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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span><span class="o">,</span> <span class="nn">scipy</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">sklearn</span><span class="o">,</span> <span class="nn">librosa</span><span class="o">,</span> <span class="nn">urllib</span><span class="o">,</span> <span class="nn">IPython.display</span><span class="o">,</span> <span class="nn">stanford_mir</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
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<p><a href="index.html">&larr; Back to Index</a></p>

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<h1 id="K-Nearest-Neighbor">K-Nearest Neighbor<a class="anchor-link" href="#K-Nearest-Neighbor">&#182;</a></h1>
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<p>We can appreciate why we need additional intelligence in our systems -- heuristics don't go very far in the world of complex audio signals.  We'll be using scikit-learn's implementation of the k-NN algorithm for our work here.  It proves be a straightforward and easy-to-use implementation.  The steps and skills of working with one classifier will scale nicely to working with other, more complex classifiers.</p>

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<h2 id="Training-Data">Training Data<a class="anchor-link" href="#Training-Data">&#182;</a></h2>
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<p>Let's begin by loading some training data. We will use the following shortcut:</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">training_features</span><span class="p">,</span> <span class="n">training_labels</span><span class="p">,</span> <span class="n">scaler</span> <span class="o">=</span> <span class="n">stanford_mir</span><span class="o">.</span><span class="n">get_features</span><span class="p">(</span><span class="n">collection</span><span class="o">=</span><span class="s">&quot;drum_samples_train&quot;</span><span class="p">)</span>
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<p>Show the training labels. <code>0</code> is a kick drum, and <code>1</code> is a snare drum.</p>

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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="n">training_labels</span>
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<pre>[ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  1.  1.  1.  1.  1.  1.  1.
  1.  1.]
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<p>Plot the training data:</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">training_features</span><span class="p">[:</span><span class="mi">10</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">training_features</span><span class="p">[:</span><span class="mi">10</span><span class="p">,</span><span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">training_features</span><span class="p">[</span><span class="mi">10</span><span class="p">:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">training_features</span><span class="p">[</span><span class="mi">10</span><span class="p">:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Zero Crossing Rate&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Spectral Centroid&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.text.Text at 0x10c5e4950&gt;</pre>
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<h2 id="Test-Data">Test Data<a class="anchor-link" href="#Test-Data">&#182;</a></h2>
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<p>Compute features from a test data set of 30 kick drum samples and 30 snare drum samples. We will re-use the <code>MinMaxScaler</code> used during training.</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">test_features</span><span class="p">,</span> <span class="n">test_labels</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">stanford_mir</span><span class="o">.</span><span class="n">get_features</span><span class="p">(</span><span class="n">collection</span><span class="o">=</span><span class="s">&quot;drum_samples_test&quot;</span><span class="p">,</span> <span class="n">scaler</span><span class="o">=</span><span class="n">scaler</span><span class="p">)</span>
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<pre>Directory drum_samples_test already exists.
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<p>Show the test labels:</p>

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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="n">test_labels</span>
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<pre>[ 0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.
  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  1.  1.  1.  1.  1.  1.
  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.
  1.  1.  1.  1.  1.  1.]
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<p>Plot the test feature vectors. Note that this uses the same scaling function used during training. Therefore, some test feature vectors may exceed the range [-1, 1].</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Zero Crossing Rate&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Spectral Centroid&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.text.Text at 0x1072c8210&gt;</pre>
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<h2 id="Building-the-K-NN-Model">Building the K-NN Model<a class="anchor-link" href="#Building-the-K-NN-Model">&#182;</a></h2>
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<p>Build a k-NN model for the snare drums using scikit.learn's <a href="http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html">KNeighborsClassifier</a> class.</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">model</span> <span class="o">=</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">neighbors</span><span class="o">.</span><span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<p>To train a scikit-learn classifier, use the classifier object's <code>fit</code> method:</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">training_features</span><span class="p">,</span> <span class="n">training_labels</span><span class="p">)</span>
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<pre>KNeighborsClassifier(algorithm=&apos;auto&apos;, leaf_size=30, metric=&apos;minkowski&apos;,
           metric_params=None, n_neighbors=1, p=2, weights=&apos;uniform&apos;)</pre>
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<p>To test the classifier on a set of (test) feature vectors, use the <code>predict</code> method:</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_features</span><span class="p">)</span>
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<pre>array([ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,
        0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,
        0.,  0.,  0.,  0.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,
        1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.,
        1.,  1.,  1.,  1.,  1.,  1.,  1.,  1.])</pre>
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<p>Evaluate the model accuracy on the test data.</p>

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<div class=" highlight hl-ipython2"><pre><span class="n">model</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">test_features</span><span class="p">,</span> <span class="n">test_labels</span><span class="p">)</span>
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<pre>1.0</pre>
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