From f5d64fdb28456b4fc68bb21f0141b4491a19035b Mon Sep 17 00:00:00 2001
From: yiitozer <yigitcan.oezer@audiolabs-erlangen.de>
Date: Tue, 12 Mar 2024 13:24:25 +0100
Subject: [PATCH] pianoroll correction & changes (sonification duration should
 be given in seconds)

---
 docs/build/doctrees/core/pianoroll.doctree    | Bin 83998 -> 84078 bytes
 docs/build/doctrees/environment.pickle        | Bin 769303 -> 770387 bytes
 .../html/_modules/libsoni/core/methods.html   |   4 +-
 .../html/_modules/libsoni/core/pianoroll.html |  54 +++++++++---------
 docs/build/html/core/pianoroll.html           |  16 +++---
 libsoni/core/pianoroll.py                     |  54 +++++++++---------
 6 files changed, 67 insertions(+), 61 deletions(-)

diff --git a/docs/build/doctrees/core/pianoroll.doctree b/docs/build/doctrees/core/pianoroll.doctree
index 73dc546b1b3b397f548401611b7c273e781f60d5..6dfde4a02728653da11fe0ff63387ca72c89c349 100644
GIT binary patch
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diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
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diff --git a/docs/build/html/_modules/libsoni/core/methods.html b/docs/build/html/_modules/libsoni/core/methods.html
index fa277da..fae3a1e 100644
--- a/docs/build/html/_modules/libsoni/core/methods.html
+++ b/docs/build/html/_modules/libsoni/core/methods.html
@@ -366,7 +366,9 @@ <h1>Source code for libsoni.core.methods</h1><div class="highlight"><pre>
     <span class="k">assert</span> <span class="mi">0</span> <span class="o">&lt;=</span> <span class="n">pitch</span> <span class="o">&lt;=</span> <span class="mi">127</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;Pitch is out of range [0,127].&#39;</span>
 
     <span class="n">pitch_frequency</span> <span class="o">=</span> <span class="n">pitch_to_frequency</span><span class="p">(</span><span class="n">pitch</span><span class="o">=</span><span class="n">pitch</span><span class="p">,</span> <span class="n">tuning_frequency</span><span class="o">=</span><span class="n">tuning_frequency</span><span class="p">)</span>
-    <span class="n">generated_tone</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">*</span> <span class="n">pitch_frequency</span> <span class="o">*</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">duration</span> <span class="o">*</span> <span class="n">fs</span><span class="p">)))</span> <span class="o">/</span> <span class="n">fs</span> <span class="o">+</span> <span class="n">modulation_amplitude</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">*</span> <span class="n">pitch_frequency</span> <span class="o">*</span> <span class="n">modulation_rate_relative</span> <span class="o">*</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">duration</span> <span class="o">*</span> <span class="n">fs</span><span class="p">)))))</span>
+    <span class="n">generated_tone</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">*</span> <span class="n">pitch_frequency</span> <span class="o">*</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">duration</span> <span class="o">*</span> <span class="n">fs</span><span class="p">)))</span> <span class="o">/</span> <span class="n">fs</span> <span class="o">+</span>
+                            <span class="n">modulation_amplitude</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">*</span> <span class="n">pitch_frequency</span> <span class="o">*</span> <span class="n">modulation_rate_relative</span> <span class="o">*</span>
+                                                          <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">duration</span> <span class="o">*</span> <span class="n">fs</span><span class="p">)))))</span>
     <span class="n">generated_tone</span> <span class="o">=</span> <span class="n">gain</span> <span class="o">*</span> <span class="n">fade_signal</span><span class="p">(</span><span class="n">signal</span><span class="o">=</span><span class="n">generated_tone</span><span class="p">,</span> <span class="n">fs</span><span class="o">=</span><span class="n">fs</span><span class="p">,</span> <span class="n">fading_duration</span><span class="o">=</span><span class="n">fading_duration</span><span class="p">)</span>
 
     <span class="k">return</span> <span class="n">generated_tone</span></div>
diff --git a/docs/build/html/_modules/libsoni/core/pianoroll.html b/docs/build/html/_modules/libsoni/core/pianoroll.html
index dcf3525..83a14f8 100644
--- a/docs/build/html/_modules/libsoni/core/pianoroll.html
+++ b/docs/build/html/_modules/libsoni/core/pianoroll.html
@@ -92,7 +92,7 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
                                         <span class="n">tuning_frequency</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">440.0</span><span class="p">,</span>
                                         <span class="n">signal_fading_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
                                         <span class="n">note_fading_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.01</span><span class="p">,</span>
-                                        <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+                                        <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                                         <span class="n">normalize</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
                                         <span class="n">fs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">22050</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Sonifies a piano-roll with additive synthesis.</span>
@@ -125,8 +125,8 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
 <span class="sd">    tuning_frequency: float, default = 440.0</span>
 <span class="sd">        Tuning frequency, in Hertz.</span>
 
-<span class="sd">    sonification_duration: int, default = None</span>
-<span class="sd">        Determines duration of sonification, in samples.</span>
+<span class="sd">    sonification_duration: float, default = None</span>
+<span class="sd">        Determines duration of sonification, in seconds.</span>
 
 <span class="sd">    signal_fading_duration: float, default = 0.05</span>
 <span class="sd">        Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</span>
@@ -174,7 +174,7 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="sonify_pianoroll_clicks"><a class="viewcode-back" href="../../../core/pianoroll.html#libsoni.core.pianoroll.sonify_pianoroll_clicks">[docs]</a><span class="k">def</span> <span class="nf">sonify_pianoroll_clicks</span><span class="p">(</span><span class="n">pianoroll_df</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span>
                             <span class="n">tuning_frequency</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">440.0</span><span class="p">,</span>
-                            <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+                            <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                             <span class="n">signal_fading_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
                             <span class="n">normalize</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
                             <span class="n">fs</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">22050</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
@@ -192,8 +192,8 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
 <span class="sd">    tuning_frequency: float, default = 440.0</span>
 <span class="sd">        Tuning Frequency, in Hertz</span>
 
-<span class="sd">    sonification_duration: int, default = None</span>
-<span class="sd">        Determines duration of sonification, in samples.</span>
+<span class="sd">    sonification_duration: float, default = None</span>
+<span class="sd">        Determines duration of sonification, in seconds.</span>
 
 <span class="sd">    signal_fading_duration: float, default = 0.05</span>
 <span class="sd">        Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</span>
@@ -235,7 +235,7 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
 <div class="viewcode-block" id="sonify_pianoroll_sample"><a class="viewcode-back" href="../../../core/pianoroll.html#libsoni.core.pianoroll.sonify_pianoroll_sample">[docs]</a><span class="k">def</span> <span class="nf">sonify_pianoroll_sample</span><span class="p">(</span><span class="n">pianoroll_df</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span>
                             <span class="n">sample</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                             <span class="n">reference_pitch</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">69</span><span class="p">,</span>
-                            <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+                            <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                             <span class="n">signal_fading_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
                             <span class="n">note_fading_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.01</span><span class="p">,</span>
                             <span class="n">normalize</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
@@ -256,8 +256,8 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
 <span class="sd">    reference_pitch: int, default = 69</span>
 <span class="sd">        Original pitch of the sample.</span>
 
-<span class="sd">    sonification_duration: int, default = None</span>
-<span class="sd">        Determines duration of sonification, in samples.</span>
+<span class="sd">    sonification_duration: float, default = None</span>
+<span class="sd">        Determines duration of sonification, in seconds.</span>
 
 <span class="sd">    signal_fading_duration: float, default = 0.05</span>
 <span class="sd">        Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</span>
@@ -306,7 +306,7 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
                                   <span class="n">mod_rate_relative</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span><span class="p">,</span>
                                   <span class="n">mod_amp</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.0</span><span class="p">,</span>
                                   <span class="n">tuning_frequency</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">440.0</span><span class="p">,</span>
-                                  <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+                                  <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
                                   <span class="n">signal_fading_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.05</span><span class="p">,</span>
                                   <span class="n">note_fading_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.01</span><span class="p">,</span>
                                   <span class="n">normalize</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
@@ -331,8 +331,8 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
 <span class="sd">    tuning_frequency: float, default = 440.0</span>
 <span class="sd">        Tuning frequency in Hertz.</span>
 
-<span class="sd">    sonification_duration: int, default = None</span>
-<span class="sd">        Determines duration of sonification, in samples.</span>
+<span class="sd">    sonification_duration: float, default = None</span>
+<span class="sd">        Determines duration of sonification, in seconds.</span>
 
 <span class="sd">    signal_fading_duration: float, default = 0.05</span>
 <span class="sd">        Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</span>
@@ -376,27 +376,29 @@ <h1>Source code for libsoni.core.pianoroll</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">pianoroll_sonification</span></div>
 
 
-<span class="k">def</span> <span class="nf">__init_pianoroll_sonification</span><span class="p">(</span><span class="n">pianoroll_df</span><span class="p">,</span>
-                                  <span class="n">fs</span><span class="p">,</span>
-                                  <span class="n">sonification_duration</span><span class="p">):</span>
+<span class="k">def</span> <span class="nf">__init_pianoroll_sonification</span><span class="p">(</span><span class="n">pianoroll_df</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span>
+                                  <span class="n">fs</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+                                  <span class="n">sonification_duration</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+
     <span class="n">pianoroll_df</span> <span class="o">=</span> <span class="n">format_df</span><span class="p">(</span><span class="n">pianoroll_df</span><span class="p">)</span>
     <span class="n">num_samples</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;end&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">*</span> <span class="n">fs</span><span class="p">)</span>
 
-    <span class="k">if</span> <span class="n">sonification_duration</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="c1"># if sonification_duration equals num_samples, do nothing</span>
-        <span class="k">if</span> <span class="n">sonification_duration</span> <span class="o">==</span> <span class="n">num_samples</span><span class="p">:</span>
-            <span class="k">pass</span>
+    <span class="k">if</span> <span class="n">sonification_duration</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">sonification_duration</span> <span class="o">=</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;end&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
+    <span class="n">sonification_duration_samples</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">sonification_duration</span> <span class="o">*</span> <span class="n">fs</span><span class="p">)</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">sonification_duration</span><span class="p">)</span>
 
-        <span class="c1"># if sonification_duration is less than num_samples, crop the arrays</span>
-        <span class="k">elif</span> <span class="n">sonification_duration</span> <span class="o">&lt;</span> <span class="n">num_samples</span><span class="p">:</span>
-            <span class="n">pianoroll_df</span> <span class="o">=</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;start&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">sonification_duration</span><span class="p">]</span>
-            <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;end&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;end&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">sonification_duration</span><span class="p">]</span> <span class="o">=</span> <span class="n">sonification_duration</span>
-            <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;duration&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;end&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;start&#39;</span><span class="p">]</span>
+    <span class="c1"># if sonification_duration is less than num_samples, crop the arrays</span>
+    <span class="k">if</span> <span class="n">sonification_duration_samples</span> <span class="o">&lt;</span> <span class="n">num_samples</span><span class="p">:</span>
+        <span class="n">pianoroll_df</span> <span class="o">=</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;start&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">sonification_duration</span><span class="p">]</span>
+        <span class="n">pianoroll_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;end&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">sonification_duration</span><span class="p">,</span> <span class="s1">&#39;end&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sonification_duration</span>
 
-        <span class="n">num_samples</span> <span class="o">=</span> <span class="n">sonification_duration</span>
+    <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;duration&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;end&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">pianoroll_df</span><span class="p">[</span><span class="s1">&#39;start&#39;</span><span class="p">]</span>
 
-    <span class="n">pianoroll_sonification</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">num_samples</span><span class="p">)</span>
+    <span class="n">num_samples</span> <span class="o">=</span> <span class="n">sonification_duration_samples</span>
 
+    <span class="n">pianoroll_sonification</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">num_samples</span><span class="p">)</span>
+    <span class="nb">print</span><span class="p">(</span><span class="n">pianoroll_df</span><span class="p">)</span>
     <span class="k">return</span> <span class="n">pianoroll_df</span><span class="p">,</span> <span class="n">pianoroll_sonification</span>
 </pre></div>
 
diff --git a/docs/build/html/core/pianoroll.html b/docs/build/html/core/pianoroll.html
index 8844c1d..5d5ca10 100644
--- a/docs/build/html/core/pianoroll.html
+++ b/docs/build/html/core/pianoroll.html
@@ -99,7 +99,7 @@
 <span id="piano-roll-libsoni-core-pianoroll"></span><h1>Piano-Roll (libsoni.core.pianoroll)<a class="headerlink" href="#module-libsoni.core.pianoroll" title="Permalink to this heading"></a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="libsoni.core.pianoroll.sonify_pianoroll_additive_synthesis">
-<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_additive_synthesis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partials</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([1])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partials_amplitudes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partials_phase_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tuning_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">440.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">note_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_additive_synthesis"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_additive_synthesis" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_additive_synthesis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partials</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([1])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partials_amplitudes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partials_phase_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tuning_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">440.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">note_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_additive_synthesis"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_additive_synthesis" title="Permalink to this definition"></a></dt>
 <dd><p>Sonifies a piano-roll with additive synthesis.</p>
 <p>The DataFrame representation is assumed to contain row-wise pitch events described by start, duration or end
 and the corresponding pitch.
@@ -119,7 +119,7 @@
 <li><p><strong>partials_phase_offsets</strong> (<em>np.ndarray, default = None</em>) – Array containing the phase offsets for partials.
 When not defined, the phase offsets for all partials are set to 0.</p></li>
 <li><p><strong>tuning_frequency</strong> (<em>float, default = 440.0</em>) – Tuning frequency, in Hertz.</p></li>
-<li><p><strong>sonification_duration</strong> (<em>int, default = None</em>) – Determines duration of sonification, in samples.</p></li>
+<li><p><strong>sonification_duration</strong> (<em>float, default = None</em>) – Determines duration of sonification, in seconds.</p></li>
 <li><p><strong>signal_fading_duration</strong> (<em>float, default = 0.05</em>) – Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</p></li>
 <li><p><strong>note_fading_duration</strong> (<em>float, default = 0.01</em>) – Determines duration of fade-in and fade-out at beginning and end of each note event, in seconds.</p></li>
 <li><p><strong>normalize</strong> (<em>bool, default = True</em>) – Determines if output signal is normalized to [-1,1].</p></li>
@@ -134,7 +134,7 @@
 
 <dl class="py function">
 <dt class="sig sig-object py" id="libsoni.core.pianoroll.sonify_pianoroll_clicks">
-<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_clicks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tuning_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">440.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_clicks"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_clicks" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_clicks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tuning_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">440.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_clicks"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_clicks" title="Permalink to this definition"></a></dt>
 <dd><p>Sonifies a piano-roll with clicks.</p>
 <p>The DataFrame representation is assumed to contain row-wise pitch events described by start, duration or end
 and the corresponding pitch.
@@ -144,7 +144,7 @@
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>pianoroll_df</strong> (<em>pd.DataFrame</em>) – Dataframe containing pitch-event information.</p></li>
 <li><p><strong>tuning_frequency</strong> (<em>float, default = 440.0</em>) – Tuning Frequency, in Hertz</p></li>
-<li><p><strong>sonification_duration</strong> (<em>int, default = None</em>) – Determines duration of sonification, in samples.</p></li>
+<li><p><strong>sonification_duration</strong> (<em>float, default = None</em>) – Determines duration of sonification, in seconds.</p></li>
 <li><p><strong>signal_fading_duration</strong> (<em>float, default = 0.05</em>) – Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</p></li>
 <li><p><strong>normalize</strong> (<em>bool, default = True</em>) – Determines if output signal is normalized to [-1,1].</p></li>
 <li><p><strong>fs</strong> (<em>int, default = 22050</em>) – Sampling rate, in samples per seconds.</p></li>
@@ -158,7 +158,7 @@
 
 <dl class="py function">
 <dt class="sig sig-object py" id="libsoni.core.pianoroll.sonify_pianoroll_fm_synthesis">
-<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_fm_synthesis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mod_rate_relative</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mod_amp</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tuning_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">440.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">note_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_fm_synthesis"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_fm_synthesis" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_fm_synthesis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mod_rate_relative</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mod_amp</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tuning_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">440.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">note_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_fm_synthesis"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_fm_synthesis" title="Permalink to this definition"></a></dt>
 <dd><p>Sonifies a piano-roll with frequency modulation (FM) synthesis.</p>
 <p>The DataFrame representation is assumed to contain row-wise pitch events described by start, duration or end
 and the corresponding pitch. The sonification is based on FM synthesis, where parameters mod_rate_relative and
@@ -170,7 +170,7 @@
 <li><p><strong>mod_rate_relative</strong> (<em>float, default = 0.0</em>) – Determines the modulation frequency as multiple or fraction of the frequency for the given pitch.</p></li>
 <li><p><strong>mod_amp</strong> (<em>float, default = 0.0</em>) – Determines the amount of modulation in the generated signal.</p></li>
 <li><p><strong>tuning_frequency</strong> (<em>float, default = 440.0</em>) – Tuning frequency in Hertz.</p></li>
-<li><p><strong>sonification_duration</strong> (<em>int, default = None</em>) – Determines duration of sonification, in samples.</p></li>
+<li><p><strong>sonification_duration</strong> (<em>float, default = None</em>) – Determines duration of sonification, in seconds.</p></li>
 <li><p><strong>signal_fading_duration</strong> (<em>float, default = 0.05</em>) – Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</p></li>
 <li><p><strong>note_fading_duration</strong> (<em>float, default = 0.01</em>) – Determines duration of fade-in and fade-out at beginning and end of each note event, in seconds.</p></li>
 <li><p><strong>normalize</strong> (<em>bool, default = True</em>) – Determines if output signal is normalized to [-1,1].</p></li>
@@ -185,7 +185,7 @@
 
 <dl class="py function">
 <dt class="sig sig-object py" id="libsoni.core.pianoroll.sonify_pianoroll_sample">
-<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference_pitch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">69</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">note_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_sample"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_sample" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">libsoni.core.pianoroll.</span></span><span class="sig-name descname"><span class="pre">sonify_pianoroll_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pianoroll_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference_pitch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">69</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sonification_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signal_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">note_fading_duration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">22050</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference internal" href="../_modules/libsoni/core/pianoroll.html#sonify_pianoroll_sample"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#libsoni.core.pianoroll.sonify_pianoroll_sample" title="Permalink to this definition"></a></dt>
 <dd><p>Sonifies a piano-roll based on custom audio samples.</p>
 <p>The DataFrame representation is assumed to contain row-wise pitch events described by start, duration or end
 and the corresponding pitch. For sonification, warped versions of the given sample are used.</p>
@@ -195,7 +195,7 @@
 <li><p><strong>pianoroll_df</strong> (<em>pd.DataFrame</em>) – Dataframe containing pitch-event information.</p></li>
 <li><p><strong>sample</strong> (<em>np.ndarray</em>) – Sample to use for sonification.</p></li>
 <li><p><strong>reference_pitch</strong> (<em>int, default = 69</em>) – Original pitch of the sample.</p></li>
-<li><p><strong>sonification_duration</strong> (<em>int, default = None</em>) – Determines duration of sonification, in samples.</p></li>
+<li><p><strong>sonification_duration</strong> (<em>float, default = None</em>) – Determines duration of sonification, in seconds.</p></li>
 <li><p><strong>signal_fading_duration</strong> (<em>float, default = 0.05</em>) – Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.</p></li>
 <li><p><strong>note_fading_duration</strong> (<em>float, default = 0.01</em>) – Determines duration of fade-in and fade-out at beginning and end of each note event, in seconds.</p></li>
 <li><p><strong>normalize</strong> (<em>bool, default = True</em>) – Determines if output signal is normalized to [-1,1].</p></li>
diff --git a/libsoni/core/pianoroll.py b/libsoni/core/pianoroll.py
index 99a9b00..834ab37 100644
--- a/libsoni/core/pianoroll.py
+++ b/libsoni/core/pianoroll.py
@@ -12,7 +12,7 @@ def sonify_pianoroll_additive_synthesis(pianoroll_df: pd.DataFrame,
                                         tuning_frequency: float = 440.0,
                                         signal_fading_duration: float = 0.05,
                                         note_fading_duration: float = 0.01,
-                                        sonification_duration: int = None,
+                                        sonification_duration: float = None,
                                         normalize: bool = True,
                                         fs: int = 22050) -> np.ndarray:
     """Sonifies a piano-roll with additive synthesis.
@@ -45,8 +45,8 @@ def sonify_pianoroll_additive_synthesis(pianoroll_df: pd.DataFrame,
     tuning_frequency: float, default = 440.0
         Tuning frequency, in Hertz.
 
-    sonification_duration: int, default = None
-        Determines duration of sonification, in samples.
+    sonification_duration: float, default = None
+        Determines duration of sonification, in seconds.
 
     signal_fading_duration: float, default = 0.05
         Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.
@@ -94,7 +94,7 @@ def sonify_pianoroll_additive_synthesis(pianoroll_df: pd.DataFrame,
 
 def sonify_pianoroll_clicks(pianoroll_df: pd.DataFrame,
                             tuning_frequency: float = 440.0,
-                            sonification_duration: int = None,
+                            sonification_duration: float = None,
                             signal_fading_duration: float = 0.05,
                             normalize: bool = True,
                             fs: int = 22050) -> np.ndarray:
@@ -112,8 +112,8 @@ def sonify_pianoroll_clicks(pianoroll_df: pd.DataFrame,
     tuning_frequency: float, default = 440.0
         Tuning Frequency, in Hertz
 
-    sonification_duration: int, default = None
-        Determines duration of sonification, in samples.
+    sonification_duration: float, default = None
+        Determines duration of sonification, in seconds.
 
     signal_fading_duration: float, default = 0.05
         Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.
@@ -155,7 +155,7 @@ def sonify_pianoroll_clicks(pianoroll_df: pd.DataFrame,
 def sonify_pianoroll_sample(pianoroll_df: pd.DataFrame,
                             sample: np.ndarray = None,
                             reference_pitch: int = 69,
-                            sonification_duration: int = None,
+                            sonification_duration: float = None,
                             signal_fading_duration: float = 0.05,
                             note_fading_duration: float = 0.01,
                             normalize: bool = True,
@@ -176,8 +176,8 @@ def sonify_pianoroll_sample(pianoroll_df: pd.DataFrame,
     reference_pitch: int, default = 69
         Original pitch of the sample.
 
-    sonification_duration: int, default = None
-        Determines duration of sonification, in samples.
+    sonification_duration: float, default = None
+        Determines duration of sonification, in seconds.
 
     signal_fading_duration: float, default = 0.05
         Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.
@@ -226,7 +226,7 @@ def sonify_pianoroll_fm_synthesis(pianoroll_df: pd.DataFrame,
                                   mod_rate_relative: float = 0.0,
                                   mod_amp: float = 0.0,
                                   tuning_frequency: float = 440.0,
-                                  sonification_duration: int = None,
+                                  sonification_duration: float = None,
                                   signal_fading_duration: float = 0.05,
                                   note_fading_duration: float = 0.01,
                                   normalize: bool = True,
@@ -251,8 +251,8 @@ def sonify_pianoroll_fm_synthesis(pianoroll_df: pd.DataFrame,
     tuning_frequency: float, default = 440.0
         Tuning frequency in Hertz.
 
-    sonification_duration: int, default = None
-        Determines duration of sonification, in samples.
+    sonification_duration: float, default = None
+        Determines duration of sonification, in seconds.
 
     signal_fading_duration: float, default = 0.05
         Determines duration of fade-in and fade-out at beginning and end of the final sonification, in seconds.
@@ -296,25 +296,27 @@ def sonify_pianoroll_fm_synthesis(pianoroll_df: pd.DataFrame,
     return pianoroll_sonification
 
 
-def __init_pianoroll_sonification(pianoroll_df,
-                                  fs,
-                                  sonification_duration):
+def __init_pianoroll_sonification(pianoroll_df: pd.DataFrame,
+                                  fs: int,
+                                  sonification_duration: float = None):
+
     pianoroll_df = format_df(pianoroll_df)
     num_samples = int(pianoroll_df['end'].max() * fs)
 
-    if sonification_duration is not None:
-        # if sonification_duration equals num_samples, do nothing
-        if sonification_duration == num_samples:
-            pass
+    if sonification_duration is None:
+        sonification_duration = pianoroll_df['end'].max()
+    sonification_duration_samples = int(sonification_duration * fs)
+    print(sonification_duration)
 
-        # if sonification_duration is less than num_samples, crop the arrays
-        elif sonification_duration < num_samples:
-            pianoroll_df = pianoroll_df[pianoroll_df['start'] < sonification_duration]
-            pianoroll_df['end'] = pianoroll_df[pianoroll_df['end'] > sonification_duration] = sonification_duration
-            pianoroll_df['duration'] = pianoroll_df['end'] - pianoroll_df['start']
+    # if sonification_duration is less than num_samples, crop the arrays
+    if sonification_duration_samples < num_samples:
+        pianoroll_df = pianoroll_df[pianoroll_df['start'] < sonification_duration]
+        pianoroll_df.loc[pianoroll_df['end'] > sonification_duration, 'end'] = sonification_duration
 
-        num_samples = sonification_duration
+    pianoroll_df['duration'] = pianoroll_df['end'] - pianoroll_df['start']
 
-    pianoroll_sonification = np.zeros(num_samples)
+    num_samples = sonification_duration_samples
 
+    pianoroll_sonification = np.zeros(num_samples)
+    print(pianoroll_df)
     return pianoroll_df, pianoroll_sonification