diff --git a/.n-grams/gen_songs_abc/song_135020/gen_song_135020.abc b/.n-grams/gen_songs_abc/song_135020/gen_song_135020.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.n-grams/gen_songs_abc/song_135020/gen_song_135020.ly b/.n-grams/gen_songs_abc/song_135020/gen_song_135020.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/.n-grams/gen_songs_abc/song_135020/gen_song_135020.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/.n-grams/gen_songs_abc/song_135020/gen_song_135020.midi b/.n-grams/gen_songs_abc/song_135020/gen_song_135020.midi
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index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
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diff --git a/markov_chain.pickle b/markov_chain.pickle
index e09d4dc76dc5be0904de26ed1c15865040a85088..a0311804c757f5c169ce94424d87185dac9cf9a0 100644
Binary files a/markov_chain.pickle and b/markov_chain.pickle differ
diff --git a/midi2abc.py b/midi2abc.py
new file mode 100644
index 0000000000000000000000000000000000000000..f5aa6b401cb56d24a2790bd8dc9af0312941d09e
--- /dev/null
+++ b/midi2abc.py
@@ -0,0 +1,28 @@
+#Conversion script for midi to abc files.
+import os
+import subprocess
+def abs_paths(dir):
+    for dir_path,_,filenames in os.walk(dir):
+        for f in filenames:
+            yield os.path.abspath(os.path.join(dir_path, f))
+
+for file in abs_paths("data"):
+    # print(file)
+    # os.makedirs("n-grams/data/converted/")
+    filename=file.split("/")[-1]
+    # print(filename)
+    newfile = filename.split(".")[0]
+    newfile = 'converted/'+newfile+'.abc'
+    # os.system('midi2abc -f filename')
+    print(file)
+    print(newfile)
+    f = open(newfile,'w',encoding="utf8")
+    temp = subprocess.Popen(['midi2abc', '-f', file,">>",newfile],stdout = f)#subprocess.PIPE) 
+    # get the output as a stringi
+    output = str(temp.communicate())
+    
+    
+   # f = open(newfile,"w",encoding="utf8")
+   # f.write(output)
+
+    # store the output in the list
diff --git a/n-grams/__pycache__/markov.cpython-39.pyc b/n-grams/__pycache__/markov.cpython-39.pyc
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index 0000000000000000000000000000000000000000..64f5c11a578693e6b00208e720a5cc48d5e65103
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diff --git a/n-grams/gen_songs_abc/gen_song_1455.abc b/n-grams/gen_songs_abc/old/gen_song_1455.abc
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rename to n-grams/gen_songs_abc/old/gen_song_1455.abc
diff --git a/n-grams/gen_songs_abc/gen_song_1458.abc b/n-grams/gen_songs_abc/old/gen_song_1458.abc
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rename to n-grams/gen_songs_abc/old/gen_song_1458.abc
diff --git a/n-grams/gen_songs_abc/old/gen_song_1556.abc b/n-grams/gen_songs_abc/old/gen_song_1556.abc
new file mode 100644
index 0000000000000000000000000000000000000000..33820a204c9c2202649fb23c745b66c34ee77b0b
--- /dev/null
+++ b/n-grams/gen_songs_abc/old/gen_song_1556.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 1556
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+B2 A2 B2  | B2 A2 B2  |  c4 AB 
+B2 A2 B2  |  c4 AB  |  c4 AB 
+ c4 AB  |  c4 AB  |  c2 e2 d2 
+ c4 AB  |  c2 e2 d2  |  c2 e2 d2 
+ c2 e2 d2  |  c2 e2 d2  |  G4 :
+ c2 e2 d2  |  G4 : |  G4 :
+ G4 : |  G4 : | : Bc 
+ G4 : | : Bc  | : Bc 
+: Bc  | : Bc  |  d2 g2 f2 
+: Bc  |  d2 g2 f2  |  d2 g2 f2 
+ d2 g2 f2  |  d2 g2 f2  |  A4 AB 
+ d2 g2 f2  |  A4 AB  |  A4 AB 
+ A4 AB  |  A4 AB  | A2 D2 AB 
+ A4 AB  | A2 D2 AB  | A2 D2 AB 
+A2 D2 AB  | A2 D2 AB  |  A2 D2 AB 
+A2 D2 AB  |  A2 D2 AB  |  A2 D2 AB 
+ A2 D2 AB  |  A2 D2 AB  |  c2 e2 d2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/gen_song_1601.abc b/n-grams/gen_songs_abc/old/gen_song_1601.abc
similarity index 100%
rename from n-grams/gen_songs_abc/gen_song_1601.abc
rename to n-grams/gen_songs_abc/old/gen_song_1601.abc
diff --git a/n-grams/gen_songs_abc/gen_song_1602.abc b/n-grams/gen_songs_abc/old/gen_song_1602.abc
similarity index 100%
rename from n-grams/gen_songs_abc/gen_song_1602.abc
rename to n-grams/gen_songs_abc/old/gen_song_1602.abc
diff --git a/n-grams/gen_songs_abc/markov_song_1454.abc b/n-grams/gen_songs_abc/old/markov_song_1454.abc
similarity index 100%
rename from n-grams/gen_songs_abc/markov_song_1454.abc
rename to n-grams/gen_songs_abc/old/markov_song_1454.abc
diff --git a/n-grams/gen_songs_abc/markov_song_14:51.abc b/n-grams/gen_songs_abc/old/markov_song_14:51.abc
similarity index 100%
rename from n-grams/gen_songs_abc/markov_song_14:51.abc
rename to n-grams/gen_songs_abc/old/markov_song_14:51.abc
diff --git a/n-grams/gen_songs_abc/markov_song_14:52.abc b/n-grams/gen_songs_abc/old/markov_song_14:52.abc
similarity index 100%
rename from n-grams/gen_songs_abc/markov_song_14:52.abc
rename to n-grams/gen_songs_abc/old/markov_song_14:52.abc
diff --git a/n-grams/gen_songs_abc/song_0202/gen_song_0202.abc b/n-grams/gen_songs_abc/song_0202/gen_song_0202.abc
new file mode 100644
index 0000000000000000000000000000000000000000..c16b87d8d6f93ac25e178f1dc8902fe948def9d3
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_0202/gen_song_0202.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 0202
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ AB G2 GA  |  AB G2 GA  | B2 B2 AG 
+ AB G2 GA  | B2 B2 AG  | B2 B2 AG 
+B2 B2 AG  | B2 B2 AG  |  A2 d2 dc 
+B2 B2 AG  |  A2 d2 dc  |  A2 d2 dc 
+ A2 d2 dc  |  A2 d2 dc  |  A2 G2 F2 
+ A2 d2 dc  |  A2 G2 F2  |  A2 G2 F2 
+ A2 G2 F2  |  A2 G2 F2  |  G2 G2 
+ A2 G2 F2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2  |  G2 G2 
+ G2 G2  |  G2 G2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_0202/gen_song_0202.ly b/n-grams/gen_songs_abc/song_0202/gen_song_0202.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_0202/gen_song_0202.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_0202/gen_song_0202.midi b/n-grams/gen_songs_abc/song_0202/gen_song_0202.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_0202/gen_song_0202.midi differ
diff --git a/n-grams/gen_songs_abc/song_0202/gen_song_0202.png b/n-grams/gen_songs_abc/song_0202/gen_song_0202.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_0202/gen_song_0202.png differ
diff --git a/n-grams/gen_songs_abc/song_1109/gen_song_1109.abc b/n-grams/gen_songs_abc/song_1109/gen_song_1109.abc
new file mode 100644
index 0000000000000000000000000000000000000000..4a06cf44569b3a9c15e4dcadb0fe2956c75954bd
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1109/gen_song_1109.abc
@@ -0,0 +1,33 @@
+X:1
+T:Markov Song 1109
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+A_B (3AG=F c=F | A_B (3AG=F c=F | A_B (3AG=F c=F
+A_B (3AG=F c=F | A_B (3AG=F c=F | A_B (3AG=F c=F
+A_B (3AG=F c=F | A_B (3AG=F c=F | Bc (3BAG dG
+A_B (3AG=F c=F | Bc (3BAG dG | Bc (3BAG dG
+Bc (3BAG dG | Bc (3BAG dG | A_B (3AG=F c=F
+Bc (3BAG dG | A_B (3AG=F c=F | A_B (3AG=F c=F
+A_B (3AG=F c=F | A_B (3AG=F c=F | A_B (3AG=F c=F
+A_B (3AG=F c=F | A_B (3AG=F c=F | A_B (3AG=F c=F
+A_B (3AG=F c=F | A_B (3AG=F c=F | A_B (3AG=F c=F
+A_B (3AG=F c=F | A_B (3AG=F c=F | A_B (3AG=F c=F
+A_B (3AG=F c=F | A_B (3AG=F c=F | Bc (3BAG dG
+A_B (3AG=F c=F | Bc (3BAG dG | Bc (3BAG dG
+Bc (3BAG dG | Bc (3BAG dG | FG AB (3cBA
+Bc (3BAG dG | FG AB (3cBA | FG AB (3cBA
+FG AB (3cBA | FG AB (3cBA | 1 G2 d3c:
+FG AB (3cBA | 1 G2 d3c: | 1 G2 d3c:
+1 G2 d3c: | 1 G2 d3c: | 2 G4
+1 G2 d3c: | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
diff --git a/n-grams/gen_songs_abc/song_1109/gen_song_1109.ly b/n-grams/gen_songs_abc/song_1109/gen_song_1109.ly
new file mode 100644
index 0000000000000000000000000000000000000000..bc3d872343bd7c23b7e409d5c39da1b037b739ce
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1109/gen_song_1109.ly
@@ -0,0 +1,74 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1109"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    
+f'!8    \bar "|"   a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8   
+ f'!8    \bar "|"   a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8  
+  f'!8      a'8    bes'!8    \times 2/3 {   a'8    g'8    f'!8  }   c''8    
+f'!8    \bar "|"   a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8   
+ f'!8    \bar "|"   a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8  
+  f'!8      a'8    bes'!8    \times 2/3 {   a'8    g'8    f'!8  }   c''8    
+f'!8    \bar "|"   a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8   
+ f'!8    \bar "|"   b'8    c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8   
+ g'8      a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    
+\bar "|"   b'8    c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8    g'8    
+\bar "|"   b'8    c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8    g'8     
+ b'8    c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8    g'8    \bar "|"   
+b'8    c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8    g'8    \bar "|"   
+a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8      bes'8   
+ c''8    \times 2/3 {   bes'8    a'8    g'8  }   d''8    g'8    \bar "|"   a'8  
+  bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    \bar "|"   a'8 
+   bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8      a'8    
+bes'!8    \times 2/3 {   a'8    g'8    f'!8  }   c''8    f'!8    \bar "|"   a'8 
+   bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    \bar "|"   
+a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8      a'8    
+bes'!8    \times 2/3 {   a'8    g'8    f'!8  }   c''8    f'!8    \bar "|"   a'8 
+   bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    \bar "|"   
+a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8      a'8    
+bes'!8    \times 2/3 {   a'8    g'8    f'!8  }   c''8    f'!8    \bar "|"   a'8 
+   bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    \bar "|"   
+a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8      a'8    
+bes'!8    \times 2/3 {   a'8    g'8    f'!8  }   c''8    f'!8    \bar "|"   a'8 
+   bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    \bar "|"   
+a'8    bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8      a'8    
+bes'!8    \times 2/3 {   a'8    g'8    f'!8  }   c''8    f'!8    \bar "|"   a'8 
+   bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    \bar "|"   
+b'8    c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8    g'8      a'8    
+bes'8    \times 2/3 {   a'8    g'8    f'8  }   c''8    f'!8    \bar "|"   b'8   
+ c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8    g'8    \bar "|"   b'8    
+c''8    \times 2/3 {   b'8    a'8    g'8  }   d''8    g'8      b'8    c''8    
+\times 2/3 {   b'8    a'8    g'8  }   d''8    g'8    \bar "|"   b'8    c''8    
+\times 2/3 {   b'8    a'8    g'8  }   d''8    g'8    \bar "|"   fis'8    g'8    
+a'8    b'8    \times 2/3 {   c''8    b'8    a'8  }     b'8    c''8    
+\times 2/3 {   b'8    a'8    g'8  }   d''8    g'8    \bar "|"   fis'8    g'8    
+a'8    b'8    \times 2/3 {   c''8    b'8    a'8  }   \bar "|"   fis'8    g'8    
+a'8    b'8    \times 2/3 {   c''8    b'8    a'8  }     fis'8    g'8    a'8    
+b'8    \times 2/3 {   c''8    b'8    a'8  }   \bar "|"   fis'8    g'8    a'8    
+b'8    \times 2/3 {   c''8    b'8    a'8  }   \bar "|"     fis'8    g'8    a'8  
+  b'8    \times 2/3 {   c''8    b'8    a'8  }   \bar "|"                   
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1109/gen_song_1109.midi b/n-grams/gen_songs_abc/song_1109/gen_song_1109.midi
new file mode 100644
index 0000000000000000000000000000000000000000..f3cc026cb9479e7338923d25f6eab4abaaba60dc
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1109/gen_song_1109.midi differ
diff --git a/n-grams/gen_songs_abc/song_1109/gen_song_1109.png b/n-grams/gen_songs_abc/song_1109/gen_song_1109.png
new file mode 100644
index 0000000000000000000000000000000000000000..634bf7c7ab39971ef8c84655c598b1aac0ed2681
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1109/gen_song_1109.png differ
diff --git a/n-grams/gen_songs_abc/song_1110/gen_song_1110.abc b/n-grams/gen_songs_abc/song_1110/gen_song_1110.abc
new file mode 100644
index 0000000000000000000000000000000000000000..9dc7cf42b2d71440b622bceddfc17151da80283c
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1110/gen_song_1110.abc
@@ -0,0 +1,34 @@
+X:1
+T:Markov Song 1110
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+E2G2G2  | E2G2G2  |  G4D2 
+E2G2G2  |  G4D2  |  G4D2 
+ G4D2  |  G4D2  |  E2G2G2 
+ G4D2  |  E2G2G2  |  E2G2G2 
+ E2G2G2  |  E2G2G2  |  G4D2 
+ E2G2G2  |  G4D2  |  G4D2 
+ G4D2  |  G4D2  |  E2G2G2 
+ G4D2  |  E2G2G2  |  E2G2G2 
+ E2G2G2  |  E2G2G2  |  G2A2B2 
+ E2G2G2  |  G2A2B2  |  G2A2B2 
+ G2A2B2  |  G2A2B2  |  d4g2 
+ G2A2B2  |  d4g2  |  d4g2 
+ d4g2  |  d4g2  |  G3ABG 
+ d4g2  |  G3ABG  |  G3ABG 
+ G3ABG  |  G3ABG  |  A2B2d2 
+ G3ABG  |  A2B2d2  |  A2B2d2 
+ A2B2d2  |  A2B2d2  |  G2A2B2 
+ A2B2d2  |  G2A2B2  |  G2A2B2 
+ G2A2B2  |  G2A2B2  |  d4g2 
+ G2A2B2  |  d4g2  |  d4g2 
+ d4g2  |  d4g2  |  G3ABG 
+ d4g2  |  G3ABG  |  G3ABG 
+ G3ABG  |  G3ABG  |  A2B2d2 
+ G3ABG  |  A2B2d2  |  A2B2d2 
+ A2B2d2  |  A2B2d2  |  A4G2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1110/gen_song_1110.ly b/n-grams/gen_songs_abc/song_1110/gen_song_1110.ly
new file mode 100644
index 0000000000000000000000000000000000000000..ddf89c392957730dd45a56e7b55d73827742b5ad
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1110/gen_song_1110.ly
@@ -0,0 +1,57 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1110"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   e'4    g'4    g'4    \bar "|"   e'4    g'4    g'4    \bar "|"  
+ g'2    d'4      e'4    g'4    g'4    \bar "|"   g'2    d'4    \bar "|"   g'2   
+ d'4      g'2    d'4    \bar "|"   g'2    d'4    \bar "|"   e'4    g'4    g'4   
+   g'2    d'4    \bar "|"   e'4    g'4    g'4    \bar "|"   e'4    g'4    g'4   
+   e'4    g'4    g'4    \bar "|"   e'4    g'4    g'4    \bar "|"   g'2    d'4   
+   e'4    g'4    g'4    \bar "|"   g'2    d'4    \bar "|"   g'2    d'4      g'2 
+   d'4    \bar "|"   g'2    d'4    \bar "|"   e'4    g'4    g'4      g'2    d'4 
+   \bar "|"   e'4    g'4    g'4    \bar "|"   e'4    g'4    g'4      e'4    g'4 
+   g'4    \bar "|"   e'4    g'4    g'4    \bar "|"   g'4    a'4    b'4      e'4 
+   g'4    g'4    \bar "|"   g'4    a'4    b'4    \bar "|"   g'4    a'4    b'4   
+   g'4    a'4    b'4    \bar "|"   g'4    a'4    b'4    \bar "|"   d''2    g''4 
+     g'4    a'4    b'4    \bar "|"   d''2    g''4    \bar "|"   d''2    g''4    
+  d''2    g''4    \bar "|"   d''2    g''4    \bar "|"   g'4.    a'8    b'8    
+g'8      d''2    g''4    \bar "|"   g'4.    a'8    b'8    g'8    \bar "|"   
+g'4.    a'8    b'8    g'8      g'4.    a'8    b'8    g'8    \bar "|"   g'4.    
+a'8    b'8    g'8    \bar "|"   a'4    b'4    d''4      g'4.    a'8    b'8    
+g'8    \bar "|"   a'4    b'4    d''4    \bar "|"   a'4    b'4    d''4      a'4  
+  b'4    d''4    \bar "|"   a'4    b'4    d''4    \bar "|"   g'4    a'4    b'4  
+    a'4    b'4    d''4    \bar "|"   g'4    a'4    b'4    \bar "|"   g'4    a'4 
+   b'4      g'4    a'4    b'4    \bar "|"   g'4    a'4    b'4    \bar "|"   
+d''2    g''4      g'4    a'4    b'4    \bar "|"   d''2    g''4    \bar "|"   
+d''2    g''4      d''2    g''4    \bar "|"   d''2    g''4    \bar "|"   g'4.    
+a'8    b'8    g'8      d''2    g''4    \bar "|"   g'4.    a'8    b'8    g'8    
+\bar "|"   g'4.    a'8    b'8    g'8      g'4.    a'8    b'8    g'8    \bar "|" 
+  g'4.    a'8    b'8    g'8    \bar "|"   a'4    b'4    d''4      g'4.    a'8   
+ b'8    g'8    \bar "|"   a'4    b'4    d''4    \bar "|"   a'4    b'4    d''4   
+   a'4    b'4    d''4    \bar "|"   a'4    b'4    d''4    \bar "|"   a'2    g'4 
+   
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1110/gen_song_1110.midi b/n-grams/gen_songs_abc/song_1110/gen_song_1110.midi
new file mode 100644
index 0000000000000000000000000000000000000000..5014340884b17399ff59043a1e1f7b89fd2eaad4
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1110/gen_song_1110.midi differ
diff --git a/n-grams/gen_songs_abc/song_1110/gen_song_1110.png b/n-grams/gen_songs_abc/song_1110/gen_song_1110.png
new file mode 100644
index 0000000000000000000000000000000000000000..393dc068315a9237feead3acedb94afb4e9458af
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1110/gen_song_1110.png differ
diff --git a/n-grams/gen_songs_abc/song_1112/gen_song_1112.abc b/n-grams/gen_songs_abc/song_1112/gen_song_1112.abc
new file mode 100644
index 0000000000000000000000000000000000000000..496a37497ab628e25700bac137c147c83ae8ea0b
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1112/gen_song_1112.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 1112
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ g2 e>f g2  |  g2 e>f g2  |  edcB A>G 
+ g2 e>f g2  |  edcB A>G  |  edcB A>G 
+ edcB A>G  |  edcB A>G  |  G4 A>B 
+ edcB A>G  |  G4 A>B  |  G4 A>B 
+ G4 A>B  |  G4 A>B  | c2 c/d/e e/d/c 
+ G4 A>B  | c2 c/d/e e/d/c  | c2 c/d/e e/d/c 
+c2 c/d/e e/d/c  | c2 c/d/e e/d/c  |  d2 egae 
+c2 c/d/e e/d/c  |  d2 egae  |  d2 egae 
+ d2 egae  |  d2 egae  |  dcBA A>A 
+ d2 egae  |  dcBA A>A  |  dcBA A>A 
+ dcBA A>A  |  dcBA A>A  |  A4 :
+ dcBA A>A  |  A4 : |  A4 :
+ A4 : |  A4 : | : AB 
+ A4 : | : AB  | : AB 
+: AB  | : AB  |  c3 def 
+: AB  |  c3 def  |  c3 def 
+ c3 def  |  c3 def  |  g3 edB 
+ c3 def  |  g3 edB  |  g3 edB 
+ g3 edB  |  g3 edB  |  A2 G4- 
+ g3 edB  |  A2 G4-  |  A2 G4- 
+ A2 G4-  |  A2 G4-  |  G4 AB 
+ A2 G4-  |  G4 AB  |  G4 AB 
+ G4 AB  |  G4 AB  | c2 e3 c 
+ G4 AB  | c2 e3 c  | c2 e3 c 
+c2 e3 c  | c2 e3 c  |  B2 g3 B 
+c2 e3 c  |  B2 g3 B  |  B2 g3 B 
+ B2 g3 B  |  B2 g3 B  |  A2 G4- 
+ B2 g3 B  |  A2 G4-  |  A2 G4- 
+ A2 G4-  |  A2 G4-  |  G4 AB 
+ A2 G4-  |  G4 AB  |  G4 AB 
+ G4 AB  |  G4 AB  | c3 def 
+ G4 AB  | c3 def  | c3 def 
+c3 def  | c3 def  |  g2 e2 g2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1112/gen_song_1112.ly b/n-grams/gen_songs_abc/song_1112/gen_song_1112.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1112/gen_song_1112.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1112/gen_song_1112.midi b/n-grams/gen_songs_abc/song_1112/gen_song_1112.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1112/gen_song_1112.midi differ
diff --git a/n-grams/gen_songs_abc/song_1112/gen_song_1112.png b/n-grams/gen_songs_abc/song_1112/gen_song_1112.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1112/gen_song_1112.png differ
diff --git a/n-grams/gen_songs_abc/song_1113/gen_song_1113.abc b/n-grams/gen_songs_abc/song_1113/gen_song_1113.abc
new file mode 100644
index 0000000000000000000000000000000000000000..33738d661632db9177fcf84f337699956103d875
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1113/gen_song_1113.abc
@@ -0,0 +1,27 @@
+X:1
+T:Markov Song 1113
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ A2d2de  |  A2d2de  |  dcBAGF 
+ A2d2de  |  dcBAGF  |  dcBAGF 
+ dcBAGF  |  dcBAGF  | G2GFGA 
+ dcBAGF  | G2GFGA  | G2GFGA 
+G2GFGA  | G2GFGA  |  G2GFGA 
+G2GFGA  |  G2GFGA  |  G2GFGA 
+ G2GFGA  |  G2GFGA  |  GFGABG 
+ G2GFGA  |  GFGABG  |  GFGABG 
+ GFGABG  |  GFGABG  |  AFD2E2 
+ GFGABG  |  AFD2E2  |  AFD2E2 
+ AFD2E2  |  AFD2E2  | FEF2G2 
+ AFD2E2  | FEF2G2  | FEF2G2 
+FEF2G2  | FEF2G2  |  ABc2A2 
+FEF2G2  |  ABc2A2  |  ABc2A2 
+ ABc2A2  |  ABc2A2  |  d2f2fg 
+ ABc2A2  |  d2f2fg  |  d2f2fg 
+ d2f2fg  |  d2f2fg d2 d2  |  f2 d2 d2 
+ f2 d2 d2  |  f2 d2 d2  |  d4 (3def 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1113/gen_song_1113.ly b/n-grams/gen_songs_abc/song_1113/gen_song_1113.ly
new file mode 100644
index 0000000000000000000000000000000000000000..dbafe121072ca4475c76c4880d8f30b315c99bed
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1113/gen_song_1113.ly
@@ -0,0 +1,53 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1113"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'8    a'8    \bar "|"   b'8    a'8    \bar "|"   g'2    g'4   
+   b'8    a'8    \bar "|"   g'2    g'4    \bar "|"   g'2    g'4      g'2    g'4 
+   \bar "|"   g'2    g'4    \bar "|"   g'4    g''4    a''4      g'2    g'4    
+\bar "|"   g'4    g''4    a''4    \bar "|"   g'4    g''4    a''4      g'4    
+g''4    a''4    \bar "|"   g'4    g''4    a''4    \bar "|"   b''8    a''8    
+g''8    fis''8    e''8    d''8      g'4    g''4    a''4    \bar "|"   b''8    
+a''8    g''8    fis''8    e''8    d''8    \bar "|"   b''8    a''8    g''8    
+fis''8    e''8    d''8      b''8    a''8    g''8    fis''8    e''8    d''8    
+\bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"   g''2    
+fis''4      b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"   g''2   
+ fis''4    \bar "|"   g''2    fis''4      g''2    fis''4    \bar "|"   g''2    
+fis''4    \bar "|"   e''2    d''4      g''2    fis''4    \bar "|"   e''2    
+d''4    \bar "|"   e''2    d''4      e''2    d''4    \bar "|"   e''2    d''4    
+\bar "|"   d''4    e''8    d''8    b'8    d''8      e''2    d''4    \bar "|"   
+d''4    e''8    d''8    b'8    d''8    \bar "|"   d''4    e''8    d''8    b'8   
+ d''8      d''4    e''8    d''8    b'8    d''8    \bar "|"   d''4    e''8    
+d''8    b'8    d''8    \bar "|"   e''4    d''8.    e''16    fis''8.    e''16    
+  d''4    e''8    d''8    b'8    d''8    \bar "|"   e''4    d''8.    e''16    
+fis''8.    e''16    \bar "|"   e''4    d''8.    e''16    fis''8.    e''16      
+e''4    d''8.    e''16    fis''8.    e''16    \bar "|"   e''4    d''8.    e''16 
+   fis''8.    e''16    \bar "|"   fis''4    d''4    d''4      e''4    d''8.    
+e''16    fis''8.    e''16    \bar "|"   fis''4    d''4    d''4    \bar "|"   
+fis''4    d''4    d''4      fis''4    d''4    d''4    \bar "|"   fis''4    d''4 
+   d''4    \bar "|"   d''2    \times 2/3 {   d''8    e''8    fis''8  }   
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1113/gen_song_1113.midi b/n-grams/gen_songs_abc/song_1113/gen_song_1113.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b33ab1873db67d40c28ff696b9a9f33618b95fff
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1113/gen_song_1113.midi differ
diff --git a/n-grams/gen_songs_abc/song_1113/gen_song_1113.mp3 b/n-grams/gen_songs_abc/song_1113/gen_song_1113.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..b4d49631a29a9ddbfe79620e28ab43bc6801373c
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1113/gen_song_1113.mp3 differ
diff --git a/n-grams/gen_songs_abc/song_1113/gen_song_1113.png b/n-grams/gen_songs_abc/song_1113/gen_song_1113.png
new file mode 100644
index 0000000000000000000000000000000000000000..7e2cb18afe122cc264f254e7921f6467e2e0c470
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1113/gen_song_1113.png differ
diff --git a/n-grams/gen_songs_abc/song_1114/gen_song_1114.abc b/n-grams/gen_songs_abc/song_1114/gen_song_1114.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_1114/gen_song_1114.ly b/n-grams/gen_songs_abc/song_1114/gen_song_1114.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1114/gen_song_1114.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1114/gen_song_1114.midi b/n-grams/gen_songs_abc/song_1114/gen_song_1114.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1114/gen_song_1114.midi differ
diff --git a/n-grams/gen_songs_abc/song_1114/gen_song_1114.png b/n-grams/gen_songs_abc/song_1114/gen_song_1114.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1114/gen_song_1114.png differ
diff --git a/n-grams/gen_songs_abc/song_1119/gen_song_1119.abc b/n-grams/gen_songs_abc/song_1119/gen_song_1119.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_1119/gen_song_1119.ly b/n-grams/gen_songs_abc/song_1119/gen_song_1119.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1119/gen_song_1119.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1119/gen_song_1119.midi b/n-grams/gen_songs_abc/song_1119/gen_song_1119.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1119/gen_song_1119.midi differ
diff --git a/n-grams/gen_songs_abc/song_1119/gen_song_1119.png b/n-grams/gen_songs_abc/song_1119/gen_song_1119.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1119/gen_song_1119.png differ
diff --git a/n-grams/gen_songs_abc/song_1124/gen_song_1124.abc b/n-grams/gen_songs_abc/song_1124/gen_song_1124.abc
new file mode 100644
index 0000000000000000000000000000000000000000..3233c572509faff3d1a6ec6ed7d319c117694574
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1124/gen_song_1124.abc
@@ -0,0 +1,32 @@
+X:1
+T:Markov Song 1124
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ E2 A3 B  |  E2 A3 B  |  A6- 
+ E2 A3 B  |  A6-  |  A6- 
+ A6-  |  A6-  |  A4 AB 
+ A6-  |  A4 AB  |  A4 AB 
+ A4 AB  |  A4 AB  |  
+ A4 AB  |   |  
+  |   | d2d2ed 
+  | d2d2ed  | d2d2ed 
+d2d2ed  | d2d2ed  |  B2B2dB 
+d2d2ed  |  B2B2dB  |  B2B2dB 
+ B2B2dB  |  B2B2dB  |  A3Bcd 
+ B2B2dB  |  A3Bcd  |  A3Bcd 
+ A3Bcd  |  A3Bcd  |  e4dB 
+ A3Bcd  |  e4dB  |  e4dB 
+ e4dB  |  e4dB  |  d2d2e2 
+ e4dB  |  d2d2e2  |  d2d2e2 
+ d2d2e2  |  d2d2e2  |  g4ed  (3abc' 
+ a4 (3abc'  |  a4 (3abc'  |  bagfed 
+ a4 (3abc'  |  bagfed  |  bagfed 
+ bagfed  |  bagfed  |  g4gf 
+ bagfed  |  g4gf  |  g4gf 
+ g4gf  |  g4gf  |  e3fed 
+ g4gf  |  e3fed  |  e3fed 
diff --git a/n-grams/gen_songs_abc/song_1124/gen_song_1124.ly b/n-grams/gen_songs_abc/song_1124/gen_song_1124.ly
new file mode 100644
index 0000000000000000000000000000000000000000..22102cf706a1c659291789447966d63d4f104e86
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1124/gen_song_1124.ly
@@ -0,0 +1,65 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1124"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   g''8    a''8    \bar "|"   g''8    a''8    \bar "|"   b''4    
+g''4    b''4      g''8    a''8    \bar "|"   b''4    g''4    b''4    \bar "|"   
+b''4    g''4    b''4      b''4    g''4    b''4    \bar "|"   b''4    g''4    
+b''4    \bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8      b''4    
+g''4    b''4    \bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8    
+\bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8      b''8    a''8    
+g''8    fis''8    e''8    d''8    \bar "|"   b''8    a''8    g''8    fis''8    
+e''8    d''8    \bar "|"   d''4    fis''4    g''4      b''8    a''8    g''8    
+fis''8    e''8    d''8    \bar "|"   d''4    fis''4    g''4    \bar "|"   d''4  
+  fis''4    g''4      d''4    fis''4    g''4    \bar "|"   d''4    fis''4    
+g''4    \bar "|"   a''2    \times 2/3 {   a''8    b''8    c'''8  }     d''4    
+fis''4    g''4    \bar "|"   a''2    \times 2/3 {   a''8    b''8    c'''8  }   
+\bar "|"   a''2    \times 2/3 {   a''8    b''8    c'''8  }     a''2    
+\times 2/3 {   a''8    b''8    c'''8  }   \bar "|"   a''2    \times 2/3 {   
+a''8    b''8    c'''8  }   \bar "|"   b''8    a''8    g''8    fis''8    e''8    
+d''8      a''2    \times 2/3 {   a''8    b''8    c'''8  }   \bar "|"   b''8    
+a''8    g''8    fis''8    e''8    d''8    \bar "|"   b''8    a''8    g''8    
+fis''8    e''8    d''8      b''8    a''8    g''8    fis''8    e''8    d''8    
+\bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"   d''4    
+fis''4    g''4      b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"  
+ d''4    fis''4    g''4    \bar "|"   d''4    fis''4    g''4      d''4    
+fis''4    g''4    \bar "|"   d''4    fis''4    g''4    \bar "|"   a''2    
+\times 2/3 {   a''8    b''8    c'''8  }     d''4    fis''4    g''4    \bar "|"  
+ a''2    \times 2/3 {   a''8    b''8    c'''8  }   \bar "|"   a''2    
+\times 2/3 {   a''8    b''8    c'''8  }     a''2    \times 2/3 {   a''8    b''8 
+   c'''8  }   \bar "|"   a''2    \times 2/3 {   a''8    b''8    c'''8  }   
+\bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8      a''2    
+\times 2/3 {   a''8    b''8    c'''8  }   \bar "|"   b''8    a''8    g''8    
+fis''8    e''8    d''8    \bar "|"   b''8    a''8    g''8    fis''8    e''8    
+d''8      b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"   b''8    
+a''8    g''8    fis''8    e''8    d''8    \bar "|"   g''2    g''8    fis''8     
+ b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"   g''2    g''8    
+fis''8    \bar "|"   g''2    g''8    fis''8      g''2    g''8    fis''8    
+\bar "|"   g''2    g''8    fis''8    \bar "|"   e''4.    fis''8    e''8    d''8 
+     g''2    g''8    fis''8    \bar "|"   e''4.    fis''8    e''8    d''8    
+\bar "|"   e''4.    fis''8    e''8    d''8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1124/gen_song_1124.midi b/n-grams/gen_songs_abc/song_1124/gen_song_1124.midi
new file mode 100644
index 0000000000000000000000000000000000000000..4f7f44df8f62b0b984e80430f2c70548126ae4bf
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1124/gen_song_1124.midi differ
diff --git a/n-grams/gen_songs_abc/song_1124/gen_song_1124.mp3 b/n-grams/gen_songs_abc/song_1124/gen_song_1124.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..80d29676c0ae5a4a6d3b820a681bd00fa0f180f8
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1124/gen_song_1124.mp3 differ
diff --git a/n-grams/gen_songs_abc/song_1124/gen_song_1124.png b/n-grams/gen_songs_abc/song_1124/gen_song_1124.png
new file mode 100644
index 0000000000000000000000000000000000000000..9665a7dac8eba3fdbfd9cacd234697033af3c45a
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1124/gen_song_1124.png differ
diff --git a/n-grams/gen_songs_abc/song_1128/gen_song_1128.abc b/n-grams/gen_songs_abc/song_1128/gen_song_1128.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_1128/gen_song_1128.ly b/n-grams/gen_songs_abc/song_1128/gen_song_1128.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1128/gen_song_1128.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1128/gen_song_1128.midi b/n-grams/gen_songs_abc/song_1128/gen_song_1128.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1128/gen_song_1128.midi differ
diff --git a/n-grams/gen_songs_abc/song_1128/gen_song_1128.png b/n-grams/gen_songs_abc/song_1128/gen_song_1128.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1128/gen_song_1128.png differ
diff --git a/n-grams/gen_songs_abc/song_1129/gen_song_1129.abc b/n-grams/gen_songs_abc/song_1129/gen_song_1129.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_1129/gen_song_1129.ly b/n-grams/gen_songs_abc/song_1129/gen_song_1129.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1129/gen_song_1129.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1129/gen_song_1129.midi b/n-grams/gen_songs_abc/song_1129/gen_song_1129.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1129/gen_song_1129.midi differ
diff --git a/n-grams/gen_songs_abc/song_1129/gen_song_1129.png b/n-grams/gen_songs_abc/song_1129/gen_song_1129.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1129/gen_song_1129.png differ
diff --git a/n-grams/gen_songs_abc/song_1427/gen_song_1427.abc b/n-grams/gen_songs_abc/song_1427/gen_song_1427.abc
new file mode 100644
index 0000000000000000000000000000000000000000..d8e0b7825e745f8c42548c1b1abaa2725ea1055e
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1427/gen_song_1427.abc
@@ -0,0 +1,41 @@
+X:1
+T:Markov Song 1427
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ d2 (d2{ed} B2)  |  d2 (d2{ed} B2)  |  HA4
+ d2 (d2{ed} B2)  |  HA4 |  HA4
+ HA4 |  HA4 | A2 
+ HA4 | A2  | A2 
+A2  | A2  |  A4 G2 
+A2  |  A4 G2  |  A4 G2 
+ A4 G2  |  A4 G2  |  F6 
+ A4 G2  |  F6  |  F6 
+ F6  |  F6  | E4 F2 
+ F6  | E4 F2  | E4 F2 
+E4 F2  | E4 F2  |  G G3 AG 
+E4 F2  |  G G3 AG  |  G G3 AG 
+ G G3 AG  |  G G3 AG  |  E (E3 D2) 
+ G G3 AG  |  E (E3 D2)  |  E (E3 D2) 
+ E (E3 D2)  |  E (E3 D2)  |  E4
+ E (E3 D2)  |  E4 |  E4
+ E4 |  E4 | EF 
+ E4 | EF  | EF 
+EF  | EF  |  G2 G2 GG 
+EF  |  G2 G2 GG  |  G2 G2 GG 
+ G2 G2 GG  |  G2 G2 GG  |  F2 E2 D2 
+ G2 G2 GG  |  F2 E2 D2  |  F2 E2 D2 
+ F2 E2 D2  |  F2 E2 D2  |  C6- 
+ F2 E2 D2  |  C6-  |  C6- 
+ C6-  |  C6-  |  C4
+ C6-  |  C4 |  C4
+ C4 |  C4 | (AG) 
+ C4 | (AG)  | (AG) 
+(AG)  | (AG)  |  F4 D2 
+(AG)  |  F4 D2  |  F4 D2 
+ F4 D2  |  F4 D2  |  D4 (DE) 
+ F4 D2  |  D4 (DE)  |  D4 (DE) 
diff --git a/n-grams/gen_songs_abc/song_1427/gen_song_1427.ly b/n-grams/gen_songs_abc/song_1427/gen_song_1427.ly
new file mode 100644
index 0000000000000000000000000000000000000000..98f11292848c721e33b5da86e95bf27e5946a581
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1427/gen_song_1427.ly
@@ -0,0 +1,62 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1427"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   d''4    d''4 ( \grace {    e''8    d''8  }   b'4  -)   
+\bar "|"   d''4    d''4 ( \grace {    e''8    d''8  }   b'4  -)   \bar "|"   
+a'2 ^\fermata     d''4    d''4 ( \grace {    e''8    d''8  }   b'4  -)   
+\bar "|"   a'2 ^\fermata   \bar "|"   a'2 ^\fermata     a'2 ^\fermata   
+\bar "|"   a'2 ^\fermata   \bar "|"   a'4      a'2 ^\fermata   \bar "|"   a'4   
+ \bar "|"   a'4      a'4    \bar "|"   a'4    \bar "|"   a'2    g'4      a'4    
+\bar "|"   a'2    g'4    \bar "|"   a'2    g'4      a'2    g'4    \bar "|"   
+a'2    g'4    \bar "|"   fis'2.      a'2    g'4    \bar "|"   fis'2.    
+\bar "|"   fis'2.      fis'2.    \bar "|"   fis'2.    \bar "|"   e'2    fis'4   
+   fis'2.    \bar "|"   e'2    fis'4    \bar "|"   e'2    fis'4      e'2    
+fis'4    \bar "|"   e'2    fis'4    \bar "|"   g'8    g'4.    a'8    g'8      
+e'2    fis'4    \bar "|"   g'8    g'4.    a'8    g'8    \bar "|"   g'8    g'4.  
+  a'8    g'8      g'8    g'4.    a'8    g'8    \bar "|"   g'8    g'4.    a'8    
+g'8    \bar "|"   e'8    e'4. (   d'4  -)     g'8    g'4.    a'8    g'8    
+\bar "|"   e'8    e'4. (   d'4  -)   \bar "|"   e'8    e'4. (   d'4  -)     e'8 
+   e'4. (   d'4  -)   \bar "|"   e'8    e'4. (   d'4  -)   \bar "|"   e'2      
+e'8    e'4. (   d'4  -)   \bar "|"   e'2    \bar "|"   e'2      e'2    \bar "|" 
+  e'2    \bar "|"   e'8    fis'8      e'2    \bar "|"   e'8    fis'8    
+\bar "|"   e'8    fis'8      e'8    fis'8    \bar "|"   e'8    fis'8    
+\bar "|"   g'4    g'4    g'8    g'8      e'8    fis'8    \bar "|"   g'4    g'4  
+  g'8    g'8    \bar "|"   g'4    g'4    g'8    g'8      g'4    g'4    g'8    
+g'8    \bar "|"   g'4    g'4    g'8    g'8    \bar "|"   fis'4    e'4    d'4    
+  g'4    g'4    g'8    g'8    \bar "|"   fis'4    e'4    d'4    \bar "|"   
+fis'4    e'4    d'4      fis'4    e'4    d'4    \bar "|"   fis'4    e'4    d'4  
+  \bar "|"   c'2.   ~      fis'4    e'4    d'4    \bar "|"   c'2.   ~    
+\bar "|"   c'2.   ~      c'2.   ~    \bar "|"   c'2.   ~    \bar "|"   c'2      
+c'2.   ~    \bar "|"   c'2    \bar "|"   c'2      c'2    \bar "|"   c'2    
+\bar "|"   a'8 (   g'8  -)     c'2    \bar "|"   a'8 (   g'8  -)   \bar "|"   
+a'8 (   g'8  -)     a'8 (   g'8  -)   \bar "|"   a'8 (   g'8  -)   \bar "|"   
+fis'2    d'4      a'8 (   g'8  -)   \bar "|"   fis'2    d'4    \bar "|"   fis'2 
+   d'4      fis'2    d'4    \bar "|"   fis'2    d'4    \bar "|"   d'2    d'8 (  
+ e'8  -)     fis'2    d'4    \bar "|"   d'2    d'8 (   e'8  -)   \bar "|"   d'2 
+   d'8 (   e'8  -)   
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1427/gen_song_1427.midi b/n-grams/gen_songs_abc/song_1427/gen_song_1427.midi
new file mode 100644
index 0000000000000000000000000000000000000000..c3827e328dd2d9c9bf605a6ad0ba5cc3aa200df0
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1427/gen_song_1427.midi differ
diff --git a/n-grams/gen_songs_abc/song_1427/gen_song_1427.png b/n-grams/gen_songs_abc/song_1427/gen_song_1427.png
new file mode 100644
index 0000000000000000000000000000000000000000..db93b976a557a1ebb734a846d5a11db206bda3a2
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1427/gen_song_1427.png differ
diff --git a/n-grams/gen_songs_abc/song_1504/gen_song_1504.abc b/n-grams/gen_songs_abc/song_1504/gen_song_1504.abc
new file mode 100644
index 0000000000000000000000000000000000000000..bd965fd703a10a1310c009e49af781a62ce7454a
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1504/gen_song_1504.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 1504
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ B2 A4-  |  B2 A4-  |  A6 
+ B2 A4-  |  A6  |  A6 
+ A6  |  A6  |  {BAG}HA4 
+ A6  |  {BAG}HA4  |  {BAG}HA4 
+ {BAG}HA4  |  {BAG}HA4  | AB 
+ {BAG}HA4  | AB  | AB 
+AB  | AB  |  c2 d3 A 
+AB  |  c2 d3 A  |  c2 d3 A 
+ c2 d3 A  |  c2 d3 A  |  B2 A3 F 
+ c2 d3 A  |  B2 A3 F  |  B2 A3 F 
+ B2 A3 F  |  B2 A3 F  |  G2 F2 G2 
+ B2 A3 F  |  G2 F2 G2  |  G2 F2 G2 
+ G2 F2 G2  |  G2 F2 G2  |  A A3 (GE) 
+ G2 F2 G2  |  A A3 (GE)  |  A A3 (GE) 
+ A A3 (GE)  |  A A3 (GE)  |  C2 C2 D2 
+ A A3 (GE)  |  C2 C2 D2  |  C2 C2 D2 
+ C2 C2 D2  |  C2 C2 D2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1504/gen_song_1504.ly b/n-grams/gen_songs_abc/song_1504/gen_song_1504.ly
new file mode 100644
index 0000000000000000000000000000000000000000..5e336ae289aa1979da2117c40ffcbfe4133a679b
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1504/gen_song_1504.ly
@@ -0,0 +1,50 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1504"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'4    a'2   ~    \bar "|"   b'4    a'2   ~    \bar "|"   a'2. 
+     b'4    a'2   ~    \bar "|"   a'2.    \bar "|"   a'2.      a'2.    \bar "|" 
+  a'2.    \bar "|"   \grace {    b'8    a'8    g'8  }   a'2 ^\fermata     a'2.  
+  \bar "|"   \grace {    b'8    a'8    g'8  }   a'2 ^\fermata   \bar "|"   
+\grace {    b'8    a'8    g'8  }   a'2 ^\fermata     \grace {    b'8    a'8    
+g'8  }   a'2 ^\fermata   \bar "|"   \grace {    b'8    a'8    g'8  }   a'2 
+^\fermata   \bar "|"   a'8    b'8      \grace {    b'8    a'8    g'8  }   a'2 
+^\fermata   \bar "|"   a'8    b'8    \bar "|"   a'8    b'8      a'8    b'8    
+\bar "|"   a'8    b'8    \bar "|"   c''4    d''4.    a'8      a'8    b'8    
+\bar "|"   c''4    d''4.    a'8    \bar "|"   c''4    d''4.    a'8      c''4    
+d''4.    a'8    \bar "|"   c''4    d''4.    a'8    \bar "|"   b'4    a'4.    
+fis'8      c''4    d''4.    a'8    \bar "|"   b'4    a'4.    fis'8    \bar "|"  
+ b'4    a'4.    fis'8      b'4    a'4.    fis'8    \bar "|"   b'4    a'4.    
+fis'8    \bar "|"   g'4    fis'4    g'4      b'4    a'4.    fis'8    \bar "|"   
+g'4    fis'4    g'4    \bar "|"   g'4    fis'4    g'4      g'4    fis'4    g'4  
+  \bar "|"   g'4    fis'4    g'4    \bar "|"   a'8    a'4.    g'8 (   e'8  -)   
+  g'4    fis'4    g'4    \bar "|"   a'8    a'4.    g'8 (   e'8  -)   \bar "|"   
+a'8    a'4.    g'8 (   e'8  -)     a'8    a'4.    g'8 (   e'8  -)   \bar "|"   
+a'8    a'4.    g'8 (   e'8  -)   \bar "|"   c'4    c'4    d'4      a'8    a'4.  
+  g'8 (   e'8  -)   \bar "|"   c'4    c'4    d'4    \bar "|"   c'4    c'4    
+d'4      c'4    c'4    d'4    \bar "|"   c'4    c'4    d'4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1504/gen_song_1504.midi b/n-grams/gen_songs_abc/song_1504/gen_song_1504.midi
new file mode 100644
index 0000000000000000000000000000000000000000..2ff10c882a912eca4990ee0255fe0709b13b27b8
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1504/gen_song_1504.midi differ
diff --git a/n-grams/gen_songs_abc/song_1504/gen_song_1504.png b/n-grams/gen_songs_abc/song_1504/gen_song_1504.png
new file mode 100644
index 0000000000000000000000000000000000000000..1c54b2cf4ebcff6b13fe98ecdf07e2be2f9778c3
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1504/gen_song_1504.png differ
diff --git a/n-grams/gen_songs_abc/song_152454/gen_song_152454.abc b/n-grams/gen_songs_abc/song_152454/gen_song_152454.abc
new file mode 100644
index 0000000000000000000000000000000000000000..a69aaa45a6160699a138de5e4e53f2adc713ba68
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_152454/gen_song_152454.abc
@@ -0,0 +1,33 @@
+X:1
+T:Markov Song 152454
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+af d2 Ad | af d2 Ad | cA B2 ef
+af d2 Ad | cA B2 ef | cA B2 ef
+cA B2 ef | cA B2 ef | ge c2 B^g
+cA B2 ef | ge c2 B^g | ge c2 B^g
+ge c2 B^g | ge c2 B^g | a^g a=g fg
+ge c2 B^g | a^g a=g fg | a^g a=g fg
+a^g a=g fg | a^g a=g fg | af d2 Ad
+a^g a=g fg | af d2 Ad | af d2 Ad
+af d2 Ad | af d2 Ad | cA B2 ef
+af d2 Ad | cA B2 ef | cA B2 ef
+cA B2 ef | cA B2 ef | ge c2 B^g
+cA B2 ef | ge c2 B^g | ge c2 B^g
+ge c2 B^g | ge c2 B^g | a^g a=g fg
+ge c2 B^g | a^g a=g fg | a^g a=g fg
+a^g a=g fg | a^g a=g fg | af d2 Ad
+a^g a=g fg | af d2 Ad | af d2 Ad
+af d2 Ad | af d2 Ad | cA B2 ef
+af d2 Ad | cA B2 ef | cA B2 ef
+cA B2 ef | cA B2 ef | ge c2 B^g
+cA B2 ef | ge c2 B^g | ge c2 B^g
+ge c2 B^g | ge c2 B^g | a^g a=g fg
+ge c2 B^g | a^g a=g fg | a^g a=g fg
+a^g a=g fg | a^g a=g fg | af d2 Ad
+a^g a=g fg | af d2 Ad | af d2 Ad
diff --git a/n-grams/gen_songs_abc/song_152454/gen_song_152454.ly b/n-grams/gen_songs_abc/song_152454/gen_song_152454.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_152454/gen_song_152454.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_152454/gen_song_152454.midi b/n-grams/gen_songs_abc/song_152454/gen_song_152454.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_152454/gen_song_152454.midi differ
diff --git a/n-grams/gen_songs_abc/song_152454/gen_song_152454.png b/n-grams/gen_songs_abc/song_152454/gen_song_152454.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_152454/gen_song_152454.png differ
diff --git a/n-grams/gen_songs_abc/song_152456/gen_song_152456.abc b/n-grams/gen_songs_abc/song_152456/gen_song_152456.abc
new file mode 100644
index 0000000000000000000000000000000000000000..64b6b24dc00f8beb13e774d9eb26c94083e9d5ab
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_152456/gen_song_152456.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 152456
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ C2D  |  C2D  |  E2c 
+ C2D  |  E2c  |  E2c 
+ E2c  |  E2c  | d2c 
+ E2c  | d2c  | d2c 
+d2c  | d2c  |  B>cd
+d2c  |  B>cd |  B>cd
+ B>cd |  B>cd |  A2G 
+ B>cd |  A2G  |  A2G 
+ A2G  |  A2G  |  GFE 
+ A2G  |  GFE  |  GFE 
+ GFE  |  GFE  |  DGF 
+ GFE  |  DGF  |  DGF 
+ DGF  |  DGF  |  G3 
+ DGF  |  G3  |  G3 
+ G3  |  G3  | 1 G2D :
+ G3  | 1 G2D : | 1 G2D :
+1 G2D : | 1 G2D : | 2 G2d 
+1 G2D : | 2 G2d  | 2 G2d 
+2 G2d  | 2 G2d  | : dB/c/d 
+2 G2d  | : dB/c/d  | : dB/c/d 
+: dB/c/d  | : dB/c/d  |  dB/c/d 
+: dB/c/d  |  dB/c/d  |  dB/c/d 
+ dB/c/d  |  dB/c/d  |  G>BG 
+ dB/c/d  |  G>BG  |  G>BG 
+ G>BG  |  G>BG  |  GBd 
+ G>BG  |  GBd  |  GBd 
+ GBd  |  GBd  |  ec/d/e 
+ GBd  |  ec/d/e  |  ec/d/e 
+ ec/d/e  |  ec/d/e  |  ec/d/e 
+ ec/d/e  |  ec/d/e  |  ec/d/e 
+ ec/d/e  |  ec/d/e  |  ec/d/e 
+ ec/d/e  |  ec/d/e  |  ec/d/e 
+ ec/d/e 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_152456/gen_song_152456.ly b/n-grams/gen_songs_abc/song_152456/gen_song_152456.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_152456/gen_song_152456.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_152456/gen_song_152456.midi b/n-grams/gen_songs_abc/song_152456/gen_song_152456.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_152456/gen_song_152456.midi differ
diff --git a/n-grams/gen_songs_abc/song_152456/gen_song_152456.png b/n-grams/gen_songs_abc/song_152456/gen_song_152456.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_152456/gen_song_152456.png differ
diff --git a/n-grams/gen_songs_abc/song_1526/gen_song_1526.abc b/n-grams/gen_songs_abc/song_1526/gen_song_1526.abc
new file mode 100644
index 0000000000000000000000000000000000000000..3c34ea7d96d66ab544abe26129a44c6127830e19
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1526/gen_song_1526.abc
@@ -0,0 +1,29 @@
+X:1
+T:Markov Song 1526
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+B>cd  | B>cd  |  efg 
+B>cd  |  efg  |  efg 
+ efg  |  efg  |  f>ga 
+ efg  |  f>ga  |  f>ga 
+ f>ga  |  f>ga  |  d2c 
+ f>ga  |  d2c  |  d2c 
+ d2c  |  d2c  |  B>cd 
+ d2c  |  B>cd  |  B>cd 
+ B>cd  |  B>cd  |  A2G 
+ B>cd  |  A2G  |  A2G 
+ A2G  |  A2G  |  F>ED 
+ A2G  |  F>ED  |  F>ED 
+ F>ED  |  F>ED  |  G2E 
+ F>ED  |  G2E  |  G2E 
+ G2E  |  G2E  |  F>GA 
+ G2E  |  F>GA  |  F>GA 
+ F>GA  |  F>GA  |  C2D 
+ F>GA  |  C2D  |  C2D 
+ C2D  |  C2D  |  E2c 
+ C2D  |  E2c  |  E2c 
diff --git a/n-grams/gen_songs_abc/song_1526/gen_song_1526.ly b/n-grams/gen_songs_abc/song_1526/gen_song_1526.ly
new file mode 100644
index 0000000000000000000000000000000000000000..5103bb466b8c46ec7dcc0d6fb6f0ab85a9a8d2a7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1526/gen_song_1526.ly
@@ -0,0 +1,52 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1526"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'8.    c''16    d''8    \bar "|"   b'8.    c''16    d''8    
+\bar "|"   e''8    fis''8    g''8      b'8.    c''16    d''8    \bar "|"   e''8 
+   fis''8    g''8    \bar "|"   e''8    fis''8    g''8      e''8    fis''8    
+g''8    \bar "|"   e''8    fis''8    g''8    \bar "|"   fis''8.    g''16    
+a''8      e''8    fis''8    g''8    \bar "|"   fis''8.    g''16    a''8    
+\bar "|"   fis''8.    g''16    a''8      fis''8.    g''16    a''8    \bar "|"   
+fis''8.    g''16    a''8    \bar "|"   d''4    c''8      fis''8.    g''16    
+a''8    \bar "|"   d''4    c''8    \bar "|"   d''4    c''8      d''4    c''8    
+\bar "|"   d''4    c''8    \bar "|"   b'8.    c''16    d''8      d''4    c''8   
+ \bar "|"   b'8.    c''16    d''8    \bar "|"   b'8.    c''16    d''8      b'8. 
+   c''16    d''8    \bar "|"   b'8.    c''16    d''8    \bar "|"   a'4    g'8   
+   b'8.    c''16    d''8    \bar "|"   a'4    g'8    \bar "|"   a'4    g'8      
+a'4    g'8    \bar "|"   a'4    g'8    \bar "|"   fis'8.    e'16    d'8      
+a'4    g'8    \bar "|"   fis'8.    e'16    d'8    \bar "|"   fis'8.    e'16    
+d'8      fis'8.    e'16    d'8    \bar "|"   fis'8.    e'16    d'8    \bar "|"  
+ g'4    e'8      fis'8.    e'16    d'8    \bar "|"   g'4    e'8    \bar "|"   
+g'4    e'8      g'4    e'8    \bar "|"   g'4    e'8    \bar "|"   fis'8.    
+g'16    a'8      g'4    e'8    \bar "|"   fis'8.    g'16    a'8    \bar "|"   
+fis'8.    g'16    a'8      fis'8.    g'16    a'8    \bar "|"   fis'8.    g'16   
+ a'8    \bar "|"   c'4    d'8      fis'8.    g'16    a'8    \bar "|"   c'4    
+d'8    \bar "|"   c'4    d'8      c'4    d'8    \bar "|"   c'4    d'8    
+\bar "|"   e'4    c''8      c'4    d'8    \bar "|"   e'4    c''8    \bar "|"   
+e'4    c''8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1526/gen_song_1526.midi b/n-grams/gen_songs_abc/song_1526/gen_song_1526.midi
new file mode 100644
index 0000000000000000000000000000000000000000..ea5b32ed87c93807eb1cef112dd15c043a0f6459
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1526/gen_song_1526.midi differ
diff --git a/n-grams/gen_songs_abc/song_1526/gen_song_1526.png b/n-grams/gen_songs_abc/song_1526/gen_song_1526.png
new file mode 100644
index 0000000000000000000000000000000000000000..1931fa350e7ed907483e4628927da69eff3eb69f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1526/gen_song_1526.png differ
diff --git a/n-grams/gen_songs_abc/song_1530/gen_song_1530.abc b/n-grams/gen_songs_abc/song_1530/gen_song_1530.abc
new file mode 100644
index 0000000000000000000000000000000000000000..1d96b1a2dcbd043c1cd5d397406b423a80bab8a7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1530/gen_song_1530.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 1530
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ AcA  |  AcA  | B>cd 
+ AcA  | B>cd  | B>cd 
+B>cd  | B>cd  |  efg 
+B>cd  |  efg  |  efg 
+ efg  |  efg  |  f>ga 
+ efg  |  f>ga  |  f>ga 
+ f>ga  |  f>ga  |  d2c 
+ f>ga  |  d2c  |  d2c 
+ d2c  |  d2c  |  B>AG 
+ d2c  |  B>AG  |  B>AG 
+ B>AG  |  B>AG  |  c2A 
+ B>AG  |  c2A  |  c2A 
+ c2A  |  c2A  |  B/c/dd 
+ c2A  |  B/c/dd  |  B/c/dd 
+ B/c/dd  |  B/c/dd  |  G2A 
+ B/c/dd  |  G2A  |  G2A 
+ G2A  |  G2A 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1530/gen_song_1530.ly b/n-grams/gen_songs_abc/song_1530/gen_song_1530.ly
new file mode 100644
index 0000000000000000000000000000000000000000..2dcf1678ed4c2918cf524b0cb913933fee695cac
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1530/gen_song_1530.ly
@@ -0,0 +1,49 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1530"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'8    c''8    a'8    \bar "|"   a'8    c''8    a'8    
+\bar "|"   b'8.    c''16    d''8      a'8    c''8    a'8    \bar "|"   b'8.    
+c''16    d''8    \bar "|"   b'8.    c''16    d''8      b'8.    c''16    d''8    
+\bar "|"   b'8.    c''16    d''8    \bar "|"   e''8    fis''8    g''8      b'8. 
+   c''16    d''8    \bar "|"   e''8    fis''8    g''8    \bar "|"   e''8    
+fis''8    g''8      e''8    fis''8    g''8    \bar "|"   e''8    fis''8    g''8 
+   \bar "|"   fis''8.    g''16    a''8      e''8    fis''8    g''8    \bar "|"  
+ fis''8.    g''16    a''8    \bar "|"   fis''8.    g''16    a''8      fis''8.   
+ g''16    a''8    \bar "|"   fis''8.    g''16    a''8    \bar "|"   d''4    
+c''8      fis''8.    g''16    a''8    \bar "|"   d''4    c''8    \bar "|"   
+d''4    c''8      d''4    c''8    \bar "|"   d''4    c''8    \bar "|"   b'8.    
+a'16    g'8      d''4    c''8    \bar "|"   b'8.    a'16    g'8    \bar "|"   
+b'8.    a'16    g'8      b'8.    a'16    g'8    \bar "|"   b'8.    a'16    g'8  
+  \bar "|"   c''4    a'8      b'8.    a'16    g'8    \bar "|"   c''4    a'8    
+\bar "|"   c''4    a'8      c''4    a'8    \bar "|"   c''4    a'8    \bar "|"   
+b'16    c''16    d''8    d''8      c''4    a'8    \bar "|"   b'16    c''16    
+d''8    d''8    \bar "|"   b'16    c''16    d''8    d''8      b'16    c''16    
+d''8    d''8    \bar "|"   b'16    c''16    d''8    d''8    \bar "|"   g'4    
+a'8      b'16    c''16    d''8    d''8    \bar "|"   g'4    a'8    \bar "|"   
+g'4    a'8      g'4    a'8    \bar "|"   g'4    a'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1530/gen_song_1530.midi b/n-grams/gen_songs_abc/song_1530/gen_song_1530.midi
new file mode 100644
index 0000000000000000000000000000000000000000..08fa31af685013f492ecf71ef67e23dfb96920b1
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1530/gen_song_1530.midi differ
diff --git a/n-grams/gen_songs_abc/song_1530/gen_song_1530.png b/n-grams/gen_songs_abc/song_1530/gen_song_1530.png
new file mode 100644
index 0000000000000000000000000000000000000000..5519611249fd4e0862eb04206ec7751955d73701
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1530/gen_song_1530.png differ
diff --git a/n-grams/gen_songs_abc/song_153148/gen_song_153148.abc b/n-grams/gen_songs_abc/song_153148/gen_song_153148.abc
new file mode 100644
index 0000000000000000000000000000000000000000..03020f0891336c2dbef52bce35d51409110a998c
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153148/gen_song_153148.abc
@@ -0,0 +1,34 @@
+X:1
+T:Markov Song 153148
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+d2 dg (3fed | d2 dg (3fed | c2 cB (3ABc
+d2 dg (3fed | c2 cB (3ABc | c2 cB (3ABc
+c2 cB (3ABc | c2 cB (3ABc | e2 ec (3efg
+c2 cB (3ABc | e2 ec (3efg | e2 ec (3efg
+e2 ec (3efg | e2 ec (3efg | a2 ab (3agf
+e2 ec (3efg | a2 ab (3agf | a2 ab (3agf
+a2 ab (3agf | a2 ab (3agf | e2 ea (3gfe
+a2 ab (3agf | e2 ea (3gfe | e2 ea (3gfe
+e2 ea (3gfe | e2 ea (3gfe | d2 cB cd
+e2 ea (3gfe | d2 cB cd | d2 cB cd
+d2 cB cd | d2 cB cd | (3efe B2 ge
+d2 cB cd | (3efe B2 ge | (3efe B2 ge
+(3efe B2 ge | (3efe B2 ge | fe fa (3f^dB
+(3efe B2 ge | fe fa (3f^dB | fe fa (3f^dB
+fe fa (3f^dB | fe fa (3f^dB | e^d ef =de
+fe fa (3f^dB | e^d ef =de | e^d ef =de
+e^d ef =de | e^d ef =de | :(3Bcd BA eA
+e^d ef =de | :(3Bcd BA eA | :(3Bcd BA eA
+:(3Bcd BA eA | :(3Bcd BA eA | (3Bcd BA eA
+:(3Bcd BA eA | (3Bcd BA eA | (3Bcd BA eA
+(3Bcd BA eA | (3Bcd BA eA | (3Bcd B=G dG
+(3Bcd BA eA | (3Bcd B=G dG | (3Bcd B=G dG
+(3Bcd B=G dG | (3Bcd B=G dG | (3Bcd B=G dG
+(3Bcd B=G dG | (3Bcd B=G dG | (3Bcd B=G dG
+(3Bcd B=G dG | (3Bcd B=G dG
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_153148/gen_song_153148.ly b/n-grams/gen_songs_abc/song_153148/gen_song_153148.ly
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_153150/gen_song_153150.abc b/n-grams/gen_songs_abc/song_153150/gen_song_153150.abc
new file mode 100644
index 0000000000000000000000000000000000000000..3128dddb5133aded3b1a8fe4e3075dd26acba345
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153150/gen_song_153150.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 153150
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ gf ed ef  |  gf ed ef  |  g2 B2 B2 
+ gf ed ef  |  g2 B2 B2  |  g2 B2 B2 
+ g2 B2 B2  |  g2 B2 B2  | c>B A>Bc>d 
+ g2 B2 B2  | c>B A>Bc>d  | c>B A>Bc>d 
+c>B A>Bc>d  | c>B A>Bc>d  |  e2 A2 G/A/B 
+c>B A>Bc>d  |  e2 A2 G/A/B  |  e2 A2 G/A/B 
+ e2 A2 G/A/B  |  e2 A2 G/A/B  |  AG F>EE>F 
+ e2 A2 G/A/B  |  AG F>EE>F  |  AG F>EE>F 
+ AG F>EE>F  |  AG F>EE>F  |  E4 ef 
+ AG F>EE>F  |  E4 ef  |  E4 ef 
+ E4 ef  |  E4 ef  | g2 g/a/b g/a/b 
+ E4 ef  | g2 g/a/b g/a/b  | g2 g/a/b g/a/b 
+g2 g/a/b g/a/b  | g2 g/a/b g/a/b  |  ag fe e/f/g 
+g2 g/a/b g/a/b  |  ag fe e/f/g  |  ag fe e/f/g 
+ ag fe e/f/g  |  ag fe e/f/g  |  ed cB AG 
+ ag fe e/f/g  |  ed cB AG  |  ed cB AG 
+ ed cB AG  |  ed cB AG 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_153150/gen_song_153150.ly b/n-grams/gen_songs_abc/song_153150/gen_song_153150.ly
new file mode 100644
index 0000000000000000000000000000000000000000..e1ed79526018868d4101c608a0b894189e3da651
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153150/gen_song_153150.ly
@@ -0,0 +1,63 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 153150"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   g''8    fis''8    e''8    d''8    e''8    fis''8    \bar "|"   
+g''8    fis''8    e''8    d''8    e''8    fis''8    \bar "|"   g''4    b'4    
+b'4      g''8    fis''8    e''8    d''8    e''8    fis''8    \bar "|"   g''4    
+b'4    b'4    \bar "|"   g''4    b'4    b'4      g''4    b'4    b'4    \bar "|" 
+  g''4    b'4    b'4    \bar "|"   c''8.    b'16    a'8.    b'16    c''8.    
+d''16      g''4    b'4    b'4    \bar "|"   c''8.    b'16    a'8.    b'16    
+c''8.    d''16    \bar "|"   c''8.    b'16    a'8.    b'16    c''8.    d''16    
+  c''8.    b'16    a'8.    b'16    c''8.    d''16    \bar "|"   c''8.    b'16   
+ a'8.    b'16    c''8.    d''16    \bar "|"   e''4    a'4    g'16    a'16    
+b'8      c''8.    b'16    a'8.    b'16    c''8.    d''16    \bar "|"   e''4    
+a'4    g'16    a'16    b'8    \bar "|"   e''4    a'4    g'16    a'16    b'8     
+ e''4    a'4    g'16    a'16    b'8    \bar "|"   e''4    a'4    g'16    a'16   
+ b'8    \bar "|"   a'8    g'8    fis'8.    e'16    e'8.    fis'16      e''4    
+a'4    g'16    a'16    b'8    \bar "|"   a'8    g'8    fis'8.    e'16    e'8.   
+ fis'16    \bar "|"   a'8    g'8    fis'8.    e'16    e'8.    fis'16      a'8   
+ g'8    fis'8.    e'16    e'8.    fis'16    \bar "|"   a'8    g'8    fis'8.    
+e'16    e'8.    fis'16    \bar "|"   e'2    e''8    fis''8      a'8    g'8    
+fis'8.    e'16    e'8.    fis'16    \bar "|"   e'2    e''8    fis''8    
+\bar "|"   e'2    e''8    fis''8      e'2    e''8    fis''8    \bar "|"   e'2   
+ e''8    fis''8    \bar "|"   g''4    g''16    a''16    b''8    g''16    a''16  
+  b''8      e'2    e''8    fis''8    \bar "|"   g''4    g''16    a''16    b''8  
+  g''16    a''16    b''8    \bar "|"   g''4    g''16    a''16    b''8    g''16  
+  a''16    b''8      g''4    g''16    a''16    b''8    g''16    a''16    b''8   
+ \bar "|"   g''4    g''16    a''16    b''8    g''16    a''16    b''8    
+\bar "|"   a''8    g''8    fis''8    e''8    e''16    fis''16    g''8      g''4 
+   g''16    a''16    b''8    g''16    a''16    b''8    \bar "|"   a''8    g''8  
+  fis''8    e''8    e''16    fis''16    g''8    \bar "|"   a''8    g''8    
+fis''8    e''8    e''16    fis''16    g''8      a''8    g''8    fis''8    e''8  
+  e''16    fis''16    g''8    \bar "|"   a''8    g''8    fis''8    e''8    
+e''16    fis''16    g''8    \bar "|"   e''8    d''8    c''8    b'8    a'8    
+g'8      a''8    g''8    fis''8    e''8    e''16    fis''16    g''8    \bar "|" 
+  e''8    d''8    c''8    b'8    a'8    g'8    \bar "|"   e''8    d''8    c''8  
+  b'8    a'8    g'8      e''8    d''8    c''8    b'8    a'8    g'8    \bar "|"  
+ e''8    d''8    c''8    b'8    a'8    g'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_153150/gen_song_153150.midi b/n-grams/gen_songs_abc/song_153150/gen_song_153150.midi
new file mode 100644
index 0000000000000000000000000000000000000000..2176ecadab92bf6ab3f0e6d6545d26edcc2af73b
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153150/gen_song_153150.midi differ
diff --git a/n-grams/gen_songs_abc/song_153150/gen_song_153150.png b/n-grams/gen_songs_abc/song_153150/gen_song_153150.png
new file mode 100644
index 0000000000000000000000000000000000000000..ef73f023b5a1f3c96184fbd3bea374f628bcdfb0
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153150/gen_song_153150.png differ
diff --git a/n-grams/gen_songs_abc/song_153152/gen_song_153152.abc b/n-grams/gen_songs_abc/song_153152/gen_song_153152.abc
new file mode 100644
index 0000000000000000000000000000000000000000..1097bb43622b5765069f07dd19fae35e2cb2ecf9
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153152/gen_song_153152.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 153152
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+fe fa (3f^dB | fe fa (3f^dB | e^d eB ge
+fe fa (3f^dB | e^d eB ge | e^d eB ge
+e^d eB ge | e^d eB ge | fe fa (3f^dB
+e^d eB ge | fe fa (3f^dB | fe fa (3f^dB
+fe fa (3f^dB | fe fa (3f^dB | e^d eB ge
+fe fa (3f^dB | e^d eB ge | e^d eB ge
+e^d eB ge | e^d eB ge | fe fa (3f^dB
+e^d eB ge | fe fa (3f^dB | fe fa (3f^dB
+fe fa (3f^dB | fe fa (3f^dB | e^d eB ge
+fe fa (3f^dB | e^d eB ge | e^d eB ge
+e^d eB ge | e^d eB ge | fe fa (3f^dB
+e^d eB ge | fe fa (3f^dB | fe fa (3f^dB
+fe fa (3f^dB | fe fa (3f^dB | e^d eB ge
+fe fa (3f^dB | e^d eB ge | e^d eB ge
+e^d eB ge | e^d eB ge | fe fa (3f^dB
+e^d eB ge | fe fa (3f^dB | fe fa (3f^dB
+fe fa (3f^dB | fe fa (3f^dB | e^d ef =de
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_153152/gen_song_153152.ly b/n-grams/gen_songs_abc/song_153152/gen_song_153152.ly
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_153154/gen_song_153154.abc b/n-grams/gen_songs_abc/song_153154/gen_song_153154.abc
new file mode 100644
index 0000000000000000000000000000000000000000..9f898ccf05f2f53cf30fc39220d62b78da243ed7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153154/gen_song_153154.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 153154
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ B2 e>f g2  |  B2 e>f g2  |  B2 ef g2 
+ B2 e>f g2  |  B2 ef g2  |  B2 ef g2 
+ B2 ef g2  |  B2 ef g2  |  gf ed ef 
+ B2 ef g2  |  gf ed ef  |  gf ed ef 
+ gf ed ef  |  gf ed ef  |  g2 B2 B2 
+ gf ed ef  |  g2 B2 B2  |  g2 B2 B2 
+ g2 B2 B2  |  g2 B2 B2  | c2 ec BA 
+ g2 B2 B2  | c2 ec BA  | c2 ec BA 
+c2 ec BA  | c2 ec BA  |  B2 dB AG 
+c2 ec BA  |  B2 dB AG  |  B2 dB AG 
+ B2 dB AG  |  B2 dB AG  |  A2 B2 d2 
+ B2 dB AG  |  A2 B2 d2  |  A2 B2 d2 
+ A2 B2 d2  |  A2 B2 d2  |  e4 e2 
+ A2 B2 d2  |  e4 e2  |  e4 e2 
+ e4 e2  |  e4 e2  | ed Bd e2 
+ e4 e2  | ed Bd e2  | ed Bd e2 
+ed Bd e2  | ed Bd e2  |  dB AB d2 
+ed Bd e2  |  dB AB d2  |  dB AB d2 
+ dB AB d2  |  dB AB d2  |  BA GA BG 
+ dB AB d2  |  BA GA BG  |  BA GA BG 
+ BA GA BG  |  BA GA BG  |  A2 F2 D2 
+ BA GA BG  |  A2 F2 D2  |  A2 F2 D2 
+ A2 F2 D2  |  A2 F2 D2  | G3 F E2 
+ A2 F2 D2  | G3 F E2  | G3 F E2 
+G3 F E2  | G3 F E2  |  A3 G F2 
+G3 F E2  |  A3 G F2  |  A3 G F2 
+ A3 G F2  |  A3 G F2  |  GB B,2 D2 
+ A3 G F2  |  GB B,2 D2  |  GB B,2 D2 
+ GB B,2 D2  |  GB B,2 D2  |  E4 
+ GB B,2 D2  |  E4  |  E4 
+ E4  |  E4  | GA 
+ E4  | GA  | GA 
+GA  | GA 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_153154/gen_song_153154.ly b/n-grams/gen_songs_abc/song_153154/gen_song_153154.ly
new file mode 100644
index 0000000000000000000000000000000000000000..44143a3776fa35c148016e68c3a99c337ee46951
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153154/gen_song_153154.ly
@@ -0,0 +1,75 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 153154"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'4    e''8.    fis''16    g''4    \bar "|"   b'4    e''8.    
+fis''16    g''4    \bar "|"   b'4    e''8    fis''8    g''4      b'4    e''8.   
+ fis''16    g''4    \bar "|"   b'4    e''8    fis''8    g''4    \bar "|"   b'4  
+  e''8    fis''8    g''4      b'4    e''8    fis''8    g''4    \bar "|"   b'4   
+ e''8    fis''8    g''4    \bar "|"   g''8    fis''8    e''8    d''8    e''8    
+fis''8      b'4    e''8    fis''8    g''4    \bar "|"   g''8    fis''8    e''8  
+  d''8    e''8    fis''8    \bar "|"   g''8    fis''8    e''8    d''8    e''8   
+ fis''8      g''8    fis''8    e''8    d''8    e''8    fis''8    \bar "|"   
+g''8    fis''8    e''8    d''8    e''8    fis''8    \bar "|"   g''4    b'4    
+b'4      g''8    fis''8    e''8    d''8    e''8    fis''8    \bar "|"   g''4    
+b'4    b'4    \bar "|"   g''4    b'4    b'4      g''4    b'4    b'4    \bar "|" 
+  g''4    b'4    b'4    \bar "|"   c''4    e''8    c''8    b'8    a'8      g''4 
+   b'4    b'4    \bar "|"   c''4    e''8    c''8    b'8    a'8    \bar "|"   
+c''4    e''8    c''8    b'8    a'8      c''4    e''8    c''8    b'8    a'8    
+\bar "|"   c''4    e''8    c''8    b'8    a'8    \bar "|"   b'4    d''8    b'8  
+  a'8    g'8      c''4    e''8    c''8    b'8    a'8    \bar "|"   b'4    d''8  
+  b'8    a'8    g'8    \bar "|"   b'4    d''8    b'8    a'8    g'8      b'4    
+d''8    b'8    a'8    g'8    \bar "|"   b'4    d''8    b'8    a'8    g'8    
+\bar "|"   a'4    b'4    d''4      b'4    d''8    b'8    a'8    g'8    \bar "|" 
+  a'4    b'4    d''4    \bar "|"   a'4    b'4    d''4      a'4    b'4    d''4   
+ \bar "|"   a'4    b'4    d''4    \bar "|"   e''2    e''4      a'4    b'4    
+d''4    \bar "|"   e''2    e''4    \bar "|"   e''2    e''4      e''2    e''4    
+\bar "|"   e''2    e''4    \bar "|"   e''8    d''8    b'8    d''8    e''4      
+e''2    e''4    \bar "|"   e''8    d''8    b'8    d''8    e''4    \bar "|"   
+e''8    d''8    b'8    d''8    e''4      e''8    d''8    b'8    d''8    e''4    
+\bar "|"   e''8    d''8    b'8    d''8    e''4    \bar "|"   d''8    b'8    a'8 
+   b'8    d''4      e''8    d''8    b'8    d''8    e''4    \bar "|"   d''8    
+b'8    a'8    b'8    d''4    \bar "|"   d''8    b'8    a'8    b'8    d''4      
+d''8    b'8    a'8    b'8    d''4    \bar "|"   d''8    b'8    a'8    b'8    
+d''4    \bar "|"   b'8    a'8    g'8    a'8    b'8    g'8      d''8    b'8    
+a'8    b'8    d''4    \bar "|"   b'8    a'8    g'8    a'8    b'8    g'8    
+\bar "|"   b'8    a'8    g'8    a'8    b'8    g'8      b'8    a'8    g'8    a'8 
+   b'8    g'8    \bar "|"   b'8    a'8    g'8    a'8    b'8    g'8    \bar "|"  
+ a'4    fis'4    d'4      b'8    a'8    g'8    a'8    b'8    g'8    \bar "|"   
+a'4    fis'4    d'4    \bar "|"   a'4    fis'4    d'4      a'4    fis'4    d'4  
+  \bar "|"   a'4    fis'4    d'4    \bar "|"   g'4.    fis'8    e'4      a'4    
+fis'4    d'4    \bar "|"   g'4.    fis'8    e'4    \bar "|"   g'4.    fis'8    
+e'4      g'4.    fis'8    e'4    \bar "|"   g'4.    fis'8    e'4    \bar "|"   
+a'4.    g'8    fis'4      g'4.    fis'8    e'4    \bar "|"   a'4.    g'8    
+fis'4    \bar "|"   a'4.    g'8    fis'4      a'4.    g'8    fis'4    \bar "|"  
+ a'4.    g'8    fis'4    \bar "|"   g'8    b'8    b4    d'4      a'4.    g'8    
+fis'4    \bar "|"   g'8    b'8    b4    d'4    \bar "|"   g'8    b'8    b4    
+d'4      g'8    b'8    b4    d'4    \bar "|"   g'8    b'8    b4    d'4    
+\bar "|"   e'2      g'8    b'8    b4    d'4    \bar "|"   e'2    \bar "|"   e'2 
+     e'2    \bar "|"   e'2    \bar "|"   g'8    a'8      e'2    \bar "|"   g'8  
+  a'8    \bar "|"   g'8    a'8      g'8    a'8    \bar "|"   g'8    a'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_153154/gen_song_153154.midi b/n-grams/gen_songs_abc/song_153154/gen_song_153154.midi
new file mode 100644
index 0000000000000000000000000000000000000000..774fa45e8eb89cfddebc89e5d8f10aba57a9eb03
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153154/gen_song_153154.midi differ
diff --git a/n-grams/gen_songs_abc/song_153154/gen_song_153154.png b/n-grams/gen_songs_abc/song_153154/gen_song_153154.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f38a561c7ed5dfa9293b6a9b0f18885f708d6e7
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153154/gen_song_153154.png differ
diff --git a/n-grams/gen_songs_abc/song_153156/gen_song_153156.abc b/n-grams/gen_songs_abc/song_153156/gen_song_153156.abc
new file mode 100644
index 0000000000000000000000000000000000000000..231e8dbc9ec72227bd4f8739ef39c511fa67be52
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153156/gen_song_153156.abc
@@ -0,0 +1,29 @@
+X:1
+T:Markov Song 153156
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ A4a2  |  A4a2  |  bagfed 
+ A4a2  |  bagfed  |  bagfed 
+ bagfed  |  bagfed  |  g4gf 
+ bagfed  |  g4gf  |  g4gf 
+ g4gf  |  g4gf  |  e3fed 
+ g4gf  |  e3fed  |  e3fed 
+ e3fed  |  e3fed  |  e2f2gf 
+ e3fed  |  e2f2gf  |  e2f2gf 
+ e2f2gf  |  e2f2gf  |  edcBAG 
+ e2f2gf  |  edcBAG  |  edcBAG 
+ edcBAG  |  edcBAG  |  A4BA 
+ edcBAG  |  A4BA  |  A4BA 
+ A4BA  |  A4BA  | G3AB2 
+ A4BA  | G3AB2  | G3AB2 
+G3AB2  | G3AB2  |  g4ga 
+G3AB2  |  g4ga  |  g4ga 
+ g4ga  |  g4ga  |  bagfed 
+ g4ga  |  bagfed  |  bagfed 
+ bagfed  |  bagfed  |  e2f2gf 
+ bagfed  |  e2f2gf  |  e2f2gf 
diff --git a/n-grams/gen_songs_abc/song_153156/gen_song_153156.ly b/n-grams/gen_songs_abc/song_153156/gen_song_153156.ly
new file mode 100644
index 0000000000000000000000000000000000000000..03013dfe05f964a9312ffeca05980c9ae3d97528
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153156/gen_song_153156.ly
@@ -0,0 +1,61 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 153156"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'2    a''4    \bar "|"   a'2    a''4    \bar "|"   b''8    
+a''8    g''8    fis''8    e''8    d''8      a'2    a''4    \bar "|"   b''8    
+a''8    g''8    fis''8    e''8    d''8    \bar "|"   b''8    a''8    g''8    
+fis''8    e''8    d''8      b''8    a''8    g''8    fis''8    e''8    d''8    
+\bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"   g''2    
+g''8    fis''8      b''8    a''8    g''8    fis''8    e''8    d''8    \bar "|"  
+ g''2    g''8    fis''8    \bar "|"   g''2    g''8    fis''8      g''2    g''8  
+  fis''8    \bar "|"   g''2    g''8    fis''8    \bar "|"   e''4.    fis''8    
+e''8    d''8      g''2    g''8    fis''8    \bar "|"   e''4.    fis''8    e''8  
+  d''8    \bar "|"   e''4.    fis''8    e''8    d''8      e''4.    fis''8    
+e''8    d''8    \bar "|"   e''4.    fis''8    e''8    d''8    \bar "|"   e''4   
+ fis''4    g''8    fis''8      e''4.    fis''8    e''8    d''8    \bar "|"   
+e''4    fis''4    g''8    fis''8    \bar "|"   e''4    fis''4    g''8    fis''8 
+     e''4    fis''4    g''8    fis''8    \bar "|"   e''4    fis''4    g''8    
+fis''8    \bar "|"   e''8    d''8    c''8    b'8    a'8    g'8      e''4    
+fis''4    g''8    fis''8    \bar "|"   e''8    d''8    c''8    b'8    a'8    
+g'8    \bar "|"   e''8    d''8    c''8    b'8    a'8    g'8      e''8    d''8   
+ c''8    b'8    a'8    g'8    \bar "|"   e''8    d''8    c''8    b'8    a'8    
+g'8    \bar "|"   a'2    b'8    a'8      e''8    d''8    c''8    b'8    a'8    
+g'8    \bar "|"   a'2    b'8    a'8    \bar "|"   a'2    b'8    a'8      a'2    
+b'8    a'8    \bar "|"   a'2    b'8    a'8    \bar "|"   g'4.    a'8    b'4     
+ a'2    b'8    a'8    \bar "|"   g'4.    a'8    b'4    \bar "|"   g'4.    a'8   
+ b'4      g'4.    a'8    b'4    \bar "|"   g'4.    a'8    b'4    \bar "|"   
+g''2    g''8    a''8      g'4.    a'8    b'4    \bar "|"   g''2    g''8    a''8 
+   \bar "|"   g''2    g''8    a''8      g''2    g''8    a''8    \bar "|"   g''2 
+   g''8    a''8    \bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8    
+  g''2    g''8    a''8    \bar "|"   b''8    a''8    g''8    fis''8    e''8    
+d''8    \bar "|"   b''8    a''8    g''8    fis''8    e''8    d''8      b''8    
+a''8    g''8    fis''8    e''8    d''8    \bar "|"   b''8    a''8    g''8    
+fis''8    e''8    d''8    \bar "|"   e''4    fis''4    g''8    fis''8      b''8 
+   a''8    g''8    fis''8    e''8    d''8    \bar "|"   e''4    fis''4    g''8  
+  fis''8    \bar "|"   e''4    fis''4    g''8    fis''8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_153156/gen_song_153156.midi b/n-grams/gen_songs_abc/song_153156/gen_song_153156.midi
new file mode 100644
index 0000000000000000000000000000000000000000..749928a882588574a801ac98c49c8dbdf3c62b87
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153156/gen_song_153156.midi differ
diff --git a/n-grams/gen_songs_abc/song_153156/gen_song_153156.png b/n-grams/gen_songs_abc/song_153156/gen_song_153156.png
new file mode 100644
index 0000000000000000000000000000000000000000..6376ba2a1ec234ce1f6c0c4a680be074a21565bc
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153156/gen_song_153156.png differ
diff --git a/n-grams/gen_songs_abc/song_153200/gen_song_153200.abc b/n-grams/gen_songs_abc/song_153200/gen_song_153200.abc
new file mode 100644
index 0000000000000000000000000000000000000000..3c442c973e6a2d036b9ea502976e83c4434073f0
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153200/gen_song_153200.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 153200
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ B4A2  |  B4A2  | F2GFGE 
+ B4A2  | F2GFGE  | F2GFGE 
+F2GFGE  | F2GFGE  |  D4f2 
+F2GFGE  |  D4f2  |  D4f2 
+ D4f2  |  D4f2  |  B4e2 
+ D4f2  |  B4e2  |  B4e2 
+ B4e2  |  B4e2  |  A4dc 
+ B4e2  |  A4dc  |  A4dc 
+ A4dc  |  A4dc  |  d2dec2 
+ A4dc  |  d2dec2  |  d2dec2 
+ d2dec2  |  d2dec2  |  d4 :
+ d2dec2  |  d4 : |  d4 :
+ d4 : |  d4 : | : de 
+ d4 : | : de  | : de 
+: de  | : de  |  f2fed2 
+: de  |  f2fed2  |  f2fed2 
+ f2fed2  |  f2fed2  |  edefa2 
+ f2fed2  |  edefa2  |  edefa2 
+ edefa2  |  edefa2  |  b2b2a2 
+ edefa2  |  b2b2a2  |  b2b2a2 
+ b2b2a2  |  b2b2a2  |  f4ed 
+ b2b2a2  |  f4ed  |  f4ed 
+ f4ed  |  f4ed  |  d4B2 
+ f4ed  |  d4B2  |  d4B2 
+ d4B2  |  d4B2  |  B4A2 
+ d4B2  |  B4A2  |  B4A2 
+ B4A2  |  B4A2  | F2GFGE 
+ B4A2  | F2GFGE  | F2GFGE 
+F2GFGE  | F2GFGE  |  D4f2 
+F2GFGE  |  D4f2  |  D4f2 
+ D4f2  |  D4f2  |  B4e2 
+ D4f2  |  B4e2  |  B4e2 
+ B4e2  |  B4e2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_153200/gen_song_153200.ly b/n-grams/gen_songs_abc/song_153200/gen_song_153200.ly
new file mode 100644
index 0000000000000000000000000000000000000000..41671fee5001d4581e79d4b0b5faa470089830e6
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_153200/gen_song_153200.ly
@@ -0,0 +1,65 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 153200"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'2    a'4    \bar "|"   b'2    a'4    \bar "|"   fis'4    g'8 
+   fis'8    g'8    e'8      b'2    a'4    \bar "|"   fis'4    g'8    fis'8    
+g'8    e'8    \bar "|"   fis'4    g'8    fis'8    g'8    e'8      fis'4    g'8  
+  fis'8    g'8    e'8    \bar "|"   fis'4    g'8    fis'8    g'8    e'8    
+\bar "|"   d'2    fis''4      fis'4    g'8    fis'8    g'8    e'8    \bar "|"   
+d'2    fis''4    \bar "|"   d'2    fis''4      d'2    fis''4    \bar "|"   d'2  
+  fis''4    \bar "|"   b'2    e''4      d'2    fis''4    \bar "|"   b'2    e''4 
+   \bar "|"   b'2    e''4      b'2    e''4    \bar "|"   b'2    e''4    
+\bar "|"   a'2    d''8    c''8      b'2    e''4    \bar "|"   a'2    d''8    
+c''8    \bar "|"   a'2    d''8    c''8      a'2    d''8    c''8    \bar "|"   
+a'2    d''8    c''8    \bar "|"   d''4    d''8    e''8    c''4      a'2    d''8 
+   c''8    \bar "|"   d''4    d''8    e''8    c''4    \bar "|"   d''4    d''8   
+ e''8    c''4      d''4    d''8    e''8    c''4    \bar "|"   d''4    d''8    
+e''8    c''4    \bar "|"   d''2      d''4    d''8    e''8    c''4    \bar "|"   
+d''2      d''2      d''2          fis''4    fis''8    e''8    d''4    \bar "|"  
+ fis''4    fis''8    e''8    d''4    \bar "|"   e''8    d''8    e''8    fis''8  
+  a''4      fis''4    fis''8    e''8    d''4    \bar "|"   e''8    d''8    e''8 
+   fis''8    a''4    \bar "|"   e''8    d''8    e''8    fis''8    a''4      
+e''8    d''8    e''8    fis''8    a''4    \bar "|"   e''8    d''8    e''8    
+fis''8    a''4    \bar "|"   b''4    b''4    a''4      e''8    d''8    e''8    
+fis''8    a''4    \bar "|"   b''4    b''4    a''4    \bar "|"   b''4    b''4    
+a''4      b''4    b''4    a''4    \bar "|"   b''4    b''4    a''4    \bar "|"   
+fis''2    e''8    d''8      b''4    b''4    a''4    \bar "|"   fis''2    e''8   
+ d''8    \bar "|"   fis''2    e''8    d''8      fis''2    e''8    d''8    
+\bar "|"   fis''2    e''8    d''8    \bar "|"   d''2    b'4      fis''2    e''8 
+   d''8    \bar "|"   d''2    b'4    \bar "|"   d''2    b'4      d''2    b'4    
+\bar "|"   d''2    b'4    \bar "|"   b'2    a'4      d''2    b'4    \bar "|"   
+b'2    a'4    \bar "|"   b'2    a'4      b'2    a'4    \bar "|"   b'2    a'4    
+\bar "|"   fis'4    g'8    fis'8    g'8    e'8      b'2    a'4    \bar "|"   
+fis'4    g'8    fis'8    g'8    e'8    \bar "|"   fis'4    g'8    fis'8    g'8  
+  e'8      fis'4    g'8    fis'8    g'8    e'8    \bar "|"   fis'4    g'8    
+fis'8    g'8    e'8    \bar "|"   d'2    fis''4      fis'4    g'8    fis'8    
+g'8    e'8    \bar "|"   d'2    fis''4    \bar "|"   d'2    fis''4      d'2    
+fis''4    \bar "|"   d'2    fis''4    \bar "|"   b'2    e''4      d'2    fis''4 
+   \bar "|"   b'2    e''4    \bar "|"   b'2    e''4      b'2    e''4    
+\bar "|"   b'2    e''4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_153200/gen_song_153200.midi b/n-grams/gen_songs_abc/song_153200/gen_song_153200.midi
new file mode 100644
index 0000000000000000000000000000000000000000..3ee31a30285225bdc0a12625f9fe0087db640a82
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153200/gen_song_153200.midi differ
diff --git a/n-grams/gen_songs_abc/song_153200/gen_song_153200.png b/n-grams/gen_songs_abc/song_153200/gen_song_153200.png
new file mode 100644
index 0000000000000000000000000000000000000000..3a1d48e0a506636f6630abf921d98106e730970c
Binary files /dev/null and b/n-grams/gen_songs_abc/song_153200/gen_song_153200.png differ
diff --git a/n-grams/gen_songs_abc/song_1551/gen_song_1551.abc b/n-grams/gen_songs_abc/song_1551/gen_song_1551.abc
new file mode 100644
index 0000000000000000000000000000000000000000..86a55599cc2fb83278e97f7a4a1c8ebe57cc5b06
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1551/gen_song_1551.abc
@@ -0,0 +1,29 @@
+X:1
+T:Markov Song 1551
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ b4 a2  |  b4 a2  |  g4 
+ b4 a2  |  g4  |  g4 
+ g4  |  g4  | d>f 
+ g4  | d>f  | d>f 
+d>f  | d>f  |  g4 a2 
+d>f  |  g4 a2  |  g4 a2 
+ g4 a2  |  g4 a2  |  g4 fg 
+ g4 a2  |  g4 fg  |  g4 fg 
+ g4 fg  |  g4 fg  |  a4 dd 
+ g4 fg  |  a4 dd  |  a4 dd 
+ a4 dd  |  a4 dd  |  e4 dB 
+ a4 dd  |  e4 dB  |  e4 dB 
+ e4 dB  |  e4 dB  |  AG/A/ B>d AG- 
+ e4 dB  |  AG/A/ B>d AG-  |  AG/A/ B>d AG- 
+ AG/A/ B>d AG-  |  AG/A/ B>d AG-  |  G4 (3efg 
+ AG/A/ B>d AG-  |  G4 (3efg  |  G4 (3efg 
+ G4 (3efg  |  G4 (3efg  | aa b>a ge- 
+ G4 (3efg  | aa b>a ge-  | aa b>a ge- 
+aa b>a ge-  | aa b>a ge-  |  e4 d2 
+aa b>a ge-  |  e4 d2  |  e4 d2 
diff --git a/n-grams/gen_songs_abc/song_1551/gen_song_1551.ly b/n-grams/gen_songs_abc/song_1551/gen_song_1551.ly
new file mode 100644
index 0000000000000000000000000000000000000000..081cb05eed8eec36fe652d8f0df6870f5ebff508
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1551/gen_song_1551.ly
@@ -0,0 +1,59 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1551"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b''2    a''4    \bar "|"   b''2    a''4    \bar "|"   g''2     
+ b''2    a''4    \bar "|"   g''2    \bar "|"   g''2      g''2    \bar "|"   
+g''2    \bar "|"   d''8.    fis''16      g''2    \bar "|"   d''8.    fis''16    
+\bar "|"   d''8.    fis''16      d''8.    fis''16    \bar "|"   d''8.    
+fis''16    \bar "|"   g''2    a''4      d''8.    fis''16    \bar "|"   g''2    
+a''4    \bar "|"   g''2    a''4      g''2    a''4    \bar "|"   g''2    a''4    
+\bar "|"   g''2    fis''8    g''8      g''2    a''4    \bar "|"   g''2    
+fis''8    g''8    \bar "|"   g''2    fis''8    g''8      g''2    fis''8    g''8 
+   \bar "|"   g''2    fis''8    g''8    \bar "|"   a''2    d''8    d''8      
+g''2    fis''8    g''8    \bar "|"   a''2    d''8    d''8    \bar "|"   a''2    
+d''8    d''8      a''2    d''8    d''8    \bar "|"   a''2    d''8    d''8    
+\bar "|"   e''2    d''8    b'8      a''2    d''8    d''8    \bar "|"   e''2    
+d''8    b'8    \bar "|"   e''2    d''8    b'8      e''2    d''8    b'8    
+\bar "|"   e''2    d''8    b'8    \bar "|"   a'8    g'16    a'16    b'8.    
+d''16    a'8    g'8   ~      e''2    d''8    b'8    \bar "|"   a'8    g'16    
+a'16    b'8.    d''16    a'8    g'8   ~    \bar "|"   a'8    g'16    a'16    
+b'8.    d''16    a'8    g'8   ~      a'8    g'16    a'16    b'8.    d''16    
+a'8    g'8   ~    \bar "|"   a'8    g'16    a'16    b'8.    d''16    a'8    g'8 
+  ~    \bar "|"   g'2    \times 2/3 {   e''8    fis''8    g''8  }     a'8    
+g'16    a'16    b'8.    d''16    a'8    g'8   ~    \bar "|"   g'2    
+\times 2/3 {   e''8    fis''8    g''8  }   \bar "|"   g'2    \times 2/3 {   
+e''8    fis''8    g''8  }     g'2    \times 2/3 {   e''8    fis''8    g''8  }   
+\bar "|"   g'2    \times 2/3 {   e''8    fis''8    g''8  }   \bar "|"   a''8    
+a''8    b''8.    a''16    g''8    e''8   ~      g'2    \times 2/3 {   e''8    
+fis''8    g''8  }   \bar "|"   a''8    a''8    b''8.    a''16    g''8    e''8  
+ ~    \bar "|"   a''8    a''8    b''8.    a''16    g''8    e''8   ~      a''8   
+ a''8    b''8.    a''16    g''8    e''8   ~    \bar "|"   a''8    a''8    b''8. 
+   a''16    g''8    e''8   ~    \bar "|"   e''2    d''4      a''8    a''8    
+b''8.    a''16    g''8    e''8   ~    \bar "|"   e''2    d''4    \bar "|"   
+e''2    d''4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1551/gen_song_1551.midi b/n-grams/gen_songs_abc/song_1551/gen_song_1551.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b1b4a8ea01fde76544aa31a4cacbc2e45903ff3a
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1551/gen_song_1551.midi differ
diff --git a/n-grams/gen_songs_abc/song_1551/gen_song_1551.png b/n-grams/gen_songs_abc/song_1551/gen_song_1551.png
new file mode 100644
index 0000000000000000000000000000000000000000..655baa375d12e3a42a489249d17acc78af2ae09c
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1551/gen_song_1551.png differ
diff --git a/n-grams/gen_songs_abc/song_1631/gen_song_1631.abc b/n-grams/gen_songs_abc/song_1631/gen_song_1631.abc
new file mode 100644
index 0000000000000000000000000000000000000000..b4f5da2f8326b298543f24dc379037eb2281ebc3
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1631/gen_song_1631.abc
@@ -0,0 +1,30 @@
+X:1
+T:Markov Song 1631
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+Bc  | Bc  |  d2 d2 e2(ed) 
+Bc  |  d2 d2 e2(ed)  |  d2 d2 e2(ed) 
+ d2 d2 e2(ed)  |  d2 d2 e2(ed)  |  B6 (BA) 
+ d2 d2 e2(ed)  |  B6 (BA)  |  B6 (BA) 
+ B6 (BA)  |  B6 (BA)  |  G2 E2 (GA) A2- 
+ B6 (BA)  |  G2 E2 (GA) A2-  |  G2 E2 (GA) A2- 
+ G2 E2 (GA) A2-  |  G2 E2 (GA) A2-  |  A6
+ G2 E2 (GA) A2-  |  A6 |  A6
+ A6 |  A6 | (FA) 
+ A6 | (FA)  | (FA) 
+(FA)  | (FA)  |  B2c2 (B3c) 
+(FA)  |  B2c2 (B3c)  |  B2c2 (B3c) 
+ B2c2 (B3c)  |  B2c2 (B3c)  |  (BA)F2 E2F2 
+ B2c2 (B3c)  |  (BA)F2 E2F2  |  (BA)F2 E2F2 
+ (BA)F2 E2F2  |  (BA)F2 E2F2  |  (E3D) B,2
+ (BA)F2 E2F2  |  (E3D) B,2 |  (E3D) B,2
+ (E3D) B,2 |  (E3D) B,2 | B,2 
+ (E3D) B,2 | B,2  | B,2 
+B,2  | B,2  |  A2(Bc) (B3c) 
+B,2  |  A2(Bc) (B3c)  |  A2(Bc) (B3c) 
+ A2(Bc) (B3c) 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1631/gen_song_1631.ly b/n-grams/gen_songs_abc/song_1631/gen_song_1631.ly
new file mode 100644
index 0000000000000000000000000000000000000000..334f87af5148dedbd9acb0043d18f4f47915afa1
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1631/gen_song_1631.ly
@@ -0,0 +1,58 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1631"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'8    c''8    \bar "|"   b'8    c''8    \bar "|"   d''4    
+d''4    e''4    e''8 (   d''8  -)     b'8    c''8    \bar "|"   d''4    d''4    
+e''4    e''8 (   d''8  -)   \bar "|"   d''4    d''4    e''4    e''8 (   d''8  
+-)     d''4    d''4    e''4    e''8 (   d''8  -)   \bar "|"   d''4    d''4    
+e''4    e''8 (   d''8  -)   \bar "|"   b'2.    b'8 (   a'8  -)     d''4    d''4 
+   e''4    e''8 (   d''8  -)   \bar "|"   b'2.    b'8 (   a'8  -)   \bar "|"   
+b'2.    b'8 (   a'8  -)     b'2.    b'8 (   a'8  -)   \bar "|"   b'2.    b'8 (  
+ a'8  -)   \bar "|"   g'4    e'4    g'8 (   a'8  -)   a'4   ~      b'2.    b'8 
+(   a'8  -)   \bar "|"   g'4    e'4    g'8 (   a'8  -)   a'4   ~    \bar "|"   
+g'4    e'4    g'8 (   a'8  -)   a'4   ~      g'4    e'4    g'8 (   a'8  -)   
+a'4   ~    \bar "|"   g'4    e'4    g'8 (   a'8  -)   a'4   ~    \bar "|"   
+a'2.      g'4    e'4    g'8 (   a'8  -)   a'4   ~    \bar "|"   a'2.    
+\bar "|"   a'2.      a'2.    \bar "|"   a'2.    \bar "|"   fis'8 (   a'8  -)    
+ a'2.    \bar "|"   fis'8 (   a'8  -)   \bar "|"   fis'8 (   a'8  -)     fis'8 
+(   a'8  -)   \bar "|"   fis'8 (   a'8  -)   \bar "|"   b'4    c''4    b'4. (   
+c''8  -)     fis'8 (   a'8  -)   \bar "|"   b'4    c''4    b'4. (   c''8  -)   
+\bar "|"   b'4    c''4    b'4. (   c''8  -)     b'4    c''4    b'4. (   c''8  
+-)   \bar "|"   b'4    c''4    b'4. (   c''8  -)   \bar "|"   b'8 (   a'8  -)   
+fis'4    e'4    fis'4      b'4    c''4    b'4. (   c''8  -)   \bar "|"   b'8 (  
+ a'8  -)   fis'4    e'4    fis'4    \bar "|"   b'8 (   a'8  -)   fis'4    e'4   
+ fis'4      b'8 (   a'8  -)   fis'4    e'4    fis'4    \bar "|"   b'8 (   a'8  
+-)   fis'4    e'4    fis'4    \bar "|"   e'4. (   d'8  -)   b4      b'8 (   a'8 
+ -)   fis'4    e'4    fis'4    \bar "|"   e'4. (   d'8  -)   b4    \bar "|"   
+e'4. (   d'8  -)   b4      e'4. (   d'8  -)   b4    \bar "|"   e'4. (   d'8  -) 
+  b4    \bar "|"   b4      e'4. (   d'8  -)   b4    \bar "|"   b4    \bar "|"   
+b4      b4    \bar "|"   b4    \bar "|"   a'4    b'8 (   c''8  -)   b'4. (   
+c''8  -)     b4    \bar "|"   a'4    b'8 (   c''8  -)   b'4. (   c''8  -)   
+\bar "|"   a'4    b'8 (   c''8  -)   b'4. (   c''8  -)     a'4    b'8 (   c''8  
+-)   b'4. (   c''8  -)   
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1631/gen_song_1631.midi b/n-grams/gen_songs_abc/song_1631/gen_song_1631.midi
new file mode 100644
index 0000000000000000000000000000000000000000..0f4aea74cc647bca449068ef7c6e8abfdd7d701b
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1631/gen_song_1631.midi differ
diff --git a/n-grams/gen_songs_abc/song_1631/gen_song_1631.png b/n-grams/gen_songs_abc/song_1631/gen_song_1631.png
new file mode 100644
index 0000000000000000000000000000000000000000..ae269c7ca804d6c67d7703538f2f542125798922
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1631/gen_song_1631.png differ
diff --git a/n-grams/gen_songs_abc/song_164547/gen_song_164547.abc b/n-grams/gen_songs_abc/song_164547/gen_song_164547.abc
new file mode 100644
index 0000000000000000000000000000000000000000..eb25dfc9d2a6a2df6e309d04072af098f8c4fbec
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164547/gen_song_164547.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 164547
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+: B2d2g2  | : B2d2g2  |  B2d2g2 
+: B2d2g2  |  B2d2g2  |  B2d2g2 
+ B2d2g2  |  B2d2g2  |  gfedef 
+ B2d2g2  |  gfedef  |  gfedef 
+ gfedef  |  gfedef  |  g2d2B2 
+ gfedef  |  g2d2B2  |  g2d2B2 
+ g2d2B2  |  g2d2B2  |  c2cBAG 
+ g2d2B2  |  c2cBAG  |  c2cBAG 
+ c2cBAG  |  c2cBAG  |  A2d2D2 
+ c2cBAG  |  A2d2D2  |  A2d2D2 
+ A2d2D2  |  A2d2D2  |  B2e2E2 
+ A2d2D2  |  B2e2E2  |  B2e2E2 
+ B2e2E2  |  B2e2E2  |  e4d2 
+ B2e2E2  |  e4d2  |  e4d2 
+ e4d2  |  e4d2  | edBde2 
+ e4d2  | edBde2  | edBde2 
+edBde2  | edBde2  |  dBABd2 
+edBde2  |  dBABd2  |  dBABd2 
+ dBABd2  |  dBABd2  |  BAGABG 
+ dBABd2  |  BAGABG  |  BAGABG 
+ BAGABG  |  BAGABG  |  A2F2D2 
+ BAGABG  |  A2F2D2  |  A2F2D2 
+ A2F2D2  |  A2F2D2  |  EFG2E2 
+ A2F2D2  |  EFG2E2  |  EFG2E2 
+ EFG2E2  |  EFG2E2  |  FGA2F2 
+ EFG2E2  |  FGA2F2  |  FGA2F2 
+ FGA2F2  |  FGA2F2  |  GAB2B,2 
+ FGA2F2  |  GAB2B,2  |  GAB2B,2 
+ GAB2B,2  |  GAB2B,2  |  E6 :
+ GAB2B,2  |  E6 : |  E6 :
+ E6 : |  E6 : | : B2d2g2 
+ E6 : | : B2d2g2  | : B2d2g2 
+: B2d2g2  | : B2d2g2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_164547/gen_song_164547.ly b/n-grams/gen_songs_abc/song_164547/gen_song_164547.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164547/gen_song_164547.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_164547/gen_song_164547.midi b/n-grams/gen_songs_abc/song_164547/gen_song_164547.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164547/gen_song_164547.midi differ
diff --git a/n-grams/gen_songs_abc/song_164547/gen_song_164547.png b/n-grams/gen_songs_abc/song_164547/gen_song_164547.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164547/gen_song_164547.png differ
diff --git a/n-grams/gen_songs_abc/song_164714/gen_song_164714.abc b/n-grams/gen_songs_abc/song_164714/gen_song_164714.abc
new file mode 100644
index 0000000000000000000000000000000000000000..2f841b0f3263f1f6b002e7e8635f5c9b1340fa71
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164714/gen_song_164714.abc
@@ -0,0 +1,50 @@
+X:1
+T:Markov Song 164714
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+1 G4: | 1 G4: | 2 G3 ABc
+1 G4: | 2 G3 ABc | 2 G3 ABc
+2 G3 ABc | 2 G3 ABc | :d2 g2 f2
+2 G3 ABc | :d2 g2 f2 | :d2 g2 f2
+:d2 g2 f2 | :d2 g2 f2 | A3 GAB
+:d2 g2 f2 | A3 GAB | A3 GAB
+A3 GAB | A3 GAB | c2 e2 d2
+A3 GAB | c2 e2 d2 | c2 e2 d2
+c2 e2 d2 | c2 e2 d2 | 1 B4:
+c2 e2 d2 | 1 B4: | 1 B4:
+1 B4: | 1 B4: | 2 G3A BA
+1 B4: | 2 G3A BA | 2 G3A BA
+2 G3A BA | 2 G3A BA | :G2 B2 d2
+2 G3A BA | :G2 B2 d2 | :G2 B2 d2
+:G2 B2 d2 | :G2 B2 d2 | g3g ag
+:G2 B2 d2 | g3g ag | g3g ag
+g3g ag | g3g ag | f2 e2 d2
+g3g ag | f2 e2 d2 | f2 e2 d2
+f2 e2 d2 | f2 e2 d2 | A3 BAG
+f2 e2 d2 | A3 BAG | A3 BAG
+A3 BAG | A3 BAG | F2 G2 A2
+A3 BAG | F2 G2 A2 | F2 G2 A2
+F2 G2 A2 | F2 G2 A2 | f4 fe
+F2 G2 A2 | f4 fe | f4 fe
+f4 fe | f4 fe | 1 d2 c2 A2
+f4 fe | 1 d2 c2 A2 | 1 d2 c2 A2
+1 d2 c2 A2 | 1 d2 c2 A2 | B3 cBA:
+1 d2 c2 A2 | B3 cBA: | B3 cBA:
+B3 cBA: | B3 cBA: | 2 d2 e2 f2
+B3 cBA: | 2 d2 e2 f2 | 2 d2 e2 f2
+2 d2 e2 f2 | 2 d2 e2 f2 | g4
+2 d2 e2 f2 | g4 | g4
+g4 | g4 | g4
+g4 | g4 | g4
+g4 | g4 | g4
+g4 | g4 | g4
+g4 | g4 | g4
+g4 | g4 | g4
+g4 | g4 | g4
+g4 | g4 | g4
+g4 | g4
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_164714/gen_song_164714.ly b/n-grams/gen_songs_abc/song_164714/gen_song_164714.ly
new file mode 100644
index 0000000000000000000000000000000000000000..a61ff5d533ff75afde18a9db00e7da0649f74db6
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164714/gen_song_164714.ly
@@ -0,0 +1,53 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 164714"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major               a'4.    g'8    a'8    b'8    \bar "|"   a'4.    
+g'8    a'8    b'8    \bar "|"   c''4    e''4    d''4      a'4.    g'8    a'8    
+b'8    \bar "|"   c''4    e''4    d''4    \bar "|"   c''4    e''4    d''4      
+c''4    e''4    d''4    \bar "|"   c''4    e''4    d''4    \bar "|"     c''4    
+e''4    d''4    \bar "|"                 g''4.    g''8    a''8    g''8    
+\bar "|"   g''4.    g''8    a''8    g''8    \bar "|"   fis''4    e''4    d''4   
+   g''4.    g''8    a''8    g''8    \bar "|"   fis''4    e''4    d''4    
+\bar "|"   fis''4    e''4    d''4      fis''4    e''4    d''4    \bar "|"   
+fis''4    e''4    d''4    \bar "|"   a'4.    b'8    a'8    g'8      fis''4    
+e''4    d''4    \bar "|"   a'4.    b'8    a'8    g'8    \bar "|"   a'4.    b'8  
+  a'8    g'8      a'4.    b'8    a'8    g'8    \bar "|"   a'4.    b'8    a'8    
+g'8    \bar "|"   fis'4    g'4    a'4      a'4.    b'8    a'8    g'8    
+\bar "|"   fis'4    g'4    a'4    \bar "|"   fis'4    g'4    a'4      fis'4    
+g'4    a'4    \bar "|"   fis'4    g'4    a'4    \bar "|"   fis''2    fis''8    
+e''8      fis'4    g'4    a'4    \bar "|"   fis''2    fis''8    e''8    
+\bar "|"   fis''2    fis''8    e''8      fis''2    fis''8    e''8    \bar "|"   
+fis''2    fis''8    e''8    \bar "|"     fis''2    fis''8    e''8    \bar "|"   
+      b'4.    c''8    b'8    a'8      b'4.    c''8    b'8    a'8          g''2  
+  \bar "|"   g''2    \bar "|"   g''2      g''2    \bar "|"   g''2    \bar "|"   
+g''2      g''2    \bar "|"   g''2    \bar "|"   g''2      g''2    \bar "|"   
+g''2    \bar "|"   g''2      g''2    \bar "|"   g''2    \bar "|"   g''2      
+g''2    \bar "|"   g''2    \bar "|"   g''2      g''2    \bar "|"   g''2    
+\bar "|"   g''2      g''2    \bar "|"   g''2    \bar "|"   g''2      g''2    
+\bar "|"   g''2    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_164714/gen_song_164714.midi b/n-grams/gen_songs_abc/song_164714/gen_song_164714.midi
new file mode 100644
index 0000000000000000000000000000000000000000..e6080aae572be4e37ead3cbd7831e1535a483594
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164714/gen_song_164714.midi differ
diff --git a/n-grams/gen_songs_abc/song_164714/gen_song_164714.png b/n-grams/gen_songs_abc/song_164714/gen_song_164714.png
new file mode 100644
index 0000000000000000000000000000000000000000..f5558fc2a4ad6ddae270fc9e5bbfcd537b0e542c
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164714/gen_song_164714.png differ
diff --git a/n-grams/gen_songs_abc/song_164756/gen_song_164756.abc b/n-grams/gen_songs_abc/song_164756/gen_song_164756.abc
new file mode 100644
index 0000000000000000000000000000000000000000..379bd8598e5cc770c2251bdab459a4fe3bdd40da
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164756/gen_song_164756.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 164756
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+(3Bcd g2 DG | (3Bcd g2 DG | B2 BA GB
+(3Bcd g2 DG | B2 BA GB | B2 BA GB
+B2 BA GB | B2 BA GB | d2 dB AB
+B2 BA GB | d2 dB AB | d2 dB AB
+d2 dB AB | d2 dB AB | c2 cA FA
+d2 dB AB | c2 cA FA | c2 cA FA
+c2 cA FA | c2 cA FA | 1 G3 ggf:
+c2 cA FA | 1 G3 ggf: | 1 G3 ggf:
+1 G3 ggf: | 1 G3 ggf: | 2 G4
+1 G3 ggf: | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4 | 2 G4 | 2 G4
+2 G4
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_164756/gen_song_164756.ly b/n-grams/gen_songs_abc/song_164756/gen_song_164756.ly
new file mode 100644
index 0000000000000000000000000000000000000000..82185004054b6d29c0948497ff98517c0e4325e8
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164756/gen_song_164756.ly
@@ -0,0 +1,43 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 164756"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   \times 2/3 {   b'8    c''8    d''8  }   g''4    d'8    g'8    
+\bar "|"   \times 2/3 {   b'8    c''8    d''8  }   g''4    d'8    g'8    
+\bar "|"   b'4    b'8    a'8    g'8    b'8      \times 2/3 {   b'8    c''8    
+d''8  }   g''4    d'8    g'8    \bar "|"   b'4    b'8    a'8    g'8    b'8    
+\bar "|"   b'4    b'8    a'8    g'8    b'8      b'4    b'8    a'8    g'8    b'8 
+   \bar "|"   b'4    b'8    a'8    g'8    b'8    \bar "|"   d''4    d''8    b'8 
+   a'8    b'8      b'4    b'8    a'8    g'8    b'8    \bar "|"   d''4    d''8   
+ b'8    a'8    b'8    \bar "|"   d''4    d''8    b'8    a'8    b'8      d''4    
+d''8    b'8    a'8    b'8    \bar "|"   d''4    d''8    b'8    a'8    b'8    
+\bar "|"   c''4    c''8    a'8    fis'8    a'8      d''4    d''8    b'8    a'8  
+  b'8    \bar "|"   c''4    c''8    a'8    fis'8    a'8    \bar "|"   c''4    
+c''8    a'8    fis'8    a'8      c''4    c''8    a'8    fis'8    a'8    
+\bar "|"   c''4    c''8    a'8    fis'8    a'8    \bar "|"     c''4    c''8    
+a'8    fis'8    a'8    \bar "|"                     
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_164756/gen_song_164756.midi b/n-grams/gen_songs_abc/song_164756/gen_song_164756.midi
new file mode 100644
index 0000000000000000000000000000000000000000..c8427cea818c9d4489bdeb36aeef6e95cb3d0a2f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164756/gen_song_164756.midi differ
diff --git a/n-grams/gen_songs_abc/song_164756/gen_song_164756.png b/n-grams/gen_songs_abc/song_164756/gen_song_164756.png
new file mode 100644
index 0000000000000000000000000000000000000000..bad2fb2376a92d92c6dd96da4c06d006b49c8538
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164756/gen_song_164756.png differ
diff --git a/n-grams/gen_songs_abc/song_164758/gen_song_164758.abc b/n-grams/gen_songs_abc/song_164758/gen_song_164758.abc
new file mode 100644
index 0000000000000000000000000000000000000000..9868acb2c06d4ae781ab0407a41343064cc9ded9
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164758/gen_song_164758.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 164758
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+d<g dB ce | d<g dB ce | A2 AG FA
+d<g dB ce | A2 AG FA | A2 AG FA
+A2 AG FA | A2 AG FA | 1 G4 DG:
+A2 AG FA | 1 G4 DG: | 1 G4 DG:
+1 G4 DG: | 1 G4 DG: | 2 G3 D GB
+1 G4 DG: | 2 G3 D GB | 2 G3 D GB
+2 G3 D GB | 2 G3 D GB | d2 dB (3def
+2 G3 D GB | d2 dB (3def | d2 dB (3def
+d2 dB (3def | d2 dB (3def | g2 ga (3gfe
+d2 dB (3def | g2 ga (3gfe | g2 ga (3gfe
+g2 ga (3gfe | g2 ga (3gfe | d2 dg (3fed
+g2 ga (3gfe | d2 dg (3fed | d2 dg (3fed
+d2 dg (3fed | d2 dg (3fed | c2 cB (3ABc
+d2 dg (3fed | c2 cB (3ABc | c2 cB (3ABc
+c2 cB (3ABc | c2 cB (3ABc | e2 ec (3efg
+c2 cB (3ABc | e2 ec (3efg | e2 ec (3efg
+e2 ec (3efg | e2 ec (3efg | a2 ab (3agf
+e2 ec (3efg | a2 ab (3agf | a2 ab (3agf
+a2 ab (3agf | a2 ab (3agf | e2 ea (3gfe
+a2 ab (3agf | e2 ea (3gfe | e2 ea (3gfe
+e2 ea (3gfe | e2 ea (3gfe | d2 dg (3fed
+e2 ea (3gfe | d2 dg (3fed | d2 dg (3fed
+d2 dg (3fed | d2 dg (3fed | c2 ce dc
+d2 dg (3fed | c2 ce dc | c2 ce dc
+c2 ce dc | c2 ce dc | Bd g2 DG
+c2 ce dc | Bd g2 DG | Bd g2 DG
+Bd g2 DG | Bd g2 DG | B2 BA GB
+Bd g2 DG | B2 BA GB | B2 BA GB
+B2 BA GB | B2 BA GB | d2 dB AB
+B2 BA GB | d2 dB AB | d2 dB AB
+d2 dB AB | d2 dB AB | c2 cA FA
+d2 dB AB | c2 cA FA | c2 cA FA
+c2 cA FA | c2 cA FA
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_164758/gen_song_164758.ly b/n-grams/gen_songs_abc/song_164758/gen_song_164758.ly
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_164928/gen_song_164928.abc b/n-grams/gen_songs_abc/song_164928/gen_song_164928.abc
new file mode 100644
index 0000000000000000000000000000000000000000..a6780bd03f5b50244a90b8edc4dba56608599025
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164928/gen_song_164928.abc
@@ -0,0 +1,38 @@
+X:1
+T:Markov Song 164928
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+:f2 fe de | :f2 fe de | f2 fe df
+:f2 fe de | f2 fe df | f2 fe df
+f2 fe df | f2 fe df | a2 fd ef
+f2 fe df | a2 fd ef | a2 fd ef
+a2 fd ef | a2 fd ef | d2 d2 Ad:
+a2 fd ef | d2 d2 Ad: | d2 d2 Ad:
+d2 d2 Ad: | d2 d2 Ad: | :f2 f2 ef
+d2 d2 Ad: | :f2 f2 ef | :f2 f2 ef
+:f2 f2 ef | :f2 f2 ef | d2 d2 dc
+:f2 f2 ef | d2 d2 dc | d2 d2 dc
+d2 d2 dc | d2 d2 dc | B2 BA FA
+d2 d2 dc | B2 BA FA | B2 BA FA
+B2 BA FA | B2 BA FA | dB BA FA
+B2 BA FA | dB BA FA | dB BA FA
+dB BA FA | dB BA FA | f2 f2 ef
+dB BA FA | f2 f2 ef | f2 f2 ef
+f2 f2 ef | f2 f2 ef | d2 d2 af
+f2 f2 ef | d2 d2 af | d2 d2 af
+d2 d2 af | d2 d2 af | e2 ed ef
+d2 d2 af | e2 ed ef | e2 ed ef
+e2 ed ef | e2 ed ef | 1 d2 d2 Ad:
+e2 ed ef | 1 d2 d2 Ad: | 1 d2 d2 Ad:
+1 d2 d2 Ad: | 1 d2 d2 Ad: | 2 d2 d2
+1 d2 d2 Ad: | 2 d2 d2 | 2 d2 d2
+2 d2 d2 | 2 d2 d2 | 2 d2 d2
+2 d2 d2 | 2 d2 d2 | 2 d2 d2
+2 d2 d2 | 2 d2 d2 | 2 d2 d2
+2 d2 d2 | 2 d2 d2 | 2 d2 d2
+2 d2 d2 | 2 d2 d2
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_164928/gen_song_164928.ly b/n-grams/gen_songs_abc/song_164928/gen_song_164928.ly
new file mode 100644
index 0000000000000000000000000000000000000000..527425abcf266199833a4efc86644fe2982e4958
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_164928/gen_song_164928.ly
@@ -0,0 +1,57 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 164928"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major       fis''4    fis''8    e''8    d''8    fis''8    \bar "|"   
+fis''4    fis''8    e''8    d''8    fis''8    \bar "|"   a''4    fis''8    d''8 
+   e''8    fis''8      fis''4    fis''8    e''8    d''8    fis''8    \bar "|"   
+a''4    fis''8    d''8    e''8    fis''8    \bar "|"   a''4    fis''8    d''8   
+ e''8    fis''8      a''4    fis''8    d''8    e''8    fis''8    \bar "|"   
+a''4    fis''8    d''8    e''8    fis''8    \bar "|"   d''4    d''4    a'8    
+d''8      a''4    fis''8    d''8    e''8    fis''8    \bar "|"   d''4    d''4   
+ a'8    d''8      d''4    d''4    a'8    d''8      d''4    d''4    a'8    d''8  
+        d''4    d''4    d''8    c''8    \bar "|"   d''4    d''4    d''8    c''8 
+   \bar "|"   b'4    b'8    a'8    fis'8    a'8      d''4    d''4    d''8    
+c''8    \bar "|"   b'4    b'8    a'8    fis'8    a'8    \bar "|"   b'4    b'8   
+ a'8    fis'8    a'8      b'4    b'8    a'8    fis'8    a'8    \bar "|"   b'4   
+ b'8    a'8    fis'8    a'8    \bar "|"   d''8    b'8    b'8    a'8    fis'8    
+a'8      b'4    b'8    a'8    fis'8    a'8    \bar "|"   d''8    b'8    b'8    
+a'8    fis'8    a'8    \bar "|"   d''8    b'8    b'8    a'8    fis'8    a'8     
+ d''8    b'8    b'8    a'8    fis'8    a'8    \bar "|"   d''8    b'8    b'8    
+a'8    fis'8    a'8    \bar "|"   fis''4    fis''4    e''8    fis''8      d''8  
+  b'8    b'8    a'8    fis'8    a'8    \bar "|"   fis''4    fis''4    e''8    
+fis''8    \bar "|"   fis''4    fis''4    e''8    fis''8      fis''4    fis''4   
+ e''8    fis''8    \bar "|"   fis''4    fis''4    e''8    fis''8    \bar "|"   
+d''4    d''4    a''8    fis''8      fis''4    fis''4    e''8    fis''8    
+\bar "|"   d''4    d''4    a''8    fis''8    \bar "|"   d''4    d''4    a''8    
+fis''8      d''4    d''4    a''8    fis''8    \bar "|"   d''4    d''4    a''8   
+ fis''8    \bar "|"   e''4    e''8    d''8    e''8    fis''8      d''4    d''4  
+  a''8    fis''8    \bar "|"   e''4    e''8    d''8    e''8    fis''8    
+\bar "|"   e''4    e''8    d''8    e''8    fis''8      e''4    e''8    d''8    
+e''8    fis''8    \bar "|"   e''4    e''8    d''8    e''8    fis''8    \bar "|" 
+    e''4    e''8    d''8    e''8    fis''8    \bar "|"                 
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_164928/gen_song_164928.midi b/n-grams/gen_songs_abc/song_164928/gen_song_164928.midi
new file mode 100644
index 0000000000000000000000000000000000000000..4d00f8edce26c318219ad09df102e364c1e02ed9
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164928/gen_song_164928.midi differ
diff --git a/n-grams/gen_songs_abc/song_164928/gen_song_164928.png b/n-grams/gen_songs_abc/song_164928/gen_song_164928.png
new file mode 100644
index 0000000000000000000000000000000000000000..9190e1af260193782d8e5d8d7411c3604be94d17
Binary files /dev/null and b/n-grams/gen_songs_abc/song_164928/gen_song_164928.png differ
diff --git a/n-grams/gen_songs_abc/song_165819/gen_song_165819.abc b/n-grams/gen_songs_abc/song_165819/gen_song_165819.abc
new file mode 100644
index 0000000000000000000000000000000000000000..af2ea79e566d0d2dd011f056ac99b6b8871be0d3
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165819/gen_song_165819.abc
@@ -0,0 +1,50 @@
+X:1
+T:Markov Song 165819
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ce dc BA  | ce dc BA  |  Bd gd BG 
+ce dc BA  |  Bd gd BG  |  Bd gd BG 
+ Bd gd BG  |  Bd gd BG  |  A2 AB cA 
+ Bd gd BG  |  A2 AB cA  |  A2 AB cA 
+ A2 AB cA  |  A2 AB cA  |  d2 de fd 
+ A2 AB cA  |  d2 de fd  |  d2 de fd 
+ d2 de fd  |  d2 de fd  | 1 c2 A2 d2 :
+ d2 de fd  | 1 c2 A2 d2 : | 1 c2 A2 d2 :
+1 c2 A2 d2 : | 1 c2 A2 d2 : | 2 c2 A2 f2 
+1 c2 A2 d2 : | 2 c2 A2 f2  | 2 c2 A2 f2 
+2 c2 A2 f2  | 2 c2 A2 f2  | : g2 ga gf 
+2 c2 A2 f2  | : g2 ga gf  | : g2 ga gf 
+: g2 ga gf  | : g2 ga gf  |  d2 g2 a2 
+: g2 ga gf  |  d2 g2 a2  |  d2 g2 a2 
+ d2 g2 a2  |  d2 g2 a2  |  b2 a2 g2 
+ d2 g2 a2  |  b2 a2 g2  |  b2 a2 g2 
+ b2 a2 g2  |  b2 a2 g2  |  f2 g2 a2 
+ b2 a2 g2  |  f2 g2 a2  |  f2 g2 a2 
+ f2 g2 a2  |  f2 g2 a2  | b2 a2 g2 
+ f2 g2 a2  | b2 a2 g2  | b2 a2 g2 
+b2 a2 g2  | b2 a2 g2  |  f2 de fd 
+b2 a2 g2  |  f2 de fd  |  f2 de fd 
+ f2 de fd  |  f2 de fd  |  dc Ad cA 
+ f2 de fd  |  dc Ad cA  |  dc Ad cA 
+ dc Ad cA  |  dc Ad cA  | 1 A2 G2 G2 :
+ dc Ad cA  | 1 A2 G2 G2 : | 1 A2 G2 G2 :
+1 A2 G2 G2 : | 1 A2 G2 G2 : | 2 AG FG AF 
+1 A2 G2 G2 : | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF  | 2 AG FG AF  | 2 AG FG AF 
+2 AG FG AF 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_165819/gen_song_165819.ly b/n-grams/gen_songs_abc/song_165819/gen_song_165819.ly
new file mode 100644
index 0000000000000000000000000000000000000000..495c816ad6d96be035a80bcd55574b1b83458c1c
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165819/gen_song_165819.ly
@@ -0,0 +1,61 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 165819"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   c''8    e''8    d''8    c''8    b'8    a'8    \bar "|"   c''8  
+  e''8    d''8    c''8    b'8    a'8    \bar "|"   b'8    d''8    g''8    d''8  
+  b'8    g'8      c''8    e''8    d''8    c''8    b'8    a'8    \bar "|"   b'8  
+  d''8    g''8    d''8    b'8    g'8    \bar "|"   b'8    d''8    g''8    d''8  
+  b'8    g'8      b'8    d''8    g''8    d''8    b'8    g'8    \bar "|"   b'8   
+ d''8    g''8    d''8    b'8    g'8    \bar "|"   a'4    a'8    b'8    c''8    
+a'8      b'8    d''8    g''8    d''8    b'8    g'8    \bar "|"   a'4    a'8    
+b'8    c''8    a'8    \bar "|"   a'4    a'8    b'8    c''8    a'8      a'4    
+a'8    b'8    c''8    a'8    \bar "|"   a'4    a'8    b'8    c''8    a'8    
+\bar "|"   d''4    d''8    e''8    fis''8    d''8      a'4    a'8    b'8    
+c''8    a'8    \bar "|"   d''4    d''8    e''8    fis''8    d''8    \bar "|"   
+d''4    d''8    e''8    fis''8    d''8      d''4    d''8    e''8    fis''8    
+d''8    \bar "|"   d''4    d''8    e''8    fis''8    d''8    \bar "|"     d''4  
+  d''8    e''8    fis''8    d''8    \bar "|"                 d''4    g''4    
+a''4    \bar "|"   d''4    g''4    a''4    \bar "|"   b''4    a''4    g''4      
+d''4    g''4    a''4    \bar "|"   b''4    a''4    g''4    \bar "|"   b''4    
+a''4    g''4      b''4    a''4    g''4    \bar "|"   b''4    a''4    g''4    
+\bar "|"   fis''4    g''4    a''4      b''4    a''4    g''4    \bar "|"   
+fis''4    g''4    a''4    \bar "|"   fis''4    g''4    a''4      fis''4    g''4 
+   a''4    \bar "|"   fis''4    g''4    a''4    \bar "|"   b''4    a''4    g''4 
+     fis''4    g''4    a''4    \bar "|"   b''4    a''4    g''4    \bar "|"   
+b''4    a''4    g''4      b''4    a''4    g''4    \bar "|"   b''4    a''4    
+g''4    \bar "|"   fis''4    d''8    e''8    fis''8    d''8      b''4    a''4   
+ g''4    \bar "|"   fis''4    d''8    e''8    fis''8    d''8    \bar "|"   
+fis''4    d''8    e''8    fis''8    d''8      fis''4    d''8    e''8    fis''8  
+  d''8    \bar "|"   fis''4    d''8    e''8    fis''8    d''8    \bar "|"   
+d''8    c''8    a'8    d''8    c''8    a'8      fis''4    d''8    e''8    
+fis''8    d''8    \bar "|"   d''8    c''8    a'8    d''8    c''8    a'8    
+\bar "|"   d''8    c''8    a'8    d''8    c''8    a'8      d''8    c''8    a'8  
+  d''8    c''8    a'8    \bar "|"   d''8    c''8    a'8    d''8    c''8    a'8  
+  \bar "|"     d''8    c''8    a'8    d''8    c''8    a'8    \bar "|"           
+                      
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_165819/gen_song_165819.midi b/n-grams/gen_songs_abc/song_165819/gen_song_165819.midi
new file mode 100644
index 0000000000000000000000000000000000000000..9eaa9f7a143c2c51759adae93ed4c6d35fb29743
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165819/gen_song_165819.midi differ
diff --git a/n-grams/gen_songs_abc/song_165819/gen_song_165819.png b/n-grams/gen_songs_abc/song_165819/gen_song_165819.png
new file mode 100644
index 0000000000000000000000000000000000000000..6c40b82aa9168b8731443689bd660ddf027d88dd
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165819/gen_song_165819.png differ
diff --git a/n-grams/gen_songs_abc/song_165827/gen_song_165827.abc b/n-grams/gen_songs_abc/song_165827/gen_song_165827.abc
new file mode 100644
index 0000000000000000000000000000000000000000..d83b3233f5abeb44a85a0b8a0b6dedc02a708ae0
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165827/gen_song_165827.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 165827
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ B4 AG  |  B4 AG  |  F2A2A2 
+ B4 AG  |  F2A2A2  |  F2A2A2 
+ F2A2A2  |  F2A2A2  |  A4 dc 
+ F2A2A2  |  A4 dc  |  A4 dc 
+ A4 dc  |  A4 dc  |  B3ed2 
+ A4 dc  |  B3ed2  |  B3ed2 
+ B3ed2  |  B3ed2  |  e3fg2 
+ B3ed2  |  e3fg2  |  e3fg2 
+ e3fg2  |  e3fg2  |  B2e2d2 
+ e3fg2  |  B2e2d2  |  B2e2d2 
+ B2e2d2  |  B2e2d2  |  B4AG 
+ B2e2d2  |  B4AG  |  B4AG 
+ B4AG  |  B4AG  |  A2A2ed 
+ B4AG  |  A2A2ed  |  A2A2ed 
+ A2A2ed  |  A2A2ed  |  B2B2dB 
+ A2A2ed  |  B2B2dB  |  B2B2dB 
+ B2B2dB  |  B2B2dB  |  A2AcBA 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_165827/gen_song_165827.ly b/n-grams/gen_songs_abc/song_165827/gen_song_165827.ly
new file mode 100644
index 0000000000000000000000000000000000000000..12f5c6d3477b504f4a5d93253de41f0fb9b82b41
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165827/gen_song_165827.ly
@@ -0,0 +1,51 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 165827"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'2    a'8    g'8    \bar "|"   b'2    a'8    g'8    \bar "|"  
+ fis'4    a'4    a'4      b'2    a'8    g'8    \bar "|"   fis'4    a'4    a'4   
+ \bar "|"   fis'4    a'4    a'4      fis'4    a'4    a'4    \bar "|"   fis'4    
+a'4    a'4    \bar "|"   a'2    d''8    c''8      fis'4    a'4    a'4    
+\bar "|"   a'2    d''8    c''8    \bar "|"   a'2    d''8    c''8      a'2    
+d''8    c''8    \bar "|"   a'2    d''8    c''8    \bar "|"   b'4.    e''8    
+d''4      a'2    d''8    c''8    \bar "|"   b'4.    e''8    d''4    \bar "|"   
+b'4.    e''8    d''4      b'4.    e''8    d''4    \bar "|"   b'4.    e''8    
+d''4    \bar "|"   e''4.    fis''8    g''4      b'4.    e''8    d''4    
+\bar "|"   e''4.    fis''8    g''4    \bar "|"   e''4.    fis''8    g''4      
+e''4.    fis''8    g''4    \bar "|"   e''4.    fis''8    g''4    \bar "|"   b'4 
+   e''4    d''4      e''4.    fis''8    g''4    \bar "|"   b'4    e''4    d''4  
+  \bar "|"   b'4    e''4    d''4      b'4    e''4    d''4    \bar "|"   b'4    
+e''4    d''4    \bar "|"   b'2    a'8    g'8      b'4    e''4    d''4    
+\bar "|"   b'2    a'8    g'8    \bar "|"   b'2    a'8    g'8      b'2    a'8    
+g'8    \bar "|"   b'2    a'8    g'8    \bar "|"   a'4    a'4    e''8    d''8    
+  b'2    a'8    g'8    \bar "|"   a'4    a'4    e''8    d''8    \bar "|"   a'4  
+  a'4    e''8    d''8      a'4    a'4    e''8    d''8    \bar "|"   a'4    a'4  
+  e''8    d''8    \bar "|"   b'4    b'4    d''8    b'8      a'4    a'4    e''8  
+  d''8    \bar "|"   b'4    b'4    d''8    b'8    \bar "|"   b'4    b'4    d''8 
+   b'8      b'4    b'4    d''8    b'8    \bar "|"   b'4    b'4    d''8    b'8   
+ \bar "|"   a'4    a'8    c''8    b'8    a'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_165827/gen_song_165827.midi b/n-grams/gen_songs_abc/song_165827/gen_song_165827.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b4f8a0e65cc7ffa7579c7e5959b79fa632213fde
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165827/gen_song_165827.midi differ
diff --git a/n-grams/gen_songs_abc/song_165827/gen_song_165827.png b/n-grams/gen_songs_abc/song_165827/gen_song_165827.png
new file mode 100644
index 0000000000000000000000000000000000000000..3d105d3726c52f2d93f91789373b90cf14f0115d
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165827/gen_song_165827.png differ
diff --git a/n-grams/gen_songs_abc/song_165828/gen_song_165828.abc b/n-grams/gen_songs_abc/song_165828/gen_song_165828.abc
new file mode 100644
index 0000000000000000000000000000000000000000..f5cb9e122f6008b43d98c3221cf4ca08b563794e
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165828/gen_song_165828.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 165828
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+d2c  | d2c  |  B>cd
+d2c  |  B>cd |  B>cd
+ B>cd |  B>cd |  A2G 
+ B>cd |  A2G  |  A2G 
+ A2G  |  A2G  |  F>ED 
+ A2G  |  F>ED  |  F>ED 
+ F>ED  |  F>ED  |  G2E 
+ F>ED  |  G2E  |  G2E 
+ G2E  |  G2E  |  F>GA 
+ G2E  |  F>GA  |  F>GA 
+ F>GA  |  F>GA  |  C2D 
+ F>GA  |  C2D  |  C2D 
+ C2D  |  C2D  |  E2c 
+ C2D  |  E2c  |  E2c 
+ E2c  |  E2c  | d2c 
+ E2c  | d2c  | d2c 
+d2c  | d2c  |  B>cd 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_165828/gen_song_165828.ly b/n-grams/gen_songs_abc/song_165828/gen_song_165828.ly
new file mode 100644
index 0000000000000000000000000000000000000000..64f96f1815440179a727609dd02ba95911931efd
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165828/gen_song_165828.ly
@@ -0,0 +1,47 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 165828"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   d''4    c''8    \bar "|"   d''4    c''8    \bar "|"   b'8.    
+c''16    d''8      d''4    c''8    \bar "|"   b'8.    c''16    d''8    \bar "|" 
+  b'8.    c''16    d''8      b'8.    c''16    d''8    \bar "|"   b'8.    c''16  
+  d''8    \bar "|"   a'4    g'8      b'8.    c''16    d''8    \bar "|"   a'4    
+g'8    \bar "|"   a'4    g'8      a'4    g'8    \bar "|"   a'4    g'8    
+\bar "|"   fis'8.    e'16    d'8      a'4    g'8    \bar "|"   fis'8.    e'16   
+ d'8    \bar "|"   fis'8.    e'16    d'8      fis'8.    e'16    d'8    \bar "|" 
+  fis'8.    e'16    d'8    \bar "|"   g'4    e'8      fis'8.    e'16    d'8    
+\bar "|"   g'4    e'8    \bar "|"   g'4    e'8      g'4    e'8    \bar "|"   
+g'4    e'8    \bar "|"   fis'8.    g'16    a'8      g'4    e'8    \bar "|"   
+fis'8.    g'16    a'8    \bar "|"   fis'8.    g'16    a'8      fis'8.    g'16   
+ a'8    \bar "|"   fis'8.    g'16    a'8    \bar "|"   c'4    d'8      fis'8.   
+ g'16    a'8    \bar "|"   c'4    d'8    \bar "|"   c'4    d'8      c'4    d'8  
+  \bar "|"   c'4    d'8    \bar "|"   e'4    c''8      c'4    d'8    \bar "|"   
+e'4    c''8    \bar "|"   e'4    c''8      e'4    c''8    \bar "|"   e'4    
+c''8    \bar "|"   d''4    c''8      e'4    c''8    \bar "|"   d''4    c''8    
+\bar "|"   d''4    c''8      d''4    c''8    \bar "|"   d''4    c''8    
+\bar "|"   b'8.    c''16    d''8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_165828/gen_song_165828.midi b/n-grams/gen_songs_abc/song_165828/gen_song_165828.midi
new file mode 100644
index 0000000000000000000000000000000000000000..8c991c07c67de38c1bd5eb8c88b51e7cbe74a10a
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165828/gen_song_165828.midi differ
diff --git a/n-grams/gen_songs_abc/song_165828/gen_song_165828.png b/n-grams/gen_songs_abc/song_165828/gen_song_165828.png
new file mode 100644
index 0000000000000000000000000000000000000000..2bc44048870537dcb41bde9fc1b4d39572bcbdf2
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165828/gen_song_165828.png differ
diff --git a/n-grams/gen_songs_abc/song_165831/gen_song_165831-page1.png b/n-grams/gen_songs_abc/song_165831/gen_song_165831-page1.png
new file mode 100644
index 0000000000000000000000000000000000000000..2438895e3991df5fe59ca2add13fb7b4c0397658
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165831/gen_song_165831-page1.png differ
diff --git a/n-grams/gen_songs_abc/song_165831/gen_song_165831-page2.png b/n-grams/gen_songs_abc/song_165831/gen_song_165831-page2.png
new file mode 100644
index 0000000000000000000000000000000000000000..8e687202257ff86eea24080d9abcbba578da5792
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165831/gen_song_165831-page2.png differ
diff --git a/n-grams/gen_songs_abc/song_165831/gen_song_165831.abc b/n-grams/gen_songs_abc/song_165831/gen_song_165831.abc
new file mode 100644
index 0000000000000000000000000000000000000000..bd137b93f8a21cf29aa8290a2a9cb7cfbfd92baf
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165831/gen_song_165831.abc
@@ -0,0 +1,50 @@
+X:1
+T:Markov Song 165831
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ AB G2 ef  |  AB G2 ef  | g2 fe df 
+ AB G2 ef  | g2 fe df  | g2 fe df 
+g2 fe df  | g2 fe df  |  e2 a2 ag 
+g2 fe df  |  e2 a2 ag  |  e2 a2 ag 
+ e2 a2 ag  |  e2 a2 ag  |  e2 a2 a2 
+ e2 a2 ag  |  e2 a2 a2  |  e2 a2 a2 
+ e2 a2 a2  |  e2 a2 a2  |  a2 a2 ef 
+ e2 a2 a2  |  a2 a2 ef  |  a2 a2 ef 
+ a2 a2 ef  |  a2 a2 ef  | g2 fe df 
+ a2 a2 ef  | g2 fe df  | g2 fe df 
+g2 fe df  | g2 fe df  |  ed B2 GA 
+g2 fe df  |  ed B2 GA  |  ed B2 GA 
+ ed B2 GA  |  ed B2 GA  |  B2 AG FG 
+ ed B2 GA  |  B2 AG FG  |  B2 AG FG 
+ B2 AG FG  |  B2 AG FG  |  E4 
+ B2 AG FG  |  E4  |  E4 
+ E4  |  E4  | GA 
+ E4  | GA  | GA 
+GA  | GA  |  B2 e>f g2 
+GA  |  B2 e>f g2  |  B2 e>f g2 
+ B2 e>f g2  |  B2 e>f g2  |  B2 ef g2 
+ B2 e>f g2  |  B2 ef g2  |  B2 ef g2 
+ B2 ef g2  |  B2 ef g2  |  gf ed ef 
+ B2 ef g2  |  gf ed ef  |  gf ed ef 
+ gf ed ef  |  gf ed ef  |  g2 B2 B2 
+ gf ed ef  |  g2 B2 B2  |  g2 B2 B2 
+ g2 B2 B2  |  g2 B2 B2  | c2 ec BA 
+ g2 B2 B2  | c2 ec BA  | c2 ec BA 
+c2 ec BA  | c2 ec BA  |  B2 dB AG 
+c2 ec BA  |  B2 dB AG  |  B2 dB AG 
+ B2 dB AG  |  B2 dB AG  |  A2 B2 d2 
+ B2 dB AG  |  A2 B2 d2  |  A2 B2 d2 
+ A2 B2 d2  |  A2 B2 d2  |  e4 e2 
+ A2 B2 d2  |  e4 e2  |  e4 e2 
+ e4 e2  |  e4 e2  | ed Bd e2 
+ e4 e2  | ed Bd e2  | ed Bd e2 
+ed Bd e2  | ed Bd e2  |  dB AB d2 
+ed Bd e2  |  dB AB d2  |  dB AB d2 
+ dB AB d2  |  dB AB d2  |  BA GA BG 
+ dB AB d2  |  BA GA BG  |  BA GA BG 
+ BA GA BG  |  BA GA BG 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_165831/gen_song_165831.ly b/n-grams/gen_songs_abc/song_165831/gen_song_165831.ly
new file mode 100644
index 0000000000000000000000000000000000000000..2ced9e59e1ada0896aefa9d44be2d78238fb5f37
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_165831/gen_song_165831.ly
@@ -0,0 +1,92 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 165831"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'8    b'8    g'4    e''8    fis''8    \bar "|"   a'8    b'8   
+ g'4    e''8    fis''8    \bar "|"   g''4    fis''8    e''8    d''8    fis''8   
+   a'8    b'8    g'4    e''8    fis''8    \bar "|"   g''4    fis''8    e''8    
+d''8    fis''8    \bar "|"   g''4    fis''8    e''8    d''8    fis''8      g''4 
+   fis''8    e''8    d''8    fis''8    \bar "|"   g''4    fis''8    e''8    
+d''8    fis''8    \bar "|"   e''4    a''4    a''8    g''8      g''4    fis''8   
+ e''8    d''8    fis''8    \bar "|"   e''4    a''4    a''8    g''8    \bar "|"  
+ e''4    a''4    a''8    g''8      e''4    a''4    a''8    g''8    \bar "|"   
+e''4    a''4    a''8    g''8    \bar "|"   e''4    a''4    a''4      e''4    
+a''4    a''8    g''8    \bar "|"   e''4    a''4    a''4    \bar "|"   e''4    
+a''4    a''4      e''4    a''4    a''4    \bar "|"   e''4    a''4    a''4    
+\bar "|"   a''4    a''4    e''8    fis''8      e''4    a''4    a''4    \bar "|" 
+  a''4    a''4    e''8    fis''8    \bar "|"   a''4    a''4    e''8    fis''8   
+   a''4    a''4    e''8    fis''8    \bar "|"   a''4    a''4    e''8    fis''8  
+  \bar "|"   g''4    fis''8    e''8    d''8    fis''8      a''4    a''4    e''8 
+   fis''8    \bar "|"   g''4    fis''8    e''8    d''8    fis''8    \bar "|"   
+g''4    fis''8    e''8    d''8    fis''8      g''4    fis''8    e''8    d''8    
+fis''8    \bar "|"   g''4    fis''8    e''8    d''8    fis''8    \bar "|"   
+e''8    d''8    b'4    g'8    a'8      g''4    fis''8    e''8    d''8    fis''8 
+   \bar "|"   e''8    d''8    b'4    g'8    a'8    \bar "|"   e''8    d''8    
+b'4    g'8    a'8      e''8    d''8    b'4    g'8    a'8    \bar "|"   e''8    
+d''8    b'4    g'8    a'8    \bar "|"   b'4    a'8    g'8    fis'8    g'8      
+e''8    d''8    b'4    g'8    a'8    \bar "|"   b'4    a'8    g'8    fis'8    
+g'8    \bar "|"   b'4    a'8    g'8    fis'8    g'8      b'4    a'8    g'8    
+fis'8    g'8    \bar "|"   b'4    a'8    g'8    fis'8    g'8    \bar "|"   e'2  
+    b'4    a'8    g'8    fis'8    g'8    \bar "|"   e'2    \bar "|"   e'2      
+e'2    \bar "|"   e'2    \bar "|"   g'8    a'8      e'2    \bar "|"   g'8    
+a'8    \bar "|"   g'8    a'8      g'8    a'8    \bar "|"   g'8    a'8    
+\bar "|"   b'4    e''8.    fis''16    g''4      g'8    a'8    \bar "|"   b'4    
+e''8.    fis''16    g''4    \bar "|"   b'4    e''8.    fis''16    g''4      b'4 
+   e''8.    fis''16    g''4    \bar "|"   b'4    e''8.    fis''16    g''4    
+\bar "|"   b'4    e''8    fis''8    g''4      b'4    e''8.    fis''16    g''4   
+ \bar "|"   b'4    e''8    fis''8    g''4    \bar "|"   b'4    e''8    fis''8   
+ g''4      b'4    e''8    fis''8    g''4    \bar "|"   b'4    e''8    fis''8    
+g''4    \bar "|"   g''8    fis''8    e''8    d''8    e''8    fis''8      b'4    
+e''8    fis''8    g''4    \bar "|"   g''8    fis''8    e''8    d''8    e''8    
+fis''8    \bar "|"   g''8    fis''8    e''8    d''8    e''8    fis''8      g''8 
+   fis''8    e''8    d''8    e''8    fis''8    \bar "|"   g''8    fis''8    
+e''8    d''8    e''8    fis''8    \bar "|"   g''4    b'4    b'4      g''8    
+fis''8    e''8    d''8    e''8    fis''8    \bar "|"   g''4    b'4    b'4    
+\bar "|"   g''4    b'4    b'4      g''4    b'4    b'4    \bar "|"   g''4    b'4 
+   b'4    \bar "|"   c''4    e''8    c''8    b'8    a'8      g''4    b'4    b'4 
+   \bar "|"   c''4    e''8    c''8    b'8    a'8    \bar "|"   c''4    e''8    
+c''8    b'8    a'8      c''4    e''8    c''8    b'8    a'8    \bar "|"   c''4   
+ e''8    c''8    b'8    a'8    \bar "|"   b'4    d''8    b'8    a'8    g'8      
+c''4    e''8    c''8    b'8    a'8    \bar "|"   b'4    d''8    b'8    a'8    
+g'8    \bar "|"   b'4    d''8    b'8    a'8    g'8      b'4    d''8    b'8    
+a'8    g'8    \bar "|"   b'4    d''8    b'8    a'8    g'8    \bar "|"   a'4    
+b'4    d''4      b'4    d''8    b'8    a'8    g'8    \bar "|"   a'4    b'4    
+d''4    \bar "|"   a'4    b'4    d''4      a'4    b'4    d''4    \bar "|"   a'4 
+   b'4    d''4    \bar "|"   e''2    e''4      a'4    b'4    d''4    \bar "|"   
+e''2    e''4    \bar "|"   e''2    e''4      e''2    e''4    \bar "|"   e''2    
+e''4    \bar "|"   e''8    d''8    b'8    d''8    e''4      e''2    e''4    
+\bar "|"   e''8    d''8    b'8    d''8    e''4    \bar "|"   e''8    d''8    
+b'8    d''8    e''4      e''8    d''8    b'8    d''8    e''4    \bar "|"   e''8 
+   d''8    b'8    d''8    e''4    \bar "|"   d''8    b'8    a'8    b'8    d''4  
+    e''8    d''8    b'8    d''8    e''4    \bar "|"   d''8    b'8    a'8    b'8 
+   d''4    \bar "|"   d''8    b'8    a'8    b'8    d''4      d''8    b'8    a'8 
+   b'8    d''4    \bar "|"   d''8    b'8    a'8    b'8    d''4    \bar "|"   
+b'8    a'8    g'8    a'8    b'8    g'8      d''8    b'8    a'8    b'8    d''4   
+ \bar "|"   b'8    a'8    g'8    a'8    b'8    g'8    \bar "|"   b'8    a'8    
+g'8    a'8    b'8    g'8      b'8    a'8    g'8    a'8    b'8    g'8    
+\bar "|"   b'8    a'8    g'8    a'8    b'8    g'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_165831/gen_song_165831.midi b/n-grams/gen_songs_abc/song_165831/gen_song_165831.midi
new file mode 100644
index 0000000000000000000000000000000000000000..11e5a5c197d6c7df9a283d3339ba0b3f236d8263
Binary files /dev/null and b/n-grams/gen_songs_abc/song_165831/gen_song_165831.midi differ
diff --git a/n-grams/gen_songs_abc/song_1920/gen_song_1920.abc b/n-grams/gen_songs_abc/song_1920/gen_song_1920.abc
new file mode 100644
index 0000000000000000000000000000000000000000..88bdfdc469da3e0282721caee99c66296325b152
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1920/gen_song_1920.abc
@@ -0,0 +1,45 @@
+X:1
+T:Markov Song 1920
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+Ad d2 A2 | Ad d2 A2 | GF GB AG
+Ad d2 A2 | GF GB AG | GF GB AG
+GF GB AG | GF GB AG | FGFE D2
+GF GB AG | FGFE D2 | FGFE D2
+FGFE D2 | FGFE D2 | EG G2 E2
+FGFE D2 | EG G2 E2 | EG G2 E2
+EG G2 E2 | EG G2 E2 | DG G2 AB
+EG G2 E2 | DG G2 AB | DG G2 AB
+DG G2 AB | DG G2 AB | cB AG GF
+DG G2 AB | cB AG GF | cB AG GF
+cB AG GF | cB AG GF | G4
+cB AG GF | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
+G4 | G4 | G4
diff --git a/n-grams/gen_songs_abc/song_1920/gen_song_1920.ly b/n-grams/gen_songs_abc/song_1920/gen_song_1920.ly
new file mode 100644
index 0000000000000000000000000000000000000000..38f181b0115a90b154ba24f78cebcbc6d837147f
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1920/gen_song_1920.ly
@@ -0,0 +1,64 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1920"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'8    d''8    d''4    a'4    \bar "|"   a'8    d''8    d''4   
+ a'4    \bar "|"   g'8    fis'8    g'8    b'8    a'8    g'8      a'8    d''8    
+d''4    a'4    \bar "|"   g'8    fis'8    g'8    b'8    a'8    g'8    \bar "|"  
+ g'8    fis'8    g'8    b'8    a'8    g'8      g'8    fis'8    g'8    b'8    
+a'8    g'8    \bar "|"   g'8    fis'8    g'8    b'8    a'8    g'8    \bar "|"   
+fis'8    g'8    fis'8    e'8    d'4      g'8    fis'8    g'8    b'8    a'8    
+g'8    \bar "|"   fis'8    g'8    fis'8    e'8    d'4    \bar "|"   fis'8    
+g'8    fis'8    e'8    d'4      fis'8    g'8    fis'8    e'8    d'4    \bar "|" 
+  fis'8    g'8    fis'8    e'8    d'4    \bar "|"   e'8    g'8    g'4    e'4    
+  fis'8    g'8    fis'8    e'8    d'4    \bar "|"   e'8    g'8    g'4    e'4    
+\bar "|"   e'8    g'8    g'4    e'4      e'8    g'8    g'4    e'4    \bar "|"   
+e'8    g'8    g'4    e'4    \bar "|"   d'8    g'8    g'4    a'8    b'8      e'8 
+   g'8    g'4    e'4    \bar "|"   d'8    g'8    g'4    a'8    b'8    \bar "|"  
+ d'8    g'8    g'4    a'8    b'8      d'8    g'8    g'4    a'8    b'8    
+\bar "|"   d'8    g'8    g'4    a'8    b'8    \bar "|"   c''8    b'8    a'8    
+g'8    g'8    fis'8      d'8    g'8    g'4    a'8    b'8    \bar "|"   c''8    
+b'8    a'8    g'8    g'8    fis'8    \bar "|"   c''8    b'8    a'8    g'8    
+g'8    fis'8      c''8    b'8    a'8    g'8    g'8    fis'8    \bar "|"   c''8  
+  b'8    a'8    g'8    g'8    fis'8    \bar "|"   g'2      c''8    b'8    a'8   
+ g'8    g'8    fis'8    \bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   
+g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    
+\bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2   
+   g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    
+\bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    
+\bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2   
+   g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    
+\bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    
+\bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2   
+   g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    
+\bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    
+\bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2   
+   g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    
+\bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2      g'2    
+\bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    \bar "|"   g'2   
+ 
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1920/gen_song_1920.midi b/n-grams/gen_songs_abc/song_1920/gen_song_1920.midi
new file mode 100644
index 0000000000000000000000000000000000000000..d8f572cd40d826432d4b5b261efebe70782f76c7
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1920/gen_song_1920.midi differ
diff --git a/n-grams/gen_songs_abc/song_1920/gen_song_1920.png b/n-grams/gen_songs_abc/song_1920/gen_song_1920.png
new file mode 100644
index 0000000000000000000000000000000000000000..d187a21ddfe338346c4d45702e2a0805663e221d
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1920/gen_song_1920.png differ
diff --git a/n-grams/gen_songs_abc/song_1921/gen_song_1921.abc b/n-grams/gen_songs_abc/song_1921/gen_song_1921.abc
new file mode 100644
index 0000000000000000000000000000000000000000..b99786633eb9dddda33349a40cccd3547f1b6461
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1921/gen_song_1921.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 1921
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ (A2 B2) c2  |  (A2 B2) c2  |  B2 A4- 
+ (A2 B2) c2  |  B2 A4-  |  B2 A4- 
+ B2 A4-  |  B2 A4-  |  A4 G2 
+ B2 A4-  |  A4 G2  |  A4 G2 
+ A4 G2  |  A4 G2  |  (F2 D2) E2 
+ A4 G2  |  (F2 D2) E2  |  (F2 D2) E2 
+ (F2 D2) E2  |  (F2 D2) E2  |  D4 C2 
+ (F2 D2) E2  |  D4 C2  |  D4 C2 
+ D4 C2  |  D4 C2  |  D6- 
+ D4 C2  |  D6-  |  D6- 
+ D6-  |  D6-  |  D4
+ D6-  |  D4 |  D4
+ D4 |  D4 | dd 
+ D4 | dd  | dd 
+dd  | dd  |  d2 B2 d2 
+dd  |  d2 B2 d2  |  d2 B2 d2 
+ d2 B2 d2  |  d2 B2 d2  |  c2 A2 F2 
+ d2 B2 d2  |  c2 A2 F2  |  c2 A2 F2 
+ c2 A2 F2  |  c2 A2 F2  |  D2 B2 A2 
+ c2 A2 F2  |  D2 B2 A2  |  D2 B2 A2 
+ D2 B2 A2  |  D2 B2 A2  |  G2 
+ D2 B2 A2  |  G2  |  G2 
+ G2  |  G2  | F2 G2 
+ G2  | F2 G2  | F2 G2 
+F2 G2  | F2 G2  |  A2 z4 
+F2 G2  |  A2 z4  |  A2 z4 
+ A2 z4  |  A2 z4  |  F D3 z2 
+ A2 z4  |  F D3 z2  |  F D3 z2 
+ F D3 z2  |  F D3 z2  |  z2 z2 z2 
+ F D3 z2  |  z2 z2 z2  |  z2 z2 z2 
+ z2 z2 z2  |  z2 z2 z2  | z2 B2 B2 
+ z2 z2 z2  | z2 B2 B2  | z2 B2 B2 
+z2 B2 B2  | z2 B2 B2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1921/gen_song_1921.ly b/n-grams/gen_songs_abc/song_1921/gen_song_1921.ly
new file mode 100644
index 0000000000000000000000000000000000000000..43d38cb93963cca0b452f0cabd9f61ea2aed77c6
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1921/gen_song_1921.ly
@@ -0,0 +1,61 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1921"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'4 (   b'4  -)   c''4    \bar "|"   a'4 (   b'4  -)   c''4    
+\bar "|"   b'4    a'2   ~      a'4 (   b'4  -)   c''4    \bar "|"   b'4    a'2  
+ ~    \bar "|"   b'4    a'2   ~      b'4    a'2   ~    \bar "|"   b'4    a'2  
+ ~    \bar "|"   a'2    g'4      b'4    a'2   ~    \bar "|"   a'2    g'4    
+\bar "|"   a'2    g'4      a'2    g'4    \bar "|"   a'2    g'4    \bar "|"   
+fis'4 (   d'4  -)   e'4      a'2    g'4    \bar "|"   fis'4 (   d'4  -)   e'4   
+ \bar "|"   fis'4 (   d'4  -)   e'4      fis'4 (   d'4  -)   e'4    \bar "|"   
+fis'4 (   d'4  -)   e'4    \bar "|"   d'2    c'4      fis'4 (   d'4  -)   e'4   
+ \bar "|"   d'2    c'4    \bar "|"   d'2    c'4      d'2    c'4    \bar "|"   
+d'2    c'4    \bar "|"   d'2.   ~      d'2    c'4    \bar "|"   d'2.   ~    
+\bar "|"   d'2.   ~      d'2.   ~    \bar "|"   d'2.   ~    \bar "|"   d'2      
+d'2.   ~    \bar "|"   d'2    \bar "|"   d'2      d'2    \bar "|"   d'2    
+\bar "|"   d''8    d''8      d'2    \bar "|"   d''8    d''8    \bar "|"   d''8  
+  d''8      d''8    d''8    \bar "|"   d''8    d''8    \bar "|"   d''4    b'4   
+ d''4      d''8    d''8    \bar "|"   d''4    b'4    d''4    \bar "|"   d''4    
+b'4    d''4      d''4    b'4    d''4    \bar "|"   d''4    b'4    d''4    
+\bar "|"   c''4    a'4    fis'4      d''4    b'4    d''4    \bar "|"   c''4    
+a'4    fis'4    \bar "|"   c''4    a'4    fis'4      c''4    a'4    fis'4    
+\bar "|"   c''4    a'4    fis'4    \bar "|"   d'4    b'4    a'4      c''4    
+a'4    fis'4    \bar "|"   d'4    b'4    a'4    \bar "|"   d'4    b'4    a'4    
+  d'4    b'4    a'4    \bar "|"   d'4    b'4    a'4    \bar "|"   g'4      d'4  
+  b'4    a'4    \bar "|"   g'4    \bar "|"   g'4      g'4    \bar "|"   g'4    
+\bar "|"   fis'4    g'4      g'4    \bar "|"   fis'4    g'4    \bar "|"   fis'4 
+   g'4      fis'4    g'4    \bar "|"   fis'4    g'4    \bar "|"   a'4    r2     
+fis'4    g'4    \bar "|"   a'4    r2   \bar "|"   a'4    r2     a'4    r2   
+\bar "|"   a'4    r2   \bar "|"   fis'8    d'4.    r4     a'4    r2   \bar "|"  
+ fis'8    d'4.    r4   \bar "|"   fis'8    d'4.    r4     fis'8    d'4.    r4   
+\bar "|"   fis'8    d'4.    r4   \bar "|"   r4   r4   r4     fis'8    d'4.    
+r4   \bar "|"   r4   r4   r4   \bar "|"   r4   r4   r4     r4   r4   r4   
+\bar "|"   r4   r4   r4   \bar "|"   r4   b'4    b'4      r4   r4   r4   
+\bar "|"   r4   b'4    b'4    \bar "|"   r4   b'4    b'4      r4   b'4    b'4   
+ \bar "|"   r4   b'4    b'4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1921/gen_song_1921.midi b/n-grams/gen_songs_abc/song_1921/gen_song_1921.midi
new file mode 100644
index 0000000000000000000000000000000000000000..f1fd58c6e4b5233f70d78f5cd229db116deff6ad
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1921/gen_song_1921.midi differ
diff --git a/n-grams/gen_songs_abc/song_1921/gen_song_1921.png b/n-grams/gen_songs_abc/song_1921/gen_song_1921.png
new file mode 100644
index 0000000000000000000000000000000000000000..ebca224b57d1618c23ca57fb7770698396136ba1
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1921/gen_song_1921.png differ
diff --git a/n-grams/gen_songs_abc/song_1923/gen_song_1923.abc b/n-grams/gen_songs_abc/song_1923/gen_song_1923.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e6432eeabc1a9a905ac02213888d35aaf883aca9
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1923/gen_song_1923.abc
@@ -0,0 +1,34 @@
+X:1
+T:Markov Song 1923
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ F2 G2 AB  |  F2 G2 AB  |  c A3 G2 
+ F2 G2 AB  |  c A3 G2  |  c A3 G2 
+ c A3 G2  |  c A3 G2  |  A d3 c2 
+ c A3 G2  |  A d3 c2  |  A d3 c2 
+ A d3 c2  |  A d3 c2  |  A4 GF 
+ A d3 c2  |  A4 GF  |  A4 GF 
+ A4 GF  |  A4 GF  |  G4 AB 
+ A4 GF  |  G4 AB  |  G4 AB 
+ G4 AB  |  G4 AB  |  A4 G2 
+ G4 AB  |  A4 G2  |  A4 G2 
+ A4 G2  |  A4 G2  |  F6 
+ A4 G2  |  F6  |  F6 
+ F6  |  F6  |  E4 D2 
+ F6  |  E4 D2  |  E4 D2 
+ E4 D2  |  E4 D2  |  E E3 E2 
+ E4 D2  |  E E3 E2  |  E E3 E2 
+ E E3 E2  |  E E3 E2  |  E6 :
+ E E3 E2  |  E6 : |  E6 :
+ E6 : |  E6 : | : E3F/G/ (3A/B/^c/(3d/e/f/ 
+ E6 : | : E3F/G/ (3A/B/^c/(3d/e/f/  | : E3F/G/ (3A/B/^c/(3d/e/f/ 
+: E3F/G/ (3A/B/^c/(3d/e/f/  | : E3F/G/ (3A/B/^c/(3d/e/f/  |  g g3 f>e 
+: E3F/G/ (3A/B/^c/(3d/e/f/  |  g g3 f>e  |  g g3 f>e 
+ g g3 f>e  |  g g3 f>e  |  f f2 f g>f 
+ g g3 f>e  |  f f2 f g>f  |  f f2 f g>f 
+ f f2 f g>f  |  f f2 f g>f 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1923/gen_song_1923.ly b/n-grams/gen_songs_abc/song_1923/gen_song_1923.ly
new file mode 100644
index 0000000000000000000000000000000000000000..90cc5bb7ec5080cda8d5c4e4279b6a59eb19971a
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1923/gen_song_1923.ly
@@ -0,0 +1,54 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1923"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   fis'4    g'4    a'8    b'8    \bar "|"   fis'4    g'4    a'8   
+ b'8    \bar "|"   c''8    a'4.    g'4      fis'4    g'4    a'8    b'8    
+\bar "|"   c''8    a'4.    g'4    \bar "|"   c''8    a'4.    g'4      c''8    
+a'4.    g'4    \bar "|"   c''8    a'4.    g'4    \bar "|"   a'8    d''4.    
+c''4      c''8    a'4.    g'4    \bar "|"   a'8    d''4.    c''4    \bar "|"   
+a'8    d''4.    c''4      a'8    d''4.    c''4    \bar "|"   a'8    d''4.    
+c''4    \bar "|"   a'2    g'8    fis'8      a'8    d''4.    c''4    \bar "|"   
+a'2    g'8    fis'8    \bar "|"   a'2    g'8    fis'8      a'2    g'8    fis'8  
+  \bar "|"   a'2    g'8    fis'8    \bar "|"   g'2    a'8    b'8      a'2    
+g'8    fis'8    \bar "|"   g'2    a'8    b'8    \bar "|"   g'2    a'8    b'8    
+  g'2    a'8    b'8    \bar "|"   g'2    a'8    b'8    \bar "|"   a'2    g'4    
+  g'2    a'8    b'8    \bar "|"   a'2    g'4    \bar "|"   a'2    g'4      a'2  
+  g'4    \bar "|"   a'2    g'4    \bar "|"   fis'2.      a'2    g'4    \bar "|" 
+  fis'2.    \bar "|"   fis'2.      fis'2.    \bar "|"   fis'2.    \bar "|"   
+e'2    d'4      fis'2.    \bar "|"   e'2    d'4    \bar "|"   e'2    d'4      
+e'2    d'4    \bar "|"   e'2    d'4    \bar "|"   e'8    e'4.    e'4      e'2   
+ d'4    \bar "|"   e'8    e'4.    e'4    \bar "|"   e'8    e'4.    e'4      e'8 
+   e'4.    e'4    \bar "|"   e'8    e'4.    e'4    \bar "|"   e'2.      e'8    
+e'4.    e'4    \bar "|"   e'2.      e'2.      e'2.          g''8    g''4.    
+fis''8.    e''16    \bar "|"   g''8    g''4.    fis''8.    e''16    \bar "|"   
+fis''8    fis''4    fis''8    g''8.    fis''16      g''8    g''4.    fis''8.    
+e''16    \bar "|"   fis''8    fis''4    fis''8    g''8.    fis''16    \bar "|"  
+ fis''8    fis''4    fis''8    g''8.    fis''16      fis''8    fis''4    fis''8 
+   g''8.    fis''16    \bar "|"   fis''8    fis''4    fis''8    g''8.    
+fis''16    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1923/gen_song_1923.midi b/n-grams/gen_songs_abc/song_1923/gen_song_1923.midi
new file mode 100644
index 0000000000000000000000000000000000000000..6aa94e064be8c0d04b7b1d67a4d527c482c19ec5
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1923/gen_song_1923.midi differ
diff --git a/n-grams/gen_songs_abc/song_1923/gen_song_1923.png b/n-grams/gen_songs_abc/song_1923/gen_song_1923.png
new file mode 100644
index 0000000000000000000000000000000000000000..d148b542f67d9d03fe66865b2fe2e927d67553bf
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1923/gen_song_1923.png differ
diff --git a/n-grams/gen_songs_abc/song_1952/gen_song_1952.abc b/n-grams/gen_songs_abc/song_1952/gen_song_1952.abc
new file mode 100644
index 0000000000000000000000000000000000000000..edf703811b7e7117cbd787bc867bcb178b3ca591
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1952/gen_song_1952.abc
@@ -0,0 +1,50 @@
+X:1
+T:Markov Song 1952
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ ddc  |  ddc  |  B>AG 
+ ddc  |  B>AG  |  B>AG 
+ B>AG  |  B>AG  |  c2A 
+ B>AG  |  c2A  |  c2A 
+ c2A  |  c2A  |  B/c/dd 
+ c2A  |  B/c/dd  |  B/c/dd 
+ B/c/dd  |  B/c/dd  |  G2A 
+ B/c/dd  |  G2A  |  G2A 
+ G2A  |  G2A  |  G2 :
+ G2A  |  G2 : |  G2 :
+ G2 : |  G2 : | : d 
+ G2 : | : d  | : d 
+: d  | : d  |  g2g 
+: d  |  g2g  |  g2g 
+ g2g  |  g2g  |  g>fg 
+ g2g  |  g>fg  |  g>fg 
+ g>fg  |  g>fg  |  a>ba 
+ g>fg  |  a>ba  |  a>ba 
+ a>ba  |  a>ba  |  afd 
+ a>ba  |  afd  |  afd 
+ afd  |  afd  |  b2b 
+ afd  |  b2b  |  b2b 
+ b2b  |  b2b  |  a>bg 
+ b2b  |  a>bg  |  a>bg 
+ a>bg  |  a>bg  |  f>ge 
+ a>bg  |  f>ge  |  f>ge 
+ f>ge  |  f>ge  | d>ef 
+ f>ge  | d>ef  | d>ef 
+d>ef  | d>ef  |  g2f 
+d>ef  |  g2f  |  g2f 
+ g2f  |  g2f  |  e>fg 
+ g2f  |  e>fg  |  e>fg 
+ e>fg  |  e>fg  |  ddc 
+ e>fg  |  ddc  |  ddc 
+ ddc  |  ddc  |  B>AG 
+ ddc  |  B>AG  |  B>AG 
+ B>AG  |  B>AG  |  c2A 
+ B>AG  |  c2A  |  c2A 
+ c2A  |  c2A  |  B/c/dd 
+ c2A  |  B/c/dd  |  B/c/dd 
+ B/c/dd 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1952/gen_song_1952.ly b/n-grams/gen_songs_abc/song_1952/gen_song_1952.ly
new file mode 100644
index 0000000000000000000000000000000000000000..6abef5f65cd7ae0d290e8c74878899a42648e4f7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1952/gen_song_1952.ly
@@ -0,0 +1,73 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1952"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   d''8    d''8    c''8    \bar "|"   d''8    d''8    c''8    
+\bar "|"   b'8.    a'16    g'8      d''8    d''8    c''8    \bar "|"   b'8.    
+a'16    g'8    \bar "|"   b'8.    a'16    g'8      b'8.    a'16    g'8    
+\bar "|"   b'8.    a'16    g'8    \bar "|"   c''4    a'8      b'8.    a'16    
+g'8    \bar "|"   c''4    a'8    \bar "|"   c''4    a'8      c''4    a'8    
+\bar "|"   c''4    a'8    \bar "|"   b'16    c''16    d''8    d''8      c''4    
+a'8    \bar "|"   b'16    c''16    d''8    d''8    \bar "|"   b'16    c''16    
+d''8    d''8      b'16    c''16    d''8    d''8    \bar "|"   b'16    c''16    
+d''8    d''8    \bar "|"   g'4    a'8      b'16    c''16    d''8    d''8    
+\bar "|"   g'4    a'8    \bar "|"   g'4    a'8      g'4    a'8    \bar "|"   
+g'4    a'8    \bar "|"   g'4      g'4    a'8    \bar "|"   g'4      g'4      
+g'4          g''4    g''8    \bar "|"   g''4    g''8    \bar "|"   g''8.    
+fis''16    g''8      g''4    g''8    \bar "|"   g''8.    fis''16    g''8    
+\bar "|"   g''8.    fis''16    g''8      g''8.    fis''16    g''8    \bar "|"   
+g''8.    fis''16    g''8    \bar "|"   a''8.    b''16    a''8      g''8.    
+fis''16    g''8    \bar "|"   a''8.    b''16    a''8    \bar "|"   a''8.    
+b''16    a''8      a''8.    b''16    a''8    \bar "|"   a''8.    b''16    a''8  
+  \bar "|"   a''8    fis''8    d''8      a''8.    b''16    a''8    \bar "|"   
+a''8    fis''8    d''8    \bar "|"   a''8    fis''8    d''8      a''8    fis''8 
+   d''8    \bar "|"   a''8    fis''8    d''8    \bar "|"   b''4    b''8      
+a''8    fis''8    d''8    \bar "|"   b''4    b''8    \bar "|"   b''4    b''8    
+  b''4    b''8    \bar "|"   b''4    b''8    \bar "|"   a''8.    b''16    g''8  
+    b''4    b''8    \bar "|"   a''8.    b''16    g''8    \bar "|"   a''8.    
+b''16    g''8      a''8.    b''16    g''8    \bar "|"   a''8.    b''16    g''8  
+  \bar "|"   fis''8.    g''16    e''8      a''8.    b''16    g''8    \bar "|"   
+fis''8.    g''16    e''8    \bar "|"   fis''8.    g''16    e''8      fis''8.    
+g''16    e''8    \bar "|"   fis''8.    g''16    e''8    \bar "|"   d''8.    
+e''16    fis''8      fis''8.    g''16    e''8    \bar "|"   d''8.    e''16    
+fis''8    \bar "|"   d''8.    e''16    fis''8      d''8.    e''16    fis''8    
+\bar "|"   d''8.    e''16    fis''8    \bar "|"   g''4    fis''8      d''8.    
+e''16    fis''8    \bar "|"   g''4    fis''8    \bar "|"   g''4    fis''8      
+g''4    fis''8    \bar "|"   g''4    fis''8    \bar "|"   e''8.    fis''16    
+g''8      g''4    fis''8    \bar "|"   e''8.    fis''16    g''8    \bar "|"   
+e''8.    fis''16    g''8      e''8.    fis''16    g''8    \bar "|"   e''8.    
+fis''16    g''8    \bar "|"   d''8    d''8    c''8      e''8.    fis''16    
+g''8    \bar "|"   d''8    d''8    c''8    \bar "|"   d''8    d''8    c''8      
+d''8    d''8    c''8    \bar "|"   d''8    d''8    c''8    \bar "|"   b'8.    
+a'16    g'8      d''8    d''8    c''8    \bar "|"   b'8.    a'16    g'8    
+\bar "|"   b'8.    a'16    g'8      b'8.    a'16    g'8    \bar "|"   b'8.    
+a'16    g'8    \bar "|"   c''4    a'8      b'8.    a'16    g'8    \bar "|"   
+c''4    a'8    \bar "|"   c''4    a'8      c''4    a'8    \bar "|"   c''4    
+a'8    \bar "|"   b'16    c''16    d''8    d''8      c''4    a'8    \bar "|"   
+b'16    c''16    d''8    d''8    \bar "|"   b'16    c''16    d''8    d''8      
+b'16    c''16    d''8    d''8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1952/gen_song_1952.midi b/n-grams/gen_songs_abc/song_1952/gen_song_1952.midi
new file mode 100644
index 0000000000000000000000000000000000000000..55a2acecf4c5357d4b0e7cbdf5f36367dca1fd8f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1952/gen_song_1952.midi differ
diff --git a/n-grams/gen_songs_abc/song_1952/gen_song_1952.png b/n-grams/gen_songs_abc/song_1952/gen_song_1952.png
new file mode 100644
index 0000000000000000000000000000000000000000..1291e5e1def10eb5904ce024db53ddcd089517fc
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1952/gen_song_1952.png differ
diff --git a/n-grams/gen_songs_abc/song_1953/gen_song_1953.abc b/n-grams/gen_songs_abc/song_1953/gen_song_1953.abc
new file mode 100644
index 0000000000000000000000000000000000000000..f01c1207fd3c661c9fc617a35611f92b3e68ae53
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1953/gen_song_1953.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 1953
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ed cB AG  | ed cB AG  |  E2 A3 B 
+ed cB AG  |  E2 A3 B  |  E2 A3 B 
+ E2 A3 B  |  E2 A3 B  |  A6- 
+ E2 A3 B  |  A6-  |  A6- 
+ A6-  |  A6-  |  A4 :
+ A6-  |  A4 : |  A4 :
+ A4 : |  A4 : | A>G 
+ A4 : | A>G  | A>G 
+A>G  | A>G  |  E2 G2 G2 
+A>G  |  E2 G2 G2  |  E2 G2 G2 
+ E2 G2 G2  |  E2 G2 G2  |  G>A G=FE>D 
+ E2 G2 G2  |  G>A G=FE>D  |  G>A G=FE>D 
+ G>A G=FE>D  |  G>A G=FE>D  |  E2 A2 A2 
+ G>A G=FE>D  |  E2 A2 A2  |  E2 A2 A2 
+ E2 A2 A2  |  E2 A2 A2  |  A>B AG F>E 
+ E2 A2 A2  |  A>B AG F>E  |  A>B AG F>E 
+ A>B AG F>E  |  A>B AG F>E  | E2 c2 c2 
+ A>B AG F>E  | E2 c2 c2  | E2 c2 c2 
+E2 c2 c2  | E2 c2 c2  |  c>dc>BA>B 
+E2 c2 c2  |  c>dc>BA>B  |  c>dc>BA>B 
+ c>dc>BA>B  |  c>dc>BA>B  |  G2 g2 g2 
+ c>dc>BA>B  |  G2 g2 g2  |  G2 g2 g2 
+ G2 g2 g2  |  G2 g2 g2  |  g4 a>b 
+ G2 g2 g2  |  g4 a>b  |  g4 a>b 
+ g4 a>b  |  g4 a>b  | c'2 c'>ba>b 
+ g4 a>b  | c'2 c'>ba>b  | c'2 c'>ba>b 
+c'2 c'>ba>b  | c'2 c'>ba>b  |  c'2 e2 e2 
+c'2 c'>ba>b  |  c'2 e2 e2  |  c'2 e2 e2 
+ c'2 e2 e2  |  c'2 e2 e2  |  e>d c>de>f 
+ c'2 e2 e2  |  e>d c>de>f  |  e>d c>de>f 
+ e>d c>de>f  |  e>d c>de>f  |  g2 B2 B2 
+ e>d c>de>f  |  g2 B2 B2  |  g2 B2 B2 
+ g2 B2 B2  |  g2 B2 B2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1953/gen_song_1953.ly b/n-grams/gen_songs_abc/song_1953/gen_song_1953.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b67973fc0cd5f39a61ce647c2e65bd833f534fbe
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1953/gen_song_1953.ly
@@ -0,0 +1,75 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1953"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   e''8    d''8    c''8    b'8    a'8    g'8    \bar "|"   e''8   
+ d''8    c''8    b'8    a'8    g'8    \bar "|"   e'4    a'4.    b'8      e''8   
+ d''8    c''8    b'8    a'8    g'8    \bar "|"   e'4    a'4.    b'8    \bar "|" 
+  e'4    a'4.    b'8      e'4    a'4.    b'8    \bar "|"   e'4    a'4.    b'8   
+ \bar "|"   a'2.   ~      e'4    a'4.    b'8    \bar "|"   a'2.   ~    \bar "|" 
+  a'2.   ~      a'2.   ~    \bar "|"   a'2.   ~    \bar "|"   a'2      a'2.  
+ ~    \bar "|"   a'2      a'2      a'2      a'8.    g'16    \bar "|"   a'8.    
+g'16    \bar "|"   e'4    g'4    g'4      a'8.    g'16    \bar "|"   e'4    g'4 
+   g'4    \bar "|"   e'4    g'4    g'4      e'4    g'4    g'4    \bar "|"   e'4 
+   g'4    g'4    \bar "|"   g'8.    a'16    g'8    f'8    e'8.    d'16      e'4 
+   g'4    g'4    \bar "|"   g'8.    a'16    g'8    f'8    e'8.    d'16    
+\bar "|"   g'8.    a'16    g'8    f'8    e'8.    d'16      g'8.    a'16    g'8  
+  f'!8    e'8.    d'16    \bar "|"   g'8.    a'16    g'8    f'8    e'8.    d'16 
+   \bar "|"   e'4    a'4    a'4      g'8.    a'16    g'8    f'8    e'8.    d'16 
+   \bar "|"   e'4    a'4    a'4    \bar "|"   e'4    a'4    a'4      e'4    a'4 
+   a'4    \bar "|"   e'4    a'4    a'4    \bar "|"   a'8.    b'16    a'8    g'8 
+   fis'8.    e'16      e'4    a'4    a'4    \bar "|"   a'8.    b'16    a'8    
+g'8    fis'8.    e'16    \bar "|"   a'8.    b'16    a'8    g'8    fis'8.    
+e'16      a'8.    b'16    a'8    g'8    fis'8.    e'16    \bar "|"   a'8.    
+b'16    a'8    g'8    fis'8.    e'16    \bar "|"   e'4    c''4    c''4      
+a'8.    b'16    a'8    g'8    fis'8.    e'16    \bar "|"   e'4    c''4    c''4  
+  \bar "|"   e'4    c''4    c''4      e'4    c''4    c''4    \bar "|"   e'4    
+c''4    c''4    \bar "|"   c''8.    d''16    c''8.    b'16    a'8.    b'16      
+e'4    c''4    c''4    \bar "|"   c''8.    d''16    c''8.    b'16    a'8.    
+b'16    \bar "|"   c''8.    d''16    c''8.    b'16    a'8.    b'16      c''8.   
+ d''16    c''8.    b'16    a'8.    b'16    \bar "|"   c''8.    d''16    c''8.   
+ b'16    a'8.    b'16    \bar "|"   g'4    g''4    g''4      c''8.    d''16    
+c''8.    b'16    a'8.    b'16    \bar "|"   g'4    g''4    g''4    \bar "|"   
+g'4    g''4    g''4      g'4    g''4    g''4    \bar "|"   g'4    g''4    g''4  
+  \bar "|"   g''2    a''8.    b''16      g'4    g''4    g''4    \bar "|"   g''2 
+   a''8.    b''16    \bar "|"   g''2    a''8.    b''16      g''2    a''8.    
+b''16    \bar "|"   g''2    a''8.    b''16    \bar "|"   c'''4    c'''8.    
+b''16    a''8.    b''16      g''2    a''8.    b''16    \bar "|"   c'''4    
+c'''8.    b''16    a''8.    b''16    \bar "|"   c'''4    c'''8.    b''16    
+a''8.    b''16      c'''4    c'''8.    b''16    a''8.    b''16    \bar "|"   
+c'''4    c'''8.    b''16    a''8.    b''16    \bar "|"   c'''4    e''4    e''4  
+    c'''4    c'''8.    b''16    a''8.    b''16    \bar "|"   c'''4    e''4    
+e''4    \bar "|"   c'''4    e''4    e''4      c'''4    e''4    e''4    \bar "|" 
+  c'''4    e''4    e''4    \bar "|"   e''8.    d''16    c''8.    d''16    e''8. 
+   fis''16      c'''4    e''4    e''4    \bar "|"   e''8.    d''16    c''8.    
+d''16    e''8.    fis''16    \bar "|"   e''8.    d''16    c''8.    d''16    
+e''8.    fis''16      e''8.    d''16    c''8.    d''16    e''8.    fis''16    
+\bar "|"   e''8.    d''16    c''8.    d''16    e''8.    fis''16    \bar "|"   
+g''4    b'4    b'4      e''8.    d''16    c''8.    d''16    e''8.    fis''16    
+\bar "|"   g''4    b'4    b'4    \bar "|"   g''4    b'4    b'4      g''4    b'4 
+   b'4    \bar "|"   g''4    b'4    b'4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1953/gen_song_1953.midi b/n-grams/gen_songs_abc/song_1953/gen_song_1953.midi
new file mode 100644
index 0000000000000000000000000000000000000000..61f83b4f456941b3bc22da419917815a7488d2c2
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1953/gen_song_1953.midi differ
diff --git a/n-grams/gen_songs_abc/song_1953/gen_song_1953.png b/n-grams/gen_songs_abc/song_1953/gen_song_1953.png
new file mode 100644
index 0000000000000000000000000000000000000000..5cd06642e76ddecde4cbf0e384d40c4085661e9d
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1953/gen_song_1953.png differ
diff --git a/n-grams/gen_songs_abc/song_1955/gen_song_1955.abc b/n-grams/gen_songs_abc/song_1955/gen_song_1955.abc
new file mode 100644
index 0000000000000000000000000000000000000000..5453015c0535229d0994954e78169e173e7c2988
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1955/gen_song_1955.abc
@@ -0,0 +1,29 @@
+X:1
+T:Markov Song 1955
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+AB/c/  | AB/c/  |  d2 d2 e>c 
+AB/c/  |  d2 d2 e>c  |  d2 d2 e>c 
+ d2 d2 e>c  |  d2 d2 e>c  |  d2 F2 DF/A/ 
+ d2 d2 e>c  |  d2 F2 DF/A/  |  d2 F2 DF/A/ 
+ d2 F2 DF/A/  |  d2 F2 DF/A/  |  d>c de/f/ ed 
+ d2 F2 DF/A/  |  d>c de/f/ ed  |  d>c de/f/ ed 
+ d>c de/f/ ed  |  d>c de/f/ ed  |  d2 c2 dc 
+ d>c de/f/ ed  |  d2 c2 dc  |  d2 c2 dc 
+ d2 c2 dc  |  d2 c2 dc  | B2 Bc/d/ e/d/c/B/ 
+ d2 c2 dc  | B2 Bc/d/ e/d/c/B/  | B2 Bc/d/ e/d/c/B/ 
+B2 Bc/d/ e/d/c/B/  | B2 Bc/d/ e/d/c/B/  |  A2 FA d>A 
+B2 Bc/d/ e/d/c/B/  |  A2 FA d>A  |  A2 FA d>A 
+ A2 FA d>A  |  A2 FA d>A  |  c/B/A/G/ FD/F/ E2 
+ A2 FA d>A  |  c/B/A/G/ FD/F/ E2  |  c/B/A/G/ FD/F/ E2 
+ c/B/A/G/ FD/F/ E2  |  c/B/A/G/ FD/F/ E2  |  D4 :
+ c/B/A/G/ FD/F/ E2  |  D4 : |  D4 :
+ D4 : |  D4 : | : A>G 
+ D4 : | : A>G  | : A>G 
+: A>G  | : A>G  |  F>E D>E F>G 
+: A>G  |  F>E D>E F>G  |  F>E D>E F>G 
diff --git a/n-grams/gen_songs_abc/song_1955/gen_song_1955.ly b/n-grams/gen_songs_abc/song_1955/gen_song_1955.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1955/gen_song_1955.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1955/gen_song_1955.midi b/n-grams/gen_songs_abc/song_1955/gen_song_1955.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1955/gen_song_1955.midi differ
diff --git a/n-grams/gen_songs_abc/song_1955/gen_song_1955.png b/n-grams/gen_songs_abc/song_1955/gen_song_1955.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1955/gen_song_1955.png differ
diff --git a/n-grams/gen_songs_abc/song_1956/gen_song_1956.abc b/n-grams/gen_songs_abc/song_1956/gen_song_1956.abc
new file mode 100644
index 0000000000000000000000000000000000000000..55bce124f653837174b78244ae3afa30eed2e48b
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1956/gen_song_1956.abc
@@ -0,0 +1,34 @@
+X:1
+T:Markov Song 1956
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ G2B2G2  |  G2B2G2  |  BAGFED 
+ G2B2G2  |  BAGFED  |  BAGFED 
+ BAGFED  |  BAGFED  |  B,2E2E2 
+ BAGFED  |  B,2E2E2  |  B,2E2E2 
+ B,2E2E2  |  B,2E2E2  |  E4 ED 
+ B,2E2E2  |  E4 ED  |  E4 ED 
+ E4 ED  |  E4 ED  | B,2E2F2 
+ E4 ED  | B,2E2F2  | B,2E2F2 
+B,2E2F2  | B,2E2F2  |  G4 FE 
+B,2E2F2  |  G4 FE  |  G4 FE 
+ G4 FE  |  G4 FE  |  FGAGFE 
+ G4 FE  |  FGAGFE  |  FGAGFE 
+ FGAGFE  |  FGAGFE  |  D2E2F2 
+ FGAGFE  |  D2E2F2  |  D2E2F2 
+ D2E2F2  |  D2E2F2  |  G2B2G2 
+ D2E2F2  |  G2B2G2  |  G2B2G2 
+ G2B2G2  |  G2B2G2  |  BAGFED 
+ G2B2G2  |  BAGFED  |  BAGFED 
+ BAGFED  |  BAGFED  |  B,2E2E2 
+ BAGFED  |  B,2E2E2  |  B,2E2E2 
+ B,2E2E2  |  B,2E2E2  |  E4 :
+ B,2E2E2  |  E4 : |  E4 :
+ E4 : |  E4 : | : ga 
+ E4 : | : ga  | : ga 
+: ga  | : ga  |  b6 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1956/gen_song_1956.ly b/n-grams/gen_songs_abc/song_1956/gen_song_1956.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1956/gen_song_1956.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1956/gen_song_1956.midi b/n-grams/gen_songs_abc/song_1956/gen_song_1956.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1956/gen_song_1956.midi differ
diff --git a/n-grams/gen_songs_abc/song_1956/gen_song_1956.png b/n-grams/gen_songs_abc/song_1956/gen_song_1956.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1956/gen_song_1956.png differ
diff --git a/n-grams/gen_songs_abc/song_1957/gen_song_1957.abc b/n-grams/gen_songs_abc/song_1957/gen_song_1957.abc
new file mode 100644
index 0000000000000000000000000000000000000000..0d8a95e47c0a82447b66ea959a203acbb42c4175
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1957/gen_song_1957.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 1957
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ A4 B2  |  A4 B2  |  A4 d2 :
+ A4 B2  |  A4 d2 : |  A4 d2 :
+ A4 d2 : |  A4 d2 : | [2 B3 A G2 
+ A4 d2 : | [2 B3 A G2  | [2 B3 A G2 
+[2 B3 A G2  | [2 B3 A G2  |  c3 A F2 
+[2 B3 A G2  |  c3 A F2  |  c3 A F2 
+ c3 A F2  |  c3 A F2  |  G6- 
+ c3 A F2  |  G6-  |  G6- 
+ G6-  |  G6-  |  G4 
+ G6-  |  G4  |  G4 
+ G4  |  G4  |  
+ G4  |   |  
+  |   | d2d2ed 
+  | d2d2ed  | d2d2ed 
+d2d2ed  | d2d2ed  |  B2B2dB 
+d2d2ed  |  B2B2dB  |  B2B2dB 
+ B2B2dB  |  B2B2dB 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1957/gen_song_1957.ly b/n-grams/gen_songs_abc/song_1957/gen_song_1957.ly
new file mode 100644
index 0000000000000000000000000000000000000000..7911f719bc0f6239060189a7d11c37cd5fdbcf86
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1957/gen_song_1957.ly
@@ -0,0 +1,42 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1957"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'2    b'4    \bar "|"   a'2    b'4    \bar "|"   a'2    d''4  
+    a'2    b'4    \bar "|"   a'2    d''4      a'2    d''4      a'2    d''4    
+<<     <<       c''4.    a'8    fis'4    \bar "|"   c''4.    a'8    fis'4    
+\bar "|"   g'2.   ~      c''4.    a'8    fis'4    \bar "|"   g'2.   ~    
+\bar "|"   g'2.   ~      g'2.   ~    \bar "|"   g'2.   ~    \bar "|"   g'2      
+g'2.   ~    \bar "|"   g'2    \bar "|"   g'2      g'2    \bar "|"   g'2    
+\bar "|"     g'2    \bar "|"   \bar "|"     \bar "|"   \bar "|"   d''4    d''4  
+  e''8    d''8      \bar "|"   d''4    d''4    e''8    d''8    \bar "|"   d''4  
+  d''4    e''8    d''8      d''4    d''4    e''8    d''8    \bar "|"   d''4    
+d''4    e''8    d''8    \bar "|"   b'4    b'4    d''8    b'8      d''4    d''4  
+  e''8    d''8    \bar "|"   b'4    b'4    d''8    b'8    \bar "|"   b'4    b'4 
+   d''8    b'8      b'4    b'4    d''8    b'8    \bar "|"   b'4    b'4    d''8  
+  b'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1957/gen_song_1957.midi b/n-grams/gen_songs_abc/song_1957/gen_song_1957.midi
new file mode 100644
index 0000000000000000000000000000000000000000..0f68e7f58b5e996f614b577d2ed5502f483faea4
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1957/gen_song_1957.midi differ
diff --git a/n-grams/gen_songs_abc/song_1957/gen_song_1957.png b/n-grams/gen_songs_abc/song_1957/gen_song_1957.png
new file mode 100644
index 0000000000000000000000000000000000000000..4fd9af9931304a999b8162fe1caf9a44239bb6f1
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1957/gen_song_1957.png differ
diff --git a/n-grams/gen_songs_abc/song_1958/gen_song_1958-page1.png b/n-grams/gen_songs_abc/song_1958/gen_song_1958-page1.png
new file mode 100644
index 0000000000000000000000000000000000000000..81ed62df344f449dce815c6482f7ce0df1682391
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1958/gen_song_1958-page1.png differ
diff --git a/n-grams/gen_songs_abc/song_1958/gen_song_1958-page2.png b/n-grams/gen_songs_abc/song_1958/gen_song_1958-page2.png
new file mode 100644
index 0000000000000000000000000000000000000000..bca639dc6d7d64d7c97dc35048a909e075749ec0
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1958/gen_song_1958-page2.png differ
diff --git a/n-grams/gen_songs_abc/song_1958/gen_song_1958.abc b/n-grams/gen_songs_abc/song_1958/gen_song_1958.abc
new file mode 100644
index 0000000000000000000000000000000000000000..48ca3ee3d8f50fc021f14e907f4dc01e7e57cfeb
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1958/gen_song_1958.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 1958
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+cA B2 ef | cA B2 ef | ge c2 B^g
+cA B2 ef | ge c2 B^g | ge c2 B^g
+ge c2 B^g | ge c2 B^g | a^g a=g fg
+ge c2 B^g | a^g a=g fg | a^g a=g fg
+a^g a=g fg | a^g a=g fg | af d2 Ad
+a^g a=g fg | af d2 Ad | af d2 Ad
+af d2 Ad | af d2 Ad | cA B2 ef
+af d2 Ad | cA B2 ef | cA B2 ef
+cA B2 ef | cA B2 ef | ge c2 Ag
+cA B2 ef | ge c2 Ag | ge c2 Ag
+ge c2 Ag | ge c2 Ag | 1 fe de fg:
+ge c2 Ag | 1 fe de fg: | 1 fe de fg:
+1 fe de fg: | 1 fe de fg: | 2 fe d2
+1 fe de fg: | 2 fe d2 | 2 fe d2
+2 fe d2 | 2 fe d2 | 2 fe d2
+2 fe d2 | 2 fe d2 | 2 fe d2
+2 fe d2 | 2 fe d2
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_1958/gen_song_1958.ly b/n-grams/gen_songs_abc/song_1958/gen_song_1958.ly
new file mode 100644
index 0000000000000000000000000000000000000000..525271cfde9a00b02a7172a6f72963c235ac3c04
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_1958/gen_song_1958.ly
@@ -0,0 +1,51 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 1958"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   c''8    a'8    b'4    e''8    fis''8    \bar "|"   c''8    a'8 
+   b'4    e''8    fis''8    \bar "|"   g''8    e''8    c''4    b'8    gis''8    
+  c''8    a'8    b'4    e''8    fis''8    \bar "|"   g''8    e''8    c''4    
+b'8    gis''8    \bar "|"   g''8    e''8    c''4    b'8    gis''8      gis''8   
+ e''8    c''4    b'8    gis''!8    \bar "|"   g''8    e''8    c''4    b'8    
+gis''8    \bar "|"   a''8    gis''8    a''8    g''!8    fis''8    g''8      
+g''8    e''8    c''4    b'8    gis''8    \bar "|"   a''8    gis''8    a''8    
+g''!8    fis''8    g''8    \bar "|"   a''8    gis''8    a''8    g''!8    fis''8 
+   g''8      a''8    gis''8    a''8    g''!8    fis''8    g''8    \bar "|"   
+a''8    gis''8    a''8    g''!8    fis''8    g''8    \bar "|"   a''8    fis''8  
+  d''4    a'8    d''8      a''8    gis''8    a''8    g''!8    fis''8    g''8    
+\bar "|"   a''8    fis''8    d''4    a'8    d''8    \bar "|"   a''8    fis''8   
+ d''4    a'8    d''8      a''8    fis''8    d''4    a'8    d''8    \bar "|"   
+a''8    fis''8    d''4    a'8    d''8    \bar "|"   c''8    a'8    b'4    e''8  
+  fis''8      a''8    fis''8    d''4    a'8    d''8    \bar "|"   c''8    a'8   
+ b'4    e''8    fis''8    \bar "|"   c''8    a'8    b'4    e''8    fis''8      
+c''8    a'8    b'4    e''8    fis''8    \bar "|"   c''8    a'8    b'4    e''8   
+ fis''8    \bar "|"   g''8    e''8    c''4    a'8    g''8      c''8    a'8    
+b'4    e''8    fis''8    \bar "|"   g''8    e''8    c''4    a'8    g''8    
+\bar "|"   g''8    e''8    c''4    a'8    g''8      g''8    e''8    c''4    a'8 
+   g''8    \bar "|"   g''8    e''8    c''4    a'8    g''8    \bar "|"     g''8  
+  e''8    c''4    a'8    g''8    \bar "|"             
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_1958/gen_song_1958.midi b/n-grams/gen_songs_abc/song_1958/gen_song_1958.midi
new file mode 100644
index 0000000000000000000000000000000000000000..53ab54c8c627a2646a2c3783522a31baf952c4c3
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1958/gen_song_1958.midi differ
diff --git a/n-grams/gen_songs_abc/song_1958/gen_song_1958.png b/n-grams/gen_songs_abc/song_1958/gen_song_1958.png
new file mode 100644
index 0000000000000000000000000000000000000000..9adf08ef2e27f10d017cdaafb86b37dad5e18784
Binary files /dev/null and b/n-grams/gen_songs_abc/song_1958/gen_song_1958.png differ
diff --git a/n-grams/gen_songs_abc/song_210354/gen_song_210354.abc b/n-grams/gen_songs_abc/song_210354/gen_song_210354.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/n-grams/gen_songs_abc/song_210423/gen_song_210423.abc b/n-grams/gen_songs_abc/song_210423/gen_song_210423.abc
new file mode 100644
index 0000000000000000000000000000000000000000..996cc0a1cb1836ce6b9763ac5daa21d99ecf8fc1
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_210423/gen_song_210423.abc
@@ -0,0 +1,50 @@
+X:1
+T:Markov Song 210423
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ E2 A2 AB  |  E2 A2 AB  |  A4 :
+ E2 A2 AB  |  A4 : |  A4 :
+ A4 : |  A4 : | : ga 
+ A4 : | : ga  | : ga 
+: ga  | : ga  |  b2 aged 
+: ga  |  b2 aged  |  b2 aged 
+ b2 aged  |  b2 aged  |  e3 Bef 
+ b2 aged  |  e3 Bef  |  e3 Bef 
+ e3 Bef  |  e3 Bef  |  g3 d g/a/b 
+ e3 Bef  |  g3 d g/a/b  |  g3 d g/a/b 
+ g3 d g/a/b  |  g3 d g/a/b  |  a2 bagf 
+ g3 d g/a/b  |  a2 bagf  |  a2 bagf 
+ a2 bagf  |  a2 bagf  |  g2 gaba 
+ a2 bagf  |  g2 gaba  |  g2 gaba 
+ g2 gaba  |  g2 gaba  |  g2e2d2 
+ g2 gaba  |  g2e2d2  |  g2e2d2 
+ g2e2d2  |  g2e2d2  | e2 eged 
+ g2e2d2  | e2 eged  | e2 eged 
+e2 eged  | e2 eged  |  B2 B2 A>G 
+e2 eged  |  B2 B2 A>G  |  B2 B2 A>G 
+ B2 B2 A>G  |  B2 B2 A>G  |  E2A2A2 
+ B2 B2 A>G  |  E2A2A2  |  E2A2A2 
+ E2A2A2  |  E2A2A2  |  A3EAB 
+ E2A2A2  |  A3EAB  |  A3EAB 
+ A3EAB  |  A3EAB  |  cBABcA 
+ A3EAB  |  cBABcA  |  cBABcA 
+ cBABcA  |  cBABcA  |  BAGABG 
+ cBABcA  |  BAGABG  |  BAGABG 
+ BAGABG  |  BAGABG  |  A2F2D2 
+ BAGABG  |  A2F2D2  |  A2F2D2 
+ A2F2D2  |  A2F2D2  |  EFG2E2 
+ A2F2D2  |  EFG2E2  |  EFG2E2 
+ EFG2E2  |  EFG2E2  |  FGA2F2 
+ EFG2E2  |  FGA2F2  |  FGA2F2 
+ FGA2F2  |  FGA2F2  |  GAB2B,2 
+ FGA2F2  |  GAB2B,2  |  GAB2B,2 
+ GAB2B,2  |  GAB2B,2  |  E6 :
+ GAB2B,2  |  E6 : |  E6 :
+ E6 : |  E6 : | : B2d2g2 
+ E6 : | : B2d2g2  | : B2d2g2 
+: B2d2g2  | : B2d2g2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_210423/gen_song_210423.ly b/n-grams/gen_songs_abc/song_210423/gen_song_210423.ly
new file mode 100644
index 0000000000000000000000000000000000000000..b605a27b66f62c1719c74aea0056fb50347dee97
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_210423/gen_song_210423.ly
@@ -0,0 +1,24 @@
+\version "2.7.40"
+\header {
+	footnotes = ""
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_210423/gen_song_210423.midi b/n-grams/gen_songs_abc/song_210423/gen_song_210423.midi
new file mode 100644
index 0000000000000000000000000000000000000000..b2a4f22254f0584b5dfe22af4dc7fd0f41eff430
Binary files /dev/null and b/n-grams/gen_songs_abc/song_210423/gen_song_210423.midi differ
diff --git a/n-grams/gen_songs_abc/song_210423/gen_song_210423.png b/n-grams/gen_songs_abc/song_210423/gen_song_210423.png
new file mode 100644
index 0000000000000000000000000000000000000000..13b27a11a8c3a202a291c1d9c214f6534752c54f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_210423/gen_song_210423.png differ
diff --git a/n-grams/gen_songs_abc/song_211323/gen_song_211323.abc b/n-grams/gen_songs_abc/song_211323/gen_song_211323.abc
new file mode 100644
index 0000000000000000000000000000000000000000..a833d9c47f5c2a186037275a6970f53adc6a1fb7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211323/gen_song_211323.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 211323
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ e2 d>e g2  |  e2 d>e g2  |  G4 G//A//B3/ 
+ e2 d>e g2  |  G4 G//A//B3/  |  G4 G//A//B3/ 
+ G4 G//A//B3/  |  G4 G//A//B3/  |  d2 ed BA 
+ G4 G//A//B3/  |  d2 ed BA  |  d2 ed BA 
+ d2 ed BA  |  d2 ed BA  |  B2 E2 E2 
+ d2 ed BA  |  B2 E2 E2  |  B2 E2 E2 
+ B2 E2 E2  |  B2 E2 E2  |  g4 f2 
+ B2 E2 E2  |  g4 f2  |  g4 f2 
+ g4 f2  |  g4 f2  | e2 fe dc 
+ g4 f2  | e2 fe dc  | e2 fe dc 
+e2 fe dc  | e2 fe dc  |  d2 ed BA 
+e2 fe dc  |  d2 ed BA  |  d2 ed BA 
+ d2 ed BA  |  d2 ed BA  |  B2 E2 E2 
+ d2 ed BA  |  B2 E2 E2  |  B2 E2 E2 
+ B2 E2 E2  |  B2 E2 E2  |  E4 :
+ B2 E2 E2  |  E4 : |  E4 :
+ E4 : |  E4 :
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_211323/gen_song_211323.ly b/n-grams/gen_songs_abc/song_211323/gen_song_211323.ly
new file mode 100644
index 0000000000000000000000000000000000000000..77e2519bd77e26eeec828fd6c6ee165a7f306e4e
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211323/gen_song_211323.ly
@@ -0,0 +1,52 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 211323"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   e''4    d''8.    e''16    g''4    \bar "|"   e''4    d''8.    
+e''16    g''4    \bar "|"   g'2    g'32    a'32    b'8.      e''4    d''8.    
+e''16    g''4    \bar "|"   g'2    g'32    a'32    b'8.    \bar "|"   g'2    
+g'32    a'32    b'8.      g'2    g'32    a'32    b'8.    \bar "|"   g'2    g'32 
+   a'32    b'8.    \bar "|"   d''4    e''8    d''8    b'8    a'8      g'2    
+g'32    a'32    b'8.    \bar "|"   d''4    e''8    d''8    b'8    a'8    
+\bar "|"   d''4    e''8    d''8    b'8    a'8      d''4    e''8    d''8    b'8  
+  a'8    \bar "|"   d''4    e''8    d''8    b'8    a'8    \bar "|"   b'4    e'4 
+   e'4      d''4    e''8    d''8    b'8    a'8    \bar "|"   b'4    e'4    e'4  
+  \bar "|"   b'4    e'4    e'4      b'4    e'4    e'4    \bar "|"   b'4    e'4  
+  e'4    \bar "|"   g''2    fis''4      b'4    e'4    e'4    \bar "|"   g''2    
+fis''4    \bar "|"   g''2    fis''4      g''2    fis''4    \bar "|"   g''2    
+fis''4    \bar "|"   e''4    fis''8    e''8    d''8    c''8      g''2    fis''4 
+   \bar "|"   e''4    fis''8    e''8    d''8    c''8    \bar "|"   e''4    
+fis''8    e''8    d''8    c''8      e''4    fis''8    e''8    d''8    c''8    
+\bar "|"   e''4    fis''8    e''8    d''8    c''8    \bar "|"   d''4    e''8    
+d''8    b'8    a'8      e''4    fis''8    e''8    d''8    c''8    \bar "|"   
+d''4    e''8    d''8    b'8    a'8    \bar "|"   d''4    e''8    d''8    b'8    
+a'8      d''4    e''8    d''8    b'8    a'8    \bar "|"   d''4    e''8    d''8  
+  b'8    a'8    \bar "|"   b'4    e'4    e'4      d''4    e''8    d''8    b'8   
+ a'8    \bar "|"   b'4    e'4    e'4    \bar "|"   b'4    e'4    e'4      b'4   
+ e'4    e'4    \bar "|"   b'4    e'4    e'4    \bar "|"   e'2      b'4    e'4   
+ e'4    \bar "|"   e'2      e'2    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_211323/gen_song_211323.midi b/n-grams/gen_songs_abc/song_211323/gen_song_211323.midi
new file mode 100644
index 0000000000000000000000000000000000000000..a12ade53af92de5a46b73349f161d7c53ef0bafe
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211323/gen_song_211323.midi differ
diff --git a/n-grams/gen_songs_abc/song_211323/gen_song_211323.png b/n-grams/gen_songs_abc/song_211323/gen_song_211323.png
new file mode 100644
index 0000000000000000000000000000000000000000..955222a74c8835283bf8a5538c4b136b27bb54a7
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211323/gen_song_211323.png differ
diff --git a/n-grams/gen_songs_abc/song_211338/gen_song_211338.abc b/n-grams/gen_songs_abc/song_211338/gen_song_211338.abc
new file mode 100644
index 0000000000000000000000000000000000000000..93ed59ec30db6a62c122f799dac594ea914d4523
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211338/gen_song_211338.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 211338
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ BD GA B2 A>G  |  BD GA B2 A>G  |  G6 d2 
+ BD GA B2 A>G  |  G6 d2  |  G6 d2 
+ G6 d2  |  G6 d2  | dB de g3e 
+ G6 d2  | dB de g3e  | dB de g3e 
+dB de g3e  | dB de g3e  |  ed ge d3 d/c/ 
+dB de g3e  |  ed ge d3 d/c/  |  ed ge d3 d/c/ 
+ ed ge d3 d/c/  |  ed ge d3 d/c/  |  BD GA B2 AG 
+ ed ge d3 d/c/  |  BD GA B2 AG  |  BD GA B2 AG 
+ BD GA B2 AG  |  BD GA B2 AG  |  G6 
+ BD GA B2 AG  |  G6  |  G6 
+ G6  |  G6  | Bd 
+ G6  | Bd  | Bd 
+Bd  | Bd  |  e2e2 d3g 
+Bd  |  e2e2 d3g  |  e2e2 d3g 
+ e2e2 d3g  |  e2e2 d3g  |  e2eg edcB 
+ e2e2 d3g  |  e2eg edcB  |  e2eg edcB 
+ e2eg edcB  |  e2eg edcB  |  c2Ac BAGD 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_211338/gen_song_211338.ly b/n-grams/gen_songs_abc/song_211338/gen_song_211338.ly
new file mode 100644
index 0000000000000000000000000000000000000000..f71ffd1bae0c960473c724f040c5e0f8422f7dbb
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211338/gen_song_211338.ly
@@ -0,0 +1,58 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 211338"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'8    d'8    g'8    a'8    b'4    a'8.    g'16    \bar "|"   
+b'8    d'8    g'8    a'8    b'4    a'8.    g'16    \bar "|"   g'2.    d''4      
+b'8    d'8    g'8    a'8    b'4    a'8.    g'16    \bar "|"   g'2.    d''4    
+\bar "|"   g'2.    d''4      g'2.    d''4    \bar "|"   g'2.    d''4    
+\bar "|"   d''8    b'8    d''8    e''8    g''4.    e''8      g'2.    d''4    
+\bar "|"   d''8    b'8    d''8    e''8    g''4.    e''8    \bar "|"   d''8    
+b'8    d''8    e''8    g''4.    e''8      d''8    b'8    d''8    e''8    g''4.  
+  e''8    \bar "|"   d''8    b'8    d''8    e''8    g''4.    e''8    \bar "|"   
+e''8    d''8    g''8    e''8    d''4.    d''16    c''16      d''8    b'8    
+d''8    e''8    g''4.    e''8    \bar "|"   e''8    d''8    g''8    e''8    
+d''4.    d''16    c''16    \bar "|"   e''8    d''8    g''8    e''8    d''4.    
+d''16    c''16      e''8    d''8    g''8    e''8    d''4.    d''16    c''16    
+\bar "|"   e''8    d''8    g''8    e''8    d''4.    d''16    c''16    \bar "|"  
+ b'8    d'8    g'8    a'8    b'4    a'8    g'8      e''8    d''8    g''8    
+e''8    d''4.    d''16    c''16    \bar "|"   b'8    d'8    g'8    a'8    b'4   
+ a'8    g'8    \bar "|"   b'8    d'8    g'8    a'8    b'4    a'8    g'8      
+b'8    d'8    g'8    a'8    b'4    a'8    g'8    \bar "|"   b'8    d'8    g'8   
+ a'8    b'4    a'8    g'8    \bar "|"   g'2.      b'8    d'8    g'8    a'8    
+b'4    a'8    g'8    \bar "|"   g'2.    \bar "|"   g'2.      g'2.    \bar "|"   
+g'2.    \bar "|"   b'8    d''8      g'2.    \bar "|"   b'8    d''8    \bar "|"  
+ b'8    d''8      b'8    d''8    \bar "|"   b'8    d''8    \bar "|"   e''4    
+e''4    d''4.    g''8      b'8    d''8    \bar "|"   e''4    e''4    d''4.    
+g''8    \bar "|"   e''4    e''4    d''4.    g''8      e''4    e''4    d''4.    
+g''8    \bar "|"   e''4    e''4    d''4.    g''8    \bar "|"   e''4    e''8    
+g''8    e''8    d''8    c''8    b'8      e''4    e''4    d''4.    g''8    
+\bar "|"   e''4    e''8    g''8    e''8    d''8    c''8    b'8    \bar "|"   
+e''4    e''8    g''8    e''8    d''8    c''8    b'8      e''4    e''8    g''8   
+ e''8    d''8    c''8    b'8    \bar "|"   e''4    e''8    g''8    e''8    d''8 
+   c''8    b'8    \bar "|"   c''4    a'8    c''8    b'8    a'8    g'8    d'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_211338/gen_song_211338.midi b/n-grams/gen_songs_abc/song_211338/gen_song_211338.midi
new file mode 100644
index 0000000000000000000000000000000000000000..71edf3a80037687eb3c43eb93bd83be38f5df278
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211338/gen_song_211338.midi differ
diff --git a/n-grams/gen_songs_abc/song_211338/gen_song_211338.png b/n-grams/gen_songs_abc/song_211338/gen_song_211338.png
new file mode 100644
index 0000000000000000000000000000000000000000..c9f5348c478ab851ef33eea83717715cd1254f5e
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211338/gen_song_211338.png differ
diff --git a/n-grams/gen_songs_abc/song_211517/gen_song_211517.abc b/n-grams/gen_songs_abc/song_211517/gen_song_211517.abc
new file mode 100644
index 0000000000000000000000000000000000000000..e8f02c673bdaf518d83da344d72af49d0896dc46
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211517/gen_song_211517.abc
@@ -0,0 +1,33 @@
+X:1
+T:Markov Song 211517
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+c2 A2 cB | c2 A2 cB | c2 e2 d2
+c2 A2 cB | c2 e2 d2 | c2 e2 d2
+c2 e2 d2 | c2 e2 d2 | 1 B4:
+c2 e2 d2 | 1 B4: | 1 B4:
+1 B4: | 1 B4: | 2 G3A BA
+1 B4: | 2 G3A BA | 2 G3A BA
+2 G3A BA | 2 G3A BA | :G2 B2 d2
+2 G3A BA | :G2 B2 d2 | :G2 B2 d2
+:G2 B2 d2 | :G2 B2 d2 | g3g ag
+:G2 B2 d2 | g3g ag | g3g ag
+g3g ag | g3g ag | f2 e2 d2
+g3g ag | f2 e2 d2 | f2 e2 d2
+f2 e2 d2 | f2 e2 d2 | A3 BAG
+f2 e2 d2 | A3 BAG | A3 BAG
+A3 BAG | A3 BAG | F2 G2 A2
+A3 BAG | F2 G2 A2 | F2 G2 A2
+F2 G2 A2 | F2 G2 A2 | f4 fe
+F2 G2 A2 | f4 fe | f4 fe
+f4 fe | f4 fe | 1 d2 c2 A2
+f4 fe | 1 d2 c2 A2 | 1 d2 c2 A2
+1 d2 c2 A2 | 1 d2 c2 A2 | B3 cBA:
+1 d2 c2 A2 | B3 cBA: | B3 cBA:
+B3 cBA: | B3 cBA: | 2 d2 e2 f2
+B3 cBA: | 2 d2 e2 f2 | 2 d2 e2 f2
diff --git a/n-grams/gen_songs_abc/song_211517/gen_song_211517.ly b/n-grams/gen_songs_abc/song_211517/gen_song_211517.ly
new file mode 100644
index 0000000000000000000000000000000000000000..c4bc927bf772cf1cf146114e4048df966aed7242
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211517/gen_song_211517.ly
@@ -0,0 +1,47 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 211517"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   c''4    a'4    c''8    b'8    \bar "|"   c''4    a'4    c''8   
+ b'8    \bar "|"   c''4    e''4    d''4      c''4    a'4    c''8    b'8    
+\bar "|"   c''4    e''4    d''4    \bar "|"   c''4    e''4    d''4      c''4    
+e''4    d''4    \bar "|"   c''4    e''4    d''4    \bar "|"     c''4    e''4    
+d''4    \bar "|"                 g''4.    g''8    a''8    g''8    \bar "|"   
+g''4.    g''8    a''8    g''8    \bar "|"   fis''4    e''4    d''4      g''4.   
+ g''8    a''8    g''8    \bar "|"   fis''4    e''4    d''4    \bar "|"   fis''4 
+   e''4    d''4      fis''4    e''4    d''4    \bar "|"   fis''4    e''4    
+d''4    \bar "|"   a'4.    b'8    a'8    g'8      fis''4    e''4    d''4    
+\bar "|"   a'4.    b'8    a'8    g'8    \bar "|"   a'4.    b'8    a'8    g'8    
+  a'4.    b'8    a'8    g'8    \bar "|"   a'4.    b'8    a'8    g'8    \bar "|" 
+  fis'4    g'4    a'4      a'4.    b'8    a'8    g'8    \bar "|"   fis'4    g'4 
+   a'4    \bar "|"   fis'4    g'4    a'4      fis'4    g'4    a'4    \bar "|"   
+fis'4    g'4    a'4    \bar "|"   fis''2    fis''8    e''8      fis'4    g'4    
+a'4    \bar "|"   fis''2    fis''8    e''8    \bar "|"   fis''2    fis''8    
+e''8      fis''2    fis''8    e''8    \bar "|"   fis''2    fis''8    e''8    
+\bar "|"     fis''2    fis''8    e''8    \bar "|"         b'4.    c''8    b'8   
+ a'8      b'4.    c''8    b'8    a'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_211517/gen_song_211517.midi b/n-grams/gen_songs_abc/song_211517/gen_song_211517.midi
new file mode 100644
index 0000000000000000000000000000000000000000..d8d41519b9885a4d84e7cdffcf065039c48c5984
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211517/gen_song_211517.midi differ
diff --git a/n-grams/gen_songs_abc/song_211517/gen_song_211517.png b/n-grams/gen_songs_abc/song_211517/gen_song_211517.png
new file mode 100644
index 0000000000000000000000000000000000000000..362dd8f59a44e7d0e1330c52f372f13762cb761c
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211517/gen_song_211517.png differ
diff --git a/n-grams/gen_songs_abc/song_211521/gen_song_211521.abc b/n-grams/gen_songs_abc/song_211521/gen_song_211521.abc
new file mode 100644
index 0000000000000000000000000000000000000000..792365ac7a0572abddf60f91db932093de8ad16d
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211521/gen_song_211521.abc
@@ -0,0 +1,29 @@
+X:1
+T:Markov Song 211521
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ G2 A2 c2  |  G2 A2 c2  |  (d3 e d2) 
+ G2 A2 c2  |  (d3 e d2)  |  (d3 e d2) 
+ (d3 e d2)  |  (d3 e d2)  |  c4 
+ (d3 e d2)  |  c4  |  c4 
+ c4  |  c4  | A2 
+ c4  | A2  | A2 
+A2  | A2  |  A2 d2 d2 
+A2  |  A2 d2 d2  |  A2 d2 d2 
+ A2 d2 d2  |  A2 d2 d2  |  d2 c2 A2 
+ A2 d2 d2  |  d2 c2 A2  |  d2 c2 A2 
+ d2 c2 A2  |  d2 c2 A2  |  A2 G2 A2 
+ d2 c2 A2  |  A2 G2 A2  |  A2 G2 A2 
+ A2 G2 A2  |  A2 G2 A2  |  c2 A2 G2 
+ A2 G2 A2  |  c2 A2 G2  |  c2 A2 G2 
+ c2 A2 G2  |  c2 A2 G2  |  G2 F2 G2 
+ c2 A2 G2  |  G2 F2 G2  |  G2 F2 G2 
+ G2 F2 G2  |  G2 F2 G2  |  A6- 
+ G2 F2 G2  |  A6-  |  A6- 
+ A6-  |  A6-  |  A4 :
+ A6-  |  A4 : |  A4 :
diff --git a/n-grams/gen_songs_abc/song_211521/gen_song_211521.ly b/n-grams/gen_songs_abc/song_211521/gen_song_211521.ly
new file mode 100644
index 0000000000000000000000000000000000000000..44e5054564ca374558fb1fe888c78de8aaaa2057
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211521/gen_song_211521.ly
@@ -0,0 +1,50 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 211521"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   g'4    a'4    c''4    \bar "|"   g'4    a'4    c''4    
+\bar "|"   d''4. (   e''8    d''4  -)     g'4    a'4    c''4    \bar "|"   
+d''4. (   e''8    d''4  -)   \bar "|"   d''4. (   e''8    d''4  -)     d''4. (  
+ e''8    d''4  -)   \bar "|"   d''4. (   e''8    d''4  -)   \bar "|"   c''2     
+ d''4. (   e''8    d''4  -)   \bar "|"   c''2    \bar "|"   c''2      c''2    
+\bar "|"   c''2    \bar "|"   a'4      c''2    \bar "|"   a'4    \bar "|"   a'4 
+     a'4    \bar "|"   a'4    \bar "|"   a'4    d''4    d''4      a'4    
+\bar "|"   a'4    d''4    d''4    \bar "|"   a'4    d''4    d''4      a'4    
+d''4    d''4    \bar "|"   a'4    d''4    d''4    \bar "|"   d''4    c''4    
+a'4      a'4    d''4    d''4    \bar "|"   d''4    c''4    a'4    \bar "|"   
+d''4    c''4    a'4      d''4    c''4    a'4    \bar "|"   d''4    c''4    a'4  
+  \bar "|"   a'4    g'4    a'4      d''4    c''4    a'4    \bar "|"   a'4    
+g'4    a'4    \bar "|"   a'4    g'4    a'4      a'4    g'4    a'4    \bar "|"   
+a'4    g'4    a'4    \bar "|"   c''4    a'4    g'4      a'4    g'4    a'4    
+\bar "|"   c''4    a'4    g'4    \bar "|"   c''4    a'4    g'4      c''4    a'4 
+   g'4    \bar "|"   c''4    a'4    g'4    \bar "|"   g'4    fis'4    g'4      
+c''4    a'4    g'4    \bar "|"   g'4    fis'4    g'4    \bar "|"   g'4    fis'4 
+   g'4      g'4    fis'4    g'4    \bar "|"   g'4    fis'4    g'4    \bar "|"   
+a'2.   ~      g'4    fis'4    g'4    \bar "|"   a'2.   ~    \bar "|"   a'2.  
+ ~      a'2.   ~    \bar "|"   a'2.   ~    \bar "|"   a'2      a'2.   ~    
+\bar "|"   a'2    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_211521/gen_song_211521.midi b/n-grams/gen_songs_abc/song_211521/gen_song_211521.midi
new file mode 100644
index 0000000000000000000000000000000000000000..731a1f673cc5a1f75c2e9a202d187adbe3771f7a
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211521/gen_song_211521.midi differ
diff --git a/n-grams/gen_songs_abc/song_211521/gen_song_211521.png b/n-grams/gen_songs_abc/song_211521/gen_song_211521.png
new file mode 100644
index 0000000000000000000000000000000000000000..919de743113877050a8bf62aac6ba7c20037ea30
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211521/gen_song_211521.png differ
diff --git a/n-grams/gen_songs_abc/song_211531/gen_song_211531.abc b/n-grams/gen_songs_abc/song_211531/gen_song_211531.abc
new file mode 100644
index 0000000000000000000000000000000000000000..abd429a452cf3468aba4d0115d208bf7199f02e7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211531/gen_song_211531.abc
@@ -0,0 +1,41 @@
+X:1
+T:Markov Song 211531
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ A3 A B3 A  |  A3 A B3 A  |  A2 E4 EF 
+ A3 A B3 A  |  A2 E4 EF  |  A2 E4 EF 
+ A2 E4 EF  |  A2 E4 EF  |  G3 A B2 A2 
+ A2 E4 EF  |  G3 A B2 A2  |  G3 A B2 A2 
+ G3 A B2 A2  |  G3 A B2 A2  |  F6
+ G3 A B2 A2  |  F6 |  F6
+ F6 |  F6 | GF 
+ F6 | GF  | GF 
+GF  | GF  |  (E3F) (E{FE}D) (D{ED}B,) 
+GF  |  (E3F) (E{FE}D) (D{ED}B,)  |  (E3F) (E{FE}D) (D{ED}B,) 
+ (E3F) (E{FE}D) (D{ED}B,)  |  (E3F) (E{FE}D) (D{ED}B,)  |  (D3E) G4- 
+ (E3F) (E{FE}D) (D{ED}B,)  |  (D3E) G4-  |  (D3E) G4- 
+ (D3E) G4-  |  (D3E) G4-  |  G2AB cc3 
+ (D3E) G4-  |  G2AB cc3  |  G2AB cc3 
+ G2AB cc3  |  G2AB cc3  |  d3 ({BA}G) A3{BA}G 
+ G2AB cc3  |  d3 ({BA}G) A3{BA}G  |  d3 ({BA}G) A3{BA}G 
+ d3 ({BA}G) A3{BA}G  |  d3 ({BA}G) A3{BA}G  |  G8 
+ d3 ({BA}G) A3{BA}G  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
+ G8  |  G8  |  G8 
diff --git a/n-grams/gen_songs_abc/song_211531/gen_song_211531.ly b/n-grams/gen_songs_abc/song_211531/gen_song_211531.ly
new file mode 100644
index 0000000000000000000000000000000000000000..5cc7ed40f83d69dd9b26de3a10bce646252d4cf5
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_211531/gen_song_211531.ly
@@ -0,0 +1,72 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 211531"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'4.    a'8    b'4.    a'8    \bar "|"   a'4.    a'8    b'4.   
+ a'8    \bar "|"   a'4    e'2    e'8    fis'8      a'4.    a'8    b'4.    a'8   
+ \bar "|"   a'4    e'2    e'8    fis'8    \bar "|"   a'4    e'2    e'8    fis'8 
+     a'4    e'2    e'8    fis'8    \bar "|"   a'4    e'2    e'8    fis'8    
+\bar "|"   g'4.    a'8    b'4    a'4      a'4    e'2    e'8    fis'8    
+\bar "|"   g'4.    a'8    b'4    a'4    \bar "|"   g'4.    a'8    b'4    a'4    
+  g'4.    a'8    b'4    a'4    \bar "|"   g'4.    a'8    b'4    a'4    \bar "|" 
+  fis'2.      g'4.    a'8    b'4    a'4    \bar "|"   fis'2.    \bar "|"   
+fis'2.      fis'2.    \bar "|"   fis'2.    \bar "|"   g'8    fis'8      fis'2.  
+  \bar "|"   g'8    fis'8    \bar "|"   g'8    fis'8      g'8    fis'8    
+\bar "|"   g'8    fis'8    \bar "|"   e'4. (   fis'8  -)   e'8 ( \grace {    
+fis'8    e'8  }   d'8  -)   d'8 ( \grace {    e'8    d'8  }   b8  -)     g'8    
+fis'8    \bar "|"   e'4. (   fis'8  -)   e'8 ( \grace {    fis'8    e'8  }   
+d'8  -)   d'8 ( \grace {    e'8    d'8  }   b8  -)   \bar "|"   e'4. (   fis'8  
+-)   e'8 ( \grace {    fis'8    e'8  }   d'8  -)   d'8 ( \grace {    e'8    d'8 
+ }   b8  -)     e'4. (   fis'8  -)   e'8 ( \grace {    fis'8    e'8  }   d'8  
+-)   d'8 ( \grace {    e'8    d'8  }   b8  -)   \bar "|"   e'4. (   fis'8  -)   
+e'8 ( \grace {    fis'8    e'8  }   d'8  -)   d'8 ( \grace {    e'8    d'8  }   
+b8  -)   \bar "|"   d'4. (   e'8  -)   g'2   ~      e'4. (   fis'8  -)   e'8 ( 
+\grace {    fis'8    e'8  }   d'8  -)   d'8 ( \grace {    e'8    d'8  }   b8  
+-)   \bar "|"   d'4. (   e'8  -)   g'2   ~    \bar "|"   d'4. (   e'8  -)   g'2 
+  ~      d'4. (   e'8  -)   g'2   ~    \bar "|"   d'4. (   e'8  -)   g'2   ~    
+\bar "|"   g'4    a'8    b'8    c''8    c''4.      d'4. (   e'8  -)   g'2   ~   
+ \bar "|"   g'4    a'8    b'8    c''8    c''4.    \bar "|"   g'4    a'8    b'8  
+  c''8    c''4.      g'4    a'8    b'8    c''8    c''4.    \bar "|"   g'4    
+a'8    b'8    c''8    c''4.    \bar "|"   d''4.    \grace {    b'8 (   a'8  }   
+g'8  -)   a'4.  \grace {    b'8    a'8  }   g'8      g'4    a'8    b'8    c''8  
+  c''4.    \bar "|"   d''4.    \grace {    b'8 (   a'8  }   g'8  -)   a'4.  
+\grace {    b'8    a'8  }   g'8    \bar "|"   d''4.    \grace {    b'8 (   a'8  
+}   g'8  -)   a'4.  \grace {    b'8    a'8  }   g'8      d''4.    \grace {    
+b'8 (   a'8  }   g'8  -)   a'4.  \grace {    b'8    a'8  }   g'8    \bar "|"   
+d''4.    \grace {    b'8 (   a'8  }   g'8  -)   a'4.  \grace {    b'8    a'8  } 
+  g'8    \bar "|"   g'1      d''4.    \grace {    b'8 (   a'8  }   g'8  -)   
+a'4.  \grace {    b'8    a'8  }   g'8    \bar "|"   g'1    \bar "|"   g'1      
+g'1    \bar "|"   g'1    \bar "|"   g'1      g'1    \bar "|"   g'1    \bar "|"  
+ g'1      g'1    \bar "|"   g'1    \bar "|"   g'1      g'1    \bar "|"   g'1    
+\bar "|"   g'1      g'1    \bar "|"   g'1    \bar "|"   g'1      g'1    
+\bar "|"   g'1    \bar "|"   g'1      g'1    \bar "|"   g'1    \bar "|"   g'1   
+   g'1    \bar "|"   g'1    \bar "|"   g'1      g'1    \bar "|"   g'1    
+\bar "|"   g'1      g'1    \bar "|"   g'1    \bar "|"   g'1      g'1    
+\bar "|"   g'1    \bar "|"   g'1      g'1    \bar "|"   g'1    \bar "|"   g'1   
+   g'1    \bar "|"   g'1    \bar "|"   g'1      g'1    \bar "|"   g'1    
+\bar "|"   g'1    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_211531/gen_song_211531.midi b/n-grams/gen_songs_abc/song_211531/gen_song_211531.midi
new file mode 100644
index 0000000000000000000000000000000000000000..401dcc5706606dde39705b2ec01e7960d444b50d
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211531/gen_song_211531.midi differ
diff --git a/n-grams/gen_songs_abc/song_211531/gen_song_211531.png b/n-grams/gen_songs_abc/song_211531/gen_song_211531.png
new file mode 100644
index 0000000000000000000000000000000000000000..c28079ab5055ee3edf4f6da82fe04e5f32ff8887
Binary files /dev/null and b/n-grams/gen_songs_abc/song_211531/gen_song_211531.png differ
diff --git a/n-grams/gen_songs_abc/song_212044/gen_song_212044.abc b/n-grams/gen_songs_abc/song_212044/gen_song_212044.abc
new file mode 100644
index 0000000000000000000000000000000000000000..d25956b6f9a9392e72b22a8d1863e0a50498bc0a
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_212044/gen_song_212044.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 212044
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+DE  | DE  |  F2 G2 AB 
+DE  |  F2 G2 AB  |  F2 G2 AB 
+ F2 G2 AB  |  F2 G2 AB  |  A/G/F D2 d/e/f 
+ F2 G2 AB  |  A/G/F D2 d/e/f  |  A/G/F D2 d/e/f 
+ A/G/F D2 d/e/f  |  A/G/F D2 d/e/f  |  e2 cABc 
+ A/G/F D2 d/e/f  |  e2 cABc  |  e2 cABc 
+ e2 cABc  |  e2 cABc  |  d4 f>d 
+ e2 cABc  |  d4 f>d  |  d4 f>d 
+ d4 f>d  |  d4 f>d  | c2 BA GF 
+ d4 f>d  | c2 BA GF  | c2 BA GF 
+c2 BA GF  | c2 BA GF  |  G2 AB AG 
+c2 BA GF  |  G2 AB AG  |  G2 AB AG 
+ G2 AB AG  |  G2 AB AG  |  F2 D2 DF 
+ G2 AB AG  |  F2 D2 DF  |  F2 D2 DF 
+ F2 D2 DF  |  F2 D2 DF  |  D4 
+ F2 D2 DF  |  D4  |  D4 
+ D4  |  D4  | DE 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_212044/gen_song_212044.ly b/n-grams/gen_songs_abc/song_212044/gen_song_212044.ly
new file mode 100644
index 0000000000000000000000000000000000000000..08e6b6c218fcc53e10825b3f1c0abc58e2007f16
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_212044/gen_song_212044.ly
@@ -0,0 +1,56 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 212044"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   d'8    e'8    \bar "|"   d'8    e'8    \bar "|"   fis'4    g'4 
+   a'8    b'8      d'8    e'8    \bar "|"   fis'4    g'4    a'8    b'8    
+\bar "|"   fis'4    g'4    a'8    b'8      fis'4    g'4    a'8    b'8    
+\bar "|"   fis'4    g'4    a'8    b'8    \bar "|"   a'16    g'16    fis'8    
+d'4    d''16    e''16    fis''8      fis'4    g'4    a'8    b'8    \bar "|"   
+a'16    g'16    fis'8    d'4    d''16    e''16    fis''8    \bar "|"   a'16    
+g'16    fis'8    d'4    d''16    e''16    fis''8      a'16    g'16    fis'8    
+d'4    d''16    e''16    fis''8    \bar "|"   a'16    g'16    fis'8    d'4    
+d''16    e''16    fis''8    \bar "|"   e''4    c''8    a'8    b'8    c''8      
+a'16    g'16    fis'8    d'4    d''16    e''16    fis''8    \bar "|"   e''4    
+c''8    a'8    b'8    c''8    \bar "|"   e''4    c''8    a'8    b'8    c''8     
+ e''4    c''8    a'8    b'8    c''8    \bar "|"   e''4    c''8    a'8    b'8    
+c''8    \bar "|"   d''2    fis''8.    d''16      e''4    c''8    a'8    b'8    
+c''8    \bar "|"   d''2    fis''8.    d''16    \bar "|"   d''2    fis''8.    
+d''16      d''2    fis''8.    d''16    \bar "|"   d''2    fis''8.    d''16    
+\bar "|"   c''4    b'8    a'8    g'8    fis'8      d''2    fis''8.    d''16    
+\bar "|"   c''4    b'8    a'8    g'8    fis'8    \bar "|"   c''4    b'8    a'8  
+  g'8    fis'8      c''4    b'8    a'8    g'8    fis'8    \bar "|"   c''4    
+b'8    a'8    g'8    fis'8    \bar "|"   g'4    a'8    b'8    a'8    g'8      
+c''4    b'8    a'8    g'8    fis'8    \bar "|"   g'4    a'8    b'8    a'8    
+g'8    \bar "|"   g'4    a'8    b'8    a'8    g'8      g'4    a'8    b'8    a'8 
+   g'8    \bar "|"   g'4    a'8    b'8    a'8    g'8    \bar "|"   fis'4    d'4 
+   d'8    fis'8      g'4    a'8    b'8    a'8    g'8    \bar "|"   fis'4    d'4 
+   d'8    fis'8    \bar "|"   fis'4    d'4    d'8    fis'8      fis'4    d'4    
+d'8    fis'8    \bar "|"   fis'4    d'4    d'8    fis'8    \bar "|"   d'2      
+fis'4    d'4    d'8    fis'8    \bar "|"   d'2    \bar "|"   d'2      d'2    
+\bar "|"   d'2    \bar "|"   d'8    e'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_212044/gen_song_212044.midi b/n-grams/gen_songs_abc/song_212044/gen_song_212044.midi
new file mode 100644
index 0000000000000000000000000000000000000000..e190562b2043982a0f9a9189d4d405fd1648c873
Binary files /dev/null and b/n-grams/gen_songs_abc/song_212044/gen_song_212044.midi differ
diff --git a/n-grams/gen_songs_abc/song_212044/gen_song_212044.png b/n-grams/gen_songs_abc/song_212044/gen_song_212044.png
new file mode 100644
index 0000000000000000000000000000000000000000..3f02555185ca10328d57a20b55484b301c57d16d
Binary files /dev/null and b/n-grams/gen_songs_abc/song_212044/gen_song_212044.png differ
diff --git a/n-grams/gen_songs_abc/song_212044/output.wav b/n-grams/gen_songs_abc/song_212044/output.wav
new file mode 100644
index 0000000000000000000000000000000000000000..00a9ec6385a18dde59e9b2f63e8f4cac31c511db
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_212044/output.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f51bb147f67896d535da7b17e750892a081fb1d3f8af0b20a0bfe4586413bf1
+size 12348716
diff --git a/n-grams/gen_songs_abc/song_213319/gen_song_213319-page1.png b/n-grams/gen_songs_abc/song_213319/gen_song_213319-page1.png
new file mode 100644
index 0000000000000000000000000000000000000000..3a83387aa2d9a355681b52ef6c1d610f6a30bfd7
Binary files /dev/null and b/n-grams/gen_songs_abc/song_213319/gen_song_213319-page1.png differ
diff --git a/n-grams/gen_songs_abc/song_213319/gen_song_213319-page2.png b/n-grams/gen_songs_abc/song_213319/gen_song_213319-page2.png
new file mode 100644
index 0000000000000000000000000000000000000000..35ada119abec5c1f80a57dd58df771a574e04115
Binary files /dev/null and b/n-grams/gen_songs_abc/song_213319/gen_song_213319-page2.png differ
diff --git a/n-grams/gen_songs_abc/song_213319/gen_song_213319.abc b/n-grams/gen_songs_abc/song_213319/gen_song_213319.abc
new file mode 100644
index 0000000000000000000000000000000000000000..794066d12aebdca94fd68cd3d9a4eca29a8c5e07
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_213319/gen_song_213319.abc
@@ -0,0 +1,50 @@
+X:1
+T:Markov Song 213319
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ B2d2g2  |  B2d2g2  |  gfedef 
+ B2d2g2  |  gfedef  |  gfedef 
+ gfedef  |  gfedef  |  g2d2B2 
+ gfedef  |  g2d2B2  |  g2d2B2 
+ g2d2B2  |  g2d2B2  |  c2cBAG 
+ g2d2B2  |  c2cBAG  |  c2cBAG 
+ c2cBAG  |  c2cBAG  |  A2d2D2 
+ c2cBAG  |  A2d2D2  |  A2d2D2 
+ A2d2D2  |  A2d2D2  |  B2e2E2 
+ A2d2D2  |  B2e2E2  |  B2e2E2 
+ B2e2E2  |  B2e2E2  |  e4d2 
+ B2e2E2  |  e4d2  |  e4d2 
+ e4d2  |  e4d2  | edBde2 
+ e4d2  | edBde2  | edBde2 
+edBde2  | edBde2  |  dBABd2 
+edBde2  |  dBABd2  |  dBABd2 
+ dBABd2  |  dBABd2  |  BAGABG 
+ dBABd2  |  BAGABG  |  BAGABG 
+ BAGABG  |  BAGABG  |  AGEDEF 
+ BAGABG  |  AGEDEF  |  AGEDEF 
+ AGEDEF  |  AGEDEF  |  G4A2 
+ AGEDEF  |  G4A2  |  G4A2 
+ G4A2  |  G4A2  | B2c2A2 
+ G4A2  | B2c2A2  | B2c2A2 
+B2c2A2  | B2c2A2  |  G2E2D2 
+B2c2A2  |  G2E2D2  |  G2E2D2 
+ G2E2D2  |  G2E2D2  |  E2A2A2 
+ G2E2D2  |  E2A2A2  |  E2A2A2 
+ E2A2A2  |  E2A2A2  |  A2 BAGA 
+ E2A2A2  |  A2 BAGA  |  A2 BAGA 
+ A2 BAGA  |  A2 BAGA  |  B2 d2 ef 
+ A2 BAGA  |  B2 d2 ef  |  B2 d2 ef 
+ B2 d2 ef  |  B2 d2 ef  |  g4 
+ B2 d2 ef  |  g4  |  g4 
+ g4  |  g4  |  
+ g4  |   |  
+  |   | e2 de gd 
+  | e2 de gd  | e2 de gd 
+e2 de gd  | e2 de gd  |  {ef}e2 dB A/B/A 
+e2 de gd  |  {ef}e2 dB A/B/A  |  {ef}e2 dB A/B/A 
+ {ef}e2 dB A/B/A  |  {ef}e2 dB A/B/A 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_213319/gen_song_213319.ly b/n-grams/gen_songs_abc/song_213319/gen_song_213319.ly
new file mode 100644
index 0000000000000000000000000000000000000000..d5569ea8b54b8c84ad30402571b5cc9e53488749
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_213319/gen_song_213319.ly
@@ -0,0 +1,88 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 213319"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'4    d''4    g''4    \bar "|"   b'4    d''4    g''4    
+\bar "|"   g''8    fis''8    e''8    d''8    e''8    fis''8      b'4    d''4    
+g''4    \bar "|"   g''8    fis''8    e''8    d''8    e''8    fis''8    \bar "|" 
+  g''8    fis''8    e''8    d''8    e''8    fis''8      g''8    fis''8    e''8  
+  d''8    e''8    fis''8    \bar "|"   g''8    fis''8    e''8    d''8    e''8   
+ fis''8    \bar "|"   g''4    d''4    b'4      g''8    fis''8    e''8    d''8   
+ e''8    fis''8    \bar "|"   g''4    d''4    b'4    \bar "|"   g''4    d''4    
+b'4      g''4    d''4    b'4    \bar "|"   g''4    d''4    b'4    \bar "|"   
+c''4    c''8    b'8    a'8    g'8      g''4    d''4    b'4    \bar "|"   c''4   
+ c''8    b'8    a'8    g'8    \bar "|"   c''4    c''8    b'8    a'8    g'8      
+c''4    c''8    b'8    a'8    g'8    \bar "|"   c''4    c''8    b'8    a'8    
+g'8    \bar "|"   a'4    d''4    d'4      c''4    c''8    b'8    a'8    g'8    
+\bar "|"   a'4    d''4    d'4    \bar "|"   a'4    d''4    d'4      a'4    d''4 
+   d'4    \bar "|"   a'4    d''4    d'4    \bar "|"   b'4    e''4    e'4      
+a'4    d''4    d'4    \bar "|"   b'4    e''4    e'4    \bar "|"   b'4    e''4   
+ e'4      b'4    e''4    e'4    \bar "|"   b'4    e''4    e'4    \bar "|"   
+e''2    d''4      b'4    e''4    e'4    \bar "|"   e''2    d''4    \bar "|"   
+e''2    d''4      e''2    d''4    \bar "|"   e''2    d''4    \bar "|"   e''8    
+d''8    b'8    d''8    e''4      e''2    d''4    \bar "|"   e''8    d''8    b'8 
+   d''8    e''4    \bar "|"   e''8    d''8    b'8    d''8    e''4      e''8    
+d''8    b'8    d''8    e''4    \bar "|"   e''8    d''8    b'8    d''8    e''4   
+ \bar "|"   d''8    b'8    a'8    b'8    d''4      e''8    d''8    b'8    d''8  
+  e''4    \bar "|"   d''8    b'8    a'8    b'8    d''4    \bar "|"   d''8    
+b'8    a'8    b'8    d''4      d''8    b'8    a'8    b'8    d''4    \bar "|"   
+d''8    b'8    a'8    b'8    d''4    \bar "|"   b'8    a'8    g'8    a'8    b'8 
+   g'8      d''8    b'8    a'8    b'8    d''4    \bar "|"   b'8    a'8    g'8   
+ a'8    b'8    g'8    \bar "|"   b'8    a'8    g'8    a'8    b'8    g'8      
+b'8    a'8    g'8    a'8    b'8    g'8    \bar "|"   b'8    a'8    g'8    a'8   
+ b'8    g'8    \bar "|"   a'8    g'8    e'8    d'8    e'8    fis'8      b'8    
+a'8    g'8    a'8    b'8    g'8    \bar "|"   a'8    g'8    e'8    d'8    e'8   
+ fis'8    \bar "|"   a'8    g'8    e'8    d'8    e'8    fis'8      a'8    g'8   
+ e'8    d'8    e'8    fis'8    \bar "|"   a'8    g'8    e'8    d'8    e'8    
+fis'8    \bar "|"   g'2    a'4      a'8    g'8    e'8    d'8    e'8    fis'8    
+\bar "|"   g'2    a'4    \bar "|"   g'2    a'4      g'2    a'4    \bar "|"   
+g'2    a'4    \bar "|"   b'4    c''4    a'4      g'2    a'4    \bar "|"   b'4   
+ c''4    a'4    \bar "|"   b'4    c''4    a'4      b'4    c''4    a'4    
+\bar "|"   b'4    c''4    a'4    \bar "|"   g'4    e'4    d'4      b'4    c''4  
+  a'4    \bar "|"   g'4    e'4    d'4    \bar "|"   g'4    e'4    d'4      g'4  
+  e'4    d'4    \bar "|"   g'4    e'4    d'4    \bar "|"   e'4    a'4    a'4    
+  g'4    e'4    d'4    \bar "|"   e'4    a'4    a'4    \bar "|"   e'4    a'4    
+a'4      e'4    a'4    a'4    \bar "|"   e'4    a'4    a'4    \bar "|"   a'4    
+b'8    a'8    g'8    a'8      e'4    a'4    a'4    \bar "|"   a'4    b'8    a'8 
+   g'8    a'8    \bar "|"   a'4    b'8    a'8    g'8    a'8      a'4    b'8    
+a'8    g'8    a'8    \bar "|"   a'4    b'8    a'8    g'8    a'8    \bar "|"   
+b'4    d''4    e''8    fis''8      a'4    b'8    a'8    g'8    a'8    \bar "|"  
+ b'4    d''4    e''8    fis''8    \bar "|"   b'4    d''4    e''8    fis''8      
+b'4    d''4    e''8    fis''8    \bar "|"   b'4    d''4    e''8    fis''8    
+\bar "|"   g''2      b'4    d''4    e''8    fis''8    \bar "|"   g''2    
+\bar "|"   g''2      g''2    \bar "|"   g''2    \bar "|"     g''2    \bar "|"   
+\bar "|"     \bar "|"   \bar "|"   e''4    d''8    e''8    g''8    d''8      
+\bar "|"   e''4    d''8    e''8    g''8    d''8    \bar "|"   e''4    d''8    
+e''8    g''8    d''8      e''4    d''8    e''8    g''8    d''8    \bar "|"   
+e''4    d''8    e''8    g''8    d''8    \bar "|"   \grace {    e''8    fis''8  
+}   e''4    d''8    b'8    a'16    b'16    a'8      e''4    d''8    e''8    
+g''8    d''8    \bar "|"   \grace {    e''8    fis''8  }   e''4    d''8    b'8  
+  a'16    b'16    a'8    \bar "|"   \grace {    e''8    fis''8  }   e''4    
+d''8    b'8    a'16    b'16    a'8      \grace {    e''8    fis''8  }   e''4    
+d''8    b'8    a'16    b'16    a'8    \bar "|"   \grace {    e''8    fis''8  }  
+ e''4    d''8    b'8    a'16    b'16    a'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_213319/gen_song_213319.midi b/n-grams/gen_songs_abc/song_213319/gen_song_213319.midi
new file mode 100644
index 0000000000000000000000000000000000000000..f9685a48659f73f5359b4a11d4ab5ff5296cd334
Binary files /dev/null and b/n-grams/gen_songs_abc/song_213319/gen_song_213319.midi differ
diff --git a/n-grams/gen_songs_abc/song_213330/gen_song_213330.abc b/n-grams/gen_songs_abc/song_213330/gen_song_213330.abc
new file mode 100644
index 0000000000000000000000000000000000000000..a33870b3f7eaa74c613996da1ef62544bebee2d4
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_213330/gen_song_213330.abc
@@ -0,0 +1,29 @@
+X:1
+T:Markov Song 213330
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+g2 ge fg | g2 ge fg | a2 gg fg
+g2 ge fg | a2 gg fg | a2 gg fg
+a2 gg fg | a2 gg fg | e2 f2 a2
+a2 gg fg | e2 f2 a2 | e2 f2 a2
+e2 f2 a2 | e2 f2 a2 | 1 g2 gd Bd:
+e2 f2 a2 | 1 g2 gd Bd: | 1 g2 gd Bd:
+1 g2 gd Bd: | 1 g2 gd Bd: | 2 g3a
+1 g2 gd Bd: | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
+2 g3a | 2 g3a | 2 g3a
diff --git a/n-grams/gen_songs_abc/song_213330/gen_song_213330.ly b/n-grams/gen_songs_abc/song_213330/gen_song_213330.ly
new file mode 100644
index 0000000000000000000000000000000000000000..db7ac2a11983257130b506e464b2150bd7eb2592
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_213330/gen_song_213330.ly
@@ -0,0 +1,39 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 213330"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   g''4    g''8    e''8    fis''8    g''8    \bar "|"   g''4    
+g''8    e''8    fis''8    g''8    \bar "|"   a''4    g''8    g''8    fis''8    
+g''8      g''4    g''8    e''8    fis''8    g''8    \bar "|"   a''4    g''8    
+g''8    fis''8    g''8    \bar "|"   a''4    g''8    g''8    fis''8    g''8     
+ a''4    g''8    g''8    fis''8    g''8    \bar "|"   a''4    g''8    g''8    
+fis''8    g''8    \bar "|"   e''4    fis''4    a''4      a''4    g''8    g''8   
+ fis''8    g''8    \bar "|"   e''4    fis''4    a''4    \bar "|"   e''4    
+fis''4    a''4      e''4    fis''4    a''4    \bar "|"   e''4    fis''4    a''4 
+   \bar "|"     e''4    fis''4    a''4    \bar "|"                              
+ 
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_213330/gen_song_213330.midi b/n-grams/gen_songs_abc/song_213330/gen_song_213330.midi
new file mode 100644
index 0000000000000000000000000000000000000000..08f1352b6bf656f191195798f9fb3b35ca2bab0f
Binary files /dev/null and b/n-grams/gen_songs_abc/song_213330/gen_song_213330.midi differ
diff --git a/n-grams/gen_songs_abc/song_213330/gen_song_213330.png b/n-grams/gen_songs_abc/song_213330/gen_song_213330.png
new file mode 100644
index 0000000000000000000000000000000000000000..a9563de6260936742d657bb0d62ac050d1dafdb7
Binary files /dev/null and b/n-grams/gen_songs_abc/song_213330/gen_song_213330.png differ
diff --git a/n-grams/gen_songs_abc/song_2211/gen_song_2211.abc b/n-grams/gen_songs_abc/song_2211/gen_song_2211.abc
new file mode 100644
index 0000000000000000000000000000000000000000..8efad9cb01fbe730437f0d6b29bdae5cfc5c25e7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_2211/gen_song_2211.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 2211
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ (B{cB}A) G2 d2  |  (B{cB}A) G2 d2  |  B4
+ (B{cB}A) G2 d2  |  B4 |  B4
+ B4 |  B4 | d d 
+ B4 | d d  | d d 
+d d  | d d  |  d3 c B2 
+d d  |  d3 c B2  |  d3 c B2 
+ d3 c B2  |  d3 c B2  |  c2 ({Bc}B2) A2 
+ d3 c B2  |  c2 ({Bc}B2) A2  |  c2 ({Bc}B2) A2 
+ c2 ({Bc}B2) A2  |  c2 ({Bc}B2) A2  |  B2 A G3 
+ c2 ({Bc}B2) A2  |  B2 A G3  |  B2 A G3 
+ B2 A G3  |  B2 A G3  |  A4
+ B2 A G3  |  A4 |  A4
+ A4 |  A4 | FG 
+ A4 | FG  | FG 
+FG  | FG  |  (A2 B2) (cB) 
+FG  |  (A2 B2) (cB)  |  (A2 B2) (cB) 
+ (A2 B2) (cB)  |  (A2 B2) (cB)  |  A4 GA 
+ (A2 B2) (cB)  |  A4 GA  |  A4 GA 
+ A4 GA  |  A4 GA  |  F2 D3 C 
+ A4 GA  |  F2 D3 C  |  F2 D3 C 
+ F2 D3 C  |  F2 D3 C  |  D6 
+ F2 D3 C  |  D6  |  D6 
+ D6  |  D6  |  z4 
+ D6  |  z4  |  z4 
+ z4  |  z4  | AA 
+ z4  | AA  | AA 
+AA  | AA  |  A4d2 
+AA  |  A4d2  |  A4d2 
+ A4d2  |  A4d2  |  d4e2 
+ A4d2  |  d4e2  |  d4e2 
+ d4e2  |  d4e2  |  d4c2 
+ d4e2  |  d4c2  |  d4c2 
+ d4c2  |  d4c2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_2211/gen_song_2211.ly b/n-grams/gen_songs_abc/song_2211/gen_song_2211.ly
new file mode 100644
index 0000000000000000000000000000000000000000..217a5562c50d189c2da9ce9ccc88ee07b3b13d64
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_2211/gen_song_2211.ly
@@ -0,0 +1,65 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 2211"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   b'8 ( \grace {    c''8    b'8  }   a'8  -)   g'4    d''4    
+\bar "|"   b'8 ( \grace {    c''8    b'8  }   a'8  -)   g'4    d''4    \bar "|" 
+  b'2      b'8 ( \grace {    c''8    b'8  }   a'8  -)   g'4    d''4    \bar "|" 
+  b'2    \bar "|"   b'2      b'2    \bar "|"   b'2    \bar "|"   d''8    d''8   
+   b'2    \bar "|"   d''8    d''8    \bar "|"   d''8    d''8      d''8    d''8  
+  \bar "|"   d''8    d''8    \bar "|"   d''4.    c''8    b'4      d''8    d''8  
+  \bar "|"   d''4.    c''8    b'4    \bar "|"   d''4.    c''8    b'4      d''4. 
+   c''8    b'4    \bar "|"   d''4.    c''8    b'4    \bar "|"   c''4    
+\grace {    b'8 (   c''8  }   b'4  -)   a'4      d''4.    c''8    b'4    
+\bar "|"   c''4    \grace {    b'8 (   c''8  }   b'4  -)   a'4    \bar "|"   
+c''4    \grace {    b'8 (   c''8  }   b'4  -)   a'4      c''4    \grace {    
+b'8 (   c''8  }   b'4  -)   a'4    \bar "|"   c''4    \grace {    b'8 (   c''8  
+}   b'4  -)   a'4    \bar "|"   b'4    a'8    g'4.      c''4    \grace {    b'8 
+(   c''8  }   b'4  -)   a'4    \bar "|"   b'4    a'8    g'4.    \bar "|"   b'4  
+  a'8    g'4.      b'4    a'8    g'4.    \bar "|"   b'4    a'8    g'4.    
+\bar "|"   a'2      b'4    a'8    g'4.    \bar "|"   a'2    \bar "|"   a'2      
+a'2    \bar "|"   a'2    \bar "|"   fis'8    g'8      a'2    \bar "|"   fis'8   
+ g'8    \bar "|"   fis'8    g'8      fis'8    g'8    \bar "|"   fis'8    g'8    
+\bar "|"   a'4 (   b'4  -)   c''8 (   b'8  -)     fis'8    g'8    \bar "|"   
+a'4 (   b'4  -)   c''8 (   b'8  -)   \bar "|"   a'4 (   b'4  -)   c''8 (   b'8  
+-)     a'4 (   b'4  -)   c''8 (   b'8  -)   \bar "|"   a'4 (   b'4  -)   c''8 ( 
+  b'8  -)   \bar "|"   a'2    g'8    a'8      a'4 (   b'4  -)   c''8 (   b'8  
+-)   \bar "|"   a'2    g'8    a'8    \bar "|"   a'2    g'8    a'8      a'2    
+g'8    a'8    \bar "|"   a'2    g'8    a'8    \bar "|"   fis'4    d'4.    c'8   
+   a'2    g'8    a'8    \bar "|"   fis'4    d'4.    c'8    \bar "|"   fis'4    
+d'4.    c'8      fis'4    d'4.    c'8    \bar "|"   fis'4    d'4.    c'8    
+\bar "|"   d'2.      fis'4    d'4.    c'8    \bar "|"   d'2.    \bar "|"   d'2. 
+     d'2.    \bar "|"   d'2.    \bar "|"   r2     d'2.    \bar "|"   r2   
+\bar "|"   r2     r2   \bar "|"   r2   \bar "|"   a'8    a'8      r2   \bar "|" 
+  a'8    a'8    \bar "|"   a'8    a'8      a'8    a'8    \bar "|"   a'8    a'8  
+  \bar "|"   a'2    d''4      a'8    a'8    \bar "|"   a'2    d''4    \bar "|"  
+ a'2    d''4      a'2    d''4    \bar "|"   a'2    d''4    \bar "|"   d''2    
+e''4      a'2    d''4    \bar "|"   d''2    e''4    \bar "|"   d''2    e''4     
+ d''2    e''4    \bar "|"   d''2    e''4    \bar "|"   d''2    c''4      d''2   
+ e''4    \bar "|"   d''2    c''4    \bar "|"   d''2    c''4      d''2    c''4   
+ \bar "|"   d''2    c''4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_2211/gen_song_2211.midi b/n-grams/gen_songs_abc/song_2211/gen_song_2211.midi
new file mode 100644
index 0000000000000000000000000000000000000000..3e177c4663b01a03c765c130cb7b566ca199e504
Binary files /dev/null and b/n-grams/gen_songs_abc/song_2211/gen_song_2211.midi differ
diff --git a/n-grams/gen_songs_abc/song_2211/gen_song_2211.png b/n-grams/gen_songs_abc/song_2211/gen_song_2211.png
new file mode 100644
index 0000000000000000000000000000000000000000..e66154c26e633c62f2e42a525df080a36599bbab
Binary files /dev/null and b/n-grams/gen_songs_abc/song_2211/gen_song_2211.png differ
diff --git a/n-grams/gen_songs_abc/song_5528/gen_song_5528.abc b/n-grams/gen_songs_abc/song_5528/gen_song_5528.abc
new file mode 100644
index 0000000000000000000000000000000000000000..ea6033804359c4e2576243f0eaba48440935d191
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5528/gen_song_5528.abc
@@ -0,0 +1,26 @@
+X:1
+T:Markov Song 5528
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ c>dB  |  c>dB  |  ABc 
+ c>dB  |  ABc  |  ABc 
+ ABc  |  ABc  | d2c 
+ ABc  | d2c  | d2c 
+d2c  | d2c  |  B>cd 
+d2c  |  B>cd  |  B>cd 
+ B>cd  |  B>cd  |  A2G 
+ B>cd  |  A2G  |  A2G 
+ A2G  |  A2G  |  F>ED 
+ A2G  |  F>ED  |  F>ED 
+ F>ED  |  F>ED  |  G2E 
+ F>ED  |  G2E  |  G2E 
+ G2E  |  G2E  |  F>GA 
+ G2E  |  F>GA  |  F>GA 
+ F>GA  |  F>GA  |  D2E 
+ F>GA  |  D2E  |  D2E 
+ D2E  |  D2E 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_5528/gen_song_5528.ly b/n-grams/gen_songs_abc/song_5528/gen_song_5528.ly
new file mode 100644
index 0000000000000000000000000000000000000000..12c71dcdc1f8085892d078337601c93a5c1de338
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5528/gen_song_5528.ly
@@ -0,0 +1,47 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 5528"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   c''8.    d''16    b'8    \bar "|"   c''8.    d''16    b'8    
+\bar "|"   a'8    b'8    c''8      c''8.    d''16    b'8    \bar "|"   a'8    
+b'8    c''8    \bar "|"   a'8    b'8    c''8      a'8    b'8    c''8    
+\bar "|"   a'8    b'8    c''8    \bar "|"   d''4    c''8      a'8    b'8    
+c''8    \bar "|"   d''4    c''8    \bar "|"   d''4    c''8      d''4    c''8    
+\bar "|"   d''4    c''8    \bar "|"   b'8.    c''16    d''8      d''4    c''8   
+ \bar "|"   b'8.    c''16    d''8    \bar "|"   b'8.    c''16    d''8      b'8. 
+   c''16    d''8    \bar "|"   b'8.    c''16    d''8    \bar "|"   a'4    g'8   
+   b'8.    c''16    d''8    \bar "|"   a'4    g'8    \bar "|"   a'4    g'8      
+a'4    g'8    \bar "|"   a'4    g'8    \bar "|"   fis'8.    e'16    d'8      
+a'4    g'8    \bar "|"   fis'8.    e'16    d'8    \bar "|"   fis'8.    e'16    
+d'8      fis'8.    e'16    d'8    \bar "|"   fis'8.    e'16    d'8    \bar "|"  
+ g'4    e'8      fis'8.    e'16    d'8    \bar "|"   g'4    e'8    \bar "|"   
+g'4    e'8      g'4    e'8    \bar "|"   g'4    e'8    \bar "|"   fis'8.    
+g'16    a'8      g'4    e'8    \bar "|"   fis'8.    g'16    a'8    \bar "|"   
+fis'8.    g'16    a'8      fis'8.    g'16    a'8    \bar "|"   fis'8.    g'16   
+ a'8    \bar "|"   d'4    e'8      fis'8.    g'16    a'8    \bar "|"   d'4    
+e'8    \bar "|"   d'4    e'8      d'4    e'8    \bar "|"   d'4    e'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_5528/gen_song_5528.midi b/n-grams/gen_songs_abc/song_5528/gen_song_5528.midi
new file mode 100644
index 0000000000000000000000000000000000000000..62fd5fe7e213ec0d4a04ebed350231b7bf119aa5
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5528/gen_song_5528.midi differ
diff --git a/n-grams/gen_songs_abc/song_5528/gen_song_5528.png b/n-grams/gen_songs_abc/song_5528/gen_song_5528.png
new file mode 100644
index 0000000000000000000000000000000000000000..2ffb43909040c369bf71fc7f03a78ebe2ae4911b
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5528/gen_song_5528.png differ
diff --git a/n-grams/gen_songs_abc/song_5530/gen_song_5530.abc b/n-grams/gen_songs_abc/song_5530/gen_song_5530.abc
new file mode 100644
index 0000000000000000000000000000000000000000..516cdde17b967751d8fcb7db8074d8a1ee09f2cd
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5530/gen_song_5530.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 5530
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ed Bd e2  | ed Bd e2  |  dB AB d2 
+ed Bd e2  |  dB AB d2  |  dB AB d2 
+ dB AB d2  |  dB AB d2  |  BA GA BG 
+ dB AB d2  |  BA GA BG  |  BA GA BG 
+ BA GA BG  |  BA GA BG  |  A2 F2 D2 
+ BA GA BG  |  A2 F2 D2  |  A2 F2 D2 
+ A2 F2 D2  |  A2 F2 D2  | G3 F E2 
+ A2 F2 D2  | G3 F E2  | G3 F E2 
+G3 F E2  | G3 F E2  |  A3 G F2 
+G3 F E2  |  A3 G F2  |  A3 G F2 
+ A3 G F2  |  A3 G F2  |  GB B,2 D2 
+ A3 G F2  |  GB B,2 D2  |  GB B,2 D2 
+ GB B,2 D2  |  GB B,2 D2  |  E4 :
+ GB B,2 D2  |  E4 : |  E4 :
+ E4 : |  E4 : | : EF 
+ E4 : | : EF  | : EF 
+: EF  | : EF  |  G2B2B2 
+: EF  |  G2B2B2  |  G2B2B2 
+ G2B2B2  |  G2B2B2  |  B4 AG 
+ G2B2B2  |  B4 AG  |  B4 AG 
+ B4 AG  |  B4 AG  |  F2A2A2 
+ B4 AG  |  F2A2A2  |  F2A2A2 
+ F2A2A2  |  F2A2A2  |  A4 dc 
+ F2A2A2  |  A4 dc  |  A4 dc 
+ A4 dc  |  A4 dc  |  B3ed2 
+ A4 dc  |  B3ed2  |  B3ed2 
+ B3ed2  |  B3ed2  |  e3fg2 
+ B3ed2  |  e3fg2  |  e3fg2 
+ e3fg2  |  e3fg2  |  B2e2d2 
+ e3fg2  |  B2e2d2  |  B2e2d2 
+ B2e2d2  |  B2e2d2  |  B4AG 
+ B2e2d2  |  B4AG  |  B4AG 
+ B4AG  |  B4AG 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_5530/gen_song_5530.ly b/n-grams/gen_songs_abc/song_5530/gen_song_5530.ly
new file mode 100644
index 0000000000000000000000000000000000000000..91726bdd0fb1154f14672de2b378df097835038f
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5530/gen_song_5530.ly
@@ -0,0 +1,67 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 5530"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   e''8    d''8    b'8    d''8    e''4    \bar "|"   e''8    d''8 
+   b'8    d''8    e''4    \bar "|"   d''8    b'8    a'8    b'8    d''4      
+e''8    d''8    b'8    d''8    e''4    \bar "|"   d''8    b'8    a'8    b'8    
+d''4    \bar "|"   d''8    b'8    a'8    b'8    d''4      d''8    b'8    a'8    
+b'8    d''4    \bar "|"   d''8    b'8    a'8    b'8    d''4    \bar "|"   b'8   
+ a'8    g'8    a'8    b'8    g'8      d''8    b'8    a'8    b'8    d''4    
+\bar "|"   b'8    a'8    g'8    a'8    b'8    g'8    \bar "|"   b'8    a'8    
+g'8    a'8    b'8    g'8      b'8    a'8    g'8    a'8    b'8    g'8    
+\bar "|"   b'8    a'8    g'8    a'8    b'8    g'8    \bar "|"   a'4    fis'4    
+d'4      b'8    a'8    g'8    a'8    b'8    g'8    \bar "|"   a'4    fis'4    
+d'4    \bar "|"   a'4    fis'4    d'4      a'4    fis'4    d'4    \bar "|"   
+a'4    fis'4    d'4    \bar "|"   g'4.    fis'8    e'4      a'4    fis'4    d'4 
+   \bar "|"   g'4.    fis'8    e'4    \bar "|"   g'4.    fis'8    e'4      g'4. 
+   fis'8    e'4    \bar "|"   g'4.    fis'8    e'4    \bar "|"   a'4.    g'8    
+fis'4      g'4.    fis'8    e'4    \bar "|"   a'4.    g'8    fis'4    \bar "|"  
+ a'4.    g'8    fis'4      a'4.    g'8    fis'4    \bar "|"   a'4.    g'8    
+fis'4    \bar "|"   g'8    b'8    b4    d'4      a'4.    g'8    fis'4    
+\bar "|"   g'8    b'8    b4    d'4    \bar "|"   g'8    b'8    b4    d'4      
+g'8    b'8    b4    d'4    \bar "|"   g'8    b'8    b4    d'4    \bar "|"   e'2 
+     g'8    b'8    b4    d'4    \bar "|"   e'2      e'2      e'2          g'4   
+ b'4    b'4    \bar "|"   g'4    b'4    b'4    \bar "|"   b'2    a'8    g'8     
+ g'4    b'4    b'4    \bar "|"   b'2    a'8    g'8    \bar "|"   b'2    a'8    
+g'8      b'2    a'8    g'8    \bar "|"   b'2    a'8    g'8    \bar "|"   fis'4  
+  a'4    a'4      b'2    a'8    g'8    \bar "|"   fis'4    a'4    a'4    
+\bar "|"   fis'4    a'4    a'4      fis'4    a'4    a'4    \bar "|"   fis'4    
+a'4    a'4    \bar "|"   a'2    d''8    c''8      fis'4    a'4    a'4    
+\bar "|"   a'2    d''8    c''8    \bar "|"   a'2    d''8    c''8      a'2    
+d''8    c''8    \bar "|"   a'2    d''8    c''8    \bar "|"   b'4.    e''8    
+d''4      a'2    d''8    c''8    \bar "|"   b'4.    e''8    d''4    \bar "|"   
+b'4.    e''8    d''4      b'4.    e''8    d''4    \bar "|"   b'4.    e''8    
+d''4    \bar "|"   e''4.    fis''8    g''4      b'4.    e''8    d''4    
+\bar "|"   e''4.    fis''8    g''4    \bar "|"   e''4.    fis''8    g''4      
+e''4.    fis''8    g''4    \bar "|"   e''4.    fis''8    g''4    \bar "|"   b'4 
+   e''4    d''4      e''4.    fis''8    g''4    \bar "|"   b'4    e''4    d''4  
+  \bar "|"   b'4    e''4    d''4      b'4    e''4    d''4    \bar "|"   b'4    
+e''4    d''4    \bar "|"   b'2    a'8    g'8      b'4    e''4    d''4    
+\bar "|"   b'2    a'8    g'8    \bar "|"   b'2    a'8    g'8      b'2    a'8    
+g'8    \bar "|"   b'2    a'8    g'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_5530/gen_song_5530.midi b/n-grams/gen_songs_abc/song_5530/gen_song_5530.midi
new file mode 100644
index 0000000000000000000000000000000000000000..2c67a801670fa481e7027e0d15fc03ad4eefbba6
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5530/gen_song_5530.midi differ
diff --git a/n-grams/gen_songs_abc/song_5530/gen_song_5530.png b/n-grams/gen_songs_abc/song_5530/gen_song_5530.png
new file mode 100644
index 0000000000000000000000000000000000000000..c3d728a6f18fd75194a2e74f332ce82d0f2d6676
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5530/gen_song_5530.png differ
diff --git a/n-grams/gen_songs_abc/song_5532/gen_song_5532.abc b/n-grams/gen_songs_abc/song_5532/gen_song_5532.abc
new file mode 100644
index 0000000000000000000000000000000000000000..091022e941c654ab12c5308b6f6d62908ee5372a
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5532/gen_song_5532.abc
@@ -0,0 +1,30 @@
+X:1
+T:Markov Song 5532
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+: A | : A |  d2d 
+: A |  d2d  |  d2d 
+ d2d  |  d2d  |  d>cd 
+ d2d  |  d>cd  |  d>cd 
+ d>cd  |  d>cd  |  e>fe 
+ d>cd  |  e>fe  |  e>fe 
+ e>fe  |  e>fe  |  ecA 
+ e>fe  |  ecA  |  ecA 
+ ecA  |  ecA  |  f2f e>fd 
+ ecA  |  f2f e>fd  |  f2f e>fd 
+ f2f e>fd  |  f2f e>fd  |  c>dB 
+ f2f e>fd  |  c>dB  |  c>dB 
+ c>dB  |  c>dB  |  ABc 
+ c>dB  |  ABc  |  ABc 
+ ABc  |  ABc  | d2c 
+ ABc  | d2c  | d2c 
+d2c  | d2c  |  B>cd
+d2c  |  B>cd |  B>cd
+ B>cd |  B>cd |  A2G 
+ B>cd |  A2G  |  A2G 
+ A2G  |  A2G 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_5532/gen_song_5532.ly b/n-grams/gen_songs_abc/song_5532/gen_song_5532.ly
new file mode 100644
index 0000000000000000000000000000000000000000..03e389aa9cf1d660d5d64990ab03a7de43429d53
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5532/gen_song_5532.ly
@@ -0,0 +1,53 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 5532"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major       d''4    d''8    \bar "|"   d''4    d''8    \bar "|"   
+d''8.    c''16    d''8      d''4    d''8    \bar "|"   d''8.    c''16    d''8   
+ \bar "|"   d''8.    c''16    d''8      d''8.    c''16    d''8    \bar "|"   
+d''8.    c''16    d''8    \bar "|"   e''8.    fis''16    e''8      d''8.    
+c''16    d''8    \bar "|"   e''8.    fis''16    e''8    \bar "|"   e''8.    
+fis''16    e''8      e''8.    fis''16    e''8    \bar "|"   e''8.    fis''16    
+e''8    \bar "|"   e''8    c''8    a'8      e''8.    fis''16    e''8    
+\bar "|"   e''8    c''8    a'8    \bar "|"   e''8    c''8    a'8      e''8    
+c''8    a'8    \bar "|"   e''8    c''8    a'8    \bar "|"   fis''4    fis''8    
+e''8.    fis''16    d''8      e''8    c''8    a'8    \bar "|"   fis''4    
+fis''8    e''8.    fis''16    d''8    \bar "|"   fis''4    fis''8    e''8.    
+fis''16    d''8      fis''4    fis''8    e''8.    fis''16    d''8    \bar "|"   
+fis''4    fis''8    e''8.    fis''16    d''8    \bar "|"   c''8.    d''16    
+b'8      fis''4    fis''8    e''8.    fis''16    d''8    \bar "|"   c''8.    
+d''16    b'8    \bar "|"   c''8.    d''16    b'8      c''8.    d''16    b'8    
+\bar "|"   c''8.    d''16    b'8    \bar "|"   a'8    b'8    c''8      c''8.    
+d''16    b'8    \bar "|"   a'8    b'8    c''8    \bar "|"   a'8    b'8    c''8  
+    a'8    b'8    c''8    \bar "|"   a'8    b'8    c''8    \bar "|"   d''4    
+c''8      a'8    b'8    c''8    \bar "|"   d''4    c''8    \bar "|"   d''4    
+c''8      d''4    c''8    \bar "|"   d''4    c''8    \bar "|"   b'8.    c''16   
+ d''8      d''4    c''8    \bar "|"   b'8.    c''16    d''8    \bar "|"   b'8.  
+  c''16    d''8      b'8.    c''16    d''8    \bar "|"   b'8.    c''16    d''8  
+  \bar "|"   a'4    g'8      b'8.    c''16    d''8    \bar "|"   a'4    g'8    
+\bar "|"   a'4    g'8      a'4    g'8    \bar "|"   a'4    g'8    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_5532/gen_song_5532.midi b/n-grams/gen_songs_abc/song_5532/gen_song_5532.midi
new file mode 100644
index 0000000000000000000000000000000000000000..c15faaa7041145f6d08ca02f5d507fcf9928eb9c
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5532/gen_song_5532.midi differ
diff --git a/n-grams/gen_songs_abc/song_5532/gen_song_5532.png b/n-grams/gen_songs_abc/song_5532/gen_song_5532.png
new file mode 100644
index 0000000000000000000000000000000000000000..af56764b63e3a4a921b3f296dfb51c85e982023e
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5532/gen_song_5532.png differ
diff --git a/n-grams/gen_songs_abc/song_5605/gen_song_5605.abc b/n-grams/gen_songs_abc/song_5605/gen_song_5605.abc
new file mode 100644
index 0000000000000000000000000000000000000000..bc84f323d06a3b39408ef04adb5cb06e5585c51d
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5605/gen_song_5605.abc
@@ -0,0 +1,42 @@
+X:1
+T:Markov Song 5605
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ A2 {c}AB AG  |  A2 {c}AB AG  |  A2 {c}A2 Bd 
+ A2 {c}AB AG  |  A2 {c}A2 Bd  |  A2 {c}A2 Bd 
+ A2 {c}A2 Bd  |  A2 {c}A2 Bd  |  
+ A2 {c}A2 Bd  |   |  
+  |   | B2e2d2 
+  | B2e2d2  | B2e2d2 
+B2e2d2  | B2e2d2  |  B4AG 
+B2e2d2  |  B4AG  |  B4AG 
+ B4AG  |  B4AG  |  
+ B4AG  |   |  
+  |   | e2e2g2 
+  | e2e2g2  | e2e2g2 
+e2e2g2  | e2e2g2  |  a4de 
+e2e2g2  |  a4de  |  a4de 
+ a4de  |  a4de  |  g2g2de 
+ a4de  |  g2g2de  |  g2g2de 
+ g2g2de  |  g2g2de  |  g2g2de 
+ g2g2de  |  g2g2de  |  g2g2de 
+ g2g2de  |  g2g2de  |  g2g2a2 
+ g2g2de  |  g2g2a2  |  g2g2a2 
+ g2g2a2  |  g2g2a2  |  b6 
+ g2g2a2  |  b6  |  b6 
+ b6  |  b6  |  
+ b6  |   |  
+  |   | E2G2G2 
+  | E2G2G2  | E2G2G2 
+E2G2G2  | E2G2G2  |  G4D2 
+E2G2G2  |  G4D2  |  G4D2 
+ G4D2  |  G4D2  |  E2G2G2 
+ G4D2  |  E2G2G2  |  E2G2G2 
+ E2G2G2  |  E2G2G2  |  G2A2B2 
+ E2G2G2  |  G2A2B2  |  G2A2B2 
+ G2A2B2  |  G2A2B2  |  B2e2d2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_5605/gen_song_5605.ly b/n-grams/gen_songs_abc/song_5605/gen_song_5605.ly
new file mode 100644
index 0000000000000000000000000000000000000000..8d82a45b7c86493cf09d3c0d9c419b49d8fa78a7
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5605/gen_song_5605.ly
@@ -0,0 +1,66 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 5605"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   a'4  \grace {    c''8  }   a'8    b'8    a'8    g'8    
+\bar "|"   a'4  \grace {    c''8  }   a'8    b'8    a'8    g'8    \bar "|"   
+a'4  \grace {    c''8  }   a'4    b'8    d''8      a'4  \grace {    c''8  }   
+a'8    b'8    a'8    g'8    \bar "|"   a'4  \grace {    c''8  }   a'4    b'8    
+d''8    \bar "|"   a'4  \grace {    c''8  }   a'4    b'8    d''8      a'4  
+\grace {    c''8  }   a'4    b'8    d''8    \bar "|"   a'4  \grace {    c''8  } 
+  a'4    b'8    d''8    \bar "|"     a'4  \grace {    c''8  }   a'4    b'8    
+d''8    \bar "|"   \bar "|"     \bar "|"   \bar "|"   b'4    e''4    d''4      
+\bar "|"   b'4    e''4    d''4    \bar "|"   b'4    e''4    d''4      b'4    
+e''4    d''4    \bar "|"   b'4    e''4    d''4    \bar "|"   b'2    a'8    g'8  
+    b'4    e''4    d''4    \bar "|"   b'2    a'8    g'8    \bar "|"   b'2    
+a'8    g'8      b'2    a'8    g'8    \bar "|"   b'2    a'8    g'8    \bar "|"   
+  b'2    a'8    g'8    \bar "|"   \bar "|"     \bar "|"   \bar "|"   e''4    
+e''4    g''4      \bar "|"   e''4    e''4    g''4    \bar "|"   e''4    e''4    
+g''4      e''4    e''4    g''4    \bar "|"   e''4    e''4    g''4    \bar "|"   
+a''2    d''8    e''8      e''4    e''4    g''4    \bar "|"   a''2    d''8    
+e''8    \bar "|"   a''2    d''8    e''8      a''2    d''8    e''8    \bar "|"   
+a''2    d''8    e''8    \bar "|"   g''4    g''4    d''8    e''8      a''2    
+d''8    e''8    \bar "|"   g''4    g''4    d''8    e''8    \bar "|"   g''4    
+g''4    d''8    e''8      g''4    g''4    d''8    e''8    \bar "|"   g''4    
+g''4    d''8    e''8    \bar "|"   g''4    g''4    d''8    e''8      g''4    
+g''4    d''8    e''8    \bar "|"   g''4    g''4    d''8    e''8    \bar "|"   
+g''4    g''4    d''8    e''8      g''4    g''4    d''8    e''8    \bar "|"   
+g''4    g''4    d''8    e''8    \bar "|"   g''4    g''4    a''4      g''4    
+g''4    d''8    e''8    \bar "|"   g''4    g''4    a''4    \bar "|"   g''4    
+g''4    a''4      g''4    g''4    a''4    \bar "|"   g''4    g''4    a''4    
+\bar "|"   b''2.      g''4    g''4    a''4    \bar "|"   b''2.    \bar "|"   
+b''2.      b''2.    \bar "|"   b''2.    \bar "|"     b''2.    \bar "|"   
+\bar "|"     \bar "|"   \bar "|"   e'4    g'4    g'4      \bar "|"   e'4    g'4 
+   g'4    \bar "|"   e'4    g'4    g'4      e'4    g'4    g'4    \bar "|"   e'4 
+   g'4    g'4    \bar "|"   g'2    d'4      e'4    g'4    g'4    \bar "|"   g'2 
+   d'4    \bar "|"   g'2    d'4      g'2    d'4    \bar "|"   g'2    d'4    
+\bar "|"   e'4    g'4    g'4      g'2    d'4    \bar "|"   e'4    g'4    g'4    
+\bar "|"   e'4    g'4    g'4      e'4    g'4    g'4    \bar "|"   e'4    g'4    
+g'4    \bar "|"   g'4    a'4    b'4      e'4    g'4    g'4    \bar "|"   g'4    
+a'4    b'4    \bar "|"   g'4    a'4    b'4      g'4    a'4    b'4    \bar "|"   
+g'4    a'4    b'4    \bar "|"   b'4    e''4    d''4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/gen_songs_abc/song_5605/gen_song_5605.midi b/n-grams/gen_songs_abc/song_5605/gen_song_5605.midi
new file mode 100644
index 0000000000000000000000000000000000000000..926a1cd04868de10e055454ccbb1cca8816e40ad
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5605/gen_song_5605.midi differ
diff --git a/n-grams/gen_songs_abc/song_5605/gen_song_5605.png b/n-grams/gen_songs_abc/song_5605/gen_song_5605.png
new file mode 100644
index 0000000000000000000000000000000000000000..ce0addd4cb73b16e530ee268cee9f7c5dce386ba
Binary files /dev/null and b/n-grams/gen_songs_abc/song_5605/gen_song_5605.png differ
diff --git a/n-grams/gen_songs_abc/song_5718/gen_song_5718.abc b/n-grams/gen_songs_abc/song_5718/gen_song_5718.abc
new file mode 100644
index 0000000000000000000000000000000000000000..fb1d696fb4804077f14cac9fdbf0abc3afb38c7f
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5718/gen_song_5718.abc
@@ -0,0 +1,50 @@
+X:1
+T:Markov Song 5718
+R:song
+C:Visakh Ajith
+Z:id:hn-song-111
+M:3/4
+L:1/8
+Q:1/4=120
+K:G
+ e2 d>e g2  |  e2 d>e g2  |  G4 G//A//B3/ 
+ e2 d>e g2  |  G4 G//A//B3/  |  G4 G//A//B3/ 
+ G4 G//A//B3/  |  G4 G//A//B3/  |  d2 ed BA 
+ G4 G//A//B3/  |  d2 ed BA  |  d2 ed BA 
+ d2 ed BA  |  d2 ed BA  |  B2 E2 E2 
+ d2 ed BA  |  B2 E2 E2  |  B2 E2 E2 
+ B2 E2 E2  |  B2 E2 E2  |  E4 :
+ B2 E2 E2  |  E4 : |  E4 :
+ E4 : |  E4 : | : ga 
+ E4 : | : ga  | : ga 
+: ga  | : ga  |  b6 
+: ga  |  b6  |  b6 
+ b6  |  b6  |  
+ b6  |   |  
+  |   | A2A2ed 
+  | A2A2ed  | A2A2ed 
+A2A2ed  | A2A2ed  |  B2B2dB 
+A2A2ed  |  B2B2dB  |  B2B2dB 
+ B2B2dB  |  B2B2dB  |  A2ABAG 
+ B2B2dB  |  A2ABAG  |  A2ABAG 
+ A2ABAG  |  A2ABAG  |  E4D2 
+ A2ABAG  |  E4D2  |  E4D2 
+ E4D2  |  E4D2  |  
+ E4D2  |   |  
+  |   | d2d2ed 
+  | d2d2ed  | d2d2ed 
+d2d2ed  | d2d2ed  |  B2B2dB 
+d2d2ed  |  B2B2dB  |  B2B2dB 
+ B2B2dB  |  B2B2dB  |  A3Bcd 
+ B2B2dB  |  A3Bcd  |  A3Bcd 
+ A3Bcd  |  A3Bcd  |  e4dB 
+ A3Bcd  |  e4dB  |  e4dB 
+ e4dB  |  e4dB  |  A4fe 
+ e4dB  |  A4fe  |  A4fe 
+ A4fe  |  A4fe  |  d2c2B2 
+ A4fe  |  d2c2B2  |  d2c2B2 
+ d2c2B2  |  d2c2B2  |  A2F2A2 
+ d2c2B2  |  A2F2A2  |  A2F2A2 
+ A2F2A2  |  A2F2A2  |  f4e2 
+ A2F2A2  |  f4e2  |  f4e2 
+ f4e2  |  f4e2 
\ No newline at end of file
diff --git a/n-grams/gen_songs_abc/song_5718/gen_song_5718.ly b/n-grams/gen_songs_abc/song_5718/gen_song_5718.ly
new file mode 100644
index 0000000000000000000000000000000000000000..1a29dd139f078fa9b3fca145a2c80a426926a64c
--- /dev/null
+++ b/n-grams/gen_songs_abc/song_5718/gen_song_5718.ly
@@ -0,0 +1,73 @@
+\version "2.7.40"
+\header {
+	composer = "Visakh Ajith"
+	crossRefNumber = "1"
+	footnotes = ""
+	meter = "song"
+	tagline = "Lily was here 2.20.0 -- automatically converted from ABC"
+	title = "Markov Song 5718"
+	transcription = "id:hn-song-111"
+}
+voicedefault =  {
+\set Score.defaultBarType = ""
+
+\time 3/4 \tempo  4=120
+ \key g \major   e''4    d''8.    e''16    g''4    \bar "|"   e''4    d''8.    
+e''16    g''4    \bar "|"   g'2    g'32    a'32    b'8.      e''4    d''8.    
+e''16    g''4    \bar "|"   g'2    g'32    a'32    b'8.    \bar "|"   g'2    
+g'32    a'32    b'8.      g'2    g'32    a'32    b'8.    \bar "|"   g'2    g'32 
+   a'32    b'8.    \bar "|"   d''4    e''8    d''8    b'8    a'8      g'2    
+g'32    a'32    b'8.    \bar "|"   d''4    e''8    d''8    b'8    a'8    
+\bar "|"   d''4    e''8    d''8    b'8    a'8      d''4    e''8    d''8    b'8  
+  a'8    \bar "|"   d''4    e''8    d''8    b'8    a'8    \bar "|"   b'4    e'4 
+   e'4      d''4    e''8    d''8    b'8    a'8    \bar "|"   b'4    e'4    e'4  
+  \bar "|"   b'4    e'4    e'4      b'4    e'4    e'4    \bar "|"   b'4    e'4  
+  e'4    \bar "|"   e'2      b'4    e'4    e'4    \bar "|"   e'2      e'2      
+e'2          b''2.    \bar "|"   b''2.    \bar "|"     b''2.    \bar "|"   
+\bar "|"     \bar "|"   \bar "|"   a'4    a'4    e''8    d''8      \bar "|"   
+a'4    a'4    e''8    d''8    \bar "|"   a'4    a'4    e''8    d''8      a'4    
+a'4    e''8    d''8    \bar "|"   a'4    a'4    e''8    d''8    \bar "|"   b'4  
+  b'4    d''8    b'8      a'4    a'4    e''8    d''8    \bar "|"   b'4    b'4   
+ d''8    b'8    \bar "|"   b'4    b'4    d''8    b'8      b'4    b'4    d''8    
+b'8    \bar "|"   b'4    b'4    d''8    b'8    \bar "|"   a'4    a'8    b'8    
+a'8    g'8      b'4    b'4    d''8    b'8    \bar "|"   a'4    a'8    b'8    
+a'8    g'8    \bar "|"   a'4    a'8    b'8    a'8    g'8      a'4    a'8    b'8 
+   a'8    g'8    \bar "|"   a'4    a'8    b'8    a'8    g'8    \bar "|"   e'2   
+ d'4      a'4    a'8    b'8    a'8    g'8    \bar "|"   e'2    d'4    \bar "|"  
+ e'2    d'4      e'2    d'4    \bar "|"   e'2    d'4    \bar "|"     e'2    d'4 
+   \bar "|"   \bar "|"     \bar "|"   \bar "|"   d''4    d''4    e''8    d''8   
+   \bar "|"   d''4    d''4    e''8    d''8    \bar "|"   d''4    d''4    e''8   
+ d''8      d''4    d''4    e''8    d''8    \bar "|"   d''4    d''4    e''8    
+d''8    \bar "|"   b'4    b'4    d''8    b'8      d''4    d''4    e''8    d''8  
+  \bar "|"   b'4    b'4    d''8    b'8    \bar "|"   b'4    b'4    d''8    b'8  
+    b'4    b'4    d''8    b'8    \bar "|"   b'4    b'4    d''8    b'8    
+\bar "|"   a'4.    b'8    c''8    d''8      b'4    b'4    d''8    b'8    
+\bar "|"   a'4.    b'8    c''8    d''8    \bar "|"   a'4.    b'8    c''8    
+d''8      a'4.    b'8    c''8    d''8    \bar "|"   a'4.    b'8    c''8    d''8 
+   \bar "|"   e''2    d''8    b'8      a'4.    b'8    c''8    d''8    \bar "|"  
+ e''2    d''8    b'8    \bar "|"   e''2    d''8    b'8      e''2    d''8    b'8 
+   \bar "|"   e''2    d''8    b'8    \bar "|"   a'2    fis''8    e''8      e''2 
+   d''8    b'8    \bar "|"   a'2    fis''8    e''8    \bar "|"   a'2    fis''8  
+  e''8      a'2    fis''8    e''8    \bar "|"   a'2    fis''8    e''8    
+\bar "|"   d''4    c''4    b'4      a'2    fis''8    e''8    \bar "|"   d''4    
+c''4    b'4    \bar "|"   d''4    c''4    b'4      d''4    c''4    b'4    
+\bar "|"   d''4    c''4    b'4    \bar "|"   a'4    fis'4    a'4      d''4    
+c''4    b'4    \bar "|"   a'4    fis'4    a'4    \bar "|"   a'4    fis'4    a'4 
+     a'4    fis'4    a'4    \bar "|"   a'4    fis'4    a'4    \bar "|"   fis''2 
+   e''4      a'4    fis'4    a'4    \bar "|"   fis''2    e''4    \bar "|"   
+fis''2    e''4      fis''2    e''4    \bar "|"   fis''2    e''4    
+}
+
+\score{
+    <<
+
+	\context Staff="default"
+	{
+	    \voicedefault 
+	}
+
+    >>
+	\layout {
+	}
+	\midi {}
+}
diff --git a/n-grams/markov_chain.pickle b/n-grams/markov_chain.pickle
index c5414f5f556649464cc5ea91f72028df5ec88f1d..a0311804c757f5c169ce94424d87185dac9cf9a0 100644
Binary files a/n-grams/markov_chain.pickle and b/n-grams/markov_chain.pickle differ
diff --git a/n-grams/music.py b/n-grams/music.py
index 75899c6da09840d8c54a88cd2e312b09467c1771..524779d050cae7f6541452b9aaf89c445e85ebab 100644
--- a/n-grams/music.py
+++ b/n-grams/music.py
@@ -2,21 +2,25 @@ import os, sys
 import random
 import datetime
 import glob
+from xml.dom.minidom import Document
 import markov
 import pickle
+import subprocess
+import gradio as gr
+import time
+
 
 
-corpus = []
-song = []
 
 #TODO: convert these into inputs
 # lengthofsong = 10 Should we control this? Setting it to random now
-timesignature = ['3/4','4/4','1/8','C'] #Sometimes the letter “C” (meaning common time) will be used in place of 4/4. 
+timesignature = ['3/4','4/4','1/8','C|'] #Sometimes the letter “C” (meaning common time) will be used in place of 4/4. 
 #Both C and 4/4 indicate that there are four quarter note beats in each measure.
-keysignature = "G"
+keysignature = ["C","G","D","No selection"]
+difficulty = ["beginner","intermediate","expert"]
 key_enforced = False
 key_enforced = True #Set to true if user wants in specific key
-print("hello")
+
 # get the list of filenames (abc files downloaded from http://www.norbeck.nu/abc/)
 # getdirs = []
 # dirs = ["hn201612/i/*.abc", "hn201612/s/*.abc"]
@@ -26,109 +30,159 @@ print("hello")
 # 	for filename in glob.iglob(dir1):
 # 		getdirs += [filename]
 
-selected_timeSign = '3/4'
+selected_timeSign = '3/4' #Default values
+selected_keySign = 'C' #Default Values
 #Finds all absolute paths in directory
 #https://stackoverflow.com/questions/9816816/get-absolute-paths-of-all-files-in-a-directory
 def abs_paths(dir):
     for dir_path,_,filenames in os.walk(dir):
         for f in filenames:
             yield os.path.abspath(os.path.join(dir_path, f))
+def main(difficulty,time_Signature, Key_Signature):
+	corpus = []
+	song = []
+	selected_timeSign = time_Signature
+	selected_keySign = Key_Signature
+	data_path = "data/"+str(difficulty)
 # ex_filename = "hn201612/i/hnsong1.abc"
 # parsing on file to extract songs and add them to corpus
-for filename in abs_paths("n-grams/data/beginner"):
-	with open(filename) as f:
-		print(filename)
-		lines = f.readlines()
-		last = len(lines)
-		accepted = False
-		for index, line in enumerate(lines):
-			if (line.find("|") < 0 and index - 1 == last):
-				# if the next line does not have pipes add song to corpus and then set song variable empty again
-				if accepted and key_enforced and key_accepted:
-					corpus.append(song)
-					accepted = False
-					key_accepted = False
-				if accepted:
-					corpus.append(song)
-					accepted = False
-				song = []
-			else:
-				if line.find("|") > -1:
-					# a line should be split on "|" and copied to the corpus if it has pipes
-					sline = line.split("|")
-					# add the list of measures to the song
-					song += [x.strip("\r\n") for x in sline if len(x.strip("\r\n")) > 0]
-					last = index
-				elif "M:" in line:
-					#time signature
-					if selected_timeSign == "4/4":
-						if "4/4" in line or "C|" in line:
+	for filename in abs_paths(data_path):
+		with open(filename) as f:
+			lines = f.readlines()
+			last = len(lines)
+			accepted = False
+			for index, line in enumerate(lines):
+				if (line.find("|") < 0 and index - 1 == last):
+					# if the next line does not have pipes add song to corpus and then set song variable empty again
+					if accepted and key_enforced and key_accepted:
+						corpus.append(song)
+						accepted = False
+						key_accepted = False
+					if accepted:
+						corpus.append(song)
+						accepted = False
+					song = []
+				else:
+					if line.find("|") > -1:
+						# a line should be split on "|" and copied to the corpus if it has pipes
+						sline = line.split("|")
+						# add the list of measures to the song
+						song += [x.strip("\r\n") for x in sline if len(x.strip("\r\n")) > 0]
+						last = index
+					elif "M:" in line:
+						#time signature
+						if selected_timeSign == "4/4":
+							if "4/4" in line or "C|" in line:
+								accepted = True
+						elif selected_timeSign in line:
 							accepted = True
-					elif selected_timeSign in line:
-						accepted = True
-				elif line.find("K:") and key_enforced:
-					#key signature
-					if keysignature in line:
-						key_accepted = True
-					
-print("Training on {} songs...".format(len(corpus)))
-
-# MARKOV PART
-# n-gram length for markov model
-n = 1
-
-model = markov.generate_model_from_token_lists(corpus, n)
-
-
-# save pickle
-with open('markov_chain.pickle', 'wb') as handle:
-	pickle.dump(model, handle)
-
-
-def nextword(word):
-	return markov.generate(model, 3, seed=word, max_iterations=1)
-
-
-def writesong(songlength, first):
-	song = [first]
-	for i in range(songlength):
-		song += nextword(str(song[-1]))
-	return song
-
-# choose a random song length from list of song lengths in corpus
-lengthofsong = random.choice([len(x) for x in corpus if len(x) > 10])
-print("Song length will be {}".format(lengthofsong))
-song_len = [len(x) for x in corpus if len(x)>10]
-song_len.sort()
-print("Song lengths",song_len)
-firstnote = markov.generate(model, n, max_iterations=3)[0]
-# print "first note: {}".format(firstnote)
-
-print("Here is the song in abc format:")
-song = writesong(lengthofsong, firstnote)
-dob = datetime.datetime.now().strftime('%H%M')
-
-print(dob)
-print(song)
-
-# make song file
-songname = "n-grams/gen_songs_abc/gen_song_{}.abc".format(dob)
-print("\n\nYou can find the song in {}".format(songname))
-lastpart = lengthofsong - lengthofsong%4
-
-# hack to include dictionary at the beginning of every abc file
-# will add a more sophisticated way to generate the values in the future
-title = "Markov Song {}".format(dob)
-songbeginning = ['X:1','T:' + title, 'R:song', 'C:Visakh Ajith', 'Z:id:hn-song-111', 'M:3/4', 'L:1/8', 'Q:1/4=120', 'K:G'
-]
-songbeginning = [x+"\n" for x in songbeginning]
-
-# convert song to abc format and write to file
-newsong = open(songname, 'w')
-newsong.writelines(songbeginning)
-for i in range(lastpart):
-	newsong.write(" | ".join(song[i:i+3]) + "\n")
-newsong.write(" | ".join(song[lastpart:lengthofsong]))
-
-#abc2ly markov.abc
-# lilypond -fpng markov.ly
\ No newline at end of file
+					elif line.find("K:") and key_enforced:
+						#key signature
+						if selected_keySign in line:
+							key_accepted = True
+						
+	print("Training on {} songs...".format(len(corpus)))
+
+	# MARKOV PART
+	# n-gram length for markov model
+	n = 1
+
+	model = markov.generate_model_from_token_lists(corpus, n)
+
+
+	# save pickle
+	with open('markov_chain.pickle', 'wb') as handle:
+		pickle.dump(model, handle)
+
+
+	def nextword(word):
+		return markov.generate(model, 3, seed=word, max_iterations=1)
+
+
+	def writesong(songlength, first):
+		song = [first]
+		for i in range(songlength):
+			song += nextword(str(song[-1]))
+		return song
+
+	# choose a random song length from list of song lengths in corpus
+	lengthofsong = random.choice([len(x) for x in corpus if len(x) > 10])
+	print("Song length will be {}".format(lengthofsong))
+	song_len = [len(x) for x in corpus if len(x)>10]
+	song_len.sort()
+	print("Song lengths",song_len)
+	firstnote = markov.generate(model, n, max_iterations=3)[0]
+	# print "first note: {}".format(firstnote)
+
+	print("Here is the song in abc format:")
+	song = writesong(lengthofsong, firstnote)
+	dob = datetime.datetime.now().strftime('%H%M%S')
+
+	print(dob)
+	print(song)
+	modifier = format(dob)
+	path = "gen_songs_abc/song_"+modifier
+	# make song file
+	# songname = "./gen_songs_abc/gen_song_{}.abc".modifier
+	song_path = path+"/gen_song_"+modifier #without extension
+	songname = path+"/gen_song_"+modifier+".abc"
+
+	print("\n\nYou can find the song in {}".format(songname))
+	lastpart = lengthofsong - lengthofsong%4
+
+	# hack to include dictionary at the beginning of every abc file
+	# will add a more sophisticated way to generate the values in the future
+	title = "Markov Song {}".format(dob)
+	songbeginning = ['X:1','T:' + title, 'R:song', 'C:Visakh Ajith', 'Z:id:hn-song-111', 'M:3/4', 'L:1/8', 'Q:1/4=120', 'K:G'
+	]
+	songbeginning = [x+"\n" for x in songbeginning]
+
+	# convert song to abc format and write to file
+
+	if not os.path.exists(path):
+		os.makedirs("gen_songs_abc/song_"+modifier)
+
+
+	newsong = open(os.path.abspath(songname), 'w')
+	print(songname)
+	newsong.writelines(songbeginning)
+	for i in range(lastpart):
+		newsong.write(" | ".join(song[i:i+3]) + "\n")
+	newsong.write(" | ".join(song[lastpart:lengthofsong]))
+	newsong.close()
+	#abc2ly markov.abc
+	# lilypond -fpng markov.ly
+	#convert abc to markov
+	#create folder with that name and push .ly, midi and abc there?
+	
+
+	f = open(song_path+".ly","w")
+	# subprocess.Popen(['/usr/bin/abc2midi',songname],stdout=subprocess.PIPE).communicate()
+	command = "/usr/bin/abc2ly "+"-o "+song_path+".ly"+" "+songname
+
+	# cmd1 = subprocess.Popen(['/usr/bin/abc2ly','-o',song_path+".ly",songname],stdout=subprocess.PIPE,stderr=subprocess.PIPE)
+	# cmd1 = subprocess.Popen(command,shell=True,stdout=subprocess.PIPE,stderr=subprocess.PIPE)
+	subprocess.Popen(command,shell=True,stdout=subprocess.PIPE,stderr=subprocess.PIPE).communicate()
+	# os.system(command)
+	f.close()
+	# out, err = cmd1.communicate()
+	# # time.sleep(2) 
+	cmd2 = subprocess.Popen(['/usr/bin/lilypond','-fpng','-o',path,song_path+".ly"]).communicate()
+	# cmd2.wait()
+	
+	
+	
+	# output = str(temp.communicate())
+	#Introduces this wait time as we were returning file path even before lilypond converted the abc file
+	# final_path = os.path.abspath(song_path+".png")
+	return song_path+'.png',"gen_songs_abc/song_212044/output.wav"
+
+
+#UI SECTION : Build using Gradio.
+#Documentation : 
+interface = gr.Interface(fn = main,
+inputs=[gr.Radio(difficulty),
+		gr.Radio(timesignature),
+		gr.Dropdown(keysignature)],
+outputs = ["image","audio"])
+interface.launch()