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task.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>task</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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<p><strong>Loading modules</strong></p>
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<div class=" highlight hl-ipython3"><pre><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">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">linear_model</span>
<span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="k">import</span> <span class="n">cross_val_score</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">metrics</span>
<span class="o">%</span><span class="k">cd</span> "~/Downloads"
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<pre>/Users/lance/Downloads
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<p><strong>Manipulating dataset to the format that fit the model</strong></p>
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<div class=" highlight hl-ipython3"><pre><span class="n">conv</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">'prediction_exercise_train.csv'</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s">','</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="k">False</span><span class="p">)</span>
<span class="n">conv</span> <span class="o">=</span> <span class="n">conv</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s">'entity_id'</span><span class="p">,</span> <span class="s">'device'</span><span class="p">])</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">conv</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">conv</span><span class="p">[</span><span class="s">"Conversions"</span><span class="p">]</span><span class="o">></span><span class="mi">0</span><span class="p">,</span> <span class="s">"Target"</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">conv</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">conv</span><span class="p">[</span><span class="s">"Conversions"</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">,</span> <span class="s">"Target"</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">conv</span> <span class="o">=</span> <span class="n">conv</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s">'week'</span><span class="p">,</span> <span class="s">'Conversions'</span><span class="p">],</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">conv</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s">"conv.csv"</span><span class="p">)</span>
<span class="n">conv1</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">'conv.csv'</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s">','</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="k">False</span><span class="p">)</span>
<span class="n">dummy_device</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">conv1</span><span class="p">[</span><span class="s">'device'</span><span class="p">],</span> <span class="n">prefix</span><span class="o">=</span><span class="s">'Device'</span><span class="p">)</span>
<span class="n">conv2</span> <span class="o">=</span> <span class="n">conv1</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dummy_device</span><span class="o">.</span><span class="n">ix</span><span class="p">[:,</span> <span class="s">'Device_Smartphone'</span><span class="p">:])</span>
<span class="n">ids</span> <span class="o">=</span> <span class="n">conv2</span><span class="o">.</span><span class="n">ix</span><span class="p">[:,</span> <span class="p">:</span><span class="mi">2</span><span class="p">]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">conv2</span><span class="o">.</span><span class="n">ix</span><span class="p">[:,</span> <span class="mi">2</span> <span class="p">:</span> <span class="p">]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s">'Target'</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">target</span> <span class="o">=</span> <span class="n">conv2</span><span class="o">.</span><span class="n">ix</span><span class="p">[:,</span> <span class="o">-</span><span class="mi">1</span><span class="p">:]</span>
<span class="n">X</span><span class="p">,</span> <span class="n">y</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">as_matrix</span><span class="p">(</span><span class="n">data</span><span class="p">),</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">(</span><span class="n">target</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
<span class="n">shape</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
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<pre>(37247, 163)</pre>
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<p><strong>Split the dataset into training and testing portions</strong></p>
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<p><strong>Reducing variables to keep only important ones and fit logistic model</strong></p>
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<div class=" highlight hl-ipython3"><pre><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">LogisticRegression</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
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<pre>array([[ 0., 0., 1., ..., 1., 0., 0.],
[ 0., 0., 0., ..., 1., 0., 0.],
[ 1., 0., 1., ..., 1., 0., 0.],
...,
[ 1., 0., 0., ..., 1., 0., 0.],
[ 1., 0., 1., ..., 1., 1., 0.],
[ 1., 1., 1., ..., 1., 1., 0.]])</pre>
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<div class=" highlight hl-ipython3"><pre><span class="n">pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">probs</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">probs2</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">ids</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">probs_df</span><span class="p">)</span>
<span class="n">probs3</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">((</span><span class="n">probs2</span><span class="p">,</span> <span class="n">probs</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">probs_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">probs3</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s">'prediction'</span><span class="p">,</span> <span class="s">'no'</span><span class="p">])</span>
<span class="c">#ids.join(probs_df)</span>
<span class="nb">print</span> <span class="n">X_train</span>
<span class="nb">print</span> <span class="n">probs2</span>
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<pre>[[ 0. 0. 1. ..., 2.5 0. 0. ]
[ 0. 0. 0. ..., 1. 0. 0. ]
[ 1. 0. 1. ..., 7. 0. 0. ]
...,
[ 1. 0. 0. ..., 1. 0. 0. ]
[ 1. 0. 1. ..., 27. 1. 0. ]
[ 1. 1. 1. ..., 3. 1. 0. ]]
[[ 9.98879583e-01 1.12041685e-03]
[ 9.99317583e-01 6.82417175e-04]
[ 9.98609183e-01 1.39081664e-03]
...,
[ 9.98797427e-01 1.20257256e-03]
[ 9.99842997e-01 1.57003177e-04]
[ 9.99891097e-01 1.08902970e-04]]
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<p><strong>generating the class probabilities</strong></p>
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<p><strong>Generating the evaluation metrics, also see the confusion matrix and classification report</strong></p>
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<div class=" highlight hl-ipython3"><pre><span class="nb">print</span> <span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span> <span class="n">metrics</span><span class="o">.</span><span class="n">roc_auc_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">probs</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">])</span>
<span class="nb">print</span> <span class="n">metrics</span><span class="o">.</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span> <span class="n">metrics</span><span class="o">.</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
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<pre>1.0
1.0
[[8453 0]
[ 0 2722]]
precision recall f1-score support
0.0 1.00 1.00 1.00 8453
1.0 1.00 1.00 1.00 2722
avg / total 1.00 1.00 1.00 11175
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<p><strong>Model evaluation using Cross-Validation</strong></p>
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<div class=" highlight hl-ipython3"><pre><span class="n">lg</span> <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">LogisticRegression</span><span class="p">()</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">lg</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s">'accuracy'</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
<span class="nb">print</span> <span class="n">scores</span>
<span class="nb">print</span> <span class="n">scores</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>[ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
1.0
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