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explore_salaries.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>explore_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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<div class="prompt input_prompt">In [2]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</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">re</span>
<span class="kn">from</span> <span class="nn">bokeh.plotting</span> <span class="k">import</span> <span class="o">*</span>
<span class="n">output_notebook</span><span class="p">()</span>
</pre></div>
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<span id="e72d9970-314c-4706-a60a-cd6203f0e94f">Loading BokehJS ...</span>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [3]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plen</span><span class="p">(</span><span class="n">x</span><span class="p">):</span> <span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="k">def</span> <span class="nf">format_column</span><span class="p">(</span><span class="n">c</span><span class="p">):</span>
<span class="k">return</span> <span class="n">c</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">' '</span><span class="p">,</span> <span class="s1">'_'</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
<span class="n">df</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="s1">'salaries.csv'</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">format_column</span><span class="p">(</span><span class="n">c</span><span class="p">)</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">Out[3]:</div>
<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>timestamp</th>
<th>employer</th>
<th>location</th>
<th>job_title</th>
<th>years_at_employer</th>
<th>years_of_experience</th>
<th>annual_base_pay</th>
<th>signing_bonus</th>
<th>annual_bonus</th>
<th>annual_stock_value/bonus</th>
<th>gender</th>
<th>additional_comments</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>3/21/2016 12:54:49</td>
<td>NaN</td>
<td>Raleigh, NC</td>
<td>Software Developer</td>
<td>NaN</td>
<td>18</td>
<td>122000</td>
<td>NaN</td>
<td>NaN</td>
<td>NaN</td>
<td>Male</td>
<td>NaN</td>
</tr>
<tr>
<th>1</th>
<td>3/21/2016 12:58:52</td>
<td>Opower</td>
<td>San Francisco, CA</td>
<td>Systems Engineer</td>
<td>2</td>
<td>13</td>
<td>125000</td>
<td>5000</td>
<td>0</td>
<td>5000 shares</td>
<td>Male</td>
<td>Don't work here.</td>
</tr>
<tr>
<th>2</th>
<td>3/21/2016 12:58:57</td>
<td>NaN</td>
<td>San Diego CA</td>
<td>Systems engineer</td>
<td>1</td>
<td>1 of employment</td>
<td>83,000</td>
<td>0</td>
<td>$50.00</td>
<td>0</td>
<td>Male</td>
<td>NaN</td>
</tr>
<tr>
<th>3</th>
<td>3/21/2016 12:58:58</td>
<td>Walmart</td>
<td>Bentonville, AR</td>
<td>Senior Developer</td>
<td>8</td>
<td>15</td>
<td>65,000</td>
<td>NaN</td>
<td>5,000</td>
<td>3,000</td>
<td>Male</td>
<td>NaN</td>
</tr>
<tr>
<th>4</th>
<td>3/21/2016 12:59:11</td>
<td>Vertical Knowledge</td>
<td>Cleveland, OH</td>
<td>Software Engineer</td>
<td>1</td>
<td>4</td>
<td>86000</td>
<td>5000</td>
<td>6000</td>
<td>0</td>
<td>Male</td>
<td>NaN</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">create_standard_location</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
<span class="k">def</span> <span class="nf">standardize</span><span class="p">(</span><span class="n">loc</span><span class="p">):</span>
<span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">loc</span><span class="p">):</span>
<span class="k">return</span> <span class="s1">''</span>
<span class="k">return</span> <span class="n">loc</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">','</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
<span class="n">df</span><span class="p">[</span><span class="s1">'std_location'</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">location</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">standardize</span><span class="p">)</span>
<span class="k">return</span> <span class="n">df</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">create_standard_location</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">create_clean_salaries</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
<span class="k">def</span> <span class="nf">clean_individual_salary</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Clean the salary data</span>
<span class="sd"> 1. reject some malformed/difficult to parse data</span>
<span class="sd"> 2. try to detect currency and return the type</span>
<span class="sd"> """</span>
<span class="n">final_salary</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
<span class="n">salary_type</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
<span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">notnull</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="n">salary_type</span> <span class="o">=</span> <span class="s1">'USD'</span> <span class="c1"># default</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s2">"[\s,]"</span><span class="p">,</span> <span class="s2">""</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s2">"\.[0-9]*"</span><span class="p">,</span> <span class="s2">""</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
<span class="k">if</span> <span class="s1">'€'</span> <span class="ow">in</span> <span class="n">x</span> <span class="ow">or</span> <span class="s1">'eur'</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
<span class="n">salary_type</span> <span class="o">=</span> <span class="s1">'Euro'</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">r'[€(eur)(euro)]'</span><span class="p">,</span> <span class="s1">''</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
<span class="k">if</span> <span class="s1">'$'</span> <span class="ow">in</span> <span class="n">x</span> <span class="ow">or</span> <span class="s1">'usd'</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">r'[\$(usd)]'</span><span class="p">,</span> <span class="s1">''</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
<span class="k">if</span> <span class="s1">'£'</span> <span class="ow">in</span> <span class="n">x</span> <span class="ow">or</span> <span class="s1">'gbp'</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
<span class="n">salary_type</span> <span class="o">=</span> <span class="s1">'GBP'</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">'[£(gbp)]'</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">final_salary</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="k">except</span><span class="p">:</span>
<span class="c1">#print("convert to numeric failure: '{}'".format(x))</span>
<span class="n">final_salary</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
<span class="n">salary_type</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
<span class="k">return</span> <span class="p">(</span><span class="n">final_salary</span><span class="p">,</span> <span class="n">salary_type</span><span class="p">)</span>
<span class="n">clean_salary_ufunc</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">frompyfunc</span><span class="p">(</span><span class="n">clean_individual_salary</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">final_salary</span><span class="p">,</span> <span class="n">salary_type</span> <span class="o">=</span> <span class="n">clean_salary_ufunc</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">annual_base_pay</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s1">'salary'</span><span class="p">]</span> <span class="o">=</span> <span class="n">final_salary</span>
<span class="n">df</span><span class="p">[</span><span class="s1">'salary_type'</span><span class="p">]</span> <span class="o">=</span> <span class="n">salary_type</span>
<span class="k">return</span> <span class="n">df</span>
<span class="k">def</span> <span class="nf">drop_unreasonable_salaries</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
<span class="n">reasonable</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">'salary'</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">></span> <span class="mi">20000</span> <span class="ow">and</span> <span class="n">x</span> <span class="o"><</span> <span class="mi">360000</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"resonable salaries:"</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">reasonable</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">reasonable</span><span class="p">]</span>
<span class="k">return</span> <span class="n">df</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">create_clean_salaries</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="n">plen</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">drop_unreasonable_salaries</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="n">plen</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
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<pre>2187
resonable salaries:
True 1934
False 253
Name: salary, dtype: int64
1934
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span>
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<pre><pandas.core.indexing._LocIndexer at 0x7f919088ca58></pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">create_sex</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
<span class="k">def</span> <span class="nf">convert_gender</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="k">return</span> <span class="n">x</span>
<span class="k">elif</span> <span class="s1">'female'</span> <span class="ow">in</span> <span class="n">x</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
<span class="k">return</span> <span class="s1">'F'</span>
<span class="k">elif</span> <span class="s1">'male'</span> <span class="ow">in</span> <span class="n">x</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
<span class="k">return</span> <span class="s1">'M'</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="s1">'other'</span>
<span class="n">df</span><span class="p">[</span><span class="s1">'sex'</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">gender</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">convert_gender</span><span class="p">)</span>
<span class="k">return</span> <span class="n">df</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">create_sex</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="s1">'sex'</span><span class="o">.</span><span class="n">split</span><span class="p">())</span>
<span class="n">df</span><span class="o">.</span><span class="n">sex</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>/home/jrenner/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:13: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
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<pre>M 1790
F 66
other 10
Name: sex, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cols</span> <span class="o">=</span> <span class="s1">'location job_title salary years_at_employer years_of_experience sex'</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">'salary'</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">drop_unreasonable_years</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
<span class="n">plen</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="s1">'salary years_job years_experience'</span><span class="o">.</span><span class="n">split</span><span class="p">())</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">years_experience</span> <span class="o">></span> <span class="mi">0</span><span class="p">]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">years_experience</span> <span class="o"><</span> <span class="mi">50</span><span class="p">]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">years_experience</span> <span class="o"><</span> <span class="mi">50</span><span class="p">]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">years_job</span> <span class="o">>=</span> <span class="mi">0</span><span class="p">]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">years_job</span> <span class="o"><=</span> <span class="mi">50</span><span class="p">]</span>
<span class="n">plen</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="k">return</span> <span class="n">df</span>
<span class="n">df</span><span class="p">[</span><span class="s1">'years_job'</span><span class="p">]</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">df</span><span class="o">.</span><span class="n">years_at_employer</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s1">'coerce'</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s1">'years_experience'</span><span class="p">]</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">df</span><span class="o">.</span><span class="n">years_of_experience</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s1">'coerce'</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">drop_unreasonable_years</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
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<pre>1866
1668
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="n">cols</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>location</th>
<th>job_title</th>
<th>salary</th>
<th>years_at_employer</th>
<th>years_of_experience</th>
<th>sex</th>
</tr>
</thead>
<tbody>
<tr>
<th>677</th>
<td>san francisco</td>
<td>CTO Google rail product</td>
<td>356000</td>
<td>5</td>
<td>12</td>
<td>M</td>
</tr>
<tr>
<th>1524</th>
<td>NaN</td>
<td>General Manager</td>
<td>350000</td>
<td>0.5</td>
<td>20</td>
<td>M</td>
</tr>
<tr>
<th>488</th>
<td>Los Gatos</td>
<td>Senior Software Engineer</td>
<td>350000</td>
<td>1</td>
<td>10</td>
<td>M</td>
</tr>
<tr>
<th>104</th>
<td>Jersey City, NJ</td>
<td>Consultant, CTO as needed</td>
<td>325000</td>
<td>1</td>
<td>8</td>
<td>M</td>
</tr>
<tr>
<th>510</th>
<td>San Francisco</td>
<td>CTO</td>
<td>310000</td>
<td>2</td>
<td>10</td>
<td>M</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="n">cols</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>
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>location</th>
<th>job_title</th>
<th>salary</th>
<th>years_at_employer</th>
<th>years_of_experience</th>
<th>sex</th>
</tr>
</thead>
<tbody>
<tr>
<th>1121</th>
<td>Madrid</td>
<td>Support</td>
<td>22500</td>
<td>15</td>
<td>15</td>
<td>M</td>
</tr>
<tr>
<th>1148</th>
<td>Cluj-Napoca, Romania</td>
<td>Software Engineer</td>
<td>21500</td>
<td>2</td>
<td>2</td>
<td>M</td>
</tr>
<tr>
<th>577</th>
<td>Bangalore, India</td>
<td>Developer</td>
<td>21496</td>
<td>0.5</td>
<td>3</td>
<td>M</td>
</tr>
<tr>
<th>1216</th>
<td>Nottingham UK</td>
<td>Jnr Software Developer</td>
<td>20500</td>
<td>1</td>
<td>1</td>
<td>M</td>
</tr>
<tr>
<th>841</th>
<td>Paris, France</td>
<td>Research Engineer</td>
<td>20400</td>
<td>0</td>
<td>1</td>
<td>M</td>
</tr>
</tbody>