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kmeans_instrument_classification.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>kmeans_instrument_classification</title>
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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">mir_eval</span><span class="o">,</span> <span class="nn">IPython.display</span><span class="o">,</span> <span class="nn">urllib</span>
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<h1 id="Unsupervised-Instrument-Classification-Using-K-Means">Unsupervised Instrument Classification Using K-Means<a class="anchor-link" href="#Unsupervised-Instrument-Classification-Using-K-Means">¶</a></h1>
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<p>This lab is loosely based on <a href="https://ccrma.stanford.edu/workshops/mir2010/Lab3_2010.pdf">Lab 3</a> (2010).</p>
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<h2 id="Read-Audio">Read Audio<a class="anchor-link" href="#Read-Audio">¶</a></h2>
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<p>Retrieve an audio file, load it into an array, and listen to it.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">urllib</span><span class="o">.</span><span class="n">urlretrieve</span><span class="o">?</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="o">?</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">IPython</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">Audio</span><span class="o">?</span>
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<h2 id="Detect-Onsets">Detect Onsets<a class="anchor-link" href="#Detect-Onsets">¶</a></h2>
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<p>Detect onsets in the audio signal:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">librosa</span><span class="o">.</span><span class="n">onset</span><span class="o">.</span><span class="n">onset_detect</span><span class="o">?</span>
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<p>Convert the onsets from units of frames to seconds (and samples):</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">librosa</span><span class="o">.</span><span class="n">frames_to_time</span><span class="o">?</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">librosa</span><span class="o">.</span><span class="n">frames_to_samples</span><span class="o">?</span>
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<p>Listen to detected onsets:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">mir_eval</span><span class="o">.</span><span class="n">sonify</span><span class="o">.</span><span class="n">clicks</span><span class="o">?</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">IPython</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">Audio</span><span class="o">?</span>
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<h2 id="Extract-Features">Extract Features<a class="anchor-link" href="#Extract-Features">¶</a></h2>
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<p>Extract a set of features from the audio at each onset. Use any of the features we have learned so far: zero crossing rate, spectral moments, MFCCs, chroma, etc. For more, see the <a href="http://bmcfee.github.io/librosa/index.html">librosa API reference</a>.</p>
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<p>First, define which features to extract:</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">extract_features</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">fs</span><span class="p">):</span>
<span class="n">feature_1</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">zero_crossings</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="c"># placeholder</span>
<span class="n">feature_2</span> <span class="o">=</span> <span class="mi">0</span> <span class="c"># placeholder</span>
<span class="k">return</span> <span class="p">[</span><span class="n">feature_1</span><span class="p">,</span> <span class="n">feature_2</span><span class="p">]</span>
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<p>For each onset, extract a feature vector from the signal:</p>
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<div class=" highlight hl-ipython2"><pre><span class="c"># Assumptions:</span>
<span class="c"># x: input audio signal</span>
<span class="c"># fs: sampling frequency</span>
<span class="c"># onset_samples: onsets in units of samples</span>
<span class="n">frame_sz</span> <span class="o">=</span> <span class="n">fs</span><span class="o">*</span><span class="mf">0.100</span>
<span class="n">features</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">extract_features</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span><span class="o">+</span><span class="n">frame_sz</span><span class="p">],</span> <span class="n">fs</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">onset_samples</span><span class="p">])</span>
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<h2 id="Scale-Features">Scale Features<a class="anchor-link" href="#Scale-Features">¶</a></h2>
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<p>Use <code>sklearn.preprocessing.MinMaxScaler</code> to scale your features to be within <code>[-1, 1]</code>.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">sklearn</span><span class="o">.</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">MinMaxScaler</span><span class="o">?</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">sklearn</span><span class="o">.</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">MinMaxScaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="o">?</span>
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<h2 id="Plot-Features">Plot Features<a class="anchor-link" href="#Plot-Features">¶</a></h2>
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<p>Use <code>scatter</code> to plot features on a 2-D plane. (Choose two features at a time.)</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="o">?</span>
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<h2 id="Cluster-Using-K-Means">Cluster Using K-Means<a class="anchor-link" href="#Cluster-Using-K-Means">¶</a></h2>
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<p>Use <code>KMeans</code> to cluster your features and compute labels.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">sklearn</span><span class="o">.</span><span class="n">cluster</span><span class="o">.</span><span class="n">KMeans</span><span class="o">?</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">sklearn</span><span class="o">.</span><span class="n">cluster</span><span class="o">.</span><span class="n">KMeans</span><span class="o">.</span><span class="n">fit_predict</span><span class="o">?</span>
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<h2 id="Plot-Features-by-Class-Label">Plot Features by Class Label<a class="anchor-link" href="#Plot-Features-by-Class-Label">¶</a></h2>
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<p>Use <code>scatter</code>, but this time choose a different marker color (or type) for each class.</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="o">?</span>
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<h2 id="Listen-to-Click-Track">Listen to Click Track<a class="anchor-link" href="#Listen-to-Click-Track">¶</a></h2>
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<p>Create a beep for each onset within a class:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">beeps</span> <span class="o">=</span> <span class="n">mir_eval</span><span class="o">.</span><span class="n">sonify</span><span class="o">.</span><span class="n">clicks</span><span class="p">(</span><span class="n">onset_times</span><span class="p">[</span><span class="n">labels</span><span class="o">==</span><span class="mi">0</span><span class="p">],</span> <span class="n">fs</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">IPython</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">Audio</span><span class="o">?</span>
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<h2 id="Listen-to-Clustered-Frames">Listen to Clustered Frames<a class="anchor-link" href="#Listen-to-Clustered-Frames">¶</a></h2>
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<p>Use the <code>concatenated_segments</code> function from the <a href="feature_sonification.html">feature sonification exercise</a> to concatenate frames from the same cluster into one signal. Then listen to the signal.</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">concatenate_segments</span><span class="p">(</span><span class="n">segments</span><span class="p">,</span> <span class="n">fs</span><span class="o">=</span><span class="mi">44100</span><span class="p">,</span> <span class="n">pad_time</span><span class="o">=</span><span class="mf">0.300</span><span class="p">):</span>
<span class="n">padded_segments</span> <span class="o">=</span> <span class="p">[</span><span class="n">numpy</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">segment</span><span class="p">,</span> <span class="n">numpy</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">pad_time</span><span class="o">*</span><span class="n">fs</span><span class="p">))])</span> <span class="k">for</span> <span class="n">segment</span> <span class="ow">in</span> <span class="n">segments</span><span class="p">]</span>
<span class="k">return</span> <span class="n">numpy</span><span class="o">.</span><span class="n">concatenate</span><span class="p">(</span><span class="n">padded_segments</span><span class="p">)</span>
<span class="n">concatenated_signal</span> <span class="o">=</span> <span class="n">concatenate_segments</span><span class="p">(</span><span class="n">segments</span><span class="p">,</span> <span class="n">fs</span><span class="p">)</span>
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<p>Compare across separate classes. What do you hear?</p>
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<h2 id="For-Further-Exploration">For Further Exploration<a class="anchor-link" href="#For-Further-Exploration">¶</a></h2>
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<p>Use a different number of clusters in <code>KMeans</code>.</p>
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<p>Use a different initialization method in <code>KMeans</code>.</p>
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<p>Use different features. Compare tonal features against timbral features.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">librosa</span><span class="o">.</span><span class="n">feature</span><span class="o">?</span>
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<p>Use different audio files.</p>
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<div class=" highlight hl-ipython2"><pre><span class="c">#filename = '1_bar_funk_groove.mp3'</span>
<span class="c">#filename = '58bpm.wav'</span>
<span class="c">#filename = '125_bounce.wav'</span>
<span class="c">#filename = 'prelude_cmaj_10s.wav'</span>
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