diff --git a/_sources/indian_art_music/carnatic-music.md b/_sources/indian_art_music/carnatic-music.md
index 7dd759f..1e95f94 100644
--- a/_sources/indian_art_music/carnatic-music.md
+++ b/_sources/indian_art_music/carnatic-music.md
@@ -1,7 +1,7 @@
 (carnatic-music)=
 # Carnatic Music
 
-(carnatic-melody)
+(carnatic-melody)=
 ## Melodic Concepts and Performance Structure
 
 (carnatic-instrumentation)=
diff --git a/indian_art_music/carnatic-music.html b/indian_art_music/carnatic-music.html
index d8f5997..165d06b 100644
--- a/indian_art_music/carnatic-music.html
+++ b/indian_art_music/carnatic-music.html
@@ -695,9 +695,8 @@ <h2> Contents </h2>
                 
   <section class="tex2jax_ignore mathjax_ignore" id="carnatic-music">
 <span id="id1"></span><h1>Carnatic Music<a class="headerlink" href="#carnatic-music" title="Permalink to this headline">#</a></h1>
-<p>(carnatic-melody)</p>
 <section id="melodic-concepts-and-performance-structure">
-<h2>Melodic Concepts and Performance Structure<a class="headerlink" href="#melodic-concepts-and-performance-structure" title="Permalink to this headline">#</a></h2>
+<span id="carnatic-melody"></span><h2>Melodic Concepts and Performance Structure<a class="headerlink" href="#melodic-concepts-and-performance-structure" title="Permalink to this headline">#</a></h2>
 <section id="carnatic-music-in-performance-instrumentation">
 <span id="carnatic-instrumentation"></span><h3>Carnatic Music in Performance: Instrumentation<a class="headerlink" href="#carnatic-music-in-performance-instrumentation" title="Permalink to this headline">#</a></h3>
 <section id="vocal-led-performance-group">
diff --git a/melodic_analysis/exploring-raga.html b/melodic_analysis/exploring-raga.html
index 79547b6..63aa172 100644
--- a/melodic_analysis/exploring-raga.html
+++ b/melodic_analysis/exploring-raga.html
@@ -1418,14 +1418,14 @@ <h3>3.1 Predominant pitch extraction<a class="headerlink" href="#predominant-pit
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2022-12-17 10:40:09.683545: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library &#39;libcudart.so.11.0&#39;; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/hostedtoolcache/Python/3.8.15/x64/lib/python3.8/site-packages/cv2/../../lib64:
-2022-12-17 10:40:09.683580: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2022-12-17 10:58:47.119280: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library &#39;libcudart.so.11.0&#39;; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/hostedtoolcache/Python/3.8.15/x64/lib/python3.8/site-packages/cv2/../../lib64:
+2022-12-17 10:58:47.119306: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
 </pre></div>
 </div>
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2022-12-17 10:40:11.183025: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library &#39;libcuda.so.1&#39;; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/hostedtoolcache/Python/3.8.15/x64/lib/python3.8/site-packages/cv2/../../lib64:
-2022-12-17 10:40:11.183064: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)
-2022-12-17 10:40:11.183086: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (fv-az360-669): /proc/driver/nvidia/version does not exist
-2022-12-17 10:40:11.183310: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2022-12-17 10:58:48.327326: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library &#39;libcuda.so.1&#39;; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/hostedtoolcache/Python/3.8.15/x64/lib/python3.8/site-packages/cv2/../../lib64:
+2022-12-17 10:58:48.327357: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)
+2022-12-17 10:58:48.327376: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (fv-az487-765): /proc/driver/nvidia/version does not exist
+2022-12-17 10:58:48.327605: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA
 To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
 </pre></div>
 </div>
@@ -1711,40 +1711,40 @@ <h3>3.2 Visualising predominant pitch<a class="headerlink" href="#visualising-pr
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{73.4133009992652: &#39;P&#39;,
- 146.8266019985304: &#39;P&#39;,
- 293.6532039970608: &#39;P&#39;,
- 587.3064079941216: &#39;P&#39;,
- 659.229153702302: &#39;P&#39;,
- 87.30361988416256: &#39;N2&#39;,
- 174.60723976832512: &#39;N2&#39;,
- 349.21447953665023: &#39;N2&#39;,
- 698.4289590733005: &#39;N2&#39;,
- 1396.857918146601: &#39;N2&#39;,
- 58.268175617345825: &#39;G2&#39;,
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{58.268175617345825: &#39;G2&#39;,
  116.53635123469165: &#39;G2&#39;,
  233.0727024693833: &#39;G2&#39;,
  466.1454049387666: &#39;G2&#39;,
  932.2908098775332: &#39;G2&#39;,
+ 73.4133009992652: &#39;P&#39;,
+ 146.8266019985304: &#39;P&#39;,
+ 293.6532039970608: &#39;P&#39;,
+ 587.3064079941216: &#39;P&#39;,
+ 659.229153702302: &#39;P&#39;,
  65.40381575469627: &#39;M1&#39;,
  130.80763150939254: &#39;M1&#39;,
  261.6152630187851: &#39;M1&#39;,
  523.2305260375701: &#39;M1&#39;,
  1046.46105207514: &#39;M1&#39;,
+ 87.30361988416256: &#39;N2&#39;,
+ 174.60723976832512: &#39;N2&#39;,
+ 349.21447953665023: &#39;N2&#39;,
+ 698.4289590733005: &#39;N2&#39;,
+ 1396.857918146601: &#39;N2&#39;,
  82.40364421278775: &#39;D2&#39;,
  164.8072884255755: &#39;D2&#39;,
  329.614576851151: &#39;D2&#39;,
  1318.458307404604: &#39;D2&#39;,
- 48.9975: &#39;S&#39;,
- 97.995: &#39;S&#39;,
- 195.99: &#39;S&#39;,
- 391.98: &#39;S&#39;,
- 783.96: &#39;S&#39;,
  54.997834212038505: &#39;R2&#39;,
  109.99566842407701: &#39;R2&#39;,
  219.99133684815402: &#39;R2&#39;,
  439.98267369630804: &#39;R2&#39;,
- 879.965347392616: &#39;R2&#39;}
+ 879.965347392616: &#39;R2&#39;,
+ 48.9975: &#39;S&#39;,
+ 97.995: &#39;S&#39;,
+ 195.99: &#39;S&#39;,
+ 391.98: &#39;S&#39;,
+ 783.96: &#39;S&#39;}
 </pre></div>
 </div>
 </div>
@@ -2183,7 +2183,7 @@ <h4>Fixing tonic errors in folded plots<a class="headerlink" href="#fixing-tonic
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7f0756fb3460&gt;]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7fb773e740a0&gt;]
 </pre></div>
 </div>
 <img alt="../_images/exploring-raga_110_1.png" src="../_images/exploring-raga_110_1.png" />
@@ -2300,7 +2300,7 @@ <h4>Fixing tonic errors in folded plots<a class="headerlink" href="#fixing-tonic
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7f0756b40d90&gt;]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7fb773a7f9d0&gt;]
 </pre></div>
 </div>
 <img alt="../_images/exploring-raga_120_1.png" src="../_images/exploring-raga_120_1.png" />
@@ -2649,8 +2649,8 @@ <h3>3.5 Pitch density across rāga<a class="headerlink" href="#pitch-density-acr
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Rītigauḷa: {&#39;P&#39;, &#39;N2&#39;, &#39;G2&#39;, &#39;M1&#39;, &#39;D2&#39;, &#39;S&#39;, &#39;R2&#39;}
-Bhairavi: {&#39;P&#39;, &#39;D1&#39;, &#39;N2&#39;, &#39;G2&#39;, &#39;M1&#39;, &#39;D2&#39;, &#39;S&#39;, &#39;R2&#39;}
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Rītigauḷa: {&#39;G2&#39;, &#39;P&#39;, &#39;M1&#39;, &#39;N2&#39;, &#39;D2&#39;, &#39;R2&#39;, &#39;S&#39;}
+Bhairavi: {&#39;G2&#39;, &#39;P&#39;, &#39;M1&#39;, &#39;N2&#39;, &#39;D1&#39;, &#39;D2&#39;, &#39;R2&#39;, &#39;S&#39;}
 </pre></div>
 </div>
 </div>
diff --git a/objects.inv b/objects.inv
index 83a2aa7..f20903f 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/searchindex.js b/searchindex.js
index f7cfe0c..c2a9475 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["corpora_and_datasets/corpora","corpora_and_datasets/datasets","indian_art_music/carnatic-music","indian_art_music/hindustani-music","indian_art_music/iam","introduction/compiam","introduction/python","introduction/setup","landing","melodic_analysis/exploring-raga","melodic_analysis/melodic-pattern-discovery","melodic_analysis/melodic-transcription","melodic_analysis/pitch-extraction","melodic_analysis/raga-recognition","melodic_analysis/tonic-identification","resources/acknowledgements","resources/citing","resources/references","rhythmic_analysis/meter_analysis","rhythmic_analysis/percussion-transcription","structure_analysis/music-segmentation","timbre_analysis/stroke-classification"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":5,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinxcontrib.bibtex":9,sphinx:56},filenames:["corpora_and_datasets/corpora.md","corpora_and_datasets/datasets.ipynb","indian_art_music/carnatic-music.md","indian_art_music/hindustani-music.md","indian_art_music/iam.md","introduction/compiam.ipynb","introduction/python.ipynb","introduction/setup.md","landing.md","melodic_analysis/exploring-raga.ipynb","melodic_analysis/melodic-pattern-discovery.ipynb","melodic_analysis/melodic-transcription.md","melodic_analysis/pitch-extraction.ipynb","melodic_analysis/raga-recognition.ipynb","melodic_analysis/tonic-identification.ipynb","resources/acknowledgements.md","resources/citing.md","resources/references.md","rhythmic_analysis/meter_analysis.ipynb","rhythmic_analysis/percussion-transcription.ipynb","structure_analysis/music-segmentation.ipynb","timbre_analysis/stroke-classification.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,3,5,6,9,12,13,14,16,17,18,20,21],"00":6,"001":[1,9],"00181579589844":12,"0029024943310657597":12,"005804988662131519":12,"008707482993197279":12,"01":[9,14,20],"011609977324263039":12,"017":21,"019":17,"02":9,"0247879":18,"0247879048950763":18,"026":21,"03":[6,9],"035":9,"03828942":18,"039":21,"04":9,"045":21,"05":9,"05khz":6,"0727024693833":9,"078821":18,"08335718":18,"0897321852624526":18,"08973219":18,"09":9,"09298215":17,"09551":18,"0a6ebaa4":14,"0bde":20,"0cent":9,"0f65281e5714":20,"0hz":9,"0m":20,"0x7f0756b40d90":9,"0x7f0756fb3460":9,"1":[1,2,3,5,6,12,13,14,16,17,18,20,21],"10":[2,3,5,6,9,15,17,18,21],"100":[9,14],"1000":[6,9],"10001":18,"1007":17,"101":[9,17],"102":9,"1029":17,"102986490901300204":17,"1036":17,"104":17,"1046":9,"106":[9,17],"107":9,"1080":17,"108_pullum_silambena_kan":9,"109":[9,17],"109_sri_raghuvara_sugunaalaya":[5,13],"10b02c9e0597":13,"10th":17,"11":[3,9,17,18],"110":9,"1109":17,"1111":17,"1112":17,"111403gb":15,"112":9,"1121":17,"113":[9,17],"114":9,"115":[9,17],"116":9,"117":9,"1177":17,"118":[9,17],"119":[9,17],"12":[2,3,9,12,17,18],"120":9,"1200":9,"1200cent":9,"12071":17,"123b09bd":13,"125":14,"126":21,"127":17,"13":[9,17,18],"130":9,"13039":15,"131":[9,14,17],"1318":9,"132":9,"134":9,"135":9,"136":17,"138":14,"139":17,"1396":9,"13th":[9,17],"14":[2,5,9,10,13,17,18],"140":17,"1417567":17,"142":14,"1439":9,"1441":9,"1442":9,"145":17,"1454049387666":9,"146":9,"14th":[9,17],"15":[3,6,9,12,17,18,19],"150":3,"151":17,"155":17,"156":9,"15th":9,"16":[1,3,9,13,17],"161":9,"162":9,"163":9,"164":9,"165":9,"166":9,"167":9,"168":9,"168209":18,"16khz":6,"16th":17,"17":[2,3,9,17],"170":17,"1733":9,"1734":9,"1735":9,"1736":9,"1737":9,"1738":9,"1739":9,"174":[9,17],"1740":9,"1741":9,"1742":9,"1743":9,"1744":9,"1745":9,"1746":9,"175":[2,9],"1759":17,"177":9,"1770":17,"178":9,"179":9,"17th":17,"18":[3,9,17],"180":[9,14,17],"181":9,"182":9,"183":9,"183025":9,"183064":9,"183086":9,"183310":9,"184":9,"184898":18,"185":9,"186":9,"187":9,"18th":17,"19":[1,3,9,17],"193":9,"195":9,"1960":17,"197":17,"1977":[9,17],"1993":17,"1995":17,"1998":2,"1hz":6,"1khz":6,"1s":6,"2":[1,2,3,5,6,12,13,14,17,18,20],"20":[3,9,18],"2000":[6,9,12,17],"2000x500":18,"2001":17,"2004":[9,17],"2005":17,"2006":17,"2007":17,"2008":17,"2009":[9,17],"2010":17,"2011":17,"2012":[9,17],"2013":[9,17],"2014":[9,17],"2015":17,"2016":[4,9,17],"2017":[9,17],"2018":17,"2019":[9,17],"201905":18,"2020":17,"202083458945747":18,"20208346":18,"2021":[1,9,17],"2022":[2,4,8,9,13,16,17],"203":17,"2042124":17,"20675":12,"209":9,"20gb":9,"20th":[9,17],"21":[3,9],"210":9,"211":9,"21447953665023":9,"2145":17,"2154":17,"2188515":17,"219":9,"21st":17,"22":[6,9,13,17],"220":[6,12],"22050":6,"220hz":6,"222":12,"224030__akshaylaya__bheem":1,"224976":1,"225104":21,"225104__akshaylaya__thi":21,"226097":21,"226097__akshaylaya__thi":21,"226559__akshaylaya__dheem":21,"226722__akshaylaya__num":21,"227731__akshaylaya__cha":21,"228925__akshaylaya__dhin":21,"229":9,"229153702302":9,"229472":1,"229472__akshaylaya__tham":1,"22nd":17,"23":9,"2305260375701":9,"23065405":18,"2306540519864908":18,"233":9,"2330":17,"23rd":[8,17],"24":9,"2400":9,"243":17,"245":9,"246":17,"249":9,"24gb":5,"25":[9,14],"250":9,"251":[9,17],"255":[9,17],"26":[9,17],"261":9,"264":17,"268175617345825":9,"269":9,"27":9,"270":9,"271":17,"273":17,"27987622":18,"28":9,"280":[9,17],"286":17,"29":[9,17],"290":17,"2908098775332":9,"293":9,"293333":18,"29537696":18,"2953769624835365":18,"2nd":17,"2stem":20,"3":[2,3,5,6,12,13,14,17,18,20],"30":[9,18,20],"303":9,"30361988416256":9,"304":9,"3064079941216":9,"31":9,"3127828952509681":18,"3127829":18,"313":[9,17],"318":17,"32":[2,9,17],"323":21,"324":9,"325":9,"325556":18,"326":9,"327":9,"328":9,"329":9,"33":9,"330":9,"331":9,"349":9,"34mmir_dataset":20,"34mtesting_sampl":20,"35":[2,9,17],"350":9,"36":[9,17],"360":9,"361":9,"363":9,"38":[2,3,9],"385":17,"391":[9,17],"4":[0,2,3,13,14,18,20],"40":[9,17],"40224309":18,"402243091983678":18,"40364421278775":9,"40381575469627":9,"40th":17,"41":9,"4133009992652":9,"419":9,"420":9,"421":9,"422":9,"423":9,"4245522":17,"42873":18,"4289590733005":9,"43":[9,17],"430":9,"433b":20,"436":14,"439":9,"44":[6,9],"440":6,"440hz":6,"44100":[6,9,14,18],"44100hz":6,"443197":18,"446":17,"45":[2,9],"452d":14,"458307404604":9,"46":9,"461":17,"46105207514":9,"466":9,"47":9,"4763296264147416":18,"47632963":18,"476644":18,"47_koti_janmani":9,"48":9,"48khz":6,"49":9,"499":[9,17],"4e64":13,"5":[1,2,12,13,14,17,18,21],"50":9,"5000":9,"501100011033":15,"504":[9,17],"5087277":17,"51":9,"51977275":18,"519772750636294":18,"52":9,"5217":17,"52195811841886":18,"52195812":18,"5221":17,"523":9,"5281":[9,17],"53":9,"533":17,"5334":17,"53635123469165":9,"53rd":17,"54":9,"540":17,"5553925":9,"55551":18,"55812072753906":12,"564382":[9,17],"57":9,"58":9,"585941":18,"587":9,"597":17,"59c88c32":20,"5_carnat":[9,12],"5th":17,"6":[2,3,6,13,17,18],"60":[3,9,14],"602":9,"603":17,"604":9,"605":[9,17],"607":9,"60723976832512":9,"608":9,"61":9,"611":17,"614576851151":9,"6152630187851":9,"62":9,"627846":18,"63":9,"639819":18,"64":9,"640x480":9,"65":9,"6532039970608":9,"659":9,"66":9,"669":9,"67":9,"678":17,"68":9,"683545":9,"683580":9,"684":17,"6854598":17,"69":9,"698":9,"7":[2,3,13,18],"70":[3,9],"7036117":9,"70gb":7,"71":[9,17],"7177947":17,"72":9,"724":9,"725":9,"726":9,"727":9,"728":9,"729":9,"73":[9,17],"731":9,"732":9,"732721":18,"7342372":14,"73449479":18,"7344947946999327":18,"74":9,"7465017":18,"7465017000162537":18,"7471640":17,"7471682":17,"75":[9,14],"751":17,"757":17,"76":[9,17],"7633056640625":14,"783":9,"784082":18,"79":17,"8":[2,5,13,17,18,20],"80":[9,14,17],"8064422607422":14,"8072884255755":9,"80763150939254":9,"81":9,"811":17,"815":17,"81781861":18,"8178186126347753":18,"818":9,"819":9,"82":9,"820":9,"821":9,"825918":18,"8266019985304":9,"82774189":18,"83":9,"832":9,"833":9,"834":9,"835":9,"837":9,"851":9,"852":9,"853":9,"854":9,"855":9,"856":9,"857":9,"85751717":18,"857918146601":9,"858":9,"858866":18,"859":9,"86":9,"860":9,"861":9,"862":9,"863":9,"864":9,"865":9,"866145":17,"87":9,"879":9,"87cc":14,"880":6,"880hz":6,"89":17,"89327":6,"8khz":6,"8th":17,"9":[3,5,9,12,13,17,18,21],"90":21,"901409168608751":18,"90140917":18,"9054435":17,"92":9,"92245834":18,"932":9,"935":9,"936":9,"937":9,"94":9,"9413444":17,"944127":18,"946":9,"947":9,"948":9,"95":[9,13,17],"950":9,"96":9,"965347392616":9,"9672343":17,"97":9,"98":9,"982404":18,"98267369630804":9,"99":[9,17],"9901":13,"99133684815402":9,"995":9,"99566842407701":9,"9975":9,"997834212038505":9,"\u00e4":17,"\u0101":17,"\u0101di":2,"\u0101l\u0101pana":[2,9,17],"\u0101vartana":2,"\u0101varttanam":2,"\u0113kt\u0101l":3,"\u015bruti":2,"\u091a\u0930":[2,9],"\u0938\u091e":[2,9],"\u1e63a\u1e0dja":[2,14],"\u1e6dh\u0113k\u0101":3,"a\u1e45ga":2,"abstract":3,"an\u0101gata":2,"at\u012bta":2,"b\u0101y\u0101n":3,"break":[3,9],"car\u1e47a":2,"cara\u1e47a":2,"case":[0,2,3,4,5,6,9,12,13,14,16,17,20,21],"catura\u015bra":2,"ch\u0101pu":2,"class":[0,5,14,18,20,21],"d\u00f6rfler":9,"d\u0101y\u0101n":3,"d\u0113\u015b":13,"da\u1e45ga\u1e41":2,"default":[5,6,7,9,13,18,20],"digg\u0101":3,"do":[1,2,3,5,6,7,8,9,11,12,13,20,21],"e\u1e0dupu":2,"final":[0,2,3,5,6,9,13,20],"float":[5,9,14],"function":[0,1,2,3,6,9,14,17,18,21],"g\u00f3mez":17,"ga\u1e6d":3,"gen\u00ed":[8,9,16,17],"gha\u1e6dam":2,"ghar\u0101n\u0101":3,"hamsadhv\u0101ni":13,"import":[0,1,2,3,6,7,8,9,10,12,13,14,15,18,20,21],"innovaci\u00f3n":15,"int":[9,18],"investigaci\u00f3n":15,"jhapt\u0101l":3,"juli\u00e0":9,"k\u0101yad\u0101":3,"k\u012brtana":2,"ka\u00f1j\u012bra":2,"kaly\u0101\u1e47":13,"kam\u0101":[9,13],"kar\u1e47\u0101t":4,"kh\u0101l\u012b":3,"kh\u0101li":3,"kha\u00f1jira":2,"kha\u1e47\u1e0da":2,"kham\u0101":4,"khay\u0101l":4,"khy\u0101l":3,"konnak\u014dl":2,"long":[2,6,7,9,13,14,17,18],"m\u00fcller":9,"m\u0113\u1e37am":[2,4],"m\u014dhana\u1e41":13,"m\u014drsi\u1e45g":2,"m\u1e5bda\u1e45gam":2,"mi\u015bra":2,"n\u0101gasvaram":2,"na\u1e0dai":2,"new":[5,7,9,14,17,20],"p\u0113\u015bk\u0101r":3,"pa\u00f1cama":2,"pakh\u0101vaj":3,"pala\u1e6d\u0101":3,"pradar\u015bini":2,"r\u0101g":4,"r\u0101ga":[4,14,17],"r\u0101ge\u015bri":4,"r\u0113l\u0101":3,"r\u012btigau\u1e37a":[2,9],"r\u016bpaka":2,"return":[1,2,9,14,21],"s\u0101hitya":2,"sa\u00f1c\u0101ra":9,"sa\u00f1ca":9,"samprad\u0101ya":2,"saur\u0101\u1e63tra\u1e41":9,"serr\u00e0":[9,17],"short":[6,13],"sv\u0101ra":14,"t\u0101\u1e37a":3,"t\u0101\u1e37am":2,"t\u0101l":2,"t\u012bnt\u0101l":3,"t\u014d\u1e0di":9,"tamb\u016br\u0101":[4,14],"tar\u0101na":4,"th\u0101l\u012b":3,"throw":14,"till\u0101n\u0101":2,"transient":3,"true":[0,5,9,12,14,21],"try":[6,13,20],"v\u012b\u1e47a":2,"var":9,"var\u0101\u1e37i":13,"var\u1e47am":2,"ve\u1e47u":2,"vila\u1e41bit":3,"while":[0,2,3,5,6,8,9,12,14,16,18,19,20,21],A:[2,3,5,6,12,13,15,17,19],AND:[13,20],And:[6,9,14,18],As:[1,2,3,6,9,12,13,14,20,21],At:[2,3,9,20],Be:6,But:[3,9,11],By:[1,6],For:[0,1,2,4,5,6,9,12,14,18],INTO:13,If:[0,3,5,6,7,8,9,12,16,18,20],In:[0,1,2,3,5,6,7,9,10,12,13,14,16,17,18,20,21],Is:9,It:[2,3,6,7,9,12],Its:17,NOT:21,No:[6,9],Not:[1,14],On:[9,10,17,20],One:[2,3,9],Such:2,THEN:13,That:[5,6,14,18,20],The:[0,1,4,6,7,9,11,12,13,14,16,17,18,19,20,21],There:[2,3,6,7,9,20],These:[2,3,4,5,6,7,9,11,18,19,20,21],To:[0,1,3,5,6,8,9,10,12],WITH:20,With:[2,3,9],_:9,__:[14,21],__dict__:[9,20],__get__:9,__init__:[9,20],__name__:9,__weakref__:20,_agglom:9,_build:7,_builtin_open:9,_carnat:9,_combin:9,_decor:9,_deprecate_kwarg:9,_deprecate_positional_arg:9,_engin:9,_format_argument_list:9,_inner_deprecate_positional_arg:9,_make_engin:9,_name:9,_num_sampl:9,_path:9,_read:9,_refine_defaults_read:9,_shortcut_open:9,_validate_data:9,_validate_nam:9,a1:9,a2006e96f16a:14,a2006e96f16a_0:14,a65a:13,a7af:14,ab:[6,12],abbrevi:7,abil:[9,13],abingdon:17,abkm14:[1,17,21],abl:[0,6,7,9,12],abm13:[17,21],abnorm:20,about:[3,5,6,14,20],abov:[2,3,4,5,6,9,14,18,20],abund:9,ac:2,academi:[9,17],accent:[2,3],accept:[3,9,13],accept_large_spars:9,accept_spars:9,access:[1,5,7,8,9,13,14,18,20],accompani:[0,2,3,4,9,11,17,20],accompanist:3,accompanying_vocal_path:9,accord:[3,11],account:[0,9,20],accuraci:[13,14,21],achiev:[6,9,19],acm:17,acoust:[3,9,17],acquir:2,across:[2,3,5,20],act:[2,3,4,9],activ:[0,5,7,14],actual:[2,6,9,14,18,20,21],ad:[5,9,14],adapt:[2,3,9,17,19],add:[2,3,9,21],add_center_to_mask:9,addit:[2,3,5,7,9,12,20],address:[2,3,8,16],adequ:2,adher:3,advanc:8,advantag:[1,5,6,10,21],advis:9,adyar:2,ae:17,aei:15,aenea:9,aeneas_annot:9,aesthet:[2,3,9],affect:9,affin:9,after:[2,3,7],afterward:5,again:[2,3,9,12,18,21],against:3,agencia:15,agglomerativeclust:9,aggreg:9,agre:3,ahira:13,ai:15,aid:2,aim:[3,5,10,12,14,18,19,20],air:6,ajai:[2,3,8,16,17],ajoi:3,aka:[4,6],akkarai:[2,4,9],akshara:0,aksharapulsetrack:[5,18],al:9,alankar:3,alap:3,alapana:[9,17],alarm:[9,12],alastair:[15,17],alathur:2,album:[0,5],album_artist:[5,9],algorithm:[6,9,11],alhaiya:3,ali:17,alia:1,align:[0,2,9,20],all:[0,1,2,3,5,6,7,8,9,14,16,20],all_arg:9,all_hist:9,all_pitch:9,all_seg:9,alli:[4,17],alloc:12,allow:[0,3,5,7,9,13],allow_arg:9,allow_nd:9,alok:17,along:[1,5,9],alongsid:[2,16],alpha:9,alreadi:[1,12,13,14,20,21],also:[0,1,3,5,6,7,8,9,11,12,13,14,16,18,19,20,21],alter:[2,9],altern:[3,9,20],although:[0,2,9,14,20],alwai:[2,6,9],ambigu:2,america:17,amitrajit:17,among:17,amount:[5,6,7,13,20],ampl:9,amplitud:6,amplitude_to_db:[6,12],amritha:2,an:[0,1,3,4,5,7,10,11,12,13,14,17,18,20,21],analog:[2,3,6],analys:3,analysi:[2,5,6,7,8,10,12,14,17,21],analyz:[2,6],anantapadmanabhan:17,anchor:9,anchor_mask:9,andr:17,andrea:17,ani:[2,3,5,6,7,9],annot:[0,1,2,5,12,14,18,20,21],annotations_ev:9,annotations_orig:9,annotations_path:[9,20],annual:17,anoth:[2,3,9,20],answer:3,antara:3,anupallavi:2,anupam:17,anyon:5,anyth:7,apart:9,api:[9,11],app:3,appar:[3,4],appear:[2,3,5,6,7,8,9,12,13,14],append:[1,9,20],appli:[3,6,9,18,20],applic:[3,6,9,17],appreci:2,approach:[2,6,8,10,11,12,13,14,17,18,20],appropi:6,appropri:[3,9],approxim:2,apt:18,ar:[0,1,4,5,6,7,9,10,11,12,13,14,16,18,20],arang:[6,9,14],aravind:17,area:[6,9],arg:[5,9,14,18],args_msg:9,argument:9,arkai:9,armin:17,arnat:9,aroha:3,arohana:[3,9],around:[2,5,9],arpan:17,arrai:[1,6,9,18],arrang:[14,20,21],art:[1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21],arthi:17,articl:3,artifact:9,artifici:12,artist:[0,2,3,5,9,14,18],arunprakash:[2,4],arzt:9,ascend:3,ashwin:[9,17],ashwini:[3,4],asian:[9,17],asin:6,ask:7,asp:6,aspect:[1,2,3,5,7,9,10],assert:9,assign:[2,9],assist:[5,9],associ:[0,2,3],assum:[2,9,12,14,20,21],athen:17,ati:3,atrr:[9,17],attempt:[2,20],attent:[3,9,10,12,17],attract:3,attribut:[3,5,9,14,16,18,20],audienc:2,audio:[0,1,2,3,5,9,11,12,13,14,17,18,20,21],audio_22050:6,audio_ghatam_path:[5,9],audio_mridangam_left_path:[5,9],audio_mridangam_right_path:[5,9],audio_origin:20,audio_path:[1,5,9,13,14,18,21],audio_short:5,audio_ton:14,audio_violin_path:[5,9],audio_vocal_pat:5,audio_vocal_path:9,audio_vocal_s_path:[5,9],audiolab:6,audiovisu:7,author:[2,4,8,13,16,17],autoencod:[9,10],autom:[2,9],automat:[0,9,11,12,14,17,19,20],avail:[0,1,7,9,10,11,12,13,14,18,19,20,21],available_strok:1,avaroha:3,averag:9,avoid:[9,14,20],avorohana:9,avrohana:3,avx2:9,avx512f:9,awai:6,awar:[5,20],ax2:9,ax:[6,9,12,18],axi:[9,20],axvlin:9,az360:9,b194:20,b:[1,2,3,9,21],back:6,background:[3,7,8],balanc:9,banarsidass:17,bandish:[3,5,12,17],bandwidth:9,bangkok:17,bar:[2,3],barcelona:17,barhat:3,barrel:2,base:[0,3,5,6,7,8,9,10,12,13,14,16,17,20,21],baseestim:9,baselin:[0,8],basenam:21,basi:[2,9],basic:[1,2,3,6,8,9,14,18,20,21],bass:[2,3,20],bayesian:[17,18],bear:[2,3,5,6,18],bearer:9,beat:[3,18],beatdata:[5,18],beats_path:18,becaus:[3,5,6,9,14,20],becom:[2,3,4],been:[0,1,2,3,5,9,10,11,12,13,14,15,18,19,20,21],befor:[2,3,5,6,7,9,12,14,20],beforehand:[9,13,20],begin:[2,3,9,14],behaviour:6,behind:14,being:[2,3,6,9,12,14,18,19,20],bello:17,bellur:[9,17],belong:[2,3,12],below:[0,1,4,9,14],bend:11,benefici:5,benefit:9,bengaluru:[8,16,17],ber08:[3,17],beronja:17,best:[3,12,20],better:[2,3,6,9,10,11,12,14],between:[2,3,4,6,9,14,18,19],bfr:[1,17],bhairav:13,bhairavi:[2,9,13],bhairavi_svara:9,bharadwaj:15,bhattacharje:17,bheem:[1,21],bhide:[3,4],bhupali:3,bib:16,bibtex:[5,14,16,18],big:[9,13],bigger:9,bilahari:13,bilaw:3,bin:[3,5],bin_thresh:9,binar:9,binari:9,binresolut:14,bis12:[14,17],biswa:17,bit:[3,5,16],bittner:17,black:12,block:[2,14,20],blue:9,bmk09:[2,17],bodi:[2,9],bold:[2,3],bombai:3,book:[5,9,15,16],booktitl:17,boost:[1,5],border:[2,9],both:[0,2,3,5,9,13,20],bottom:[3,8],bound:9,boundari:[2,3,9,17],boundaries_orig:9,boundaries_spars:9,box:[2,3,9,20],brace:3,branch:[9,12],brazil:[9,17],break_mask:9,breviti:2,brief:[0,3,6],briefli:7,bright:3,brindha:[2,4,8,9,16],bring:[1,5],broad:2,broader:5,broadli:[6,9],brocevarevarura:4,broken:9,brought:3,brows:[17,18],browser:[1,5,6,7,14,18,20],bruder:17,btw:6,buffer:9,bug:5,build:[0,2,6,9,10,13,20],built:[0,5,9],builtin:20,bump:9,button:[7,8],bw:9,bw_method:9,bypass:7,c:[3,6,9,21],cach:[5,9,14,18],cache_d:9,cache_dir:9,cached_properti:9,cadenti:2,cae:[5,9,12],caewrapp:[5,9,10],cai:9,calcul:[6,9],call:[2,3,5,9,14,18],campaign:12,can:[0,1,2,3,5,6,7,8,9,11,12,13,14,18,20,21],canada:[9,17],cannot:[2,9,14],canon:1,capabl:[12,18],captur:[3,6,9,12,13,18,20],care:[6,9],carefulli:[2,5,7],carnat:[0,1,3,5,6,7,8,10,13,14,16,17,19,20,21],carnatic_corpora:[0,5,14],caro:17,carri:[5,19],categor:19,categori:[4,5],categoris:2,caus:[2,9,12,20],cc:[0,5,9,14,20],ccl:9,cd:[5,7],ceil:6,cell:[5,7,9,14],cemgil:17,cent:[3,9],center:[1,3,6,9],centr:9,centroid:9,certain:[2,3,9,13],certainli:3,ch:2,cha:[1,21],chain:6,chakrabarti:3,challeng:[2,8],chanc:[3,5],chandrasekar:2,chandrasekara:4,chang:[2,9,12,20],channel:[4,6,8],chap:3,charact:[2,9],character:[2,3,9,17,19],characteris:9,characterist:[0,3,9,10,17,18,20],charulatha:2,check:[1,5,6,9,11,12,18,21],check_arrai:9,check_memori:9,check_param:9,checkpoint:5,cheri:17,chhotal:17,china:17,choi:17,choic:[3,9,10,21],choice_track:[1,21],choos:[3,9],choru:3,chosen:[2,3,9],chowdhari:17,chroma:6,cht:2,chunksiz:9,cict53865:17,cict:17,ciencia:15,citat:[5,14,16,18],cite:[5,8,9,14,18],citi:17,cl:9,cla08:[3,17],clai:2,claim:12,clap:[2,3],class_nam:9,classic:[9,17],classif:[9,17],classifi:[3,13,21],clayton:17,clean:[1,10,12,13,14,18,20,21],cleaner:11,clear:[2,3,9],clearli:[2,6,9],click:[7,8],clone:[5,7],close:[2,3,4,5,9,20],closefd:9,closest:[3,9],cloud:14,cm:14,cmr:18,coarticul:[9,17],code:[1,6,7,9,13,14,16,18,20],coerce_to_string_io:9,coexist:3,coher:[2,9],coincid:21,collab:[7,13,14],collabor:[5,9],collect:[0,1,2,5,7,9,15,17,20],color:[9,12],colorbar:6,colour:9,column:9,com:[5,6,7,20],combin:[6,9,10,12,20,21],come:[2,3,5,9,10,20],comfort:2,comma:3,command:[7,14],commenc:9,comment:9,common:[0,1,2,5,6,9,19,20],commonli:[3,6,12,14,20],commun:[1,5,17],comp:5,compact:[11,17],compaim:5,compani:17,companion:[9,17],compar:[3,18,21],comparison:9,competetit:18,compiam:[0,1,7,8,9,10,12,13,14,16,18,19,20,21],compiam_env:5,compiam_mtg_2022:16,compil:[1,9,12],complement:2,complementari:0,complet:[0,2,5,6,7,9,20],complex:[6,9,10],complex_auto:9,compmus:[0,1,14,15,17,18],compmusic_carnatic_rhythm:[5,9,18,20],compmusic_hindustani_rhythm:[5,9,20],compmusic_indian_ton:[5,9,14,20],compmusic_raga:[5,9,20],compon:[0,6,9,17],compos:[3,7],composit:[3,4,9],comprehens:[3,5],compress:9,compris:[2,3,9],comput:[0,1,2,3,5,6,7,8,9,12,13,14,16,17,20,21],concaten:9,concept:[0,3,4,8,9,14,16,17],conceptu:9,concert:[0,2,3,5,9,17],conclud:10,concur:2,conda:7,conf:9,conf_path:9,confer:[8,9,17],confid:18,confidence_unit:18,config:[12,20],configur:20,confirm:18,conform:3,confus:3,connect:[3,9,12],consecut:9,consecutic:9,consent:[2,3],consequ:20,consid:[1,2,3,6,9,13,20],consider:[2,3,20],consist:[2,9],conspicu:3,constitut:[3,9],constrain:3,constraint:5,construct:[2,9],consult:[2,3],contact:9,contain:[2,5,7,9],contemporari:4,content:[0,4,6,7,9],context:[0,2,3,5,6,7,9,12,14,17,20],continu:[3,5,6,9,12],contour:[3,17,20],contribut:[3,9,16],contributor:9,convei:3,conveni:[2,3,4,18],convent:[3,13],convers:9,convert:[6,9,18],convini:7,convolut:9,cool:[7,12,20],coordin:[8,9],copi:9,core:[3,5,9,10],corpora:[1,5,13,14,16,17,20],corpu:[0,1,8,9,16],correct:[2,9,20],correctli:[6,9],correpond:9,correspond:[3,5,9,12,13,19,20],corrobor:9,corrupt:[1,5],could:[2,6,9],count:3,coupl:14,cours:[3,6],coursera:6,cover:[4,5,9,18],coverag:0,cpu:9,cpu_feature_guard:9,cr:[13,17],craft:[13,18,20],creat:[1,2,6,7,9,17,18,20,21],create_if_not_exist:9,creation:[2,9],creativ:[0,2,3],critic:9,cross:9,crucial:[1,7],csh:21,csv:[9,11],ctonic:[5,9],ctonic_path:[5,9],cuda:[9,12],cuda_diagnost:9,cuda_driv:9,cuda_vari:9,cuda_visible_devic:12,cudart:9,cudart_stub:9,cue:[3,20],cuinit:9,cultur:[2,9,17],cummul:9,cumul:3,curat:4,curitiba:[9,17],current:[2,20],curv:[5,9,11,13,14],cut:9,cv2:9,cycl:[3,17,18],cyclic:2,cymbal:2,d1:9,d2:9,d:[1,3,6,9,12,21],da:[2,3],daa:3,danc:17,dash:9,data:[1,3,5,6,7,8,10,11,12,13,14,16,17,18,20,21],data_extend:9,data_hom:[5,9,13,14,18,21],data_octav:9,data_sep:9,databas:[0,14,20],databaset:0,dataload:[5,13,14,18,21],datas:5,dataset:[5,7,12,13,14,16,17,20,21],datast:5,date:1,date_pars:9,datetim:6,datum:9,david:17,dayfirst:9,db:[6,20],de:[15,20],deactiv:12,deal:9,debug:[12,20],decent:[9,12],decid:3,decim:9,decompos:6,decomposit:6,decor:[2,9],decreas:[3,9],deep:[5,6,9,17,20],deepak:17,deepsrgm:[5,12,17],deezer:20,def:9,defin:[2,3,6,9,20,21],definit:[2,3,9],degre:[2,3,9],delai:17,delft:[9,17],delhi:[9,17],deliber:9,delim_whitespac:9,delimit:[3,9],delin:3,demand:3,demonstr:[2,9],denot:3,depend:[2,3,5,6,7,9,12,13,14],deprecate_kwarg:9,deprecate_nonkeyword_argu:9,deriv:3,descend:3,describ:[2,3,9,11],descript:[0,5,11],descriptor:20,deshkar:3,deshpand:[4,9,17],design:[0,1,5,8,10],desir:[9,20],despit:2,detail:[0,2,3,5,6,11,12,14,18,20],detect:[3,9,12,17,18],determin:[9,21],develop:[0,3,4,5,6,7,9],deviat:[3,9],devic:[9,12,20],devot:4,dh3:2,dh3m:2,dh3t:2,dh4:2,dh4t:2,dha:[2,3,9],dhe:3,dheem:[1,21],dhet:3,dhi:3,dhin:[1,3,21],dhr:3,dhrupad:[3,4,5,12,17],dhrupad_bandish_segment:20,dhrupadbandishsegment:20,di:3,diagon:9,dialect:9,dict:[5,9,13,18],dictcomp:9,dictionari:[1,9,17,18,20,21],dicuss:8,did:20,differ:[2,3,4,5,6,7,9,16,19,20,21],differenti:9,difficult:9,difficulti:5,digit:6,dik08:[2,17],diksitar:17,dimens:[6,9,12],dimension:[3,6],din:3,ding:3,dir:14,direct:9,directli:[5,9,12,20,21],directori:[5,9,18,20],disabl:[12,20],disambigu:2,discov:[2,17],discoveri:[2,3,9,10,17],discrep:9,discrimin:3,discuss:[2,3,15],displai:[1,2,5,6,9,12,14,18,20],display_matrix:9,disregard:6,dist_measur:9,distanc:[3,9],distinct:[2,3,9],distinguish:[3,9],distribut:[9,13,17],dive:20,diverg:3,divers:14,divid:[0,2,3,6,9],divis:2,dl:[5,6,7,10,12,13,14,19,20],dlerror:9,dm:2,dn:2,dndp:3,dnt:2,doc:14,document:[0,1,2,3,5,6,9,12,13,14,20,21],doe:[1,2,3,5,6,8,9,14,18,20,21],doi:[9,17],domain:[9,12,13],domin:2,don:[5,9],done:[1,2,3,5,6,7,11,20],door:[0,1,20],dorakuna:9,dot:9,doubl:[2,7],doublequot:9,down:[2,3],downbeat:3,download:[0,1,5,7,9,10,14,16,18,20,21],download_mp3:[0,14,20],downsampl:9,dr:[3,9,17],draw:[2,19],drive:10,driven:[1,5,17],driver:9,drone:[3,9,14,20],drop:9,drum:[2,17,19,20],drut:3,dsh:[1,21],dso_load:9,dtw:9,dtype:[1,6,9],due:[2,3,9,14],duel:2,dunya:[5,13,14,17,20],dupl:2,durat:[2,3,6,9],duration_22050:6,dure:[2,3,5,9,13,20],durinng:6,dut95:[3,17],dutta:[9,15,17],dynam:[3,9,17],e:[0,2,5,6,9,14],each:[0,1,5,6,9,14,16,18,19,20],ear:6,earlier:[9,21],easi:[0,1,5,9],easili:[0,1,5,6,8,9,14,20],ed:[9,17],edg:9,edit:[4,7,8,17],editor:17,effect:[2,9],effici:[17,18],effort:[1,11],either:[2,3,9],elabor:[2,3,9],electr:17,electron:[2,3,17],element:[1,2,3,5,6,9,14,18,20],elif:9,els:[9,20,21],emerg:3,emilia:17,emin:3,emot:2,emphas:9,emphasi:[3,9],emphasis:9,emphasize_diagon:9,empir:[3,17],empti:9,enabl:[2,9],encod:9,encoding_error:9,encount:7,encourag:9,encout:5,encylcopaedia:17,end:[2,3,5,9,12,13,18],energi:6,engag:5,engin:[9,17],english:[2,9,17],enhanc:8,enjoi:7,ennairam:2,enough:[3,13],enquiri:7,ensembl:2,ensur:[0,6,9],ensure_2d:9,ensure_min_featur:9,ensure_min_sampl:9,entir:[0,1,6,7,8,10,13,14,21],entireti:9,entiti:3,entri:[0,6,13,16],entropi:9,enumer:[9,18],environ:[6,7,12,20],equal:[2,3,9],equidist:2,equival:2,eric:9,erlangen:6,errno:9,error:[5,7,14],error_bad_lin:9,error_messag:9,escapechar:9,especi:[1,2,5,12,13],essenti:[3,9],essentia:[6,12,14,21],estat:15,estd:6,esteem:9,estim:[3,9,12,14,18,20,21],et:9,etc:[9,14],eurogenet:[2,3],evad:2,eval_path:21,evalu:[3,6,7,12,13,14,21],evaluation_split:21,even:[2,3,6,7,9,20],event:[2,3],everi:[3,9],everyon:5,everyth:9,evid:3,evolv:[3,5],exactli:[6,9],exampl:[0,1,2,3,4,5,6,7,12,13,14,18,20,21],exce:9,except:[2,3,9],excerpt:[9,11,14],exclus:9,exclusion_mask:9,exclusion_mask_cent:9,execut:[3,14],exist:[2,3,5,9],exlcus:9,expand:5,expect:[2,6,7,8,9,20],expens:9,experi:[5,6,8,9,12,17,20],experienc:2,expert:[0,3,9],explain:2,explicit:[0,2,5,6,9,14],explicitli:[2,16],exploit:17,explor:[0,2,7,17],exploratori:9,exposit:2,exposur:2,express:[2,9],expriment:5,exrract:9,extempor:2,extend:[2,7,9,18],extens:0,extent:[3,9],extern:9,extra:[10,12,13,14,18,20,21],extra_arg:9,extract:[0,2,3,5,6,10,11,13,14,17,18,20],extract_featur:9,extract_pitch_track:9,extract_seg:9,extract_stability_mask:9,extractal:20,extractor:[9,14,18],extrem:[2,3],f0data:5,f1:9,f2f2f2:9,f:[6,9,17],f_:[6,18],fabra:17,facet:9,fact:[0,2,3,6,9,10],factor:[2,9,17,20,21],fail:9,fall:3,fals:[0,9,12,20],false_valu:9,familiar:[2,6,7,8],far:20,farther:9,fast:[3,5,6],faster:9,favor:3,fea:4,feat:13,featur:[0,2,3,4,5,6,7,10,12,13,14,17,18,20,21],features_path:20,feed:21,feedback:9,feel:[1,2,5,7,21],festiv:[4,17],few:[2,3,6,7,21],fewer:2,fft:6,field:[5,6],fifth:[2,3],fig:[2,3,6,9,12],figsiz:[6,9,12],figur:[2,3,6,9,18],file:[0,5,7,9,11,18,20,21],file_path:[18,20],file_path_or_obj:9,filenam:[6,9],filenotfounderror:9,filepath:21,filepath_or_buff:9,fill:[7,9],filler:3,filter:[0,3,9,14,17,18],filterwarn:[1,5,10,12,13,14,18,20,21],final_point:9,find:[5,9],find_stack_level:9,finger:2,fingerprint:9,finish:18,firebrick:9,first:[1,2,3,4,5,6,9,12,13,14,18,20,21],first_point:9,fit:9,five:[2,3],fix:[2,3,5],flag:9,flam:3,flexibl:[3,9],flick:[2,9],float_precis:9,flow:2,flush_matplotlib:9,flute:[2,3],fma:9,fmp:6,fobj:9,focu:[2,3,9,12],focus:[0,5],fold:[3,20],folder:[7,9,13,14,20],follow:[1,2,3,5,6,7,9,10,14,18,20,21],fontsiz:9,foot:[2,3],forc:9,force_all_finit:9,form:[2,3,5,6,9,17,18,20],format:[1,4,6,9,11,16,18,20,21],former:3,formula:6,forward:[12,18],found:[1,2,9,12,18,20],foundat:[9,17],four:[1,2,3,17],four_way_tabla:[5,9,20],fourier:6,frame:[2,6,9],frames:14,framework:[2,3,9],franc:17,free:[1,3,5,7,21],freedom:2,frequenc:[9,12,17],frequent:[3,9],fresher:5,from:[0,1,2,3,4,5,6,8,9,10,12,13,14,16,17,18,20,21],fruit:15,fs:6,fta:[9,12],ftanet:[5,9],ftanet_carnat:[5,12],ftanet_pitch_track:12,ftanetcarnat:[5,12],fuent:17,full:[3,9],full_dataset:18,fulli:[2,3],func:9,fund:15,fundament:[3,5],further:[1,2,3,5,6,7,9,11,12,14],furthermor:[2,3],fuse:[9,12],futher:18,futur:[9,18],futurewarn:9,fv:9,g2:9,g:[0,2,6,9,14,17],ga1:9,ga:[2,3,9],gain:8,gamak:3,gamaka:[9,11,17],ganguli:[3,8,16,17],gap:[3,9],garland:17,gati:2,gaussian:9,gayathri:17,gayatri:4,gca:9,ge:3,gemoetri:9,gender:14,gener:[3,5,6,9,17,18,20,21],geometr:9,georgaki:9,gestalt:3,gestur:[2,3,9,17],get:[1,5,9,12,13,14,18,20,21],get_annot:0,get_artist:0,get_audio_path:9,get_collect:[0,14],get_featur:13,get_handl:9,get_i:9,get_pitch_dens:9,get_random_track_split:21,get_record:[0,14],get_svara_pitch:9,get_svara_pitch_carnat:9,get_text:9,get_x:9,get_xydata:9,get_ylim:9,getattr:9,getx_min:9,gety_max:9,gety_min:9,ggsr16:[17,20],ghar:17,gharana:3,ghatam:[4,5,9],ghatam_path:9,ghe:3,ghi:3,gi:[3,4],girish:17,git:[5,7],github:[5,7,8,9,16,20],give:9,given:[0,1,3,4,5,6,9,12,13,14,18,19,20,21],glide:3,global:9,glottal:9,go:[6,7,9,10,12,14,18,21],goal:[2,5,9,20],goe:[0,5],good:[0,2,9,21],googl:[13,14],gopala:[2,9,15,17],got93:[3,17],got:21,gottlieb:17,gouyon:9,govern:3,gpu:[7,9,12,13,20],gr18:[13,17],gradient:9,gradual:3,grammar:[2,9,13],grammat:3,grant:0,graphic:[2,3],great:[1,3,5],greater:[2,9],greatli:[2,9],greec:17,green:9,grid:9,ground:[2,9,12,18,21],group:[4,5],group_seg:9,grove:17,grow:9,gsg:[1,13,17],gsis15a:[10,12,17],gsis15b:[10,17],gsis16:[10,13,17],gsk:[17,19],gss12:[14,17],guarante:2,guidanc:15,guidelin:[1,5,9],gulati:[9,15,17],gupta:17,guruguha:17,gz:20,h:[6,9,17],ha:[0,1,2,5,9,10,12,13,14,15,17,19,20,21],had:12,half:6,hand:[2,3,9,13,14,18,20],handbook:17,handcraft:20,handi:[5,7,10,11],handl:[6,9],hann:6,happen:3,harm:6,harmon:14,harmonicweight:14,harmonium:[3,4,20],harold:17,harp:2,has_index_nam:9,hat:9,have:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,18,19,20,21],head:[2,4],header:9,headphon:6,hear:6,heard:6,heavi:[2,9],held:[3,9],help:[1,2,3,5,6,7,9,12,15,18,20],hema:[9,15,17],henc:[2,3],her:2,here:[0,2,3,5,6,7,8,9,11,12,14,15,20],herrera:9,hertz:6,hesit:[7,8],hestit:5,heterophon:[2,3,9],heurist:[5,12,14],hg:15,hi:[2,3],hierarch:[2,9,17,18],high:[6,9,20],higher:[3,6,13],highli:[3,9],highlight:[2,6],hindustani:[0,1,2,5,6,7,8,9,10,11,12,13,14,16,17,19,20,21],hist:9,histogram:[3,9],histor:[12,21],histori:[4,17],holzapfel:17,home:1,hop:[6,9],hop_length:9,hop_sec:9,hope:[6,8],hopsiz:14,host:[7,9],hostedtoolcach:9,hour:[2,9,12],hous:17,how:[1,2,3,5,6,9,13,14,18,20,21],howev:[2,3,5,6,7,9,12,13,14,20],htm:17,html:7,http:[5,7,8,9,14,16,17,20],huge:[1,5],human:2,humri:4,hz:[6,9],i00:15,i:[1,3,5,9],iam:[1,5,7,8,9,16],iam_tutorial_ismir22:[8,16],ibiblio:17,icassp39728:17,icassp40776:17,icassp:[9,17],icmc:[9,17],icon:7,id:[0,1,5,13,14,18,21],idbm13:[2,10,17],idea:[2,9,14],ideal:9,idenitfi:9,ident:[3,17],identif:[9,17],identifi:[0,2,9,13,14,18,20,21],idx:18,ieee:[9,17],ignor:[1,5,9,10,12,13,14,18,20,21],ii:[3,17],illustr:[2,3,9,17],imag:[2,6,9,17,20],imagin:[2,3,9],img:[6,12],imit:[2,3],immedi:3,imod:9,implement:[5,9,16],impli:3,implic:[2,6],implicit:9,import_modul:9,importerror:9,impos:9,imposs:2,improv:[5,9,14],improvis:[3,17],improvisatori:[2,3,9],imshow:9,inc:17,includ:[1,2,3,5,6,7,9,12,13,16,18,20,21],incorpor:[2,3],increas:3,inde:9,independ:[3,17],index:[7,9,12],index_col:9,india:[3,4,8,16,17,20],indian:[1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21],indian_art_music_tonic_1:14,indic:[3,5,6,7,9,13,18,20],indiranagar:17,individu:[2,3,9],indiviud:9,induc:3,infanc:9,infer:[12,13,18,20],infer_datetime_format:9,info:[12,20],inform:[0,1,3,5,6,8,9,10,12,13,14,17,18,20],init:20,initi:[0,1,5,12,13,14,18,20],initialis:[12,18],inner:3,inner_f:9,input:[0,5,6,9,11,12,14,18,20],inquiri:9,inscript:17,insensit:11,insert:9,insight:[1,3,5],inspect:9,instal:[1,6,7,9,11,12,13,14,20],instanc:[0,2,3,9,13,14,18,20,21],instant:[2,3],instead:[2,9,16,21],institut:[3,17],instruct:[9,10,11,14],instrument:[0,3,6,9,12,14,16,18,19,20,21],instrumentalist:2,integ:[18,20],integr:[1,2,9,21],intend:[9,13],intensif:3,interact:[0,7,14],intercecpt:9,interest:[1,2,3,5,6,7,9,12,20],interfac:[0,7],interfer:20,intern:[8,9,17],internet:17,interp:9,interpol:[9,11],interpolate_below_length:9,interpret:[3,9],interv:3,inton:[3,9],intransfer:5,intric:3,introduc:[3,5,7,18],introduct:[3,6,7,12,13,14,16,18,20],introductori:[4,19],intuit:[9,14],invari:9,investig:9,invit:8,involv:[2,5,9,15],io:[3,8,9,16],ioarg:9,iohandl:9,ipd:[1,5,6,14,18,20],ipy_audio:9,ipynb:7,ipython:[1,5,6,9,14,18,20],ir:9,iranian:17,irregular:2,irrelev:9,is_text:9,isbn:[9,17],ishwar:[9,17],isinst:9,ismir22:[7,8,9,16],ismir:[1,8,9,13,17],isochron:[2,3],isol:[9,12,20],issu:[1,3,5,7,9],itanpura:3,item:[1,2,9,17,21],iter:9,its:[2,3,5,9,11,13],itself:[2,3,9,10],iyermalai:2,j:[2,9,17],janmani:[2,9],jansson:17,jaw:2,jayalakshmi:2,joan:[9,17],joe:17,join:[5,6,9,12,14,18,20],jom:15,jonathan:17,journal:[9,17],json:9,jupyt:[6,7],just:[2,3,5,6,7,9,12,13,14,18,20],justin:17,k:[2,9,17],ka:3,kafi:3,kala:[9,17],kalpanasvara:2,kama:9,kamaraj:2,kamod:3,kan:[3,9],kannan:2,kanti:[3,8,16,17],karnatak:17,karnataka:[9,17],kas00:[2,17],kassebaum:17,kat:3,katz:17,kaustuv:[3,8,9,16,17],kda:3,kde:9,kdeplot:9,ke:3,keep:[1,2,3,10,12,13,14,18,20,21],keep_date_col:9,keep_default_na:9,kei:[1,2,3,9,19,21],kell:17,kept:0,kernel:9,keunwoo:17,keyerror:9,ki12:[2,17],ki:3,kii:3,kindli:7,know:[6,8,9,14],knowledg:[2,3,9,12,14,17,20],known:[2,3,6,9],koduri:[2,9,15,17],kohlrausch:17,koti:[2,9],kouroupetrogl:9,kra:3,kri:3,krishna:[2,4,9,15,17],krishnamurthi:4,krishnan:[2,4,17],kru:3,kumar:17,kuriakos:15,kwarg:9,kwd:9,kwds_default:9,kwonly_arg:9,l:9,la:[9,17],label:[1,9,12,18],label_row:9,labels_:9,lack:12,lag:9,lai:3,laid:3,lambda:9,land:7,landmark:[3,9],languag:[9,17],laptop:13,lara:[2,4,8,9,16,17],larg:[0,2,3,4,7,9,17],larger:7,last:[9,20],later:2,latest:[1,5,14],latin:9,latter:3,lattner:9,laudan:17,launch:5,laverag:12,laya:3,layakari:3,ld_library_path:9,lead:[2,3,9],lead_instrument_cod:18,leakag:20,learn:[1,5,6,7,8,9,12,17,21],learner:3,learnt:[9,10],least:[3,9],leav:9,led:3,left:[5,7,8,9],legend:12,len:[6,9,14],length:[2,6,9],lengths_sec:9,lengths_seq:9,lenianc:9,less:3,lesson:17,let:[0,1,5,6,9,12,13,14,18,20,21],level:[2,3,7,8,9,20,21],leverag:9,lexic:3,lf:2,lft:2,lg:9,li:[3,4,9,17],lib64:9,lib:9,libcuda:9,libcudart:9,librari:[1,5,6,9],librosa:[6,9,12,20],licens:0,light:[9,13],like:[1,2,3,6,7,8,9,12,15,18,20],likewis:[9,18],limit:[3,6,9],linalg:9,line2d:9,line:[2,3,7,9,10,13,14,17],line_through_point:9,lineag:[2,3,9],linear:[6,11,12],linestyl:9,linetermin:9,linewidth:9,link:[3,5,6,8,10],linkag:9,list:[0,1,2,5,9,12,13,14,18,20,21],list_available_typ:0,list_concert:0,list_corpora:5,list_dataset:[1,5,9,20],list_model:[5,12,20],list_strok:21,list_task:5,list_tool:[5,10,12,13,14,20],listcomp:9,listen:[0,2,3,6,9,14,18,20],liter:2,literatur:[5,7,12,14],littl:7,live:[2,9,12,20,21],load:[0,1,5,9,12,13,14,18,20,21],load_annot:9,load_corpora:[0,14,20],load_dataset:[1,9,13,14,18],load_metadata:9,load_model:[9,12,13,20],load_mridangam_dataset:21,load_pitch_track:9,load_ton:9,load_track:[1,5,9,13,14,18,21],loader:[5,13,14,21],local:[3,5,9,10,14,18],local_path:9,locat:[14,19,20],log:9,logical_or:9,lohiya:15,london:17,longer:[2,9],look:[1,5,6,8,9,14,18,20],lookup:9,loop:0,loos:[2,3],lot:[6,9,12],low:[3,20,21],low_memori:9,lower:[3,6],lowest:3,lowpass:3,ls:[9,20],lstm:13,lstsq:9,ludwig:[9,17],lute:9,lyric:2,m1:9,m:[4,5,6,9,17,20],m_dict:9,ma:[2,9,15],machin:[0,5,6,7,9,13,14,21],macmillan:17,madan:2,made:[1,5,9],madhukaun:13,madhusudhan:17,madhya:3,madhyama:2,madra:17,magdalena:17,magnitud:[9,18],magnitudecompress:14,magnitudethreshold:14,mahal:[9,12,13],maharashtra:[9,17],mai:[0,1,2,3,5,6,7,9,11,13,14,16,20,21],main:[2,3,7,8,9,18,19,20,21],mainli:[3,5],maintain:[3,5],major:[2,3],make:[1,2,3,5,6,7,8,9,12,14,16,18,20],mali:2,mandolin:2,mangle_dupe_col:9,mani:[2,3,5,6,9,12,18,21],manickavasakan:[2,4,8,9,16],manifest:3,manjabhat:9,manner:5,manoj:17,manual:[9,14],map:[9,13],marath:4,margin:3,mariu:[15,17],mark:[2,3,9],marker:3,martin:[9,17],mask:9,massiv:[6,20],master:17,match:9,materi:[2,3,6,7,9,14,17,18],math:6,matplotlib:[6,9,12],matrix:[9,17],matter:6,mavr20:[17,20],max:[6,9,12],max_m:9,maxim:3,maximum:9,maxtonicfrequ:14,mayb:12,mbid:[0,5,14,18],mc19:[13,17],mciu:15,mckinnei:17,md:20,me:1,mean:[2,3,9,12],meant:5,meanwhil:4,measur:[3,6,9],median:3,medium:3,meend:3,meh08:[3,17],mehta:17,mel:6,melismat:2,melod:[0,3,12,13,14,16,17,20],melodi:[2,3,5,6,7,9,10,11,12,13,14,17],melodia:5,melodia_pitch_track:12,memori:[9,13],memory_map:9,mention:[1,2,3,9,13,14,20],menu:[7,8],merg:9,messag:5,met:3,metadata:[0,2,5,9,13,14,18],metadata_path:[5,9],meter:[5,17,20],meter_path:18,method:[0,1,5,8,9,12,13,14,16,18,20],metr:17,metric:[2,3,9,17,18],mgmpmmgrg:2,michael:17,microphon:9,middl:2,midi:11,might:[2,3,6,9,12,13],min_m:9,min_pattern_length_second:9,min_stab_sec:9,mind:[5,6,14,18],mine:17,minimum:9,ministerio:15,minor:9,mintonicfrequ:14,minut:[2,3,9,14],mir11:[3,17],mir:[1,2,5,6,9,14,18],mir_dataset:[1,5,12,13,14,18,21],mirata:18,mirdangam:21,mirdata:[5,9,13,14,17,18,20,21],mirex:12,miron:[15,17],miss:[5,17,21],mistak:9,mix:[3,6,9],mixtur:[0,9,12,20],mkdir:20,ml:[5,6,7,12],mnemon:[2,3],mnemonictranscript:5,modal:17,mode:[9,20],model:[3,5,6,9,10,12,13,16,17,18,19,20,21],model_nam:9,model_path:[9,20],models_dict:9,modern:6,modifi:7,modul:[2,3,5,6,9,18,20],module_nam:9,modulenotfounderror:9,moham:17,mohan:2,moment:[9,18,20],mono:6,monoload:6,monophon:[2,3,9,20],monphon:21,montreal:17,mood:2,more:[1,2,3,4,5,6,8,9,10,12,14,18,19,20,21],moreov:7,morpholog:9,mors:2,most:[1,3,6,7,9,10,12,13,14,18,19,20],mostli:9,motif:[2,9,17],motil:17,motiv:17,mouth:2,move:[2,4,9,12,14],movement:[2,9,11,13,17],mp3:[9,12,14,20],mphrase:9,mpm:3,mr:2,mridangam:[1,3,4,5,9,17],mridangam_id:21,mridangam_left:9,mridangam_right:9,mridangam_strok:[1,5,9,20],mridangam_stroke_1:[1,21],mridangam_track:[1,21],mridangamstrokeclassif:21,msc:21,msg:9,mtg:[5,7,8,9,16],much:[2,3,5,9,14],multi:[0,20],multidisciplinari:9,multimod:[13,17],multipitch:17,multipl:[1,2,3,6,9,10,20],multitrack:9,mumbai:[9,17],murali:2,murthi:[2,9,15,17],musa:17,music:[0,1,5,6,7,8,10,12,13,14,15,16,17,19,21],musica:17,musicbrainz:[0,5,14,18],musicbrainzid:0,musicextract:21,musician:[2,3,9,17],musicolog:[2,3,6,9,12,17,20],musicologist:[2,3,9],musicresearchlibrari:17,must:[0,5,6,9,12],mysor:4,n2:9,n:[3,9,14,17,21],n_cluster:9,n_featur:9,n_raga:9,n_sampl:9,n_track:9,na:[2,3],na_filt:9,na_valu:9,nai05:[3,17],naimpal:17,naiv:9,name:[1,2,3,5,6,9,12,13,18,20,21],nameerror:9,nanditha:2,nativ:9,natur:[2,6],navig:7,nayaki:14,ncol:12,ndian:5,ndim:9,nearest:9,necessarili:[2,9],need:[0,1,2,3,5,6,7,9,11,12,13,14,16,18,20,21],neg:[9,17],neglect:3,neighbor:3,neighbour:9,neighbourhood:9,neither:9,net:[9,12,17,20],netherland:[9,17],network:[9,12,13,17],neural:9,nevertheless:2,new_arg_nam:9,new_arg_valu:9,new_point1:9,new_point2:9,newlin:9,next:[0,2,3,7],ni:[2,9],nice:[5,6,13,21],ninnu:4,nirav:2,nitin:9,nm:2,nmt:2,nnnsndmgm:9,no_valid:9,nois:9,noisi:9,non:[0,2,3,5,7,9,14,17,20],none:[5,9,12,18,20],nonetheless:[5,18],nooshin:17,normal:[2,3,6],normalfont:17,normalis:[9,14],normalised_nam:9,north:[4,17],northern:20,not_us:9,notabl:[2,3,6,19],notat:[2,3,9,11,17],note:[0,2,3,6,7,9,12,13,21],notebook:[6,7,9,10,13,14],notic:20,notion:3,notwithstand:2,novel:[3,13],now:[0,5,6,7,9,12,13,14,16,18,20,21],np:[1,5,6,9,10,12,13,14],nprps22:[10,17],nr:9,nrow:[9,12],nuanc:3,num:[1,21],num_allow_arg:9,num_of_beat:18,num_of_sama:18,numba:20,number:[5,6,9,12,17,18,20],numberharmon:14,numer:[1,3],numpi:[1,5,6,9,10,12,13,14],nuttal:[8,9,16,17],nvidia:9,nw06:[2,17],nya:3,nyquist:6,obj:9,object:[9,20],obligatori:3,observ:[1,3,6,7,9,12,13,14,18,20],obtain:[2,3,8,9,11],obvious:5,ocatav:9,occasion:[2,3,9],occupi:[13,18],occur:[2,3,9],occurr:9,octav:[2,3,9],off:9,offer:[5,8,21],offici:5,offset:2,often:[2,3,4,9,14],ok:[6,9,20],omeka:17,omit:3,on_bad_lin:9,one:[0,2,3,6,9,12,20],oneapi:9,onednn:9,ones:[3,9],ongo:9,onli:[0,2,3,5,6,9,11,12,13,14,20],onlin:[5,7,8,9,17,20],onomatopo:[2,3],onset:[18,19],onto:9,oop:[13,20],open:[0,1,2,3,5,7,8,9,17,20,21],open_kwarg:9,openli:[0,9,14],oper:[5,9,14,20],opt:9,optim:9,option:[2,3,5,8,9,12,13,14,18,20,21],oral:[2,3,9],order:[0,2,3,8,9,12,14,18],org:[9,14,17],organ:[1,2,5,7],orig_sparse_lookup:9,origin:[2,6,9,12,13,16,20],original_audios_path:20,ornament:[2,3,9],os:[5,6,9,10,12,14,18,20,21],oscil:[2,3,6,9],oscillatori:[2,6],other:[0,2,3,5,6,9,13,17,18,20,21],otherwis:[3,8,9,12,14,18,21],our:[0,1,3,5,6,7,9,12,13,18,20,21],our_track:5,ourselv:[1,3],out:[0,3,5,6,9,12,14,18,19,20,21],out_dir:9,out_path:9,outlin:[3,7,8],output:[11,12,14,20,21],output_dir:20,output_path:18,outset:9,outstand:3,over:[2,3,9],overal:[2,3],overlai:9,overlaid:9,overlap:[3,6,9],overlin:3,overview:[0,6,8],ow:9,own:[2,3,5,7,9],oxford:[9,17],p1:9,p:[2,3,5,9,17],pa:[2,9],pace:3,pack:9,packag:[6,9],padam:2,page:[7,8,9,17],pair:[3,17],pairwis:9,pairwsi:9,pakad:3,pakh:20,pakhawaj:[3,20],pal:[4,17],pallavi:2,palm:3,pan:6,panda:9,pandit:17,paper:[9,12,13],paragraph:6,parallel:9,param:[9,18,20],paramashivan:17,paramet:[0,3,9,14],parametr:9,pari:17,pars:[0,1,13,14,20],parse_d:9,parser:9,part:[0,2,3,6,8,9],parth:17,partial_perc:9,particl:[17,18],particuarli:9,particular:[0,2,3,5,6,7,9,12,13,14,20,21],particularli:[2,9,20],pass:[9,13],passag:2,pat:5,path:[0,5,6,7,9,12,14,18,20,21],path_or_buf:9,paticular:21,pattern:[2,3,5,17,19,20],patttern:9,paus:3,pd:9,pdf:[9,20],pea16:[2,17],pea21:[2,17],pea22:[2,17],peak:[6,9],pearson:[2,4,8,9,16,17],pedagogi:3,penultimate_point:9,peopl:[15,16],per:[3,6,14,21],perceiv:3,percept:[3,17],perceptu:2,percuss:[9,17,20,21],percussionist:[2,3],perf:9,perfect:[2,3],perfectli:9,perform:[4,5,6,10,11,13,14,17,18,19,20,21],performance_dist_matrix:9,performance_hist_data:9,performance_histogram:9,performance_nam:9,period:[2,9,12],periya:[2,4],person:[0,3,5,8,20],perspect:[2,9,17],pes09:[2,17],pesch:[9,17],ph:9,phase:[2,6,9],phd:[2,3,17],phenomenon:3,phi:6,philosophi:17,phrase:[0,5,9],phraseolog:3,phrases_path:[5,9],physic:[2,3],pi:[6,14],pichu:17,pick:9,pid2019:15,piec:[2,3,5,6,7,14],pip:[1,5,6,7,9,12,13,14,20],pipelin:[1,5,6,20,21],pitch:[0,2,5,6,10,11,13,17,20],pitch_cent:9,pitch_data:9,pitch_dir:9,pitch_extract:[5,12],pitch_hist:9,pitch_path:[5,9],pitch_seq_to_c:9,pitch_track:9,pitch_voc:[5,9],pitch_vocal_path:[5,9],pk01:[4,17],place:[2,3,9],plai:[1,2,5,6,14,17,19],plain:[2,3,9],plaja:[8,9,16,17],plan:11,plasus:9,platform:9,plausibl:9,player:9,playlist:9,pleas:[5,6,7,8,9,10,13,14,16],pleasant:3,plot:[3,5,6,12,18],plot_kwarg:9,plot_pitch:[5,9],plot_subsequ:9,plot_waveform:18,plotter:9,plt:[6,9,12],plu:[0,12],pluck:[2,9],png:[9,18],point:[2,3,6,8,9,14,18,19],polyphon:17,pompeu:17,pop:7,popular:[2,3,9,17],port:0,porter:[15,17],portion:[0,2],porto:17,portug:17,posit:[2,9,14,18],position_unit:18,positon:18,possibl:[2,3,5,9,14],post:12,posterior:[17,20],pot:2,potenti:[5,9],power:[13,17],pp:9,pprint:[5,10,12,13,14,18,20,21],prabha:[9,17],practic:[2,3,6,8,9,17],practis:6,practition:9,pradarsini:17,prakashan:17,prateek:17,pre:[3,5,12,13,20,21],preced:3,precis:[2,3,9,18],precompos:2,precomput:9,predict:[5,9,12,13,18,20,21],predict_stm:20,predicted_akshara:18,predicted_beats_dict:18,predicted_fil:21,predicted_pitch:5,predicted_strok:21,predomin:[2,3,12,20],predominantli:2,preeti:[15,17],prefer:[11,12],prefix:9,preodmin:9,prescrib:3,presenc:[3,17],present:[2,3,5,6,7,8,9,12,18,19,21],press:[9,17],pressur:6,presum:3,pretrain:[9,20],pretrained_model:20,previou:[2,3],previous:3,primarili:9,princip:[12,21],principl:[2,3,9],print:[0,1,5,6,9,12,13,14,18,20,21],privat:[18,20],probabl:[9,12,20],problem:[1,2,3,5,7,9,12,14],proc:[9,17],proccess:9,proce:[5,20],proceed:[9,17],process:[0,2,3,5,9,10,12,13,14,17,20,21],processed_audios_path:20,produc:[2,3,6],profession:[2,3,9],profil:[3,9],programat:[0,5,14],progress:[2,3],project:[0,5,6,7,10,12,13,14,15,17,18,20,21],promin:3,proper:3,properli:[13,16,20],properti:[5,9,14,18],proport:9,propos:[3,10,13,14,20],prototyp:3,proven:[3,9],provid:[0,1,3,5,6,7,8,9,10,11,13,14,15,16,18,20],pss13:[0,17],pu:[9,17],publ:17,publicli:5,publish:[2,5,8,13,16,17],pull:21,pullum:9,puls:[0,2,3],pulsat:[2,3],pure:6,purpos:[0,2,5,6,13,18],put:5,py:9,pycompmus:0,pypi:5,pyplot:[6,9,12],python3:[5,9],python:[1,5,8,9,16],pytorch:20,quadrant:9,qualiti:[0,2,3,11,21],quantifi:9,quantiz:[17,20],question:[2,5,7,9],quick:[3,9],quintessenti:3,quit:[3,5,9,12,20,21],quot:9,quotechar:9,r2:9,r:[2,3,5,7,9,17],ra:[3,9],raaga:[0,5,9,13,17,18],rachel:17,rafael:17,rag:17,raga:[0,1,9,11,17],raga_norm:9,raga_recognit:[5,13],raga_track:9,raghuvara:[4,5,12,13],rais:[5,9],rajaganesh:2,rajappan:2,raju:2,ram04:[2,17],ram07:[2,17],ramakrishnan:2,ramanathan:[9,17],ramanl:17,ran:9,random:[1,5,9,21],random_track:1,randomli:[1,21],rang:[2,3,6,9],ranjani:[15,17],rank:17,rao:[15,17],rapid:5,rapidli:[7,20],rare:2,ras11:[14,17],rate:[1,5,6,9,12,14,18,20],rather:[2,3,9],ratio:6,raw:[6,9,16],rbr21:[1,17,19,21],rcond:9,re:[3,8,21],reach:[3,5],read:[6,7,8,9,18],read_csv:9,reader:[6,7,9],readi:14,readm:20,readworthi:17,real:[0,6],realiz:[3,9],reappear:3,reason:[0,1,6,14],rebuild:9,recal:[3,9],receiv:12,recent:[2,9,10,12,13,14,19],recit:2,recogn:13,recognis:[13,19],recognit:[2,9,10,17],recogniz:3,reconfirm:3,reconstruct:3,record:[0,1,2,3,6,9,11,12,13,14,17,18,19,20,21],rectangular:9,recur:3,recurr:3,red:9,reduc:[3,9,12],ref:[6,12],refer:[2,3,4,6,7,10,12,14,16,20],referencefrequ:14,reflect:9,refrain:[2,3],regard:[2,20],regardless:9,region:[2,9],regist:[0,2,5],regress:9,regular:[2,14,19],regularli:2,rel:[2,3,9],relat:[0,2,3,4,6,9,13,17,18,20],relationship:[3,9,19],relax:9,releas:[1,5,12,14,18,20],relev:[0,1,2,3,5,7,8,9,10,12,14,18,19,20],reli:[5,9],reliabl:[2,7,9,12],remain:2,remark:6,rememb:[9,14],remov:[9,20],render:3,rendit:11,repear:9,repeat:[9,17,20],repertoir:[0,1,2,5,6,9,17],repetit:[2,3,9],repetto:17,replac:9,replet:2,report:13,repositori:[2,5,7,9,20],repres:[0,1,2,3,9,20],represent:[2,3,9,10,12,13,14,17,20],reproduc:[5,17],request:[0,5,14,18,21],requir:[0,3,5,7,12,14],resampl:6,research:[0,1,2,5,8,9,11,13,16,17,18,19,20,21],reset:9,resolut:3,resolv:3,reson:[2,3],resourc:[8,11],respect:[0,1,2,5,9,20],rest:[2,3,9,14],restrict:[0,9,14],result:[0,2,3,18],results_dict:9,retriev:[1,3,6,8,9,13,17],reusabl:0,revers:11,review:[0,10,17,20],rhythm:[1,5,7,16,17,18],rhythmic:[2,3,9,18,19,20],ri:[2,9],richard:17,right:[5,7,8,9,12],ring:[2,3],ritigaula:9,ritigaula_svara:9,ritual:2,ritwik:4,rnatic:9,robert:17,rocket:7,roglan:[8,9,16,17],rohit:[15,17],role:[2,3,19],root:[2,9],ross:17,rotat:9,round:[2,6,9],routledg:17,roychowdhuri:17,rps17:[2,11,17],rps19:[17,20],rr10:[12,17],rrg:[10,17],rsps19:[2,11,17],rt:[5,9],rtype:9,rubinstein:17,rule:[3,9,12],run:[0,1,2,3,5,9,10,12,13,14,20],runabl:7,runner:1,rupa:17,s12046:17,s1:9,s2:9,s:[1,2,3,5,6,9,11,12,13,14,17,18,20,21],s_db:6,sa:[2,3,9,14],sabha:17,sadanand:17,sadhana:17,sadi:17,safe:20,sai:9,said:[0,1,3,5,6,7,13,14,18],salamon:17,salienc:[3,9,12],salient:[9,12],sam60:[4,17],sam:3,sama:[0,2,5,9,18],sama_path:[5,9],sambamoorthi:[2,17],same:[2,3,6,9,10],sampl:[1,3,6,9,12,18,20],sample_raga:9,sampler:[6,14],sampling_r:9,sampradaya:17,samsekai:9,samvadi:3,san:4,sancara:[9,17],sancara_search:9,sangeetha:17,sangita:17,sanjai:[5,9,12,13],sankalp:[9,15,17],sanskrit:[2,9],santoor:3,saraga1:[9,12],saraga:[1,5,12,13,17,20],saraga_carnat:[5,9,13,20],saraga_hindustani:[5,9,20],saraga_track:[5,13],sarang:3,sarangi:3,sargam:[2,9,17],sarod:3,sathwik:17,satisfi:9,saurastram:9,save:[0,9,13,14,18],save_annot:0,save_pitch_track:9,savefig:9,saxophon:2,sb21:[14,17],scale:[2,3,9],scarciti:21,scenario:[3,6,13],scheme:11,school:[2,3],scienc:0,scientia:17,scikit:21,scope:[1,2,3,17],score:3,screen:7,script:9,se:9,seaborn:9,search:[2,9,17],sec:18,second:[5,6,9,12,14,18,20],second_point:9,secret:0,section:[0,2,3,4,5,6,7,9,14,18,20],sectiondata:5,sections_path:[5,9],see:[0,1,2,3,4,5,6,7,8,9,13,14,20,21],seek:5,seem:9,seema:4,seen:[1,2,3,12,20,21],seg:14,segment:[2,3,5,11,12,17],segmentextractor:[5,9,10],select:[0,5,9,13,14,18,20,21],self:[7,20],self_similar:9,selvam:2,semant:17,semi:2,senior:2,sens:[2,20],sep:9,separ:[3,21],separate_to_fil:20,sequenc:[2,3,6,9,13,17,20],ser14:[0,17],seri:[9,10,12,20],serra:[8,9,16,17],sertan:17,serv:[0,2,3,5,6,8,9],seshagopalan:14,session:[7,13,19],set:[0,2,3,5,6,8,9,12,14,19,20,21],set_facecolor:9,set_visible_devic:[12,20],set_ylabel:9,set_ylim:12,set_ytick:9,setup:[3,16],seven:2,sever:[1,2,3,6,9,12,14,16],sg12:[12,17],sgrs20:[1,17],sgs12:[1,14,17],shadja:17,shadow:[2,3,9],shamika:4,shannon:6,shape:[6,9,12],share:[0,4,9,14],shareabl:[14,20],sharex:12,sharma:4,sharp:2,shcs15:[17,18],shcs16:[1,17],she:4,shehnai:3,shift:2,shikarpur:17,shine:[3,9],shirodkar:4,shortag:[12,20],shorter:[3,9],should:[0,2,3,5,7,8,9,20],shouldn:9,show:[5,6,9,11,12,13,14,17,18,20],showcas:[2,3,5,6,13,18,20],shown:[2,9],shrei:[9,15,17],shriramkumar:2,shruti:3,shtcs16:[17,18],shuai:17,shubham:15,side:[2,5,7,8,9,21],sierra:9,signal:[9,12,14,17,18,20],signal_spectrum:6,signific:[2,3,9],silambarasan:2,silambena:9,silenc:9,silence_mask:9,sim:9,similar:[2,14,17],similarili:3,similarli:2,simpl:[2,6,14],simplic:[2,21],sin:[6,14],sinc:[2,3,6,9,12,21],sing:[9,12,17,20],singer:[2,9],singh:17,singl:[2,3,6,12,13,18],sinusoid:6,sinusoid_220:6,sinusoid_440:6,sinusoid_880:6,sister:[2,9],sitar:3,site:9,siti:17,six:[3,9],size:[6,9,18],skg:[5,13,17],skill:[2,3],skip:9,skip_blank_lin:9,skipfoot:9,skipinitialspac:9,skiprow:9,sklearn:9,slack:8,slice:18,slide:[2,6,9],slight:9,slightli:[2,3,9],slow:3,slowli:3,small:[2,3,9],smart_open:9,smart_open_lib:9,smc:[9,12],smooth:9,smoother:6,sn:9,snippet:[1,5,7,9,14,20],so:[0,2,5,6,9,21],sobel:9,social:17,societi:[8,9,17],soft:3,softwar:[0,1,5,8,16,17],solo:[2,3,17],soloist:[3,9],solut:[1,9],some:[0,2,3,4,5,6,7,9,13,14,20,21],someth:9,sometim:[2,3,9,14],somewher:3,sonant:3,sonimbu:6,soon:[10,19],sophist:2,sordo:17,sort:9,sound:[2,3,6,9],sourc:[1,5,6,7,9,12],south:[2,4,9,17],souvenir:17,space:[2,9,13],spain:17,span:3,spanish:15,spars:9,sparse_orig_lookup:9,spdmg:3,speak:20,spec_path:9,specci:9,special:[2,3,6,21],specif:[0,3,5,6,8,9,13,14,18,20,21],specifi:[3,5,9,14],specshow:[6,12],spectral:18,spectrogram:[6,12],spectrum:6,speech:[9,17],speed:2,spell:2,sphinx:9,spleeter:20,split:[6,9,20,21],split_dict:21,split_nam:21,splits_path:20,spltp1:9,spltp:9,spontan:2,spot:[2,9,17],spread:9,squar:9,squeez:9,sr:[1,5,6,9,12,14,18,20],srdjan:17,sreeniva:17,sri:[5,12,13],srinivasamurthi:[2,3,8,16,17],srt:[5,18],ss14a:[1,17],ss14b:[17,18],ss:9,ssp:17,stabil:9,stability_mask:9,stabl:[2,3,9],stacklevel:9,stage:[3,13,17],stai:2,stamp:[12,20],stand:[6,9],standard:[1,3,5,6,9,14,18,19,20],stanlei:17,stanza:3,star:5,start:[2,5,9,11,14,18,20,21],starts_sec:9,starts_seq:9,stat:9,state:[6,9,12,17,20],statement:6,statist:[0,10,17],stem:20,step:[6,7,9,12,18,21],stft:[6,12],sthayi:3,still:[6,13],stochast:17,stock:3,storage_opt:9,store:[5,9,14,18,20,21],str:[5,6,9,14,18],straight:9,strategi:11,stream:3,stream_executor:9,stress:3,strict:[3,9],strikingli:3,string:18,stringio:9,strive:2,stroke:[1,17,19],stroke_classif:21,stroke_dict:1,stroke_nam:[1,21],strong:[2,9],stronger:9,strongest:3,strongli:[2,9],structur:[5,9,12,17,18,20],struggl:20,student:9,studi:[0,5,6,7,9,17],style:[2,3,4,5,7,9,17],stylist:3,styliz:[0,3,5],subbarama:17,subdivid:3,subdivis:[2,3],subhalakshmi:4,subject:[3,9],subplot:[6,9,12],subrahmanyan:[5,9,12,13],subramanian:17,subsequ:[1,9],subset:2,substanti:2,subsum:2,subtl:[2,3],success:3,sudden:9,sudh:3,suffici:[2,3,9],suggest:[3,6,7,9],sugunaalaya:[5,12,13],sum:[6,9],sum_:9,sum_dist:9,sumitra:9,summed_d:9,sun:[9,17],sung:[2,3,6,9],superfici:[2,9],superscript:3,supervis:[17,18],support:[1,4,5,6,8,9,14,16,18,20,21],supress:[1,10,12,13,14,18,20,21],sure:[1,5,6,7,12,14,16,18,20],surfac:[2,3,17,20],surround:9,sustain:3,suzhou:17,svara:[3,9,17],svara_cents_carnatic_path:9,svara_cents_path:9,svara_lookup:9,svara_lookup_carnatic_path:9,svara_lookup_path:9,svara_map:9,svara_pitch:9,svara_pitch_c:9,svm:21,svm_accuraci:21,swapnil:17,swara:17,swarada:15,swarangi:4,syllab:17,syllabl:9,symbol:9,symmetr:9,symposium:9,synth:[9,12],synthes:14,synthesi:11,synthesiz:11,synthesized_tambura:14,system:[2,3,6,9,17],t1:[9,18],t2:[9,18],t:[2,3,4,5,6,9,14,17,20],ta:[1,2,3,4,21],taa:3,taala:[0,5,18],tabl:[2,9,17],tabla:[1,4,17,19,21],tackl:12,tag:[0,13],take:[0,3,5,6,7,9,10,14,18,20,21],taken:[3,9,21],tala:[0,2,3,5,9,17,18],talent:2,tambourin:2,tambura:[11,14,20],tan:3,tani:2,tanjor:[9,17],tanpura:[3,9],tap:[2,3],tar:20,tarfil:20,target:[9,12,13,18,20,21],task:[2,5,6,8,9,10,12,13,14,18,20,21],tasl:17,taslp:17,tat:2,tavil:2,taylan:17,tba:9,te:3,teach:[2,3],team:5,techiniqu:9,technic:[3,7,9],techniqu:[9,10,12],technolog:[3,7,8,16,17],tejaswi:17,tell:9,temper:9,tempi:3,templ:2,tempo:[3,5,9,17,18,20],tempo_path:[5,9],tempor:[3,9,17],ten:2,tend:[2,13],tension:3,tensorflow:[5,9,12,20],term:[2,4,9,14],termin:[5,9],terminolog:[2,3],test:[3,6,21],test_1:6,testing_sampl:6,text:[7,9,16],text_ful:9,textfileread:9,textur:[2,3],tf:[12,20],tf_cpp_min_log_level:[12,20],tg:2,th:[2,3,12],tha:[1,21],thailand:17,tham:[1,21],than:[2,3,9,13],thank:[8,16],thei:[2,3,9],them:[2,3,6,9,18,19,20],themselv:2,theorem:6,theoret:[2,3,9],theori:[3,9],therefor:[1,2,3,5,6,7,9,12,13,18,20],thesi:[2,3,17],thi:[0,1,3,4,5,6,9,10,11,13,14,15,18,19,20,21],thing:[6,9],thippur:17,thiruloki:2,this_data:9,this_pitch:9,this_silence_mask:9,this_stable_mask:9,this_tim:9,thom:[1,21],thoma:[8,9,16,17],thor:17,thoroughli:1,those:[2,7,9],though:[2,3,9,14,20],thought:9,thousand:9,three:[2,6,9],threshold:9,through:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,16,17,18,19,20,21],throughout:[2,3,7,15],thrown:5,thu:[2,3,9],ti:3,tic:9,tick:[2,3,9],tier:9,tight_layout:9,tightli:9,tii:3,tilak:3,timbr:[5,6,7,19,21],timbral:[2,3],time:[0,1,2,3,5,7,9,10,12,13,17,18,19,20],time_stamp:18,time_step:18,time_unit:18,timedelta:6,timekeep:3,timestep:9,tin:3,tip:7,tismir:17,tit:3,titl:[5,6,8,9,16],tm:2,to_aenea:9,to_cqt_repr:9,to_datetim:9,todai:[2,12],todi:9,togeth:[2,4,5,9],token:[0,5,14,20],ton:5,tone:[2,3,6],tonic:[0,1,2,3,5,11,13,17,21],tonic_1:14,tonic_2:14,tonic_dataset:14,tonic_identif:[5,9,14],tonic_multipitch:14,tonic_track:14,tonicext:9,tonicindianmultipitch:[5,9,14],too:[0,9,13],tool:[0,1,6,7,8,9,10,11,12,13,14,15,16,18,20,21],top:[0,6,7,9,10,12,13,18,20],topic:[5,6,7,8,9,13],torch:[9,13,20],toronto:[9,17],total:[3,6],touch:[8,9],toward:9,tpu:[7,13],tqdm:9,tra:3,traceback:9,track:[0,1,2,3,5,12,13,14,17,18,20,21],track_1:14,track_2:14,track_data:[9,13],track_id:[1,5,9,14,18,21],trade:9,tradit:[0,1,2,3,7,8,9,10,12,13,14,17,18,20],train:[3,5,9,13,19,20,21],train_model:21,train_split:21,trainabl:5,transact:17,transcrib:[3,11],transcript:[2,3,5,9,17],transform:6,transit:3,translat:2,transliter:9,transmit:[2,3],transport_param:9,travers:9,tread:3,treat:3,treatis:2,trebl:3,trend:[3,8],triangular:9,true_valu:9,truth:[9,12,18,21],tsv:9,tune:[2,3,9,14],tupl:[1,14],turn:9,tutor:[5,13,18],tutori:[0,1,4,5,6,7,9,10,12,13,14,16,18,20,21],twice:9,twinx:9,two:[0,2,4,6,9,14,17,18,19,20,21],txt:[5,7,9],type:[0,2,6,9,14,18,21],typic:[2,3,6,7,9,11,12,14,20],typo:7,typolog:2,u5:1,udio:14,uk:17,ultim:5,umayalpuram:2,unavail:20,unbroken:9,uncom:[9,13,20],uncommon:9,uncompr:20,uncompress:20,under:[0,3,4,9,14,18],underli:[2,3,9],understand:[3,6,8,9,14],understood:[2,3,9],unequ:[2,3],unexpect:9,unfold:9,unfolded_data:9,unfortun:[14,18],ungrammat:3,uniform:2,unintuit:3,uniqu:[0,1,5,9,13,14],unique_raga:9,unison:[2,3],unit:[2,3,9],univers:[9,17],universidad:15,universitat:17,unix:[5,7,20],unknown:9,unlimit:9,unmet:3,unmistak:3,until:12,untrain:5,unzip:[5,14],up:[3,6,8,9],updat:[5,9,14,20,21],update_fold:20,update_mod:20,upgrad:[14,20],upper:2,upshot:2,uri:9,url:[8,16,17],us:[1,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21],usa:17,usag:[8,12,17,20],usecol:9,user:[5,9,14],usic:5,usual:2,utat:5,utf:9,util:[6,9,12,21],uuid:[5,13],v0:5,v1:20,v:[9,17],vadi:3,valid:[1,3,5,9,14,20,21],validate_separ:9,valu:[6,9,12,14],valueerror:9,vam17:[10,17],vancouv:17,vani:[9,12,13],vara:3,vari:[2,3],variabl:[2,3,6,9,18,20],variant:[2,6],variat:[3,9],varieti:[2,3],variou:[2,6,9],varnam:14,vast:5,vasudevacharya:4,vector:[6,21],vedha:17,velankar_patterns_2018:17,venkata:17,venkatasubramanian:15,venkateshwaran:2,venv:7,verbos:[9,20],veri:[2,3,5,6,9,12,14,18,19,21],verif:17,verma:17,versatil:[5,11],version:[1,2,3,5,9,12,14,16,18,20],vertic:3,via:[3,9],vibrat:6,video:[4,13],view:[3,6,9,14,17],viewpoint:3,vignesh:[4,9,17],vij09:[2,17],vijayakrishnan:17,vina:4,vinutha:17,violin:[2,3,4,5,9,20],violin_path:9,violinist:[2,9],viraraghavan:[15,17],virtual:7,virtualenv:5,vis77:[2,17],vishwanath:4,vishweshwara:17,visibl:[1,3,5,7,8,12],vistar:3,visual:[0,2,6,9],visualis:[5,12,18,21],visualizatiom:12,viswanathan:[2,9,17],vk18:[10,17],voc:20,vocal:[3,4,5,9,10,12,14,17,20],vocal_path:9,vocalist:[2,3,9],voic:[2,12,20],vol:9,volum:[6,17],vowel:2,vpma20:[2,11,17],vs:3,vstack:9,vvpr15:[17,20],w:9,wa:[6,9],wai:[1,2,3,4,5,6,7,9,17],walkthrough:[0,5,9,10,12,14,16,20,21],want:[6,9,21],warn:[1,3,5,9,10,12,13,14,18,20,21],warn_bad_lin:9,warp:9,warrant:9,waspaa:17,wav:[1,6,20,21],wave:[3,6],waveform:[5,6,9,18],waveform_play:9,we:[0,1,4,5,6,7,8,9,12,13,14,15,16,18,20,21],weak:20,web:[7,9,11,17],webbook:[7,9,14,16],webpag:2,websit:14,wei:17,weight:[5,12,13,20],well:[0,1,2,3,7,9,15,21],were:[3,9],western:[2,3,9,17],wget:20,what:[2,3,5,6,7,16,20],when:[2,3,5,6,9,12],where:[2,3,5,6,7,9,14,18,20],wherea:3,wherev:2,whether:[9,20],which:[0,1,2,3,5,6,7,8,9,11,12,13,14,18,19,20],whilst:9,white:12,who:[2,9],whole:[16,21],whose:3,why:[6,13],widdess:17,wide:[2,3],widen:3,wider:[6,9],width:[3,9],wikimedia:9,willing:14,window:[6,9],window_s:9,within:[0,1,2,3,4,5,6,9,10,14,18,20,21],without:[1,2,3,14],word:[2,6],work:[1,2,3,5,6,8,9,11,12,13,14,15,20,21],workflow:14,workshop:17,world:[0,6,9,17],worth:9,would:[2,3,5,8,9,14,15,18,20],wrapper:[1,6,9,12,13,20],write:[0,1,5,7,9,14,15],written:[2,3,6,9],www:17,x0:9,x1:9,x2:9,x64:9,x:[1,6,9,14,17,20,21],x_axi:[6,12],x_coord:9,x_i:9,x_proc:9,xavier:[8,9,16,17],xf:6,xiaoheng:17,xin:9,xlabel:[6,9],xlim:[6,9],y0:9,y1:9,y2:9,y:[6,9,12,15,21],y_axi:[6,12],y_coord:9,y_max:9,yaman:13,year:[8,16],yeshwant:17,yet:[1,3,9],yi1:9,yi2:9,yi:17,yin:9,ylabel:[6,9],ylim:6,york:17,you:[0,1,5,6,7,8,9,11,12,13,14,16,18,20,21],your:[0,1,5,6,7,8,9,13,14,18,20],yourself:[5,9],ysyl21:[12,17],ytick:9,yticks_dict:9,yu:[9,17],zenodo:[9,14,17,18],zero:[2,3,9],zip:9},titles:["Accessing the Dunya Corpora","Datasets","Carnatic Music","Hindustani music","Indian Art Music","compIAM package","Python for audio processing","Setting everything up","Welcome!","Exploring R\u0101ga Performance in Carnatic Music","Melodic pattern dicovery","Melodic transcription","Pitch extraction","Automatic raga recognition","Tonic identification","Acknowledgements","Citing this work","References","Meter analysis","Percussion transcription","Music segmentation","Stroke classification"],titleterms:{"1":9,"2":9,"3":9,"4":9,"5":9,"6":9,"7":9,"8":9,"\u0101vart":3,"ak\u1e63ara":2,"b\u014dl":3,"bh\u0101va":2,"class":3,"do":0,"final":12,"function":5,"import":5,"long":3,"m\u0101tr\u0101":3,"na\u1e0de":2,"pi\u1e0di":2,"r\u0101ga":[2,9],"r\u016bpak":3,"sa\u00f1c\u0101ra":2,"sa\u00f1cara":10,"sa\u1e45g\u012bta":2,"short":[2,3],"solka\u1e6d\u1e6du":2,"t\u0101\u1e37a":2,"t\u0101l":3,"tamb\u016br\u0101":2,"vibh\u0101g":3,A:[9,20],For:3,The:[2,3,5],about:[8,9],access:0,acknowledg:15,acronym:6,across:9,akshara:18,alli:3,along:2,also:2,an:[2,6,9],analysi:[9,18],annot:9,api:0,ar:[2,3],art:[4,20],audio:6,author:9,automat:13,avail:5,avart:3,background:9,bandish:20,base:[2,11],basic:5,beat:2,book:[7,8],brows:0,build:7,canon:3,carnat:[2,4,9,11,12,18],characterist:2,cite:16,classif:21,cloud:7,cluster:9,collaboratori:7,column:[2,3],combin:[2,3],compiam:5,compon:5,compos:2,composit:2,concept:2,conclus:9,consist:3,contribut:[1,5],corpora:0,cycl:2,data:[0,9],dataload:1,dataset:[1,9,18],datastet:9,deepsrgm:13,densiti:9,descript:[2,3],dhrupad:20,dicoveri:10,discret:6,discuss:9,dissert:[2,3],distribut:3,domain:6,drone:2,drum:3,dunya:0,e:3,each:[2,3],epistemolog:3,error:9,evalu:9,everyth:7,exampl:9,explor:9,extent:5,extract:[9,12],featur:9,fix:9,fold:9,format:2,fourth:3,frequenc:6,ftanet:12,g:3,gamaka:2,get:[0,7,8],given:2,googl:7,grammar:3,group:[2,3,9],ha:3,hierarchi:3,hindustani:[3,4,18],identif:14,improvis:2,includ:0,indian:[4,20],indic:2,instal:5,instanc:12,instrument:2,integr:5,introduct:9,join:8,kalpita:2,khayal:3,last:[2,3],led:2,left:[2,3],length:3,let:8,load:6,load_corpora:5,load_dataset:5,load_model:5,loader:1,local:7,manodharma:2,melod:[2,9,10,11],melodia:12,meter:[2,3,18],mirdata:1,most:2,motif:3,motiv:5,mridangam:[2,21],multi:14,music:[2,3,4,9,11,18,20],non:12,note:20,number:[2,3],packag:5,pattern:[9,10],per:2,percuss:[2,3,19],perform:[2,3,9],phrase:[2,3],pitch:[3,9,12,14],plai:3,plot:9,pre:2,predomin:9,process:6,provid:2,puls:18,python:[0,6],raga:[3,13],recognit:13,refer:[8,9,17],relev:6,repertoir:3,repres:6,represent:6,requir:9,respect:3,result:9,rhyhtm:18,rhythm:[2,3],right:[2,3],run:7,s:8,saraga:9,sbt:11,search:10,second:3,segment:[9,20],self:9,separ:20,set:7,setup:9,shape:3,show:[2,3],shown:3,signal:6,similar:[3,9],simultan:3,singl:9,some:12,sourc:20,spoiler:19,start:8,state:11,stroke:[2,3,21],structur:[2,3,7],svara:2,syllabl:[2,3],symbol:[2,3],tabl:3,tabla:3,term:3,thi:[2,7,8,12,16],third:3,thought:12,three:3,timbr:[2,3],time:6,togeth:3,tonal:3,tonic:[9,14],tool:5,touch:7,track:9,tracker:18,train:12,transcript:[11,19],tutori:8,two:3,up:7,us:[0,2,3,8],usag:5,util:5,variat:2,visualis:[6,9],vocal:2,we:[2,3],websit:0,welcom:8,what:[0,8,9],why:[1,5],work:16,wrapper:5}})
\ No newline at end of file
+Search.setIndex({docnames:["corpora_and_datasets/corpora","corpora_and_datasets/datasets","indian_art_music/carnatic-music","indian_art_music/hindustani-music","indian_art_music/iam","introduction/compiam","introduction/python","introduction/setup","landing","melodic_analysis/exploring-raga","melodic_analysis/melodic-pattern-discovery","melodic_analysis/melodic-transcription","melodic_analysis/pitch-extraction","melodic_analysis/raga-recognition","melodic_analysis/tonic-identification","resources/acknowledgements","resources/citing","resources/references","rhythmic_analysis/meter_analysis","rhythmic_analysis/percussion-transcription","structure_analysis/music-segmentation","timbre_analysis/stroke-classification"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":5,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinxcontrib.bibtex":9,sphinx:56},filenames:["corpora_and_datasets/corpora.md","corpora_and_datasets/datasets.ipynb","indian_art_music/carnatic-music.md","indian_art_music/hindustani-music.md","indian_art_music/iam.md","introduction/compiam.ipynb","introduction/python.ipynb","introduction/setup.md","landing.md","melodic_analysis/exploring-raga.ipynb","melodic_analysis/melodic-pattern-discovery.ipynb","melodic_analysis/melodic-transcription.md","melodic_analysis/pitch-extraction.ipynb","melodic_analysis/raga-recognition.ipynb","melodic_analysis/tonic-identification.ipynb","resources/acknowledgements.md","resources/citing.md","resources/references.md","rhythmic_analysis/meter_analysis.ipynb","rhythmic_analysis/percussion-transcription.ipynb","structure_analysis/music-segmentation.ipynb","timbre_analysis/stroke-classification.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,3,5,6,9,12,13,14,16,17,18,20,21],"00":6,"001":[1,9],"00181579589844":12,"0029024943310657597":12,"005804988662131519":12,"008707482993197279":12,"01":[9,14,20],"011609977324263039":12,"017":21,"019":17,"02":9,"0247879":18,"0247879048950763":18,"026":21,"03":[6,9],"035":9,"03828942":18,"039":21,"04":9,"045":21,"05":9,"05khz":6,"0727024693833":9,"078821":18,"08335718":18,"0897321852624526":18,"08973219":18,"09":9,"09298215":17,"09551":18,"0a6ebaa4":14,"0bde":20,"0cent":9,"0f65281e5714":20,"0hz":9,"0m":20,"0x7fb773a7f9d0":9,"0x7fb773e740a0":9,"1":[1,2,3,5,6,12,13,14,16,17,18,20,21],"10":[2,3,5,6,9,15,17,18,21],"100":[9,14],"1000":[6,9],"10001":18,"1007":17,"101":[9,17],"102":9,"1029":17,"102986490901300204":17,"1036":17,"104":17,"1046":9,"106":[9,17],"107":9,"1080":17,"108_pullum_silambena_kan":9,"109":[9,17],"109_sri_raghuvara_sugunaalaya":[5,13],"10b02c9e0597":13,"10th":17,"11":[3,9,17,18],"110":9,"1109":17,"1111":17,"1112":17,"111403gb":15,"112":9,"1121":17,"113":[9,17],"114":9,"115":[9,17],"116":9,"117":9,"1177":17,"118":[9,17],"119":[9,17],"119280":9,"119306":9,"12":[2,3,9,12,17,18],"120":9,"1200":9,"1200cent":9,"12071":17,"123b09bd":13,"125":14,"126":21,"127":17,"13":[9,17,18],"130":9,"13039":15,"131":[9,14,17],"1318":9,"132":9,"134":9,"135":9,"136":17,"138":14,"139":17,"1396":9,"13th":[9,17],"14":[2,5,9,10,13,17,18],"140":17,"1417567":17,"142":14,"1439":9,"1441":9,"1442":9,"145":17,"1454049387666":9,"146":9,"14th":[9,17],"15":[3,6,9,12,17,18,19],"150":3,"151":17,"155":17,"156":9,"15th":9,"16":[1,3,9,13,17],"161":9,"162":9,"163":9,"164":9,"165":9,"166":9,"167":9,"168":9,"168209":18,"16khz":6,"16th":17,"17":[2,3,9,17],"170":17,"1733":9,"1734":9,"1735":9,"1736":9,"1737":9,"1738":9,"1739":9,"174":[9,17],"1740":9,"1741":9,"1742":9,"1743":9,"1744":9,"1745":9,"1746":9,"175":[2,9],"1759":17,"177":9,"1770":17,"178":9,"179":9,"17th":17,"18":[3,9,17],"180":[9,14,17],"181":9,"182":9,"183":9,"184":9,"184898":18,"185":9,"186":9,"187":9,"18th":17,"19":[1,3,9,17],"193":9,"195":9,"1960":17,"197":17,"1977":[9,17],"1993":17,"1995":17,"1998":2,"1hz":6,"1khz":6,"1s":6,"2":[1,2,3,5,6,12,13,14,17,18,20],"20":[3,9,18],"2000":[6,9,12,17],"2000x500":18,"2001":17,"2004":[9,17],"2005":17,"2006":17,"2007":17,"2008":17,"2009":[9,17],"2010":17,"2011":17,"2012":[9,17],"2013":[9,17],"2014":[9,17],"2015":17,"2016":[4,9,17],"2017":[9,17],"2018":17,"2019":[9,17],"201905":18,"2020":17,"202083458945747":18,"20208346":18,"2021":[1,9,17],"2022":[2,4,8,9,13,16,17],"203":17,"2042124":17,"20675":12,"209":9,"20gb":9,"20th":[9,17],"21":[3,9],"210":9,"211":9,"21447953665023":9,"2145":17,"2154":17,"2188515":17,"219":9,"21st":17,"22":[6,9,13,17],"220":[6,12],"22050":6,"220hz":6,"222":12,"224030__akshaylaya__bheem":1,"224976":1,"225104":21,"225104__akshaylaya__thi":21,"226097":21,"226097__akshaylaya__thi":21,"226559__akshaylaya__dheem":21,"226722__akshaylaya__num":21,"227731__akshaylaya__cha":21,"228925__akshaylaya__dhin":21,"229":9,"229153702302":9,"229472":1,"229472__akshaylaya__tham":1,"22nd":17,"23":9,"2305260375701":9,"23065405":18,"2306540519864908":18,"233":9,"2330":17,"23rd":[8,17],"24":9,"2400":9,"243":17,"245":9,"246":17,"249":9,"24gb":5,"25":[9,14],"250":9,"251":[9,17],"255":[9,17],"26":[9,17],"261":9,"264":17,"268175617345825":9,"269":9,"27":9,"270":9,"271":17,"273":17,"27987622":18,"28":9,"280":[9,17],"286":17,"29":[9,17],"290":17,"2908098775332":9,"293":9,"293333":18,"29537696":18,"2953769624835365":18,"2nd":17,"2stem":20,"3":[2,3,5,6,12,13,14,17,18,20],"30":[9,18,20],"303":9,"30361988416256":9,"304":9,"3064079941216":9,"31":9,"3127828952509681":18,"3127829":18,"313":[9,17],"318":17,"32":[2,9,17],"323":21,"324":9,"325":9,"325556":18,"326":9,"327":9,"327326":9,"327357":9,"327376":9,"327605":9,"328":9,"329":9,"33":9,"330":9,"331":9,"349":9,"34mmir_dataset":20,"34mtesting_sampl":20,"35":[2,9,17],"350":9,"36":[9,17],"360":9,"361":9,"363":9,"38":[2,3,9],"385":17,"391":[9,17],"4":[0,2,3,13,14,18,20],"40":17,"40224309":18,"402243091983678":18,"40364421278775":9,"40381575469627":9,"40th":17,"41":9,"4133009992652":9,"419":9,"420":9,"421":9,"422":9,"423":9,"4245522":17,"42873":18,"4289590733005":9,"43":[9,17],"430":9,"433b":20,"436":14,"439":9,"44":[6,9],"440":6,"440hz":6,"44100":[6,9,14,18],"44100hz":6,"443197":18,"446":17,"45":[2,9],"452d":14,"458307404604":9,"46":9,"461":17,"46105207514":9,"466":9,"47":9,"4763296264147416":18,"47632963":18,"476644":18,"47_koti_janmani":9,"48":9,"48khz":6,"49":9,"499":[9,17],"4e64":13,"5":[1,2,12,13,14,17,18,21],"50":9,"5000":9,"501100011033":15,"504":[9,17],"5087277":17,"51":9,"51977275":18,"519772750636294":18,"52":9,"5217":17,"52195811841886":18,"52195812":18,"5221":17,"523":9,"5281":[9,17],"53":9,"533":17,"5334":17,"53635123469165":9,"53rd":17,"54":9,"540":17,"5553925":9,"55551":18,"55812072753906":12,"564382":[9,17],"57":9,"58":9,"585941":18,"587":9,"597":17,"59c88c32":20,"5_carnat":[9,12],"5th":17,"6":[2,3,6,13,17,18],"60":[3,9,14],"602":9,"603":17,"604":9,"605":[9,17],"607":9,"60723976832512":9,"608":9,"61":9,"611":17,"614576851151":9,"6152630187851":9,"62":9,"627846":18,"63":9,"639819":18,"64":9,"640x480":9,"65":9,"6532039970608":9,"659":9,"66":9,"67":9,"678":17,"68":9,"684":17,"6854598":17,"69":9,"698":9,"7":[2,3,13,18],"70":[3,9],"7036117":9,"70gb":7,"71":[9,17],"7177947":17,"72":9,"724":9,"725":9,"726":9,"727":9,"728":9,"729":9,"73":[9,17],"731":9,"732":9,"732721":18,"7342372":14,"73449479":18,"7344947946999327":18,"74":9,"7465017":18,"7465017000162537":18,"7471640":17,"7471682":17,"75":[9,14],"751":17,"757":17,"76":[9,17],"7633056640625":14,"765":9,"783":9,"784082":18,"79":17,"8":[2,5,13,17,18,20],"80":[9,14,17],"8064422607422":14,"8072884255755":9,"80763150939254":9,"81":9,"811":17,"815":17,"81781861":18,"8178186126347753":18,"818":9,"819":9,"82":9,"820":9,"821":9,"825918":18,"8266019985304":9,"82774189":18,"83":9,"832":9,"833":9,"834":9,"835":9,"837":9,"851":9,"852":9,"853":9,"854":9,"855":9,"856":9,"857":9,"85751717":18,"857918146601":9,"858":9,"858866":18,"859":9,"86":9,"860":9,"861":9,"862":9,"863":9,"864":9,"865":9,"866145":17,"87":9,"879":9,"87cc":14,"880":6,"880hz":6,"89":17,"89327":6,"8khz":6,"8th":17,"9":[3,5,9,12,13,17,18,21],"90":21,"901409168608751":18,"90140917":18,"9054435":17,"92":9,"92245834":18,"932":9,"935":9,"936":9,"937":9,"94":9,"9413444":17,"944127":18,"946":9,"947":9,"948":9,"95":[9,13,17],"950":9,"96":9,"965347392616":9,"9672343":17,"97":9,"98":9,"982404":18,"98267369630804":9,"99":[9,17],"9901":13,"99133684815402":9,"995":9,"99566842407701":9,"9975":9,"997834212038505":9,"\u00e4":17,"\u0101":17,"\u0101di":2,"\u0101l\u0101pana":[2,9,17],"\u0101vartana":2,"\u0101varttanam":2,"\u0113kt\u0101l":3,"\u015bruti":2,"\u091a\u0930":[2,9],"\u0938\u091e":[2,9],"\u1e63a\u1e0dja":[2,14],"\u1e6dh\u0113k\u0101":3,"a\u1e45ga":2,"abstract":3,"an\u0101gata":2,"at\u012bta":2,"b\u0101y\u0101n":3,"break":[3,9],"car\u1e47a":2,"cara\u1e47a":2,"case":[0,2,3,4,5,6,9,12,13,14,16,17,20,21],"catura\u015bra":2,"ch\u0101pu":2,"class":[0,5,14,18,20,21],"d\u00f6rfler":9,"d\u0101y\u0101n":3,"d\u0113\u015b":13,"da\u1e45ga\u1e41":2,"default":[5,6,7,9,13,18,20],"digg\u0101":3,"do":[1,2,3,5,6,7,8,9,11,12,13,20,21],"e\u1e0dupu":2,"final":[0,2,3,5,6,9,13,20],"float":[5,9,14],"function":[0,1,2,3,6,9,14,17,18,21],"g\u00f3mez":17,"ga\u1e6d":3,"gen\u00ed":[8,9,16,17],"gha\u1e6dam":2,"ghar\u0101n\u0101":3,"hamsadhv\u0101ni":13,"import":[0,1,2,3,6,7,8,9,10,12,13,14,15,18,20,21],"innovaci\u00f3n":15,"int":[9,18],"investigaci\u00f3n":15,"jhapt\u0101l":3,"juli\u00e0":9,"k\u0101yad\u0101":3,"k\u012brtana":2,"ka\u00f1j\u012bra":2,"kaly\u0101\u1e47":13,"kam\u0101":[9,13],"kar\u1e47\u0101t":4,"kh\u0101l\u012b":3,"kh\u0101li":3,"kha\u00f1jira":2,"kha\u1e47\u1e0da":2,"kham\u0101":4,"khay\u0101l":4,"khy\u0101l":3,"konnak\u014dl":2,"long":[2,6,7,9,13,14,17,18],"m\u00fcller":9,"m\u0113\u1e37am":[2,4],"m\u014dhana\u1e41":13,"m\u014drsi\u1e45g":2,"m\u1e5bda\u1e45gam":2,"mi\u015bra":2,"n\u0101gasvaram":2,"na\u1e0dai":2,"new":[5,7,9,14,17,20],"p\u0113\u015bk\u0101r":3,"pa\u00f1cama":2,"pakh\u0101vaj":3,"pala\u1e6d\u0101":3,"pradar\u015bini":2,"r\u0101g":4,"r\u0101ga":[4,14,17],"r\u0101ge\u015bri":4,"r\u0113l\u0101":3,"r\u012btigau\u1e37a":[2,9],"r\u016bpaka":2,"return":[1,2,9,14,21],"s\u0101hitya":2,"sa\u00f1c\u0101ra":9,"sa\u00f1ca":9,"samprad\u0101ya":2,"saur\u0101\u1e63tra\u1e41":9,"serr\u00e0":[9,17],"short":[6,13],"sv\u0101ra":14,"t\u0101\u1e37a":3,"t\u0101\u1e37am":2,"t\u0101l":2,"t\u012bnt\u0101l":3,"t\u014d\u1e0di":9,"tamb\u016br\u0101":[4,14],"tar\u0101na":4,"th\u0101l\u012b":3,"throw":14,"till\u0101n\u0101":2,"transient":3,"true":[0,5,9,12,14,21],"try":[6,13,20],"v\u012b\u1e47a":2,"var":9,"var\u0101\u1e37i":13,"var\u1e47am":2,"ve\u1e47u":2,"vila\u1e41bit":3,"while":[0,2,3,5,6,8,9,12,14,16,18,19,20,21],A:[2,3,5,6,12,13,15,17,19],AND:[13,20],And:[6,9,14,18],As:[1,2,3,6,9,12,13,14,20,21],At:[2,3,9,20],Be:6,But:[3,9,11],By:[1,6],For:[0,1,2,4,5,6,9,12,14,18],INTO:13,If:[0,3,5,6,7,8,9,12,16,18,20],In:[0,1,2,3,5,6,7,9,10,12,13,14,16,17,18,20,21],Is:9,It:[2,3,6,7,9,12],Its:17,NOT:21,No:[6,9],Not:[1,14],On:[9,10,17,20],One:[2,3,9],Such:2,THEN:13,That:[5,6,14,18,20],The:[0,1,4,6,7,9,11,12,13,14,16,17,18,19,20,21],There:[2,3,6,7,9,20],These:[2,3,4,5,6,7,9,11,18,19,20,21],To:[0,1,3,5,6,8,9,10,12],WITH:20,With:[2,3,9],_:9,__:[14,21],__dict__:[9,20],__get__:9,__init__:[9,20],__name__:9,__weakref__:20,_agglom:9,_build:7,_builtin_open:9,_carnat:9,_combin:9,_decor:9,_deprecate_kwarg:9,_deprecate_positional_arg:9,_engin:9,_format_argument_list:9,_inner_deprecate_positional_arg:9,_make_engin:9,_name:9,_num_sampl:9,_path:9,_read:9,_refine_defaults_read:9,_shortcut_open:9,_validate_data:9,_validate_nam:9,a1:9,a2006e96f16a:14,a2006e96f16a_0:14,a65a:13,a7af:14,ab:[6,12],abbrevi:7,abil:[9,13],abingdon:17,abkm14:[1,17,21],abl:[0,6,7,9,12],abm13:[17,21],abnorm:20,about:[3,5,6,14,20],abov:[2,3,4,5,6,9,14,18,20],abund:9,ac:2,academi:[9,17],accent:[2,3],accept:[3,9,13],accept_large_spars:9,accept_spars:9,access:[1,5,7,8,9,13,14,18,20],accompani:[0,2,3,4,9,11,17,20],accompanist:3,accompanying_vocal_path:9,accord:[3,11],account:[0,9,20],accuraci:[13,14,21],achiev:[6,9,19],acm:17,acoust:[3,9,17],acquir:2,across:[2,3,5,20],act:[2,3,4,9],activ:[0,5,7,14],actual:[2,6,9,14,18,20,21],ad:[5,9,14],adapt:[2,3,9,17,19],add:[2,3,9,21],add_center_to_mask:9,addit:[2,3,5,7,9,12,20],address:[2,3,8,16],adequ:2,adher:3,advanc:8,advantag:[1,5,6,10,21],advis:9,adyar:2,ae:17,aei:15,aenea:9,aeneas_annot:9,aesthet:[2,3,9],affect:9,affin:9,after:[2,3,7],afterward:5,again:[2,3,9,12,18,21],against:3,agencia:15,agglomerativeclust:9,aggreg:9,agre:3,ahira:13,ai:15,aid:2,aim:[3,5,10,12,14,18,19,20],air:6,ajai:[2,3,8,16,17],ajoi:3,aka:[4,6],akkarai:[2,4,9],akshara:0,aksharapulsetrack:[5,18],al:9,alankar:3,alap:3,alapana:[9,17],alarm:[9,12],alastair:[15,17],alathur:2,album:[0,5],album_artist:[5,9],algorithm:[6,9,11],alhaiya:3,ali:17,alia:1,align:[0,2,9,20],all:[0,1,2,3,5,6,7,8,9,14,16,20],all_arg:9,all_hist:9,all_pitch:9,all_seg:9,alli:[4,17],alloc:12,allow:[0,3,5,7,9,13],allow_arg:9,allow_nd:9,alok:17,along:[1,5,9],alongsid:[2,16],alpha:9,alreadi:[1,12,13,14,20,21],also:[0,1,3,5,6,7,8,9,11,12,13,14,16,18,19,20,21],alter:[2,9],altern:[3,9,20],although:[0,2,9,14,20],alwai:[2,6,9],ambigu:2,america:17,amitrajit:17,among:17,amount:[5,6,7,13,20],ampl:9,amplitud:6,amplitude_to_db:[6,12],amritha:2,an:[0,1,3,4,5,7,10,11,12,13,14,17,18,20,21],analog:[2,3,6],analys:3,analysi:[2,5,6,7,8,10,12,14,17,21],analyz:[2,6],anantapadmanabhan:17,anchor:9,anchor_mask:9,andr:17,andrea:17,ani:[2,3,5,6,7,9],annot:[0,1,2,5,12,14,18,20,21],annotations_ev:9,annotations_orig:9,annotations_path:[9,20],annual:17,anoth:[2,3,9,20],answer:3,antara:3,anupallavi:2,anupam:17,anyon:5,anyth:7,apart:9,api:[9,11],app:3,appar:[3,4],appear:[2,3,5,6,7,8,9,12,13,14],append:[1,9,20],appli:[3,6,9,18,20],applic:[3,6,9,17],appreci:2,approach:[2,6,8,10,11,12,13,14,17,18,20],appropi:6,appropri:[3,9],approxim:2,apt:18,ar:[0,1,4,5,6,7,9,10,11,12,13,14,16,18,20],arang:[6,9,14],aravind:17,area:[6,9],arg:[5,9,14,18],args_msg:9,argument:9,arkai:9,armin:17,arnat:9,aroha:3,arohana:[3,9],around:[2,5,9],arpan:17,arrai:[1,6,9,18],arrang:[14,20,21],art:[1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21],arthi:17,articl:3,artifact:9,artifici:12,artist:[0,2,3,5,9,14,18],arunprakash:[2,4],arzt:9,ascend:3,ashwin:[9,17],ashwini:[3,4],asian:[9,17],asin:6,ask:7,asp:6,aspect:[1,2,3,5,7,9,10],assert:9,assign:[2,9],assist:[5,9],associ:[0,2,3],assum:[2,9,12,14,20,21],athen:17,ati:3,atrr:[9,17],attempt:[2,20],attent:[3,9,10,12,17],attract:3,attribut:[3,5,9,14,16,18,20],audienc:2,audio:[0,1,2,3,5,9,11,12,13,14,17,18,20,21],audio_22050:6,audio_ghatam_path:[5,9],audio_mridangam_left_path:[5,9],audio_mridangam_right_path:[5,9],audio_origin:20,audio_path:[1,5,9,13,14,18,21],audio_short:5,audio_ton:14,audio_violin_path:[5,9],audio_vocal_pat:5,audio_vocal_path:9,audio_vocal_s_path:[5,9],audiolab:6,audiovisu:7,author:[2,4,8,13,16,17],autoencod:[9,10],autom:[2,9],automat:[0,9,11,12,14,17,19,20],avail:[0,1,7,9,10,11,12,13,14,18,19,20,21],available_strok:1,avaroha:3,averag:9,avoid:[9,14,20],avorohana:9,avrohana:3,avx2:9,avx512f:9,awai:6,awar:[5,20],ax2:9,ax:[6,9,12,18],axi:[9,20],axvlin:9,az487:9,b194:20,b:[1,2,3,9,21],back:6,background:[3,7,8],balanc:9,banarsidass:17,bandish:[3,5,12,17],bandwidth:9,bangkok:17,bar:[2,3],barcelona:17,barhat:3,barrel:2,base:[0,3,5,6,7,8,9,10,12,13,14,16,17,20,21],baseestim:9,baselin:[0,8],basenam:21,basi:[2,9],basic:[1,2,3,6,8,9,14,18,20,21],bass:[2,3,20],bayesian:[17,18],bear:[2,3,5,6,18],bearer:9,beat:[3,18],beatdata:[5,18],beats_path:18,becaus:[3,5,6,9,14,20],becom:[2,3,4],been:[0,1,2,3,5,9,10,11,12,13,14,15,18,19,20,21],befor:[2,3,5,6,7,9,12,14,20],beforehand:[9,13,20],begin:[2,3,9,14],behaviour:6,behind:14,being:[2,3,6,9,12,14,18,19,20],bello:17,bellur:[9,17],belong:[2,3,12],below:[0,1,4,9,14],bend:11,benefici:5,benefit:9,bengaluru:[8,16,17],ber08:[3,17],beronja:17,best:[3,12,20],better:[2,3,6,9,10,11,12,14],between:[2,3,4,6,9,14,18,19],bfr:[1,17],bhairav:13,bhairavi:[2,9,13],bhairavi_svara:9,bharadwaj:15,bhattacharje:17,bheem:[1,21],bhide:[3,4],bhupali:3,bib:16,bibtex:[5,14,16,18],big:[9,13],bigger:9,bilahari:13,bilaw:3,bin:[3,5],bin_thresh:9,binar:9,binari:9,binresolut:14,bis12:[14,17],biswa:17,bit:[3,5,16],bittner:17,black:12,block:[2,14,20],blue:9,bmk09:[2,17],bodi:[2,9],bold:[2,3],bombai:3,book:[5,9,15,16],booktitl:17,boost:[1,5],border:[2,9],both:[0,2,3,5,9,13,20],bottom:[3,8],bound:9,boundari:[2,3,9,17],boundaries_orig:9,boundaries_spars:9,box:[2,3,9,20],brace:3,branch:[9,12],brazil:[9,17],break_mask:9,breviti:2,brief:[0,3,6],briefli:7,bright:3,brindha:[2,4,8,9,16],bring:[1,5],broad:2,broader:5,broadli:[6,9],brocevarevarura:4,broken:9,brought:3,brows:[17,18],browser:[1,5,6,7,14,18,20],bruder:17,btw:6,buffer:9,bug:5,build:[0,2,6,9,10,13,20],built:[0,5,9],builtin:20,bump:9,button:[7,8],bw:9,bw_method:9,bypass:7,c:[3,6,9,21],cach:[5,9,14,18],cache_d:9,cache_dir:9,cached_properti:9,cadenti:2,cae:[5,9,12],caewrapp:[5,9,10],cai:9,calcul:[6,9],call:[2,3,5,9,14,18],campaign:12,can:[0,1,2,3,5,6,7,8,9,11,12,13,14,18,20,21],canada:[9,17],cannot:[2,9,14],canon:1,capabl:[12,18],captur:[3,6,9,12,13,18,20],care:[6,9],carefulli:[2,5,7],carnat:[0,1,3,5,6,7,8,10,13,14,16,17,19,20,21],carnatic_corpora:[0,5,14],caro:17,carri:[5,19],categor:19,categori:[4,5],categoris:2,caus:[2,9,12,20],cc:[0,5,9,14,20],ccl:9,cd:[5,7],ceil:6,cell:[5,7,9,14],cemgil:17,cent:[3,9],center:[1,3,6,9],centr:9,centroid:9,certain:[2,3,9,13],certainli:3,ch:2,cha:[1,21],chain:6,chakrabarti:3,challeng:[2,8],chanc:[3,5],chandrasekar:2,chandrasekara:4,chang:[2,9,12,20],channel:[4,6,8],chap:3,charact:[2,9],character:[2,3,9,17,19],characteris:9,characterist:[0,3,9,10,17,18,20],charulatha:2,check:[1,5,6,9,11,12,18,21],check_arrai:9,check_memori:9,check_param:9,checkpoint:5,cheri:17,chhotal:17,china:17,choi:17,choic:[3,9,10,21],choice_track:[1,21],choos:[3,9],choru:3,chosen:[2,3,9],chowdhari:17,chroma:6,cht:2,chunksiz:9,cict53865:17,cict:17,ciencia:15,citat:[5,14,16,18],cite:[5,8,9,14,18],citi:17,cl:9,cla08:[3,17],clai:2,claim:12,clap:[2,3],class_nam:9,classic:[9,17],classif:[9,17],classifi:[3,13,21],clayton:17,clean:[1,10,12,13,14,18,20,21],cleaner:11,clear:[2,3,9],clearli:[2,6,9],click:[7,8],clone:[5,7],close:[2,3,4,5,9,20],closefd:9,closest:[3,9],cloud:14,cm:14,cmr:18,coarticul:[9,17],code:[1,6,7,9,13,14,16,18,20],coerce_to_string_io:9,coexist:3,coher:[2,9],coincid:21,collab:[7,13,14],collabor:[5,9],collect:[0,1,2,5,7,9,15,17,20],color:[9,12],colorbar:6,colour:9,column:9,com:[5,6,7,20],combin:[6,9,10,12,20,21],come:[2,3,5,9,10,20],comfort:2,comma:3,command:[7,14],commenc:9,comment:9,common:[0,1,2,5,6,9,19,20],commonli:[3,6,12,14,20],commun:[1,5,17],comp:5,compact:[11,17],compaim:5,compani:17,companion:[9,17],compar:[3,18,21],comparison:9,competetit:18,compiam:[0,1,7,8,9,10,12,13,14,16,18,19,20,21],compiam_env:5,compiam_mtg_2022:16,compil:[1,9,12],complement:2,complementari:0,complet:[0,2,5,6,7,9,20],complex:[6,9,10],complex_auto:9,compmus:[0,1,14,15,17,18],compmusic_carnatic_rhythm:[5,9,18,20],compmusic_hindustani_rhythm:[5,9,20],compmusic_indian_ton:[5,9,14,20],compmusic_raga:[5,9,20],compon:[0,6,9,17],compos:[3,7],composit:[3,4,9],comprehens:[3,5],compress:9,compris:[2,3,9],comput:[0,1,2,3,5,6,7,8,9,12,13,14,16,17,20,21],concaten:9,concept:[0,3,4,8,9,14,16,17],conceptu:9,concert:[0,2,3,5,9,17],conclud:10,concur:2,conda:7,conf:9,conf_path:9,confer:[8,9,17],confid:18,confidence_unit:18,config:[12,20],configur:20,confirm:18,conform:3,confus:3,connect:[3,9,12],consecut:9,consecutic:9,consent:[2,3],consequ:20,consid:[1,2,3,6,9,13,20],consider:[2,3,20],consist:[2,9],conspicu:3,constitut:[3,9],constrain:3,constraint:5,construct:[2,9],consult:[2,3],contact:9,contain:[2,5,7,9],contemporari:4,content:[0,4,6,7,9],context:[0,2,3,5,6,7,9,12,14,17,20],continu:[3,5,6,9,12],contour:[3,17,20],contribut:[3,9,16],contributor:9,convei:3,conveni:[2,3,4,18],convent:[3,13],convers:9,convert:[6,9,18],convini:7,convolut:9,cool:[7,12,20],coordin:[8,9],copi:9,core:[3,5,9,10],corpora:[1,5,13,14,16,17,20],corpu:[0,1,8,9,16],correct:[2,9,20],correctli:[6,9],correpond:9,correspond:[3,5,9,12,13,19,20],corrobor:9,corrupt:[1,5],could:[2,6,9],count:3,coupl:14,cours:[3,6],coursera:6,cover:[4,5,9,18],coverag:0,cpu:9,cpu_feature_guard:9,cr:[13,17],craft:[13,18,20],creat:[1,2,6,7,9,17,18,20,21],create_if_not_exist:9,creation:[2,9],creativ:[0,2,3],critic:9,cross:9,crucial:[1,7],csh:21,csv:[9,11],ctonic:[5,9],ctonic_path:[5,9],cuda:[9,12],cuda_diagnost:9,cuda_driv:9,cuda_vari:9,cuda_visible_devic:12,cudart:9,cudart_stub:9,cue:[3,20],cuinit:9,cultur:[2,9,17],cummul:9,cumul:3,curat:4,curitiba:[9,17],current:[2,20],curv:[5,9,11,13,14],cut:9,cv2:9,cycl:[3,17,18],cyclic:2,cymbal:2,d1:9,d2:9,d:[1,3,6,9,12,21],da:[2,3],daa:3,danc:17,dash:9,data:[1,3,5,6,7,8,10,11,12,13,14,16,17,18,20,21],data_extend:9,data_hom:[5,9,13,14,18,21],data_octav:9,data_sep:9,databas:[0,14,20],databaset:0,dataload:[5,13,14,18,21],datas:5,dataset:[5,7,12,13,14,16,17,20,21],datast:5,date:1,date_pars:9,datetim:6,datum:9,david:17,dayfirst:9,db:[6,20],de:[15,20],deactiv:12,deal:9,debug:[12,20],decent:[9,12],decid:3,decim:9,decompos:6,decomposit:6,decor:[2,9],decreas:[3,9],deep:[5,6,9,17,20],deepak:17,deepsrgm:[5,12,17],deezer:20,def:9,defin:[2,3,6,9,20,21],definit:[2,3,9],degre:[2,3,9],delai:17,delft:[9,17],delhi:[9,17],deliber:9,delim_whitespac:9,delimit:[3,9],delin:3,demand:3,demonstr:[2,9],denot:3,depend:[2,3,5,6,7,9,12,13,14],deprecate_kwarg:9,deprecate_nonkeyword_argu:9,deriv:3,descend:3,describ:[2,3,9,11],descript:[0,5,11],descriptor:20,deshkar:3,deshpand:[4,9,17],design:[0,1,5,8,10],desir:[9,20],despit:2,detail:[0,2,3,5,6,11,12,14,18,20],detect:[3,9,12,17,18],determin:[9,21],develop:[0,3,4,5,6,7,9],deviat:[3,9],devic:[9,12,20],devot:4,dh3:2,dh3m:2,dh3t:2,dh4:2,dh4t:2,dha:[2,3,9],dhe:3,dheem:[1,21],dhet:3,dhi:3,dhin:[1,3,21],dhr:3,dhrupad:[3,4,5,12,17],dhrupad_bandish_segment:20,dhrupadbandishsegment:20,di:3,diagon:9,dialect:9,dict:[5,9,13,18],dictcomp:9,dictionari:[1,9,17,18,20,21],dicuss:8,did:20,differ:[2,3,4,5,6,7,9,16,19,20,21],differenti:9,difficult:9,difficulti:5,digit:6,dik08:[2,17],diksitar:17,dimens:[6,9,12],dimension:[3,6],din:3,ding:3,dir:14,direct:9,directli:[5,9,12,20,21],directori:[5,9,18,20],disabl:[12,20],disambigu:2,discov:[2,17],discoveri:[2,3,9,10,17],discrep:9,discrimin:3,discuss:[2,3,15],displai:[1,2,5,6,9,12,14,18,20],display_matrix:9,disregard:6,dist_measur:9,distanc:[3,9],distinct:[2,3,9],distinguish:[3,9],distribut:[9,13,17],dive:20,diverg:3,divers:14,divid:[0,2,3,6,9],divis:2,dl:[5,6,7,10,12,13,14,19,20],dlerror:9,dm:2,dn:2,dndp:3,dnt:2,doc:14,document:[0,1,2,3,5,6,9,12,13,14,20,21],doe:[1,2,3,5,6,8,9,14,18,20,21],doi:[9,17],domain:[9,12,13],domin:2,don:[5,9],done:[1,2,3,5,6,7,11,20],door:[0,1,20],dorakuna:9,dot:9,doubl:[2,7],doublequot:9,down:[2,3],downbeat:3,download:[0,1,5,7,9,10,14,16,18,20,21],download_mp3:[0,14,20],downsampl:9,dr:[3,9,17],draw:[2,19],drive:10,driven:[1,5,17],driver:9,drone:[3,9,14,20],drop:9,drum:[2,17,19,20],drut:3,dsh:[1,21],dso_load:9,dtw:9,dtype:[1,6,9],due:[2,3,9,14],duel:2,dunya:[5,13,14,17,20],dupl:2,durat:[2,3,6,9],duration_22050:6,dure:[2,3,5,9,13,20],durinng:6,dut95:[3,17],dutta:[9,15,17],dynam:[3,9,17],e:[0,2,5,6,9,14],each:[0,1,5,6,9,14,16,18,19,20],ear:6,earlier:[9,21],easi:[0,1,5,9],easili:[0,1,5,6,8,9,14,20],ed:[9,17],edg:9,edit:[4,7,8,17],editor:17,effect:[2,9],effici:[17,18],effort:[1,11],either:[2,3,9],elabor:[2,3,9],electr:17,electron:[2,3,17],element:[1,2,3,5,6,9,14,18,20],elif:9,els:[9,20,21],emerg:3,emilia:17,emin:3,emot:2,emphas:9,emphasi:[3,9],emphasis:9,emphasize_diagon:9,empir:[3,17],empti:9,enabl:[2,9],encod:9,encoding_error:9,encount:7,encourag:9,encout:5,encylcopaedia:17,end:[2,3,5,9,12,13,18],energi:6,engag:5,engin:[9,17],english:[2,9,17],enhanc:8,enjoi:7,ennairam:2,enough:[3,13],enquiri:7,ensembl:2,ensur:[0,6,9],ensure_2d:9,ensure_min_featur:9,ensure_min_sampl:9,entir:[0,1,6,7,8,10,13,14,21],entireti:9,entiti:3,entri:[0,6,13,16],entropi:9,enumer:[9,18],environ:[6,7,12,20],equal:[2,3,9],equidist:2,equival:2,eric:9,erlangen:6,errno:9,error:[5,7,14],error_bad_lin:9,error_messag:9,escapechar:9,especi:[1,2,5,12,13],essenti:[3,9],essentia:[6,12,14,21],estat:15,estd:6,esteem:9,estim:[3,9,12,14,18,20,21],et:9,etc:[9,14],eurogenet:[2,3],evad:2,eval_path:21,evalu:[3,6,7,12,13,14,21],evaluation_split:21,even:[2,3,6,7,9,20],event:[2,3],everi:[3,9],everyon:5,everyth:9,evid:3,evolv:[3,5],exactli:[6,9],exampl:[0,1,2,3,4,5,6,7,12,13,14,18,20,21],exce:9,except:[2,3,9],excerpt:[9,11,14],exclus:9,exclusion_mask:9,exclusion_mask_cent:9,execut:[3,14],exist:[2,3,5,9],exlcus:9,expand:5,expect:[2,6,7,8,9,20],expens:9,experi:[5,6,8,9,12,17,20],experienc:2,expert:[0,3,9],explain:2,explicit:[0,2,5,6,9,14],explicitli:[2,16],exploit:17,explor:[0,2,7,17],exploratori:9,exposit:2,exposur:2,express:[2,9],expriment:5,exrract:9,extempor:2,extend:[2,7,9,18],extens:0,extent:[3,9],extern:9,extra:[10,12,13,14,18,20,21],extra_arg:9,extract:[0,2,3,5,6,10,11,13,14,17,18,20],extract_featur:9,extract_pitch_track:9,extract_seg:9,extract_stability_mask:9,extractal:20,extractor:[9,14,18],extrem:[2,3],f0data:5,f1:9,f2f2f2:9,f:[6,9,17],f_:[6,18],fabra:17,facet:9,fact:[0,2,3,6,9,10],factor:[2,9,17,20,21],fail:9,fall:3,fals:[0,9,12,20],false_valu:9,familiar:[2,6,7,8],far:20,farther:9,fast:[3,5,6],faster:9,favor:3,fea:4,feat:13,featur:[0,2,3,4,5,6,7,10,12,13,14,17,18,20,21],features_path:20,feed:21,feedback:9,feel:[1,2,5,7,21],festiv:[4,17],few:[2,3,6,7,21],fewer:2,fft:6,field:[5,6],fifth:[2,3],fig:[2,3,6,9,12],figsiz:[6,9,12],figur:[2,3,6,9,18],file:[0,5,7,9,11,18,20,21],file_path:[18,20],file_path_or_obj:9,filenam:[6,9],filenotfounderror:9,filepath:21,filepath_or_buff:9,fill:[7,9],filler:3,filter:[0,3,9,14,17,18],filterwarn:[1,5,10,12,13,14,18,20,21],final_point:9,find:[5,9],find_stack_level:9,finger:2,fingerprint:9,finish:18,firebrick:9,first:[1,2,3,4,5,6,9,12,13,14,18,20,21],first_point:9,fit:9,five:[2,3],fix:[2,3,5],flag:9,flam:3,flexibl:[3,9],flick:[2,9],float_precis:9,flow:2,flush_matplotlib:9,flute:[2,3],fma:9,fmp:6,fobj:9,focu:[2,3,9,12],focus:[0,5],fold:[3,20],folder:[7,9,13,14,20],follow:[1,2,3,5,6,7,9,10,14,18,20,21],fontsiz:9,foot:[2,3],forc:9,force_all_finit:9,form:[2,3,5,6,9,17,18,20],format:[1,4,6,9,11,16,18,20,21],former:3,formula:6,forward:[12,18],found:[1,2,9,12,18,20],foundat:[9,17],four:[1,2,3,17],four_way_tabla:[5,9,20],fourier:6,frame:[2,6,9],frames:14,framework:[2,3,9],franc:17,free:[1,3,5,7,21],freedom:2,frequenc:[9,12,17],frequent:[3,9],fresher:5,from:[0,1,2,3,4,5,6,8,9,10,12,13,14,16,17,18,20,21],fruit:15,fs:6,fta:[9,12],ftanet:[5,9],ftanet_carnat:[5,12],ftanet_pitch_track:12,ftanetcarnat:[5,12],fuent:17,full:[3,9],full_dataset:18,fulli:[2,3],func:9,fund:15,fundament:[3,5],further:[1,2,3,5,6,7,9,11,12,14],furthermor:[2,3],fuse:[9,12],futher:18,futur:[9,18],futurewarn:9,fv:9,g2:9,g:[0,2,6,9,14,17],ga1:9,ga:[2,3,9],gain:8,gamak:3,gamaka:[9,11,17],ganguli:[3,8,16,17],gap:[3,9],garland:17,gati:2,gaussian:9,gayathri:17,gayatri:4,gca:9,ge:3,gemoetri:9,gender:14,gener:[3,5,6,9,17,18,20,21],geometr:9,georgaki:9,gestalt:3,gestur:[2,3,9,17],get:[1,5,9,12,13,14,18,20,21],get_annot:0,get_artist:0,get_audio_path:9,get_collect:[0,14],get_featur:13,get_handl:9,get_i:9,get_pitch_dens:9,get_random_track_split:21,get_record:[0,14],get_svara_pitch:9,get_svara_pitch_carnat:9,get_text:9,get_x:9,get_xydata:9,get_ylim:9,getattr:9,getx_min:9,gety_max:9,gety_min:9,ggsr16:[17,20],ghar:17,gharana:3,ghatam:[4,5,9],ghatam_path:9,ghe:3,ghi:3,gi:[3,4],girish:17,git:[5,7],github:[5,7,8,9,16,20],give:9,given:[0,1,3,4,5,6,9,12,13,14,18,19,20,21],glide:3,global:9,glottal:9,go:[6,7,9,10,12,14,18,21],goal:[2,5,9,20],goe:[0,5],good:[0,2,9,21],googl:[13,14],gopala:[2,9,15,17],got93:[3,17],got:21,gottlieb:17,gouyon:9,govern:3,gpu:[7,9,12,13,20],gr18:[13,17],gradient:9,gradual:3,grammar:[2,9,13],grammat:3,grant:0,graphic:[2,3],great:[1,3,5],greater:[2,9],greatli:[2,9],greec:17,green:9,grid:9,ground:[2,9,12,18,21],group:[4,5],group_seg:9,grove:17,grow:9,gsg:[1,13,17],gsis15a:[10,12,17],gsis15b:[10,17],gsis16:[10,13,17],gsk:[17,19],gss12:[14,17],guarante:2,guidanc:15,guidelin:[1,5,9],gulati:[9,15,17],gupta:17,guruguha:17,gz:20,h:[6,9,17],ha:[0,1,2,5,9,10,12,13,14,15,17,19,20,21],had:12,half:6,hand:[2,3,9,13,14,18,20],handbook:17,handcraft:20,handi:[5,7,10,11],handl:[6,9],hann:6,happen:3,harm:6,harmon:14,harmonicweight:14,harmonium:[3,4,20],harold:17,harp:2,has_index_nam:9,hat:9,have:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,18,19,20,21],head:[2,4],header:9,headphon:6,hear:6,heard:6,heavi:[2,9],held:[3,9],help:[1,2,3,5,6,7,9,12,15,18,20],hema:[9,15,17],henc:[2,3],her:2,here:[0,2,3,5,6,7,8,9,11,12,14,15,20],herrera:9,hertz:6,hesit:[7,8],hestit:5,heterophon:[2,3,9],heurist:[5,12,14],hg:15,hi:[2,3],hierarch:[2,9,17,18],high:[6,9,20],higher:[3,6,13],highli:[3,9],highlight:[2,6],hindustani:[0,1,2,5,6,7,8,9,10,11,12,13,14,16,17,19,20,21],hist:9,histogram:[3,9],histor:[12,21],histori:[4,17],holzapfel:17,home:1,hop:[6,9],hop_length:9,hop_sec:9,hope:[6,8],hopsiz:14,host:[7,9],hostedtoolcach:9,hour:[2,9,12],hous:17,how:[1,2,3,5,6,9,13,14,18,20,21],howev:[2,3,5,6,7,9,12,13,14,20],htm:17,html:7,http:[5,7,8,9,14,16,17,20],huge:[1,5],human:2,humri:4,hz:[6,9],i00:15,i:[1,3,5,9],iam:[1,5,7,8,9,16],iam_tutorial_ismir22:[8,16],ibiblio:17,icassp39728:17,icassp40776:17,icassp:[9,17],icmc:[9,17],icon:7,id:[0,1,5,13,14,18,21],idbm13:[2,10,17],idea:[2,9,14],ideal:9,idenitfi:9,ident:[3,17],identif:[9,17],identifi:[0,2,9,13,14,18,20,21],idx:18,ieee:[9,17],ignor:[1,5,9,10,12,13,14,18,20,21],ii:[3,17],illustr:[2,3,9,17],imag:[2,6,9,17,20],imagin:[2,3,9],img:[6,12],imit:[2,3],immedi:3,imod:9,implement:[5,9,16],impli:3,implic:[2,6],implicit:9,import_modul:9,importerror:9,impos:9,imposs:2,improv:[5,9,14],improvis:[3,17],improvisatori:[2,3,9],imshow:9,inc:17,includ:[1,2,3,5,6,7,9,12,13,16,18,20,21],incorpor:[2,3],increas:3,inde:9,independ:[3,17],index:[7,9,12],index_col:9,india:[3,4,8,16,17,20],indian:[1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,18,19,21],indian_art_music_tonic_1:14,indic:[3,5,6,7,9,13,18,20],indiranagar:17,individu:[2,3,9],indiviud:9,induc:3,infanc:9,infer:[12,13,18,20],infer_datetime_format:9,info:[12,20],inform:[0,1,3,5,6,8,9,10,12,13,14,17,18,20],init:20,initi:[0,1,5,12,13,14,18,20],initialis:[12,18],inner:3,inner_f:9,input:[0,5,6,9,11,12,14,18,20],inquiri:9,inscript:17,insensit:11,insert:9,insight:[1,3,5],inspect:9,instal:[1,6,7,9,11,12,13,14,20],instanc:[0,2,3,9,13,14,18,20,21],instant:[2,3],instead:[2,9,16,21],institut:[3,17],instruct:[9,10,11,14],instrument:[0,3,6,9,12,14,16,18,19,20,21],instrumentalist:2,integ:[18,20],integr:[1,2,9,21],intend:[9,13],intensif:3,interact:[0,7,14],intercecpt:9,interest:[1,2,3,5,6,7,9,12,20],interfac:[0,7],interfer:20,intern:[8,9,17],internet:17,interp:9,interpol:[9,11],interpolate_below_length:9,interpret:[3,9],interv:3,inton:[3,9],intransfer:5,intric:3,introduc:[3,5,7,18],introduct:[3,6,7,12,13,14,16,18,20],introductori:[4,19],intuit:[9,14],invari:9,investig:9,invit:8,involv:[2,5,9,15],io:[3,8,9,16],ioarg:9,iohandl:9,ipd:[1,5,6,14,18,20],ipy_audio:9,ipynb:7,ipython:[1,5,6,9,14,18,20],ir:9,iranian:17,irregular:2,irrelev:9,is_text:9,isbn:[9,17],ishwar:[9,17],isinst:9,ismir22:[7,8,9,16],ismir:[1,8,9,13,17],isochron:[2,3],isol:[9,12,20],issu:[1,3,5,7,9],itanpura:3,item:[1,2,9,17,21],iter:9,its:[2,3,5,9,11,13],itself:[2,3,9,10],iyermalai:2,j:[2,9,17],janmani:[2,9],jansson:17,jaw:2,jayalakshmi:2,joan:[9,17],joe:17,join:[5,6,9,12,14,18,20],jom:15,jonathan:17,journal:[9,17],json:9,jupyt:[6,7],just:[2,3,5,6,7,9,12,13,14,18,20],justin:17,k:[2,9,17],ka:3,kafi:3,kala:[9,17],kalpanasvara:2,kama:9,kamaraj:2,kamod:3,kan:[3,9],kannan:2,kanti:[3,8,16,17],karnatak:17,karnataka:[9,17],kas00:[2,17],kassebaum:17,kat:3,katz:17,kaustuv:[3,8,9,16,17],kda:3,kde:9,kdeplot:9,ke:3,keep:[1,2,3,10,12,13,14,18,20,21],keep_date_col:9,keep_default_na:9,kei:[1,2,3,9,19,21],kell:17,kept:0,kernel:9,keunwoo:17,keyerror:9,ki12:[2,17],ki:3,kii:3,kindli:7,know:[6,8,9,14],knowledg:[2,3,9,12,14,17,20],known:[2,3,6,9],koduri:[2,9,15,17],kohlrausch:17,koti:[2,9],kouroupetrogl:9,kra:3,kri:3,krishna:[2,4,9,15,17],krishnamurthi:4,krishnan:[2,4,17],kru:3,kumar:17,kuriakos:15,kwarg:9,kwd:9,kwds_default:9,kwonly_arg:9,l:9,la:[9,17],label:[1,9,12,18],label_row:9,labels_:9,lack:12,lag:9,lai:3,laid:3,lambda:9,land:7,landmark:[3,9],languag:[9,17],laptop:13,lara:[2,4,8,9,16,17],larg:[0,2,3,4,7,9,17],larger:7,last:[9,20],later:2,latest:[1,5,14],latin:9,latter:3,lattner:9,laudan:17,launch:5,laverag:12,laya:3,layakari:3,ld_library_path:9,lead:[2,3,9],lead_instrument_cod:18,leakag:20,learn:[1,5,6,7,8,9,12,17,21],learner:3,learnt:[9,10],least:[3,9],leav:9,led:3,left:[5,7,8,9],legend:12,len:[6,9,14],length:[2,6,9],lengths_sec:9,lengths_seq:9,lenianc:9,less:3,lesson:17,let:[0,1,5,6,9,12,13,14,18,20,21],level:[2,3,7,8,9,20,21],leverag:9,lexic:3,lf:2,lft:2,lg:9,li:[3,4,9,17],lib64:9,lib:9,libcuda:9,libcudart:9,librari:[1,5,6,9],librosa:[6,9,12,20],licens:0,light:[9,13],like:[1,2,3,6,7,8,9,12,15,18,20],likewis:[9,18],limit:[3,6,9],linalg:9,line2d:9,line:[2,3,7,9,10,13,14,17],line_through_point:9,lineag:[2,3,9],linear:[6,11,12],linestyl:9,linetermin:9,linewidth:9,link:[3,5,6,8,10],linkag:9,list:[0,1,2,5,9,12,13,14,18,20,21],list_available_typ:0,list_concert:0,list_corpora:5,list_dataset:[1,5,9,20],list_model:[5,12,20],list_strok:21,list_task:5,list_tool:[5,10,12,13,14,20],listcomp:9,listen:[0,2,3,6,9,14,18,20],liter:2,literatur:[5,7,12,14],littl:7,live:[2,9,12,20,21],load:[0,1,5,9,12,13,14,18,20,21],load_annot:9,load_corpora:[0,14,20],load_dataset:[1,9,13,14,18],load_metadata:9,load_model:[9,12,13,20],load_mridangam_dataset:21,load_pitch_track:9,load_ton:9,load_track:[1,5,9,13,14,18,21],loader:[5,13,14,21],local:[3,5,9,10,14,18],local_path:9,locat:[14,19,20],log:9,logical_or:9,lohiya:15,london:17,longer:[2,9],look:[1,5,6,8,9,14,18,20],lookup:9,loop:0,loos:[2,3],lot:[6,9,12],low:[3,20,21],low_memori:9,lower:[3,6],lowest:3,lowpass:3,ls:[9,20],lstm:13,lstsq:9,ludwig:[9,17],lute:9,lyric:2,m1:9,m:[4,5,6,9,17,20],m_dict:9,ma:[2,9,15],machin:[0,5,6,7,9,13,14,21],macmillan:17,madan:2,made:[1,5,9],madhukaun:13,madhusudhan:17,madhya:3,madhyama:2,madra:17,magdalena:17,magnitud:[9,18],magnitudecompress:14,magnitudethreshold:14,mahal:[9,12,13],maharashtra:[9,17],mai:[0,1,2,3,5,6,7,9,11,13,14,16,20,21],main:[2,3,7,8,9,18,19,20,21],mainli:[3,5],maintain:[3,5],major:[2,3],make:[1,2,3,5,6,7,8,9,12,14,16,18,20],mali:2,mandolin:2,mangle_dupe_col:9,mani:[2,3,5,6,9,12,18,21],manickavasakan:[2,4,8,9,16],manifest:3,manjabhat:9,manner:5,manoj:17,manual:[9,14],map:[9,13],marath:4,margin:3,mariu:[15,17],mark:[2,3,9],marker:3,martin:[9,17],mask:9,massiv:[6,20],master:17,match:9,materi:[2,3,6,7,9,14,17,18],math:6,matplotlib:[6,9,12],matrix:[9,17],matter:6,mavr20:[17,20],max:[6,9,12],max_m:9,maxim:3,maximum:9,maxtonicfrequ:14,mayb:12,mbid:[0,5,14,18],mc19:[13,17],mciu:15,mckinnei:17,md:20,me:1,mean:[2,3,9,12],meant:5,meanwhil:4,measur:[3,6,9],median:3,medium:3,meend:3,meh08:[3,17],mehta:17,mel:6,melismat:2,melod:[0,3,12,13,14,16,17,20],melodi:[2,3,5,6,7,9,10,11,12,13,14,17],melodia:5,melodia_pitch_track:12,memori:[9,13],memory_map:9,mention:[1,2,3,9,13,14,20],menu:[7,8],merg:9,messag:5,met:3,metadata:[0,2,5,9,13,14,18],metadata_path:[5,9],meter:[5,17,20],meter_path:18,method:[0,1,5,8,9,12,13,14,16,18,20],metr:17,metric:[2,3,9,17,18],mgmpmmgrg:2,michael:17,microphon:9,middl:2,midi:11,might:[2,3,6,9,12,13],min_m:9,min_pattern_length_second:9,min_stab_sec:9,mind:[5,6,14,18],mine:17,minimum:9,ministerio:15,minor:9,mintonicfrequ:14,minut:[2,3,9,14],mir11:[3,17],mir:[1,2,5,6,9,14,18],mir_dataset:[1,5,12,13,14,18,21],mirata:18,mirdangam:21,mirdata:[5,9,13,14,17,18,20,21],mirex:12,miron:[15,17],miss:[5,17,21],mistak:9,mix:[3,6,9],mixtur:[0,9,12,20],mkdir:20,ml:[5,6,7,12],mnemon:[2,3],mnemonictranscript:5,modal:17,mode:[9,20],model:[3,5,6,9,10,12,13,16,17,18,19,20,21],model_nam:9,model_path:[9,20],models_dict:9,modern:6,modifi:7,modul:[2,3,5,6,9,18,20],module_nam:9,modulenotfounderror:9,moham:17,mohan:2,moment:[9,18,20],mono:6,monoload:6,monophon:[2,3,9,20],monphon:21,montreal:17,mood:2,more:[1,2,3,4,5,6,8,9,10,12,14,18,19,20,21],moreov:7,morpholog:9,mors:2,most:[1,3,6,7,9,10,12,13,14,18,19,20],mostli:9,motif:[2,9,17],motil:17,motiv:17,mouth:2,move:[2,4,9,12,14],movement:[2,9,11,13,17],mp3:[9,12,14,20],mphrase:9,mpm:3,mr:2,mridangam:[1,3,4,5,9,17],mridangam_id:21,mridangam_left:9,mridangam_right:9,mridangam_strok:[1,5,9,20],mridangam_stroke_1:[1,21],mridangam_track:[1,21],mridangamstrokeclassif:21,msc:21,msg:9,mtg:[5,7,8,9,16],much:[2,3,5,9,14],multi:[0,20],multidisciplinari:9,multimod:[13,17],multipitch:17,multipl:[1,2,3,6,9,10,20],multitrack:9,mumbai:[9,17],murali:2,murthi:[2,9,15,17],musa:17,music:[0,1,5,6,7,8,10,12,13,14,15,16,17,19,21],musica:17,musicbrainz:[0,5,14,18],musicbrainzid:0,musicextract:21,musician:[2,3,9,17],musicolog:[2,3,6,9,12,17,20],musicologist:[2,3,9],musicresearchlibrari:17,must:[0,5,6,9,12],mysor:4,n2:9,n:[3,9,14,17,21],n_cluster:9,n_featur:9,n_raga:9,n_sampl:9,n_track:9,na:[2,3],na_filt:9,na_valu:9,nai05:[3,17],naimpal:17,naiv:9,name:[1,2,3,5,6,9,12,13,18,20,21],nameerror:9,nanditha:2,nativ:9,natur:[2,6],navig:7,nayaki:14,ncol:12,ndian:5,ndim:9,nearest:9,necessarili:[2,9],need:[0,1,2,3,5,6,7,9,11,12,13,14,16,18,20,21],neg:[9,17],neglect:3,neighbor:3,neighbour:9,neighbourhood:9,neither:9,net:[9,12,17,20],netherland:[9,17],network:[9,12,13,17],neural:9,nevertheless:2,new_arg_nam:9,new_arg_valu:9,new_point1:9,new_point2:9,newlin:9,next:[0,2,3,7],ni:[2,9],nice:[5,6,13,21],ninnu:4,nirav:2,nitin:9,nm:2,nmt:2,nnnsndmgm:9,no_valid:9,nois:9,noisi:9,non:[0,2,3,5,7,9,14,17,20],none:[5,9,12,18,20],nonetheless:[5,18],nooshin:17,normal:[2,3,6],normalfont:17,normalis:[9,14],normalised_nam:9,north:[4,17],northern:20,not_us:9,notabl:[2,3,6,19],notat:[2,3,9,11,17],note:[0,2,3,6,7,9,12,13,21],notebook:[6,7,9,10,13,14],notic:20,notion:3,notwithstand:2,novel:[3,13],now:[0,5,6,7,9,12,13,14,16,18,20,21],np:[1,5,6,9,10,12,13,14],nprps22:[10,17],nr:9,nrow:[9,12],nuanc:3,num:[1,21],num_allow_arg:9,num_of_beat:18,num_of_sama:18,numba:20,number:[5,6,9,12,17,18,20],numberharmon:14,numer:[1,3],numpi:[1,5,6,9,10,12,13,14],nuttal:[8,9,16,17],nvidia:9,nw06:[2,17],nya:3,nyquist:6,obj:9,object:[9,20],obligatori:3,observ:[1,3,6,7,9,12,13,14,18,20],obtain:[2,3,8,9,11],obvious:5,ocatav:9,occasion:[2,3,9],occupi:[13,18],occur:[2,3,9],occurr:9,octav:[2,3,9],off:9,offer:[5,8,21],offici:5,offset:2,often:[2,3,4,9,14],ok:[6,9,20],omeka:17,omit:3,on_bad_lin:9,one:[0,2,3,6,9,12,20],oneapi:9,onednn:9,ones:[3,9],ongo:9,onli:[0,2,3,5,6,9,11,12,13,14,20],onlin:[5,7,8,9,17,20],onomatopo:[2,3],onset:[18,19],onto:9,oop:[13,20],open:[0,1,2,3,5,7,8,9,17,20,21],open_kwarg:9,openli:[0,9,14],oper:[5,9,14,20],opt:9,optim:9,option:[2,3,5,8,9,12,13,14,18,20,21],oral:[2,3,9],order:[0,2,3,8,9,12,14,18],org:[9,14,17],organ:[1,2,5,7],orig_sparse_lookup:9,origin:[2,6,9,12,13,16,20],original_audios_path:20,ornament:[2,3,9],os:[5,6,9,10,12,14,18,20,21],oscil:[2,3,6,9],oscillatori:[2,6],other:[0,2,3,5,6,9,13,17,18,20,21],otherwis:[3,8,9,12,14,18,21],our:[0,1,3,5,6,7,9,12,13,18,20,21],our_track:5,ourselv:[1,3],out:[0,3,5,6,9,12,14,18,19,20,21],out_dir:9,out_path:9,outlin:[3,7,8],output:[11,12,14,20,21],output_dir:20,output_path:18,outset:9,outstand:3,over:[2,3,9],overal:[2,3],overlai:9,overlaid:9,overlap:[3,6,9],overlin:3,overview:[0,6,8],ow:9,own:[2,3,5,7,9],oxford:[9,17],p1:9,p:[2,3,5,9,17],pa:[2,9],pace:3,pack:9,packag:[6,9],padam:2,page:[7,8,9,17],pair:[3,17],pairwis:9,pairwsi:9,pakad:3,pakh:20,pakhawaj:[3,20],pal:[4,17],pallavi:2,palm:3,pan:6,panda:9,pandit:17,paper:[9,12,13],paragraph:6,parallel:9,param:[9,18,20],paramashivan:17,paramet:[0,3,9,14],parametr:9,pari:17,pars:[0,1,13,14,20],parse_d:9,parser:9,part:[0,2,3,6,8,9],parth:17,partial_perc:9,particl:[17,18],particuarli:9,particular:[0,2,3,5,6,7,9,12,13,14,20,21],particularli:[2,9,20],pass:[9,13],passag:2,pat:5,path:[0,5,6,7,9,12,14,18,20,21],path_or_buf:9,paticular:21,pattern:[2,3,5,17,19,20],patttern:9,paus:3,pd:9,pdf:[9,20],pea16:[2,17],pea21:[2,17],pea22:[2,17],peak:[6,9],pearson:[2,4,8,9,16,17],pedagogi:3,penultimate_point:9,peopl:[15,16],per:[3,6,14,21],perceiv:3,percept:[3,17],perceptu:2,percuss:[9,17,20,21],percussionist:[2,3],perf:9,perfect:[2,3],perfectli:9,perform:[4,5,6,10,11,13,14,17,18,19,20,21],performance_dist_matrix:9,performance_hist_data:9,performance_histogram:9,performance_nam:9,period:[2,9,12],periya:[2,4],person:[0,3,5,8,20],perspect:[2,9,17],pes09:[2,17],pesch:[9,17],ph:9,phase:[2,6,9],phd:[2,3,17],phenomenon:3,phi:6,philosophi:17,phrase:[0,5,9],phraseolog:3,phrases_path:[5,9],physic:[2,3],pi:[6,14],pichu:17,pick:9,pid2019:15,piec:[2,3,5,6,7,14],pip:[1,5,6,7,9,12,13,14,20],pipelin:[1,5,6,20,21],pitch:[0,2,5,6,10,11,13,17,20],pitch_cent:9,pitch_data:9,pitch_dir:9,pitch_extract:[5,12],pitch_hist:9,pitch_path:[5,9],pitch_seq_to_c:9,pitch_track:9,pitch_voc:[5,9],pitch_vocal_path:[5,9],pk01:[4,17],place:[2,3,9],plai:[1,2,5,6,14,17,19],plain:[2,3,9],plaja:[8,9,16,17],plan:11,plasus:9,platform:9,plausibl:9,player:9,playlist:9,pleas:[5,6,7,8,9,10,13,14,16],pleasant:3,plot:[3,5,6,12,18],plot_kwarg:9,plot_pitch:[5,9],plot_subsequ:9,plot_waveform:18,plotter:9,plt:[6,9,12],plu:[0,12],pluck:[2,9],png:[9,18],point:[2,3,6,8,9,14,18,19],polyphon:17,pompeu:17,pop:7,popular:[2,3,9,17],port:0,porter:[15,17],portion:[0,2],porto:17,portug:17,posit:[2,9,14,18],position_unit:18,positon:18,possibl:[2,3,5,9,14],post:12,posterior:[17,20],pot:2,potenti:[5,9],power:[13,17],pp:9,pprint:[5,10,12,13,14,18,20,21],prabha:[9,17],practic:[2,3,6,8,9,17],practis:6,practition:9,pradarsini:17,prakashan:17,prateek:17,pre:[3,5,12,13,20,21],preced:3,precis:[2,3,9,18],precompos:2,precomput:9,predict:[5,9,12,13,18,20,21],predict_stm:20,predicted_akshara:18,predicted_beats_dict:18,predicted_fil:21,predicted_pitch:5,predicted_strok:21,predomin:[2,3,12,20],predominantli:2,preeti:[15,17],prefer:[11,12],prefix:9,preodmin:9,prescrib:3,presenc:[3,17],present:[2,3,5,6,7,8,9,12,18,19,21],press:[9,17],pressur:6,presum:3,pretrain:[9,20],pretrained_model:20,previou:[2,3],previous:3,primarili:9,princip:[12,21],principl:[2,3,9],print:[0,1,5,6,9,12,13,14,18,20,21],privat:[18,20],probabl:[9,12,20],problem:[1,2,3,5,7,9,12,14],proc:[9,17],proccess:9,proce:[5,20],proceed:[9,17],process:[0,2,3,5,9,10,12,13,14,17,20,21],processed_audios_path:20,produc:[2,3,6],profession:[2,3,9],profil:[3,9],programat:[0,5,14],progress:[2,3],project:[0,5,6,7,10,12,13,14,15,17,18,20,21],promin:3,proper:3,properli:[13,16,20],properti:[5,9,14,18],proport:9,propos:[3,10,13,14,20],prototyp:3,proven:[3,9],provid:[0,1,3,5,6,7,8,9,10,11,13,14,15,16,18,20],pss13:[0,17],pu:[9,17],publ:17,publicli:5,publish:[2,5,8,13,16,17],pull:21,pullum:9,puls:[0,2,3],pulsat:[2,3],pure:6,purpos:[0,2,5,6,13,18],put:5,py:9,pycompmus:0,pypi:5,pyplot:[6,9,12],python3:[5,9],python:[1,5,8,9,16],pytorch:20,quadrant:9,qualiti:[0,2,3,11,21],quantifi:9,quantiz:[17,20],question:[2,5,7,9],quick:[3,9],quintessenti:3,quit:[3,5,9,12,20,21],quot:9,quotechar:9,r2:9,r:[2,3,5,7,9,17],ra:[3,9],raaga:[0,5,9,13,17,18],rachel:17,rafael:17,rag:17,raga:[0,1,9,11,17],raga_norm:9,raga_recognit:[5,13],raga_track:9,raghuvara:[4,5,12,13],rais:[5,9],rajaganesh:2,rajappan:2,raju:2,ram04:[2,17],ram07:[2,17],ramakrishnan:2,ramanathan:[9,17],ramanl:17,ran:9,random:[1,5,9,21],random_track:1,randomli:[1,21],rang:[2,3,6,9],ranjani:[15,17],rank:17,rao:[15,17],rapid:5,rapidli:[7,20],rare:2,ras11:[14,17],rate:[1,5,6,9,12,14,18,20],rather:[2,3,9],ratio:6,raw:[6,9,16],rbr21:[1,17,19,21],rcond:9,re:[3,8,21],reach:[3,5],read:[6,7,8,9,18],read_csv:9,reader:[6,7,9],readi:14,readm:20,readworthi:17,real:[0,6],realiz:[3,9],reappear:3,reason:[0,1,6,14],rebuild:9,recal:[3,9],receiv:12,recent:[2,9,10,12,13,14,19],recit:2,recogn:13,recognis:[13,19],recognit:[2,9,10,17],recogniz:3,reconfirm:3,reconstruct:3,record:[0,1,2,3,6,9,11,12,13,14,17,18,19,20,21],rectangular:9,recur:3,recurr:3,red:9,reduc:[3,9,12],ref:[6,12],refer:[2,3,4,6,7,10,12,14,16,20],referencefrequ:14,reflect:9,refrain:[2,3],regard:[2,20],regardless:9,region:[2,9],regist:[0,2,5],regress:9,regular:[2,14,19],regularli:2,rel:[2,3,9],relat:[0,2,3,4,6,9,13,17,18,20],relationship:[3,9,19],relax:9,releas:[1,5,12,14,18,20],relev:[0,1,2,3,5,7,8,9,10,12,14,18,19,20],reli:[5,9],reliabl:[2,7,9,12],remain:2,remark:6,rememb:[9,14],remov:[9,20],render:3,rendit:11,repear:9,repeat:[9,17,20],repertoir:[0,1,2,5,6,9,17],repetit:[2,3,9],repetto:17,replac:9,replet:2,report:13,repositori:[2,5,7,9,20],repres:[0,1,2,3,9,20],represent:[2,3,9,10,12,13,14,17,20],reproduc:[5,17],request:[0,5,14,18,21],requir:[0,3,5,7,12,14],resampl:6,research:[0,1,2,5,8,9,11,13,16,17,18,19,20,21],reset:9,resolut:3,resolv:3,reson:[2,3],resourc:[8,11],respect:[0,1,2,5,9,20],rest:[2,3,9,14],restrict:[0,9,14],result:[0,2,3,18],results_dict:9,retriev:[1,3,6,8,9,13,17],reusabl:0,revers:11,review:[0,10,17,20],rhythm:[1,5,7,16,17,18],rhythmic:[2,3,9,18,19,20],ri:[2,9],richard:17,right:[5,7,8,9,12],ring:[2,3],ritigaula:9,ritigaula_svara:9,ritual:2,ritwik:4,rnatic:9,robert:17,rocket:7,roglan:[8,9,16,17],rohit:[15,17],role:[2,3,19],root:[2,9],ross:17,rotat:9,round:[2,6,9],routledg:17,roychowdhuri:17,rps17:[2,11,17],rps19:[17,20],rr10:[12,17],rrg:[10,17],rsps19:[2,11,17],rt:[5,9],rtype:9,rubinstein:17,rule:[3,9,12],run:[0,1,2,3,5,9,10,12,13,14,20],runabl:7,runner:1,rupa:17,s12046:17,s1:9,s2:9,s:[1,2,3,5,6,9,11,12,13,14,17,18,20,21],s_db:6,sa:[2,3,9,14],sabha:17,sadanand:17,sadhana:17,sadi:17,safe:20,sai:9,said:[0,1,3,5,6,7,13,14,18],salamon:17,salienc:[3,9,12],salient:[9,12],sam60:[4,17],sam:3,sama:[0,2,5,9,18],sama_path:[5,9],sambamoorthi:[2,17],same:[2,3,6,9,10],sampl:[1,3,6,9,12,18,20],sample_raga:9,sampler:[6,14],sampling_r:9,sampradaya:17,samsekai:9,samvadi:3,san:4,sancara:[9,17],sancara_search:9,sangeetha:17,sangita:17,sanjai:[5,9,12,13],sankalp:[9,15,17],sanskrit:[2,9],santoor:3,saraga1:[9,12],saraga:[1,5,12,13,17,20],saraga_carnat:[5,9,13,20],saraga_hindustani:[5,9,20],saraga_track:[5,13],sarang:3,sarangi:3,sargam:[2,9,17],sarod:3,sathwik:17,satisfi:9,saurastram:9,save:[0,9,13,14,18],save_annot:0,save_pitch_track:9,savefig:9,saxophon:2,sb21:[14,17],scale:[2,3,9],scarciti:21,scenario:[3,6,13],scheme:11,school:[2,3],scienc:0,scientia:17,scikit:21,scope:[1,2,3,17],score:3,screen:7,script:9,se:9,seaborn:9,search:[2,9,17],sec:18,second:[5,6,9,12,14,18,20],second_point:9,secret:0,section:[0,2,3,4,5,6,7,9,14,18,20],sectiondata:5,sections_path:[5,9],see:[0,1,2,3,4,5,6,7,8,9,13,14,20,21],seek:5,seem:9,seema:4,seen:[1,2,3,12,20,21],seg:14,segment:[2,3,5,11,12,17],segmentextractor:[5,9,10],select:[0,5,9,13,14,18,20,21],self:[7,20],self_similar:9,selvam:2,semant:17,semi:2,senior:2,sens:[2,20],sep:9,separ:[3,21],separate_to_fil:20,sequenc:[2,3,6,9,13,17,20],ser14:[0,17],seri:[9,10,12,20],serra:[8,9,16,17],sertan:17,serv:[0,2,3,5,6,8,9],seshagopalan:14,session:[7,13,19],set:[0,2,3,5,6,8,9,12,14,19,20,21],set_facecolor:9,set_visible_devic:[12,20],set_ylabel:9,set_ylim:12,set_ytick:9,setup:[3,16],seven:2,sever:[1,2,3,6,9,12,14,16],sg12:[12,17],sgrs20:[1,17],sgs12:[1,14,17],shadja:17,shadow:[2,3,9],shamika:4,shannon:6,shape:[6,9,12],share:[0,4,9,14],shareabl:[14,20],sharex:12,sharma:4,sharp:2,shcs15:[17,18],shcs16:[1,17],she:4,shehnai:3,shift:2,shikarpur:17,shine:[3,9],shirodkar:4,shortag:[12,20],shorter:[3,9],should:[0,2,3,5,7,8,9,20],shouldn:9,show:[5,6,9,11,12,13,14,17,18,20],showcas:[2,3,5,6,13,18,20],shown:[2,9],shrei:[9,15,17],shriramkumar:2,shruti:3,shtcs16:[17,18],shuai:17,shubham:15,side:[2,5,7,8,9,21],sierra:9,signal:[9,12,14,17,18,20],signal_spectrum:6,signific:[2,3,9],silambarasan:2,silambena:9,silenc:9,silence_mask:9,sim:9,similar:[2,14,17],similarili:3,similarli:2,simpl:[2,6,14],simplic:[2,21],sin:[6,14],sinc:[2,3,6,9,12,21],sing:[9,12,17,20],singer:[2,9],singh:17,singl:[2,3,6,12,13,18],sinusoid:6,sinusoid_220:6,sinusoid_440:6,sinusoid_880:6,sister:[2,9],sitar:3,site:9,siti:17,six:[3,9],size:[6,9,18],skg:[5,13,17],skill:[2,3],skip:9,skip_blank_lin:9,skipfoot:9,skipinitialspac:9,skiprow:9,sklearn:9,slack:8,slice:18,slide:[2,6,9],slight:9,slightli:[2,3,9],slow:3,slowli:3,small:[2,3,9],smart_open:9,smart_open_lib:9,smc:[9,12],smooth:9,smoother:6,sn:9,snippet:[1,5,7,9,14,20],so:[0,2,5,6,9,21],sobel:9,social:17,societi:[8,9,17],soft:3,softwar:[0,1,5,8,16,17],solo:[2,3,17],soloist:[3,9],solut:[1,9],some:[0,2,3,4,5,6,7,9,13,14,20,21],someth:9,sometim:[2,3,9,14],somewher:3,sonant:3,sonimbu:6,soon:[10,19],sophist:2,sordo:17,sort:9,sound:[2,3,6,9],sourc:[1,5,6,7,9,12],south:[2,4,9,17],souvenir:17,space:[2,9,13],spain:17,span:3,spanish:15,spars:9,sparse_orig_lookup:9,spdmg:3,speak:20,spec_path:9,specci:9,special:[2,3,6,21],specif:[0,3,5,6,8,9,13,14,18,20,21],specifi:[3,5,9,14],specshow:[6,12],spectral:18,spectrogram:[6,12],spectrum:6,speech:[9,17],speed:2,spell:2,sphinx:9,spleeter:20,split:[6,9,20,21],split_dict:21,split_nam:21,splits_path:20,spltp1:9,spltp:9,spontan:2,spot:[2,9,17],spread:9,squar:9,squeez:9,sr:[1,5,6,9,12,14,18,20],srdjan:17,sreeniva:17,sri:[5,12,13],srinivasamurthi:[2,3,8,16,17],srt:[5,18],ss14a:[1,17],ss14b:[17,18],ss:9,ssp:17,stabil:9,stability_mask:9,stabl:[2,3,9],stacklevel:9,stage:[3,13,17],stai:2,stamp:[12,20],stand:[6,9],standard:[1,3,5,6,9,14,18,19,20],stanlei:17,stanza:3,star:5,start:[2,5,9,11,14,18,20,21],starts_sec:9,starts_seq:9,stat:9,state:[6,9,12,17,20],statement:6,statist:[0,10,17],stem:20,step:[6,7,9,12,18,21],stft:[6,12],sthayi:3,still:[6,13],stochast:17,stock:3,storage_opt:9,store:[5,9,14,18,20,21],str:[5,6,9,14,18],straight:9,strategi:11,stream:3,stream_executor:9,stress:3,strict:[3,9],strikingli:3,string:18,stringio:9,strive:2,stroke:[1,17,19],stroke_classif:21,stroke_dict:1,stroke_nam:[1,21],strong:[2,9],stronger:9,strongest:3,strongli:[2,9],structur:[5,9,12,17,18,20],struggl:20,student:9,studi:[0,5,6,7,9,17],style:[2,3,4,5,7,9,17],stylist:3,styliz:[0,3,5],subbarama:17,subdivid:3,subdivis:[2,3],subhalakshmi:4,subject:[3,9],subplot:[6,9,12],subrahmanyan:[5,9,12,13],subramanian:17,subsequ:[1,9],subset:2,substanti:2,subsum:2,subtl:[2,3],success:3,sudden:9,sudh:3,suffici:[2,3,9],suggest:[3,6,7,9],sugunaalaya:[5,12,13],sum:[6,9],sum_:9,sum_dist:9,sumitra:9,summed_d:9,sun:[9,17],sung:[2,3,6,9],superfici:[2,9],superscript:3,supervis:[17,18],support:[1,4,5,6,8,9,14,16,18,20,21],supress:[1,10,12,13,14,18,20,21],sure:[1,5,6,7,12,14,16,18,20],surfac:[2,3,17,20],surround:9,sustain:3,suzhou:17,svara:[3,9,17],svara_cents_carnatic_path:9,svara_cents_path:9,svara_lookup:9,svara_lookup_carnatic_path:9,svara_lookup_path:9,svara_map:9,svara_pitch:9,svara_pitch_c:9,svm:21,svm_accuraci:21,swapnil:17,swara:17,swarada:15,swarangi:4,syllab:17,syllabl:9,symbol:9,symmetr:9,symposium:9,synth:[9,12],synthes:14,synthesi:11,synthesiz:11,synthesized_tambura:14,system:[2,3,6,9,17],t1:[9,18],t2:[9,18],t:[2,3,4,5,6,9,14,17,20],ta:[1,2,3,4,21],taa:3,taala:[0,5,18],tabl:[2,9,17],tabla:[1,4,17,19,21],tackl:12,tag:[0,13],take:[0,3,5,6,7,9,10,14,18,20,21],taken:[3,9,21],tala:[0,2,3,5,9,17,18],talent:2,tambourin:2,tambura:[11,14,20],tan:3,tani:2,tanjor:[9,17],tanpura:[3,9],tap:[2,3],tar:20,tarfil:20,target:[9,12,13,18,20,21],task:[2,5,6,8,9,10,12,13,14,18,20,21],tasl:17,taslp:17,tat:2,tavil:2,taylan:17,tba:9,te:3,teach:[2,3],team:5,techiniqu:9,technic:[3,7,9],techniqu:[9,10,12],technolog:[3,7,8,16,17],tejaswi:17,tell:9,temper:9,tempi:3,templ:2,tempo:[3,5,9,17,18,20],tempo_path:[5,9],tempor:[3,9,17],ten:2,tend:[2,13],tension:3,tensorflow:[5,9,12,20],term:[2,4,9,14],termin:[5,9],terminolog:[2,3],test:[3,6,21],test_1:6,testing_sampl:6,text:[7,9,16],text_ful:9,textfileread:9,textur:[2,3],tf:[12,20],tf_cpp_min_log_level:[12,20],tg:2,th:[2,3,12],tha:[1,21],thailand:17,tham:[1,21],than:[2,3,9,13],thank:[8,16],thei:[2,3,9],them:[2,3,6,9,18,19,20],themselv:2,theorem:6,theoret:[2,3,9],theori:[3,9],therefor:[1,2,3,5,6,7,9,12,13,18,20],thesi:[2,3,17],thi:[0,1,3,4,5,6,9,10,11,13,14,15,18,19,20,21],thing:[6,9],thippur:17,thiruloki:2,this_data:9,this_pitch:9,this_silence_mask:9,this_stable_mask:9,this_tim:9,thom:[1,21],thoma:[8,9,16,17],thor:17,thoroughli:1,those:[2,7,9],though:[2,3,9,14,20],thought:9,thousand:9,three:[2,6,9],threshold:9,through:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,16,17,18,19,20,21],throughout:[2,3,7,15],thrown:5,thu:[2,3,9],ti:3,tic:9,tick:[2,3,9],tier:9,tight_layout:9,tightli:9,tii:3,tilak:3,timbr:[5,6,7,19,21],timbral:[2,3],time:[0,1,2,3,5,7,9,10,12,13,17,18,19,20],time_stamp:18,time_step:18,time_unit:18,timedelta:6,timekeep:3,timestep:9,tin:3,tip:7,tismir:17,tit:3,titl:[5,6,8,9,16],tm:2,to_aenea:9,to_cqt_repr:9,to_datetim:9,todai:[2,12],todi:9,togeth:[2,4,5,9],token:[0,5,14,20],ton:5,tone:[2,3,6],tonic:[0,1,2,3,5,11,13,17,21],tonic_1:14,tonic_2:14,tonic_dataset:14,tonic_identif:[5,9,14],tonic_multipitch:14,tonic_track:14,tonicext:9,tonicindianmultipitch:[5,9,14],too:[0,9,13],tool:[0,1,6,7,8,9,10,11,12,13,14,15,16,18,20,21],top:[0,6,7,9,10,12,13,18,20],topic:[5,6,7,8,9,13],torch:[9,13,20],toronto:[9,17],total:[3,6],touch:[8,9],toward:9,tpu:[7,13],tqdm:9,tra:3,traceback:9,track:[0,1,2,3,5,12,13,14,17,18,20,21],track_1:14,track_2:14,track_data:[9,13],track_id:[1,5,9,14,18,21],trade:9,tradit:[0,1,2,3,7,8,9,10,12,13,14,17,18,20],train:[3,5,9,13,19,20,21],train_model:21,train_split:21,trainabl:5,transact:17,transcrib:[3,11],transcript:[2,3,5,9,17],transform:6,transit:3,translat:2,transliter:9,transmit:[2,3],transport_param:9,travers:9,tread:3,treat:3,treatis:2,trebl:3,trend:[3,8],triangular:9,true_valu:9,truth:[9,12,18,21],tsv:9,tune:[2,3,9,14],tupl:[1,14],turn:9,tutor:[5,13,18],tutori:[0,1,4,5,6,7,9,10,12,13,14,16,18,20,21],twice:9,twinx:9,two:[0,2,4,6,9,14,17,18,19,20,21],txt:[5,7,9],type:[0,2,6,9,14,18,21],typic:[2,3,6,7,9,11,12,14,20],typo:7,typolog:2,u5:1,udio:14,uk:17,ultim:5,umayalpuram:2,unavail:20,unbroken:9,uncom:[9,13,20],uncommon:9,uncompr:20,uncompress:20,under:[0,3,4,9,14,18],underli:[2,3,9],understand:[3,6,8,9,14],understood:[2,3,9],unequ:[2,3],unexpect:9,unfold:9,unfolded_data:9,unfortun:[14,18],ungrammat:3,uniform:2,unintuit:3,uniqu:[0,1,5,9,13,14],unique_raga:9,unison:[2,3],unit:[2,3,9],univers:[9,17],universidad:15,universitat:17,unix:[5,7,20],unknown:9,unlimit:9,unmet:3,unmistak:3,until:12,untrain:5,unzip:[5,14],up:[3,6,8,9],updat:[5,9,14,20,21],update_fold:20,update_mod:20,upgrad:[14,20],upper:2,upshot:2,uri:9,url:[8,16,17],us:[1,4,5,6,7,9,10,11,12,13,14,16,17,18,20,21],usa:17,usag:[8,12,17,20],usecol:9,user:[5,9,14],usic:5,usual:2,utat:5,utf:9,util:[6,9,12,21],uuid:[5,13],v0:5,v1:20,v:[9,17],vadi:3,valid:[1,3,5,9,14,20,21],validate_separ:9,valu:[6,9,12,14],valueerror:9,vam17:[10,17],vancouv:17,vani:[9,12,13],vara:3,vari:[2,3],variabl:[2,3,6,9,18,20],variant:[2,6],variat:[3,9],varieti:[2,3],variou:[2,6,9],varnam:14,vast:5,vasudevacharya:4,vector:[6,21],vedha:17,velankar_patterns_2018:17,venkata:17,venkatasubramanian:15,venkateshwaran:2,venv:7,verbos:[9,20],veri:[2,3,5,6,9,12,14,18,19,21],verif:17,verma:17,versatil:[5,11],version:[1,2,3,5,9,12,14,16,18,20],vertic:3,via:[3,9],vibrat:6,video:[4,13],view:[3,6,9,14,17],viewpoint:3,vignesh:[4,9,17],vij09:[2,17],vijayakrishnan:17,vina:4,vinutha:17,violin:[2,3,4,5,9,20],violin_path:9,violinist:[2,9],viraraghavan:[15,17],virtual:7,virtualenv:5,vis77:[2,17],vishwanath:4,vishweshwara:17,visibl:[1,3,5,7,8,12],vistar:3,visual:[0,2,6,9],visualis:[5,12,18,21],visualizatiom:12,viswanathan:[2,9,17],vk18:[10,17],voc:20,vocal:[3,4,5,9,10,12,14,17,20],vocal_path:9,vocalist:[2,3,9],voic:[2,12,20],vol:9,volum:[6,17],vowel:2,vpma20:[2,11,17],vs:3,vstack:9,vvpr15:[17,20],w:9,wa:[6,9],wai:[1,2,3,4,5,6,7,9,17],walkthrough:[0,5,9,10,12,14,16,20,21],want:[6,9,21],warn:[1,3,5,9,10,12,13,14,18,20,21],warn_bad_lin:9,warp:9,warrant:9,waspaa:17,wav:[1,6,20,21],wave:[3,6],waveform:[5,6,9,18],waveform_play:9,we:[0,1,4,5,6,7,8,9,12,13,14,15,16,18,20,21],weak:20,web:[7,9,11,17],webbook:[7,9,14,16],webpag:2,websit:14,wei:17,weight:[5,12,13,20],well:[0,1,2,3,7,9,15,21],were:[3,9],western:[2,3,9,17],wget:20,what:[2,3,5,6,7,16,20],when:[2,3,5,6,9,12],where:[2,3,5,6,7,9,14,18,20],wherea:3,wherev:2,whether:[9,20],which:[0,1,2,3,5,6,7,8,9,11,12,13,14,18,19,20],whilst:9,white:12,who:[2,9],whole:[16,21],whose:3,why:[6,13],widdess:17,wide:[2,3],widen:3,wider:[6,9],width:[3,9],wikimedia:9,willing:14,window:[6,9],window_s:9,within:[0,1,2,3,4,5,6,9,10,14,18,20,21],without:[1,2,3,14],word:[2,6],work:[1,2,3,5,6,8,9,11,12,13,14,15,20,21],workflow:14,workshop:17,world:[0,6,9,17],worth:9,would:[2,3,5,8,9,14,15,18,20],wrapper:[1,6,9,12,13,20],write:[0,1,5,7,9,14,15],written:[2,3,6,9],www:17,x0:9,x1:9,x2:9,x64:9,x:[1,6,9,14,17,20,21],x_axi:[6,12],x_coord:9,x_i:9,x_proc:9,xavier:[8,9,16,17],xf:6,xiaoheng:17,xin:9,xlabel:[6,9],xlim:[6,9],y0:9,y1:9,y2:9,y:[6,9,12,15,21],y_axi:[6,12],y_coord:9,y_max:9,yaman:13,year:[8,16],yeshwant:17,yet:[1,3,9],yi1:9,yi2:9,yi:17,yin:9,ylabel:[6,9],ylim:6,york:17,you:[0,1,5,6,7,8,9,11,12,13,14,16,18,20,21],your:[0,1,5,6,7,8,9,13,14,18,20],yourself:[5,9],ysyl21:[12,17],ytick:9,yticks_dict:9,yu:[9,17],zenodo:[9,14,17,18],zero:[2,3,9],zip:9},titles:["Accessing the Dunya Corpora","Datasets","Carnatic Music","Hindustani music","Indian Art Music","compIAM package","Python for audio processing","Setting everything up","Welcome!","Exploring R\u0101ga Performance in Carnatic Music","Melodic pattern dicovery","Melodic transcription","Pitch extraction","Automatic raga recognition","Tonic identification","Acknowledgements","Citing this work","References","Meter analysis","Percussion transcription","Music segmentation","Stroke classification"],titleterms:{"1":9,"2":9,"3":9,"4":9,"5":9,"6":9,"7":9,"8":9,"\u0101vart":3,"ak\u1e63ara":2,"b\u014dl":3,"bh\u0101va":2,"class":3,"do":0,"final":12,"function":5,"import":5,"long":3,"m\u0101tr\u0101":3,"na\u1e0de":2,"pi\u1e0di":2,"r\u0101ga":[2,9],"r\u016bpak":3,"sa\u00f1c\u0101ra":2,"sa\u00f1cara":10,"sa\u1e45g\u012bta":2,"short":[2,3],"solka\u1e6d\u1e6du":2,"t\u0101\u1e37a":2,"t\u0101l":3,"tamb\u016br\u0101":2,"vibh\u0101g":3,A:[9,20],For:3,The:[2,3,5],about:[8,9],access:0,acknowledg:15,acronym:6,across:9,akshara:18,alli:3,along:2,also:2,an:[2,6,9],analysi:[9,18],annot:9,api:0,ar:[2,3],art:[4,20],audio:6,author:9,automat:13,avail:5,avart:3,background:9,bandish:20,base:[2,11],basic:5,beat:2,book:[7,8],brows:0,build:7,canon:3,carnat:[2,4,9,11,12,18],characterist:2,cite:16,classif:21,cloud:7,cluster:9,collaboratori:7,column:[2,3],combin:[2,3],compiam:5,compon:5,compos:2,composit:2,concept:2,conclus:9,consist:3,contribut:[1,5],corpora:0,cycl:2,data:[0,9],dataload:1,dataset:[1,9,18],datastet:9,deepsrgm:13,densiti:9,descript:[2,3],dhrupad:20,dicoveri:10,discret:6,discuss:9,dissert:[2,3],distribut:3,domain:6,drone:2,drum:3,dunya:0,e:3,each:[2,3],epistemolog:3,error:9,evalu:9,everyth:7,exampl:9,explor:9,extent:5,extract:[9,12],featur:9,fix:9,fold:9,format:2,fourth:3,frequenc:6,ftanet:12,g:3,gamaka:2,get:[0,7,8],given:2,googl:7,grammar:3,group:[2,3,9],ha:3,hierarchi:3,hindustani:[3,4,18],identif:14,improvis:2,includ:0,indian:[4,20],indic:2,instal:5,instanc:12,instrument:2,integr:5,introduct:9,join:8,kalpita:2,khayal:3,last:[2,3],led:2,left:[2,3],length:3,let:8,load:6,load_corpora:5,load_dataset:5,load_model:5,loader:1,local:7,manodharma:2,melod:[2,9,10,11],melodia:12,meter:[2,3,18],mirdata:1,most:2,motif:3,motiv:5,mridangam:[2,21],multi:14,music:[2,3,4,9,11,18,20],non:12,note:20,number:[2,3],packag:5,pattern:[9,10],per:2,percuss:[2,3,19],perform:[2,3,9],phrase:[2,3],pitch:[3,9,12,14],plai:3,plot:9,pre:2,predomin:9,process:6,provid:2,puls:18,python:[0,6],raga:[3,13],recognit:13,refer:[8,9,17],relev:6,repertoir:3,repres:6,represent:6,requir:9,respect:3,result:9,rhyhtm:18,rhythm:[2,3],right:[2,3],run:7,s:8,saraga:9,sbt:11,search:10,second:3,segment:[9,20],self:9,separ:20,set:7,setup:9,shape:3,show:[2,3],shown:3,signal:6,similar:[3,9],simultan:3,singl:9,some:12,sourc:20,spoiler:19,start:8,state:11,stroke:[2,3,21],structur:[2,3,7],svara:2,syllabl:[2,3],symbol:[2,3],tabl:3,tabla:3,term:3,thi:[2,7,8,12,16],third:3,thought:12,three:3,timbr:[2,3],time:6,togeth:3,tonal:3,tonic:[9,14],tool:5,touch:7,track:9,tracker:18,train:12,transcript:[11,19],tutori:8,two:3,up:7,us:[0,2,3,8],usag:5,util:5,variat:2,visualis:[6,9],vocal:2,we:[2,3],websit:0,welcom:8,what:[0,8,9],why:[1,5],work:16,wrapper:5}})
\ No newline at end of file