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diff --git a/_images/b33c891806558e9a624c3dedebc06d188ee4d6a258b6480b47a1438b6b85ba05.png b/_images/b33c891806558e9a624c3dedebc06d188ee4d6a258b6480b47a1438b6b85ba05.png
diff --git a/_images/c2200bb2b2719598e004789d4f04e7e93a2773908184c7c8c4d9a1a38d9b2670.png b/_images/c2200bb2b2719598e004789d4f04e7e93a2773908184c7c8c4d9a1a38d9b2670.png
diff --git a/_images/f1afad3567b272cf0a65c222f25537638639345aaac91cc367a091b768018fc9.png b/_images/f1afad3567b272cf0a65c222f25537638639345aaac91cc367a091b768018fc9.png
diff --git a/_sources/melodic_analysis/melodic-pattern-discovery.ipynb b/_sources/melodic_analysis/melodic-pattern-discovery.ipynb
@@ -1101,7 +1101,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.9.4 64-bit",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },

diff --git a/_sources/melodic_analysis/tonic-identification.ipynb b/_sources/melodic_analysis/tonic-identification.ipynb
@@ -146,7 +146,7 @@
    "outputs": [],
    "source": [
     "# We can print out the standard value for a particular parameter\n",
-    "tonic_multipitch.minTonicFrequency"
+    "tonic_multipitch.min_tonic_frequency"
    ]
   },
   {
@@ -163,8 +163,8 @@
    "outputs": [],
    "source": [
     "# Updating value for a particular parameter\n",
-    "tonic_multipitch.minTonicFrequency = 80\n",
-    "tonic_multipitch.minTonicFrequency"
+    "tonic_multipitch.min_tonic_frequency = 80\n",
+    "tonic_multipitch.min_tonic_frequency"
    ]
   },
   {

diff --git a/_sources/resources/exploring-performance.ipynb b/_sources/resources/exploring-performance.ipynb
@@ -0,0 +1,82 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Hola"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Loading and visualising the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "vscode": {
+     "languageId": "plaintext"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "rendition = \"Valapu Thala\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Low level feature extraction\n",
+    "## Tonic Identification"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Music Source Separation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pitch Extraction"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Percussion onset detection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# High level feature extraction\n",
+    "## Melodic pattern discovery"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Raga recognition"
+   ]
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/_sources/structure_analysis/music-segmentation.ipynb b/_sources/structure_analysis/music-segmentation.ipynb
@@ -87,11 +87,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "tags": [
-     "remove-output"
-    ]
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "dbs = compiam.load_model(\"structure:dhrupad-bandish-segmentation\")"

diff --git a/corpora_and_datasets/corpora.html b/corpora_and_datasets/corpora.html
@@ -223,6 +223,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/corpora_and_datasets/datasets.html b/corpora_and_datasets/datasets.html
@@ -223,6 +223,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/genindex.html b/genindex.html
@@ -222,6 +222,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/indian_art_music/carnatic-music.html b/indian_art_music/carnatic-music.html
@@ -223,6 +223,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/indian_art_music/hindustani-music.html b/indian_art_music/hindustani-music.html
@@ -223,6 +223,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/indian_art_music/iam.html b/indian_art_music/iam.html
@@ -223,6 +223,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/introduction/compiam.html b/introduction/compiam.html
diff --git a/introduction/python.html b/introduction/python.html
@@ -225,6 +225,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/introduction/setup.html b/introduction/setup.html
@@ -223,6 +223,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">

diff --git a/landing.html b/landing.html
@@ -224,6 +224,13 @@
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Music Source Separation</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="separation/singing-voice-extraction.html">Singing voice extraction</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Demos</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="resources/exploring-performance.html">Hola</a></li>
+
+
+
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="nav bd-sidenav">
@@ -501,6 +508,8 @@ <h2>Reference this Book<a class="headerlink" href="#reference-this-book" title="
 </div>
 <div class="toctree-wrapper compound">
 </div>
+<div class="toctree-wrapper compound">
+</div>
 </section>
 
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