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SF Salaries.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>SF Salaries</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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<h2 id="Exploring-SF-Public-Salaries">Exploring SF Public Salaries<a class="anchor-link" href="#Exploring-SF-Public-Salaries">¶</a></h2><p>I thought it would be interesting to explore what 'normal' people make in San Francisco and came across the
<a href="https://www.kaggle.com/kaggle/sf-salaries">San Francisco Public Salaries Dataset</a>. I also used reports from <a href="http://priceonomics.com/the-san-francisco-rent-explosion-part-iii/">Priceonomics</a> to investigate average housing price. Here's what I found.</p>
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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>
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<div class=" highlight hl-ipython2"><pre><span class="n">salaries</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">'Salaries.csv'</span><span class="p">)</span>
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<pre>/home/katharine/.virtualenv/book/local/lib/python2.7/site-packages/IPython/core/interactiveshell.py:2871: DtypeWarning: Columns (3,4,5,6,12) have mixed types. Specify dtype option on import or set low_memory=False.
interactivity=interactivity, compiler=compiler, result=result)
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<div class=" highlight hl-ipython2"><pre><span class="n">salaries</span><span class="p">[:</span><span class="mi">4</span><span class="p">]</span>
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<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>Id</th>
<th>EmployeeName</th>
<th>JobTitle</th>
<th>BasePay</th>
<th>OvertimePay</th>
<th>OtherPay</th>
<th>Benefits</th>
<th>TotalPay</th>
<th>TotalPayBenefits</th>
<th>Year</th>
<th>Notes</th>
<th>Agency</th>
<th>Status</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>1</td>
<td>NATHANIEL FORD</td>
<td>GENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY</td>
<td>167411</td>
<td>0</td>
<td>400184</td>
<td>NaN</td>
<td>567595.43</td>
<td>567595.43</td>
<td>2011</td>
<td>NaN</td>
<td>San Francisco</td>
<td>NaN</td>
</tr>
<tr>
<th>1</th>
<td>2</td>
<td>GARY JIMENEZ</td>
<td>CAPTAIN III (POLICE DEPARTMENT)</td>
<td>155966</td>
<td>245132</td>
<td>137811</td>
<td>NaN</td>
<td>538909.28</td>
<td>538909.28</td>
<td>2011</td>
<td>NaN</td>
<td>San Francisco</td>
<td>NaN</td>
</tr>
<tr>
<th>2</th>
<td>3</td>
<td>ALBERT PARDINI</td>
<td>CAPTAIN III (POLICE DEPARTMENT)</td>
<td>212739</td>
<td>106088</td>
<td>16452.6</td>
<td>NaN</td>
<td>335279.91</td>
<td>335279.91</td>
<td>2011</td>
<td>NaN</td>
<td>San Francisco</td>
<td>NaN</td>
</tr>
<tr>
<th>3</th>
<td>4</td>
<td>CHRISTOPHER CHONG</td>
<td>WIRE ROPE CABLE MAINTENANCE MECHANIC</td>
<td>77916</td>
<td>56120.7</td>
<td>198307</td>
<td>NaN</td>
<td>332343.61</td>
<td>332343.61</td>
<td>2011</td>
<td>NaN</td>
<td>San Francisco</td>
<td>NaN</td>
</tr>
</tbody>
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<div class=" highlight hl-ipython2"><pre><span class="n">salaries</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>Id</th>
<th>TotalPay</th>
<th>TotalPayBenefits</th>
<th>Year</th>
<th>Notes</th>
</tr>
</thead>
<tbody>
<tr>
<th>count</th>
<td>148654.000000</td>
<td>148654.000000</td>
<td>148654.000000</td>
<td>148654.000000</td>
<td>0</td>
</tr>
<tr>
<th>mean</th>
<td>74327.500000</td>
<td>74768.321972</td>
<td>93692.554811</td>
<td>2012.522643</td>
<td>NaN</td>
</tr>
<tr>
<th>std</th>
<td>42912.857795</td>
<td>50517.005274</td>
<td>62793.533483</td>
<td>1.117538</td>
<td>NaN</td>
</tr>
<tr>
<th>min</th>
<td>1.000000</td>
<td>-618.130000</td>
<td>-618.130000</td>
<td>2011.000000</td>
<td>NaN</td>
</tr>
<tr>
<th>25%</th>
<td>37164.250000</td>
<td>36168.995000</td>
<td>44065.650000</td>
<td>2012.000000</td>
<td>NaN</td>
</tr>
<tr>
<th>50%</th>
<td>74327.500000</td>
<td>71426.610000</td>
<td>92404.090000</td>
<td>2013.000000</td>
<td>NaN</td>
</tr>
<tr>
<th>75%</th>
<td>111490.750000</td>
<td>105839.135000</td>
<td>132876.450000</td>
<td>2014.000000</td>
<td>NaN</td>
</tr>
<tr>
<th>max</th>
<td>148654.000000</td>
<td>567595.430000</td>
<td>567595.430000</td>
<td>2014.000000</td>
<td>NaN</td>
</tr>
</tbody>
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<div class=" highlight hl-ipython2"><pre><span class="n">latest_salaries</span> <span class="o">=</span> <span class="n">salaries</span><span class="p">[</span><span class="n">salaries</span><span class="p">[</span><span class="s">'Year'</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2014</span><span class="p">]</span>
</pre></div>
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<div class=" highlight hl-ipython2"><pre><span class="n">latest_salaries</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>Id</th>
<th>TotalPay</th>
<th>TotalPayBenefits</th>
<th>Year</th>
<th>Notes</th>
</tr>
</thead>
<tbody>
<tr>
<th>count</th>
<td>38123.000000</td>
<td>38123.000000</td>
<td>38123.000000</td>
<td>38123</td>
<td>0</td>
</tr>
<tr>
<th>mean</th>
<td>129593.000000</td>
<td>75463.918140</td>
<td>100250.918884</td>
<td>2014</td>
<td>NaN</td>
</tr>
<tr>
<th>std</th>
<td>11005.306493</td>
<td>51697.713029</td>
<td>66238.852887</td>
<td>0</td>
<td>NaN</td>
</tr>
<tr>
<th>min</th>
<td>110532.000000</td>
<td>-618.130000</td>
<td>-618.130000</td>
<td>2014</td>
<td>NaN</td>
</tr>
<tr>
<th>25%</th>
<td>120062.500000</td>
<td>33436.210000</td>
<td>44199.990000</td>
<td>2014</td>
<td>NaN</td>
</tr>
<tr>
<th>50%</th>
<td>129593.000000</td>
<td>72359.980000</td>
<td>101105.370000</td>
<td>2014</td>
<td>NaN</td>
</tr>
<tr>
<th>75%</th>
<td>139123.500000</td>
<td>107974.445000</td>
<td>142746.950000</td>
<td>2014</td>
<td>NaN</td>
</tr>
<tr>
<th>max</th>
<td>148654.000000</td>
<td>471952.640000</td>
<td>510732.680000</td>
<td>2014</td>
<td>NaN</td>
</tr>
</tbody>
</table>
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<div class=" highlight hl-ipython2"><pre><span class="n">average_yearly_rent</span> <span class="o">=</span> <span class="mi">3880</span> <span class="o">*</span> <span class="mi">12</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">average_city_pay</span> <span class="o">=</span> <span class="n">latest_salaries</span><span class="p">[</span><span class="s">'TotalPay'</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">average_yearly_rent</span> <span class="o">/</span> <span class="n">average_city_pay</span>
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<pre>0.61698360153365217</pre>
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<div class=" highlight hl-ipython2"><pre><span class="n">latest_salaries</span><span class="p">[</span><span class="n">latest_salaries</span><span class="p">[</span><span class="s">'TotalPay'</span><span class="p">]</span> <span class="o"><</span> <span class="n">average_yearly_rent</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>11360</pre>
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<div class=" highlight hl-ipython2"><pre><span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">latest_salaries</span><span class="p">[</span><span class="s">'BasePay'</span><span class="p">],</span> <span class="n">errors</span><span class="o">=</span><span class="s">'coerce'</span><span class="p">)</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count 38119.000000
mean 66564.421924
std 44053.783972
min 0.000000
25% 30138.055000
50% 65055.000000
75% 94735.050000
max 318835.490000
Name: BasePay, dtype: float64</pre>
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<div class=" highlight hl-ipython2"><pre><span class="n">base_pay_series</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">latest_salaries</span><span class="p">[</span><span class="s">'BasePay'</span><span class="p">],</span> <span class="n">errors</span><span class="o">=</span><span class="s">'coerce'</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">base_pay_series</span><span class="p">[</span><span class="n">base_pay_series</span> <span class="o">*</span> <span class="o">.</span><span class="mi">7</span> <span class="o"><</span> <span class="n">average_yearly_rent</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
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<pre>(20074,)</pre>
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<div class=" highlight hl-ipython2"><pre><span class="n">overtime_series</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">latest_salaries</span><span class="p">[</span><span class="s">'OvertimePay'</span><span class="p">],</span> <span class="n">errors</span><span class="o">=</span><span class="s">'coerce'</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">overtime_series</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count 38119.000000
mean 5401.993737
std 11769.656257
min 0.000000
25% 0.000000
50% 0.000000
75% 5113.430000
max 173547.730000
Name: OvertimePay, dtype: float64</pre>
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<div class=" highlight hl-ipython2"><pre><span class="n">overtime_series</span><span class="p">[</span><span class="n">overtime_series</span> <span class="o">></span> <span class="mi">1000</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
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<pre>(15361,)</pre>
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