
<th>BPXDAR</th>
<th>BPXDI1</th>
<th>BPXDI2</th>
<th>race_ethc</th>
<th>gender</th>
<th>DR1TFOLA</th>
<th>RIAGENDR</th>
<th>BMXBMI</th>
<th>RIDAGEYR</th>
</tr>
</thead>
<tbody>
<tr>
<th>997</th>
<td>144.0</td>
<td>70.0</td>
<td>70.0</td>
<td>NaN</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>195</td>
<td>2</td>
<td>31.44</td>
<td>85</td>
</tr>
<tr>
<th>998</th>
<td>120.0</td>
<td>80.0</td>
<td>84.0</td>
<td>80.0</td>
<td>White non-Hispanic</td>
<td>Male</td>
<td>624</td>
<td>1</td>
<td>28.23</td>
<td>34</td>
</tr>
<tr>
<th>999</th>
<td>134.0</td>
<td>88.0</td>
<td>94.0</td>
<td>88.0</td>
<td>White non-Hispanic</td>
<td>Male</td>
<td>753</td>
<td>1</td>
<td>22.21</td>
<td>50</td>
</tr>
</tbody>
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<h4 id="Just-the-columns">Just the columns<a class="anchor-link" href="#Just-the-columns">¶</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">heart</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index(['BPXSAR', 'BPXDAR', 'BPXDI1', 'BPXDI2', 'race_ethc', 'gender',
'DR1TFOLA', 'RIAGENDR', 'BMXBMI', 'RIDAGEYR'],
dtype='object')</pre>
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<h4 id="Object-oriented:-each-operation-returns-a-data.frame">Object-oriented: each operation returns a data.frame<a class="anchor-link" href="#Object-oriented:-each-operation-returns-a-data.frame">¶</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">heart</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
</pre></div>
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>BPXSAR</th>
<th>BPXDAR</th>
<th>BPXDI1</th>
<th>BPXDI2</th>
<th>race_ethc</th>
<th>gender</th>
<th>DR1TFOLA</th>
<th>RIAGENDR</th>
<th>BMXBMI</th>
<th>RIDAGEYR</th>
</tr>
</thead>
<tbody>
<tr>
<th>5</th>
<td>99.000000</td>
<td>62.0</td>
<td>66.0</td>
<td>62.0</td>
<td>White non-Hispanic</td>
<td>Male</td>
<td>319</td>
<td>1</td>
<td>21.35</td>
<td>69</td>
</tr>
<tr>
<th>6</th>
<td>107.000000</td>
<td>57.0</td>
<td>54.0</td>
<td>NaN</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>1072</td>
<td>2</td>
<td>24.20</td>
<td>25</td>
</tr>
<tr>
<th>7</th>
<td>114.666667</td>
<td>58.0</td>
<td>58.0</td>
<td>60.0</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>821</td>
<td>2</td>
<td>20.81</td>
<td>29</td>
</tr>
<tr>
<th>8</th>
<td>104.666667</td>
<td>72.0</td>
<td>70.0</td>
<td>70.0</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>435</td>
<td>2</td>
<td>20.06</td>
<td>19</td>
</tr>
<tr>
<th>9</th>
<td>101.000000</td>
<td>58.0</td>
<td>66.0</td>
<td>56.0</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>231</td>
<td>2</td>
<td>23.83</td>
<td>13</td>
</tr>
</tbody>
</table>
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<h2 id="Summary-statistics">Summary statistics<a class="anchor-link" href="#Summary-statistics">¶</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">heart</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>BPXSAR</th>
<th>BPXDAR</th>
<th>BPXDI1</th>
<th>BPXDI2</th>
<th>DR1TFOLA</th>
<th>RIAGENDR</th>
<th>BMXBMI</th>
<th>RIDAGEYR</th>
</tr>
</thead>
<tbody>
<tr>
<th>count</th>
<td>1000.000000</td>
<td>1000.000000</td>
<td>905.000000</td>
<td>832.000000</td>
<td>1000.0000</td>
<td>1000.00000</td>
<td>991.000000</td>
<td>1000.000000</td>
</tr>
<tr>
<th>mean</th>
<td>119.932667</td>
<td>68.021000</td>
<td>68.333702</td>
<td>68.442308</td>
<td>409.2650</td>
<td>1.50000</td>
<td>27.077619</td>
<td>40.109000</td>
</tr>
<tr>
<th>std</th>
<td>17.996055</td>
<td>13.951905</td>
<td>14.371156</td>
<td>14.041936</td>
<td>242.0019</td>
<td>0.50025</td>
<td>6.552778</td>
<td>20.379363</td>
</tr>
<tr>
<th>min</th>
<td>82.000000</td>
<td>0.000000</td>
<td>0.000000</td>
<td>0.000000</td>
<td>0.0000</td>
<td>1.00000</td>
<td>14.240000</td>
<td>8.000000</td>
</tr>
<tr>
<th>25%</th>
<td>108.000000</td>
<td>60.000000</td>
<td>60.000000</td>
<td>60.000000</td>
<td>250.0000</td>
<td>1.00000</td>
<td>22.520000</td>
<td>21.750000</td>
</tr>
<tr>
<th>50%</th>
<td>117.333333</td>
<td>69.000000</td>
<td>68.000000</td>
<td>70.000000</td>
<td>354.0000</td>
<td>1.50000</td>
<td>26.550000</td>
<td>40.000000</td>
</tr>
<tr>
<th>75%</th>
<td>130.000000</td>
<td>77.000000</td>
<td>78.000000</td>
<td>78.000000</td>
<td>492.2500</td>
<td>2.00000</td>
<td>30.860000</td>
<td>54.000000</td>
</tr>
<tr>
<th>max</th>
<td>216.000000</td>
<td>112.000000</td>
<td>110.000000</td>
<td>114.000000</td>
<td>1906.0000</td>
<td>2.00000</td>
<td>57.410000</td>
<td>85.000000</td>
</tr>
</tbody>
</table>
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<h3 id="Aggregates">Aggregates<a class="anchor-link" href="#Aggregates">¶</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">heart</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">'race_ethc'</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">'RIDAGEYR'</span><span class="p">:</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">]})</span>
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<table border="1" class="dataframe">
<thead>
<tr>
<th></th>
<th colspan="2" halign="left">RIDAGEYR</th>
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<tr>
<th></th>
<th>size</th>
<th>median</th>
</tr>
<tr>
<th>race_ethc</th>
<th></th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th>Black non-Hispanic</th>
<td>102</td>
<td>33.0</td>
</tr>
<tr>
<th>Hispanic</th>
<td>114</td>
<td>34.5</td>
</tr>
<tr>
<th>Other</th>
<td>68</td>
<td>37.0</td>
</tr>
<tr>
<th>White non-Hispanic</th>
<td>716</td>
<td>43.0</td>
</tr>
</tbody>
</table>
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<h2 id="Selecting-data-(slicing)">Selecting data (slicing)<a class="anchor-link" href="#Selecting-data-(slicing)">¶</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Rows 5...10</span>
<span class="n">heart</span><span class="p">[</span><span class="mi">5</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>BPXSAR</th>
<th>BPXDAR</th>
<th>BPXDI1</th>
<th>BPXDI2</th>
<th>race_ethc</th>
<th>gender</th>
<th>DR1TFOLA</th>
<th>RIAGENDR</th>
<th>BMXBMI</th>
<th>RIDAGEYR</th>
</tr>
</thead>
<tbody>
<tr>
<th>5</th>
<td>99.000000</td>
<td>62.0</td>
<td>66.0</td>
<td>62.0</td>
<td>White non-Hispanic</td>
<td>Male</td>
<td>319</td>
<td>1</td>
<td>21.35</td>
<td>69</td>
</tr>
<tr>
<th>6</th>
<td>107.000000</td>
<td>57.0</td>
<td>54.0</td>
<td>NaN</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>1072</td>
<td>2</td>
<td>24.20</td>
<td>25</td>
</tr>
<tr>
<th>7</th>
<td>114.666667</td>
<td>58.0</td>
<td>58.0</td>
<td>60.0</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>821</td>
<td>2</td>
<td>20.81</td>
<td>29</td>
</tr>
<tr>
<th>8</th>
<td>104.666667</td>
<td>72.0</td>
<td>70.0</td>
<td>70.0</td>
<td>White non-Hispanic</td>
<td>Female</td>
<td>435</td>
<td>2</td>
<td>20.06</td>