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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>poi_id</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 id="P5-Predicting-persons-of-interest-in-Enron-dataset">P5 Predicting persons of interest in Enron dataset<a class="anchor-link" href="#P5-Predicting-persons-of-interest-in-Enron-dataset">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span class="c">#!/usr/bin/python</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">pickle</span>
<span class="kn">import</span> <span class="nn">tester</span>
<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s">"../tools/"</span><span class="p">)</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">from</span> <span class="nn">feature_format</span> <span class="kn">import</span> <span class="n">featureFormat</span><span class="p">,</span> <span class="n">targetFeatureSplit</span>
<span class="kn">from</span> <span class="nn">tester</span> <span class="kn">import</span> <span class="n">dump_classifier_and_data</span>
<span class="kn">from</span> <span class="nn">ggplot</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
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<h2 id="Task-1:-Select-what-features-you'll-use">Task 1: Select what features you'll use<a class="anchor-link" href="#Task-1:-Select-what-features-you'll-use">¶</a></h2><p>Explore the dataset a bit and see what features there are.</p>
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<div class=" highlight hl-ipython2"><pre><span class="c">### features_list is a list of strings, each of which is a feature name.</span>
<span class="c">### The first feature must be "poi".</span>
<span class="n">features_list</span> <span class="o">=</span> <span class="p">[</span><span class="s">'poi'</span><span class="p">,</span><span class="s">'salary'</span><span class="p">]</span> <span class="c"># You will need to use more features</span>
<span class="c"># financial features: ['salary', 'deferral_payments', 'total_payments', 'loan_advances', 'bonus', 'restricted_stock_deferred', 'deferred_income', 'total_stock_value', 'expenses', 'exercised_stock_options', 'other', 'long_term_incentive', 'restricted_stock', 'director_fees'] (all units are in US dollars)</span>
<span class="c"># email features: ['to_messages', 'email_address', 'from_poi_to_this_person', 'from_messages', 'from_this_person_to_poi', 'shared_receipt_with_poi'] (units are generally number of emails messages; notable exception is ‘email_address’, which is a text string)</span>
<span class="c"># POI label: [‘poi’] (boolean, represented as integer)</span>
<span class="c">### Load the dictionary containing the dataset</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s">"final_project_dataset.pkl"</span><span class="p">,</span> <span class="s">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">data_file</span><span class="p">:</span>
<span class="n">data_dict</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">data_file</span><span class="p">)</span>
<span class="c"># create pandas data frame from data dictionary</span>
<span class="n">data_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">data_dict</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s">"index"</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="c"># number of individuals and features</span>
<span class="n">data_df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(146, 21)</pre>
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<div class=" highlight hl-ipython2"><pre><span class="c">#column names</span>
<span class="n">data_df</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span>
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<pre>array(['salary', 'to_messages', 'deferral_payments', 'total_payments',
'exercised_stock_options', 'bonus', 'restricted_stock',
'shared_receipt_with_poi', 'restricted_stock_deferred',
'total_stock_value', 'expenses', 'loan_advances', 'from_messages',
'other', 'from_this_person_to_poi', 'poi', 'director_fees',
'deferred_income', 'long_term_incentive', 'email_address',
'from_poi_to_this_person'], dtype=object)</pre>
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<div class=" highlight hl-ipython2"><pre><span class="c"># number of POI</span>
<span class="n">pd</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">data_df</span><span class="p">[</span><span class="s">'poi'</span><span class="p">])</span>
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<pre>False 128
True 18
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span class="c"># number of missing values for every column</span>
<span class="n">data_df</span><span class="o">.</span><span class="n">apply</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="s">"NaN"</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>salary 51
to_messages 60
deferral_payments 107
total_payments 21
exercised_stock_options 44
bonus 64
restricted_stock 36
shared_receipt_with_poi 60
restricted_stock_deferred 128
total_stock_value 20
expenses 51
loan_advances 142
from_messages 60
other 53
from_this_person_to_poi 60
poi 0
director_fees 129
deferred_income 97
long_term_incentive 80
email_address 35
from_poi_to_this_person 60
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span class="n">ggplot</span><span class="p">(</span><span class="n">data_df</span><span class="p">,</span> <span class="n">aes</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">'salary'</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">'total_payments'</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s">'poi'</span><span class="p">))</span> <span class="o">+</span> <span class="n">geom_point</span><span class="p">()</span>
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"
>
</div>
</div>
<div class="output_area"><div class="prompt output_prompt">Out[7]:</div>
<div class="output_text output_subarea output_execute_result">
<pre><ggplot: (8754611577241)></pre>
</div>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [8]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">ggplot</span><span class="p">(</span><span class="n">data_df</span><span class="p">,</span> <span class="n">aes</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">'restricted_stock'</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s">'total_stock_value'</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s">'poi'</span><span class="p">))</span> <span class="o">+</span> <span class="n">geom_point</span><span class="p">()</span>
</pre></div>
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"
>
</div>
</div>
<div class="output_area"><div class="prompt output_prompt">Out[8]:</div>