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basic_feature_extraction.html
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basic_feature_extraction.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>basic_feature_extraction</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="c"># import before other plotting libraries</span>
<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">librosa</span><span class="o">,</span> <span class="nn">sklearn</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">'figure.figsize'</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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<h1 id="Basic-Feature-Extraction">Basic Feature Extraction<a class="anchor-link" href="#Basic-Feature-Extraction">¶</a></h1>
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<p>Somehow, we must extract the characteristics of our audio signal that are most relevant to the problem we are trying to solve. For example, if we want to classify instruments by timbre, we will want features that distinguish sounds by their timbre and not their pitch. If we want to perform pitch detection, we want features that distinguish pitch and not timbre.</p>
<p>This process is known as feature extraction.</p>
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<p>Let's begin with twenty audio files: ten kick drum samples, and ten snare drum samples. Each audio file contains one drum hit.</p>
<p>For convenience, we will use <code>stanford_mir.download_samples</code> to download this data set at once.</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">kick_filepaths</span><span class="p">,</span> <span class="n">snare_filepaths</span> <span class="o">=</span> <span class="n">stanford_mir</span><span class="o">.</span><span class="n">download_samples</span><span class="p">(</span><span class="n">collection</span><span class="o">=</span><span class="s">"drum_samples_train"</span><span class="p">)</span>
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<p>Read and store each signal:</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">kick_signals</span> <span class="o">=</span> <span class="p">[</span>
<span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">p</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">kick_filepaths</span>
<span class="p">]</span>
<span class="n">snare_signals</span> <span class="o">=</span> <span class="p">[</span>
<span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">p</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">snare_filepaths</span>
<span class="p">]</span>
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<p>Display the kick drum signals:</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">kick_signals</span><span class="p">):</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
<span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">x</span><span class="p">[:</span><span class="mi">10000</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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