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Udacity_capstone_project_v2.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Udacity_capstone_project_v2</title>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">division</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>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="kn">import</span> <span class="n">KFold</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
<span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="kn">import</span> <span class="n">SVC</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span> <span class="k">as</span> <span class="n">RF</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#read data</span>
<span class="n">churn_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">'C:\Users\Shekhar\SkyDrive\Documents\ML\projects\capstone\Shekhar\Telecom_data.csv'</span><span class="p">)</span>
<span class="n">col_names</span> <span class="o">=</span> <span class="n">churn_df</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="k">print</span> <span class="s2">"Column names:"</span>
<span class="k">print</span> <span class="n">col_names</span>
<span class="n">to_show</span> <span class="o">=</span> <span class="n">col_names</span><span class="p">[:</span><span class="mi">6</span><span class="p">]</span> <span class="o">+</span> <span class="n">col_names</span><span class="p">[</span><span class="o">-</span><span class="mi">6</span><span class="p">:]</span>
<span class="k">print</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">Sample data:"</span>
<span class="n">churn_df</span><span class="p">[</span><span class="n">to_show</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">6</span><span class="p">)</span>
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<pre>Column names:
['State', 'Account Length', 'Area Code', 'Phone', "Int'l Plan", 'VMail Plan', 'VMail Message', 'Day Mins', 'Day Calls', 'Day Charge', 'Eve Mins', 'Eve Calls', 'Eve Charge', 'Night Mins', 'Night Calls', 'Night Charge', 'Intl Mins', 'Intl Calls', 'Intl Charge', 'CustServ Calls', 'Churn?']
Sample data:
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<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>State</th>
<th>Account Length</th>
<th>Area Code</th>
<th>Phone</th>
<th>Int'l Plan</th>
<th>VMail Plan</th>
<th>Night Charge</th>
<th>Intl Mins</th>
<th>Intl Calls</th>
<th>Intl Charge</th>
<th>CustServ Calls</th>
<th>Churn?</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>KS</td>
<td>128</td>
<td>415</td>
<td>382-4657</td>
<td>no</td>
<td>yes</td>
<td>11.01</td>
<td>10.0</td>
<td>3</td>
<td>2.70</td>
<td>1</td>
<td>False.</td>
</tr>
<tr>
<th>1</th>
<td>OH</td>
<td>107</td>
<td>415</td>
<td>371-7191</td>
<td>no</td>
<td>yes</td>
<td>11.45</td>
<td>13.7</td>
<td>3</td>
<td>3.70</td>
<td>1</td>
<td>False.</td>
</tr>
<tr>
<th>2</th>
<td>NJ</td>
<td>137</td>
<td>415</td>
<td>358-1921</td>
<td>no</td>
<td>no</td>
<td>7.32</td>
<td>12.2</td>
<td>5</td>
<td>3.29</td>
<td>0</td>
<td>False.</td>
</tr>
<tr>
<th>3</th>
<td>OH</td>
<td>84</td>
<td>408</td>
<td>375-9999</td>
<td>yes</td>
<td>no</td>
<td>8.86</td>
<td>6.6</td>
<td>7</td>
<td>1.78</td>
<td>2</td>
<td>False.</td>
</tr>
<tr>
<th>4</th>
<td>OK</td>
<td>75</td>
<td>415</td>
<td>330-6626</td>
<td>yes</td>
<td>no</td>
<td>8.41</td>
<td>10.1</td>
<td>3</td>
<td>2.73</td>
<td>3</td>
<td>False.</td>
</tr>
<tr>
<th>5</th>
<td>AL</td>
<td>118</td>
<td>510</td>
<td>391-8027</td>
<td>yes</td>
<td>no</td>
<td>9.18</td>
<td>6.3</td>
<td>6</td>
<td>1.70</td>
<td>0</td>
<td>False.</td>
</tr>
</tbody>
</table>
</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># The shape of the dataset</span>
<span class="k">print</span> <span class="p">(</span><span class="n">churn_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(3333, 21)
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># types</span>
<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">'display.max_rows'</span><span class="p">,</span> <span class="mi">500</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">churn_df</span><span class="o">.</span><span class="n">dtypes</span><span class="p">)</span>
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<pre>State object
Account Length int64
Area Code int64
Phone object
Int'l Plan object
VMail Plan object
VMail Message int64
Day Mins float64
Day Calls int64
Day Charge float64
Eve Mins float64
Eve Calls int64
Eve Charge float64
Night Mins float64
Night Calls int64
Night Charge float64
Intl Mins float64
Intl Calls int64
Intl Charge float64
CustServ Calls int64
Churn? object
dtype: object
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># descriptions, change precision to 3 places</span>
<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">'precision'</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">churn_df</span><span class="o">.</span><span class="n">describe</span><span class="p">())</span>
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<pre> Account Length Area Code VMail Message Day Mins Day Calls \
count 3333.000 3333.000 3333.000 3333.000 3333.000
mean 101.065 437.182 8.099 179.775 100.436
std 39.822 42.371 13.688 54.467 20.069
min 1.000 408.000 0.000 0.000 0.000
25% 74.000 408.000 0.000 143.700 87.000
50% 101.000 415.000 0.000 179.400 101.000
75% 127.000 510.000 20.000 216.400 114.000
max 243.000 510.000 51.000 350.800 165.000
Day Charge Eve Mins Eve Calls Eve Charge Night Mins Night Calls \
count 3333.000 3333.000 3333.000 3333.000 3333.000 3333.000
mean 30.562 200.980 100.114 17.084 200.872 100.108
std 9.259 50.714 19.923 4.311 50.574 19.569
min 0.000 0.000 0.000 0.000 23.200 33.000
25% 24.430 166.600 87.000 14.160 167.000 87.000
50% 30.500 201.400 100.000 17.120 201.200 100.000
75% 36.790 235.300 114.000 20.000 235.300 113.000
max 59.640 363.700 170.000 30.910 395.000 175.000
Night Charge Intl Mins Intl Calls Intl Charge CustServ Calls
count 3333.000 3333.000 3333.000 3333.000 3333.000
mean 9.039 10.237 4.479 2.765 1.563
std 2.276 2.792 2.461 0.754 1.315
min 1.040 0.000 0.000 0.000 0.000
25% 7.520 8.500 3.000 2.300 1.000
50% 9.050 10.300 4.000 2.780 1.000
75% 10.590 12.100 6.000 3.270 2.000
max 17.770 20.000 20.000 5.400 9.000
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># histograms</span>
<span class="n">churn_df</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">sharex</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">sharey</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">xlabelsize</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">ylabelsize</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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"
>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [7]:</div>
<div class="inner_cell">
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># density</span>
<span class="n">churn_df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">'density'</span><span class="p">,</span> <span class="n">subplots</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">layout</span><span class="o">=</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span> <span class="n">sharex</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
<span class="n">fontsize</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>
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<div class="output_area"><div class="prompt"></div>
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