diff --git a/s0101b.phones b/s0101b.phones
index b9e57c7..ac33707 100644
--- a/s0101b.phones
+++ b/s0101b.phones
@@ -2701,7 +2701,7 @@ nfields 2
   519.841956  122 s; *
   519.904602  122 er
   520.022126  122 iy
-  520.767188  122 IVER
+  520.767188  122 SIL
   520.793847  122 m
   520.847543  122 ay
   520.909375  122 g
@@ -2849,4 +2849,5 @@ nfields 2
   556.482625  122 ow
   556.538625  122 w
   556.810625  122 aw
+  557.782384  122 IVER
   558.630000  122 {E_TRANS}
diff --git a/s0101b.words b/s0101b.words
index be15608..cedbffc 100644
--- a/s0101b.words
+++ b/s0101b.words
@@ -455,7 +455,7 @@ nfields 3
    158.580835 122 do; d uw; d uw
    159.066021 122 kwaanza; k ah w aa n z ah; k w aa n z ah
    159.269773 122 do; d uw; d uw
-   159.735166 122 chanukah; hh aa nx ah k ah; hh aa nx ay k eh
+   159.735166 122 chanukah; hh aa n ah k ah; hh aa nx ay k eh
    159.993147 122 do; d uw; d uw
    160.205702 122 so; s ow; s eh
    160.364731 122 that; dh ae t; dh eh t
diff --git a/s0102a.phones b/s0102a.phones
index 75183ae..bf0e5df 100644
--- a/s0102a.phones
+++ b/s0102a.phones
@@ -505,7 +505,7 @@ nfields 2
   107.226567  122 eh
   107.251103  122 m
   107.302061  122 en
-  107.355700  122 ih
+  107.355700  122 UNKNOWN
   107.411625  122 w
   107.450059  122 iy
   107.491625  122 v
diff --git a/s0102a.words b/s0102a.words
index 7d93435..4a6b476 100644
--- a/s0102a.words
+++ b/s0102a.words
@@ -79,7 +79,7 @@ nfields 3
    36.417641 122 old; ow l d; ow l d
    36.801570 122 <VOCNOISE>; U; U
    38.045688 122 <IVER-was_she_a_nurse>; U; U
-   38.418532 122 mm-hmm; em h em; m hh ah m
+   38.418532 122 mm-hmm; em hh em; m hh ah m
    38.969302 122 <IVER-ah_really>; U; U
    39.093961 122 <SIL>; S; S
    39.472471 122 yes; y eh s; y eh s
@@ -91,7 +91,7 @@ nfields 3
    42.244460 122 germany; jh er m ah n iy; jh er m ah n iy
    43.029817 122 <IVER-ah_really>; U; U
    43.157118 122 <SIL>; S; S
-   43.521660 122 mm-hmm; em h em; m hh m
+   43.521660 122 mm-hmm; em hh em; m hh m
    44.109828 122 <SIL>; S; S
    48.163545 122 <IVER-then_um_did_she_come_here_with_family_or_how_did_she>; U; U
    48.659919 122 <SIL>; S; S
@@ -579,7 +579,6 @@ nfields 3
    249.709352 122 i; ay; ay
    250.079807 122 <EXT-can't>; U; U
    250.996732 122 <LAUGH-imagine>; U; U
-   250.996732 122 <EXT-imagine>; U; U
    251.349785 122 <LAUGH-not>; U; U
    251.843043 122 <LAUGH-doing>; U; U
    252.068180 122 it; ih t; ih t
diff --git a/s0102b.phones b/s0102b.phones
index fc54101..8bd3e38 100644
--- a/s0102b.phones
+++ b/s0102b.phones
@@ -2097,7 +2097,7 @@ nfields 2
   367.278078  122 hh
   367.408844  122 em
   393.197066  122 IVER
-  393.332523  122 eh
+  393.332523  122 UNKNOWN
   393.524927  122 ay
   393.638812  122 d
   393.705891  122 uw
diff --git a/s0103a.phones b/s0103a.phones
index 0451ee8..0714f14 100644
--- a/s0103a.phones
+++ b/s0103a.phones
@@ -905,7 +905,7 @@ nfields 2
   169.395020  122 ay
   169.432579  122 dh
   169.500187  122 iy
-  169.602350  122 aa
+  169.602350  122 VOCNOISE
   169.799163  122 ow
   169.860762  122 l
   169.989968  122 d
@@ -1388,8 +1388,7 @@ nfields 2
   271.629740  122 eh
   271.686298  122 n
   271.744913  122 uw; *
-  271.800443  122 ih
-  271.800443  122 n
+  271.800443  122 ihn
   271.851859  122 l
   271.952635  122 iy
   272.070892  122 th
@@ -1828,32 +1827,7 @@ nfields 2
   340.698813  122 ae
   340.738813  122 n
   341.472135  122 LAUGH
-  341.600562  122 jh
-  341.900562  122 ah
-  341.930562  122 s
-  341.960562  122 t
-  342.020562  122 t
-  342.050562  122 iy; *
-  342.080562  122 ch
-  342.260562  122 ih
-  342.290562  122 ng
-  342.390562  122 hh
-  342.620562  122 ih
-  342.650562  122 m
-  343.327034  122 SIL
-  343.470562  122 t
-  343.710562  122 uw
-  345.598641  122 SIL
-  345.690562  122 b
-  345.790562  122 iy
-  346.210562  122 aa
-  346.290562  122 n; *
-  346.470562  122 ih
-  346.520562  122 s
-  346.630562  122 t
-  346.970562  122 ae
-  347.160562  122 n
-  347.410562  122 d
+  347.6263  122 SIL
   347.830562  122 ow; *
   347.950562  122 p
   348.117709  122 ah
@@ -2242,45 +2216,41 @@ nfields 2
   405.173562  122 p
   405.203562  122 ah
   405.363562  122 l
-  405.893562  122 SIL
-  406.137312  122 ay
-  406.167312  122 th
-  406.197312  122 ih
-  406.397312  122 ng
-  406.427312  122 k
-  406.457312  122 dh
-  406.517312  122 ae
-  406.617312  122 t
-  406.657312  122 s
-  406.697312  122 ih
-  406.797312  122 m; *
-  406.847312  122 p
-  406.877312  122 ao
-  406.927312  122 r; *
-  407.017312  122 t
-  407.127312  122 en
-  407.157312  122 t
-  407.187312  122 ih
-  407.217312  122 f
-  407.257312  122 hh
-  407.287312  122 iy
-  407.317312  122 w
-  407.347312  122 aa
-  407.547312  122 n
-  407.577312  122 t
-  407.607312  122 s
-  407.637312  122 t
-  407.667312  122 ah
-  407.697312  122 SIL
-  409.477312  122 b
-  409.557312  122 iy
-  409.597312  122 k
-  409.667312  122 ae
-  409.737312  122 th; *
-  409.767312  122 ah; *
-  409.797312  122 l
-  409.897312  122 ih
-  409.957312  122 k
+  406.445337  122 SIL
+  406.561680  122 ay
+  406.657169  122 th
+  406.764731  122 ih
+  406.791073  122 ng
+  406.819610  122 k
+  406.842659  122 dh
+  406.938147  122 ae
+  406.980953  122 t
+  407.033995  122 s
+  407.077898  122 ih
+  407.155825  122 m; *
+  407.240338  122 p
+  407.319364  122 ao
+  407.361071  122 r; *
+  407.422535  122 n
+  407.511439  122 ah
+  407.553147  122 n
+  407.724368  122 t
+  409.414336  122 SIL
+  409.484026  122 f
+  409.549881  122 iy
+  409.591588  122 w
+  409.655247  122 aa
+  409.673906  122 n
+  409.747444  122 s
+  409.770493  122 t
+  409.827566  122 b
+  409.880250  122 iy
+  409.982324  122 k
+  410.116228  122 ae
+  410.171378  122 th; *
+  410.191960  122 l
+  410.232842  122 ih
+  410.281135  122 k
   410.347312  122 g
   410.387312  122 r
   410.557312  122 ey
diff --git a/s0103a.words b/s0103a.words
index 78dac83..783ce11 100644
--- a/s0103a.words
+++ b/s0103a.words
@@ -395,8 +395,7 @@ nfields 3
    188.692279 122 <SIL>; S; S
    188.995334 122 family; f ae m ah l iy; f ae m l iy
    189.464835 122 values; v ae l y uw z; v ae ay y uw z
-   189.667657 122 are; aa r; aa r
-   189.748937 122 are; aa r;
+   189.748937 122 are; aa r; aa r
    189.961381 122 still; s t ih l; s t ih l
    190.124389 122 gonna; g ah n ah; g ah n ah
    190.249841 122 be; b iy; b iy
@@ -508,7 +507,7 @@ nfields 3
    270.181639 122 my; m ay; m ay
    270.642329 122 mom; m aa m; m aa m
    271.430651 122 <SIL>; S; S
-   271.952635 122 genuinely; jh eh n y uh ih n l iy; jh eh n uw ih l iy
+   271.952635 122 genuinely; jh eh n y uh ih n l iy; jh eh n uw ihn l iy
    272.249821 122 thought; th aa t; th ao dx
    272.388753 122 i; ay; ay
    272.816439 122 was; w ah z; w ah z
@@ -653,15 +652,7 @@ nfields 3
    340.608813 122 mine; m ay n; m ay n
    340.738813 122 and; ae n d; ae n
    341.460233 122 <LAUGH>; U; U
-   341.960562 122 just; jh ah s t; jh ah s t
-   342.290562 122 teaching; t iy ch ih ng; t iy ch ih ng
-   342.650562 122 him; hh ih m; hh ih m
-   343.305005 122 <SIL>; S; S
-   343.710562 122 to; t uw; t uw
-   345.598641 122 <SIL>; S; S
-   345.790562 122 be; b iy; b iy
-   346.630562 122 honest; aa n ah s t; aa n ih s t
-   347.410562 122 and; ae n d; ae n d
+   347.6263 122 <SIL>; S; S
    348.250562 122 open; ow p ah n; ow p ah n eh
    348.410562 122 and; ae n d; n
    348.760562 122 being; b iy ih ng; b iy ih ng
@@ -791,18 +782,18 @@ nfields 3
    404.633562 122 and; ae n d; n d
    404.863562 122 other; ah dh er; ah dh ah r
    405.363562 122 people; p iy p el; p iy p ah l
-   405.893562 122 <SIL>; S; S
-   406.133584 122 i; ay; ay
-   406.427312 122 think; th ih ng k; th ih ng k
-   406.657312 122 that's; dh ae t s; dh ae t s
-   407.157312 122 important; ih m p ow r t en t; ih m p ao r t en t
-   407.217312 122 if; ih f; ih f
-   407.287312 122 he; hh iy; hh iy
-   407.607312 122 wants; w aa n t s; w aa n t s
-   407.667312 122 to; t uw; t ah
-   407.697312 122 <SIL>; S; S
-   409.557312 122 be; b iy; b iy
-   409.959267 122 catholic; k ae th ah l ih k; k ae th ah l ih k
+   406.445337 122 <SIL>; S; S
+   406.561680 122 i; ay; ay
+   406.819610 122 think; th ih ng k; th ih ng k
+   407.033995 122 that's; dh ae t s; dh ae t s
+   407.724368 122 important; ih m p ow r t en t; ih m p ao r t en t
+   409.4143367 122 <SIL>; S; S
+   409.484026 122 if; ih f; ih f
+   409.549881 122 he; hh iy; hh iy
+   409.747444 122 wants; w aa n t s; w aa n t s
+   409.770493 122 to; t uw; t ah
+   409.880250 122 be; b iy; b iy
+   410.281135 122 catholic; k ae th ah l ih k; k ae th ah l ih k
    410.607312 122 great; g r ey t; g r ey t
    410.707312 122 if; ih f; ih f
    410.807312 122 he; hh iy; hh iy
diff --git a/s0201b.phones b/s0201b.phones
index adb1c75..ce28b94 100644
--- a/s0201b.phones
+++ b/s0201b.phones
@@ -9,11 +9,7 @@ nfields 1
 #
     2.405000  122 {B_TRANS}
     2.505000  122 IVER
-    2.563000  122 w
-    2.603000  122 el
-    2.726000  122 b
-    2.769000  122 ah
-    2.831000  122 t
+    2.831000  122 IVER
     4.087000  122 IVER
     4.273000  122 ao
     4.332000  122 l
diff --git a/s0202a.phones b/s0202a.phones
index a6f43b0..9e593f8 100644
--- a/s0202a.phones
+++ b/s0202a.phones
@@ -12,7 +12,6 @@ nfields 1
    22.437000  122 n
    22.473000  122 y
    22.546000  122 ae
-   60.191694  122
   141.979000  122 IVER
   142.059000  122 ae
   142.149000  122 z
@@ -1949,19 +1948,10 @@ nfields 1
   336.259000  122 IVER
   337.734000  122 en
   348.760000  122 IVER
-  349.030000  122 ay
+  349.030000  122 IVER
   350.524569  122 IVER
   366.078000  122 IVER
-  366.138000  122 ae
-  366.218000  122 n
-  366.288000  122 d
-  366.321000  122 ih
-  366.464000  122 p
-  366.534000  122 r
-  366.608000  122 eh
-  366.752000  122 sh
-  366.798000  122 ih
-  366.908000  122 n
+  366.908000  122 IVER
   367.929000  122 LAUGH
   410.086000  122 IVER
   410.410000  122 m
diff --git a/s0202b.phones b/s0202b.phones
index 7f7345b..4e1e9d4 100644
--- a/s0202b.phones
+++ b/s0202b.phones
@@ -1317,9 +1317,7 @@ nfields 1
   125.920000  122 ih
   125.970000  122 d
   126.040000  122 z
-  126.092000  122 hh
-  126.290000  122 aw
-  126.465000  122 s
+  126.465000  122 IVER
   126.659481  122 SIL
   126.700000  122 dh
   126.730000  122 ey
@@ -1747,10 +1745,7 @@ nfields 1
   174.138459  122 d
   176.082000  122 LAUGH
   177.260000  122 IVER
-  177.357000  122 y
-  177.442000  122 ah
-  177.472000  122 hh
-  177.562000  122 ah
+  177.562000  122 LAUGH
   199.080565  122 IVER
   199.117000  122 dh
   199.184000  122 eh
@@ -1760,19 +1755,11 @@ nfields 1
   199.543826  122 ay
   199.572189  122 tq
   294.682000  122 IVER
-  294.743000  122 dh
-  294.813000  122 eh
-  294.913000  122 s
-  295.023000  122 ch
-  295.124173  122 r
-  295.287000  122 uw
+  294.913000  122 IVER
+  295.287000  122 LAUGH
   296.132000  122 LAUGH
   312.232061  122 IVER
-  312.325000  122 ah
-  312.465000  122 eh
-  312.675000  122 n
-  312.715000  122 y
-  312.922000  122 ah
+  312.922000  122 IVER
   315.531000  122 IVER
   315.719000  122 f
   315.889000  122 aa
diff --git a/s0202b.words b/s0202b.words
index 08a4651..b5da9d1 100644
--- a/s0202b.words
+++ b/s0202b.words
@@ -388,7 +388,7 @@ nfields 3
    99.587000 122 way; w ey; w ey
    100.037000 122 around; ah r aw n d; ah r aw n
    104.789362 122 <IVER>; S; S
-   104.849000 122 did; d ih d; d d
+   104.849000 122 did; d ih d; d
    104.949000 122 i; ay; ay
    105.103000 122 do; d uw; d uw
    105.205125 122 with; w ih th; uw f
diff --git a/s0204b.phones b/s0204b.phones
index f9262f6..89139fc 100644
--- a/s0204b.phones
+++ b/s0204b.phones
@@ -1870,7 +1870,7 @@ nfields 1
   396.137000  122 sh
   396.167000  122 ih
   396.232000  122 n
-  396.477000  122 VOCNOISE
+  396.477000  122 NOISE
   396.587000  122 r
   396.657000  122 eh
   396.726000  122 k
diff --git a/s0204b.words b/s0204b.words
index 3036700..0445032 100644
--- a/s0204b.words
+++ b/s0204b.words
@@ -9,7 +9,7 @@ nfields 3
 #
    0.032737 122 {B_TRANS}; B; B
    0.305000 122 <SIL>; S; S
-   0.530404 122 that; dh ae t; SIL dh ae tq
+   0.530404 122 that; dh ae t; dh ae tq
    0.617000 122 and; ae n d; ehn
    0.825056 122 i; ay; ay
    1.246000 122 imagine; ih m ae jh ih n; ah m ae jh en
diff --git a/s0205a.phones b/s0205a.phones
index 5730d3c..f541ebc 100644
--- a/s0205a.phones
+++ b/s0205a.phones
@@ -7,7 +7,7 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-   32.842103  122 {B_TRANS}
+   33.65  122 {B_TRANS}
    33.811901  122 em
    33.864571  122 hh
    34.014351  122 em
@@ -351,7 +351,7 @@ nfields 2
   192.877304  122 m; *
   192.956293  122 p
   193.052497  122 el
-  193.583145  122 VOCNOISE
+  193.583145  122 NOISE
   193.626691  122 w
   193.769479  122 ao
   193.816062  122 hh
diff --git a/s0205a.words b/s0205a.words
index 64a25e3..fcea107 100644
--- a/s0205a.words
+++ b/s0205a.words
@@ -7,8 +7,8 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 3
 #
-   32.842000 122 {B_TRANS}; B; B
-   34.013328 122 mm-hmm; em h em; em hh em
+   33.65 122 {B_TRANS}; B; B
+   34.013328 122 mm-hmm; em hh em; em hh em
    111.954836 122 <IVER>; S; S
    112.110000 122 <UNKNOWN-nuh>; U; U
    112.450584 122 usually; y uw zh ah l iy; y uw sh l iy
diff --git a/s0206a.phones b/s0206a.phones
index 74e782e..555c8a6 100644
--- a/s0206a.phones
+++ b/s0206a.phones
@@ -635,10 +635,7 @@ nfields 2
    77.246313  122 m
    77.326313  122 f
    77.446313  122 er
-   77.520466  122 b
-   77.595142  122 l
-   77.655247  122 ih
-   77.821903  122 n
+   77.821903  122 UNKNOWN
    77.936313  122 sh
    78.057834  122 ow; *
    78.156313  122 em
@@ -1212,6 +1209,7 @@ nfields 2
   189.515812  122 iy; *
   189.575812  122 p
   189.660215  122 el
+  197.65  122 IVER
   197.820802  122 ah
   197.907640  122 eh
   197.953717  122 k; *
@@ -1764,37 +1762,7 @@ nfields 2
   238.979787  122 t
   240.815685  122 LAUGH
   241.339402  122 VOCNOISE
-  241.398188  122 y
-  241.457753  122 eh
-  241.514020  122 eh
-  241.531334  122 nx
-  241.602750  122 ow
-  241.748188  122 iy
-  241.818188  122 iy; *
-  241.918715  122 en
-  241.945406  122 g
-  242.013937  122 aa
-  242.059381  122 t
-  242.108188  122 d
-  242.158931  122 ih; *
-  242.280845  122 p
-  242.376065  122 ow
-  242.391214  122 r
-  242.412855  122 dx
-  242.483550  122 uw
-  242.536211  122 d
-  242.665338  122 f
-  242.675437  122 r
-  242.707178  122 uw
-  242.772820  122 m
-  242.794461  122 dh
-  242.852893  122 ih
-  242.958188  122 k
-  243.041895  122 ah
-  243.096719  122 n; *
-  243.140722  122 d
-  243.178188  122 r
-  243.224402  122 iy
+  243.224402  122 LAUGH
   243.448188  122 VOCNOISE
   243.528188  122 ay
   243.542528  122 dx
@@ -2882,8 +2850,6 @@ nfields 2
   426.148250  122 k
   426.338250  122 ey
   427.687333  122 SIL
-  427.798828  122 ow
-  427.904506  122 k
-  428.129812  122 ey
+  428.129812  122 IVER
   428.281650  122 IVER
   428.378644  122 {E_TRANS}
diff --git a/s0206a.words b/s0206a.words
index 16452b9..d22e240 100644
--- a/s0206a.words
+++ b/s0206a.words
@@ -142,9 +142,8 @@ nfields 3
    47.846000 122 <IVER>; S; S
    48.038622 122 well; w eh l; v el
    48.173480 122 i; ay; ay
-   48.470962 122 dont; dx ow n tq; dx ow n tq
-   50.971000 122 <IVER>; S; S
-   55.586000 122 <LAUGH>; U; U
+   48.470962 122 dont; d ow n t; dx ow n tq
+   55.586000 122 <IVER>; U; U
    55.981000 122 uh; ah; ah
    56.228557 122 no; n ow; n ao
    56.396000 122 i; ay; ay
@@ -457,6 +456,7 @@ nfields 3
    188.906000 122 the; dh iy; dh iy
    189.323000 122 ordinary; ow r d en eh r iy; ao r d n eh r iy
    189.660245 122 people; p iy p el; p iy p el
+   197.65 122 <IVER>; S; S
    197.821000 122 uh; ah; ah
    198.240000 122 excuse; eh k s k y uw z; eh k s k y uw z
    198.346000 122 me; m iy; m ih
diff --git a/s0301a.phones b/s0301a.phones
index 79d5a6e..b4eee90 100644
--- a/s0301a.phones
+++ b/s0301a.phones
@@ -491,7 +491,7 @@ nfields 1
   103.691000  122 VOCNOISE
   103.728000  122 dh
   103.794000  122 ah
-  104.086000  122 f
+  104.086000  122 UNKNOWN
   104.306000  122 ah
   104.445000  122 ih
   104.496000  122 t
@@ -738,9 +738,7 @@ nfields 1
   131.513000  122 r
   131.660000  122 iy
   131.747000  122 z
-  132.019000  122 ih
-  132.154000  122 t
-  132.229000  122 ah
+  132.229000  122 UNKNOWN
   132.281000  122 ah
   132.375000  122 f
   132.461000  122 eh
@@ -1033,8 +1031,7 @@ nfields 1
   166.798000  122 dh
   166.858000  122 ih
   166.948000  122 sh
-  167.117000  122 jh
-  167.248000  122 iy
+  167.248000  122 UNKNOWN
   167.343000  122 w
   167.395000  122 ah
   167.461000  122 dh
diff --git a/s0301b.phones b/s0301b.phones
index df91f51..f75849b 100644
--- a/s0301b.phones
+++ b/s0301b.phones
@@ -131,9 +131,7 @@ nfields 2
    40.331313  122 ih
    40.537815  122 z
    40.631986  122 SIL
-   40.842667  122 ey; *
-   40.888317  122 dx
-   41.441313  122 iy
+   41.441313  122 EXT
    41.653257  122 th
    41.710253  122 r
    41.771747  122 iy
diff --git a/s0301b.words b/s0301b.words
index c1201e7..863e3fc 100644
--- a/s0301b.words
+++ b/s0301b.words
@@ -55,7 +55,7 @@ nfields 3
    39.811000 122 <SIL>; S; S
    40.538000 122 is; ih z; ih z
    40.632000 122 <SIL>; S; S
-   41.441587 122 <EXT_eighty>; U; U
+   41.441587 122 <EXT>; U; U
    41.771367 122 three; th r iy; th r iy
    41.963000 122 or; ow r; ao r
    42.254145 122 four; f ow r; f ao r
diff --git a/s0302a.phones b/s0302a.phones
index f1692b1..20fafec 100644
--- a/s0302a.phones
+++ b/s0302a.phones
@@ -343,7 +343,7 @@ nfields 2
    52.200688  122 f
    52.247158  122 ah; *
    52.309474  122 n
-   52.500010  122 ae
+   52.484  122 ae
    52.500010  122 n; *
    52.609995  122 ch
    52.661344  122 ih
@@ -886,7 +886,7 @@ nfields 2
   112.049063  122 f
   112.183886  122 ay; *
   112.223335  122 n
-  112.369398  122 ae
+  112.35  122 ae
   112.369398  122 n
   112.410070  122 t
   112.449063  122 s; *
@@ -1453,7 +1453,7 @@ nfields 2
   384.315687  122 g
   384.419912  122 r
   384.563682  122 ey; *
-  384.645005  122 zh
+  384.645005  122 dx
   384.785687  122 ih
   384.939582  122 ah
   385.095437  122 g
diff --git a/s0302a.words b/s0302a.words
index 37b86f3..7a76cb9 100644
--- a/s0302a.words
+++ b/s0302a.words
@@ -410,7 +410,7 @@ nfields 3
    141.242000 122 has; hh ae z; hh ae zh
    141.603000 122 changed; ch ey n jh d; ch ey n ch
    141.981000 122 <VOCNOISE>; U; U
-   163.769506 122 <VOCNOISE>; U; U
+   163.769506 122 <SIL>; U; U
    164.363345 122 <VOCNOISE>; U; U
    173.838651 122 <SIL>; S; S
    178.811453 122 <IVER>; S; S
@@ -535,7 +535,7 @@ nfields 3
    383.562292 122 uh; ah; ah
    383.945386 122 <VOCNOISE>; U; U
    384.096000 122 a; ey; ah
-   384.786000 122 <ERROR-grezha=greater>; U; U
+   384.786000 122 greater; U; U
    384.940000 122 a; ey; ah
    385.576000 122 greater; g r ey t er; g r ey dx er
    385.766000 122 <SIL>; S; S
diff --git a/s0302b.phones b/s0302b.phones
index 63032a9..728d75e 100644
--- a/s0302b.phones
+++ b/s0302b.phones
@@ -1222,7 +1222,7 @@ nfields 1
   329.601000  122 dh
   329.737000  122 ae
   329.818000  122 ah
-  329.956000  122 uh
+  329.956000  122 UNKNOWN
   330.187000  122 m
   330.465000  122 ao
   330.600000  122 r
diff --git a/s0305b.words b/s0305b.words
index 3b0622d..535ca91 100644
--- a/s0305b.words
+++ b/s0305b.words
@@ -438,7 +438,7 @@ nfields 1
    267.239557 122 <SIL>; S; S
    274.483438 122 <IVER>; S; S
    277.108097 122 <SIL>; S; S
-   277.801659 122 mm-hmm; em h em; em em
+   277.801659 122 mm-hmm; em hh em; em em
    286.681987 122 <SIL>; S; S
    287.189692 122 <VOCNOISE>; U; U
    296.605563 122 <IVER>; S; S
diff --git a/s0306a.phones b/s0306a.phones
index a41e1ce..df68aa7 100644
--- a/s0306a.phones
+++ b/s0306a.phones
@@ -315,10 +315,7 @@ nfields 2
    94.165474  122 ih
    94.203110  122 hh
    94.333924  122 iy
-   94.764655  122 m
-   94.901096  122 uh
-   94.995338  122 l
-   95.114900  122 iy
+   95.114900  122 UNKNOWN
    95.263790  122 hh
    95.355750  122 iy
    95.587309  122 SIL
diff --git a/s0306a.words b/s0306a.words
index 01b8c98..d19b3bb 100644
--- a/s0306a.words
+++ b/s0306a.words
@@ -8,7 +8,6 @@ separator ;
 nfields 1
 #
    0.000000 122 {B_TRANS}; B; B
-   0.027523 122 {B_TRANS}; B; B
    0.248000 122 city; s ih t iy; s ih dx iy
    0.658000 122 council; k aw n s el; k aw n s ah l
    0.718000 122 of; ah v; ah v
@@ -272,11 +271,14 @@ nfields 1
    183.346250 122 we; w iy; w iy
    184.158461 122 have; hh ae v; hh ae v
    184.464500 122 uh; ah; ah
-   185.804394 122 <LAUGH-politicians>; U; U
+   185.804394 122 politicians; U; U
    186.036380 122 uh; ah; ah
    186.238688 122 what; w ah t; w ah dx
    186.468688 122 else; eh l s; eh l s
-   187.348688 122 <LAUGH-we_got_in_there>; U; U
+   186.667945 122 we; U; U
+   187.018688 122 got; U; U
+   187.159563 122 in; U; U
+   187.348688 122 there; U; U
    188.275762 122 <VOCNOISE>; U; U
    188.446750 122 we; w iy; w iy
    188.658905 122 have; hh ae v; ae v
diff --git a/s0401a.words b/s0401a.words
index 41687cb..87479fa 100644
--- a/s0401a.words
+++ b/s0401a.words
@@ -902,7 +902,7 @@ nfields 3
    395.701000 122 i; ay; aa
    395.881000 122 know; n ow; n ow
    397.695000 122 <IVER>; S; S
-   397.968000 122 mm-hmm; em h em; em em
+   397.968000 122 mm-hmm; em hh em; em em
    398.366000 122 <SIL>; S; S
    398.650000 122 no; n ow; n ow
    399.262000 122 <VOCNOISE>; U; U
diff --git a/s0401b.phones b/s0401b.phones
index a15688f..5a28615 100644
--- a/s0401b.phones
+++ b/s0401b.phones
@@ -674,7 +674,7 @@ nfields 1
   100.121125  122 t
   100.341125  122 uw
   100.413125  122 em
-  100.767306  122 VOCNOISE
+  100.767306  122 SIL
   100.824536  122 IVER
   100.965125  122 t
   101.115125  122 ao
diff --git a/s0401b.words b/s0401b.words
index c0ef36c..d941b20 100644
--- a/s0401b.words
+++ b/s0401b.words
@@ -301,7 +301,6 @@ nfields 4
    100.341125 122 to; t uw; t uw
    100.413125 122 him; hh ih m; em
    100.767306 122 <SIL>; S; S
-   100.767306 122 <VOCNOISE>; U; U
    100.824536 122 <IVER>; S; S
    101.150349 122 talk; t aa k; t ao k
    101.305043 122 to; t uw; t ah
diff --git a/s0402a.phones b/s0402a.phones
index 9d6efb6..7fa3069 100644
--- a/s0402a.phones
+++ b/s0402a.phones
@@ -720,7 +720,7 @@ nfields 1
   122.180000  122 ih
   122.345000  122 l
   122.570751  122 VOCNOISE
-  122.892601  122 IVER
+  122.892601  122 VOCNOISE
   123.044000  122 s
   123.394000  122 ow
   123.899000  122 SIL
diff --git a/s0402b.phones b/s0402b.phones
index ff2a389..ac46989 100644
--- a/s0402b.phones
+++ b/s0402b.phones
@@ -422,7 +422,7 @@ nfields 1
    97.787625  122 z
    97.851446  122 uh
    97.979017  122 VOCNOISE
-   98.049360  122 ow
+   98.049360  122 UNKNOWN
    98.124472  122 w
    98.211625  122 uh
    98.282625  122 d
@@ -2060,7 +2060,7 @@ nfields 1
   376.142727  122 n
   376.165625  122 n
   376.245625  122 ey
-  376.313625  122 p
+  376.367423  122 p
   376.392625  122 uh
   376.409625  122 dx
   376.465625  122 ah
@@ -2731,7 +2731,7 @@ nfields 1
   490.087625  122 y
   490.139625  122 ih
   490.389625  122 ow
-  490.641625  122 IVER
+  490.641625  122 VOCNOISE
   490.682625  122 dh
   490.721625  122 eh
   490.751625  122 b
diff --git a/s0403a.words b/s0403a.words
index 70ef2e0..120fac7 100644
--- a/s0403a.words
+++ b/s0403a.words
@@ -165,8 +165,7 @@ nfields 3
    70.835000 122 um-hum; em hh em; em hh em
    81.253000 122 <IVER>; S; S
    84.297000 122 <LAUGH>; U; U
-   85.774000 122 <IVER>; S; S
-   89.160000 122 <LAUGH>; U; U
+   89.160000 122 <IVER>; U; U
    89.432785 122 oh; ow; aa
    89.688000 122 that's; dh ae t s; dh eh t s
    89.841000 122 so; s ow; s ah
@@ -678,7 +677,7 @@ nfields 3
    264.821000 122 son; s ah n; s ah n
    266.284663 122 <VOCNOISE>; U; U
    269.523000 122 <IVER>; S; S
-   269.762715 122 um-hum; em hh em; em em
+   269.762715 122 um-hum; em hh em; em
    270.190346 122 <IVER>; S; S
    270.502000 122 yeah; y ae; y ae
    270.869000 122 <VOCNOISE>; U; U
@@ -1309,7 +1308,7 @@ nfields 3
    546.607000 122 school; s k uw l; s k uw l
    547.058000 122 <VOCNOISE>; U; U
    547.219605 122 you're; y uw r; y er
-   547.345000 122 gonna; g ah n ah; ah ah
+   547.345000 122 gonna; g ah n ah; ah
    547.552000 122 have; hh ae v; hh ae v
    547.695581 122 they're; dh ey er; dh eh r
    547.773210 122 gonna; g ah n ah; g ah
diff --git a/s0403b.phones b/s0403b.phones
index 7facb67..84f210a 100644
--- a/s0403b.phones
+++ b/s0403b.phones
@@ -2279,7 +2279,7 @@ nfields 1
   360.987443  122 t
   361.102250  122 t
   361.282250  122 uw
-  361.833250  122 LAUGH
+  361.833250  122 SIL
   362.046250  122 eh
   362.144250  122 d
   362.309250  122 ih
diff --git a/s0403b.words b/s0403b.words
index bcee8cc..d6e98ce 100644
--- a/s0403b.words
+++ b/s0403b.words
@@ -942,7 +942,7 @@ nfields 3
    360.809250 122 <CUTOFF-m=?>; U; U
    360.987443 122 want; w aa n t; w aa n t
    361.282250 122 to; t uw; t uw
-   361.833250 122 <LAUGH>; U; U
+   361.833250 122 <SIL>; U; U
    362.046250 122 i; ay; eh
    362.361250 122 just; jh ah s t; d ih d
    362.676250 122 don't; d ow n t; d ow n
diff --git a/s0501a.words b/s0501a.words
index 153b55b..7db1725 100644
--- a/s0501a.words
+++ b/s0501a.words
@@ -300,7 +300,7 @@ nfields 2
    120.565922 122 it; ih t; ah
    120.710500 122 <SIL>; S; S
    135.950428 122 <IVER>; S; S
-   136.246500 122 mm-hmm; em h em; em hh m
+   136.246500 122 mm-hmm; em hh em; em hh m
    137.168525 122 <IVER>; S; S
    138.684102 122 <LAUGH>; U; U
    144.147353 122 <IVER>; S; S
@@ -814,7 +814,6 @@ nfields 2
    347.525353 122 um; ah m; aa m
    347.582583 122 <SIL>; S; S
    347.774104 122 <CUTOFF-l=lot>; U; U
-   347.776371 122 a; ey;
    347.872133 122 <SIL>; S; S
    348.062019 122 <CUTOFF-I'm=I'm>; U; U
    348.139019 122 <SIL>; S; S
diff --git a/s0501b.phones b/s0501b.phones
index a279e07..2ca831d 100644
--- a/s0501b.phones
+++ b/s0501b.phones
@@ -1518,7 +1518,6 @@ nfields 2
   266.619686  122 ih
   266.655613  122 nx
   266.761708  122 ow
-  266.935750  122 th
   267.268634  122 SIL
   267.307080  122 dh
   267.342688  122 ih
diff --git a/s0501b.words b/s0501b.words
index 18cee9b..4c5e22b 100644
--- a/s0501b.words
+++ b/s0501b.words
@@ -660,7 +660,6 @@ nfields 2
    266.355750 122 hierarchy; hh ay er aa r k iy; hh ay er ah r k iy
    266.485750 122 <SIL>; S; S
    266.770260 122 yknow; y uw n ow; y ih nx ow
-   266.935750 122 <CUTOFF-th=the?>; U; U
    267.263442 122 <SIL>; S; S
    267.403655 122 that; dh ae t; dh ih tq
    267.722688 122 only; ow n l iy; ow n l iy
@@ -1340,4 +1339,5 @@ nfields 2
    547.563581 122 <IVER>; S; S
    547.650624 122 <SIL>; S; S
    547.941435 122 um-hum; em hh em; em hh em
+   551.555000 122 <SIL>; S; S
    551.556000 122 {E_TRANS}; E; E
diff --git a/s0502a.words b/s0502a.words
index 29b0353..9f6317c 100644
--- a/s0502a.words
+++ b/s0502a.words
@@ -1093,7 +1093,7 @@ nfields 2
    577.367875 122 there's; dh eh r z; dh eh r z
    577.617875 122 not; n aa t; n aa t
    578.080986 122 <SIL>; S; S
-   578.313305 122 there's; dh eh r z; SIL dh eh r z
+   578.313305 122 there's; dh eh r z; dh eh r z
    578.504827 122 not; n aa t; n aa tq
    578.956500 122 rioting; r ay ah t ih ng; r ay ah t ih ng
    579.096500 122 in; ih n; ih n
diff --git a/s0502b.words b/s0502b.words
index 7ed1020..efd8c87 100644
--- a/s0502b.words
+++ b/s0502b.words
@@ -80,23 +80,6 @@ nfields 2
    57.626898 122 <SIL>; S; S
    57.706576 122 i; ay; ay
    57.838687 122 don't; d ow n t; ow tq
-   57.906818 122 <SIL>; S; S
-   58.087450 122 not; n aa t; n aa t
-   58.365790 122 having; hh ae v ih ng; hh ae v ih ng
-   58.866703 122 kids; k ih d z; k ih d z
-   58.957364 122 and; ae n d; en
-   59.023093 122 then; dh eh n; eh
-   59.220063 122 yknow; y uw n ow; y ah nx ow
-   59.384605 122 not; n aa t; n aa tq
-   59.646388 122 being; b iy ih ng; b iy ng
-   59.929711 122 that; dh ae t; dh ae tq
-   60.359218 122 close; k l ow z; k l ow s
-   60.485474 122 to; t uw; t uw
-   60.594937 122 it; ih t; ah tq
-   61.720281 122 it's; ih t s; s
-   61.935090 122 hard; hh aa r d; hh aa r d
-   62.018330 122 to; t uw; d ah
-   62.462572 122 know; n ow; n ow
    62.681296 122 <SIL>; S; S
    62.739092 122 i; ay; ay
    62.881562 122 mean; m iy n; m iy nx
@@ -239,20 +222,6 @@ nfields 2
    105.528375 122 gonna; g ah n ah; g ao nx ah
    105.678375 122 get; g eh t; g eh tq
    105.887370 122 there; dh eh r; dh eh r
-   106.389571 122 <SIL>; S; S
-   106.565636 122 this; dh ih s; ih s
-   106.622299 122 is; ih z; s
-   106.955751 122 the; dh iy; ah z ah
-   107.285750 122 only; ow n l iy; ow n l iy
-   107.447322 122 way; w ey; w ey
-   107.595751 122 they're; dh ey er; dh eh r
-   107.663775 122 <SIL>; S; S
-   107.881187 122 ever; eh v er; eh v er
-   108.065751 122 gonna; g ah n ah; g ao nx ah
-   108.155750 122 <SIL>; S; S
-   108.355750 122 find; f ay n d; f ay n d
-   108.727352 122 <LAUGH-out>; U; U
-   109.023191 122 <UNKNOWN>; U; U
    120.041382 122 <IVER>; S; S
    120.297750 122 um-hum; em hh em; m hh em
    148.110286 122 <IVER>; S; S
@@ -413,7 +382,8 @@ nfields 2
    194.972955 122 can; k ae n; k en
    195.327376 122 say; s ey; s ey
    195.507375 122 <SIL>; S; S
-   195.927376 122 <HES-I mean>; U; U
+   195.652756 122 I; U; U
+   195.927376 122 mean; U; U
    196.016699 122 i; ay; ay
    196.287549 122 mean; m iy n; m iy n
    197.497874 122 <SIL>; S; S
@@ -1137,17 +1107,5 @@ nfields 2
    563.805897 122 some; s ah m; s ah m
    563.997419 122 <SIL>; S; S
    564.148143 122 uh; ah; aa
-   565.441213 122 <SIL>; S; S
-   565.628201 122 yknow; y uw n ow; y ih nx ah
-   565.872298 122 some; s ah m; s ah m
-   565.926213 122 <CUTOFF-r=restrictions>; U; U
-   566.227124 122 some; s ah m; s ah m
-   566.902716 122 restrictions; r ih s t r ih k sh ah n z; r iy s t r ih k sh ih n z
-   567.022461 122 there; dh eh r; dh eh r
-   567.207124 122 should; sh uh d; sh uh d
-   567.277124 122 <SIL>; S; S
-   567.387125 122 be; b iy; b iy
-   567.667124 122 some; s ah m; s ah m
-   567.987262 122 level; l eh v el; l eh v el
-   568.122120 122 of; ah v; v
+   568.122120 122 <SIL>; ah v; v
    568.810000 122 {E_TRANS}; E; E
diff --git a/s0503a.phones b/s0503a.phones
index 8ceb86e..f056659 100644
--- a/s0503a.phones
+++ b/s0503a.phones
@@ -2300,9 +2300,7 @@ nfields 2
   450.265689  122 iy
   450.326791  122 l
   450.396875  122 ah
-  450.462471  122 SIL
-  450.495611  122 ih
-  450.525645  122 v
+  450.525645  122 UNKNOWN
   450.666875  122 s
   450.841513  122 ow
   450.952325  122 ah
diff --git a/s0503a.words b/s0503a.words
index 9240012..551d0b6 100644
--- a/s0503a.words
+++ b/s0503a.words
@@ -400,7 +400,7 @@ nfields 2
    173.822812 122 for; f ow r; f er
    174.108946 122 us; ah s; ah s
    175.022307 122 <SIL>; S; S
-   190.245313 122 <IVER-So_do_you_think_um_okay_you_didn't_have_any_children_Do_you_think_if_you_did_have_children_that_they_should_have_made_it_harder_for_you_to_get_divorced?_Like_let's_say_you_had_a_small_child_Do_you_think_the_court_should_have_said_Oh_no_you_know_you've_got; U; U
+   190.245313 122 <IVER>; U; U
    190.551532 122 hum; hh ah m; hh m
    194.528149 122 <IVER-counseling_or_whatever_Impose_some_sort_of_restriction_on_you?>; U; U
    196.714526 122 <SIL>; S; S
@@ -604,16 +604,16 @@ nfields 2
    265.436103 122 <SIL>; S; S
    265.771932 122 <VOCNOISE>; U; U
    265.906896 122 <SIL>; S; S
-   285.886195 122 <IVER-And_um_you_know_a_lot_of_people_would_say_that_well_you're_raising_the_kid_in_an_environment_where_the_people_are_not_normal_to_start_with_and_so_you_know_this_kid_is_not_gonna_grow_up_to_be_normal_Okay_now_that's_obviously_a_little_screwball; U; U
+   285.886195 122 <IVER>; U; U
    286.491327 122 <LAUGH>; U; U
    286.660726 122 <IVER>; S; S
    286.927910 122 yeah; y ae; y ae
    287.105523 122 <IVER>; S; S
    287.377376 122 yeah; y ae; y ae
-   298.662193 122 <IVER-who_are_really_anti-gay_would_say_but_other_people_would_say_look_you_know_there_the_social_stigma_against_gay_couples_and_this_kid_you_know_is_going_to_be_tortured_mercilessly_by_the_other>; U; U
+   298.662193 122 <IVER>; U; U
    298.971848 122 yeah; y ae; y ae
    299.035875 122 <VOCNOISE>; U; U
-   303.682913 122 <IVER-s_Do_we_really_want_to_put_this_kid_in_this_situation?_So_what_do_you_think_about_that?>; U; U
+   303.682913 122 <IVER>; U; U
    304.002103 122 well; w eh l; w eh l
    304.209919 122 one; w ah n; w ah n
    304.465240 122 would; w uh d; w uh d
@@ -789,12 +789,12 @@ nfields 2
    354.835810 122 orphanage; ow r f ah n ih jh; ao r f ih n ih jh
    354.978974 122 or; ow r; er
    355.770374 122 <VOCNOISE>; U; U
-   361.887954 122 <IVER-Y_Yeah_it's_I_mean_I'd_agree_with_you_Adoption_should_be_difficult_You_shouldn't_just_be_allowed_to_pick_up_the; U; U
+   361.887954 122 <IVER>; U; U
    362.129958 122 yeah; y ae; m y ae
    362.305824 122 <IVER>; S; S
    362.621225 122 yeah; y ae; y ae
    362.971504 122 <SIL>; S; S
-   382.093173 122 <IVER-But_there_are_thousands_of_children_in_Ohio_that_need_that_are_hard_to_place_for_whatever_reason_and_that_will_grow_up_in_foster_homes_and_nowhere_else_So_that's_I_I'm_just_shocked_that_they_wouldn't_allow_um_gay_couples_to_adopt_just_for_the_sake_of_getting_these_poor; U; U
+   382.093173 122 <IVER>; U; U
    382.381588 122 um-hum; em hh em; em hh em
    382.665188 122 <IVER>; S; S
    382.897828 122 yeah; y ae; n y ae
@@ -816,7 +816,7 @@ nfields 2
    387.245674 122 them; dh eh m; dh ah m
    387.706483 122 <SIL>; S; S
    388.061645 122 <VOCNOISE>; U; U
-   401.589709 122 <IVER-Yeah_it_is_uh_really_shocking_to_me_to_see_how_far_how_little_how_far_these_people_are_willing_to_go_to_keep_these_gay_people_from_getting_their_hands_on_some_kids_at_the_expense_of_the_kids; U; U
+   401.589709 122 <IVER>; U; U
    401.837225 122 yeah; y ae; y ae
    402.160343 122 <SIL>; S; S
    402.428000 122 yeah; y ae; n ae
@@ -869,7 +869,7 @@ nfields 2
    414.087134 122 boys; b oy z; b oy z
    414.230160 122 either; ay dh er; iy dh er
    414.596759 122 <LAUGH-way>; U; U
-   423.074551 122 <IVER-Yeah_um_so_you_said_something_about_well_you_know_if_hopefully_there_would_be_enough_education_so that_the_other_kids_wouldn't_torture_this_kid>; U; U
+   423.074551 122 <IVER>; U; U
    423.424718 122 yeah; y ae; n y ae
    423.675410 122 <SIL>; S; S
    423.952420 122 yeah; y ae; n y ae
@@ -877,7 +877,7 @@ nfields 2
    424.481748 122 <SIL>; S; S
    424.848347 122 <VOCNOISE>; U; U
    425.729507 122 <SIL>; S; S
-   432.927542 122 <IVER-What_do_you_think_could_acheive_that_I_mean_how_how_could_we_get_to_a_point_where_these_kids_would_be_like_?>; U; U
+   432.927542 122 <IVER>; U; U
    433.059883 122 <VOCNOISE>; U; U
    433.131395 122 <SIL>; S; S
    433.201264 122 well; w eh l; w ah l
@@ -912,8 +912,6 @@ nfields 2
    440.926255 122 um; ah m; ah m
    441.586297 122 <SIL>; S; S
    441.884671 122 <VOCNOISE>; U; U
-   441.927415 122 <SIL>; S; S
-   441.949609 122 <CUTOFF-i=?>; U; U
    442.271828 122 <SIL>; S; S
    442.785564 122 <VOCNOISE>; U; U
    442.967214 122 <SIL>; S; S
@@ -1075,7 +1073,7 @@ nfields 2
    477.954500 122 gender; jh eh n d er; ch eh n d er
    478.162245 122 they; dh ey; dh ey
    478.364500 122 are; aa r; aa r
-   483.611559 122 <IVER-Mm_hmm_Yeah_I_don't_think_especially_younger_kids_I_don't_really_think_they_would_automatically_judge_the>; U; U
+   483.611559 122 <IVER>; U; U
    483.756100 122 and; ae n d; ae nx
    483.864332 122 i; ay; ay
    484.327983 122 think; th ih ng k; th ih ng k
@@ -1169,17 +1167,17 @@ nfields 2
    505.120927 122 <SIL>; S; S
    505.425162 122 yknow; y uw n ow; y ih n ow
    505.529937 122 <VOCNOISE>; U; U
-   524.488757 122 <IVER-Um_what_about_the_issue_of_uh_interracial_adoption?_There's_a_lot_of_debate_about_um_you_know_these_there's_a_lot_of_African_American_kids_that_are_not_being_adopted_because_most_of_the_people_who_are_interested_in_adopting_uh_want_white>; U; U
+   524.488757 122 <IVER>; U; U
    524.784578 122 yeah; y ae; y ae
    525.239664 122 <SIL>; S; S
    525.543390 122 <VOCNOISE>; U; U
-   532.886009 122 <IVER-?_and_then_there's_some_people_that_say_I_don't_care_what_color_the_baby_is_I_I_want_the_baby_Sure_give_me_the_black_kid_You_know>; U; U
+   532.886009 122 <IVER>; U; U
    533.163159 122 yeah; y ae; n y ae
    533.210622 122 <VOCNOISE>; U; U
    533.296994 122 <SIL>; S; S
    533.469738 122 yeah; y ae; y ah
    533.777723 122 <VOCNOISE>; U; U
-   545.712342 122 <IVER-and_then_um_but_people_say_Look_you_know_you're_white_the_kid_is_black_You're_doing_the_kid_a_disservice_by_having_this_uh_interracial_adoption_situation_What_do_you_think_about_that?>; U; U
+   545.712342 122 <IVER>; U; U
    546.014165 122 <VOCNOISE>; U; U
    546.117622 122 <SIL>; S; S
    546.585062 122 um; ah m; ah m
diff --git a/s0503b.phones b/s0503b.phones
index fe291ae..36fcee9 100644
--- a/s0503b.phones
+++ b/s0503b.phones
@@ -1961,7 +1961,7 @@ nfields 2
   498.204643  122 eh
   498.264278  122 n
   498.329969  122 t
-  498.994320  122 IVER
+  498.994320  122 NOISE
   499.306694  122 ah
   499.453827  122 m
   499.999439  122 VOCNOISE
@@ -2223,5 +2223,4 @@ nfields 2
   568.702525  122 g
   568.802915  122 el
   568.936413  122 oy
-  568.936413  122 {E_TRANS}
   569.500000  122 {E_TRANS}
diff --git a/s0503b.words b/s0503b.words
index bada8df..881b99f 100644
--- a/s0503b.words
+++ b/s0503b.words
@@ -8,7 +8,6 @@ separator ;
 nfields 2
 #
    0.285197 122 <SIL>; S; S
-   0.285197 122 {B_TRANS}; B; B
    0.441882 122 to; t uw; t ih
    1.076959 122 diversity; d ih v er s ah t iy; d ih v er s ih dx iy
    1.650562 122 <VOCNOISE>; U; U
@@ -222,7 +221,8 @@ nfields 2
    68.502741 122 <LAUGH-adopted>; U; U
    78.066430 122 <IVER>; S; S
    78.360313 122 um-hum; em hh em; em hh em
-   104.946125 122 is; ih z; IVER ih s
+   104.722791 122 <IVER>; S; S
+   104.946125 122 is; ih z; ih s
    107.580537 122 <IVER>; S; S
    107.888640 122 that's; dh ae t s; dh eh t s
    108.242239 122 that's; dh ae t s; d eh t s
diff --git a/s0601b.words b/s0601b.words
index aa26fc8..4798e6c 100644
--- a/s0601b.words
+++ b/s0601b.words
@@ -370,7 +370,9 @@ nfields 1
    266.320771 122 people; p iy p el; p iy p el
    266.936564 122 prefer; p r ih f er; p er f er
    268.060348 122 <SIL>; S; S
-   269.806130 122 heterosexual; hh eh t ah r ow s eh k sh uw el; hh eh dx er ow SIL s eh k sh uh el
+   268.640858 122 hetero; hh eh t ah r ow s eh k sh uw el; hh eh dx er ow s eh k sh uh el
+   269.270748 122 <SIL>; S; S
+   269.806130 122 sexual; hh eh t ah r ow s eh k sh uw el; hh eh dx er ow s eh k sh uh el
    270.940448 122 <IVER>; S; S
    271.532670 122 relations; r ih l ey sh ah n z; r uh l ey sh ih n z
    271.754999 122 but; b ah t; b ah t
diff --git a/s0602a.words b/s0602a.words
index 26e3112..8211c90 100644
--- a/s0602a.words
+++ b/s0602a.words
@@ -714,7 +714,7 @@ nfields 1
    386.332259 122 go; g ow; g ow
    386.760105 122 <SIL>; S; S
    387.357636 122 <IVER>; S; S
-   387.914559 122 mm-hmm; em h em; em hh em
+   387.914559 122 mm-hmm; em hh em; em hh em
    388.972567 122 <IVER>; S; S
    389.416362 122 <VOCNOISE>; U; U
    389.570099 122 it; ih t; ih
@@ -899,7 +899,7 @@ nfields 1
    477.295999 122 every; eh v r iy; eh v r ih
    477.972478 122 weekend; w iy k eh n d; w iy k ih n d
    478.623690 122 <IVER>; S; S
-   479.018648 122 mm-hmm; em h em; em hh em
+   479.018648 122 mm-hmm; em hh em; em hh em
    479.259210 122 <VOCNOISE>; U; U
    480.260230 122 <SIL>; S; S
    486.565672 122 <IVER>; S; S
@@ -935,7 +935,7 @@ nfields 1
    503.537813 122 yeah; y ae; y ae
    504.169429 122 <VOCNOISE>; U; U
    511.450941 122 <IVER>; S; S
-   511.916930 122 mm-hmm; em h em; em hh em
+   511.916930 122 mm-hmm; em hh em; em hh em
    519.648357 122 <IVER>; S; S
    519.967258 122 yeah; y ae; y ae
    520.587750 122 <VOCNOISE>; U; U
@@ -945,7 +945,7 @@ nfields 1
    525.346508 122 all; aa l; aa l
    525.541804 122 <VOCNOISE>; U; U
    526.777837 122 <IVER>; S; S
-   527.325407 122 mm-hmm; em h em; em hh em
+   527.325407 122 mm-hmm; em hh em; em hh em
    527.524406 122 <VOCNOISE>; U; U
    527.911290 122 parties; p aa r t iy z; p aa r dx iy z
    528.184457 122 didn't; d ih d en t; d en t
@@ -1059,7 +1059,7 @@ nfields 1
    595.755526 122 <IVER>; S; S
    596.074160 122 yeah; y ae; y ae
    596.811521 122 <IVER>; S; S
-   597.205514 122 mm-hmm; em h em; em hh em
+   597.205514 122 mm-hmm; em hh em; em hh em
    605.124834 122 <IVER>; S; S
    605.881733 122 there's; dh eh r z; dh eh r z
    606.059620 122 a; ey; ah
diff --git a/s0602b.words b/s0602b.words
index 80673f7..9d58224 100644
--- a/s0602b.words
+++ b/s0602b.words
@@ -50,7 +50,6 @@ nfields 1
    11.793687 122 <IVER>; S; S
    12.141892 122 because; b ih k ah z; b ih k ih z
    12.302549 122 they; dh ey; z ey
-   12.309617 122 f; eh f;
    12.847816 122 always; aa l w ey z; ao l w ey z
    13.239370 122 dress; d r eh s; jh r eh s
    13.467785 122 up; ah p; ah p
@@ -816,7 +815,7 @@ nfields 1
    348.439999 122 <IVER>; S; S
    348.749527 122 <VOCNOISE>; U; U
    348.891437 122 <SIL>; S; S
-   348.931813 122 i've; ay v; SIL ae
+   348.931813 122 i've; ay v; ae
    349.109592 122 been; b ih n; b eh n
    349.371437 122 playing; p l ey ih ng; p l ey ih ng
    349.679019 122 video; v ih d iy ow; v ih dx iy ow
@@ -850,7 +849,7 @@ nfields 1
    363.994754 122 <SIL>; S; S
    364.276301 122 thirty; th er t iy; th er dx iy
    364.669313 122 people; p iy p el; p iy p el
-   365.167316 122 applying; ah p l ay ih ng; UNKNOWN p l ay ih ng
+   365.167316 122 applying; ah p l ay ih ng; p l ay ih ng
    365.337755 122 they; dh ey; n ey
    365.580468 122 let; l eh t; l eh tq
    365.948308 122 three; th r iy; th r iy
diff --git a/s0603a.phones b/s0603a.phones
index aeff9d9..a264a42 100644
--- a/s0603a.phones
+++ b/s0603a.phones
@@ -213,8 +213,7 @@ nfields 2
    48.708017  122 iy
    48.751281  122 v
    49.021390  122 f
-   49.272788  122 SIL
-   49.416612  122 ay
+   49.416612  122 SIL
    49.493938  122 m
    49.603938  122 iy
    49.820019  122 n
diff --git a/s0603a.words b/s0603a.words
index 8f68791..8ac7485 100644
--- a/s0603a.words
+++ b/s0603a.words
@@ -84,7 +84,6 @@ nfields 1
    48.213938 122 nature; n ey ch er; n ey ch r ah
    48.275376 122 i; ay; ih
    49.021390 122 believe; b ih l iy v; b el iy v f
-   49.272788 122 <SIL>; S; S
    49.416612 122 <SIL>; S; S
    49.820019 122 mean; m iy n; m iy n
    50.107666 122 <SIL>; S; S
diff --git a/s0701a.phones b/s0701a.phones
index 01a5f73..9d6afc1 100644
--- a/s0701a.phones
+++ b/s0701a.phones
@@ -356,7 +356,6 @@ nfields 2
    44.245372  122 ay
    44.448105  122 ah
    44.633375  122 m
-   44.935699  122 NOISE
    45.294419  122 SIL
    45.439634  122 ae
    45.475937  122 v
diff --git a/s0701a.words b/s0701a.words
index b880036..bf825df 100644
--- a/s0701a.words
+++ b/s0701a.words
@@ -118,7 +118,7 @@ nfields 2
    33.547667 122 that; dh ae t; dh ae dx
    33.698438 122 i; ay; ay
    33.751956 122 <SIL>; S; S
-   33.971323 122 thought; th aa t; SIL th ao tq
+   33.971323 122 thought; th aa t; th ao tq
    34.078438 122 i; ay; ay
    34.185710 122 could; k uh d; k uh d
    34.407445 122 just; jh ah s t; jh ih s
@@ -152,7 +152,6 @@ nfields 2
    43.992736 122 i; ay; ay
    44.245372 122 i; ay; ay
    44.633375 122 um; ah m; ah m
-   44.935699 122 <NOISE>; U; U
    45.294419 122 <SIL>; S; S
    45.475937 122 have; hh ae v; ae v
    45.688084 122 very; v eh r iy; v eh r ih
@@ -290,7 +289,7 @@ nfields 2
    159.833685 122 five; f ay v; f ay v
    160.731938 122 children; ch ih l d r ah n; ch ih l d er ih n
    160.831938 122 <SIL>; S; S
-   161.215344 122 i; ay; SIL ay
+   161.215344 122 i; ay; ay
    161.643308 122 have; hh ae v; hh ae v
    161.967189 122 four; f ow r; f ao r
    162.331422 122 children; ch ih l d r ah n; ch ih l d r eh m
@@ -358,7 +357,6 @@ nfields 2
    179.328812 122 a; ey; ih
    179.750051 122 graduate; g r ae d y uw ey t; g r ae jh uw ih t
    179.948812 122 from; f r ah m; f ah m
-   180.188812 122 ohio; ow hh ay ow;
    180.559683 122 <EXCLUDE-name>; U; U
    180.873584 122 <VOCNOISE>; U; U
    180.954401 122 <SIL>; S; S
@@ -374,7 +372,7 @@ nfields 2
    183.193095 122 son; s ah n; s ah n
    183.646449 122 who's; hh uw z; uw s
    183.699664 122 <SIL>; S; S
-   183.989915 122 uh; ah; SIL aa
+   183.989915 122 uh; ah; aa
    184.244680 122 <CUTOFF-nin=nineteen>; U; U
    184.689906 122 uh; ah; ah
    184.770723 122 <EXCLUDE-let's>; U; U
@@ -509,7 +507,7 @@ nfields 2
    223.426924 122 thinking; th ih ng k ih ng; s ih hh
    223.589432 122 yeah; y ae; y aa
    223.621685 122 <SIL>; S; S
-   223.730586 122 and; ae n d; SIL aa n
+   223.730586 122 and; ae n d; aa n
    223.966759 122 whenever; w eh n eh v er; w eh nx eh v er
    224.029688 122 i; ay; ay
    224.369688 122 complain; k ah m p l ey n; k ah m p l ey n
@@ -593,7 +591,7 @@ nfields 2
    240.504437 122 close; k l ow z; k l ow s
    240.824313 122 to; t uw; t ah
    240.883704 122 <SIL>; S; S
-   241.029333 122 to; t uw; SIL t ah
+   241.029333 122 to; t uw; t ah
    241.217380 122 my; m ay; m ay
    241.698588 122 children; ch ih l d r ah n; ch ih l dx er ih n
    241.972748 122 <IVER>; S; S
@@ -705,7 +703,7 @@ nfields 2
    278.119507 122 bed; b eh d; b eh dx
    278.228375 122 at; ae t; eh t
    278.278375 122 <SIL>; S; S
-   278.552154 122 seven; s eh v ah n; SIL s eh v ih n
+   278.552154 122 seven; s eh v ah n; s eh v ih n
    278.888375 122 thirty; th er t iy; th ah r tq iy
    279.078375 122 so; s ow; s ow
    279.208375 122 i; ay; ay
diff --git a/s0702a.phones b/s0702a.phones
index acd58ae..a370379 100644
--- a/s0702a.phones
+++ b/s0702a.phones
@@ -4620,6 +4620,7 @@ nfields 2
   489.988437  122 d
   490.080387  122 ih
   490.159523  122 d
+  490.350073  122 SIL
   490.463123  122 t
   490.569497  122 ey
   490.601122  122 g
diff --git a/s0702a.words b/s0702a.words
index aeea437..9acda2b 100644
--- a/s0702a.words
+++ b/s0702a.words
@@ -1804,6 +1804,7 @@ nfields 3
    489.359118 122 i'm; ay m; aa m
    489.600617 122 not; n aa t; n aa dx
    490.159523 122 interested; ih n t ah r eh s t ah d; ih n t r ih s d ih d
+   490.350073 122 <SIL>; S; S
    490.601122 122 take; t ey k; t ey g
    490.690453 122 it; ih t; ih t
    491.043871 122 back; b ae k; b ae k
diff --git a/s0702b.phones b/s0702b.phones
index 006f22a..a719151 100644
--- a/s0702b.phones
+++ b/s0702b.phones
@@ -4012,7 +4012,7 @@ nfields 2
   463.082742  122 th
   463.257080  122 ih
   463.282148  122 tq
-  463.360777  122 VOCNOISE
+  463.360777  122 SIL
   463.402937  122 y
   463.442818  122 ih
   463.483839  122 n
@@ -4343,7 +4343,7 @@ nfields 2
   535.549970  122 f
   535.567062  122 y
   535.604664  122 ih
-  535.681008  122 VOCNOISE
+  535.681008  122 SIL
   535.796094  122 ih
   535.905483  122 f
   535.945364  122 y
@@ -4718,6 +4718,7 @@ nfields 2
   566.314630  122 eh
   566.425259  122 b
   566.472819  122 uh
+  566.544371  122 SIL
   566.623771  122 b
   566.649616  122 ah
   566.737499  122 jh
@@ -4746,7 +4747,7 @@ nfields 2
   569.160991  122 z
   569.294366  122 ih
   569.332621  122 n
-  569.408095  122 SIL
+  569.408095  122 VOCNOISE
   569.601437  122 ao
   569.680015  122 r ; *
   569.709998  122 dx
@@ -4790,7 +4791,7 @@ nfields 2
   573.397964  122 t
   573.450693  122 ih
   573.526169  122 b
-  573.896309  122 iy
+  573.792530  122 iy
   573.934564  122 eh
   574.101024  122 n
   574.238534  122 ih
diff --git a/s0702b.words b/s0702b.words
index a7fe2a8..712c7fb 100644
--- a/s0702b.words
+++ b/s0702b.words
@@ -1511,10 +1511,12 @@ nfields 2
    410.181222 122 and; ae n d; ih n
    410.888375 122 <VOCNOISE>; U; U
    411.127154 122 people; p iy p el; p iy p el
-   411.457250 122 <VOCNOISE-say_is_that>; U; U
+   411.261642 122 say; U; U
+   411.343322 122 <SIL>; U; U
+   411.401250 122 is; U; U
+   411.457250 122 that; U; U
    411.509250 122 a; ey; ah
    411.906547 122 baby; b ey b iy; b ey b iy
-   413.251923 122 <LAUGH>; U; U
    419.213461 122 <IVER>; S; S
    419.444024 122 yeah; y ae; y ih
    419.604819 122 you; y uw; y ah
@@ -1631,7 +1633,7 @@ nfields 2
    463.365851 122 <SIL>; S; S
    463.549928 122 yknow; y uw n ow; y ih n ow
    463.673956 122 i'm; ay m; ay m
-   463.762873 122 but; b ah t; VOCNOISE
+   463.762873 122 <VOCNOISE>; U; U
    463.870400 122 i; ay; ay
    464.121641 122 <VOCNOISE-always>; U; U
    464.244000 122 have; hh ae v; ae v
@@ -1747,7 +1749,7 @@ nfields 2
    528.940243 122 have; hh ae v; hh ae v
    529.274899 122 this; dh ih s; th ih s
    529.346685 122 <SIL>; S; S
-   529.591674 122 this; dh ih s; SIL dh ih s
+   529.591674 122 this; dh ih s; dh ih s
    529.829407 122 thing; th ih ng; th ih ng
    529.949470 122 of; ah v; ah v
    530.510755 122 <HES-seeing>; U; U
@@ -1786,7 +1788,7 @@ nfields 2
    538.334544 122 able; ey b el; r ey b el
    538.463366 122 to; t uw; t ow
    538.941879 122 order; ow r d er; ao r dx er
-   539.060284 122 <SIL>; S; S
+   539.060284 122 <NOISE>; S; S
    539.226752 122 the; dh iy; dh ih
    539.811938 122 sequence; s iy k w ah n s; s iy k w eh n s
    540.091095 122 <VOCNOISE-instead>; U; U
@@ -1828,7 +1830,7 @@ nfields 2
    547.049223 122 for; f ow r; f er
    547.178499 122 <CUTOFF-so=something>; U; U
    547.445249 122 <VOCNOISE>; U; U
-   547.474198 122 i; ay;
+   547.474198 122 i; ay; ay
    547.577590 122 mean; m iy n; m iy
    547.862950 122 <VOCNOISE>; U; U
    547.932691 122 why; w ay; w ay
@@ -1890,7 +1892,7 @@ nfields 2
    561.989965 122 yknow; y uw n ow; y ih n ow
    562.326315 122 <VOCNOISE>; U; U
    562.392199 122 <SIL>; S; S
-   562.533098 122 could; k uh d; SIL k ih d
+   562.533098 122 could; k uh d; k ih d
    562.641659 122 you; y uw; y uw
    562.983883 122 <VOCNOISE-take_care>; U; U
    563.165334 122 my; m ay; m ay
@@ -1962,7 +1964,7 @@ nfields 2
    577.723465 122 different; d ih f ah r ah n t; d ih f r ih n
    577.897549 122 but; b ah t; b ah tq
    578.480288 122 <VOCNOISE>; U; U
-   578.606426 122 we; w iy; VOCNOISE w iy
+   578.606426 122 we; w iy; w iy
    578.861200 122 have; hh ae v; hh ae v
    579.090298 122 <VOCNOISE>; U; U
    579.232374 122 we're; w iy r; w er
diff --git a/s0703a.phones b/s0703a.phones
index 4756520..373d87c 100644
--- a/s0703a.phones
+++ b/s0703a.phones
@@ -816,8 +816,6 @@ nfields 2
   160.717000  122 ah
   160.777000  122 hh
   160.957000  122 ah
-  161.814235  122 IVER
-  163.154988  122 LAUGH
   166.208978  122 IVER
   166.425539  122 y
   166.705682  122 ae
diff --git a/s0703a.words b/s0703a.words
index 4e811cb..aee1094 100644
--- a/s0703a.words
+++ b/s0703a.words
@@ -334,7 +334,6 @@ nfields 2
    160.598437 122 <IVER>; S; S
    160.717000 122 uh; ah; ah
    160.957000 122 huh; hh ah; hh ah
-   163.154988 122 <LAUGH>; U; U
    166.205761 122 <IVER>; S; S
    166.704836 122 yeah; y ae; y ae
    176.136780 122 <IVER>; S; S
@@ -608,7 +607,7 @@ nfields 2
    270.458089 122 same; s ey m; s ey m
    277.953049 122 <IVER>; S; S
    278.236807 122 right; r ay t; r ay tq
-   279.417944 122 which; w ih ch; IVER w ih ch
+   279.417944 122 which; w ih ch; w ih ch
    279.496654 122 is; ih z; ih z
    279.600240 122 what; w ah t; w ah
    279.765914 122 we; w iy; w iy
@@ -816,7 +815,7 @@ nfields 2
    355.862148 122 that; dh ae t; dh ae tq
    356.291405 122 money; m ah n iy; m ah nx iy
    356.950073 122 <VOCNOISE>; U; U
-   357.034992 122 <CUTOFF-=I>; U; U
+   357.034992 122 i; U; U
    357.082112 122 <SIL>; S; S
    357.280958 122 i; ay; ay
    357.332511 122 it; ih t; ih
@@ -839,7 +838,7 @@ nfields 2
    360.642937 122 was; w ah z; w ah z
    360.842937 122 my; m ay; m ay
    361.202937 122 money; m ah n iy; m ah nx iy
-   361.536853 122 <LAUGH-so>; U; U
+   361.536853 122 so; U; U
    361.805088 122 why; w ay; w ay
    361.999781 122 should; sh uh d; sh uh dx
    362.138961 122 it; ih t; ih t
@@ -1409,7 +1408,7 @@ nfields 2
    570.245559 122 love; l ah v; l ah v
    570.360250 122 i; ay; ay
    570.638740 122 can; k ae n; k ih n
-   571.606773 122 <NOISE>; U; U
+   571.606773 122 <VOCNOISE>; U; U
    571.672528 122 i; ay; ay
    571.800649 122 have; hh ae v; hh ae v
    571.908510 122 it; ih t; ih t
diff --git a/s0703b.phones b/s0703b.phones
index 5b82dd5..b896465 100644
--- a/s0703b.phones
+++ b/s0703b.phones
@@ -3053,11 +3053,7 @@ nfields 2
   444.750456  122 b
   444.800682  122 m
   444.981407  122 iy
-  445.053769  122 n
-  445.208204  122 aa
-  445.297269  122 k
-  445.428787  122 ah
-  445.474313  122 tq
+  445.474313  122 UNKNOWN
   445.548402  122 b
   445.664312  122 ah
   445.703235  122 t
@@ -4064,9 +4060,7 @@ nfields 2
   582.245500  122 ih
   582.378151  122 n
   582.860413  122 VOCNOISE
-  582.953393  122 y
-  582.999263  122 ih
-  583.196381  122 th
+  583.196381  122 UNKNOWN
   583.304237  122 th
   583.351351  122 r
   583.404660  122 iy
diff --git a/s0704a.phones b/s0704a.phones
index 8c10156..3da5267 100644
--- a/s0704a.phones
+++ b/s0704a.phones
@@ -1341,7 +1341,7 @@ nfields 2
   139.316756  122 n
   139.457043  122 VOCNOISE
   139.550570  122 aa
-  139.640062  122 ih
+  139.640062  122 UNKNOWN
   139.702282  122 dh
   139.793206  122 ey
   139.870062  122 s
diff --git a/s0704a.words b/s0704a.words
index 4d93673..1c7df35 100644
--- a/s0704a.words
+++ b/s0704a.words
@@ -380,8 +380,7 @@ nfields 2
    106.072808 122 my; m ay; m ay
    106.338764 122 dead; d eh d; d eh d
    106.777544 122 body; b aa d iy; b aa dx iy
-   106.890563 122 <LAUGH>; U; U
-   107.279445 122 <LAUGH-yknow>; U; U
+   107.279445 122 yknow; U; U
    107.558852 122 he's; hh iy z; hh iy z
    107.759319 122 not; n aa t; n aa d
    108.040563 122 allowed; ah l aw d; el aw d
diff --git a/s0801a.phones b/s0801a.phones
index 46c07a9..913a91d 100644
--- a/s0801a.phones
+++ b/s0801a.phones
@@ -2965,8 +2965,6 @@ nfields 2
   423.171149  122 ao; *
   423.211149  122 t
   423.481149  122 er
-  423.581431  122 SIL
-  424.096608  122 LAUGH
   438.089554  122 IVER
   438.182775  122 b
   438.251295  122 r
diff --git a/s0801a.words b/s0801a.words
index 79aa827..4065dac 100644
--- a/s0801a.words
+++ b/s0801a.words
@@ -14,14 +14,14 @@ nfields 3
    15.145460 122 ok; ow k ey; k ey
    16.283639 122 <IVER>; S; S
    16.315711 122 <SIL>; S; S
-   16.523256 122 um-hum; em hh em; SIL ah m hh ah m
+   16.523256 122 um-hum; em hh em; ah m hh ah m
    31.475329 122 <IVER>; S; S
    31.750888 122 um-hum; em hh em; ah m hh ah m
    37.950967 122 <IVER>; S; S
    38.208555 122 great; g r ey t; g r ey t
    41.119901 122 <IVER>; S; S
    41.180994 122 <SIL>; S; S
-   41.485489 122 um-hum; em hh em; SIL ah m hh ah m
+   41.485489 122 um-hum; em hh em; ah m hh ah m
    45.479246 122 <IVER>; S; S
    45.881100 122 sure; sh uw r; ch er
    45.975637 122 <SIL>; S; S
@@ -1197,8 +1197,6 @@ nfields 3
    422.762008 122 up; ah p; ah p
    422.941149 122 <SIL>; S; S
    423.481149 122 water; w aa t er; w ao t er
-   423.581431 122 <SIL>; S; S
-   424.096608 122 <LAUGH-no>; U; U
    438.089554 122 <IVER>; S; S
    438.542907 122 right; r ay t; b r ay tq
    439.420085 122 <IVER>; S; S
@@ -1586,7 +1584,7 @@ nfields 3
    587.878321 122 <SIL>; S; S
    590.213984 122 <IVER>; S; S
    590.267961 122 <SIL>; S; S
-   590.525486 122 um-hum; em hh em; SIL ah m hh ah m
+   590.525486 122 um-hum; em hh em; ah m hh ah m
    592.291787 122 <IVER>; S; S
    592.509038 122 yeah; y ae; y ae
    593.748328 122 <LAUGH>; U; U
diff --git a/s0801b.phones b/s0801b.phones
index 390fd96..1bca1fe 100644
--- a/s0801b.phones
+++ b/s0801b.phones
@@ -583,8 +583,8 @@ nfields 2
    67.485778  122 n
    67.604625  122 ow
    67.684626  122 b
-   67.831424  122 dx
-   67.872221  122 t ; *
+   67.831424  122 eh
+   67.872221  122 dx
    67.944626  122 er
    68.044626  122 b
    68.126077  122 ah
@@ -1294,7 +1294,7 @@ nfields 2
   205.683735  122 hh
   205.748500  122 iy
   205.840126  122 r
-  205.962518  122 eh
+  205.962518  122 UNKNOWN
   206.817743  122 LAUGH
   206.915603  122 SIL
   206.991625  122 k
@@ -1727,7 +1727,7 @@ nfields 2
   259.280822  122 dh
   259.335219  122 eh
   259.425563  122 r
-  260.118313  122 SIL
+  260.118313  122 VOCNOISE
   260.218500  122 y
   260.511555  122 eh
   271.207389  122 IVER
@@ -2186,8 +2186,6 @@ nfields 2
   352.254937  122 aa
   352.284938  122 tq
   352.473346  122 er
-  354.415782  122 SIL
-  354.465646  122 NOISE
   354.651767  122 SIL
   354.793159  122 y
   355.128605  122 ae
@@ -2789,7 +2787,7 @@ nfields 2
   451.611297  122 dh
   451.682692  122 eh
   451.776751  122 r
-  451.926750  122 SIL
+  451.926750  122 VOCNOISE
   452.026751  122 s
   452.066751  122 ih
   452.206751  122 sh
@@ -2853,7 +2851,7 @@ nfields 2
   458.249731  122 dh
   458.612380  122 aw
   458.750638  122 m
-  459.279289  122 SIL
+  459.279289  122 IVER
   459.337085  122 ih
   459.358617  122 dx
   459.398848  122 ao
diff --git a/s0801b.words b/s0801b.words
index 3e1b97a..1e49ade 100644
--- a/s0801b.words
+++ b/s0801b.words
@@ -231,7 +231,7 @@ nfields 2
    67.304626 122 and; ae n d; en
    67.394625 122 we; w iy; w iy
    67.604625 122 know; n ow; n ow
-   67.944626 122 better; b eh t er; b dx t er
+   67.944626 122 better; b eh t er; b eh dx er
    68.178207 122 but; b ah t; b ah tq
    68.325531 122 <SIL>; S; S
    68.402593 122 we; w iy; w ih
@@ -274,7 +274,7 @@ nfields 2
    76.415964 122 my; m ay; m ay
    77.099500 122 gosh; g aa sh; g aa sh
    77.960621 122 <IVER>; S; S
-   78.009437 122 you're; y uw r;
+   78.009437 122 you're; y uw r; er
    78.178207 122 so; s ow; s ow
    78.902371 122 embarrassed; eh m b ae r ah s t; em b eh r eh s t
    79.314879 122 <VOCNOISE>; U; U
@@ -820,7 +820,7 @@ nfields 2
    336.453256 122 about; ah b aw t; b aw t
    336.762643 122 <CUTOFF-si=six>; U; U
    336.827562 122 <SIL>; S; S
-   337.167218 122 yeah; y ae; SIL y ae
+   337.167218 122 yeah; y ae; y ae
    338.007034 122 <SIL>; S; S
    338.167563 122 did; d ih d; t ih d
    338.252896 122 we; w iy; w iy
@@ -891,8 +891,6 @@ nfields 2
    352.004937 122 and; ae n d; en
    352.284938 122 got; g aa t; g aa tq
    352.473346 122 her; hh er; er
-   354.415782 122 <SIL>; S; S
-   354.465646 122 <SIL>; S; S
    354.651501 122 <SIL>; S; S
    355.128605 122 yeah; y ae; y ae
    356.098689 122 <SIL>; S; S
@@ -1277,8 +1275,6 @@ nfields 2
    490.920532 122 <IVER>; S; S
    491.403181 122 yeah; y ae; y ae
    493.230257 122 <IVER>; S; S
-   494.403076 122 yeah; y ae; y aa
-   494.823704 122 yeah; y ae; n y ae
    496.489433 122 <SIL>; S; S
    496.618626 122 i; ay; eh
    496.785569 122 think; th ih ng k; eng
@@ -1314,7 +1310,7 @@ nfields 2
    524.696596 122 <SIL>; S; S
    524.918716 122 but; b ah t; b ah tq
    524.994644 122 <SIL>; S; S
-   525.169972 122 we; w iy; SIL w iy
+   525.169972 122 we; w iy; w iy
    525.348227 122 had; hh ae d; hh ey d
    525.601282 122 caught; k aa t; k ao t
    525.727875 122 her; hh er; er
@@ -1396,9 +1392,6 @@ nfields 2
    544.515035 122 <VOCNOISE>; U; U
    544.677744 122 i'm; ay m; eh m
    545.231858 122 caught; k aa t; k ao t
-   545.549351 122 <LAUGH>; U; U
-   547.063000 122 <LAUGH-it's_hilarious>; U; U
-   548.473249 122 <VOCNOISE>; U; U
    548.684321 122 <IVER>; S; S
    548.946376 122 yeah; y ae; n y ae
    550.890159 122 <IVER>; S; S
diff --git a/s0802a.phones b/s0802a.phones
index 014975c..d0245a8 100644
--- a/s0802a.phones
+++ b/s0802a.phones
@@ -1561,11 +1561,7 @@ nfields 2
   236.649191  122 z
   236.678098  122 t
   236.689036  122 ih
-  236.754562  122 l
-  236.821850  122 ow
-  236.874562  122 l
-  237.026537  122 ey
-  237.172633  122 en
+  237.172633  122 UNKNOWN
   237.242946  122 l
   237.324197  122 ow; *
   237.401542  122 k
diff --git a/s0802a.words b/s0802a.words
index a04b340..df2d092 100644
--- a/s0802a.words
+++ b/s0802a.words
@@ -1115,7 +1115,7 @@ nfields 3
    458.389205 122 husband; hh ah z b ah n d; ah z b ah n
    458.433997 122 and; ae n d; en
    458.625625 122 i; ay; ay
-   459.024099 122 <NOISE>; U; U
+   459.024099 122 <VOCNOISE>; U; U
    459.447021 122 before; b ih f ow r; b ah f ao r
    459.582955 122 we; w iy; w iy
    459.681250 122 were; w er; w er
diff --git a/s0802b.phones b/s0802b.phones
index f3c6fd9..41f0f4e 100644
--- a/s0802b.phones
+++ b/s0802b.phones
@@ -1816,10 +1816,7 @@ nfields 2
   193.966446  122 ah
   194.077500  122 m
   194.856223  122 VOCNOISE
-  195.000382  122 k
-  195.081754  122 hh
-  195.224154  122 ao
-  195.371862  122 r
+  195.371862  122 UNKNOWN
   195.634540  122 IVER
   196.074125  122 VOCNOISE
   196.106839  122 y
@@ -2349,7 +2346,7 @@ nfields 2
   254.394329  122 d
   254.519281  122 iy; *
   254.649249  122 ah
-  254.800959  122 IVER
+  254.800959  122 VOCNOISE
   254.925909  122 t
   254.959250  122 ih
   255.109250  122 t
diff --git a/s0803b.phones b/s0803b.phones
index ce27668..76740d0 100644
--- a/s0803b.phones
+++ b/s0803b.phones
@@ -458,8 +458,7 @@ nfields 2
    63.810708  122 IVER
    64.048687  122 n
    64.478687  122 ow
-   66.787942  122 IVER
-   67.422921  122 VOCNOISE
+   67.422921  122 IVER
    67.654667  122 y
    67.971065  122 aa
    68.178096  122 ah
diff --git a/s0803b.words b/s0803b.words
index 81a489a..0df775d 100644
--- a/s0803b.words
+++ b/s0803b.words
@@ -184,8 +184,7 @@ nfields 2
    56.274295 122 <VOCNOISE>; U; U
    63.810708 122 <IVER>; S; S
    64.478687 122 no; n ow; n ow
-   66.787942 122 <IVER>; S; S
-   67.422921 122 <VOCNOISE>; U; U
+   67.422921 122 <IVER>; U; U
    67.973357 122 yeah; y ae; y aa
    68.986813 122 unfortunately; ah n f ow r ch uw n ah t l iy; ah n f ao r ch ih n ah tq l iy
    69.469687 122 <VOCNOISE>; U; U
@@ -351,7 +350,7 @@ nfields 2
    109.654245 122 <SIL>; S; S
    110.307010 122 <VOCNOISE>; U; U
    110.448253 122 <SIL>; S; S
-   110.882775 122 no; n ow; n ow
+   111.002637 122 no; n ow; n ow
    111.271697 122 <VOCNOISE>; U; U
    111.624820 122 unless; ah n l eh s; ih n l eh s
    111.733672 122 they; dh ey; dh ey
@@ -1618,4 +1617,5 @@ nfields 2
    558.427321 122 um-hum; em hh em; em hh em
    564.243948 122 <IVER>; S; S
    564.699841 122 um-hum; em hh em; em hh em
+   569.000002 122 <SIL>; S; S
    569.420000 122 {E_TRANS}; E; E
diff --git a/s0901a.phones b/s0901a.phones
index 86aa687..1eb4071 100644
--- a/s0901a.phones
+++ b/s0901a.phones
@@ -2189,39 +2189,7 @@ nfields 2
   290.255625  122 b
   290.390620  122 ah
   290.490549  122 tq
-  290.613390  122 y
-  290.722055  122 ih
-  290.849437  122 s
-  290.889437  122 t
-  291.019708  122 ih
-  291.074041  122 l
-  291.137824  122 eh
-  291.175621  122 v
-  291.220505  122 b
-  291.274838  122 ih
-  291.309437  122 n
-  291.376418  122 ih
-  291.449437  122 n; *
-  291.529437  122 s
-  291.629437  122 ah
-  291.662258  122 l; *
-  291.770925  122 t
-  291.844157  122 ih
-  291.889437  122 ng
-  291.957548  122 m
-  292.089437  122 iy
-  292.167796  122 f
-  292.245752  122 er
-  292.314259  122 eh
-  292.369437  122 n
-  292.460723  122 aw
-  292.524505  122 r
-  292.604824  122 eh
-  292.654433  122 n
-  292.699317  122 ah
-  292.739437  122 hh
-  292.969437  122 ae
-  293.117447  122 f
+  293.117447  122 LAUGH
   294.083637  122 IVER
   295.766865  122 LAUGH
   295.895535  122 y
diff --git a/s0901a.words b/s0901a.words
index 4b40a02..bd507d2 100644
--- a/s0901a.words
+++ b/s0901a.words
@@ -1614,6 +1614,3 @@ nfields 3
    591.928261 122 before; b ih f ow r; b ih f ao r
    600.089729 122 <IVER>; S; S
    600.089735 122 {E_TRANS}; E; E
-   600.255980 122 <IVER>; S; S
-   600.408590 122 uh; ah; em
-   600.782483 122 huh; hh ah; hh em
diff --git a/s0903a.phones b/s0903a.phones
index fcbf924..896a3a4 100644
--- a/s0903a.phones
+++ b/s0903a.phones
@@ -103,7 +103,7 @@ nfields 2
    14.149759  122 ah
    14.225562  122 m
    14.294461  122 iy
-   14.365562  122 n
+   14.366000  122 n
    14.412856  122 b
    14.445562  122 ih; *
    14.560849  122 f
@@ -210,7 +210,7 @@ nfields 2
    24.037188  122 dh
    24.235739  122 eh
    24.428709  122 t
-   26.036625  122 SIL
+   26.037000  122 SIL
    26.146625  122 ih
    26.198236  122 t
    26.287753  122 w
diff --git a/s0903b.words b/s0903b.words
index 2c31b77..3424a2a 100644
--- a/s0903b.words
+++ b/s0903b.words
@@ -773,7 +773,7 @@ nfields 3
    489.399999 122 <IVER>; S; S
    489.862498 122 right; r ay t; r ay tq
    490.016664 122 <SIL>; S; S
-   490.355523 122 right; r ay t; SIL r ay tq
+   490.355523 122 right; r ay t; r ay tq
    491.638760 122 <IVER>; S; S
    491.831352 122 because; b ih k ah z; k ih z
    491.979270 122 that; dh ae t; z eh dx
@@ -986,4 +986,3 @@ nfields 3
    547.452485 122 <IVER>; S; S
    550.303410 122 <NOISE>; U; U
    552.811313 122 {E_TRANS}; E; E
-   552.811313 122 <IVER>; S; S
diff --git a/s1001a.phones b/s1001a.phones
index 5681905..4e4b7e9 100644
--- a/s1001a.phones
+++ b/s1001a.phones
@@ -8,42 +8,6 @@ separator ;
 nfields 2
 #
     1.000000  122 {B_TRANS}
-    2.932313  122 IVER
-    2.985074  122 eh
-    3.032478  122 hh
-    3.100491  122 eh
-    3.193375  122 t
-    3.283375  122 eh
-    3.393375  122 s
-    3.436437  122 t
-    3.485901  122 w
-    3.550823  122 ah
-    3.615740  122 n
-    3.713375  122 t
-    3.809476  122 uw
-    3.893375  122 th
-    3.933375  122 r
-    4.051645  122 iy
-    4.149543  122 f
-    4.253625  122 ow
-    4.313375  122 r
-    4.409231  122 f
-    4.698799  122 ay
-    4.743375  122 v
-    4.790514  122 f
-    4.940969  122 ay
-    4.983375  122 v
-    5.033375  122 f
-    5.105850  122 ow
-    5.146040  122 ih
-    5.229511  122 th
-    5.270731  122 r
-    5.346989  122 iy
-    5.453375  122 t
-    5.513375  122 uw
-    5.593375  122 w
-    5.675716  122 ah
-    5.772584  122 n
    18.648898  122 IVER
    18.764125  122 t
    18.844125  122 eh
@@ -290,8 +254,7 @@ nfields 2
    87.318865  122 ow
    87.494024  122 ah
    87.558630  122 p
-   87.733875  122 s
-   87.903875  122 ah
+   87.903875  122 IVER
    88.764619  122 SIL
    88.903887  122 ah
    89.006063  122 ay
@@ -838,9 +801,6 @@ nfields 2
   174.796000  122 g
   175.082058  122 ao
   175.146000  122 n
-  175.201563  122 b
-  175.271571  122 ah
-  175.303156  122 t
   175.672131  122 IVER
   175.818573  122 eh
   175.970757  122 ae
@@ -938,9 +898,7 @@ nfields 2
   186.022126  122 oy ; *
   186.097250  122 z
   186.322188  122 iy
-  186.475808  122 IVER
-  186.617946  122 y
-  186.843351  122 eh
+  186.843351  122 IVER
   187.453891  122 SIL
   187.555937  122 s
   187.799528  122 ah
@@ -1428,9 +1386,6 @@ nfields 2
   260.233702  122 ih
   260.276773  122 ng
   260.331329  122 k
-  260.451928  122 IVER
-  260.548120  122 y
-  260.689750  122 eh
   267.143749  122 IVER
   267.191127  122 n
   267.308854  122 ow
@@ -2704,7 +2659,7 @@ nfields 2
   383.278045  122 y
   383.307930  122 ih
   383.397584  122 s
-  383.497543  122 th
+  383.497543  122 UNKNOWN
   383.633570  122 s
   383.686688  122 y
   383.725286  122 ih
@@ -2784,10 +2739,7 @@ nfields 2
   388.873678  122 iy
   388.938600  122 f
   389.054017  122 ay
-  389.124091  122 p
-  389.204466  122 iy ; *
-  389.269438  122 p
-  389.509496  122 el
+  389.509496  122 IVER
   389.585754  122 w
   389.676438  122 ey ; *
   389.721781  122 d
@@ -2902,10 +2854,6 @@ nfields 2
   398.236500  122 s
   398.403770  122 ow
   398.446500  122 SIL
-  406.479023  122 IVER
-  406.593117  122 em
-  406.678649  122 hh
-  406.924940  122 em
   407.939986  122 IVER
   408.016688  122 r
   408.215131  122 ay
@@ -3585,8 +3533,7 @@ nfields 2
   474.627448  122 ih
   474.684126  122 p
   474.842824  122 SIL
-  474.994305  122 ih
-  475.084989  122 dh
+  475.084989  122 UNKNOWN
   475.157125  122 eh
   475.223077  122 m
   475.256054  122 w
@@ -3641,7 +3588,7 @@ nfields 2
   478.341380  122 g
   478.394966  122 ih
   478.446491  122 t
-  478.569122  122 s
+  478.569122  122 UNKNOWN
   478.626625  122 y
   478.656625  122 ih
   478.695874  122 k
@@ -3858,8 +3805,6 @@ nfields 2
   495.400327  122 dh
   495.450821  122 eh
   495.531062  122 r
-  495.857867  122 ao
-  496.003169  122 l
   497.131570  122 IVER
   497.238062  122 r
   497.368062  122 ay
@@ -4070,8 +4015,6 @@ nfields 2
   525.130062  122 f
   525.193771  122 l
   525.306097  122 ay
-  525.460669  122 aa
-  525.494676  122 n
   525.593605  122 IVER
   525.854323  122 SIL
   525.956000  122 s
@@ -4422,8 +4365,7 @@ nfields 2
   555.762250  122 b
   555.980046  122 oy
   556.419005  122 LAUGH
-  556.511000  122 aa
-  556.551000  122 s
+  556.551000  122 IVER
   556.588042  122 g
   556.641629  122 ah
   556.661000  122 nx
@@ -4715,7 +4657,5 @@ nfields 2
   592.686822  122 eh
   592.777285  122 hh
   592.973759  122 SIL
-  593.093905  122 ah
-  593.156098  122 hh
-  593.305927  122 ahn
+  593.305927  122 IVER
   594.000000  122 {E_TRANS}
diff --git a/s1001a.words b/s1001a.words
index bf8f9fe..de55747 100644
--- a/s1001a.words
+++ b/s1001a.words
@@ -8,8 +8,6 @@ separator ;
 nfields 3
 #
    1.000000 122 {B_TRANS}; B; B
-   2.935278 122 <IVER>; S; S
-   5.770282 122 <EXCLUDE-okay_test_one_two_three_four_five_five_four_three_two_one>; U; U
    18.650788 122 <IVER>; S; S
    18.947000 122 test; t eh s t; t eh s
    19.136000 122 one; w ah n; w ah n
@@ -59,10 +57,10 @@ nfields 3
    76.636000 122 before; b ih f ow r; b iy f ah r
    76.676000 122 i; ay; er
    77.130000 122 retire; r iy t ay er; r ih t ay er
-   78.095000 122 i'm; ay m; IVER ah m
+   78.095000 122 i'm; ay m; ah m
    78.265000 122 <CUTOFF-reti=retiring>; U; U
    78.309820 122 <SIL>; S; S
-   78.482000 122 i; ay; SIL ay
+   78.482000 122 i; ay; ay
    78.697000 122 i; ay; ay
    78.765000 122 <CUTOFF-ha=have>; U; U
    78.923000 122 i'm; ay m; ah m
@@ -271,7 +269,7 @@ nfields 3
    143.806000 122 <IVER>; S; S
    144.048000 122 oh; ow; ow
    144.378000 122 wow; w aw; w aw
-   145.765000 122 oh; ow; IVER ow
+   145.765000 122 oh; ow; ow
    145.854000 122 <VOCNOISE>; U; U
    145.982000 122 so; s ow; s ih
    146.115000 122 you; y uw; y uw
@@ -296,7 +294,7 @@ nfields 3
    161.464000 122 <VOCNOISE>; U; U
    161.675000 122 yeah; y ae; eh ae
    163.408000 122 <IVER>; S; S
-   163.842000 122 um-hum; em hh em; em em
+   163.842000 122 um-hum; em hh em; em
    170.646000 122 <IVER>; S; S
    171.026000 122 oh; ow; ow
    171.352000 122 <VOCNOISE>; U; U
@@ -321,7 +319,6 @@ nfields 3
    174.545000 122 i've; ay v; ah
    174.743000 122 been; b ih n; b eh n
    175.146000 122 gone; g aa n; g ao n
-   175.303000 122 <IVER-but>; S; S
    175.672000 122 <IVER>; S; S
    175.971000 122 yeah; y ae; eh ae
    178.146000 122 <IVER>; S; S
@@ -350,7 +347,7 @@ nfields 3
    182.838840 122 <SIL>; S; S
    183.019000 122 there; dh eh r; dh eh r
    183.149000 122 are; aa r; er
-   183.739000 122 prop; p r aa p; VOCNOISE p r aa p
+   183.739000 122 prop; p r aa p; p r aa p
    184.358000 122 planes; p l ey n z; p l ey n z
    184.467000 122 that; dh ae t; dh ae dx
    184.611000 122 are; aa r; er
@@ -359,8 +356,7 @@ nfields 3
    185.557000 122 times; t ay m z; t ay m z
    185.754000 122 as; ae z; eh z
    186.322000 122 noisy; n oy z iy; n oy z iy
-   186.476000 122 <IVER>; S; S
-   186.843000 122 <IVER-yeah>; S; S
+   186.843000 122 <IVER>; S; S
    187.454000 122 <SIL>; S; S
    187.800000 122 so; s ow; s ah
    189.857000 122 <IVER>; S; S
@@ -562,8 +558,6 @@ nfields 3
    259.952000 122 busy; b ih z iy; b ih z iy
    260.028000 122 i; ay; ay
    260.331000 122 think; th ih ng k; th ih ng k
-   260.452000 122 <IVER_S>; U; U
-   260.690000 122 <IVER-yeah>; S; S
    267.144000 122 <IVER>; S; S
    267.309000 122 oh; ow; n ow
    267.435000 122 it; ih t; ih t
@@ -1082,8 +1076,6 @@ nfields 3
    398.096000 122 yknow; y uw n ow; y ih n ao
    398.404000 122 so; s ow; s ow
    398.447000 122 <SIL>; S; S
-   406.479000 122 <IVER>; S; S
-   406.925000 122 <IVER-um_hum>; U; U
    407.940000 122 <IVER>; S; S
    408.240000 122 right; r ay t; r ay tq
    411.996000 122 <IVER>; S; S
@@ -1436,7 +1428,6 @@ nfields 3
    495.153065 122 <VOCNOISE>; U; U
    495.381000 122 because; b ih k ah z; k ah z
    495.531000 122 they're; dh ey er; dh eh r
-   496.003000 122 <IVER-all>; S; S
    497.132000 122 <IVER>; S; S
    497.368000 122 right; r ay t; r ay
    497.659000 122 <SIL>; S; S
@@ -1522,7 +1513,6 @@ nfields 3
    524.900000 122 they; dh ey; dh ey
    525.037000 122 gonna; g ah n ah; g ah nx ah
    525.306000 122 fly; f l ay; f l ay
-   525.495000 122 <IVER-on>; S; S
    525.594000 122 <IVER>; S; S
    525.854000 122 <SIL>; S; S
    526.026000 122 so; s ow; s ah
@@ -1656,7 +1646,7 @@ nfields 3
    555.682000 122 oh; ow; ow
    555.980000 122 boy; b oy; b oy
    556.419000 122 <LAUGH>; U; U
-   556.551000 122 <IVER-it's>; S; S
+   556.551000 122 <IVER>; S; S
    556.691000 122 gonna; g ah n ah; g ah nx eh
    556.791000 122 be; b iy; b iy
    556.837000 122 a; ey; ih
@@ -1768,5 +1758,5 @@ nfields 3
    586.007000 122 yeah; y ae; y eh
    592.506000 122 <IVER>; S; S
    592.974000 122 <SIL>; S; S
-   593.306000 122 <IVER-uh-huh>; S; S
+   593.306000 122 <IVER>; S; S
    594.000000 122 {E_TRANS}; E; E
diff --git a/s1001b.phones b/s1001b.phones
index ef52f37..3f53849 100644
--- a/s1001b.phones
+++ b/s1001b.phones
@@ -349,7 +349,7 @@ nfields 2
    43.186190  122 SIL
    43.318095  122 en
    43.365499  122 n
-   43.518014  122 ey
+   43.518014  122 VOCNOISE
    43.885901  122 SIL
    43.977616  122 n
    44.088911  122 ey ; *
@@ -521,12 +521,7 @@ nfields 2
    58.829125  122 eh
    59.046661  122 l
    59.475352  122 SIL
-   59.541812  122 hh
-   59.655691  122 ih
-   59.721812  122 z
-   59.811812  122 s
-   59.911812  122 p
-   60.067890  122 iy
+   60.067890  122 IVER
    60.532649  122 SIL
    60.606125  122 hh
    60.696125  122 ih
@@ -1060,7 +1055,7 @@ nfields 2
   102.969785  122 f
   103.052226  122 hh
   103.178125  122 iy
-  103.262449  122 b
+  103.262449  122 UNKNOWN
   103.484008  122 SIL
   103.550991  122 ih
   103.606639  122 f
@@ -1208,8 +1203,6 @@ nfields 2
   116.053437  122 k ; *
   116.155071  122 iy
   116.313437  122 ng
-  116.423437  122 s
-  116.590972  122 ow
   121.271517  122 IVER
   121.384937  122 r
   121.522961  122 ay
@@ -1437,8 +1430,7 @@ nfields 2
   147.743375  122 dh
   147.925475  122 ae
   147.952268  122 dx
-  148.009976  122 eh
-  148.093375  122 n
+  148.093375  122 IVER
   148.574689  122 SIL
   148.607666  122 eh
   148.643733  122 n
@@ -1737,11 +1729,7 @@ nfields 2
   182.561125  122 tq
   182.665812  122 w
   182.805961  122 ey
-  182.861125  122 b
-  182.891125  122 ih ; *
-  182.941125  122 k
-  183.011125  122 ah
-  183.071125  122 z
+  183.071125  122 NOISE
   183.139845  122 w
   183.179005  122 iy
   183.222281  122 hh
@@ -1766,14 +1754,10 @@ nfields 2
   184.387780  122 k
   184.411125  122 l
   184.501125  122 ay
-  184.581125  122 dh
-  184.697963  122 ae
-  184.771125  122 t
+  184.771125  122 IVER
   184.841125  122 eh
   184.880363  122 n
-  184.957651  122 ih
-  185.017421  122 t
-  185.099861  122 s
+  185.099861  122 IVER
   185.413131  122 SIL
   185.518375  122 s
   185.578375  122 ah
@@ -2294,7 +2278,7 @@ nfields 2
   228.104058  122 ih
   228.137034  122 nx
   228.269966  122 ow
-  228.368894  122 b
+  228.368894  122 UNKNOWN
   229.134298  122 SIL
   229.168563  122 y
   229.195356  122 eh
@@ -2838,7 +2822,7 @@ nfields 2
   298.095138  122 tq
   298.121932  122 m
   298.324688  122 ay
-  298.398102  122 f
+  298.398102  122 UNKNOWN
   299.061749  122 SIL
   299.102970  122 m
   299.223535  122 ay
@@ -4143,9 +4127,7 @@ nfields 2
   412.641607  122 ah
   412.670461  122 dx
   412.746719  122 er
-  412.834312  122 dh
-  413.192928  122 ow
-  413.407270  122 z
+  413.407270  122 IVER
   414.017330  122 SIL
   414.059581  122 eh
   414.102859  122 n
diff --git a/s1001b.words b/s1001b.words
index 16e0f2f..3512ed7 100644
--- a/s1001b.words
+++ b/s1001b.words
@@ -98,7 +98,7 @@ nfields 3
    34.841000 122 half; hh ae f; hh ae f
    35.290000 122 years; y ih r z; y ih r z
    35.342001 122 <SIL>; S; S
-   35.635000 122 and; ae n d; SIL ae n
+   35.635000 122 and; ae n d; ae n
    35.755000 122 the; dh iy; dh iy
    36.092000 122 equipment; iy k w ih p m ah n t; ih k w ah p m ah n
    36.202000 122 they're; dh ey er; dh eh r
@@ -435,7 +435,6 @@ nfields 3
    115.732000 122 screaming; s k r iy m ih ng; s k r ih m ih n
    115.816000 122 and; ae n d; iy ng
    116.313000 122 kicking; k ih k ih ng; k ih k iy ng
-   116.591000 122 <IVER-so>; S; S
    121.272000 122 <IVER>; S; S
    121.523000 122 right; r ay t; r ay
    122.694000 122 <IVER>; S; S
@@ -447,7 +446,7 @@ nfields 3
    130.222000 122 <SIL>; S; S
    130.669000 122 um-hum; em hh em; em hh em
    130.816033 122 <SIL>; S; S
-   130.936000 122 there's; dh eh r z; SIL eh z
+   130.936000 122 there's; dh eh r z; eh z
    130.955000 122 a; ey; ah
    131.099000 122 lot; l aa t; l aa dx
    131.315000 122 of; ah v; ah v
@@ -967,7 +966,7 @@ nfields 3
    251.830000 122 really; r iy l iy; r ah l ah
    252.494000 122 professional; p r ah f eh sh ah n el; p r eh f eh sh n ah el
    252.672276 122 <SIL>; S; S
-   252.836000 122 yeah; y ae; SIL y ah
+   252.836000 122 yeah; y ae; y ah
    252.999000 122 <SIL>; S; S
    253.327000 122 um-hum; em hh em; em hh em
    266.517000 122 <IVER>; S; S
@@ -2161,7 +2160,7 @@ nfields 3
    545.834000 122 you're; y uw r; y er
    546.213166 122 wanting; w aa n t ih ng; w ah nx ih ng
    546.289423 122 <SIL>; S; S
-   546.679000 122 answers; ae n s er z; SIL ae n s er z
+   546.679000 122 answers; ae n s er z; ae n s er z
    546.781000 122 like; l ay k; l ay
    547.039000 122 this; dh ih s; dh ih s
    547.179000 122 when; w eh n; w eh n
diff --git a/s1002a.phones b/s1002a.phones
index c0a91ec..f473f55 100644
--- a/s1002a.phones
+++ b/s1002a.phones
@@ -338,7 +338,7 @@ nfields 2
    26.776063  122 dh
    26.826063  122 eh
    26.868563  122 r
-   26.942760  122 ah
+   26.942760  122 UNKNOWN
    27.018037  122 SIL
    27.046063  122 dh
    27.086063  122 eh
@@ -361,9 +361,7 @@ nfields 2
    27.955743  122 eh
    27.973262  122 dx
    28.033031  122 iy
-   28.091770  122 n
-   28.283445  122 ay
-   28.416063  122 s
+   28.416063  122 IVER
    28.456063  122 y
    28.486063  122 eh
    28.520462  122 n
@@ -771,10 +769,6 @@ nfields 2
    63.893501  122 SIL
    64.033650  122 ey
    64.168646  122 eh
-   76.588271  122 IVER
-   76.733567  122 y
-   76.896387  122 eh
-   77.123098  122 aa
    79.517986  122 IVER
    79.631625  122 ay
    79.697294  122 v
@@ -782,7 +776,7 @@ nfields 2
    79.801625  122 eh
    79.831625  122 v ; *
    79.963165  122 er
-   80.057972  122 ih
+   80.057972  122 UNKNOWN
    80.132168  122 SIL
    80.231097  122 ay
    80.258921  122 v
@@ -798,13 +792,7 @@ nfields 2
    81.306942  122 hh
    81.391625  122 ih
    81.466671  122 m
-   81.506857  122 y
-   81.541894  122 ih
-   81.560443  122 nx
-   81.627426  122 ow
-   81.691625  122 k
-   81.761625  122 ah
-   81.831625  122 z
+   81.831625  122 IVER
    81.880931  122 w
    81.931625  122 iy
    81.953067  122 dx
@@ -861,9 +849,7 @@ nfields 2
    85.224912  122 dh
    85.288803  122 eh
    85.439438  122 r
-   85.629438  122 n
-   85.779438  122 aa
-   85.799935  122 t
+   85.799935  122 IVER
    85.879438  122 v
    85.919438  122 eh
    85.999438  122 r ; *
@@ -924,12 +910,6 @@ nfields 2
    92.135466  122 dx
    92.222029  122 ah
    92.256250  122 n
-   92.283860  122 n
-   92.486250  122 ow
-   93.177306  122 IVER
-   93.256655  122 y
-   93.551750  122 ae ; *
-   93.601750  122 eh
    96.017370  122 IVER
    96.101872  122 y
    96.307250  122 ae
@@ -1009,12 +989,7 @@ nfields 2
   103.757477  122 ih
   103.791483  122 ng
   103.825500  122 en
-  103.895500  122 k
-  104.005500  122 aa
-  104.055500  122 n ; *
-  104.115500  122 s
-  104.245500  122 ih
-  104.269639  122 t
+  104.269639  122 IVER
   104.334561  122 y
   104.395356  122 uw
   104.469552  122 k
@@ -1066,10 +1041,7 @@ nfields 2
   108.423063  122 aw
   108.512216  122 n
   108.774768  122 SIL
-  108.870688  122 y
-  108.940688  122 ih
-  109.000688  122 n
-  109.160688  122 ow
+  109.160688  122 IVER
   109.482949  122 SIL
   109.577750  122 eh
   109.623098  122 n
@@ -2053,12 +2025,7 @@ nfields 2
   229.744167  122 ih
   229.797753  122 t
   229.850000  122 s
-  229.918323  122 s
-  230.006942  122 t
-  230.140000  122 uw ; *
-  230.231592  122 p
-  230.320000  122 ih
-  230.350000  122 d
+  230.350000  122 IVER
   230.589179  122 SIL
   230.639673  122 n
   230.677802  122 y
@@ -2584,8 +2551,6 @@ nfields 2
   275.071888  122 eh
   275.088376  122 nx
   275.147115  122 ao
-  275.228525  122 ay
-  275.471560  122 s
   277.465885  122 IVER
   277.662624  122 y
   277.757430  122 eh
@@ -2939,9 +2904,7 @@ nfields 2
   332.118063  122 eh
   332.187965  122 n
   332.544516  122 SIL
-  332.685875  122 ow
-  332.825875  122 ah
-  332.885875  122 s
+  332.885875  122 IVER
   332.975875  122 s
   333.138089  122 ow
   333.235987  122 hh
@@ -3027,8 +2990,7 @@ nfields 2
   340.877312  122 ah
   340.957312  122 m
   341.115211  122 ay
-  341.234746  122 v
-  341.331613  122 ow
+  341.331613  122 UNKNOWN
   341.363559  122 y
   341.423329  122 eh
   341.549051  122 ow
diff --git a/s1002a.words b/s1002a.words
index e8af5c9..32eb2bb 100644
--- a/s1002a.words
+++ b/s1002a.words
@@ -246,7 +246,7 @@ nfields 3
    45.695000 122 do; d uw; d iy
    45.772000 122 you; y uw; y iy
    45.821574 122 <SIL>; S; S
-   45.910000 122 do; d uw; SIL d ih
+   45.910000 122 do; d uw; d ih
    45.960000 122 you; y uw; y uw
    46.129000 122 mean; m iy n; m iy n
    46.436000 122 left; l eh f t; l eh f t
@@ -254,7 +254,7 @@ nfields 3
    46.808000 122 right; r ay t; r ay tq
    47.100000 122 there; dh eh r; dh eh r
    47.282828 122 <SIL>; S; S
-   47.494000 122 and; ae n d; SIL eh n
+   47.494000 122 and; ae n d; eh n
    47.571000 122 <SIL>; S; S
    47.666000 122 i; ay; ay
    47.850000 122 go; g ow; g ow
@@ -315,8 +315,6 @@ nfields 3
    63.427000 122 expensive; eh k s p eh n s ih v; ey k s p eh n s ah v
    63.894000 122 <SIL>; S; S
    64.169000 122 yeah; y ae; ey eh
-   76.588000 122 <IVER>; S; S
-   77.123000 122 <IVER-yeah>; S; S
    79.518000 122 <IVER>; S; S
    79.697000 122 i've; ay v; ay v
    79.963000 122 never; n eh v er; d eh v er
@@ -327,8 +325,7 @@ nfields 3
    81.102000 122 known; n ow n; n ow n
    81.232000 122 of; ah v; eh v
    81.467000 122 him; hh ih m; hh ih m
-   81.627000 122 <IVER-yknow>; S; S
-   81.832000 122 <IVER-because>; S; S
+   81.832000 122 <IVER>; S; S
    81.932000 122 we; w iy; w iy
    82.105000 122 don't; d ow n t; dx ow n
    82.152000 122 know; n ow; nx ah
@@ -351,7 +348,7 @@ nfields 3
    85.079000 122 out; aw t; aw
    85.196000 122 of; ah v; ah v
    85.439000 122 there; dh eh r; dh eh r
-   85.800000 122 <IVER-not>; S; S
+   85.800000 122 <IVER>; S; S
    86.069000 122 very; v eh r iy; v eh r iy
    86.466000 122 often; aa f ah n; ao f t ih n
    86.499000 122 i; ay; ah
@@ -375,9 +372,6 @@ nfields 3
    91.886000 122 yeah; y ae; y eh
    92.109000 122 i; ay; ay
    92.256000 122 don't; d ow n t; dx ah n
-   92.486000 122 <IVER-I_don't_know>; U; U
-   93.177000 122 <IVER>; S; S
-   93.602000 122 yeah; y ae; y ae eh
    96.017000 122 <IVER>; S; S
    96.307000 122 yeah; y ae; y ae
    97.055000 122 <IVER>; S; S
@@ -415,7 +409,7 @@ nfields 3
    103.563000 122 he's; hh iy z; hh iy z
    103.791000 122 coming; k ah m ih ng; k ah m ih ng
    103.826000 122 in; ih n; en
-   104.270000 122 <IVER-concert>; S; S
+   104.270000 122 <IVER>; S; S
    104.395000 122 you; y uw; y uw
    104.584000 122 could; k uh d; k uh d
    104.906000 122 call; k aa l; k ao l
@@ -435,7 +429,7 @@ nfields 3
    108.123000 122 the; dh iy; dh iy
    108.512000 122 ground; g r aw n d; g r aw n
    108.775000 122 <SIL>; S; S
-   109.161000 122 <IVER-yknow>; S; S
+   109.161000 122 <IVER>; S; S
    109.483000 122 <SIL>; S; S
    109.623000 122 and; ae n d; eh n
    109.811000 122 you; y uw; y uw
@@ -814,7 +808,7 @@ nfields 3
    229.539000 122 just; jh ah s t; jh ih s
    229.700000 122 think; th ih ng k; th ih ng k
    229.850000 122 it's; ih t s; ih t s
-   230.350000 122 <IVER-stupid>; S; S
+   230.350000 122 <IVER>; S; S
    230.589000 122 <SIL>; S; S
    230.748000 122 yknow; y uw n ow; n y ow
    230.838000 122 the; dh iy; dh ih
@@ -1006,7 +1000,6 @@ nfields 3
    274.674000 122 at; ae t; ae dx
    274.994000 122 all; aa l; ao l
    275.147000 122 yknow; y uw n ow; y eh nx ao
-   275.472000 122 <IVER-it's>; S; S
    277.466000 122 <IVER>; S; S
    277.917000 122 yeah; y ae; y eh aa
    277.987000 122 <SIL>; S; S
@@ -1512,7 +1505,7 @@ nfields 3
    418.958000 122 you; y uw; y ih
    419.399000 122 started; s t aa r t ah d; s t aa r dx ih d
    419.487015 122 <SIL>; S; S
-   419.588000 122 do; d uw; SIL d ih
+   419.588000 122 do; d uw; d ih
    419.668000 122 you; y uw; y ih
    419.821000 122 have; hh ae v; hh eh v
    419.925000 122 the; dh iy; dh iy
@@ -1590,7 +1583,6 @@ nfields 3
    433.943000 122 daughter; d aa t er; d aa dx er
    434.057000 122 <VOCNOISE>; U; U
    434.243000 122 is; ih z; ih z
-   434.243000 122 <SIL>; S; S
    434.664000 122 pretty; p r ih t iy; r ih dx iy
    435.093000 122 uh; ah; ah
    435.535000 122 <SIL>; S; S
diff --git a/s1002b.phones b/s1002b.phones
index 000f96d..09a0c74 100644
--- a/s1002b.phones
+++ b/s1002b.phones
@@ -8,7 +8,6 @@ separator ;
 nfields 2
 #
     0.000000  122 {B_TRANS}
-    0.001139  122 {B_TRANS}
     0.018813  122 th
     0.137317  122 er
     0.165804  122 dx
@@ -907,14 +906,7 @@ nfields 2
    73.979812  122 s
    74.136992  122 ey
    74.224586  122 m
-   74.774877  122 IVER
-   74.866750  122 k
-   74.934602  122 eh
-   75.066750  122 z
-   75.130398  122 y
-   75.179862  122 eh
-   75.226750  122 n
-   75.486750  122 ow
+   75.486750  122 IVER
    75.933159  122 SIL
    76.029000  122 k
    76.069000  122 ih
@@ -1684,7 +1676,7 @@ nfields 2
   141.063057  122 l
   141.109429  122 w
   141.201145  122 ah
-  141.266067  122 hh
+  141.266067  122 UNKNOWN
   141.301104  122 w
   141.356751  122 uh
   141.382514  122 l
@@ -1855,8 +1847,7 @@ nfields 2
   198.154981  122 ay
   198.228313  122 k
   198.282760  122 ah
-  198.350773  122 uw
-  198.476495  122 m
+  198.476495  122 UNKNOWN
   198.529051  122 eh
   198.666108  122 s
   198.738313  122 eh
@@ -3973,7 +3964,7 @@ nfields 2
   387.362187  122 s
   387.411029  122 ih
   387.435761  122 dx
-  387.592187  122 a
+  387.592187  122 ah
   387.652187  122 n
   387.684109  122 dh
   387.837655  122 eh
@@ -4814,8 +4805,7 @@ nfields 2
   462.429963  122 er
   462.662858  122 ao
   462.791671  122 f
-  462.929759  122 ae
-  463.152313  122 n
+  463.152313  122 IVER
   463.322377  122 SIL
   463.397604  122 ae
   463.461496  122 n
@@ -5417,9 +5407,7 @@ nfields 2
   517.118612  122 d
   517.188069  122 b
   517.294210  122 ah
-  517.451125  122 eh
-  517.481125  122 n
-  517.511125  122 ah
+  517.511125  122 IVER
   517.615729  122 aa
   517.681125  122 m
   517.721125  122 v
@@ -5730,7 +5718,7 @@ nfields 2
   542.144789  122 ae
   542.168438  122 nx
   542.238566  122 eh
-  542.298335  122 h
+  542.298335  122 hh
   542.437454  122 f
   542.568438  122 ey
   542.598438  122 dx
diff --git a/s1002b.words b/s1002b.words
index 7bc8dd7..52563c4 100644
--- a/s1002b.words
+++ b/s1002b.words
@@ -8,7 +8,7 @@ separator ;
 nfields 3
 #
    0.000000 122 {B_TRANS}; B; B
-   0.275192 122 thirty; th er t iy; {B_TRANS} th er dx iy
+   0.275192 122 thirty; th er t iy; th er dx iy
    0.444972 122 on; aa n; aa nx
    0.631844 122 it; ih t; ih t
    0.942918 122 <VOCNOISE>; U; U
@@ -322,8 +322,7 @@ nfields 3
    73.811000 122 about; ah b aw t; ao b aw t
    73.870000 122 the; dh iy; dh ih
    74.225000 122 same; s ey m; s ey m
-   74.775000 122 <IVER>; S; S
-   75.487000 122 <IVER-because_yknow>; U; U
+   75.487000 122 <IVER>; U; U
    75.933000 122 <SIL>; S; S
    76.129000 122 because; b ih k ah z; k ih z
    76.326000 122 like; l ay k; l ay k
@@ -386,7 +385,7 @@ nfields 3
    88.554000 122 you; y uw; y uw
    89.014000 122 can; k ae n; k ae n
    89.120560 122 <SIL>; S; S
-   89.434000 122 because; b ih k ah z; SIL b iy k ah z
+   89.434000 122 because; b ih k ah z; b iy k ah z
    89.583000 122 it; ih t; ih tq
    89.981000 122 and; ae n d; eh n
    90.159000 122 <VOCNOISE>; U; U
@@ -1469,7 +1468,7 @@ nfields 3
    387.072000 122 stuff; s t ah f; s t ah f
    387.232000 122 or; ow r; er
    387.436000 122 sit; s ih t; s ih dx
-   387.652000 122 on; aa n; a n
+   387.652000 122 on; aa n; ah n
    387.838000 122 the; dh iy; dh eh
    388.072000 122 playing; p l ey ih ng; p l ey ih ng
    388.215000 122 with; w ih th; w ah th
@@ -1545,7 +1544,7 @@ nfields 3
    405.753000 122 <SIL>; S; S
    405.854000 122 and; ae n d; ae n
    405.987902 122 <SIL>; S; S
-   406.086000 122 i; ay; SIL ay
+   406.086000 122 i; ay; ay
    406.152000 122 i'll; ay l; ah
    406.385000 122 probably; p r aa b ah b l iy; p r ah b iy
    406.580000 122 step; s t eh p; s t eh p
@@ -1915,7 +1914,7 @@ nfields 3
    487.509000 122 i; ay; aa
    487.674000 122 mean; m iy n; m ih n
    487.811000 122 i; ay; aa
-   487.988000 122 my; m ay; VOCNOISE m ay
+   487.988000 122 my; m ay; m ay
    488.223000 122 children; ch ih l d r ah n; ch ih l ah
    488.330000 122 don't; d ow n t; dx ow
    488.571000 122 have; hh ae v; hh ae v
@@ -2142,7 +2141,7 @@ nfields 3
    537.044000 122 bad; b ae d; b ae d
    537.259000 122 day; d ey; d ey
    537.370000 122 and; ae n d; eh n
-   537.660000 122 something's; s ah m th ih ng z; s ah m SIL en z
+   537.660000 122 something's; s ah m th ih ng z; s ah m en z
    537.774000 122 really; r iy l iy; r ah l iy
    538.068000 122 bothering; b aa dh ah r ih ng; b aa dh ah
    538.203000 122 them; dh eh m; eh m
@@ -2166,7 +2165,7 @@ nfields 3
    541.895000 122 letting; l eh t ih ng; l eh dx ih ng
    542.018000 122 it; ih t; ih t
    542.168000 122 kind; k ay n d; k ae nx
-   542.298000 122 of; ah v; eh h
+   542.298000 122 of; ah v; eh hh
    542.598000 122 fade; f ey d; f ey dx
    542.873000 122 away; ah w ey; ah w ey
    542.970000 122 and; ae n d; eh n
diff --git a/s1003a.phones b/s1003a.phones
index 3c74dc3..69ef012 100644
--- a/s1003a.phones
+++ b/s1003a.phones
@@ -469,7 +469,7 @@ nfields 2
    89.395869  122 y
    89.544721  122 ih
    89.619494  122 eh
-   89.656707  122 d
+   89.656707  122 UNKNOWN
    89.802950  122 SIL
    89.914335  122 t
    89.938375  122 ih
@@ -755,20 +755,6 @@ nfields 2
   131.786829  122 iy
   131.881208  122 t
   132.059478  122 uw
-  135.765993  122 IVER
-  135.812706  122 y
-  135.854652  122 uw
-  135.938875  122 k
-  136.190222  122 ae
-  136.233122  122 n
-  136.482891  122 SIL
-  136.605869  122 r
-  136.761260  122 ay
-  136.801299  122 t
-  137.166424  122 SIL
-  137.261756  122 em
-  137.318955  122 hh
-  137.406660  122 em
   143.698125  122 IVER
   143.863505  122 em
   144.045589  122 em
@@ -1448,10 +1434,6 @@ nfields 2
   217.688130  122 s
   217.758688  122 t
   218.271231  122 SIL
-  218.318813  122 y
-  218.353330  122 eh
-  218.378813  122 nx
-  218.525947  122 ao
   221.567773  122 IVER
   221.657240  122 y
   221.810911  122 eh
@@ -1929,8 +1911,7 @@ nfields 2
   281.767562  122 eh
   281.834950  122 y
   281.959150  122 er
-  282.220181  122 eh
-  282.327562  122 ih
+  282.327562  122 UNKNOWN
   282.424367  122 SIL
   282.480152  122 ih
   282.521201  122 g ; *
@@ -2714,9 +2695,6 @@ nfields 2
   369.334187  122 ae
   369.359949  122 tq
   369.449604  122 SIL
-  369.534250  122 y
-  369.621698  122 eh
-  369.736085  122 ah
   370.890575  122 IVER
   371.025245  122 y
   371.188562  122 eh
@@ -3843,8 +3821,6 @@ nfields 2
   489.975348  122 em
   492.856316  122 IVER
   494.301811  122 LAUGH
-  494.726875  122 IVER
-  494.868886  122 ae
   503.506564  122 IVER
   503.603937  122 y
   503.768308  122 ae
@@ -4758,11 +4734,6 @@ nfields 2
   592.597063  122 z
   592.663847  122 eh
   592.734952  122 m
-  592.787063  122 l
-  592.837063  122 ah
-  592.944145  122 s ; *
-  593.013189  122 iy
-  593.087358  122 ng
   594.287918  122 IVER
   594.436311  122 y
   594.676419  122 ae
diff --git a/s1003a.words b/s1003a.words
index 87f25c5..6872ca6 100644
--- a/s1003a.words
+++ b/s1003a.words
@@ -254,7 +254,7 @@ nfields 3
    101.577000 122 twelve; t w eh l v; t w ah l v
    102.013000 122 dollars; d aa l er z; d aa l ah r z
    102.332059 122 <SIL>; S; S
-   102.488000 122 can; k ae n; SIL er k eh nx
+   102.488000 122 can; k ae n; er k eh nx
    102.544000 122 i; ay; ey
    102.641000 122 go; g ow; g ow
    102.721000 122 to; t uw; dx ih
@@ -312,7 +312,7 @@ nfields 3
    113.814000 122 so; s ow; s ow
    114.047000 122 it's; ih t s; eh t s
    118.674000 122 <IVER>; S; S
-   118.989000 122 um-hum; em hh em; em em
+   118.989000 122 um-hum; em hh em; em
    127.148000 122 <IVER>; S; S
    127.563000 122 right; r ay t; r ay t
    131.130000 122 <IVER>; S; S
@@ -320,10 +320,6 @@ nfields 3
    131.664000 122 <SIL>; S; S
    131.787000 122 me; m iy; m iy
    132.059000 122 too; t uw; t uw
-   135.766000 122 <IVER>; S; S
-   136.801000 122 <IVER-you_can_right>; U; U
-   137.166000 122 <SIL>; S; S
-   137.407000 122 <IVER-um-hum>; S; S
    143.698000 122 <IVER>; S; S
    144.046000 122 um-hum; em hh em; em em
    146.190000 122 <IVER>; S; S
@@ -418,7 +414,7 @@ nfields 3
    170.504000 122 real; r ih l; r ih l
    171.024000 122 cheapskate; ch iy p s k ey t; ch iy p s k ey
    171.185212 122 <SIL>; S; S
-   171.351000 122 yknow; y uw n ow; SIL y nx aw
+   171.351000 122 yknow; y uw n ow; y nx aw
    171.636000 122 because; b ih k ah z; b k ah z
    171.836000 122 yknow; y uw n ow; y eh n ao
    172.024000 122 i; ay; ay
@@ -446,7 +442,7 @@ nfields 3
    177.379000 122 disney; d ih z n iy; d ih z n iy
    177.702000 122 world; w er l d; r ah l d
    177.964280 122 <SIL>; S; S
-   178.123000 122 and; ae n d; SIL eh n
+   178.123000 122 and; ae n d; eh n
    178.181000 122 there; dh eh r; dh eh
    178.223000 122 are; aa r; er
    178.421000 122 people; p iy p el; p iy b el
@@ -475,7 +471,7 @@ nfields 3
    182.723000 122 drive; d r ay v; d r ay v
    182.967000 122 there; dh eh r; dh eh r
    183.039762 122 <SIL>; S; S
-   183.116000 122 i; ay; SIL eh
+   183.116000 122 i; ay; eh
    183.250000 122 don't; d ow n t; dx own
    183.719000 122 fly; f l ay; f l ay
    183.891000 122 because; b ih k ah z; k ah z
@@ -585,7 +581,6 @@ nfields 3
    217.059000 122 is; ih z; ih z
    217.759000 122 overpriced; ow v er p r ay s t; ow v er p r ay s t
    218.271000 122 <SIL>; S; S
-   218.526000 122 <IVER-yknow>; S; S
    221.568000 122 <IVER>; S; S
    221.811000 122 yeah; y ae; y eh
    222.610000 122 <IVER>; S; S
@@ -775,7 +770,7 @@ nfields 3
    281.959000 122 you're; y uw r; y er
    282.328000 122 <UNKNOWN>; U; U
    282.424367 122 <SIL>; S; S
-   282.984000 122 exactly; eh g z ae k t l iy; SIL ih g z ae k l ey
+   282.984000 122 exactly; eh g z ae k t l iy; ih g z ae k l ey
    292.399000 122 <SIL>; S; S
    292.710000 122 oh; ow; ow
    292.866000 122 <IVER>; S; S
@@ -790,7 +785,7 @@ nfields 3
    295.891000 122 think; th ih ng k; th ih ng g
    295.946000 122 <CUTOFF-i=it>; U; U
    296.028398 122 <SIL>; S; S
-   296.202000 122 it; ih t; SIL eh t
+   296.202000 122 it; ih t; eh t
    296.333000 122 they're; dh ey er; dh eh r
    296.459000 122 <CUTOFF-Mei=Meijer>; U; U
    296.483000 122 <SIL>; S; S
@@ -885,14 +880,16 @@ nfields 3
    325.493000 122 and; ae n d; eh n
    325.644000 122 it's; ih t s; ah s
    325.838000 122 like; l ay k; l ay k
-   326.584000 122 edventure; eh d v eh n t y uw r; eh d v eh n ch er
+   326.107783 122 ed; eh d v eh n t y uw r; eh d v eh n ch er
+   326.584000 122 venture; eh d v eh n t y uw r; eh d v eh n ch er
    326.673000 122 <SIL>; S; S
    326.911000 122 yknow; y uw n ow; y ow
    327.027000 122 <SIL>; S; S
    327.568000 122 adventure; ae d v eh n ch er; ae d v eh n ch er
    327.741000 122 but; b ah t; b eh t
    327.803000 122 it's; ih t s; s
-   328.176000 122 edventure; eh d v eh n t y uw r; eh d v eh n jh ih
+   327.952877 122 ed; eh d v eh n t y uw r; eh d v eh n jh ih
+   328.176000 122 venture; eh d v eh n t y uw r; eh d v eh n jh ih
    328.232000 122 <SIL>; S; S
    328.483000 122 well; w eh l; w ah
    328.640000 122 <SIL>; S; S
@@ -1088,7 +1085,6 @@ nfields 3
    369.116000 122 like; l ay k; l ay k
    369.360000 122 that; dh ae t; dh ae tq
    369.450000 122 <SIL>; S; S
-   369.736000 122 <IVER-yeah>; S; S
    370.891000 122 <IVER>; S; S
    371.189000 122 yeah; y ae; y eh
    373.772000 122 <IVER>; S; S
@@ -1175,7 +1171,7 @@ nfields 3
    411.168000 122 trade; t r ey d; t r eh dx
    411.352000 122 off; aa f; ao f
    411.716500 122 <SIL>; S; S
-   411.796000 122 and; ae n d; SIL ae nx
+   411.796000 122 and; ae n d; ae nx
    411.903000 122 i; ay; ay
    412.266000 122 bought; b aa t; b ao t
    412.321000 122 <SIL>; S; S
@@ -1309,7 +1305,7 @@ nfields 3
    438.678000 122 that; dh ae t; d ae p
    438.825000 122 but; b ah t; b ih t
    439.182704 122 <SIL>; S; S
-   439.259000 122 yknow; y uw n ow; SIL y eh
+   439.259000 122 yknow; y uw n ow; y eh
    439.359000 122 there; dh eh r; dh eh r
    439.395000 122 are; aa r; er
    439.672000 122 certain; s er t en; s er tq en
@@ -1544,8 +1540,6 @@ nfields 3
    489.975000 122 um-hum; em hh em; em hh em
    492.856000 122 <IVER>; S; S
    494.302000 122 <LAUGH>; U; U
-   494.727000 122 <IVER>; S; S
-   494.869000 122 <IVER-yeah>; S; S
    503.507000 122 <IVER>; S; S
    503.768000 122 yeah; y ae; y ae
    508.300000 122 <IVER>; S; S
@@ -1917,7 +1911,6 @@ nfields 3
    592.439000 122 moving; m uw v ih ng; m uw v ih ng
    592.597000 122 as; ae z; eh z
    592.735000 122 i'm; ay m; eh m
-   593.087000 122 <IVER-listening>; S; S
    594.288000 122 <IVER>; S; S
    594.676000 122 yeah; y ae; y ae
    594.943000 122 <SIL>; S; S
diff --git a/s1003b.phones b/s1003b.phones
index a8b46f1..8c9d12a 100644
--- a/s1003b.phones
+++ b/s1003b.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    0.000000  122 {B_TRANS}
     0.004570  122 {B_TRANS}
     0.051288  122 aa
     0.103703  122 r
@@ -37,10 +36,7 @@ nfields 2
     1.664135  122 b
     1.807375  122 uh
     1.941312  122 k
-    2.021312  122 y
-    2.051312  122 eh
-    2.094887  122 n
-    2.356631  122 ow
+    2.356631  122 IVER
     2.461312  122 eh
     2.591312  122 n
     2.999250  122 SIL
@@ -817,10 +813,7 @@ nfields 2
    93.151323  122 b
    93.248191  122 eh
    93.347750  122 t
-   93.417750  122 y
-   93.447750  122 ih
-   93.477750  122 n
-   93.606802  122 ow
+   93.606802  122 IVER
    93.697750  122 w
    93.787750  122 ay
    93.864429  122 er
@@ -1917,9 +1910,7 @@ nfields 2
   198.972634  122 l
   199.189563  122 ey
   199.277664  122 n
-  199.354952  122 b
-  199.445632  122 eh
-  199.614635  122 t
+  199.614635  122 IVER
   199.789563  122 ah
   200.909875  122 SIL
   200.990357  122 y
@@ -2309,9 +2300,7 @@ nfields 2
   241.390967  122 ay
   241.426004  122 dh
   241.446614  122 ah
-  241.503750  122 b
-  241.664051  122 ah
-  241.779468  122 k
+  241.779468  122 IVER
   242.097890  122 SIL
   242.266894  122 ow
   242.342121  122 y
@@ -2395,8 +2384,7 @@ nfields 2
   277.809970  122 k
   278.017750  122 eh
   278.143850  122 n
-  278.178887  122 dh
-  278.249992  122 ae
+  278.249992  122 UNKNOWN
   278.677750  122 ah
   278.759422  122 SIL
   278.863144  122 g
@@ -3129,7 +3117,7 @@ nfields 2
   342.757062  122 er
   342.857062  122 f
   342.990309  122 er
-  343.053170  122 f
+  343.053170  122 UNKNOWN
   343.533382  122 SIL
   343.743250  122 th
   343.902304  122 er
@@ -3233,7 +3221,7 @@ nfields 2
   350.955563  122 eh
   350.995563  122 n
   351.178681  122 ow
-  351.260091  122 dh
+  351.260091  122 UNKNOWN
   351.965988  122 SIL
   352.056063  122 ah
   352.106063  122 l
@@ -3643,9 +3631,7 @@ nfields 2
   388.408136  122 k
   388.536812  122 ah
   388.626812  122 z
-  388.702861  122 ih
-  388.757478  122 t
-  388.987281  122 s
+  388.987281  122 IVER
   389.186812  122 SIL
   389.213989  122 n
   389.266812  122 y
@@ -3696,11 +3682,10 @@ nfields 2
   396.070956  122 ay
   396.225532  122 k
   396.451500  122 ah
-  396.543956  122 dh
+  396.543956  122 UNKNOWN
   396.647007  122 SIL
   396.785095  122 ay
-  396.838681  122 hh
-  396.870627  122 ih
+  396.870627  122 UNKNOWN
   397.114854  122 ay
   397.173593  122 SIL
   397.281500  122 aa
@@ -4492,7 +4477,7 @@ nfields 2
   476.034937  122 SIL
   476.093829  122 eh
   476.108257  122 nx
-  476.202033  122 eh
+  476.202033  122 UNKNOWN
   476.287565  122 sh
   476.304937  122 uw
   476.334937  122 w
diff --git a/s1003b.words b/s1003b.words
index ee16e36..faa029c 100644
--- a/s1003b.words
+++ b/s1003b.words
@@ -631,7 +631,7 @@ nfields 3
    163.396000 122 build; b ih l d; b ih l dx
    163.465000 122 a; ey; ah
    163.607000 122 new; n uw; n uw
-   164.106000 122 house; hh aw s; hh aw SIL s
+   164.106000 122 house; hh aw s; hh aw s
    164.315000 122 but; b ah t; b eh t
    164.803000 122 yknow; y uw n ow; n y ao m
    164.992000 122 <SIL>; S; S
@@ -896,7 +896,7 @@ nfields 3
    225.836000 122 <SIL>; S; S
    226.039000 122 oh; ow; ow
    226.204445 122 <SIL>; S; S
-   226.265000 122 and; ae n d; SIL ah nx
+   226.265000 122 and; ae n d; ah nx
    226.353000 122 i; ay; ay
    226.530000 122 said; s eh d; s ih d
    226.692000 122 <SIL>; S; S
@@ -950,7 +950,7 @@ nfields 3
    272.379000 122 <IVER>; S; S
    272.604000 122 yeah; y ae; y ae
    272.752258 122 <SIL>; S; S
-   272.976000 122 right; r ay t; SIL r ay
+   272.976000 122 right; r ay t; r ay
    273.353000 122 because; b ih k ah z; b iy k eh z
    273.453000 122 <SIL>; S; S
    273.698000 122 uh; ah; ah
@@ -1208,7 +1208,7 @@ nfields 3
    333.985000 122 of; ah v; ah
    334.439000 122 place; p l ey s; p l ey s
    334.524724 122 <SIL>; S; S
-   334.628000 122 you're; y uw r; SIL y er
+   334.628000 122 you're; y uw r; y er
    334.828000 122 gonna; g ah n ah; g ah nx ah
    335.115000 122 be; b iy; b iy
    335.574000 122 <SIL>; S; S
@@ -2085,7 +2085,7 @@ nfields 3
    540.540000 122 and; ae n d; ah nx
    540.628000 122 i; ay; eh
    540.890000 122 said; s eh d; s eh d
-   541.264000 122 yknow; y uw n ow; SIL y ih n ao
+   541.264000 122 yknow; y uw n ow; y ih n ao
    541.443000 122 you; y uw; y uw
    541.767000 122 just; jh ah s t; jh ah s
    541.964000 122 don't; d ow n t; d ow n tq
diff --git a/s1004a.phones b/s1004a.phones
index 376b351..f05ccd5 100644
--- a/s1004a.phones
+++ b/s1004a.phones
@@ -394,9 +394,7 @@ nfields 2
    44.398202  122 eh
    44.421903  122 nx
    44.595029  122 ow
-   44.694988  122 eh
-   44.733117  122 dh
-   44.785672  122 ih
+   44.785672  122 UNKNOWN
    44.931813  122 eh
    44.981813  122 dh
    45.052574  122 eh
diff --git a/s1101a.phones b/s1101a.phones
index b103b48..98cc51f 100644
--- a/s1101a.phones
+++ b/s1101a.phones
@@ -455,7 +455,7 @@ nfields 2
    89.745619  122 s
    89.809511  122 eh
    89.846609  122 d
-   90.020765  122 sh
+   90.020765  122 VOCNOISE
    91.478000  122 y
    91.508000  122 ah; *
    91.748000  122 n
@@ -933,7 +933,6 @@ nfields 2
   171.651994  122 uh
   171.695916  122 n
   171.970027  122 ow
-  172.047315  122 LAUGH
   172.640304  122 LAUGH
   173.235095  122 VOCNOISE
   173.861625  122 SIL
@@ -1904,7 +1903,6 @@ nfields 2
   322.474875  122 th
   322.581992  122 er
   322.603632  122 dx
-  322.604875  122
   322.635578  122 iy
   322.724875  122 y
   322.777788  122 ih
diff --git a/s1101a.words b/s1101a.words
index 9398e27..78f2584 100644
--- a/s1101a.words
+++ b/s1101a.words
@@ -373,8 +373,6 @@ nfields 3
    171.270323 122 that; dh ae t; dh ih tq
    171.586154 122 <SIL>; S; S
    171.970000 122 yknow; y uw n ow; y uh n ow
-   172.047000 122 <LAUGH>; U; U
-   172.047000 122 <SIL>; S; S
    172.640000 122 <LAUGH>; U; U
    173.235095 122 <VOCNOISE>; U; U
    173.862000 122 <SIL>; S; S
@@ -720,7 +718,7 @@ nfields 3
    309.393000 122 <LAUGH>; U; U
    309.653206 122 <IVER>; S; S
    310.056226 122 <SIL>; S; S
-   310.552000 122 no; n ow; SIL n ow
+   310.552000 122 no; n ow; n ow
    311.169000 122 <SIL>; S; S
    311.473000 122 over; ow v er; ow v er
    311.654000 122 on; aa n; ao n
@@ -1038,7 +1036,7 @@ nfields 3
    439.144000 122 <SIL>; S; S
    439.671000 122 um; ah m; em
    439.811155 122 <SIL>; S; S
-   440.223000 122 little; l ih t el; SIL l ih dx el
+   440.223000 122 little; l ih t el; l ih dx el
    441.039000 122 scarce; s k eh r s; s k eh r s
    441.319000 122 <SIL>; S; S
    441.558000 122 yknow; y uw n ow; y ih n ow
@@ -1366,7 +1364,7 @@ nfields 3
    573.280427 122 walking; w aa k ih ng; w ao k ih n
    573.711000 122 around; ah r aw n d; ah r aw n d
    573.898656 122 <SIL>; S; S
-   574.181000 122 knowing; n ow ih ng; SIL n ow ih n
+   574.181000 122 knowing; n ow ih ng; n ow ih n
    574.492000 122 different; d ih f ah r ah n t; d ih f er n
    574.986000 122 areas; eh r iy ah z; eh r iy ih z
    575.710000 122 <SIL>; S; S
diff --git a/s1101b.phones b/s1101b.phones
index f4093b0..a02b432 100644
--- a/s1101b.phones
+++ b/s1101b.phones
@@ -94,16 +94,11 @@ nfields 2
    17.448875  122 r
    17.537663  122 eh
    17.668875  122 ch
-   17.822083  122 ao
-   17.948835  122 f
    18.238895  122 IVER
    18.401375  122 t
    18.431375  122 uh
    18.446567  122 k
    18.960301  122 LAUGH
-   19.036160  122 t
-   19.112275  122 uh
-   19.172250  122 k
    21.192783  122 IVER
    21.336687  122 t
    21.377321  122 uh
@@ -902,7 +897,7 @@ nfields 2
   221.105625  122 dh; *
   221.296390  122 er
   221.422109  122 z
-  221.467451  122 ih
+  221.467451  122 UNKNOWN
   221.635625  122 SIL
   221.685625  122 w
   221.810610  122 ah
@@ -1143,7 +1138,7 @@ nfields 2
   258.242768  122 ae
   258.268770  122 n; *
   258.312051  122 ah
-  258.548038  122 m
+  258.548038  122 UNKNOWN
   258.912620  122 SIL
   259.151183  122 VOCNOISE
   259.377125  122 SIL
diff --git a/s1101b.words b/s1101b.words
index 7fa1991..c56cbbb 100644
--- a/s1101b.words
+++ b/s1101b.words
@@ -50,11 +50,9 @@ nfields 3
    17.096250 122 hell; hh eh l; hh eh
    17.182250 122 to; t uw; l uh
    17.669250 122 scratch; s k r ae ch; s k r eh ch
-   17.949250 122 <IVER-off>; S; S
    18.238895 122 <IVER>; S; S
    18.446250 122 took; t uh k; t uh k
    18.960250 122 <LAUGH>; U; U
-   19.172250 122 <IVER-took>; S; S
    21.194748 122 <IVER>; S; S
    21.485250 122 took; t uh k; t uh k
    21.566250 122 my; m ay; m ay
@@ -155,7 +153,6 @@ nfields 3
    74.896250 122 <SIL>; S; S
    75.323250 122 fan; f ae n; f ae n
    75.469250 122 <CUTOFF-f=forever>; U; U
-   75.469250 122 <SIL>; S; S
    75.626189 122 <SIL>; S; S
    75.906250 122 yknow; y uw n ow; y ih n ow
    76.437250 122 forever; f ow r eh v er; f er eh v er
@@ -422,7 +419,7 @@ nfields 3
    220.339250 122 yeah; y ae; y eh
    220.655250 122 <SIL>; S; S
    220.809250 122 my; m ay; m ah
-   221.296250 122 brother; b r ah dh er; b r ah dh er
+   221.422109 122 brother's; b r ah dh er z; b r ah dh er z
    221.467250 122 <UNKNOWN>; U; U
    221.635250 122 <SIL>; S; S
    221.960250 122 well; w eh l; w ah l
@@ -622,7 +619,7 @@ nfields 3
    308.977404 122 <VOCNOISE>; U; U
    311.539250 122 <IVER>; S; S
    313.089107 122 <SIL>; S; S
-   313.317250 122 yeah; y ae; SIL aen
+   313.317250 122 yeah; y ae; aen
    314.545377 122 <SIL>; S; S
    319.117250 122 <IVER>; S; S
    319.562250 122 <SIL>; S; S
diff --git a/s1102a.phones b/s1102a.phones
index 9b6ebda..8191a3c 100644
--- a/s1102a.phones
+++ b/s1102a.phones
@@ -181,7 +181,7 @@ nfields 2
    17.714750  122 tq
    17.934750  122 SIL
    18.012054  122 ih
-   18.042970  122 x
+   18.042970  122 nx
    18.165723  122 ow
    18.334750  122 f
    18.467151  122 ah
@@ -373,7 +373,7 @@ nfields 2
    40.722792  122 m
    41.543539  122 LAUGH
    42.278192  122 VOCNOISE
-   43.254359  122 LAUGH
+   43.254359  122 SIL
    43.516511  122 b
    43.710722  122 ah
    43.741647  122 tq
@@ -1118,7 +1118,7 @@ nfields 2
   156.658442  122 ah
   156.713625  122 dh
   156.791397  122 ah
-  156.881362  122 l
+  156.881362  122 UNKNOWN
   156.999934  122 SIL
   157.083625  122 m
   157.163111  122 ah
@@ -2300,7 +2300,7 @@ nfields 2
   374.306227  122 dh
   374.378362  122 eh
   374.516450  122 r
-  374.583433  122 d
+  374.583433  122 UNKNOWN
   375.015060  122 IVER
   375.550313  122 SIL
   375.670313  122 y
@@ -2500,7 +2500,7 @@ nfields 2
   401.789437  122 dx
   401.968015  122 ah
   401.997899  122 v
-  402.081370  122 b
+  402.081370  122 UNKNOWN
   402.644028  122 SIL
   402.849437  122 f
   402.986151  122 ey; *
diff --git a/s1102a.words b/s1102a.words
index d5abc87..621f1a6 100644
--- a/s1102a.words
+++ b/s1102a.words
@@ -79,7 +79,7 @@ nfields 3
    17.511000 122 makes; m ey k s; m ey k s
    17.715000 122 it; ih t; ih tq
    17.935000 122 <SIL>; S; S
-   18.166000 122 yknow; y uw n ow; ih x ow
+   18.166000 122 yknow; y uw n ow; ih nx ow
    18.524000 122 fun; f ah n; f ah n
    18.704000 122 so; s ow; s uh
    18.849000 122 you; y uw; y iy
@@ -155,7 +155,7 @@ nfields 3
    40.723000 122 home; hh ow m; hh ow m
    41.544000 122 <LAUGH>; U; U
    42.272166 122 <VOCNOISE>; U; U
-   43.260384 122 <LAUGH>; U; U
+   43.260384 122 <SIL>; U; U
    43.742000 122 but; b ah t; b ah tq
    44.137000 122 <SIL>; S; S
    44.384000 122 i've; ay v; aa m
diff --git a/s1102b.phones b/s1102b.phones
index f6d55a9..d2c8295 100644
--- a/s1102b.phones
+++ b/s1102b.phones
@@ -61,7 +61,7 @@ nfields 2
     6.275750  122 aa
     6.301107  122 dx
     6.379425  122 ah
-    6.507208  122 d
+    6.507208  122 UNKNOWN
     6.965750  122 SIL
     7.134785  122 s
     7.215750  122 p
@@ -638,7 +638,7 @@ nfields 2
    99.261875  122 SIL
    99.351875  122 y
    99.553851  122 er
-   99.625983  122 d
+   99.625983  122 UNKNOWN
   100.060857  122 SIL
   100.179366  122 y
   100.241875  122 er
@@ -803,7 +803,6 @@ nfields 2
   134.353932  122 m
   134.430500  122 ae
   134.960500  122 n
-  135.290500  122 IVER
   141.710302  122 IVER
   141.828187  122 SIL
   141.928187  122 y
@@ -1119,8 +1118,7 @@ nfields 2
   190.629235  122 aa
   190.735377  122 ah
   190.800937  122 n
-  190.950937  122 n
-  190.980937  122 ow
+  190.980937  122 IVER
   191.315549  122 SIL
   191.460851  122 ch
   191.480937  122 r
diff --git a/s1102b.words b/s1102b.words
index f468827..e4cba50 100644
--- a/s1102b.words
+++ b/s1102b.words
@@ -339,11 +339,10 @@ nfields 3
    133.999000 122 at; ae t; ih t
    134.295000 122 you; y uw; sh uw
    134.960000 122 <LAUGH-man>; U; U
-   135.291000 122 <SIL>; S; S
    141.710000 122 <IVER>; S; S
    141.828000 122 <SIL>; S; S
    142.042785 122 you; y uw; y ah
-   142.552000 122 hoosier; h uw z y er; hh uw zh er
+   142.552000 122 hoosier; hh uw z y er; hh uw zh er
    142.628000 122 <SIL>; S; S
    143.537000 122 <LAUGH>; U; U
    148.179000 122 <SIL>; S; S
@@ -505,7 +504,7 @@ nfields 3
    199.763000 122 medicine; m eh d s ih n; m eh dx ih s eh n
    200.101000 122 and; ae n d; eh n
    200.294323 122 <SIL>; S; S
-   200.612000 122 flying; f l ay ih ng; SIL f l ay n
+   200.612000 122 flying; f l ay ih ng; f l ay n
    201.278000 122 helicopters; hh eh l ih k aa p t er z; hh ah l ah k aa p t er z
    201.338000 122 and; ae n d; en
    201.462000 122 all; aa l; ao
diff --git a/s1103a.phones b/s1103a.phones
index 002c512..63ccac4 100644
--- a/s1103a.phones
+++ b/s1103a.phones
@@ -53,7 +53,6 @@ nfields 2
     6.330955  122 ae
     6.380419  122 ng; *
     6.403120  122 g
-    6.415862  122
     6.460799  122 w
     6.485531  122 ih
     6.570032  122 jh
@@ -270,11 +269,11 @@ nfields 2
    36.149370  122 iy
    36.222753  122 dh
    36.416483  122 ah
-   36.478314  122 d
+   36.478314  122 UNKNOWN
    36.733790  122 VOCNOISE
    37.105050  122 SIL
    37.166689  122 dh
-   37.236764  122 e
+   37.236764  122 eh
    37.296533  122 r
    37.369699  122 w
    37.524276  122 er
@@ -3581,7 +3580,7 @@ nfields 2
   574.342052  122 ih
   574.386364  122 n
   574.647082  122 ow
-  574.707882  122 d
+  574.707882  122 UNKNOWN
   575.410682  122 SIL
   575.534343  122 jh
   575.755902  122 aa
diff --git a/s1103a.words b/s1103a.words
index 4e254ab..d5b44b3 100644
--- a/s1103a.words
+++ b/s1103a.words
@@ -115,7 +115,7 @@ nfields 3
    36.478370  122 <UNKNOWN>; U; U
    36.733790  122 <VOCNOISE>; U; U
    37.105050  122 <SIL>; S; S
-   37.296370  122 there; dh eh r; dh e r
+   37.296370  122 there; dh eh r; dh eh r
    37.524370  122 were; w er; w er
    37.799370  122 too; t uw; t uw
    38.359370  122 many; m eh n iy; m eh nx iy
@@ -1532,5 +1532,3 @@ nfields 3
   600.676685  122 <SIL>; S; S
   608.298370  122 <IVER>; S; S
   608.614305  122 {E_TRANS}; E; E
-  608.757370  122 yeah; y ae; eh ah
-  608.777005  122 {E_TRANS}; E; E
diff --git a/s1103b.phones b/s1103b.phones
index 6aa72a4..cc559df 100644
--- a/s1103b.phones
+++ b/s1103b.phones
@@ -571,7 +571,7 @@ nfields 2
    92.099313  122 dx
    92.150964  122 ih
    92.169513  122 tq
-   92.349313  122 LAUGH
+   92.349313  122 SIL
    93.822437  122 LAUGH
    95.730842  122 IVER
    96.022625  122 SIL
@@ -710,7 +710,7 @@ nfields 2
   113.036438  122 eh
   113.060895  122 dx
   113.286438  122 er
-  113.363865  122 d
+  113.363865  122 UNKNOWN
   113.928796  122 SIL
   114.076438  122 p
   114.147555  122 ah; *
@@ -1616,7 +1616,7 @@ nfields 2
   228.968880  122 r
   229.053381  122 ih
   229.268250  122 l
-  229.392418  122 b
+  229.392418  122 UNKNOWN
   229.914323  122 SIL
   230.106556  122 d
   230.433223  122 aw
@@ -3424,7 +3424,7 @@ nfields 2
   490.107625  122 s
   490.218045  122 ow
   490.352011  122 ay
-  490.483916  122 b
+  490.483916  122 UNKNOWN
   491.180538  122 SIL
   491.258857  122 w
   491.310382  122 eh
diff --git a/s1103b.words b/s1103b.words
index 2e04eab..b4d5306 100644
--- a/s1103b.words
+++ b/s1103b.words
@@ -73,7 +73,6 @@ nfields 3
    26.161000 122 don't; d ow n t; n own t
    26.484000 122 think; th ih ng k; th ih ng k
    26.818000 122 um; ah m; ah m
-   26.818000 122 i; ay;
    28.166887 122 <SIL>; S; S
    28.245049 122 <VOCNOISE>; U; U
    28.321474 122 <SIL>; S; S
@@ -1185,7 +1184,7 @@ nfields 3
    428.510000 122 he; hh iy; hh iy
    428.615000 122 uh; ah; eh
    428.715950 122 <SIL>; S; S
-   428.865000 122 yeah; y ae; SIL y ae
+   428.865000 122 yeah; y ae; y ae
    429.035000 122 he; hh iy; iy
    429.173000 122 owed; ow d; ow d
    429.319000 122 me; m iy; m iy
diff --git a/s1104a.phones b/s1104a.phones
index dd22a8e..252b0de 100644
--- a/s1104a.phones
+++ b/s1104a.phones
@@ -257,7 +257,7 @@ nfields 2
    26.883500  122 s
    26.998009  122 ah
    27.043346  122 m; *
-   27.058804  122 q
+   27.058804  122 tq
    27.142272  122 em
    27.241842  122 SIL
    27.954410  122 VOCNOISE
@@ -509,7 +509,7 @@ nfields 2
    61.916215  122 VOCNOISE
    62.128360  122 SIL
    62.246435  122 NOISE
-   62.543219  122 sh
+   62.543219  122 UNKNOWN
    62.774160  122 s
    62.895549  122 iy
    63.010687  122 r; *
@@ -784,7 +784,7 @@ nfields 2
    94.658944  122 v
    94.695150  122 hh
    94.826917  122 er
-   94.923784  122 d
+   94.923784  122 UNKNOWN
    95.124733  122 SIL
    95.231906  122 w
    95.599889  122 ey
@@ -2106,7 +2106,7 @@ nfields 2
   254.012864  122 p
   254.145625  122 eh
   254.300371  122 l
-  254.421971  122 d
+  254.421971  122 UNKNOWN
   254.553876  122 SIL
   254.745625  122 s
   254.818716  122 ih
@@ -2441,7 +2441,7 @@ nfields 2
   308.907375  122 SIL
   315.109809  122 IVER
   315.405500  122 SIL
-  315.651520  122 n
+  315.651520  122 UNKNOWN
   315.729839  122 eh
   315.815500  122 w
   315.920483  122 ah
@@ -2750,7 +2750,7 @@ nfields 2
   371.292496  122 dh
   371.365327  122 z
   371.542910  122 ah
-  371.624315  122 d
+  371.624315  122 UNKNOWN
   372.712500  122 SIL
   372.800119  122 eh
   372.892500  122 z
@@ -2835,7 +2835,7 @@ nfields 2
   382.514319  122 SIL
   384.967325  122 IVER
   385.537136  122 SIL
-  385.630913  122 eh
+  385.630913  122 UNKNOWN
   385.710258  122 b
   385.920222  122 ah
   385.986434  122 tq
@@ -2869,7 +2869,7 @@ nfields 2
   388.989436  122 ah; *
   389.140804  122 n
   389.395504  122 ah
-  389.530335  122 en
+  389.530335  122 UNKNOWN
   390.003062  122 SIL
   390.088606  122 em
   390.123048  122 n
@@ -3019,7 +3019,7 @@ nfields 2
   408.043496  122 eh
   408.108418  122 tq
   408.262812  122 SIL
-  408.382812  122 s
+  408.382812  122 VOCNOISE
   408.730535  122 SIL
   409.435896  122 LAUGH
   409.649017  122 SIL
@@ -3148,7 +3148,7 @@ nfields 2
   428.266525  122 IVER
   428.828090  122 NOISE
   429.085316  122 SIL
-  429.181153  122 en
+  429.181153  122 UNKNOWN
   429.199702  122 y
   429.229313  122 ih
   429.456298  122 p
diff --git a/s1104a.words b/s1104a.words
index 9ea8eb6..cab9cad 100644
--- a/s1104a.words
+++ b/s1104a.words
@@ -106,7 +106,7 @@ nfields 3
    26.316000 122 twenty; t w eh n t iy; t w ah nx iy
    26.689000 122 minutes; m ih n ih t s; m ih t s
    26.748000 122 or; ow r; er
-   27.142000 122 something; s ah m th ih ng; s ah m q em
+   27.142000 122 something; s ah m th ih ng; s ah m tq em
    27.241842 122 <SIL>; S; S
    27.956326 122 <VOCNOISE>; U; U
    29.032000 122 <SIL>; S; S
@@ -722,7 +722,7 @@ nfields 3
    196.673000 122 my; m ay; m ay
    197.339000 122 screws; s k r uw z; s k r uw z
    197.517000 122 here; hh ih r; hh ih r
-   197.621000 122 i'm; ay m; NOISE
+   197.621000 122 <NOISE>; U; U
    197.801000 122 just; jh ah s t; z ih s
    198.139000 122 going; g ow ih ng; g ow ih n
    199.192217 122 <IVER>; S; S
@@ -1467,7 +1467,6 @@ nfields 3
    475.728009 122 bit; b ih t; w ih tq
    476.328000 122 safer; s ey f er; s ey f er
    476.683017 122 but; b ah t; b ah tq
-   478.299000 122 <LAUGH>; U; U
    478.477000 122 <SIL>; S; S
    478.604000 122 it's; ih t s; ih s
    478.826000 122 kind; k ay n d; k aen
diff --git a/s1104b.phones b/s1104b.phones
index 3b4e4d1..7668918 100644
--- a/s1104b.phones
+++ b/s1104b.phones
@@ -7,9 +7,8 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    0.078994  122 SIL
+    0.078994  122 {B_TRANS}
     0.198533  122 n
-    0.225620  122 {B_TRANS}
     0.374746  122 ow; *
     0.480067  122 w
     0.602488  122 eh
@@ -274,12 +273,7 @@ nfields 2
    32.340948  122 uh
    32.383199  122 dx
    32.506850  122 er
-   32.578692  122 ah
-   32.648692  122 b
-   32.779940  122 aw
-   32.801581  122 t
-   33.448692  122 n
-   33.478692  122 aw
+   33.478692  122 IVER
    33.728692  122 SIL
    34.670700  122 LAUGH
    36.884435  122 IVER
@@ -787,7 +781,7 @@ nfields 2
   115.896767  122 SIL
   115.966275  122 dh
   116.126004  122 ey
-  116.225963  122 d
+  116.225963  122 UNKNOWN
   117.275241  122 SIL
   117.430621  122 k
   117.461536  122 eh
@@ -3189,8 +3183,7 @@ nfields 2
   492.318527  122 b
   492.421714  122 ao; *
   492.470008  122 tq
-  492.543174  122 n
-  492.803892  122 aw
+  492.803892  122 IVER
   493.972859  122 LAUGH
   496.548734  122 IVER
   496.680630  122 SIL
diff --git a/s1104b.words b/s1104b.words
index 6358c5b..5a6f705 100644
--- a/s1104b.words
+++ b/s1104b.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 3
 #
-   0.078859 122 <SIL>; S; S
    0.225620 122 {B_TRANS}; B; B
    0.732505 122 nowhere; n ow w eh r; ow w eh r
    1.460505 122 <SIL>; S; S
@@ -108,7 +107,7 @@ nfields 3
    30.237505 122 yknow; y uw n ow; en ah
    30.506505 122 that; dh ae t; dh ae tq
    30.697291 122 <SIL>; S; S
-   30.775505 122 that; dh ae t; SIL eh
+   30.775505 122 that; dh ae t; eh
    31.308505 122 squirrels; s k w er l z; s k w er ah z
    31.458879 122 <SIL>; S; S
    31.779505 122 looking; l uh k ih ng; l uh k eng
diff --git a/s1201a.phones b/s1201a.phones
index 451f8ce..49c8762 100644
--- a/s1201a.phones
+++ b/s1201a.phones
@@ -1979,27 +1979,10 @@ nfields 2
   256.619060  122 l
   256.819708  122 iy
   258.303941  122 IVER
-  258.683414  122 em
+  258.683414  122 VOCNOISE
   261.496830  122 IVER
   262.221671  122 LAUGH
   264.828548  122 IVER
-  265.522388  122 LAUGH
-  265.621652  122 b
-  265.772241  122 ae
-  265.810375  122 k
-  265.860085  122 t
-  265.953470  122 ih
-  266.103459  122 b
-  266.239068  122 eh
-  266.336951  122 d
-  266.374599  122 r
-  266.670757  122 eh
-  266.801268  122 s
-  266.916720  122 t
-  267.118125  122 r
-  267.298125  122 ih; *
-  267.378527  122 l
-  267.509154  122 iy
   268.535571  122 LAUGH
   273.865278  122 IVER
   274.024828  122 VOCNOISE
@@ -4324,7 +4307,6 @@ nfields 2
   552.601373  122 m
   552.633076  122 b
   552.702500  122 uh
-  552.750617  122
   552.750617  122 m
   552.836590  122 w
   552.949005  122 er
diff --git a/s1201a.words b/s1201a.words
index c5b6956..b9ce0ea 100644
--- a/s1201a.words
+++ b/s1201a.words
@@ -756,8 +756,6 @@ nfields 3
   261.496830  122 <IVER>; S; S
   262.221671  122 <LAUGH>; U; U
   264.828548  122 <IVER>; S; S
-  265.522388  122 <LAUGH>; U; U
-  267.509037  122 <LAUGH-back_to_bed_rest_really>; U; U
   268.535571  122 <LAUGH>; U; U
   273.865278  122 <IVER>; S; S
   274.024828  122 <VOCNOISE>; U; U
diff --git a/s1201b.phones b/s1201b.phones
index 2b18cc9..35c1ca7 100644
--- a/s1201b.phones
+++ b/s1201b.phones
@@ -2160,7 +2160,7 @@ nfields 2
   272.333750  122 n
   272.367911  122 z
   272.652696  122 aa
-  272.876783  122 b
+  272.876783  122 VOCNOISE
   273.414263  122 VOCNOISE
   273.531125  122 aa
   273.565402  122 w
@@ -2185,7 +2185,7 @@ nfields 2
   275.281902  122 ow
   275.383361  122 m
   275.498628  122 m
-  275.588721  122 ih
+  275.588721  122 VOCNOISE
   275.970893  122 VOCNOISE
   276.006930  122 y
   276.069736  122 ih
@@ -2744,7 +2744,7 @@ nfields 2
   329.869706  122 eh
   329.937257  122 r
   330.052002  122 ey
-  330.171373  122 w
+  330.171373  122 VOCNOISE
   330.277789  122 dh
   330.329984  122 uh
   330.379582  122 r
@@ -3633,10 +3633,7 @@ nfields 2
   437.430125  122 IVER
   437.580125  122 ay
   437.688903  122 m
-  437.854977  122 s
-  437.964138  122 uh
-  438.018252  122 dx
-  438.203919  122 er
+  438.203919  122 UNKNOWN
   441.890815  122 IVER
   441.917872  122 n
   442.090048  122 ah
@@ -4470,8 +4467,7 @@ nfields 2
   554.155688  122 jh
   554.223780  122 ih
   554.304951  122 z
-  554.353872  122 uh
-  554.499948  122 b
+  554.499948  122 VOCNOISE
   554.596980  122 hh
   554.691213  122 ae
   554.741535  122 b
diff --git a/s1202a.phones b/s1202a.phones
index 54b028d..2df96af 100644
--- a/s1202a.phones
+++ b/s1202a.phones
@@ -442,7 +442,7 @@ nfields 2
   111.325627  122 l
   111.443575  122 ay
   111.488508  122 k
-  111.595696  122 t
+  111.595696  122 VOCNOISE
   111.696322  122 ih
   111.734702  122 w
   111.796284  122 ah
@@ -598,7 +598,7 @@ nfields 2
   124.973569  122 ih
   125.076540  122 s
   125.109303  122 t
-  125.182319  122 ah
+  125.182319  122 VOCNOISE
   125.267501  122 SIL
   125.384514  122 ah
   125.512760  122 hh
diff --git a/s1202a.words b/s1202a.words
index e9377fa..7b431b7 100644
--- a/s1202a.words
+++ b/s1202a.words
@@ -64,7 +64,10 @@ nfields 1
    12.393494 122 having; hh ae v ih ng; hh ae v ih nx
    12.439914 122 a; ey; ah
    12.822418 122 baby; b ey b iy; b ey b iy
-   13.589123 122 <LAUGH-I_just_can't_I>; U; U
+   13.063801 122 I; U; U
+   13.179850 122 just; U; U
+   13.445375 122 can't; U; U
+   13.589123 122 I; U; U
    13.779512 122 <CUTOFF-sai=said>; U; U
    13.845514 122 <SIL>; S; S
    13.921645 122 i; ay; ae
@@ -75,7 +78,7 @@ nfields 1
    14.657863 122 my; m ay; m ay
    15.051508 122 back; b ae k; b ae k
    15.816188 122 <LAUGH>; U; U
-   16.126840 122 <LAUGH-so>; U; U
+   16.126840 122 so; U; U
    16.455381 122 <VOCNOISE>; U; U
    16.513237 122 <SIL>; S; S
    16.617580 122 i; ay; ay
@@ -108,7 +111,7 @@ nfields 1
    32.554101 122 <IVER>; S; S
    33.071764 122 really; r iy l iy; r ih l iy
    35.912812 122 <IVER>; S; S
-   36.689756 122 <EXT-oh>; U; U
+   36.689756 122 oh; U; U
    38.176293 122 <IVER>; S; S
    38.610643 122 hmm; hh em; hh em
    45.702502 122 <IVER>; S; S
@@ -146,7 +149,7 @@ nfields 1
    71.153076 122 um-hum; em hh em; em hh em
    77.533050 122 <IVER>; S; S
    80.013222 122 <LAUGH>; U; U
-   80.518716 122 <LAUGH-yeah>; U; U
+   80.518716 122 yeah; U; U
    81.337309 122 <IVER>; S; S
    81.792881 122 yeah; y ae; y ae
    82.089485 122 that's; dh ae t s; dh eh t s
@@ -285,7 +288,7 @@ nfields 1
    130.479650 122 comes; k ah m z; t k ah m z
    130.576363 122 to; t uw; t ih
    131.077607 122 needles; n iy d el z; n iy dx el z
-   131.297114 122 <HES-and>; U; U
+   131.297114 122 and; U; U
    131.460748 122 and; ae n d; eh n
    131.607629 122 that; dh ae t; n ae
    131.826211 122 kinda; k iy n d ah; k ay ih
@@ -348,8 +351,8 @@ nfields 1
    144.271181 122 just; jh ah s t; jh ih s t
    144.573872 122 <VOCNOISE>; U; U
    144.617109 122 <SIL>; S; S
-   144.755635 122 <HES-it>; U; U
-   144.901826 122 <HES-it>; U; U
+   144.755635 122 it; U; U
+   144.901826 122 it; U; U
    144.973296 122 <SIL>; S; S
    145.097915 122 i; ay; ae
    145.185332 122 don't; d ow n t; ow n
@@ -400,7 +403,7 @@ nfields 1
    158.325062 122 be; b iy; b iy
    158.526021 122 very; v eh r iy; v eh r eh
    159.016190 122 helpful; hh eh l p f uh l; hh eh l p f el
-   159.426458 122 <HES-um>; U; U
+   159.426458 122 um; U; U
    159.468097 122 <SIL>; S; S
    159.585062 122 i; ay; ah
    159.805062 122 was; w ah z; w uh z
@@ -561,7 +564,7 @@ nfields 1
    199.960614 122 much; m ah ch; m ah ch
    200.204604 122 more; m ow r; m ao r
    200.903375 122 interactive; ih n t ah r ae k t ih v; ih nx er ae k t ih v
-   201.143521 122 <HES-then>; U; U
+   201.143521 122 then; U; U
    201.365442 122 than; dh ae n; dh eh n
    201.431132 122 a; ey; ah
    201.614127 122 lot; l aa t; l aa dx
@@ -631,9 +634,11 @@ nfields 1
    215.320613 122 he's; hh iy z; hh iy z
    215.455971 122 just; jh ah s t; jh ah s
    215.868901 122 terrific; t ah r ih f ih k; ch r ah f ih k
-   216.047086 122 <LAUGH-so>; U; U
+   216.047086 122 so; U; U
    217.424642 122 <LAUGH>; U; U
-   218.143413 122 <LAUGH-it_makes_it>; U; U
+   217.594269 122 it; U; U
+   217.917245 122 makes; U; U
+   218.143413 122 it; U; U
    218.444438 122 does; d ow z; d ah z
    218.818485 122 <VOCNOISE>; U; U
    218.868718 122 <SIL>; S; S
@@ -657,7 +662,9 @@ nfields 1
    230.892907 122 <IVER>; S; S
    232.754888 122 <LAUGH>; U; U
    232.919015 122 <SIL>; S; S
-   233.585141 122 <LAUGH-you're_doing_fine>; U; U
+   233.001810 122 you're; U; U
+   233.251137 122 doing; U; U
+   233.585141 122 fine; U; U
    234.340642 122 <LAUGH>; U; U
    234.654880 122 <IVER>; S; S
    236.360582 122 <LAUGH>; U; U
@@ -687,8 +694,8 @@ nfields 1
    254.371861 122 to; t uw; dx ih
    254.831562 122 diaper; d ay ah p er; d ay p er
    255.013520 122 your; y ow r; y er
-   255.761495 122 <EXT-baby>; U; U
-   256.461493 122 <EXT-um>; U; U
+   255.761495 122 baby; U; U
+   256.461493 122 um; U; U
    256.533931 122 <SIL>; S; S
    256.641562 122 a; ey; ah
    256.835006 122 thing; th ih ng; th ih ng
@@ -712,7 +719,7 @@ nfields 1
    261.139395 122 of; ah v; ah f
    261.432001 122 course; k ow r s; k ao r s
    261.485623 122 <SIL>; S; S
-   261.712485 122 <HES-I>; U; U
+   261.712485 122 i; U; U
    261.932750 122 think; th ih ng k; th ih ng k
    262.032750 122 is; ih z; z
    262.412196 122 horrible; hh aa r ah b el; hh ao r ah b el
@@ -783,7 +790,7 @@ nfields 1
    277.351203 122 talk; t aa k; t uh k
    277.501125 122 about; ah b aw t; b aw
    277.662998 122 like; l ay k; l ay k
-   278.778239 122 <EXT-medication>; U; U
+   278.778239 122 medication; U; U
    278.961125 122 like; l ay k; l ay k
    279.062791 122 as; ae z; ih s
    279.204261 122 far; f aa r; f aa r
@@ -814,7 +821,12 @@ nfields 1
    285.109625 122 like; l ay k; l ay k
    285.361881 122 uh; ah; ah hh
    285.704631 122 <VOCNOISE>; U; U
-   287.665394 122 <LAUGH-can_we_not_talk_about_this>; U; U
+   285.950641 122 can; U; U
+   286.182766 122 we; U; U
+   286.525274 122 not; U; U
+   286.937575 122 talk; U; U
+   287.304282 122 about; U; U
+   287.665394 122 this; U; U
    287.844094 122 yknow; y uw n ow; iy n ah
    287.960435 122 they; dh ey; dh ih
    288.049785 122 were; w er; er
@@ -841,7 +853,7 @@ nfields 1
    294.190647 122 of; ah v; ih v
    294.303265 122 it; ih t; ih
    294.558285 122 was; w ah z; w uh z
-   294.693572 122 <HES-I>; U; U
+   294.693572 122 i; U; U
    294.988272 122 mean; m iy n; m iy m
    295.130370 122 <VOCNOISE>; U; U
    295.474500 122 most; m ow s t; m ow s t
@@ -855,7 +867,7 @@ nfields 1
    297.356018 122 like; l ay k; l ay k
    297.755695 122 <VOCNOISE>; U; U
    298.016125 122 pre; p r iy; p r iy
-   298.645984 122 <EXT-labor>; U; U
+   298.645984 122 labor; U; U
    298.776286 122 and; ae n d; ih n
    298.981977 122 then; dh eh n; dh eh n
    299.126125 122 there; dh eh r; n eh r
@@ -986,8 +998,8 @@ nfields 1
    333.704808 122 <IVER>; S; S
    333.860000 122 are; aa r; aa r
    334.210800 122 you; y uw; y uw
-   334.880189 122 <EXT-sure>; U; U
-   335.127468 122 <HES-I>; U; U
+   334.880189 122 sure; U; U
+   335.127468 122 I; U; U
    335.259906 122 <IVER>; S; S
    335.437236 122 i; ay; ay
    335.689768 122 was; w ah z; w ah z
@@ -1003,7 +1015,7 @@ nfields 1
    340.077470 122 felt; f eh l t; f eh l d
    340.270287 122 about; ah b aw t; ah b ah
    340.360707 122 it; ih t; ih tq
-   340.640313 122 <HES-not>; U; U
+   340.640313 122 not; U; U
    340.800715 122 i'm; ay m; ay m
    340.990106 122 not; n aa t; n aa tq
    341.240125 122 saying; s ey ih ng; s ey ng
@@ -1046,7 +1058,7 @@ nfields 1
    349.242128 122 <VOCNOISE>; U; U
    349.371867 122 <SIL>; S; S
    349.479564 122 i; ay; ay
-   349.854923 122 <HES-thought>; U; U
+   349.854923 122 thought; U; U
    350.229547 122 <VOCNOISE>; U; U
    352.273181 122 <IVER>; S; S
    352.531278 122 um-hum; em hh em; em hh em
@@ -1072,7 +1084,7 @@ nfields 1
    359.220056 122 just; jh ah s t; jh ih s
    359.614250 122 because; b ih k ah z; b iy k ah z
    359.827743 122 yknow; y uw n ow; y ih n eh
-   360.054798 122 <HES-you>; U; U
+   360.054798 122 you; U; U
    360.119166 122 <SIL>; S; S
    360.332047 122 do; d uw; jh uw
    360.558988 122 so; s ow; s ow
@@ -1110,7 +1122,7 @@ nfields 1
    366.453491 122 <VOCNOISE>; U; U
    366.682954 122 yknow; y uw n ow; y ih nx ow
    366.841814 122 they; dh ey; dh ey
-   367.217753 122 <HES-say>; U; U
+   367.217753 122 say; U; U
    367.451563 122 <VOCNOISE>; U; U
    367.546163 122 the; dh iy; dh ah
    367.744527 122 nurse; n er s; n er s
@@ -1202,16 +1214,17 @@ nfields 1
    428.271312 122 okay; ow k ey; ow g ey
    428.488732 122 right; r ay t; r ay
    432.231285 122 <IVER>; S; S
-   434.169793 122 <LAUGH-oh_no>; U; U
+   432.443252 122 oh; U; U
+   434.169793 122 no; U; U
    434.267312 122 <SIL>; S; S
    434.537700 122 <VOCNOISE>; U; U
    434.772079 122 <IVER>; S; S
-   435.315531 122 <LAUGH-wow>; U; U
+   435.315531 122 wow; U; U
    436.103130 122 <IVER>; S; S
    436.376534 122 well; w eh l; w ah r
    437.153969 122 sure; sh uw r; sh aa r
    438.109756 122 <IVER>; S; S
-   439.047332 122 <LAUGH-sure>; U; U
+   439.047332 122 sure; U; U
    440.959295 122 <LAUGH>; U; U
    441.485644 122 <VOCNOISE>; U; U
    445.625744 122 <IVER>; S; S
@@ -1250,7 +1263,8 @@ nfields 1
    486.424838 122 and; ae n d; ah n
    486.707537 122 then; dh eh n; n eh n
    487.676813 122 <LAUGH>; U; U
-   488.267088 122 <LAUGH-things_like>; U; U
+   488.022813 122 things; U; U
+   488.267088 122 like; U; U
    488.487441 122 <VOCNOISE>; U; U
    488.587705 122 <SIL>; S; S
    488.818510 122 things; th ih ng z; th ih ng z
@@ -1303,7 +1317,7 @@ nfields 1
    502.871308 122 it; ih t; ih
    503.029421 122 would; w uh d; w uh b
    503.580423 122 probably; p r aa b ah b l iy; p aa b ow l iy
-   503.788977 122 <HES-I>; U; U
+   503.788977 122 i; U; U
    503.922806 122 i; ay; ay
    504.170051 122 think; th ih ng k; th iy ng k
    504.234428 122 it; ih t; ih
diff --git a/s1202b.phones b/s1202b.phones
index 88682b5..b20a40d 100644
--- a/s1202b.phones
+++ b/s1202b.phones
@@ -1394,8 +1394,6 @@ nfields 2
   187.535401  122 s
   187.722156  122 en
   187.769558  122 dh
-  187.871766  122 eh
-  187.941455  122 hh
   188.087339  122 eh
   188.202559  122 n
   188.559369  122 VOCNOISE
@@ -1557,7 +1555,7 @@ nfields 2
   200.867685  122 ih
   200.935253  122 s
   200.998436  122 VOCNOISE
-  201.164494  122 aw
+  201.164494  122 UNKNOWN
   201.225300  122 w
   201.292289  122 uh
   201.422148  122 z
@@ -1711,50 +1709,7 @@ nfields 2
   218.877750  122 ng
   218.952391  122 ih
   219.002436  122 n
-  219.121147  122 p
-  219.209598  122 ah
-  219.266626  122 b; *
-  219.301541  122 l
-  219.367879  122 uh
-  219.405122  122 k
-  219.477750  122 s
-  219.538962  122 k
-  219.647199  122 uw
-  219.719357  122 l
-  219.748458  122 z
-  219.784537  122 z
-  219.987750  122 ow
-  220.044072  122 hh
-  220.227750  122 ow
-  220.293132  122 p; *
-  220.342013  122 f
-  220.401374  122 l
-  220.480514  122 ih
-  220.625999  122 ay
-  220.688846  122 k
-  220.754021  122 ih
-  220.822687  122 d
-  220.861093  122 ch
-  220.907750  122 r
-  221.005408  122 ay
-  221.028685  122 dx
-  221.115973  122 iy
-  221.162526  122 g
-  221.253305  122 ih
-  221.297530  122 t
-  221.374343  122 dh
-  221.611774  122 ih
-  221.764236  122 m
-  221.980709  122 w
-  222.214639  122 eh
-  222.291460  122 r
-  222.468362  122 ay
-  222.563797  122 w
-  222.862902  122 ah
-  222.942042  122 z
-  223.028166  122 b
-  223.176083  122 ah
-  223.222974  122 tq
+  223.222974  122 LAUGH
   223.685338  122 VOCNOISE
   223.768379  122 b
   223.930152  122 ah
diff --git a/s1202b.words b/s1202b.words
index 20b5e08..0b0cb71 100644
--- a/s1202b.words
+++ b/s1202b.words
@@ -40,7 +40,7 @@ nfields 1
    7.190531 122 <SIL>; S; S
    7.282437 122 i; ay; ay
    7.452437 122 know; n ow; n ow
-   7.692100 122 <HES-for>; U; U
+   7.692100 122 for; U; U
    7.936102 122 for; f ow r; f er
    8.338695 122 me; m iy; m iy
    8.745416 122 <VOCNOISE>; U; U
@@ -55,12 +55,13 @@ nfields 1
    10.937546 122 brothers; b r ah dh er z; b r ah dh er z
    11.013354 122 and; ae n d; en
    11.501000 122 sisters; s ih s t er z; s ah s ch er z
-   11.811942 122 <EXT-and>; U; U
-   12.138842 122 <EXT-and>; U; U
+   11.811942 122 and; U; U
+   12.138842 122 and; U; U
    12.441008 122 <VOCNOISE>; U; U
    12.515332 122 <SIL>; S; S
    12.670175 122 my; m ay; m ay
-   13.634333 122 <LAUGH-family_and>; U; U
+   13.461941 122 family; U; U
+   13.634333 122 and; U; U
    14.059635 122 everything; eh v r iy th ih ng; eh v r iy th ih ng
    14.165961 122 i; ay; ay
    14.297062 122 know; n ow; n ow
@@ -69,10 +70,10 @@ nfields 1
    14.773000 122 <SIL>; S; S
    14.884434 122 i've; ay v; ay v
    15.056826 122 got; g aa t; g ah t
-   15.322184 122 <HES-some>; U; U
+   15.322184 122 some; U; U
    15.697877 122 some; s ah m; s ah m
    15.965850 122 <SIL>; S; S
-   16.134289 122 <HES-some>; U; U
+   16.134289 122 some; U; U
    16.301837 122 <VOCNOISE>; U; U
    16.519278 122 <CUTOFF-pret=pretty>; U; U
    16.670297 122 <VOCNOISE>; U; U
@@ -136,7 +137,7 @@ nfields 1
    30.366572 122 i; ay; ay
    30.562906 122 mean; m iy n; m iy n
    30.888077 122 she; sh iy; sh iy
-   31.296474 122 <EXT-really>; U; U
+   31.296474 122 really; U; U
    31.556375 122 is; ih z; ih z
    31.847313 122 <VOCNOISE>; U; U
    31.896819 122 <SIL>; S; S
@@ -162,11 +163,11 @@ nfields 1
    35.418000 122 she's; sh iy z; sh iy zh
    35.834847 122 twelve; t w eh l v; t w ah v
    36.562059 122 <IVER>; S; S
-   37.015603 122 <EXT-and>; U; U
+   37.015603 122 and; U; U
    37.458745 122 <SIL>; S; S
    37.535841 122 it; ih t; ih tq
    38.035243 122 <SIL>; S; S
-   38.453697 122 <EXT-it's>; U; U
+   38.453697 122 it's; U; U
    38.575188 122 <SIL>; S; S
    38.704806 122 <CUTOFF-y=yknow>; U; U
    39.002075 122 yknow; y uw n ow; y ih nx ow
@@ -175,7 +176,11 @@ nfields 1
    39.677894 122 yknow; y uw n ow; y ih nx ih
    39.818778 122 she; sh iy; sh ih
    39.980726 122 always; aa l w ey z; ah ey z
-   40.730101 122 <UNKNOWN-tells_people_what_should_we>; U; U
+   40.111191 122 tells; U; U
+   40.333628 122 people; U; U
+   40.479748 122 what; U; U
+   40.621214 122 should; U; U
+   40.730101 122 we; U; U
    40.946023 122 yknow; y uw n ow; y ih n ow
    41.053230 122 what; w ah t; w ah
    41.135188 122 do; d uw; dx iy
@@ -259,7 +264,7 @@ nfields 1
    58.527875 122 do; d uw; d uw
    58.624538 122 a; ey; ah
    58.831153 122 lot; l aa t; l aa tq
-   58.938627 122 <HES-that>; U; U
+   58.938627 122 that; U; U
    59.295669 122 really; r iy l iy; r ih l iy
    59.713452 122 bothers; b aa dh er z; b aa dh er zh
    59.874459 122 me; m iy; m iy
@@ -282,7 +287,7 @@ nfields 1
    63.730188 122 children; ch ih l d r ah n; ch ih l d r eh n
    63.916687 122 like; l ay k; l ay k
    64.153786 122 they're; dh ey er; dh eh r
-   64.587138 122 <EXT-just>; U; U
+   64.587138 122 just; U; U
    65.185129 122 <VOCNOISE>; U; U
    65.365318 122 <SIL>; S; S
    65.520272 122 <CUTOFF-i=it>; U; U
@@ -326,7 +331,10 @@ nfields 1
    72.903232 122 <IVER>; S; S
    73.118223 122 yknow; y uw n ow; y ih nx ow
    73.294125 122 what; w ah t; w ay
-   74.266332 122 <LAUGH-kind_of_an_answer>; U; U
+   73.545410 122 kind; U; U
+   73.662678 122 of; U; U
+   73.769709 122 an; U; U
+   74.266332 122 answer; U; U
    74.482620 122 is; ih z; ih z
    74.719013 122 that; dh ae t; dh ae tq
    74.767410 122 <SIL>; S; S
@@ -353,7 +361,7 @@ nfields 1
    79.841851 122 yknow; y uw n ow; ih ah
    80.136579 122 that's; dh ae t s; dh ae t s
    80.243610 122 a; ey; ah
-   80.681965 122 <EXT-lot>; U; U
+   80.681965 122 lot; U; U
    80.982188 122 more; m ow r; m ao r
    81.429311 122 fair; f eh r; f eh r
    81.692188 122 than; dh ae n; dh eh n
@@ -419,7 +427,9 @@ nfields 1
    100.867914 122 <IVER>; S; S
    101.059386 122 no; n ow; n aa
    101.248313 122 yeah; y ae; y ae
-   102.469897 122 <LAUGH=because_it_changes>; U; U
+   101.757210 122 because; U; U
+   101.862209 122 it; U; U
+   102.469897 122 changes; U; U
    103.768281 122 <LAUGH>; U; U
    104.369164 122 <VOCNOISE>; U; U
    104.718536 122 <IVER>; S; S
@@ -461,7 +471,9 @@ nfields 1
    145.301500 122 so; s ow; s ow
    145.838921 122 terrific; t ah r ih f ih k; t er ah f ih k
    145.895494 122 <LAUGH>; U; U
-   146.494030 122 <LAUGH-watch_her_go>; U; U
+   146.191372 122 watch; U; U
+   146.294005 122 her; U; U
+   146.494030 122 go; U; U
    147.146119 122 <LAUGH>; U; U
    149.679263 122 <IVER>; S; S
    149.724793 122 <VOCNOISE>; U; U
@@ -479,7 +491,7 @@ nfields 1
    166.473429 122 <CUTOFF=probab=prabaly>; U; U
    167.203791 122 probably; p r aa b ah b l iy; p aa b el b l iy
    168.419170 122 <IVER>; S; S
-   168.714654 122 mm-hmm; em h em; em hh em
+   168.714654 122 mm-hmm; em hh em; em hh em
    168.993409 122 <SIL>; S; S
    169.082611 122 i; ay; ay
    169.270308 122 went; w eh n t; w eh n t
@@ -487,7 +499,7 @@ nfields 1
    169.761009 122 private; p r ay v ih t; p r ay v ih t
    170.197973 122 schools; s k uw l z; s k ah l s
    170.470828 122 for; f ow r; f er
-   170.611130 122 <HES-a>; U; U
+   170.611130 122 a; U; U
    170.823915 122 long; l aa ng; l ao ng
    171.153328 122 time; t ay m; t ay m
    173.353169 122 <IVER>; S; S
@@ -508,7 +520,7 @@ nfields 1
    178.998930 122 <LAUGH>; U; U
    179.115078 122 i; ay; ay
    179.336226 122 learned; l er n d; l er n
-   179.684674 122 things; th ih ng z; th ih ng VOCNOISE z
+   179.684674 122 things; th ih ng z; th ih ng z
    179.926938 122 like; l ay k; l ay k
    180.448468 122 <VOCNOISE>; U; U
    180.596208 122 how; hh aw; hh ae
@@ -538,7 +550,8 @@ nfields 1
    186.394684 122 a; ey; ah
    186.635946 122 lot; l aa t; l aa tq
    186.890125 122 more; m ow r; m ao r
-   188.202559 122 <LAUGH=focused-than>; U; U
+   187.722156 122 focused; U; U
+   188.202559 122 than; U; U
    188.559369 122 <VOCNOISE>; U; U
    188.669940 122 i; ay; ay
    188.803744 122 mean; m iy n; m iy nx
@@ -568,7 +581,7 @@ nfields 1
    193.650128 122 it; ih t; ih
    193.936313 122 was; w ah z; w ah z
    194.465302 122 <VOCNOISE>; U; U
-   194.560527 122 <HES-it>; U; U
+   194.560527 122 it; U; U
    194.653925 122 it; ih t; ih
    194.871357 122 was; w ah z; w ih z
    195.366313 122 interesting; ih n t ah r eh s t ih ng; ih n ch r ih s t ih ng
@@ -613,7 +626,12 @@ nfields 1
    202.793633 122 i; ay; ay
    202.958100 122 mean; m iy n; m iy n
    203.041651 122 you; y uw; y ih
-   204.262682 122 <LAUGH-have_to_look_at_the_time>; U; U
+   203.276811 122 have; U; U
+   203.367889 122 to; U; U
+   203.605746 122 look; U; U
+   203.675436 122 at; U; U
+   203.824445 122 the; U; U
+   204.262682 122 time; U; U
    204.385335 122 what; w ah t; w ah
    204.535865 122 we're; w iy r; w er
    205.034838 122 talking; t aa k ih ng; t aa k iy ng
@@ -622,7 +640,7 @@ nfields 1
    206.210265 122 but; b ah t; b ah tq
    206.922952 122 <SIL>; S; S
    207.181268 122 i've; ay v; ay v
-   207.284409 122 <HES-uh>; U; U
+   207.284409 122 uh; U; U
    207.490690 122 i; ay; ay
    207.794534 122 feel; f iy l; f iy l
    208.224019 122 like; l ay k; l ay k
@@ -631,7 +649,7 @@ nfields 1
    209.205044 122 don't; d ow n t; dx own
    209.389025 122 see; s iy; s iy
    209.569062 122 why; w ay; w ay
-   209.734865 122 <HES-I>; U; U
+   209.734865 122 I; U; U
    209.868486 122 i; ay; ay
    210.130603 122 wouldn't; w uh d en t; w uh dx en
    210.348880 122 send; s eh n d; s eh n
@@ -642,8 +660,8 @@ nfields 1
    211.633949 122 <IVER>; S; S
    211.704567 122 i; ay; ay
    211.848592 122 mean; m iy n; m iy
-   211.999119 122 <HES-I>; U; U
-   212.110367 122 <HES-uh>; U; U
+   211.999119 122 I; U; U
+   212.110367 122 uh; U; U
    212.507388 122 obviously; aa b v iy ah s l iy; aa v iy ih s l iy
    212.702519 122 that's; dh ae t s; dh ah t s
    212.765701 122 a; ey; ah
@@ -653,8 +671,8 @@ nfields 1
    214.208645 122 <VOCNOISE>; U; U
    214.697488 122 um; ah m; ah m
    217.050669 122 <SIL>; S; S
-   217.163334 122 <HES-I>; U; U
-   217.330291 122 <HES-I>; U; U
+   217.163334 122 I; U; U
+   217.330291 122 I; U; U
    217.447750 122 i; ay; ay
    217.672156 122 guess; g eh s; g eh s
    217.768754 122 i; ay; ay
@@ -664,10 +682,10 @@ nfields 1
    218.464734 122 be; b iy; b iy
    218.877894 122 teaching; t iy ch ih ng; t iy ch iy ng
    219.002436 122 in; ih n; ih n
-   223.222903 122 <LAUGH-public_school_so_hopefully_I_could_try_to_get_them_where_I_was_but>; U; U
+   223.222903 122 <LAUGH>; U; U
    223.687136 122 <VOCNOISE>; U; U
    223.970886 122 but; b ah t; b ah tq
-   224.265336 122 <HES-I>; U; U
+   224.265336 122 I; U; U
    224.409250 122 <SIL>; S; S
    224.512077 122 i; ay; aen
    224.638935 122 don't; d ow n t; dx ow n
@@ -680,7 +698,7 @@ nfields 1
    226.465290 122 don't; d ow n t; dx own
    226.604665 122 is; ih z; ih z
    226.830188 122 that; dh ae t; dh ae tq
-   227.009915 122 <HES-I>; U; U
+   227.009915 122 I; U; U
    227.142365 122 i; ay; eh
    227.258748 122 don't; d ow n t; dx ow nx
    227.460091 122 even; iy v ah n; iy v ih n
@@ -691,7 +709,7 @@ nfields 1
    228.629753 122 dublin; d ah b l ih n; d ah b l ih n
    228.990188 122 really; r iy l iy; r ah l iy
    229.354830 122 better; b eh t er; b eh dx er
-   229.770392 122 <LAUGH-than>; U; U
+   229.770392 122 than; U; U
    229.875073 122 <VOCNOISE>; U; U
    230.202110 122 than; dh ae n; dh eh n
    230.260301 122 <VOCNOISE>; U; U
@@ -732,15 +750,15 @@ nfields 1
    242.130575 122 is; ih z; ih zh
    242.427187 122 really; r iy l iy; r ih l iy
    242.711684 122 what; w ah t; w ah tq
-   242.943648 122 <HES-you>; U; U
+   242.943648 122 you; U; U
    243.115615 122 <VOCNOISE>; U; U
    244.234856 122 <VOCNOISE>; U; U
-   244.577052 122 <HES-what>; U; U
-   244.733666 122 <HES-uh>; U; U
+   244.577052 122 what; U; U
+   244.733666 122 uh; U; U
    244.846375 122 <SIL>; S; S
    245.006375 122 as; ae z; eh z
    245.157121 122 far; f aa r; f aa r
-   245.423126 122 <HES-as>; U; U
+   245.423126 122 as; U; U
    245.576004 122 as; ae z; eh z
    245.617452 122 a; ey; ah
    246.052283 122 parent; p eh r ah n t; p eh r eh nx
@@ -765,7 +783,7 @@ nfields 1
    249.558486 122 it; ih t; eh tq
    250.004706 122 <VOCNOISE>; U; U
    250.245456 122 yknow; y uw n ow; y ih nx ow
-   250.544118 122 <HES-my>; U; U
+   250.544118 122 my; U; U
    250.862688 122 my; m ay; m ay
    251.452688 122 family; f ae m ah l iy; f ae m l iy
    251.656431 122 my; m ay; m ay
@@ -788,7 +806,7 @@ nfields 1
    256.524131 122 a; ey; ey
    256.723500 122 p; p iy; p iy
    257.253500 122 classes; k l ae s ah z; k l ae s ih z
-   257.493814 122 <HES-and>; U; U
+   257.493814 122 and; U; U
    257.661730 122 and; ae n d; ih n
    257.808120 122 they; dh ey; n ey
    258.091200 122 worked; w er k t; w er k t
@@ -809,7 +827,7 @@ nfields 1
    261.558673 122 that; dh ae t; dh ey
    261.655722 122 you; y uw; y uw
    261.897919 122 really; r iy l iy; r ah l iy
-   262.375647 122 <EXT-can>; U; U
+   262.375647 122 can; U; U
    262.517254 122 get; g eh t; g eh dx
    262.571929 122 a; ey; ah
    262.807388 122 lot; l aa t; l aa dx
@@ -892,10 +910,12 @@ nfields 1
    290.793605 122 i; ay; ay
    290.928736 122 uh; ah; ah
    291.114085 122 was; w ah z; w uh z
-   291.891289 122 <LAUGH-not_however>; U; U
+   291.323170 122 not; U; U
+   291.891289 122 however; U; U
    292.628823 122 <LAUGH>; U; U
    292.733824 122 <VOCNOISE>; U; U
-   293.245127 122 <LAUGH-yknow_but>; U; U
+   293.081696 122 yknow; U; U
+   293.245127 122 but; U; U
    293.485259 122 they're; dh ey er; dh eh r
    293.753696 122 all; aa l; aa l
    293.963693 122 they're; dh ey er; dh eh r
@@ -905,7 +925,7 @@ nfields 1
    295.246483 122 <CUTOFF-por=point>; U; U
    295.481172 122 <IVER>; S; S
    295.797693 122 that's; dh ae t s; dh ae t s
-   296.041779 122 <LAUGH-right>; U; U
+   296.041779 122 right; U; U
    296.617910 122 <LAUGH>; U; U
    296.895771 122 straight; s t r ey t; s r ey
    297.146566 122 four; f ow r; f ao r
@@ -1012,28 +1032,28 @@ nfields 1
    342.212171 122 together; t ah g eh dh er; t ih g eh dh er
    342.620765 122 now; n aw; n aw
    343.181076 122 yknow; y uw n ow; y ih n ow
-   343.411346 122 <HES-uh>; U; U
-   343.629609 122 <HES-it>; U; U
+   343.411346 122 uh; U; U
+   343.629609 122 it; U; U
    343.949875 122 back; b ae k; b ae k
    344.271918 122 then; dh eh n; d eh n
    344.606991 122 <VOCNOISE>; U; U
    344.810818 122 yknow; y uw n ow; y ih nx ow
    345.028616 122 my; m ay; m ay
-   345.255721 122 <HES-my>; U; U
+   345.255721 122 my; U; U
    345.414429 122 well; w eh l; w iy
    345.553564 122 you; y uw; y ih
    345.826268 122 saw; s aa; s ao
    346.026381 122 my; m ay; m ay
    346.246034 122 <CUTOFF-mo=mom>; U; U
-   346.410872 122 <HES-oh>; U; U
+   346.410872 122 oh; U; U
    346.530846 122 no; n ow; nx ih
    346.673252 122 you; y uw; y ih
    346.851027 122 didn't; d ih d en t; dx ih en t
    347.071610 122 see; s iy; s iy
    347.197262 122 her; hh er; er
-   347.391558 122 <HES-oh>; U; U
+   347.391558 122 oh; U; U
    347.505344 122 you; y uw; y ih
-   347.841348 122 <LAUGH-did>; U; U
+   347.841348 122 did; U; U
    348.161521 122 <VOCNOISE>; U; U
    348.414686 122 she's; sh iy z; sh iy z
    348.708806 122 cute; k y uw t; k y ah t
@@ -1135,7 +1155,7 @@ nfields 1
    373.845577 122 about; ah b aw t; ah b aw tq
    374.191875 122 three; th r iy; th r iy
    374.452424 122 years; y ih r z; y er z
-   374.888431 122 <EXT-old>; U; U
+   374.888431 122 old; U; U
    375.162584 122 <VOCNOISE>; U; U
    375.292890 122 and; ae n d; eh n
    375.529303 122 then; dh eh n; n eh n
@@ -1186,7 +1206,7 @@ nfields 1
    384.262168 122 weekends; w iy k eh n d z; w iy k eh n z
    384.822840 122 <VOCNOISE>; U; U
    385.037846 122 which; w ih ch; w ih ch
-   385.292892 122 <HES-was>; U; U
+   385.292892 122 was; U; U
    385.331823 122 <VOCNOISE>; U; U
    385.559071 122 which; w ih ch; w ih ch
    385.780586 122 was; w ah z; uw z
@@ -1208,7 +1228,7 @@ nfields 1
    388.816697 122 would; w uh d; w uh d
    388.971195 122 do; d uw; d uw
    389.295687 122 fun; f ah n; f ah n
-   389.861964 122 <EXT-stuff>; U; U
+   389.861964 122 stuff; U; U
    390.054592 122 my; m ay; m ah
    390.348707 122 mom; m aa m; m ah m
    390.417583 122 and; ae n d; uh n
@@ -1221,7 +1241,7 @@ nfields 1
    391.654555 122 it; ih t; ih tq
    392.056633 122 <VOCNOISE>; U; U
    392.220446 122 and; ae n d; eh n
-   392.654180 122 <EXT-and>; U; U
+   392.654180 122 and; U; U
    392.870125 122 <SIL>; S; S
    393.140125 122 i; ay; ay
    393.449297 122 <VOCNOISE>; U; U
@@ -1235,7 +1255,7 @@ nfields 1
    395.753082 122 <IVER>; S; S
    395.834136 122 <VOCNOISE>; U; U
    395.968386 122 i; ay; ay
-   396.629783 122 <EXT-remember>; U; U
+   396.629783 122 remember; U; U
    396.813984 122 it; ih t; ih t
    397.209277 122 being; b iy ih ng; b iy iy ng
    398.228295 122 <VOCNOISE>; U; U
@@ -1273,12 +1293,12 @@ nfields 1
    405.242014 122 but; b ah t; b ah t
    405.669005 122 um; ah m; ah m
    406.280141 122 <VOCNOISE>; U; U
-   406.926689 122 <EXT-about>; U; U
+   406.926689 122 about; U; U
    407.599813 122 <VOCNOISE>; U; U
    407.639750 122 i; ay; ih
    407.819750 122 think; th ih ng k; th iy k
    407.935439 122 i; ay; eh
-   408.205804 122 <EXT-was>; U; U
+   408.205804 122 was; U; U
    408.570419 122 maybe; m ey b iy; m ey b iy
    409.026237 122 five; f ay v; f ay v
    409.133450 122 or; ow r; er
@@ -1307,7 +1327,7 @@ nfields 1
    415.877738 122 met; m eh t; m eh tq
    416.096116 122 my; m ay; m ay
    416.501450 122 step; s t eh p; s t eh p
-   417.054557 122 <EXT-dad>; U; U
+   417.054557 122 dad; U; U
    417.169912 122 <VOCNOISE>; U; U
    418.228080 122 <SIL>; S; S
    418.317580 122 when; w eh n; w eh
@@ -1400,7 +1420,9 @@ nfields 1
    444.575919 122 pete; p iy t z; p iy
    444.776370 122 was; w ah z; w ah z
    445.075636 122 just; jh ah s t; jh ah s
-   446.147618 122 <LAUGH-like_some_kid>; U; U
+   445.402875 122 like; U; U
+   445.787917 122 some; U; U
+   446.147618 122 kid; U; U
    446.339843 122 who; hh uw; hh uw
    446.580375 122 liked; l ay k t; l ay k
    446.687589 122 to; t uw; d ah
@@ -1408,10 +1430,10 @@ nfields 1
    447.140691 122 yknow; y uw n ow; y ih nx ah
    447.303843 122 we'd; w iy d; w iy d
    447.552773 122 go; g ow; g ow
-   447.820342 122 <HES-and>; U; U
+   447.820342 122 and; U; U
    448.108420 122 fly; f l ay; f l ay
    448.483210 122 kites; k ay t s; k ay t s
-   448.740092 122 <HES-and>; U; U
+   448.740092 122 and; U; U
    448.921388 122 and; ae n d; ih n
    449.064968 122 do; d uw; d uw
    449.238374 122 all; aa l; aa l
diff --git a/s1203a.phones b/s1203a.phones
index dda651f..e262250 100644
--- a/s1203a.phones
+++ b/s1203a.phones
@@ -213,37 +213,7 @@ nfields 2
    16.160242  122 g
    16.265291  122 aa
    16.302155  122 tq
-   16.355606  122 m
-   16.472647  122 eh
-   16.568492  122 r; *
-   16.661000  122 ih
-   16.691000  122 dx
-   16.761000  122 ih
-   16.831000  122 w
-   16.906713  122 uh
-   16.969380  122 z
-   17.021000  122 jh
-   17.111000  122 ih
-   17.200690  122 s
-   17.308351  122 ih
-   17.374705  122 uh
-   17.441059  122 z
-   17.527688  122 w
-   17.620768  122 ah
-   17.721220  122 k
-   17.797712  122 er
-   17.841026  122 s
-   17.955302  122 ah
-   18.012428  122 dh
-   18.096292  122 ah
-   18.186607  122 s
-   18.249275  122 b
-   18.487043  122 eh
-   18.533122  122 g
-   18.626202  122 ih
-   18.764425  122 b
-   18.971000  122 ah
-   19.001000  122 tq
+   19.001000  122 LAUGH
    19.404178  122 IVER
    19.473368  122 b
    19.558312  122 ah
@@ -474,8 +444,7 @@ nfields 2
    61.804882  122 b
    61.934562  122 aw
    61.962525  122 tq
-   62.054787  122 w
-   62.229868  122 ah
+   62.229868  122 UNKNOWN
    77.171838  122 IVER
    77.260468  122 em
    77.327604  122 hh
@@ -2855,10 +2824,9 @@ nfields 2
   315.674764  122 n
   315.730654  122 n
   315.888077  122 aa
-  316.006367  122 eh
-  316.108831  122 hh
+  316.108831  122 VOCNOISE
   317.462272  122 SIL
-  317.536791  122 ih
+  317.536791  122 VOCNOISE
   317.616900  122 SIL
   317.737994  122 d
   317.763145  122 uw
@@ -2912,7 +2880,7 @@ nfields 2
   332.562504  122 ih
   332.663105  122 t
   332.784200  122 s
-  332.902500  122 s
+  332.902500  122 VOCNOISE
   333.488400  122 VOCNOISE
   333.569434  122 ih
   333.609488  122 t
@@ -3263,7 +3231,7 @@ nfields 2
   365.392916  122 dx
   365.556859  122 ah
   365.639762  122 v
-  365.955526  122 ah
+  365.955526  122 VOCNOISE
   366.237770  122 SIL
   366.305759  122 ih
   366.337430  122 y
@@ -4128,8 +4096,7 @@ nfields 2
   455.249196  122 SIL
   455.455817  122 VOCNOISE
   456.100505  122 SIL
-  456.165072  122 ah
-  456.211760  122 dh
+  456.211760  122 VOCNOISE
   456.252488  122 hh
   456.342625  122 ih
   456.402625  122 z
@@ -5114,8 +5081,7 @@ nfields 2
   569.015627  122 ih
   569.065691  122 d
   569.174452  122 z
-  569.273713  122 z
-  569.454116  122 n
+  569.454116  122 UNKNOWN
   569.489507  122 y
   569.536981  122 ih
   569.587909  122 n
diff --git a/s1203a.words b/s1203a.words
index e991f74..c87109a 100644
--- a/s1203a.words
+++ b/s1203a.words
@@ -31,7 +31,7 @@ nfields 3
     3.761250  122 real; r ih l; r ih l
     4.051250  122 nice; n ay s; n ay s
     4.178940  122 to; t uw; t ih
-    4.589965  122 <EXT-me>; U; U
+    4.589965  122 me; U; U
     4.769661  122 or; ow r; aa r
     4.906977  122 that; dh ae t; dh eh dx
     5.088529  122 i; ay; ay
@@ -52,7 +52,7 @@ nfields 3
     8.529750  122 the; dh iy; dh ah
     8.865117  122 whole; hh ow l; hh ow l
     9.142500  122 thing; th ih ng; th ih ng
-    9.469750  122 was; w ah z; w NOISE ah z
+    9.469750  122 was; w ah z; w ah z
     9.793125  122 yknow; y uw n ow; y ih nx ah
     9.889891  122 if; ih f; ah f
    10.096325  122 i; ay; ay
@@ -85,7 +85,7 @@ nfields 3
    15.971317  122 when; w eh n; w uh n
    16.095731  122 they; dh ey; n ey
    16.302155  122 got; g aa t; g aa tq
-   19.001272  122 <LAUGH-married_it_was_just_it_was_well_of_course_about_this_big_but>; U; U
+   19.001272  122 <LAUGH>; U; U
    19.404178  122 <IVER>; S; S
    19.618402  122 but; b ah t; b ah t
    19.766838  122 she; sh iy; sh iy
@@ -140,13 +140,12 @@ nfields 3
    45.965813  122 last; l ae s t; l ae s t
    46.125813  122 time; t ay m; t ay m
    46.265813  122 so; s ow; s ah
-   46.445813  122 i; ay; ah
-   46.665813  122 didn't; d ih d en t; d ih n t
-   46.845813  122 want; w aa n t; w aa n t
-   46.935813  122 to; t uw; ah
-   47.195813  122 come; k ah m; k ah m
-   47.805813  122 back; b ae k; b ae k
-   47.894196  122 <LAUGH-I_didn't_want_to_come_back>; U; U
+   46.445813  122 I; U; U
+   46.665813  122 didn't; U; U
+   46.845813  122 want; U; U
+   46.935813  122 to; U; U
+   47.195813  122 come; U; U
+   47.894196  122 back; U; U
    48.115813  122 if; ih f; ih f
    48.205813  122 she; sh iy; sh iy
    48.355813  122 has; hh ae z; hh eh z
@@ -183,7 +182,7 @@ nfields 3
    53.618437  122 bus; b ah s; b ah s
    53.858437  122 home; hh ow m; hh ow m
    60.563018  122 <SIL>; S; S
-   61.409481  122 <EXT-hum>; U; U
+   61.409481  122 hum; U; U
    61.496130  122 we're; w iy r; w uh
    61.785267  122 talking; t aa k ih ng; t ah k ih m
    61.962525  122 about; ah b aw t; b aw tq
@@ -226,7 +225,7 @@ nfields 3
    95.953189  122 married; m ae r iy d; m eh r ey d
    96.365375  122 <VOCNOISE>; U; U
    96.544537  122 and; ae n d; eh n
-   97.000035  122 <EXT-you>; U; U
+   97.000035  122 you; U; U
    97.186010  122 <SIL>; S; S
    97.788563  122 realize; r iy el ay z; r iy l ay z
    97.878396  122 that; dh ae t; dh ih tq
@@ -242,7 +241,7 @@ nfields 3
    99.528882  122 other; ah dh er; ah dh er
   100.083180  122 person; p er s ah n; p er s ah n
   100.598249  122 <VOCNOISE>; U; U
-  101.097418  122 <EXT-are>; U; U
+  101.097418  122 are; U; U
   101.268057  122 are; aa r; aa r
   101.496170  122 not; n aa t; n aa dx
   101.577437  122 in; ih n; eh nx
@@ -271,7 +270,7 @@ nfields 3
   108.117233  122 this; dh ih s; dh ih s
   108.212401  122 is; ih z; ah z
   108.397437  122 not; n aa t; n aa tq
-  109.037672  122 <LAUGH-working>; U; U
+  109.037672  122 working; U; U
   109.429968  122 <VOCNOISE>; U; U
   109.605046  122 we; w iy; w iy
   109.953482  122 both; b ow th; b ow l th
@@ -282,15 +281,15 @@ nfields 3
   111.170593  122 and; ae n d; eh
   111.327512  122 we; w iy; w iy
   111.503319  122 <CUTOFF-de=deserve>; U; U
-  111.762959  122 <HES-and>; U; U
-  112.072464  122 <HES-and>; U; U
+  111.762959  122 and; U; U
+  112.072464  122 and; U; U
   112.160774  122 <VOCNOISE>; U; U
   112.416493  122 and; ae n d; eh n
   113.886022  122 <VOCNOISE>; U; U
   114.065583  122 go; g ow; g ow
   114.223228  122 your; y ow r; y er
   114.414063  122 own; ow n; ow n
-  114.804858  122 <LAUGH-separate>; U; U
+  114.804858  122 separate; U; U
   115.210503  122 ways; w ey z; w ey z
   115.622414  122 <VOCNOISE>; U; U
   115.744063  122 <SIL>; S; S
@@ -300,7 +299,7 @@ nfields 3
   117.756787  122 think; th ih ng k; th ih ng k
   118.054640  122 that; dh ae t; dh eh tq
   118.165791  122 <VOCNOISE>; U; U
-  118.254143  122 <HES-I>; U; U
+  118.254143  122 i; U; U
   118.416422  122 <SIL>; S; S
   118.503599  122 i; ay; ay
   118.711370  122 think; th ih ng k; th ih ng k
@@ -349,7 +348,7 @@ nfields 3
   129.852365  122 as; ae z; eh z
   130.009762  122 like; l ay k; l ay k
   130.765458  122 coordinating; k ow ow r d en ey t ih ng; k ow w ao r d n ey dx iy ng
-  131.131355  122 <LAUGH-things>; U; U
+  131.131355  122 things; U; U
   131.252498  122 and; ae n d; ih nx
   131.391772  122 i; ay; ay
   131.526101  122 know; n ow; n ih
@@ -363,12 +362,12 @@ nfields 3
   134.488710  122 <VOCNOISE>; U; U
   134.957626  122 um; ah m; ah m
   136.559657  122 <VOCNOISE>; U; U
-  136.745905  122 <HES-but>; U; U
+  136.745905  122 but; U; U
   136.787111  122 <SIL>; S; S
-  136.884355  122 <HES-I>; U; U
+  136.884355  122 i; U; U
   137.063181  122 <SIL>; S; S
-  137.193390  122 <HES-I>; U; U
-  137.432380  122 <HES-I>; U; U
+  137.193390  122 i; U; U
+  137.432380  122 i; U; U
   137.483017  122 <SIL>; S; S
   137.556815  122 i; ay; ay
   137.676311  122 mean; m iy n; m ih nx
@@ -397,7 +396,7 @@ nfields 3
   142.567313  122 to; t uw; t uw
   142.977713  122 continue; k ah n t ih n y uw; k ih n t ih n y uw
   143.033752  122 to; t uw; dx ah
-  143.378220  122 <HES-make>; U; U
+  143.378220  122 make; U; U
   143.429308  122 a; ey; ah
   144.021698  122 relationship; r ih l ey sh ah n sh ih p; r ih l ey sh en sh ah p
   144.188303  122 work; w er k; w er k
@@ -415,7 +414,7 @@ nfields 3
   146.811400  122 there's; dh eh r z; dh er z
   147.070161  122 things; th ih ng z; th ih ng z
   147.360246  122 about; ah b aw t; ih b aw tq
-  147.515178  122 <HES-the>; U; U
+  147.515178  122 the; U; U
   147.639608  122 <VOCNOISE>; U; U
   147.852227  122 my; m ay; m ay
   148.248615  122 dad; d ae d; d ae d
@@ -463,7 +462,7 @@ nfields 3
   159.430757  122 mom; m aa m; m aa m
   159.715887  122 had; hh ae d; hh ae d
   159.857633  122 me; m iy; m iy
-  160.199637  122 <HES-he>; U; U
+  160.199637  122 he; U; U
   160.355385  122 he; hh iy; hh iy
   160.544105  122 didn't; d ih d en t; dx ih en
   160.769140  122 pick; p ih k; p eh k
@@ -516,7 +515,9 @@ nfields 3
   170.579103  122 to; t uw; d ah
   170.784305  122 him; hh ih m; ah m
   170.875772  122 <IVER>; S; S
-  171.967287  122 <LAUGH-yknow_I_certainly>; U; U
+  171.167287  122 yknow; U; U
+  171.395782  122 I; U; U
+  171.967287  122 certainly; U; U
   172.164656  122 wouldn't; w uh d en t; w uh en
   172.412711  122 and; ae n d; eh n
   172.595658  122 would; w uh d; w uh dx
@@ -563,7 +564,7 @@ nfields 3
   181.302215  122 for; f ow r; f er
   181.532965  122 that; dh ae t; dh ae t
   182.104881  122 situation; s ih ch uw ey sh ah n; s ih ch uw ey sh ih n
-  182.268795  122 <HES-I>; U; U
+  182.268795  122 i; U; U
   182.462542  122 think; th ih ng k; th ih ng k
   182.505396  122 it; ih t; ih tq
   182.693000  122 was; w ah z; w ah z
@@ -627,7 +628,7 @@ nfields 3
   197.510211  122 get; g eh t; g eh t
   197.816063  122 married; m ae r iy d; m eh r iy dx
   197.950010  122 and; ae n d; ih n
-  197.993171  122 <HES-uh>; U; U
+  197.993171  122 uh; U; U
   198.190376  122 they'd; dh ey d; dh ey d
   198.344416  122 just; jh ah s t; jh ih s
   198.473898  122 be; b iy; b iy
@@ -657,7 +658,7 @@ nfields 3
   203.624981  122 <VOCNOISE>; U; U
   203.854180  122 <IVER>; S; S
   204.208401  122 yknow; y uw n ow; y ih nx ow
-  204.443947  122 <HES-and>; U; U
+  204.443947  122 and; U; U
   205.516638  122 <VOCNOISE>; U; U
   205.743826  122 what's; w ah t s; w ah t s
   205.856716  122 the; dh iy; s ah
@@ -724,7 +725,7 @@ nfields 3
   225.393250  122 being; b iy ih ng; b iy ng
   225.893984  122 miserable; m ih z ah r ah b el; m ih z r ah b el
   226.270528  122 <VOCNOISE>; U; U
-  226.485294  122 <HES-and>; U; U
+  226.485294  122 and; U; U
   226.655259  122 and; ae n d; eh n
   226.793250  122 i; ay; ay
   226.984924  122 think; th ih ng k; th ih ng k
@@ -786,7 +787,7 @@ nfields 3
   239.528491  122 younger; y ah ng g er; y ah ng g er
   240.027260  122 <VOCNOISE>; U; U
   240.387997  122 then; dh eh n; dh eh n
-  240.450506  122 <HES-I>; U; U
+  240.450506  122 i; U; U
   240.593387  122 <SIL>; S; S
   240.722870  122 i; ay; ay
   240.931977  122 can't; k ae n t; k ih n
@@ -823,7 +824,7 @@ nfields 3
   249.207045  122 totally; t ow t ah l iy; t ow l iy
   249.451102  122 different; d ih f ah r ah n t; d ih f er
   250.021155  122 perspective; p er s p eh k t ih v; p er s p eh k t ih v
-  250.313499  122 <HES-just>; U; U
+  250.313499  122 just; U; U
   250.492953  122 to; t uw; t ah
   250.674526  122 look; l uh k; l uh k
   250.789876  122 at; ae t; ae dx
@@ -842,7 +843,8 @@ nfields 3
   252.845244  122 lot; l aa t; l aa tq
   253.240188  122 younger; y ah ng g er; y ah ng g er
   256.948288  122 <IVER>; S; S
-  257.884855  122 <LAUGH-no_that's>; U; U
+  257.606593  122 no; U; U
+  257.884855  122 that's; U; U
   257.986635  122 not; n aa t; n aa
   258.110826  122 what; w ah t; w ah dx
   258.244355  122 i; ay; ay
@@ -850,7 +852,7 @@ nfields 3
   259.019379  122 <VOCNOISE>; U; U
   259.188938  122 no; n ow; n ah
   259.330322  122 i; ay; ay
-  259.516976  122 <HES-don't>; U; U
+  259.516976  122 don't; U; U
   259.627752  122 i; ay; ay
   259.732776  122 don't; d ow n t; dx ow
   259.898053  122 mean; m iy n; m iy nx
@@ -864,7 +866,7 @@ nfields 3
   261.829804  122 <VOCNOISE>; U; U
   261.911975  122 i; ay; ay
   262.104331  122 think; th ih ng k; th ih ng k
-  262.221327  122 <ERROR-it=it's>
+  262.221327  122 <ERROR-it=it's>; null
   262.334038  122 i; ay; ay
   262.538533  122 think; th ih ng k; th ih ng k
   262.675797  122 it's; ih t s; ih t s
@@ -874,7 +876,7 @@ nfields 3
   263.505913  122 people; p iy p el; p iy p el
   263.633839  122 are; aa r; aa r
   263.742297  122 <CUTOFF-g=getting>; U; U
-  264.061808  122 <HES-are>; U; U
+  264.061808  122 are; U; U
   264.231448  122 get; g eh t; g ih t
   264.355639  122 to; t uw; t uw
   264.407930  122 a; ey; ah
@@ -929,7 +931,7 @@ nfields 3
   273.514859  122 to; t uw; t ih
   273.592181  122 the; dh iy; dh ah
   273.848923  122 point; p oy n t; p oyn
-  274.125853  122 <HES-where>; U; U
+  274.125853  122 where; U; U
   274.250401  122 you; y uw; y uw
   274.482364  122 where; w eh r; w er
   274.641468  122 there; dh eh r; dh eh r
@@ -1016,7 +1018,9 @@ nfields 3
   304.496067  122 loved; l ah v d; l ah v d
   304.606312  122 to; t uw; t uw
   304.716312  122 have; hh ae v; ah v
-  305.547502  122 <LAUGH-gotten_a_divorce>; U; U
+  304.987885  122 gotten; U; U
+  305.061473  122 a; U; U
+  305.547502  122 divorce; U; U
   305.971531  122 <VOCNOISE>; U; U
   306.189495  122 had; hh ae d; hh ae d
   306.374188  122 that; dh ae t; dh ae tq
@@ -1026,12 +1030,12 @@ nfields 3
   307.602546  122 <VOCNOISE>; U; U
   307.890378  122 um; ah m; ah m
   307.978870  122 <SIL>; S; S
-  308.129196  122 <HES-I>; U; U
+  308.129196  122 i; U; U
   308.251793  122 i; ay; ay
   308.439023  122 think; th ih ng k; th ih ng k
   308.542813  122 it; ih t; ih t
   308.711011  122 just; jh ah s t; jh ih s t
-  308.918354  122 <HES-I>; U; U
+  308.918354  122 i; U; U
   309.137636  122 think; th ih ng k; th iy k
   309.215882  122 a; ey; ah
   309.450606  122 lot; l aa t; l aa dx
@@ -1058,7 +1062,7 @@ nfields 3
   313.739150  122 after; ae f t er; ae f th ah r
   314.216996  122 after; ae f t er; ae f th er
   314.343679  122 the; dh iy; dh ah
-  314.435897  122 <HES-the>; U; U
+  314.435897  122 the; U; U
   314.888593  122 divorce; d ih v ow r s; d v ao r s
   315.052188  122 is; ih z; ih z
   315.392188  122 final; f ay n el; f ay n el
@@ -1087,13 +1091,13 @@ nfields 3
   330.553302  122 yeah; y ae; y ae
   330.644589  122 i; ay; ay
   330.797787  122 mean; m iy n; m iy nx
-  331.087981  122 <HES-I>; U; U
+  331.087981  122 i; U; U
   331.652449  122 <VOCNOISE>; U; U
   331.753750  122 it; ih t; ih dx
   331.960771  122 is; ih z; ih z
-  332.125645  122 <HES-it's>; U; U
-  332.389835  122 <HES-it's>; U; U
-  332.784408  122 <HES-it's>; U; U
+  332.125645  122 it's; U; U
+  332.389835  122 it's; U; U
+  332.784408  122 it's; U; U
   332.902500  122 <VOCNOISE>; U; U
   333.488394  122 <VOCNOISE>; U; U
   333.651406  122 it's; ih t s; ih t s
@@ -1103,7 +1107,7 @@ nfields 3
   334.155336  122 i; ay; ay
   334.349087  122 think; th ih ng k; th iy k
   334.517688  122 it's; ih t s; ih t s
-  334.651823  122 <HES-I>; U; U
+  334.651823  122 i; U; U
   334.810177  122 think; th ih ng k; th ih ng k
   334.953750  122 it's; ih t s; ih t s
   335.132462  122 tough; t ah f; t ah f
@@ -1141,8 +1145,8 @@ nfields 3
   342.030916  122 contribute; k ah n t r ih b y uw t; k ih n ch r ih b y uw tq
   342.284373  122 more; m ow r; m ao r
   342.506845  122 to; t uw; t ih
-  342.877625  122 <HES-any>; U; U
-  343.531629  122 <HES-societal>; U; U
+  342.877625  122 any; U; U
+  343.531629  122 societal; U; U
   344.002958  122 problems; p r aa b l ah m z; p r aa b el m z
   344.161250  122 than; dh ae n; dh ah n
   344.569295  122 divorce; d ih v ow r s; d ah v ao r s
@@ -1193,7 +1197,7 @@ nfields 3
   359.980078  122 take; t ey k; t ey k
   360.216678  122 care; k eh r; k eh r
   360.462593  122 of; ah v; ah v
-  360.878960  122 <HES-of>; U; U
+  360.878960  122 of; U; U
   361.236948  122 <VOCNOISE>; U; U
   361.396861  122 their; dh eh r; dh eh r
   361.904375  122 family; f ae m ah l iy; f ae m l iy
@@ -1207,7 +1211,7 @@ nfields 3
   363.079121  122 and; ae n d; en
   363.262615  122 still; s t ih l; s t ah l
   363.516914  122 take; t ey k; t ey k
-  363.726627  122 <LAUGH-care>; U; U
+  363.726627  122 care; U; U
   363.824452  122 of; ah v; ah v
   363.950981  122 your; y ow r; y er
   364.500554  122 family; f ae m ah l iy; f ae m l ey
@@ -1228,13 +1232,13 @@ nfields 3
   368.443514  122 getting; g eh t ih ng; g ih dx ih ng
   368.833803  122 pregnant; p r eh g n ah n t; p eh g d ih n
   369.059225  122 and; ae n d; ih n
-  369.290226  122 <HES-and>; U; U
+  369.290226  122 and; U; U
   369.445786  122 then; dh eh n; dh eh n
   369.613455  122 this; dh ih s; n ih s
   369.979523  122 person; p er s ah n; p er sh ih n
   370.182589  122 goes; g ow z; g ow z
   370.446500  122 off; aa f; aa f
-  370.672219  122 <HES-and>; U; U
+  370.672219  122 and; U; U
   370.863501  122 and; ae n d; ih n
   371.214675  122 leaves; l iy v z; l iy v z
   371.340418  122 and; ae n d; ih n
@@ -1378,7 +1382,13 @@ nfields 3
   412.278630  122 <VOCNOISE>; U; U
   412.413722  122 <LAUGH-I>; U; U
   412.924315  122 <VOCNOISE>; U; U
-  414.927910  122 <LAUGH-that's_a_great_attitude_to_have_Amy>; U; U
+  413.249137  122 that's; U; U
+  413.332580  122 a; U; U
+  413.597810  122 great; U; U
+  414.129251  122 attitude; U; U
+  414.246469  122 to; U; U
+  414.620958  122 have; U; U
+  414.927910  122 amy; U; U
   415.553723  122 <VOCNOISE>; U; U
   415.800079  122 but; b ah t; b ah tq
   415.902396  122 i; ay; ay
@@ -1386,18 +1396,19 @@ nfields 3
   416.871905  122 <VOCNOISE>; U; U
   417.934793  122 <IVER>; S; S
   419.189402  122 <LAUGH>; U; U
-  419.820192  122 <LAUGH-yeah_really>; U; U
+  419.339401  122 yeah; U; U
+  419.820192  122 really; U; U
   420.327791  122 <VOCNOISE>; U; U
   420.412219  122 i; ay; ay
   420.598973  122 don't; d ow n t; dx ow n
   420.739038  122 know; n ow; n ow
   420.814534  122 i; ay; ah
   421.009996  122 mean; m iy n; m iy n
-  421.302270  122 <HES-I>; U; U
+  421.302270  122 i; U; U
   421.569487  122 guess; g eh s; g eh s
   421.750271  122 for; f ow r; f er
   422.014125  122 me; m iy; m iy
-  422.334373  122 <HES-I>; U; U
+  422.334373  122 i; U; U
   422.503234  122 <SIL>; S; S
   422.690981  122 i; ay; ay
   422.967138  122 just; jh ah s t; jh ih s t
@@ -1429,27 +1440,33 @@ nfields 3
   428.027283  122 and; ae n d; eh n
   429.614671  122 <VOCNOISE>; U; U
   429.702081  122 i; ay; ay
-  430.039827  122 <HES-mean>; U; U
+  430.039827  122 mean; U; U
   430.207707  122 <VOCNOISE>; U; U
-  430.353723  122 <HES-I>; U; U
+  430.353723  122 i; U; U
   430.633854  122 <VOCNOISE>; U; U
   430.729208  122 i; ay; ay
   430.910002  122 don't; d ow n t; ow n
   431.085500  122 know; n ow; n ow
   431.231854  122 i; ay; ay
   431.465500  122 just; jh ah s t; jh ih z t
-  431.647072  122 <HES-I>; U; U
+  431.647072  122 i; U; U
   431.817932  122 do; d uw; d uw
   431.984818  122 i; ay; ay
   432.242101  122 just; jh ah s t; jh ih z t
-  432.402021  122 <HES-I>; U; U
+  432.402021  122 i; U; U
   432.645500  122 just; jh ah s t; jh ih s t
   432.844071  122 really; r iy l iy; r ih l iy
   433.139102  122 like; l ay k; l ay k
   433.235446  122 him; hh ih m; eh m
   433.405313  122 i; ay; ay
   433.528490  122 don't; d ow n t; ow
-  435.517994  122 <LAUGH-know_if_I'll_feel_that_way_in>; U; U
+  433.705500  122 know; U; U
+  434.066889  122 if; U; U
+  434.245695  122 i'll; U; U
+  434.583430  122 feel; U; U
+  434.899322  122 that; U; U
+  435.175471  122 way; U; U
+  435.517994  122 in; U; U
   435.873799  122 <VOCNOISE>; U; U
   436.007904  122 in; ih n; ih n
   436.299955  122 ten; t eh n; t eh n
@@ -1465,7 +1482,7 @@ nfields 3
   438.347259  122 lot; l aa t; l aa dx
   438.416795  122 of; ah v; ih
   438.708846  122 things; th ih ng z; th iy ng z
-  438.954233  122 <HES-that>; U; U
+  438.954233  122 that; U; U
   439.103202  122 that; dh ae t; dh eh dx
   439.248234  122 our; aw er; aa r
   439.858155  122 families; f ae m ah l iy z; f ae m l iy z
@@ -1490,8 +1507,8 @@ nfields 3
   443.783890  122 about; ah b aw t; ah b aw d
   444.136537  122 different; d ih f ah r ah n t; d ih f r eh n t
   444.493147  122 things; th ih ng z; th ey ng z
-  444.902007  122 <EXT-and>; U; U
-  445.107040  122 <HES-and>; U; U
+  444.902007  122 and; U; U
+  445.107040  122 and; U; U
   445.201410  122 we; w iy; w iy
   445.676812  122 communicate; k ah m y uw n ih k ey t; k ih m y uw nx ih k ey tq
   445.886439  122 very; v eh r iy; v eh r ih
@@ -1546,7 +1563,7 @@ nfields 3
   457.196180  122 but; b ah t; b ah tq
   457.323331  122 <CUTOFF-h=he>; U; U
   457.580603  122 <VOCNOISE>; U; U
-  457.776297  122 <HES-he>; U; U
+  457.776297  122 he; U; U
   457.896488  122 <VOCNOISE>; U; U
   458.024633  122 he; hh iy; hh iy
   458.342625  122 drank; d r ae ng k; d r ae ng k
@@ -1602,7 +1619,7 @@ nfields 3
   469.287301  122 is; ih z; ih z
   469.427367  122 this; dh ih s; dh ih s
   469.823711  122 something; s ah m th ih ng; s ah m th iy ng
-  470.046226  122 <HES-that>; U; U
+  470.046226  122 that; U; U
   470.352176  122 <VOCNOISE>; U; U
   470.413750  122 <SIL>; S; S
   470.477341  122 when; w eh n; w eh nx
@@ -1652,7 +1669,7 @@ nfields 3
   477.521031  122 with; w ih th; w ah th
   478.013750  122 somebody; s ah m b ah d iy; s ah m b aa dx iy
   478.510992  122 <SIL>; S; S
-  479.097530  122 <HES-before>; U; U
+  479.097530  122 before; U; U
   479.249741  122 <VOCNOISE>; U; U
   479.384750  122 <SIL>; S; S
   479.639747  122 yknow; y uw n ow; y ih n uw
@@ -1666,7 +1683,7 @@ nfields 3
   481.659164  122 people; p iy p el; p iy p ah
   481.814845  122 that; dh ae t; dh eh tq
   481.954583  122 you; y uw; y ih
-  482.208901  122 <HES-just>; U; U
+  482.208901  122 just; U; U
   482.426025  122 you've; y uw v; y uw v
   482.504190  122 <SIL>; S; S
   482.661100  122 from; f r ah m; f er m
@@ -1689,7 +1706,8 @@ nfields 3
   485.981544  122 is; ih z; ih z
   486.296178  122 never; n eh v er; n ah v ah r
   486.488793  122 gonna; g ah n ah; g ah nx ah
-  487.522098  122 <LAUGH-work_yknow>; U; U
+  486.948189  122 work; U; U
+  487.522098  122 yknow; U; U
   487.677952  122 so; s ow; s eh
   487.764689  122 i; ay; ey
   487.959689  122 think; th ih ng k; th ih ng k
@@ -1737,7 +1755,11 @@ nfields 3
   502.975646  122 i'm; ay m; ah m
   503.183311  122 not; n aa t; n ah dx
   503.336005  122 old; ow l d; ow d
-  505.015702  122 <LAUGH-enough_to_know_anything_yet>; U; U
+  503.537562  122 enough; U; U
+  503.633760  122 to; U; U
+  503.763541  122 know; U; U
+  504.352940  122 anything; U; U
+  505.015702  122 yet; U; U
   505.724132  122 <VOCNOISE>; U; U
   521.839397  122 <IVER>; S; S
   522.147835  122 um-hum; em hh em; em hh em
@@ -1771,7 +1793,7 @@ nfields 3
   535.010185  122 <CUTOFF-a=and>; U; U
   535.149188  122 i; ay; ay
   535.354387  122 mean; m iy n; m iy n
-  535.635574  122 <HES-if>; U; U
+  535.635574  122 if; U; U
   535.733784  122 you; y uw; y uw
   535.987259  122 look; l uh k; l uh k
   536.439038  122 like; l ay k; l ay k
@@ -1798,17 +1820,17 @@ nfields 3
   542.399413  122 to; t uw; t uw
   542.702114  122 be; b iy; b iy
   543.430587  122 <IVER>; S; S
-  544.007853  122 <EXT-um>; U; U
+  544.007853  122 um; U; U
   545.656876  122 <SIL>; S; S
-  545.828259  122 <HES-I>; U; U
-  546.013337  122 <HES-I>; U; U
+  545.828259  122 i; U; U
+  546.013337  122 i; U; U
   546.612060  122 certainly; s er t en l iy; s er tq en l iy
   546.970183  122 spent; s p eh n t; s p eh n
   547.290032  122 most; m ow s t; m ow s t
   547.358311  122 of; ah v; ih v
   547.528542  122 my; m ay; m ay
   547.870885  122 time; t ay m; t ay m
-  548.065839  122 <HES-well>; U; U
+  548.065839  122 well; U; U
   548.162709  122 <SIL>; S; S
   548.353250  122 in; ih n; ih n
   548.485411  122 the; dh iy; dh ih
@@ -1866,7 +1888,7 @@ nfields 3
   560.184672  122 um; ah m; ah m
   560.996760  122 <VOCNOISE>; U; U
   561.128825  122 i; ay; ay
-  561.277551  122 <HES-don't>; U; U
+  561.277551  122 don't; U; U
   561.361880  122 <SIL>; S; S
   561.487903  122 i; ay; ay
   561.613927  122 don't; d ow n t; dx ow n
@@ -1905,7 +1927,8 @@ nfields 3
   567.998809  122 it's; ih t s; ih t s
   568.152454  122 the; dh iy; dh ah
   568.590081  122 media; m iy d iy ah; m iy d iy ah
-  569.174452  122 <LAUGH=uh_that's>; U; U
+  568.842129  122 uh; U; U
+  569.174452  122 that's; U; U
   569.454116  122 <UNKNOWN>; U; U
   569.727743  122 yknow; y uw n ow; y ih n ow
   570.136023  122 <CUTOFF-kin=kinda>; U; U
@@ -1952,7 +1975,7 @@ nfields 3
   579.986542  122 on; aa n; aa n
   580.068543  122 the; dh iy; n ah
   580.434530  122 bus; b ah s; b ah s
-  580.611132  122 <HES-and>; U; U
+  580.611132  122 and; U; U
   580.752175  122 and; ae n d; ih n
   580.951187  122 those; dh ow z; n ow z
   581.159594  122 types; t ay p s; t ay p s
@@ -2015,7 +2038,7 @@ nfields 3
   595.401930  122 i; ay; ay
   595.562481  122 mean; m iy n; m iy n
   595.815375  122 that's; dh ae t s; n ae t s
-  596.168426  122 <HES-really>; U; U
+  596.168426  122 really; U; U
   596.415375  122 that's; dh ae t s; dh eh t s
   596.723409  122 really; r iy l iy; r ih l iy
   596.945375  122 all; aa l; aa l
diff --git a/s1203b.phones b/s1203b.phones
index 237d06e..951ba30 100644
--- a/s1203b.phones
+++ b/s1203b.phones
@@ -1548,10 +1548,7 @@ nfields 2
   206.840000  122 ay
   206.929199  122 k
   207.024669  122 aa
-  207.073794  122 ah
-  207.195217  122 uw
-  207.264734  122 w
-  207.385230  122 uh
+  207.385230  122 VOCNOISE
   207.770813  122 IVER
   207.861539  122 ay
   207.895248  122 dx
@@ -3142,8 +3139,7 @@ nfields 2
   360.175735  122 ay
   360.249763  122 m
   360.381938  122 iy
-  360.481096  122 hh
-  360.546796  122 ah
+  360.546796  122 LAUGH
   360.687451  122 SIL
   360.770723  122 ay
   360.836424  122 uh
diff --git a/s1203b.words b/s1203b.words
index 0bae6c3..5bcf940 100644
--- a/s1203b.words
+++ b/s1203b.words
@@ -24,7 +24,7 @@ nfields 3
    3.854171 122 it's; ih t s; eh t sh
    4.174863 122 going; g ow ih ng; g ow ih ng
    4.348186 122 and; ae n d; ih n
-   4.558583 122 <HES-and>; U; U
+   4.558583 122 and; U; U
    4.964875 122 becoming; b ih k ah m ih ng; b iy k ah m ih ng
    5.027572 122 a; ey; ah
    5.254875 122 little; l ih t el; l ih dx el
@@ -56,13 +56,13 @@ nfields 3
    17.269058 122 shopping; sh aa p ih ng; sh aa p iy ng
    17.358036 122 or; ow r; er
    17.475748 122 to; t uw; t ih
-   17.891765 122 <EXT-eat>; U; U
+   17.891765 122 eat; U; U
    18.128255 122 or; ow r; er
    18.239479 122 you; y uw; y ih
    18.458562 122 there's; dh eh r z; dh ah r zh
    18.628758 122 more; m ow r; m ao r
    19.273853 122 traffic; t r ae f ih k; ch r ae f ih k
-   19.538741 122 <LAUGH-laugh_I>; U; U
+   19.538741 122 i; U; U
    19.678562 122 don't; d ow n t; dx ow n
    20.319347 122 particularly; p er t ih k y uh l er l iy; p er t ih k y ah l er l iy
    20.559404 122 care; k eh r; k eh r
@@ -73,8 +73,8 @@ nfields 3
    22.098063 122 um; ah m; ah m
    23.128653 122 <SIL>; S; S
    23.348319 122 but; b ah t; b ah dx
-   23.467826 122 <HES-it>; U; U
-   23.633792 122 <HES-I>; U; U
+   23.467826 122 it; U; U
+   23.633792 122 i>; U; U
    23.805261 122 don't; d ow n t; dx ow n
    23.993414 122 think; th ih ng k; th ih ng k
    24.072194 122 it; ih t; ih tq
@@ -93,8 +93,8 @@ nfields 3
    26.980677 122 each; iy ch; iy ch
    27.444105 122 other; ah dh er; ah dh ah r
    27.956657 122 <VOCNOISE>; U; U
-   28.058214 122 <HES-it>; U; U
-   28.302376 122 <HES-and>; U; U
+   28.058214 122 it; U; U
+   28.302376 122 and; U; U
    28.403404 122 it; ih t; ih tq
    28.644386 122 felt; f eh l t; f eh l
    28.816782 122 like; l ay k; l ay k
@@ -110,11 +110,11 @@ nfields 3
    30.902211 122 own; ow n; ow n
    31.462962 122 neighborhood; n ey b er hh uh d; n ey b er hh ah d
    32.007027 122 <VOCNOISE>; U; U
-   32.458602 122 <EXT-it's>; U; U
+   32.458602 122 it's; U; U
    32.594655 122 it; ih t; ih tq
    32.778173 122 was; w ah z; w ih z
    32.952421 122 where; w eh r; w ah r
-   33.170233 122 <HES-you>; U; U
+   33.170233 122 you; U; U
    33.399168 122 you; y uw; y uw
    33.562293 122 went; w eh n t; w eh n t
    33.633661 122 to; t uw; ih
@@ -172,7 +172,7 @@ nfields 3
    47.156521 122 i; ay; ay
    47.321502 122 don't; d ow n t; d ow n
    47.609753 122 <CUTOFF-thing=think>; U; U
-   47.950838 122 <HES-I>; U; U
+   47.950838 122 i; U; U
    48.160309 122 me; m iy; m iy
    48.717263 122 personally; p er s ah n ah l iy; p er s n el iy
    48.965749 122 other; ah dh er; ah dh ih
@@ -203,7 +203,7 @@ nfields 3
    55.182184 122 that; dh ae t; n ae d
    55.455608 122 kinda; k iy n d ah; k ey n ah
    55.846740 122 stuff; s t ah f; s t ah f
-   56.026551 122 <HES-it>; U; U
+   56.026551 122 it; U; U
    56.403750 122 hasn't; hh ae z ah n t; hh ae z ah tq
    56.758770 122 really; r iy l iy; r ah l iy
    57.619639 122 <IVER>; S; S
@@ -219,17 +219,17 @@ nfields 3
    60.183548 122 that; dh ae t; dh ah tq
    60.491455 122 maybe; m ey b iy; m ey b iy
    60.646084 122 if; ih f; ih f
-   60.787671 122 <HES-it>; U; U
+   60.787671 122 it; U; U
    60.936715 122 if; ih f; ih f
    61.014559 122 it; ih t; ah tq
    61.159688 122 would; w uh d; w uh dx
    61.256218 122 have; hh ae v; ih v
    61.579688 122 stayed; s t ey d; s t ey d
    61.922240 122 small; s m aa l; s m ao l
-   62.626456 122 <EXT-maybe>; U; U
+   62.626456 122 maybe; U; U
    62.704701 122 <VOCNOISE>; U; U
    62.999988 122 maybe; m ey b iy; m ey b iy
-   63.184777 122 <HES-I>; U; U
+   63.184777 122 i; U; U
    63.379107 122 could; k uh d; k ih d
    63.679984 122 notice; n ow t ih s; n ow dx ih s
    63.869688 122 some; s ah m; s ah m
@@ -237,14 +237,16 @@ nfields 3
    64.043458 122 of; ah v; ih
    64.121515 122 a; ey; ah
    64.552578 122 difference; d ih f ah r ah n s; d ih f r ah n s
-   65.329172 122 <LAUGH-that_way_but>; U; U
+   64.758662 122 that; U; U
+   65.028796 122 way; U; U
+   65.329172 122 but; U; U
    65.644520 122 <VOCNOISE>; U; U
    65.816847 122 but; b ah t; b ah dx
-   65.974797 122 <HES-I>; U; U
+   65.974797 122 i; U; U
    66.100953 122 i; ay; eh
    66.444625 122 never; n eh v er; n eh v ah r
    66.839633 122 <VOCNOISE>; U; U
-   67.044566 122 <HES-I>; U; U
+   67.044566 122 i; U; U
    67.134921 122 i; ay; ah
    67.415301 122 haven't; hh ae v ah n t; hh ae v ih n
    67.754661 122 noticed; n ow t ih s t; n ow dx ih s
@@ -268,7 +270,7 @@ nfields 3
    93.243030 122 i; ay; aa
    93.484293 122 kind; k ay n d; k ay n
    93.626812 122 of; ah v; ih v
-   93.673387 122 <HES-a>; U; U
+   93.673387 122 a; U; U
    94.049714 122 <VOCNOISE>; U; U
    94.119375 122 i; ay; ay
    94.412997 122 kinda; k iy n d ah; k eh nx ih
@@ -283,7 +285,7 @@ nfields 3
    96.134413 122 i; ay; ay
    96.382191 122 really; r iy l iy; r ah l iy
    96.850162 122 travel; t r ae v el; ch r ae v el
-   97.160828 122 <HES-out>; U; U
+   97.160828 122 out; U; U
    97.464594 122 into; ih n t uw; ih n t ih
    97.654619 122 some; s ah m; s ah m
    97.753363 122 of; ah v; ah v
@@ -306,12 +308,18 @@ nfields 3
    102.830045 122 <SIL>; S; S
    102.967190 122 maybe; m ey b iy; ih b iy
    103.191666 122 that's; dh ae t s; dh ae t s
-   103.641561 122 <EXT-bad>; U; U
-   104.307480 122 <LAUGH-I_don't_know_maybe_should_I>; U; U
+   103.641561 122 bad; U; U
+   103.765270 122 i; U; U
+   103.883570 122 don't; U; U
+   103.996281 122 know; U; U
+   104.166745 122 maybe; U; U
+   104.307403 122 should; U; U
+   104.307480 122 i; U; U
    104.415456 122 <CUTOFF-j=just>; U; U
    104.610142 122 feel; f iy l; f ih l
    104.919399 122 guilty; g ih l t iy; g ih l t iy
-   105.592875 122 <LAUGH-about_that>; U; U
+   105.211889 122 about; U; U
+   105.592875 122 that; U; U
    105.947828 122 but; b ah t; b ah t
    106.546134 122 <IVER>; S; S
    106.956591 122 but; b ah t; b ah tq
@@ -336,7 +344,7 @@ nfields 3
    132.396817 122 communities; k ah m y uw n ah t iy z; k em ih n d ih z
    132.588707 122 like; l ay k; l ay k
    132.757308 122 even; iy v ah n; iy v ih nx
-   132.887720 122 <HES-O>; U; U
+   132.887720 122 o; U; U
    133.013375 122 o; ow; ow
    133.223990 122 s; eh s; eh sh
    133.428921 122 u; y uw; y uw
@@ -410,15 +418,15 @@ nfields 3
    149.796328 122 the; dh iy; dh ah
    150.075776 122 west; w eh s t; w eh s
    150.452101 122 side; s ay d; s ay d
-   150.600759 122 <HES-to>; U; U
+   150.600759 122 to; U; U
    150.834950 122 to; t uw; t ih
    151.156319 122 do; d uw; jh uw
-   151.546616 122 <LAUGH-anything>; U; U
+   151.546616 122 anything; U; U
    152.050111 122 <LAUGH>; U; U
    152.281570 122 <VOCNOISE>; U; U
    152.483707 122 yknow; y uw n ow; y ih n ow
    152.592692 122 what; w ah t; w ah dx
-   152.746389 122 <HES-I>; U; U
+   152.746389 122 i; U; U
    152.873072 122 i; ay; ay
    153.053786 122 don't; d ow n t; dx ow
    153.349072 122 <VOCNOISE>; U; U
@@ -477,7 +485,9 @@ nfields 3
    166.875700 122 um; ah m; em
    168.533472 122 <IVER>; S; S
    169.017850 122 <LAUGH>; U; U
-   169.980089 122 <LAUGH=I_don't_know>; U; U
+   169.134287 122 I; U; U
+   169.451931 122 don't; U; U
+   169.980089 122 know; U; U
    170.130994 122 <SIL>; S; S
    170.226009 122 i; ay; own
    170.343967 122 don't; d ow n t; en
@@ -496,14 +506,14 @@ nfields 3
    188.631522 122 <VOCNOISE>; U; U
    188.806656 122 well; w eh l; w ah
    188.994536 122 it's; ih t s; eh t s
-   189.356632 122 <HES-kinda>; U; U
+   189.356632 122 kinda; U; U
    189.571099 122 it's; ih t s; ih t s
    189.896056 122 kinda; k iy n d ah; k ay n ah
    190.215435 122 hard; hh aa r d; hh aa r d
    190.359351 122 when; w eh n; w ih n
    190.546625 122 you've; y uw v; y uw v
    190.809644 122 got; g aa t; g aa tq
-   191.108443 122 <LAUGH-your>; U; U
+   191.108443 122 your; U; U
    191.197735 122 <VOCNOISE>; U; U
    191.357424 122 your; y ow r; y er
    191.453980 122 <CUTOFF-v=?>; U; U
@@ -542,9 +552,7 @@ nfields 3
    200.202772 122 that; dh ae t; dh eh t
    200.680684 122 debate; d ih b ey t; d ih b ey tq
    202.038935 122 <IVER>; S; S
-   202.220606 122 oh; ow; hh ow
-   202.424522 122 was; w ah z; ah s
-   204.375622 122 <LAUGH-horrible_it_was_a_horrible>; U; U
+   204.375622 122 <SIL>; U; U
    204.849260 122 <VOCNOISE>; U; U
    205.204260 122 because; b ih k ah z; b iy k ih zh
    205.304364 122 you; y uw; y uw
@@ -553,7 +561,7 @@ nfields 3
    205.983773 122 and; ae n d; ih n
    206.091292 122 you; y uw; y ih
    206.380000 122 think; th ih ng k; th ih ng k
-   206.559371 122 <HES-uh>; U; U
+   206.559371 122 uh; U; U
    206.651133 122 oh; ow; ah
    206.840000 122 my; m ay; m ay
    207.024669 122 god; g aa d; k aa
@@ -659,7 +667,7 @@ nfields 3
    231.358000 122 folks; f ow k s; f ow k s
    231.510759 122 <SIL>; S; S
    231.741996 122 could; k uh d; k uh dx
-   232.241995 122 <HES-answer>; U; U
+   232.241995 122 answer; U; U
    232.327161 122 it; ih t; ih tq
    232.695765 122 yes; y eh s; y eh s
    232.746744 122 <SIL>; S; S
@@ -706,7 +714,7 @@ nfields 3
    241.426312 122 um; ah m; ah m
    241.665262 122 <VOCNOISE>; U; U
    242.356720 122 healthcare; hh eh l th k ey r; hh ah l th k eh r
-   242.897098 122 <EXT-for>; U; U
+   242.897098 122 for; U; U
    243.496794 122 <VOCNOISE>; U; U
    243.780420 122 living; l ih v ih ng; l ih v ih m
    244.309676 122 partners; p aa r t n er z; p aa r tq n er s
@@ -814,7 +822,7 @@ nfields 3
    268.575378 122 admit; ae d m ih t; ih d m ih t
    268.751285 122 to; t uw; t ah
    268.950459 122 what; w ah t; w ah tq
-   269.258530 122 <HES-you>; U; U
+   269.258530 122 you; U; U
    269.447467 122 what; w ah t; w ah tq
    269.565670 122 you're; y uw r; y er
    270.052439 122 opinion; ah p ih n y ah n; ah p ih n y ih nx
@@ -822,7 +830,7 @@ nfields 3
    270.918944 122 <IVER>; S; S
    271.176125 122 yknow; y uw n ow; y ih nx ow
    271.290305 122 and; ae n d; ah n
-   271.536948 122 <HES-and>; U; U
+   271.536948 122 and; U; U
    271.806125 122 it's; ih t s; eh t s
    272.089799 122 just; jh ah s t; jh ah s t
    272.302936 122 <VOCNOISE>; U; U
@@ -899,7 +907,7 @@ nfields 3
    286.259174 122 if; ih f; ah f
    286.454625 122 there; dh eh r; dh eh
    286.604472 122 was; w ah z; ih z
-   286.854838 122 <HES-uh>; U; U
+   286.854838 122 uh; U; U
    287.110787 122 that; dh ae t; dh ae tq
    287.513250 122 option; aa p sh ah n; aa p sh ih n
    287.649679 122 i'm; ay m; ay m
@@ -971,8 +979,8 @@ nfields 3
    308.883902 122 think; th ih ng k; th ih ng k
    309.030313 122 it's; ih t s; ih t s
    309.220723 122 true; t r uw; ch r uw
-   309.341020 122 <HES-you>; U; U
-   309.527942 122 <HES-you>; U; U
+   309.341020 122 you; U; U
+   309.527942 122 you; U; U
    309.739849 122 don't; d ow n t; d ow n
    309.984133 122 vote; v ow t; v ow t
    310.237681 122 because; b ih k ah z; b iy k ih z
@@ -991,7 +999,7 @@ nfields 3
    312.137410 122 it; ih t; ih
    312.585283 122 matter; m ae t er; m ae dx er
    313.075706 122 <IVER>; S; S
-   313.278360 122 <HES-he>; U; U
+   313.278360 122 he; U; U
    313.478813 122 who; hh uw; hh uw
    314.028813 122 cares; k eh r z; k eh r z
    314.378598 122 so; s ow; s ow
@@ -1009,7 +1017,7 @@ nfields 3
    316.911266 122 even; iy v ah n; iy v uh n
    317.265668 122 vote; v ow t; v ow tq
    318.492677 122 <VOCNOISE>; U; U
-   318.913711 122 <HES-since>; U; U
+   318.913711 122 since; U; U
    319.082126 122 it's; ih t s; ih t s
    319.210750 122 too; t uw; t uw
    319.553064 122 bad; b ae d; b ae d
@@ -1102,7 +1110,7 @@ nfields 3
    343.696279 122 are; aa r; ah r
    343.928536 122 actually; ae k ch uw l iy; ae k sh l iy
    344.099727 122 gonna; g ah n ah; g ih nx iy
-   344.463393 122 <EXT-use>; U; U
+   344.463393 122 use; U; U
    344.628097 122 it; ih t; ih t
    344.687319 122 <SIL>; S; S
    344.762273 122 i; ay; ay
@@ -1120,12 +1128,16 @@ nfields 3
    346.963665 122 <VOCNOISE>; U; U
    347.306313 122 <SIL>; S; S
    347.376366 122 and; ae n d; eh nx
-   347.645646 122 <HES-I>; U; U
+   347.645646 122 i; U; U
    347.816837 122 i; ay; ay
    348.031512 122 voted; v ow t ah d; v ow dx uh
    348.239717 122 for; f ow r; f ah r
    349.271470 122 <LAUGH>; U; U
-   350.033039 122 <LAUGH=which_I_know_Jason_said>; U; U
+   349.392692 122 which; U; U
+   349.505586 122 I; U; U
+   349.626807 122 know; U; U
+   349.918295 122 Jason; U; U
+   350.033039 122 said; U; U
    350.135746 122 <VOCNOISE>; U; U
    350.252341 122 i; ay; ay
    350.500203 122 can't; k ae n t; k ih b
@@ -1138,7 +1150,7 @@ nfields 3
    353.310596 122 <IVER>; S; S
    353.595606 122 yeah; y ae; y eh
    353.767722 122 <VOCNOISE>; U; U
-   353.875064 122 <HES-uh>; U; U
+   353.875064 122 uh; U; U
    354.049956 122 and; ae n d; eh n
    354.247057 122 i; ay; ay
    355.362090 122 <VOCNOISE>; U; U
@@ -1157,7 +1169,7 @@ nfields 3
    359.364204 122 it's; ih t s; ay k s
    359.568708 122 it's; ih t s; ih t s
    359.943470 122 kinda; k iy n d ah; k ay nx ih
-   360.175735 122 <HES-I>; U; U
+   360.175735 122 i; U; U
    360.382083 122 <CUTOFF-mea=mean>; U; U
    360.546796 122 <LAUGH>; U; U
    360.687451 122 <SIL>; S; S
@@ -1213,7 +1225,7 @@ nfields 3
    371.272008 122 <CUTOFF-ju=just>; U; U
    371.488146 122 just; jh ah s t; jh ih s
    371.757024 122 having; hh ae v ih ng; hh ae v ih ng
-   371.962166 122 <HES-to>; U; U
+   371.962166 122 to; U; U
    372.500193 122 takes; t ey k s; t ey k s
    372.881449 122 <SIL>; S; S
    373.060482 122 i; ay; ay
@@ -1228,7 +1240,7 @@ nfields 3
    374.835969 122 i; ay; ay
    375.059527 122 worked; w er k t; w er k t
    375.215250 122 on; aa n; aa n
-   375.430580 122 <HES-I>; U; U
+   375.430580 122 i; U; U
    375.618890 122 worked; w er k t; w er k t
    375.763600 122 on; aa n; aa n
    375.968606 122 front; f r ah n t; f r ah n t
@@ -1312,7 +1324,7 @@ nfields 3
    393.535165 122 for; f ow r; f er
    393.962803 122 parking; p aa r k ih ng; p aa r k iy ng
    394.548139 122 <VOCNOISE>; U; U
-   394.792106 122 <HES-why>; U; U
+   394.792106 122 why; U; U
    395.005461 122 why; w ay; w ay
    395.250357 122 not; n aa t; n aa t
    395.440521 122 do; d uw; d uw
@@ -1423,7 +1435,13 @@ nfields 3
    475.464841 122 this; dh ih s; dh ah s
    479.658536 122 <IVER>; S; S
    480.170254 122 <LAUGH>; U; U
-   482.128304 122 <LAUGH-I_don't_know_how_that's_even_possible>; U; U
+   480.275745 122 I; U; U
+   480.460817 122 don't; U; U
+   480.606098 122 know; U; U
+   480.706036 122 how; U; U
+   480.906839 122 that's; U; U
+   481.141880 122 even; U; U
+   482.128304 122 possible; U; U
    482.847300 122 <VOCNOISE>; U; U
    483.498752 122 <IVER>; S; S
    484.132618 122 <LAUGH>; U; U
@@ -1436,7 +1454,7 @@ nfields 3
    491.110285 122 understand; ah n d er s t ae n d; ah n d er sh t ih nx
    491.236500 122 is; ih z; ih z
    491.396500 122 this; dh ih s; dh ah s
-   491.709103 122 <HES-can>; U; U
+   491.709103 122 can; U; U
    491.910939 122 with; w ih th; w ih th
    492.025221 122 the; dh iy; th ih
    492.711588 122 construction; k ah n s t r ah k sh ah n; k ah n sh r ah k sh ah n
@@ -1483,14 +1501,16 @@ nfields 3
    501.544845 122 <VOCNOISE>; U; U
    501.842913 122 every; eh v r iy; eh v r iy
    502.155692 122 single; s ih ng g el; s ih g el
-   502.751167 122 <LAUGH-place_in_the>; U; U
+   502.531960 122 place; U; U
+   502.662281 122 in; U; U
+   502.751167 122 the; U; U
    503.147485 122 city's; s ih t iy z; s ih dx iy z
    503.345312 122 got; g aa t; g aa
    503.574250 122 like; l ay k; l ay k
    503.869944 122 four; f ow r; f ow r
    504.269603 122 guys; g ay z; g ay z
    504.712701 122 working; w er k ih ng; w er k ih ng
-   504.914532 122 <HES-and>; U; U
+   504.914532 122 and; U; U
    505.044250 122 you; y uw; y uh
    505.247359 122 think; th ih ng k; th ih ng k
    505.374250 122 what; w ah t; w ah t
@@ -1529,7 +1549,7 @@ nfields 3
    515.509495 122 what; w ah t; w ah dx
    515.593702 122 are; aa r; eh
    515.780162 122 they; dh ey; dh ey
-   516.659011 122 <LAUGH-thinking>; U; U
+   516.659011 122 thinking; U; U
    516.876213 122 <VOCNOISE>; U; U
    520.983078 122 <IVER>; S; S
    521.031197 122 well; w eh l; w ah
@@ -1600,7 +1620,7 @@ nfields 3
    537.405156 122 something; s ah m th ih ng; s ah m th ih ng
    537.598375 122 on; aa n; aa n
    537.943827 122 david; d ae v ih d; d ey v ih d
-   538.512569 122 <EXT-David>; U; U
+   538.512569 122 David; U; U
    538.905547 122 letterman; l eh t er m ah n; l eh dx er m eh n
    539.057922 122 had; hh ae d; hh ae dx
    539.102699 122 a; ey; ah
@@ -1624,7 +1644,7 @@ nfields 3
    542.841310 122 tax; t ae k s; t ae k s
    543.208187 122 dollars; d aa l er z; d aa l er z
    543.295110 122 at; ae t; eh tq
-   543.722162 122 <EXT-work>; U; U
+   543.722162 122 work; U; U
    543.942046 122 yknow; y uw n ow; y ih n ow
    544.032936 122 and; ae n d; ah n
    544.253480 122 there's; dh eh r z; n eh r z
@@ -1643,7 +1663,8 @@ nfields 3
    548.141798 122 kinda; k iy n d ah; k ay nx uh
    548.477301 122 thing; th ih ng; th ey ng
    549.381788 122 <LAUGH>; U; U
-   550.163163 122 <LAUGH-like_great>; U; U
+   549.565504 122 like; U; U
+   550.163163 122 great; U; U
    550.758499 122 <LAUGH>; U; U
    550.863892 122 it; ih t; ih
    550.958793 122 was; w ah z; w ah
@@ -1658,8 +1679,8 @@ nfields 3
    557.010475 122 <VOCNOISE>; U; U
    557.128770 122 no; n ow; n ah
    557.271121 122 i; ay; ay
-   557.564518 122 <HES-think>; U; U
-   557.769022 122 <HES-I>; U; U
+   557.564518 122 think; U; U
+   557.769022 122 I; U; U
    557.901348 122 i; ay; ay
    558.094498 122 just; jh ah s t; jh uh s
    558.290982 122 think; th ih ng k; th ih ng k
@@ -1693,4 +1714,3 @@ nfields 3
    567.424313 122 <UNKNOWN-what's_a_barrels>; U; U
    567.643211 122 <VOCNOISE>; U; U
    567.643687 122 {E_TRANS}; E; E
-   567.770000 122 {E_TRANS}; E; E
diff --git a/s1204a.phones b/s1204a.phones
index d860a48..0afc0d4 100644
--- a/s1204a.phones
+++ b/s1204a.phones
@@ -1360,7 +1360,7 @@ nfields 2
   221.501956  122 t
   221.568090  122 uw
   221.692091  122 ah
-  221.768853  122 h
+  221.768853  122 hh
   221.849158  122 iy
   221.966073  122 z
   222.092436  122 hh
diff --git a/s1204a.words b/s1204a.words
index 3d6b007..a40ba32 100644
--- a/s1204a.words
+++ b/s1204a.words
@@ -546,7 +546,7 @@ nfields 1
    221.402764 122 like; l ay k; l ay k
    221.568090 122 too; t uw; t uw
    221.692091 122 oh; ow; ah
-   221.966073 122 he's; hh iy z; h iy z
+   221.966073 122 he's; hh iy z; hh iy z
    222.317990 122 he's; hh iy z; hh iy s
    222.556544 122 he's; hh iy z; hh iy z
    222.733678 122 one; w ah n; w ah nx
@@ -1555,9 +1555,7 @@ nfields 1
    503.034651 122 <IVER>; S; S
    503.311592 122 that's; dh ae t s; th ah t s
    503.807878 122 fine; f ay n; f ay n
-   508.906767 122 <IVER>; S; S
-   509.360165 122 <VOCNOISE>; U; U
-   510.226055 122 <LAUGH>; U; U
+   510.226055 122 <IVER>; U; U
    510.569635 122 <LAUGH-no>; U; U
    510.770601 122 i; ay; ay
    510.978919 122 think; th ih ng k; dh iy ng k
diff --git a/s1301a.phones b/s1301a.phones
index b687ef5..38e3300 100644
--- a/s1301a.phones
+++ b/s1301a.phones
@@ -38,10 +38,6 @@ nfields 2
    53.140565  122 em
    53.247859  122 hh
    53.422375  122 em
-   54.751279  122 IVER
-   54.862452  122 em
-   54.990430  122 hh
-   55.078334  122 em
    67.337043  122 IVER
    67.371946  122 VOCNOISE
    67.466313  122 m
diff --git a/s1301a.words b/s1301a.words
index 3555744..14b8596 100644
--- a/s1301a.words
+++ b/s1301a.words
@@ -11,13 +11,11 @@ nfields 3
    2.183483 122 <IVER>; S; S
    5.990817 122 <EXCLUDE-one_two_three_four_five>; U; U
    40.429516 122 <IVER>; S; S
-   40.604000 122 what; w ah t; VOCNOISE
+   40.604000 122 <VOCNOISE>; w ah t; VOCNOISE
    41.051000 122 kind; k ay n d; k ay n d
    53.035000 122 <IVER>; S; S
    53.141000 122 mm; em; em
    53.422000 122 hmm; hh em; hh em
-   54.751000 122 <IVER>; S; S
-   55.078000 122 <IVER-mm_hmm>; U; U
    67.337000 122 <IVER>; S; S
    67.372000 122 <VOCNOISE>; U; U
    67.676912 122 i've; ay v; m ay v
@@ -272,7 +270,7 @@ nfields 3
    155.923000 122 for; f ow r; f er
    156.697000 122 jobs; jh aa b z; jh aa b s
    156.737000 122 <VOCNOISE>; U; U
-   157.338000 122 people; p iy p el; p iy VOCNOISE p el
+   157.338000 122 people; p iy p el; p iy p el
    157.686000 122 that; dh ae t; dh eh t
    158.137000 122 uh; ah; hh aa
    158.318000 122 were; w er; w er
diff --git a/s1301b.words b/s1301b.words
index 66bfd89..4ab78ea 100644
--- a/s1301b.words
+++ b/s1301b.words
@@ -30,7 +30,7 @@ nfields 3
    8.937500 122 <SIL>; S; S
    9.347500 122 uh; ah; ah
    9.831500 122 <VOCNOISE>; U; U
-   9.949500 122 i; ay; aa
+   9.949500 122 I; ay; aa
    10.025500 122 had; hh ae d; eh dx
    10.087500 122 a; ey; ah
    10.537500 122 friend; f r eh n d; f r eh n
@@ -96,13 +96,13 @@ nfields 3
    29.906183 122 it; ih t; ih tq
    30.051500 122 was; w ah z; w ah z
    30.308500 122 up; ah p; ah p
-   30.397500 122 i; ay; aa
+   30.397500 122 I; ay; aa
    30.585500 122 wouldn't; w uh d en t; w uh en
    30.615500 122 have; hh ae v; ah
    30.872500 122 got; g aa t; g aa
    31.082664 122 hit; hh ih t; hh ih
    31.752500 122 <SIL>; S; S
-   31.849500 122 i; ay; ah
+   31.849500 122 I; ay; ah
    32.021500 122 mean; m iy n; m iy n
    32.208500 122 there's; dh eh r z; n er z
    32.431500 122 no; n ow; n ow
@@ -114,15 +114,15 @@ nfields 3
    34.683500 122 but; b ah t; b ah tq
    34.735500 122 <SIL>; S; S
    34.888500 122 if; ih f; ih f
-   34.994500 122 i; ay; ay
+   34.994500 122 I; ay; ay
    35.201299 122 didn't; d ih d en t; ey ng
    35.396500 122 get; g eh t; g eh tq
    35.638500 122 hit; hh ih t; hh ih dx
-   35.740500 122 i; ay; aa
+   35.740500 122 I; ay; aa
    36.038500 122 wouldn't; w uh d en t; w uh d en
    36.177500 122 be; b iy; b iy
    36.388500 122 where; w eh r; w eh r
-   36.517500 122 i; ay; ay
+   36.517500 122 I; ay; ay
    36.688500 122 am; ae m; ae m
    36.700500 122 <VOCNOISE>; U; U
    36.882500 122 now; n aw; n aw
@@ -132,7 +132,7 @@ nfields 3
    39.904500 122 <SIL>; S; S
    39.944500 122 <VOCNOISE>; U; U
    40.017500 122 <SIL>; S; S
-   40.138500 122 i; ay; ay
+   40.138500 122 I; ay; ay
    40.340500 122 don't; d ow n t; dx ow n
    40.726500 122 refute; r ih f y uw t; r ah f y uw
    40.775500 122 it; ih t; ih
@@ -148,7 +148,7 @@ nfields 3
    43.686500 122 leaders; l iy d er z; l iy dx er z
    43.765500 122 and; ae n d; ah m
    44.110500 122 people; p iy p el; p iy p el
-   44.266500 122 i; ay; ay
+   44.266500 122 I; ay; ay
    44.612500 122 talked; t aa k t; t ao k
    44.938500 122 to; t uw; t uw
    45.628500 122 <SIL>; S; S
@@ -156,18 +156,18 @@ nfields 3
    46.268500 122 went; w eh n t; w eh n t
    46.446500 122 through; th r uw; th r uw
    46.523500 122 the; dh iy; ih
-   46.960579 122 catholic; k ae th ah l ih k; k ae th l ih k
+   46.960579 122 Catholic; k ae th ah l ih k; k ae th l ih k
    47.318500 122 church; ch er ch; ch er ch
    47.538500 122 because; b ih k ah z; k ah z
    47.695500 122 that; dh ae t; dh ae tq
    47.937121 122 was; w ah z; w ah z
    48.080500 122 where; w eh r; w er
-   48.228500 122 i; ay; aa
+   48.228500 122 I; ay; aa
    48.446500 122 was; w ah z; w uh s
    48.824500 122 raised; r ey z d; r ey s
    48.944500 122 and; ae n d; en
    49.038500 122 what; w ah t; w ah
-   49.118500 122 i; ay; aa
+   49.118500 122 I; ay; aa
    49.282500 122 was; w ah z; w ih z
    49.698500 122 raised; r ey z d; r ey s
    49.827500 122 and; ae n d; ih n
@@ -186,12 +186,12 @@ nfields 3
    53.318500 122 terms; t er m z; t er m z
    53.362500 122 of; ah v; v
    53.890950 122 counseling; k aw n s ah l ih ng; k awn z l ih ng
-   53.988500 122 i; ay; eh
+   53.988500 122 I; ay; eh
    54.100500 122 know; n ow; n ow
    54.246500 122 they; dh ey; dh ey
    54.840500 122 tried; t r ay d; t r ay d
    55.138500 122 <SIL>; S; S
-   55.231500 122 i; ay; ay
+   55.231500 122 I; ay; ay
    55.378500 122 know; n ow; n ow
    55.488500 122 they; dh ey; dh eh
    55.663500 122 did; d ih d; dh ih d
@@ -211,7 +211,7 @@ nfields 3
    59.234500 122 things; th ih ng z; th ih ng z
    59.340500 122 that; dh ae t; dh ih t
    59.448500 122 the; dh iy; dh ih
-   59.896668 122 catholic; k ae th ah l ih k; k ae th ah k
+   59.896668 122 Catholic; k ae th ah l ih k; k ae th ah k
    60.314500 122 church; ch er ch; ch er ch
    60.478500 122 won't; w ow n t; w own tq
    60.748500 122 like; l ay k; l ay k
@@ -274,7 +274,7 @@ nfields 3
    78.548500 122 right; r ay t; r ay tq
    79.394500 122 <SIL>; S; S
    79.701500 122 and; ae n d; ae n
-   79.878843 122 i'm; ay m; ah m
+   79.878843 122 I'm; ay m; ah m
    80.230500 122 very; v eh r iy; v eh r iy
    80.392500 122 <SIL>; S; S
    80.880500 122 very; v eh r iy; v eh r iy
@@ -299,7 +299,7 @@ nfields 3
    86.797500 122 who; hh uw; uw
    87.013500 122 wouldn't; w uh d en t; w uh d en
    87.401500 122 listen; l ih s ah n; l ih s ah n
-   87.514500 122 i; ay; ay
+   87.514500 122 I; ay; ay
    87.681500 122 just; jh ah s t; d ih s
    87.996500 122 decided; d ih s ay d ah d; s ih s ay d
    88.090944 122 to; t uw; d ah
@@ -307,7 +307,7 @@ nfields 3
    88.363051 122 the; dh iy; v ih
    88.771500 122 church; ch er ch; ch er ch
    89.341500 122 <SIL>; S; S
-   89.460500 122 i; ay; aa
+   89.460500 122 I; ay; aa
    89.647500 122 don't; d ow n t; n ow n
    89.811500 122 go; g ow; g ow
    89.945500 122 there; dh eh r; dh er
@@ -315,7 +315,7 @@ nfields 3
    90.515500 122 the; dh iy; dh eh
    90.658500 122 only; ow n l iy; own l iy
    90.902500 122 time; t ay m; t aw m
-   91.030500 122 i've; ay v; ah v
+   91.030500 122 I've; ay v; ah v
    91.292500 122 gone; g aa n; g ao n
    91.471500 122 there; dh eh r; n eh r
    91.721500 122 was; w ah z; w ah z
@@ -342,7 +342,7 @@ nfields 3
    98.426500 122 <SIL>; S; S
    98.738500 122 yknow; y uw n ow; y ih nx ow
    99.360500 122 <SIL>; S; S
-   99.461500 122 i; ay; aa
+   99.461500 122 I; ay; aa
    99.674500 122 went; w eh n t; w eh n t
    99.813500 122 to; t uw; t uw
    99.863194 122 a; ey; ah
@@ -360,7 +360,7 @@ nfields 3
    104.801500 122 of; ah v; ah v
    105.011500 122 the; dh iy; dh ah
    105.175500 122 way; w ey; w ey
-   105.264500 122 i; ay; ah
+   105.264500 122 I; ay; ah
    105.620500 122 follow; f aa l ow; f aa l ah
    106.020500 122 now; n aw; n aw
    106.238500 122 and; ae n d; ah n
@@ -522,7 +522,7 @@ nfields 3
    160.193500 122 which; w ih ch; w ih ch
    160.710500 122 was; w ah z; w ah z
    161.061500 122 ah; aa; aa
-   161.211500 122 i; ay; ay
+   161.211500 122 I; ay; ay
    161.390500 122 was; w ah z; w ah z
    161.561500 122 not; n aa t; n aa
    161.727500 122 gonna; g ah n ah; g ah nx ah
@@ -533,7 +533,7 @@ nfields 3
    163.717500 122 were; w er; w er
    164.071500 122 um; ah m; ah m
    164.301500 122 <SIL>; S; S
-   164.480500 122 i; ay; ay
+   164.480500 122 I; ay; ay
    164.671500 122 was; w ah z; w ah z
    165.130500 122 poor; p ow r; p ao r
    165.864500 122 monetarily; m aa n eh t eh r ih l iy; m aan ah t eh r ih l iy
@@ -564,7 +564,7 @@ nfields 3
    174.019500 122 date; d ey t; d ey tq
    174.229500 122 of; ah v; ah f
    174.990500 122 filing; f ay l ih ng; f ay l ih ng
-   175.073500 122 i; ay; aa
+   175.073500 122 I; ay; aa
    175.521500 122 mean; m iy n; m iy n ah
    175.748500 122 <SIL>; S; S
    176.117500 122 first; f er s t; f er s
@@ -573,7 +573,7 @@ nfields 3
    176.452500 122 it; ih t; uh t
    176.875500 122 took; t uh k; t uh k
    177.617500 122 <SIL>; S; S
-   177.660500 122 i; ay; ah
+   177.660500 122 I; ay; ah
    177.849500 122 had; hh ae d; hh ae dx
    177.901500 122 a; ey; ih
    178.363500 122 statute; s t ae t uw t; s t ae sh t
@@ -584,7 +584,7 @@ nfields 3
    179.887500 122 years; y ih r z; y iy r z
    180.911500 122 <SIL>; S; S
    181.465500 122 uh; ah; aa
-   181.532500 122 i; ay; aa
+   181.532500 122 I; ay; aa
    181.740500 122 had; hh ae d; hh ae
    181.856500 122 an; ae n; ih n
    182.376500 122 attorney; ah t er n iy; eh t er nx iy
@@ -601,7 +601,7 @@ nfields 3
    184.921500 122 feet; f iy t; f iy tq
    185.621500 122 <SIL>; S; S
    185.703500 122 <VOCNOISE>; U; U
-   185.887500 122 i; ay; ay
+   185.887500 122 I; ay; ay
    186.156500 122 felt; f eh l t; f eh l t
    186.267500 122 they; dh ey; dh eh
    186.387500 122 were; w er; w er
@@ -615,7 +615,7 @@ nfields 3
    188.366500 122 bed; b eh d; m b eh d
    188.527500 122 with; w ih th; w ih d
    188.614500 122 the; dh iy; dh
-   188.977500 122 chill; ch ih l; ch ih l
+   188.977500 122 Chill; ch ih l; ch ih l
    190.144500 122 <SIL>; S; S
    190.494500 122 yknow; y uw n ow; y ih n ow
    191.551500 122 <SIL>; S; S
@@ -635,19 +635,19 @@ nfields 3
    195.353500 122 <SIL>; S; S
    195.575500 122 even; iy v ah n; iy v en
    195.737500 122 though; dh ow; n ow
-   195.819500 122 i; ay; ay
+   195.819500 122 I; ay; ay
    196.010500 122 knew; n uw; n uw
    196.106500 122 the; dh iy; dh ih
    196.457500 122 guy; g ay; g ay
    196.728500 122 so; s ow; s ao
-   196.810500 122 i; ay; ay
+   196.810500 122 I; ay; ay
    197.003500 122 just; jh ah s t; dx ih s
    197.211500 122 said; s eh d; s eh
    197.363500 122 well; w eh l; w el
    197.698500 122 look; l uh k; l uh k
-   197.859500 122 i'm; ay m; ah m
+   197.859500 122 I'm; ay m; ah m
    198.771500 122 dissatisfied; d ih s s ae t ih s f ay d; d ih s ae ah s f ay
-   198.921500 122 i'm; ay m; ah m
+   198.921500 122 I'm; ay m; ah m
    199.130500 122 gonna; g ah n ah; ng ah nx ih
    199.267500 122 go; g ow; g ow
    199.484968 122 find; f ay n d; f ayn
@@ -664,7 +664,7 @@ nfields 3
    203.480500 122 you; y uw; y ih
    204.387500 122 <SIL>; S; S
    204.787671 122 and; ae n d; ae nx
-   204.873475 122 i; ay; ah
+   204.873475 122 I; ay; ah
    205.067500 122 went; w eh n t; w eh n
    205.496500 122 shopping; sh aa p ih ng; sh aa p en
    205.763500 122 around; ah r aw n d; er awn
@@ -691,7 +691,7 @@ nfields 3
    213.695882 122 seven; s eh v ah n; s eh v ahn
    214.157500 122 attorneys; ah t er n ih z; ah t er iyn z
    214.529500 122 before; b ih f ow r; b ih f ao r
-   214.611500 122 i; ay; ay
+   214.611500 122 I; ay; ay
    214.927500 122 found; f aw n d; f aw n
    215.169500 122 one; w ah n; w ah n
    215.434500 122 that; dh ae t; n eh tq
@@ -772,7 +772,7 @@ nfields 3
    244.037500 122 years; y ih r z; y iy r z
    244.625295 122 <SIL>; S; S
    245.009500 122 so; s ow; s ow
-   245.122500 122 i; ay; ah
+   245.122500 122 I; ay; ah
    245.422500 122 mean; m iy n; m iy n
    246.334500 122 <SIL>; S; S
    246.557500 122 hell; hh eh l; hh eh l
@@ -922,7 +922,7 @@ nfields 3
    301.722500 122 was; w ah z; w ah z
    301.993500 122 full; f uh l; f uh
    302.172500 122 but; b ah t; b ah dx
-   302.382500 122 i'm; ay m; ah m
+   302.382500 122 I'm; ay m; ah m
    302.809500 122 saying; s ey ih ng; s ey ih n
    303.927500 122 <SIL>; S; S
    304.146500 122 yknow; y uw n ow; y own
@@ -947,7 +947,7 @@ nfields 3
    311.728500 122 soon; s uw n; s uw n
    312.617500 122 <SIL>; S; S
    312.847756 122 uh; ah; aa
-   313.018500 122 i; ay; ay
+   313.018500 122 I; ay; ay
    313.259500 122 shouldn't; sh uh d en t; sh uh en
    313.425500 122 have; hh ae v; ae v
    313.538500 122 to; t uw; t uw
@@ -972,7 +972,7 @@ nfields 3
    320.412500 122 hearing; hh ih r ih ng; hh iy r ih ng
    321.984500 122 <SIL>; S; S
    322.148155 122 and; ae n d; ehn
-   322.228500 122 i; ay; ay
+   322.228500 122 I; ay; ay
    322.460500 122 got; g aa t; g aa dx
    322.572500 122 a; ey; el
    322.858500 122 letter; l eh t er; l eh dx er
@@ -1077,12 +1077,12 @@ nfields 3
    362.238500 122 me; m iy; m iy
    362.571225 122 <VOCNOISE-down>; U; U
    362.697500 122 like; l ay k; l ay g
-   362.801500 122 i; ay; ih
+   362.801500 122 I; ay; ih
    363.201500 122 said; s eh d; s eh d
    364.103500 122 <SIL>; S; S
    364.434500 122 knowing; n ow ih ng; n ow ah n
    364.549500 122 that; dh ae t; n eh dx
-   364.688500 122 i; ay; aa
+   364.688500 122 I; ay; aa
    364.853500 122 don't; d ow n t; ow n
    365.082500 122 have; hh ae v; hh ae v
    365.184500 122 the; dh iy; dh
@@ -1174,7 +1174,7 @@ nfields 3
    397.303500 122 trial; t r ay el; ch r ay ah l
    398.557500 122 <SIL>; S; S
    398.710500 122 uh; ah; ah
-   398.974500 122 i; ay; aa
+   398.974500 122 I; ay; aa
    399.146500 122 was; w ah z; w ah z
    399.547059 122 unaware; ah n ah w eh r; ah nx ah w er
    399.621819 122 of; ah v; ah
@@ -1265,7 +1265,7 @@ nfields 3
    430.607500 122 to; t uw; t ih
    430.899500 122 them; dh eh m; dh eh m
    431.776500 122 <SIL>; S; S
-   431.898976 122 i; ay; aa
+   431.898976 122 I; ay; aa
    431.999500 122 don't; d ow n t; ow n
    432.217500 122 think; th ih ng k; th ihn k
    432.555500 122 that's; dh ae t s; dh ae t s
@@ -1297,7 +1297,7 @@ nfields 3
    441.153500 122 making; m ey k ih ng; m ey k ih n
    441.493500 122 money; m ah n iy; m ah nx iy
    441.623500 122 and; ae n d; ae nx
-   441.753500 122 i'm; ay m; ah m
+   441.753500 122 I'm; ay m; ah m
    442.265500 122 not; n aa t; n aa t
    442.945050 122 <SIL>; S; S
    443.058500 122 and; ae n d; eh n
@@ -1338,7 +1338,7 @@ nfields 3
    454.013500 122 the; dh iy; dh ih
    454.697500 122 betrayal; b ih t r ey el; b ih ch r ey el
    454.823500 122 that; dh ae t; l ah
-   455.000500 122 i've; ay v; ay v
+   455.000500 122 I've; ay v; ay v
    455.229500 122 had; hh ae d; hh eh d
    455.309500 122 to; t uw; d ih
    455.727500 122 struggle; s t r ah g el; sh ch r ah uw
@@ -1352,9 +1352,9 @@ nfields 3
    458.836500 122 um; ah m; ah m
    460.110973 122 <SIL>; S; S
    460.393500 122 yknow; y uw n ow; hh ih n ow
-   460.488500 122 i; ay; aa
+   460.488500 122 I; ay; aa
    460.733500 122 felt; f eh l t; f eh l
-   460.842500 122 i've; ay v; aa b
+   460.842500 122 I've; ay v; aa b
    461.053500 122 been; b ih n; b ih n
    461.685500 122 betrayed; b ih t r ey d; b ih ch r ey d
    461.779500 122 <SIL>; S; S
@@ -1364,7 +1364,7 @@ nfields 3
    462.913500 122 taught; t aa t; t ao tq
    463.103500 122 me; m iy; m iy
    463.840500 122 <SIL>; S; S
-   463.947500 122 i; ay; ay
+   463.947500 122 I; ay; ay
    464.197500 122 feel; f iy l; f iy l
    464.747500 122 betrayed; b ih t r ey d; b ih ch r ey d
    465.137500 122 by; b ay; b ay
@@ -1459,9 +1459,9 @@ nfields 3
    493.490500 122 thousand; th aw z ah n d; dh aw z n d
    493.798500 122 dollars; d aa l er z; d aa l er
    494.500500 122 <SIL>; S; S
-   494.660500 122 i; ay; aa
+   494.660500 122 I; ay; aa
    494.872500 122 feel; f iy l; f iy l
-   495.010500 122 i'm; ay m; aa m
+   495.010500 122 I'm; ay m; aa m
    495.200500 122 worth; w er th; w er th
    495.393500 122 more; m ow r; m ao r
    495.484500 122 than; dh ae n; ah n
@@ -1470,7 +1470,7 @@ nfields 3
    496.877500 122 yknow; y uw n ow; ehn ao
    497.053500 122 <VOCNOISE>; U; U
    497.675500 122 <SIL>; S; S
-   497.770500 122 i; ay; aa
+   497.770500 122 I; ay; aa
    497.988500 122 feel; f iy l; f iy l
    498.167500 122 like; l ay k; l ay k
    498.313500 122 you; y uw; y iy
@@ -1531,7 +1531,7 @@ nfields 3
    515.752132 122 the; dh iy; dh ah
    516.181500 122 physical; f ih z ih k el; f ih z ih k el
    516.610007 122 trauma; t r aa m ah; ch r aw m ah
-   516.640166 122 i; ay; ah
+   516.640166 122 I; ay; ah
    516.810076 122 mean; m iy n; m iy n
    516.966500 122 that; dh ae t; n ae
    517.200500 122 was; w ah z; w uh z
@@ -1553,7 +1553,7 @@ nfields 3
    522.116500 122 strength; s t r eh ng th; sh ch r eh ng k th
    523.032500 122 <SIL>; S; S
    523.574500 122 uh; ah; ah
-   523.664500 122 i; ay; aa
+   523.664500 122 I; ay; aa
    523.950500 122 wasn't; w ah z ah n t; w ah z en
    524.347500 122 killed; k ih l d; k ih l d
    524.930500 122 <SIL>; S; S
@@ -1567,7 +1567,7 @@ nfields 3
    529.374500 122 physical; f ih z ih k el; f ih z ih k el
    529.596157 122 <SIL>; S; S
    530.114253 122 burden; b er d en; b er d en
-   530.318500 122 i; ay; aa
+   530.318500 122 I; ay; aa
    530.432500 122 was; w ah z; ah z
    530.884500 122 still; s t ih l; s t ih l
    531.289500 122 dealing; d iy l ih ng; d iy l ih ng
@@ -1652,7 +1652,7 @@ nfields 3
    562.045500 122 nothing; n ah th ih ng; n ah th en
    562.268500 122 like; l ay k; l ay g
    562.514500 122 that; dh ae t; dh ae tq
-   562.760132 122 i've; ay v; ay b
+   562.760132 122 I've; ay v; ay b
    562.917500 122 got; g aa t; g aa dx
    562.989500 122 a; ey; ah
    563.461500 122 dog; d aa g; d ao ng
diff --git a/s1302a.phones b/s1302a.phones
index 97bce33..b85beb2 100644
--- a/s1302a.phones
+++ b/s1302a.phones
@@ -101,7 +101,6 @@ nfields 2
    10.621896  122 k; *
    10.677125  122 n
    10.820488  122 ih
-   10.863223  122 ng
    10.948692  122 ng
    11.101317  122 ae
    11.165419  122 tq
@@ -116,12 +115,12 @@ nfields 2
    11.977125  122 d
    12.187125  122 aw
    12.230744  122 n
-   12.270427  122 n
+   12.270427  122 dh
    12.386421  122 eh
    12.497125  122 r
    12.527125  122 eh
    12.600095  122 n
-   12.638251  122 n
+   12.638251  122 dh
    12.947125  122 ey
    13.557375  122 SIL
    13.627375  122 jh
@@ -4939,7 +4938,7 @@ nfields 2
   556.173033  122 ih
   556.304492  122 s
   556.348689  122 t
-  556.406485  122 dh
+  556.355446  122 VOCNOISE
   556.446150  122 ih
   556.579875  122 s
   556.671669  122 p
diff --git a/s1302a.words b/s1302a.words
index b7832a4..79a3ff0 100644
--- a/s1302a.words
+++ b/s1302a.words
@@ -38,12 +38,12 @@ nfields 3
     9.863869  122 it; ih t; ih tq
    10.050797  122 was; w ah z; w ah z
    10.296205  122 just; jh ah s t; jh ih s
-   10.863223  122 sickening; s ih k ah n ih ng; s ih k n ih ng
-   11.165419  122 that
-   11.336358  122 I
-   11.481351  122 when; w eh n; eh n
-   11.597345  122 I
-   11.937125  122 sat; s ae t; s ae t
+   10.948692  122 sickening; s ih k ah n ih ng; s ih k n ih ng
+   11.165419  122 that; dh ae t; ae tq
+   11.336358  122 i; ay; ay
+   11.481351  122 when; w eh n; ah nx
+   11.597345  122 I; ay; ay
+   11.937125  122 sat; s ae t; s ae d
    12.230744  122 down; d aw n; d aw n
    12.497125  122 there; dh eh r; dh eh r
    12.600095  122 and; ae n d; eh n
@@ -490,7 +490,7 @@ nfields 3
   137.759120  122 I; ay; ah
   138.015462  122 mean; m iy n; m iyn
   138.075525  122 in; ih n; ih
-  138.270446  122 <CUTOFF-or=order>
+  138.270446  122 <CUTOFF-or=order>; null
   138.406438  122 <VOCNOISE>; U; U
   138.860230  122 joking; jh ow k ih ng; jh ow k ih nx
   139.273868  122 around; ah r aw n d; er aw nx
@@ -498,10 +498,10 @@ nfields 3
   139.735113  122 I; ay; ah
   140.101597  122 saw; s aa; s ao l
   140.357933  122 that; dh ae t; l eh tq
-  140.690459  122 Adam
+  140.690459  122 Adam; ae d ah m; ae dx ah m
   141.090507  122 Sandler; s ae n d l ah r; s aen l er
   141.578209  122 movie; m uw v iy; m uw v iy
-  141.848666  122 Big; b ih g
+  141.848666  122 Big; b ih g; b ih g
   142.388106  122 Daddy; d ae d iy; d ae dx iy
   142.622691  122 he; hh iy; hh iy
   142.779476  122 <SIL>; S; S
@@ -741,7 +741,6 @@ nfields 3
   211.119186  122 <SIL>; S; S
   211.240445  122 she; sh iy; sh
   211.720953  122 didn't; d ih d en t; d ih en
-  211.832013  122 <SIL>; S; S
   212.399783  122 <SIL>; S; S
   212.479896  122 I; ay; ay
   212.734099  122 mean; m iy n; m iy n
@@ -1380,7 +1379,7 @@ nfields 3
   402.515150  122 something; s ah m th ih ng; s ah m t ih n
   402.694538  122 that; dh ae t; n ih tq
   402.869992  122 <HES-I>; U; U
-  403.062893  122 I
+  403.062893  122 I; ay; ay
   403.230413  122 I; ay; aw
   403.572490  122 wanted; w aa n t ah d; w ah nx ih n
   403.656918  122 to; t uw; d iy
@@ -1609,7 +1608,7 @@ nfields 3
   469.770986  122 <SIL>; S; S
   470.147057  122 yes; y eh s; y eh s
   470.344245  122 and; ae n d; eh n
-  470.433773  122 <CUTOFF-a=and>
+  470.433773  122 <CUTOFF-a=and>; null
   470.586770  122 and; ae n d; eh n
   470.851953  122 that's; dh ae t s; n ae t s
   471.068407  122 so; s ow; s aw
@@ -1903,6 +1902,7 @@ nfields 3
   556.348689  122 just; jh ah s t; jh ih s t
   556.446150  122 the; dh iy; dh ih
   557.058122  122 <CUTOFF-spirit=spiritual>; U; U
+  557.355446  122 <VOCNOISE>; U; U
   557.420768  122 <EXT-the>; U; U
   557.942625  122 spiritual; s p ih r ih ch uw el; s p ih r ih ch el
   558.568406  122 aspect; ae s p eh k t; ae s p eh k
diff --git a/s1302b.phones b/s1302b.phones
index 12d0ca4..347edab 100644
--- a/s1302b.phones
+++ b/s1302b.phones
@@ -1677,7 +1677,7 @@ nfields 2
   210.311527  122 aw
   210.519468  122 SIL
   211.176762  122 VOCNOISE
-  211.310489  122 eh
+  211.310489  122 SIL
   211.335422  122 nx
   211.355821  122 nx
   211.481235  122 ae
diff --git a/s1302b.words b/s1302b.words
index 0382614..1951a64 100644
--- a/s1302b.words
+++ b/s1302b.words
@@ -116,7 +116,7 @@ nfields 3
    39.187096 122 well; w eh l; uh eh l
    39.465467 122 in; ih n; ih n
    39.546491 122 <SIL>; S; S
-   39.705726 122 in; ih n; SIL ih n
+   39.705726 122 in; ih n; ih n
    39.892508 122 the; dh iy; n iy
    40.687690 122 ambiguous; ae m b ih g y uw ah s; ae m b ih g y uw uh s
    41.025839 122 part; p aa r t; p aa r dx
@@ -767,7 +767,7 @@ nfields 3
    232.790690 122 glowing; g l ow ih ng; k l own eyn ng
    233.771260 122 <SIL>; S; S
    233.874387 122 you; y uw; y ih
-   233.990098 122 gonna; g ah n ah; ahn ahn
+   233.990098 122 gonna; g ah n ah; ahn
    234.221232 122 tell; t eh l; t eh l
    234.365208 122 me; m iy; m iy
    234.470602 122 they're; dh ey er; dh eh r
diff --git a/s1303a.words b/s1303a.words
index 22f5e1e..4194a85 100644
--- a/s1303a.words
+++ b/s1303a.words
@@ -1092,7 +1092,7 @@ nfields 3
    306.962000 122 know; n ow; n ow
    307.516802 122 <IVER>; S; S
    307.585931 122 <SIL>; S; S
-   307.670928 122 and; ae n d; SIL eh n
+   307.670928 122 and; ae n d; eh n
    307.877182 122 that's; dh ae t s; n eh s
    308.111768 122 true; t r uw; ch r uw
    308.308956 122 <SIL>; S; S
diff --git a/s1303b.words b/s1303b.words
index 9c3c7bf..8004e91 100644
--- a/s1303b.words
+++ b/s1303b.words
@@ -93,7 +93,7 @@ nfields 3
    25.363736 122 as; ae z; ih z
    25.412467 122 the; dh iy; ah
    25.643652 122 way; w ey; w ey
-   25.767178 122 i; ay; ah
+   25.767178 122 I; ay; ah
    26.025569 122 put; p uh t; p uh dx
    26.149095 122 it; ih t; ih dx
    26.405212 122 it's; ih t s; ih t s
@@ -102,7 +102,7 @@ nfields 3
    26.978650 122 new; n uw; n uw
    27.458026 122 agey; ey jh iy; ey jh iy
    27.560627 122 and; ae n d; eh nx
-   27.672820 122 i; ay; aa
+   27.672820 122 I; ay; aa
    27.858353 122 don't; d ow n t; dx ow
    28.113052 122 like; l ay k; l ay g
    28.317653 122 new; n uw; n uw
@@ -181,7 +181,7 @@ nfields 3
    49.133964 122 did; d ih d; d ih d
    49.526074 122 that; dh ae t; d ae t
    49.886455 122 though; dh ow; d ow
-   49.975982 122 i; ay; ah
+   49.975982 122 I; ay; ah
    50.238906 122 mean; m iy n; m iy n
    50.321634 122 <SIL>; S; S
    51.342711 122 <VOCNOISE>; U; U
@@ -196,9 +196,9 @@ nfields 3
    53.511797 122 help; hh eh l p; hh eh l p
    53.900507 122 people; p iy p el; p iy p el
    54.166830 122 like; l ay k; l ay k
-   54.223493 122 i; ay; ih
+   54.223493 122 I; ay; ih
    54.684738 122 said; s eh d; s eh d
-   54.914432 122 i; ay; ay
+   54.914432 122 I; ay; ay
    55.048516 122 don't; d ow n t; dx ow
    55.261217 122 wanna; w aa n ah; w aa nx ih
    55.461024 122 see; s iy; s iy
@@ -293,7 +293,7 @@ nfields 3
    81.599228 122 blah; b l aa; l ah
    81.867811 122 blah; b l aa; b l aa
    82.048388 122 now; n aw; n aw
-   82.206665 122 i've; ay v; ay f
+   82.206665 122 I've; ay v; ay f
    82.650904 122 tried; t r ay d; ch r ay d
    82.904008 122 that; dh ae t; dh ae
    83.020348 122 <SIL>; S; S
@@ -301,7 +301,7 @@ nfields 3
    83.773975 122 but; b ah t; b uh t
    83.854821 122 the; dh iy; th ih
    84.228806 122 best; b eh s t; b eh s t
-   84.396146 122 i; ay; ay
+   84.396146 122 I; ay; ay
    84.617515 122 can; k ae n; k en
    84.819986 122 do; d uw; d uw
    85.257434 122 now; n aw; n aw
@@ -318,14 +318,14 @@ nfields 3
    88.470258 122 <SIL>; S; S
    89.333065 122 <VOCNOISE>; U; U
    89.716863 122 uh; ah; aa
-   89.875520 122 i; ay; ay
+   89.875520 122 I; ay; ay
    90.152036 122 hear; hh ih r; hh iy r
    90.345076 122 what; w ah t; w oy tq
    90.487482 122 you're; y uw r; y er
    90.995192 122 saying; s ey ih ng; s ey ih n
    91.594500 122 <SIL>; S; S
    91.790751 122 but; b ah t; b ah dx
-   92.009471 122 i'm; ay m; aa m
+   92.009471 122 I'm; ay m; aa m
    92.462783 122 trying; t r ay ih ng; ch r ay ey n
    92.662238 122 to; t uw; t ih
    92.993538 122 show; sh ow; sh ow
@@ -338,7 +338,7 @@ nfields 3
    94.810173 122 tell; t eh l; d eh l
    95.212103 122 you; y uw; y uw
    95.539617 122 how; hh aw; hh aw
-   95.668809 122 i; ay; ay
+   95.668809 122 I; ay; ay
    95.927193 122 work; w er k; w er k
    96.485898 122 best; b eh s t; b eh s t
    97.289388 122 <VOCNOISE>; U; U
@@ -386,7 +386,7 @@ nfields 3
    108.194500 122 the; dh iy; n ah
    108.433500 122 way; w ey; w ey
    108.568500 122 that; dh ae t; dh ih dx
-   108.758500 122 i; ay; ay
+   108.758500 122 I; ay; ay
    109.010500 122 can; k ae n; k en
    109.176291 122 do; d uw; d uw
    109.304500 122 it; ih t; uh tq
@@ -412,7 +412,7 @@ nfields 3
    116.364500 122 um; ah m; ah m
    117.292788 122 <SIL>; S; S
    117.644106 122 <VOCNOISE>; U; U
-   117.781231 122 i; ay; ay
+   117.781231 122 I; ay; ay
    117.946687 122 can; k ae n; k ih n
    118.151061 122 show; sh ow; sh uh
    118.313872 122 you; y uw; y uw
@@ -424,11 +424,11 @@ nfields 3
    119.564500 122 <HES-that's>; U; U
    119.621666 122 the; dh iy; dh ih
    120.033425 122 struggle; s t r ah g el; s ch r ah g el
-   120.150907 122 i'm; ay m; ah m
+   120.150907 122 I'm; ay m; ah m
    120.402491 122 having; hh ae v ih ng; hh ae m en
    120.588346 122 right; r ay t; r ay tq
    120.844464 122 now; n aw; n aw
-   120.924926 122 i'm; ay m; em
+   120.924926 122 I'm; ay m; em
    121.205993 122 trying; t r ay ih ng; t r ay en
    121.275122 122 to; t uw; n ah
    121.567511 122 find; f ay n d; f ay n
@@ -445,7 +445,7 @@ nfields 3
    125.770814 122 slack; s l ae k; s l ae k
    126.080642 122 yknow; y uw n ow; y ih nx ow
    126.194663 122 and; ae n d; ah nx
-   126.332921 122 i; ay; ay
+   126.332921 122 I; ay; ay
    126.685925 122 wanted; w aa n t ah d; w aan ih d
    126.792452 122 to; t uw; d ih
    127.013438 122 do; d uw; d uw
@@ -468,7 +468,7 @@ nfields 3
    131.723325 122 yknow; y uw n ow; y ih nx ow
    132.416500 122 <SIL>; S; S
    132.531052 122 <VOCNOISE>; U; U
-   132.613780 122 i; ay; aa
+   132.613780 122 I; ay; aa
    132.677243 122 don't; d ow n t; aa
    132.750905 122 have; hh ae v; aan
    132.806435 122 to; t uw; t
@@ -500,8 +500,8 @@ nfields 3
    141.818221 122 um; ah m; aa m
    142.240934 122 <SIL>; S; S
    142.814548 122 and; ae n d; ih n
-   143.067272 122 i; ay; ay
-   143.315275 122 i've; ay v; aa v
+   143.067272 122 I; ay; ay
+   143.315275 122 I've; ay v; aa v
    143.701718 122 had; hh ae d; hh ae d
    143.936500 122 <VOCNOISE>; U; U
    144.156500 122 yknow; y uw n ow; y ih ah
@@ -516,9 +516,9 @@ nfields 3
    148.208749 122 <SIL>; S; S
    149.021304 122 <VOCNOISE>; U; U
    149.165228 122 <SIL>; S; S
-   149.257026 122 i; ay; aa
+   149.257026 122 I; ay; aa
    149.444014 122 mean; m iy n; m iy nx
-   149.581139 122 i've; ay v; eh w
+   149.581139 122 I've; ay v; eh w
    149.806659 122 even; iy v ah n; iy v en
    150.172711 122 had; hh ae d; hh ae d
    150.716677 122 uh; ah; ah
@@ -551,17 +551,17 @@ nfields 3
    159.416817 122 to; t uw; t ih
    159.753396 122 do; d uw; d uw
    160.007254 122 so; s ow; s ah
-   160.104715 122 i; ay; aa
+   160.104715 122 I; ay; aa
    160.310969 122 mean; m iy n; m iy nx
    160.501357 122 it's; ih t s; ih s
    160.598818 122 <CUTOFF-ju=just>; U; U
    160.662280 122 <SIL>; S; S
    161.083500 122 <VOCNOISE>; U; U
    161.269718 122 yeah; y ae; y ae
-   161.445374 122 i; ay; aa
+   161.445374 122 I; ay; aa
    161.661500 122 mean; m iy n; m iy nx
    161.824067 122 when; w eh n; w ah nx
-   161.954217 122 i; ay; ay
+   161.954217 122 I; ay; ay
    162.148005 122 when; w eh n; w eh n
    162.214867 122 you; y uw; iy
    162.480234 122 come; k ah m; k ah m
@@ -679,7 +679,7 @@ nfields 3
    191.513073 122 <SIL>; S; S
    191.679010 122 and; ae n d; ih n
    191.861465 122 when; w eh n; w ah nx
-   192.042794 122 i; ay; ay
+   192.042794 122 I; ay; ay
    192.420500 122 stop; s t aa p; s t aa p
    192.774407 122 taking; t ey k ih ng; t ey k ih m
    193.000500 122 mine; m ay n; m ay n
@@ -693,7 +693,7 @@ nfields 3
    195.159949 122 <SIL>; S; S
    195.491995 122 <VOCNOISE>; U; U
    195.532793 122 <SIL>; S; S
-   195.659068 122 i; ay; ay dx
+   195.659068 122 I; ay; ay dx
    195.767378 122 don't; d ow n t; ow w
    195.993381 122 wanna; w aa n ah; w aa nx ah
    196.120965 122 go; g ow; g ow
@@ -782,12 +782,12 @@ nfields 3
    219.000246 122 <IVER-right>; S; S
    219.102240 122 <SIL>; S; S
    219.200834 122 and; ae n d; eh nx
-   219.393489 122 i'm; ay m; aa m
+   219.393489 122 I'm; ay m; aa m
    219.893265 122 saying; s ey ih ng; s ey ih n
    219.961261 122 <SIL>; S; S
    220.472367 122 <VOCNOISE>; U; U
    220.585693 122 <SIL>; S; S
-   220.747750 122 i; ay; ay
+   220.747750 122 I; ay; ay
    221.045804 122 could; k uh d; k uh d
    221.300789 122 take; t ey k; t ey k
    221.594304 122 that; dh ae t; d ae tq
@@ -804,7 +804,7 @@ nfields 3
    223.593401 122 of; ah v; ah m
    223.889183 122 money; m ah n iy; m ah n iy
    224.045996 122 that; dh ae t; dh ih d
-   224.141908 122 i; ay; aa
+   224.141908 122 I; ay; aa
    224.379893 122 don't; d ow n t; d own tq
    224.722139 122 have; hh ae v; hh ae v
    224.919330 122 <SIL>; S; S
@@ -829,18 +829,18 @@ nfields 3
    228.801923 122 the; dh iy; t er
    229.745221 122 responsibility; r ih s p aa n s ah b ih l ah t iy; r ih sh p aan n s b ih l dx iy
    229.978257 122 like; l ay k; l ay k
-   230.106321 122 i; ay; y ae
+   230.106321 122 I; ay; y ae
    230.557777 122 have; hh ae v; hh ae v
    230.646894 122 <SIL>; S; S
    231.028804 122 <VOCNOISE>; U; U
    231.079801 122 <SIL>; S; S
    231.372183 122 and; ae n d; ih n
-   231.496842 122 i; ay; ay
+   231.496842 122 I; ay; ay
    231.857227 122 sold; s ow l d; s ow l d
    231.956954 122 the; dh iy; dh ah
    232.273135 122 car; k aa r; k aa r
    232.403460 122 that; dh ae t; dh eh dx
-   232.521325 122 i; ay; ay
+   232.521325 122 I; ay; ay
    232.791042 122 had; hh ae d; hh ae d
    232.888502 122 to; t uw; t ah
    233.077758 122 my; m ay; m ay
@@ -849,7 +849,7 @@ nfields 3
    234.042172 122 <VOCNOISE>; U; U
    234.086369 122 <SIL>; S; S
    234.621696 122 uh; ah; ah
-   234.852463 122 i'm; ay m; ay m
+   234.852463 122 I'm; ay m; ay m
    235.153917 122 going; g ow ih ng; g ow ay ng
    235.244999 122 to; t uw; t ah
    235.535827 122 pay; p ey; p ey
@@ -858,7 +858,7 @@ nfields 3
    236.645303 122 apartment; ah p aa r t m ah n t; ah p aa r m ih n
    237.266339 122 complex; k aa m p l eh k s; k aa m p l eh k s
    237.371732 122 that; dh ae t; s ih dx
-   237.472593 122 i; ay; ih
+   237.472593 122 I; ay; ih
    237.789907 122 signed; s ay n d; s ay n d
    237.832260 122 a; ey; ih
    238.205821 122 lease; l iy s; l iy s
@@ -869,7 +869,7 @@ nfields 3
    239.872865 122 uh; ah; ah
    240.352659 122 <SIL>; S; S
    240.547165 122 but; b ah t; b ah dx
-   240.667291 122 i'm; ay m; aa m
+   240.667291 122 I'm; ay m; aa m
    240.829763 122 gonna; g ah n ah; w ah nx ah
    241.058267 122 make; m ey k; m ey k
    241.297386 122 them; dh eh m; dh eh m
@@ -885,7 +885,7 @@ nfields 3
    245.098810 122 <VOCNOISE>; U; U
    245.527184 122 uh; ah; ah
    245.844500 122 <SIL>; S; S
-   245.998622 122 i; ay; aa
+   245.998622 122 I; ay; aa
    246.203688 122 already; aa l r eh d iy; aa r dx iy
    246.396343 122 went; w eh n t; w eh n
    246.490404 122 to; t uw; t ih
@@ -900,7 +900,7 @@ nfields 3
    248.857318 122 <SIL>; S; S
    249.080575 122 <CUTOFF-ev=even>; U; U
    249.325360 122 well; w eh l; w ah l
-   249.432574 122 i; ay; ay
+   249.432574 122 I; ay; ay
    249.688559 122 even; iy v ah n; iy v ahn
    249.774687 122 <CUTOFF-wi=with>; U; U
    250.032526 122 even; iy v ah n; iy v ah
@@ -912,9 +912,9 @@ nfields 3
    251.481976 122 my; m ay; m ay
    252.010082 122 favor; f ey v er; f ey v er
    252.185738 122 <SIL>; S; S
-   252.244673 122 i; ay; ah
+   252.244673 122 I; ay; ah
    252.393130 122 mean; m iy n; m iy n
-   252.445260 122 i; ay; ah
+   252.445260 122 I; ay; ah
    252.559720 122 was; w ah z; uh z
    252.870241 122 only; ow n l iy; ow l ih
    252.988100 122 at; ae t; ae t
@@ -925,7 +925,7 @@ nfields 3
    254.267562 122 <SIL>; S; S
    254.701609 122 <VOCNOISE>; U; U
    254.743540 122 <SIL>; S; S
-   254.811536 122 i; ay; ay
+   254.811536 122 I; ay; ay
    255.043855 122 didn't; d ih d en t; d ih en
    255.229710 122 do; d uw; d uw
    255.504521 122 any; eh n iy; eh nx iy
@@ -944,7 +944,7 @@ nfields 3
    259.349156 122 not; n aa t; n aa tq
    259.613213 122 need; n iy d; n iy d
    260.081251 122 painted; p ey n t ah d; p ey nx ih d
-   260.151514 122 i; ay; aa
+   260.151514 122 I; ay; aa
    260.379307 122 wasn't; w ah z ah n t; w uh en
    260.602560 122 there; dh eh r; n eh r
    260.858100 122 long; l aa ng; l ao ng
@@ -973,7 +973,7 @@ nfields 3
    266.910359 122 run; r ah n; r ah n
    267.100166 122 through; th r uw; th r uw
    267.447526 122 after; ae f t er; ae f ch er
-   267.499656 122 i; ay; eh
+   267.499656 122 I; ay; eh
    267.819241 122 moved; m uw v d; m uw v d
    268.229483 122 out; aw t; aw t
    268.277080 122 <VOCNOISE>; U; U
@@ -983,7 +983,7 @@ nfields 3
    268.724726 122 my; m ay; m aa
    269.013129 122 mother; m ah dh er; m ah dh ah r
    269.086792 122 and; ae n d; er nx
-   269.234116 122 i; ay; ay
+   269.234116 122 I; ay; ay
    269.532748 122 cleaned; k l iy n d; k l iy n
    269.729941 122 that; dh ae t; n eh t
    270.023457 122 thing; th ih ng; th ih ng
@@ -1050,7 +1050,7 @@ nfields 3
    289.184500 122 and; ae n d; ih n
    289.823410 122 decided; d ih s ay d ah d; d ah s ay d ih d
    290.159688 122 since; s ih n s; s ih n t s
-   290.269517 122 i; ay; ay
+   290.269517 122 I; ay; ay
    290.567299 122 broke; b r ow k; b r ow k
    290.717884 122 the; dh iy; th el
    291.131156 122 lease; l iy s; l iy s
@@ -1116,7 +1116,7 @@ nfields 3
    306.543080 122 see; s iy; s iy
    306.766134 122 <SIL>; S; S
    307.109203 122 uh; ah; ah
-   307.385047 122 i'd; ay d; ay d
+   307.385047 122 I'd; ay d; ay d
    307.839501 122 assume; ah s uw m; ah s uw m
    308.059158 122 he's; hh iy z; iy z
    308.649058 122 educated; eh jh uh k ey t ah d; eh jh ih k ey dx ih
@@ -1158,7 +1158,7 @@ nfields 3
    318.142079 122 <IVER>; S; S
    318.762192 122 <SIL>; S; S
    319.057707 122 so; s ow; s ow
-   319.194709 122 i'm; ay m; aa m
+   319.194709 122 I'm; ay m; aa m
    319.397382 122 not; n aa t; n aa g
    319.598923 122 gonna; g ah n ah; g ah nx ah
    319.784609 122 get; g eh t; g ih dx
@@ -1199,7 +1199,7 @@ nfields 3
    330.117489 122 <SIL>; S; S
    330.589638 122 <VOCNOISE>; U; U
    330.732734 122 but; b ah t; b ah dx
-   330.925913 122 i'm; ay m; ay m
+   330.925913 122 I'm; ay m; ay m
    331.113867 122 not; n aa t; n aa tq
    331.556574 122 gonna; g ah n ah; g uh nx ah
    332.437461 122 <VOCNOISE>; U; U
@@ -1226,7 +1226,7 @@ nfields 3
    337.876923 122 got; g aa t; g aa t
    337.948319 122 the; dh iy; t ah
    338.315496 122 money; m ah n iy; m ah nx iy
-   338.501351 122 i; ay; ay
+   338.501351 122 I; ay; ay
    338.765408 122 don't; d ow n t; d ow
    339.420434 122 <IVER>; S; S
    339.944010 122 <LAUGH-so>; U; U
@@ -1239,19 +1239,19 @@ nfields 3
    357.851658 122 <IVER-I_love_my_dog>; U; U
    358.332169 122 um-hum; em hh em; em hh em
    361.137316 122 <IVER-Dogs_are_good_for_people>; U; U
-   361.422603 122 um-hum; em hh em; em em
+   361.422603 122 um-hum; em hh em; em
    366.074500 122 <IVER-they_love_you>; U; U
    366.475028 122 um-hum; em hh em; em hh em
    384.727089 122 <IVER-Have_you_ever_thought_about_training_assistance_dogs?>; U; U
    385.430500 122 <VOCNOISE>; U; U
    385.481500 122 <SIL>; S; S
    385.827493 122 well; w eh l; w ah
-   386.044500 122 i; ay; ay
+   386.044500 122 I; ay; ay
    386.500659 122 thought; th aa t; th ao dx
    386.929500 122 about; ah b aw t; ah b aw t
    387.369881 122 that; dh ae t; dh ae tq
    387.861500 122 yknow; y uw n ow; ih nx ow
-   387.949500 122 i; ay; ah
+   387.949500 122 I; ay; ah
    388.304500 122 mean; m iy n; m iy n
    388.655500 122 doing; d uw ih ng; d uw ih n
    389.075500 122 something; s ah m th ih ng; s ah m en
@@ -1283,7 +1283,7 @@ nfields 3
    399.038056 122 <SIL>; S; S
    399.793948 122 <VOCNOISE>; U; U
    399.866477 122 <SIL>; S; S
-   400.001778 122 i; ay; aa
+   400.001778 122 I; ay; aa
    400.181530 122 don't; d ow n t; dx ow n
    400.435381 122 know; n ow; n ow
    400.652968 122 <SIL>; S; S
@@ -1405,7 +1405,7 @@ nfields 3
    437.185156 122 <SIL>; S; S
    437.798257 122 <VOCNOISE>; U; U
    437.834521 122 <SIL>; S; S
-   437.973913 122 i; ay; ay
+   437.973913 122 I; ay; ay
    438.336562 122 thought; th aa t; th ao dx
    438.702606 122 about; ah b aw t; ah b aw t
    439.076588 122 that; dh ae t; dh ae b
@@ -1418,7 +1418,7 @@ nfields 3
    442.319500 122 <SIL>; S; S
    442.616104 122 <HES-I>; U; U
    442.903293 122 yknow; y uw n ow; y ih n aa
-   442.979988 122 i; ay; ay
+   442.979988 122 I; ay; ay
    443.206356 122 haven't; hh ae v ah n t; ae v ih
    443.487732 122 given; g ih v ah n; g ih v ah
    443.606204 122 it; ih t; ah m
@@ -1432,13 +1432,13 @@ nfields 3
    445.785998 122 thought; th aa t; th ao t
    446.137649 122 but; b ah t; b ah t
    446.530946 122 yknow; y uw n ow; ih ow
-   446.604569 122 i; ay; el
+   446.604569 122 I; ay; el
    446.805149 122 looked; l uh k t; l uh g d
    446.901966 122 in; ih n; ih n
    447.010463 122 the; dh iy; n ah
    447.676941 122 veterinary; v eh t ah r ih n eh r iy; v eh dx er nx eh r iy
    448.368611 122 assistant; ah s ih s t ah n t; s ih s t ihn n
-   448.450953 122 i; ay; aa
+   448.450953 122 I; ay; aa
    448.703787 122 went; w eh n t; w eh
    448.879126 122 in; ih n; ih n
    449.204617 122 there; dh eh r; n eh r
@@ -1450,7 +1450,7 @@ nfields 3
    451.929631 122 <VOCNOISE>; U; U
    452.734639 122 <SIL>; S; S
    453.036500 122 yknow; y uw n ow; y ih aw
-   453.093890 122 i; ay; uh
+   453.093890 122 I; ay; uh
    453.202683 122 was; w ah z; uh z
    453.439535 122 there; dh eh r; z ih r
    453.652589 122 just; jh ah s t; jh ih s
@@ -1478,7 +1478,7 @@ nfields 3
    459.626068 122 <LAUGH>; U; U
    459.705406 122 <SIL>; S; S
    460.252500 122 yknow; y uw n ow; y ih n ow
-   460.485500 122 i; ay; ah
+   460.485500 122 I; ay; ah
    460.593500 122 don't; d ow n t; own
    461.132668 122 understand; ah n d er s t ae n d; ah er sh t ae n
    461.221500 122 the; dh iy; n ah
@@ -1676,7 +1676,7 @@ nfields 3
    522.770184 122 <VOCNOISE>; U; U
    522.855179 122 <SIL>; S; S
    523.222364 122 and; ae n d; ae nx
-   523.374221 122 i; ay; ay
+   523.374221 122 I; ay; ay
    523.706268 122 couldn't; k uh d en t; k uh em
    523.875124 122 be; b iy; b iy
    524.246841 122 part; p aa r t; p aa r dx
@@ -1710,7 +1710,7 @@ nfields 3
    535.266574 122 but; b ah t; b ah dx
    535.506056 122 it's; ih t s; eh t s
    535.825636 122 just; jh ah s t; s ih s
-   535.993359 122 i; ay; ay
+   535.993359 122 I; ay; ay
    536.289147 122 couldn't; k uh d en t; k uh em
    536.468202 122 be; b iy; m iy
    536.830853 122 around; ah r aw n d; er r aw n
@@ -1718,7 +1718,7 @@ nfields 3
    537.330623 122 and; ae n d; eh n
    537.672868 122 <EXT-then>; U; U
    538.038917 122 yknow; y uw n ow; y ih n ow
-   538.187374 122 i; ay; ay
+   538.187374 122 I; ay; ay
    538.367571 122 would; w uh d; w uh d
    538.640687 122 go; g ow; g ow
    538.971500 122 off; aa f; ao f
@@ -1732,7 +1732,7 @@ nfields 3
    541.028493 122 that; dh ae t; ng ih dx
    541.269879 122 in; ih n; eh n
    541.425500 122 <SIL>; S; S
-   541.536200 122 i; ay; ay
+   541.536200 122 I; ay; ay
    541.842181 122 just; jh ah s t; jh ih s t
    542.021243 122 feel; f iy l; f iy l
    542.229764 122 that; dh ae t; l ae tq
@@ -1752,7 +1752,7 @@ nfields 3
    545.934430 122 <VOCNOISE>; U; U
    545.989960 122 <SIL>; S; S
    546.319500 122 ah; aa; ah
-   546.487469 122 i'm; ay m; ah m
+   546.487469 122 I'm; ay m; ah m
    546.670699 122 not; n aa t; n aa dx
    546.721500 122 a; ey; ah
    547.116437 122 violent; v ay ah l ah n t; v ay ih l ah n
@@ -1762,7 +1762,7 @@ nfields 3
    548.221376 122 as; ae z; ih z
    548.479760 122 big; b ih g; b ih g
    548.601026 122 as; ae z; ih z
-   548.867343 122 i; ay; ay
+   548.867343 122 I; ay; ay
    549.121194 122 am; ae m; eh m
    549.525776 122 yknow; y uw n ow; y ih n ow
    550.014216 122 yknow; y uw n ow; s ow
diff --git a/s1304a.words b/s1304a.words
index 56b4119..b08bba4 100644
--- a/s1304a.words
+++ b/s1304a.words
@@ -11,19 +11,19 @@ nfields 3
    1.734750 122 um-hum; em hh em; ah m ah m
    3.765450 122 <SIL>; S; S
    4.149054 122 yeah; y ae; y eh
-   4.374750 122 i; ay; ay
+   4.374750 122 I; ay; ay
    5.714750 122 <SIL>; S; S
    5.948935 122 yeah; y ae; y eh
    6.158799 122 like; l ay k; l ay
-   6.214750 122 i; ay; ah
+   6.214750 122 I; ay; ah
    6.540681 122 said; s eh d; s eh dx
-   6.641599 122 i; ay; ah
+   6.641599 122 I; ay; ah
    6.848023 122 don't; d ow n t; ow n
    7.122104 122 know; n ow; n ow
-   7.258573 122 i; ay; ay
-   7.414750 122 i; ay; ay
+   7.258573 122 I; ay; ay
+   7.414750 122 I; ay; ay
    7.749399 122 just; jh ah s t; jh ih s
-   7.935177 122 i; ay; ay
+   7.935177 122 I; ay; ay
    8.159949 122 got; g aa t; g aa dx
    8.201231 122 to; t uw; ah
    8.442059 122 make; m ey k; m ey k
@@ -33,7 +33,7 @@ nfields 3
    9.844750 122 <SIL>; S; S
    10.333109 122 yknow; y uw n ow; y ah n ow
    10.493661 122 uh; ah; ah
-   10.627836 122 i; ay; ay
+   10.627836 122 I; ay; ay
    10.748250 122 don't; d ow n t; dx own
    10.997106 122 want; w aa n t; w aa n
    11.060180 122 to; t uw; ah
@@ -66,7 +66,7 @@ nfields 3
    19.265450 122 <SIL>; S; S
    19.557883 122 yknow; y uw n ow; y ah nx ow
    19.762014 122 because; b ih k ah z; k ah z
-   19.883566 122 i; ay; ah
+   19.883566 122 I; ay; ah
    20.185179 122 worked; w er k t; w er k t
    20.272331 122 in; ih n; ih nx
    20.320496 122 a; ey; ah
@@ -78,7 +78,7 @@ nfields 3
    22.914750 122 <SIL>; S; S
    23.524750 122 and; ae n d; eh n
    23.806736 122 yknow; y uw n ow; y ah nx ow
-   23.887007 122 i; ay; ay
+   23.887007 122 I; ay; ay
    24.064761 122 got; g aa t; g aa
    24.684750 122 hassled; hh ae s el d; hh ae s ah l d
    24.774750 122 <SIL>; S; S
@@ -116,7 +116,7 @@ nfields 3
    34.966614 122 <SIL>; S; S
    35.342314 122 yknow; y uw n ow; eh nx ow
    35.419376 122 and; ae n d; ah nx
-   35.542902 122 i; ay; ay
+   35.542902 122 I; ay; ay
    35.754300 122 just; jh ah s t; jh ih s t
    35.938414 122 told; t ow l d; t ow l
    36.120870 122 him; hh ih m; ah m
@@ -148,7 +148,7 @@ nfields 3
    42.827576 122 they; dh ey; n ey
    43.337551 122 realized; r iy el ay z d; r ih l ay s
    43.475259 122 that; dh ae t; s ih dx
-   43.588585 122 i; ay; ay
+   43.588585 122 I; ay; ay
    43.955796 122 wasn't; w ah z ah n t; w ah z ihn tq
    44.574530 122 stupid; s t uw p ih d; s t uw p ih d
    44.720721 122 <SIL>; S; S
@@ -168,7 +168,7 @@ nfields 3
    48.599914 122 <SIL>; S; S
    48.866237 122 yknow; y uw n ow; n y ow
    49.079290 122 so; s ow; s ah
-   49.176751 122 i; ay; ay
+   49.176751 122 I; ay; ay
    49.562066 122 just; jh ah s t; jh ih s t
    50.058435 122 decided; d ih s ay d ah d; d ih s ay dx ih d
    50.320226 122 to; t uw; t ih
@@ -182,7 +182,7 @@ nfields 3
    52.237724 122 <SIL>; S; S
    53.007214 122 <VOCNOISE>; U; U
    53.521721 122 change; ch ey n jh; ch ey n zh
-   53.622582 122 i; ay; ah
+   53.622582 122 I; ay; ah
    53.731375 122 was; w ah z; uh z
    53.904798 122 just; jh ah s t; z ih s
    54.142756 122 gonna; g ah n ah; g uh ah
@@ -216,20 +216,20 @@ nfields 3
    62.717099 122 <SIL>; S; S
    63.258793 122 <VOCNOISE>; U; U
    63.338750 122 <SIL>; S; S
-   63.389125 122 i; ay; aa
+   63.389125 122 I; ay; aa
    63.567054 122 mean; m iy n; m iy n
    63.757481 122 just; jh ah s t; jh ih s
    64.062290 122 more; m ow r; p m ao r
    64.339939 122 so; s ow; s ow
    64.721855 122 me; m iy; m iy
-   65.021143 122 i; ay; ay
-   65.145696 122 i; ay; aa
+   65.021143 122 I; ay; ay
+   65.145696 122 I; ay; aa
    65.473217 122 don't; d ow n t; d ow n
    65.646606 122 <SIL>; S; S
    65.874425 122 like; l ay k; l ay g
-   65.949193 122 i; ay; ih
+   65.949193 122 I; ay; ih
    66.249508 122 said; s eh d; s eh dx
-   66.354901 122 i; ay; ah
+   66.354901 122 I; ay; ah
    66.606486 122 don't; d ow n t; d ow n
    66.845610 122 try; t r ay; ch r ay
    66.941937 122 and; ae n d; eh n
@@ -269,7 +269,7 @@ nfields 3
    77.377235 122 the; dh iy; dh ih
    77.974471 122 attitude; ae t ih t uw d; ae dx ih t uw d
    78.199991 122 well; w eh l; w aa
-   78.328050 122 i'm; ay m; aa m
+   78.328050 122 I'm; ay m; aa m
    78.541109 122 gonna; g ah n ah; g ah nx ah
    79.063544 122 change; ch ey n jh; ch ey n zh
    79.459059 122 this; dh ih s; dh ih s
@@ -361,7 +361,7 @@ nfields 3
    108.636505 122 the; dh iy; dh ah
    109.084144 122 longest; l aa ng g ah s t; l ao ng ih s t
    109.364067 122 time; t ay m; t ay m
-   109.503375 122 i; ay; ah
+   109.503375 122 I; ay; ah
    109.677981 122 was; w ah z; uh s
    109.881969 122 so; s ow; s ow
    110.701325 122 depressed; d ih p r eh s t; d ah p r eh s t
@@ -389,7 +389,7 @@ nfields 3
    119.734398 122 therapy; th eh r ah p iy; th ih r ah p iy
    120.368084 122 um; ah m; ah m
    121.408425 122 <SIL>; S; S
-   121.497960 122 i; ay; aa
+   121.497960 122 I; ay; aa
    121.752944 122 mean; m iy n; m iy n
  122.250267 122 dogs; d aa g z; d ao g s
  122.349994 122 in; ih n; ih p
@@ -427,7 +427,7 @@ nfields 3
    134.072751 122 <SIL>; S; S
    134.449000 122 <VOCNOISE>; U; U
    134.640521 122 yeah; y ae; y eh
-   134.722875 122 i; ay; eh
+   134.722875 122 I; ay; eh
    135.050168 122 saw; s aa; s ao
    135.081899 122 a; ey; aa
    135.443118 122 show; sh ow; sh ow
@@ -459,7 +459,7 @@ nfields 3
    143.089544 122 were; w er; w er
    143.761000 122 pets; p eh t s; p eh t s
    144.196749 122 <SIL>; S; S
-   144.433606 122 i; ay; ah
+   144.433606 122 I; ay; ah
    144.612662 122 mean; m iy n; m iy nx
    144.677258 122 a; ey; ah
    144.987772 122 thirty; th er t iy; th r dx iy
@@ -556,13 +556,13 @@ nfields 3
    170.026911 122 stuff; s t ah f; s t ah f
    170.610551 122 happens; hh ae p ah n z; hh ae p ih n z
    170.735210 122 when; w eh n; w eh
-   170.836070 122 i; ay; ay
+   170.836070 122 I; ay; ay
    171.236112 122 see; s iy; s iy
    171.321107 122 <SIL>; S; S
    171.845814 122 <VOCNOISE>; U; U
    171.944407 122 <SIL>; S; S
    172.021494 122 when; w eh n; w eh nx
-   172.104202 122 i; ay; ay
+   172.104202 122 I; ay; ay
    172.334255 122 see; s iy; s iy
    172.700305 122 someone; s ah m w ah n; s ah w w ah n
    172.979087 122 light; l ay t; l ay t
@@ -616,7 +616,7 @@ nfields 3
    184.982340 122 right; r ay t; r ay t
    185.187461 122 near; n ih r; n ih r
    185.620372 122 death; d eh th; d eh th
-   185.735965 122 i; ay; aa
+   185.735965 122 I; ay; aa
    185.895762 122 don't; d ow n t; dx ow n
    186.105416 122 have; hh ae v; hh ae v
    186.251607 122 any; eh n iy; ah nx iy
@@ -627,7 +627,7 @@ nfields 3
    188.493219 122 <VOCNOISE>; U; U
    189.624519 122 <IVER>; S; S
    189.926809 122 oh; ow; ow
-   190.069600 122 i'm; ay m; ah m
+   190.069600 122 I'm; ay m; ah m
    190.276994 122 not; n aa t; n aa t
    190.643038 122 shocked; sh aa k t; sh aa k t
    190.747298 122 to; t uw; t ih
@@ -637,14 +637,14 @@ nfields 3
    191.605188 122 of; ah v; ih
    191.732509 122 the; dh iy; dh ih
    192.025634 122 <CUTOFF-anima=animal>; U; U
-   192.209223 122 i; ay; aa
+   192.209223 122 I; ay; aa
    192.367880 122 don't; d ow n t; dx ow n
    192.851788 122 consider; k ah n s ih d er; k ih n s ih er
    193.016111 122 it's; ih t s; ih t s
    193.784469 122 justice; jh ah s t ih s; jh ah s t ih s
    196.466932 122 <IVER-Right,_why_is_the_animal_doing_that>; U; U
    196.932099 122 well; w eh l; w eh l
-   197.099297 122 i; ay; ah
+   197.099297 122 I; ay; ah
    197.387146 122 mean; m iy n; m iy n
    198.325600 122 <IVER>; S; S
    198.759905 122 <LAUGH>; U; U
@@ -713,11 +713,11 @@ nfields 3
    217.792995 122 <VOCNOISE>; U; U
    217.849659 122 <SIL>; S; S
    218.040050 122 so; s ow; s ow
-   218.075181 122 i; ay; ah
+   218.075181 122 I; ay; ah
    218.285968 122 mean; m iy n; m iy n
    218.546624 122 there's; dh eh r z; n er z
    218.700748 122 a; ey; ah
-   218.771010 122 i; ay; aa
+   218.771010 122 I; ay; aa
    219.126855 122 mean; m iy n; m iy n
    219.331981 122 <SIL>; S; S
    219.771688 122 <VOCNOISE>; U; U
@@ -755,7 +755,7 @@ nfields 3
    229.166522 122 love; l ah v; l ah f
    229.645900 122 part; p aa r t; p aa r tq
    230.185916 122 yknow; y uw n ow; y ih nx ow
-   230.277128 122 i; ay; ah
+   230.277128 122 I; ay; ah
    230.445433 122 mean; m iy n; m iy
    230.678308 122 how; hh aw; hh aw
    230.861897 122 you; y uw; y uw
@@ -785,7 +785,7 @@ nfields 3
    238.948615 122 <SIL>; S; S
    239.490322 122 <VOCNOISE>; U; U
    239.528852 122 <SIL>; S; S
-   239.584382 122 i'm; ay m; ah
+   239.584382 122 I'm; ay m; ah
    239.829167 122 glad; g l ae d; g l ae d
    239.900563 122 you're; y uw r; zh r
    240.347075 122 back; b ae k; b ae k
diff --git a/s1401a.phones b/s1401a.phones
index ce5391b..cec978d 100644
--- a/s1401a.phones
+++ b/s1401a.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    3.200987  122 EXCLUDE
    13.394745  122 {B_TRANS}
    13.655472  122 IVER
    13.773062  122 ow
@@ -1688,7 +1687,7 @@ nfields 2
   215.717375  122 r
   215.773570  122 ih
   215.871469  122 l
-  215.959062  122 ih l
+  215.959062  122 ih
   216.113638  122 sh ; *
   216.303711  122 uw
   216.466067  122 z
@@ -1788,8 +1787,7 @@ nfields 2
   223.055750  122 k
   223.171524  122 ey
   223.218928  122 s
-  223.370418  122 t
-  223.489957  122 ng
+  223.489957  122 UNKNOWN
   223.535300  122 g
   223.590947  122 en
   223.646594  122 d
@@ -2098,7 +2096,7 @@ nfields 2
   248.146562  122 d
   248.247633  122 s
   248.536562  122 ow
-  248.606562  122 v
+  248.606562  122 UNKNOWN
   248.673232  122 y
   248.707239  122 eh
   248.756703  122 n
@@ -2518,7 +2516,7 @@ nfields 2
   317.709532  122 r
   317.741478  122 dx
   317.801247  122 ih
-  317.802278  122 e
+  317.802278  122 ah
   317.934183  122 s
   318.015593  122 ihn
   318.221694  122 iy ; *
diff --git a/s1401a.words b/s1401a.words
index 5209fbe..0fefb19 100644
--- a/s1401a.words
+++ b/s1401a.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 3
 #
-   3.200987 122 <EXCLUDE>; U; U
    13.395000 122 {B_TRANS}; B; B
    13.655000 122 <IVER>; S; S
    14.020000 122 okay; ow k ey; ow k ey
@@ -553,7 +552,7 @@ nfields 3
    215.497000 122 <SIL>; S; S
    215.604000 122 on; aa n; ah n
    215.871000 122 real; r ih l; r ih l
-   216.512000 122 issues; ih sh uw z; ihl sh uw z ah
+   216.512000 122 issues; ih sh uw z; ih sh uw z ah
    216.567000 122 <SIL>; S; S
    216.772000 122 and; ae n d; eh n
    217.104000 122 then; dh eh n; dh eh n
@@ -853,7 +852,7 @@ nfields 3
    317.105000 122 <CUTOFF-bo=both>; U; U
    317.364000 122 both; b ow th; b ow th
    317.475000 122 the; dh iy; dh ah
-   317.934000 122 hardest; hh aa r d ah s t; hh aa r dx ih e s
+   317.934000 122 hardest; hh aa r d ah s t; hh aa r dx ih ah s
    318.016000 122 and; ae n d; ihn
    318.525000 122 easiest; iy z iy ah s t; iy z iy ih s
    318.717000 122 thing; th ih ng; th ih ng
@@ -923,7 +922,7 @@ nfields 3
    353.884000 122 <SIL>; S; S
    354.052000 122 but; b ah t; b ah tq
    355.090000 122 <SIL>; S; S
-   355.348000 122 it; ih t; NOISE ih tq
+   355.348000 122 it; ih t; ih tq
    355.568000 122 is; ih z; ih z
    355.708000 122 <VOCNOISE>; U; U
    356.072000 122 whoops; w uw p s; w ah p s
diff --git a/s1401b.phones b/s1401b.phones
index 7478c3c..3294f75 100644
--- a/s1401b.phones
+++ b/s1401b.phones
@@ -886,7 +886,7 @@ nfields 2
    72.956250  122 s
    73.190979  122 ey
    73.527796  122 SIL
-   73.579962  122 h
+   73.579962  122 hh
    73.807437  122 ay
    73.857437  122 dh
    73.937437  122 ih
@@ -894,7 +894,7 @@ nfields 2
    74.077437  122 ih
    74.157437  122 z
    74.220704  122 r
-   74.279675  122 ah r; *
+   74.279675  122 ah; *
    74.354523  122 b
    74.497437  122 er
    74.527437  122 dx
@@ -1011,7 +1011,7 @@ nfields 2
    82.507438  122 ih
    82.572617  122 n
    82.597438  122 y
-   82.627438  122 i
+   82.627438  122 ih
    82.707438  122 g
    82.796027  122 ow
    82.819842  122 dx
@@ -1147,7 +1147,7 @@ nfields 2
    93.673125  122 ng
    93.808865  122 k
    93.938148  122 er
-   93.986912  122 i
+   93.986912  122 ih
    94.067427  122 jh
    94.094644  122 ih
    94.128666  122 dh
@@ -1159,7 +1159,7 @@ nfields 2
    94.530124  122 ow
    94.567548  122 t
    94.610642  122 b
-   94.651469  122 i
+   94.651469  122 ih
    94.773125  122 k
    94.833125  122 ah
    94.934984  122 z
@@ -1909,7 +1909,7 @@ nfields 2
   225.946187  122 tq
   225.976187  122 en
   226.006187  122 l
-  226.048982  122 ah l
+  226.048982  122 ah
   226.066187  122 dx
   226.139850  122 el
   226.246187  122 b
@@ -1924,7 +1924,7 @@ nfields 2
   227.024633  122 p
   227.186187  122 el
   227.663592  122 SIL
-  227.707591  122 h
+  227.707591  122 hh
   227.797503  122 aa
   227.886812  122 ae
   227.905636  122 nx
@@ -4633,8 +4633,7 @@ nfields 2
   547.329937  122 w
   547.373220  122 uh
   547.499937  122 w
-  547.546593  122 x
-  547.548183  122 i
+  547.548183  122 eh
   547.586357  122 n
   547.629302  122 y
   547.672248  122 uw
@@ -5568,7 +5567,7 @@ nfields 2
   628.135174  122 ah
   628.183525  122 n
   628.304177  122 w
-  628.384557  122 ah l
+  628.384557  122 ah
   628.618813  122 l
   628.930721  122 p
   628.976063  122 er
diff --git a/s1401b.words b/s1401b.words
index 19b22cd..8ed600a 100644
--- a/s1401b.words
+++ b/s1401b.words
@@ -315,11 +315,11 @@ nfields 3
    72.859000 122 and; ae n d; eh n
    73.191000 122 say; s ey; s ey
    73.528000 122 <SIL>; S; S
-   73.807000 122 hi; hh ay; h ay
+   73.807000 122 hi; hh ay; hh ay
    74.039000 122 this; dh ih s; dh ih s
    74.157000 122 is; ih z; ih z
-   74.527000 122 roberta; r ah b er t t ah; r ahr b er dx
-   74.787000 122 i'm; ay m; ah ay m
+   74.638039 122 roberta; r ah b er t t ah; r ah b er dx ah
+   74.787000 122 i'm; ay m; ay m
    75.113000 122 calling; k aa l ih ng; k ao l ih ng
    75.202000 122 to; t uw; t uw
    75.517000 122 remind; r ih m ay n d; r ih m ay n d
@@ -356,7 +356,7 @@ nfields 3
    82.280000 122 <SIL>; S; S
    82.399000 122 oh; ow; ow
    82.573000 122 when; w eh n; w ih n
-   82.627000 122 you; y uw; y i
+   82.627000 122 you; y uw; y ih
    82.796000 122 go; g ow; g ow
    82.877000 122 to; t uw; dx ah
    83.090000 122 vote; v ow t; v ow tq
@@ -412,11 +412,11 @@ nfields 3
    93.403000 122 vote; v ow t; v ow t
    93.474000 122 <SIL>; S; S
    93.564000 122 and; ae n d; eh n
-   94.095000 122 encourage; eh n k er ih jh; ih ng k er i jh ih
+   94.095000 122 encourage; eh n k er ih jh; ih ng k er ih jh ih
    94.221000 122 them; dh eh m; dh ah m
    94.333000 122 to; t uw; t ah
    94.568000 122 vote; v ow t; v ow t
-   94.935000 122 because; b ih k ah z; b i k ah z
+   94.935000 122 because; b ih k ah z; b ih k ah z
    95.094000 122 they; dh ey; dh ey
    95.544000 122 should; sh uh d; sh uh d
    95.824000 122 that's; dh ae t s; dh ae t s
@@ -688,12 +688,12 @@ nfields 3
    225.694000 122 there; dh eh r; dh eh
    225.719000 122 are; aa r; eh
    225.976000 122 certain; s er t en; s er tq en
-   226.140000 122 little; l ih t el; l ahl dx el
+   226.140000 122 little; l ih t el; l ah dx el
    226.586000 122 blocks; b l aa k s; b l aa k s
    226.685000 122 of; ah v; ih v
    227.186000 122 people; p iy p el; p iy p el
    227.664000 122 <SIL>; S; S
-   227.798000 122 uh; ah; h aa
+   227.798000 122 uh; ah; hh aa
    227.906000 122 and; ae n d; ae nx
    228.035000 122 on; aa n; ao n
    228.327000 122 school; s k uw l; s k uw l
@@ -934,10 +934,9 @@ nfields 3
    300.914000 122 <VOCNOISE>; U; U
    301.114000 122 uh; ah; ah
    301.295000 122 because; b ih k ah z; k ah z
-   301.295000 122 uh; ah; ah
-   301.524000 122 a; ey; l
+   301.523562 122 a; ey; ah
    301.587000 122 <CUTOFF-l=lot>; U; U
-   301.672000 122 a; ey;
+   301.672000 122 a; ey; ah
    301.803000 122 <CUTOFF-l=lot>; U; U
    301.906000 122 a; ey; ah
    302.244000 122 number; n ah m b er; n ah m b er
@@ -1536,7 +1535,7 @@ nfields 3
    509.234000 122 <CUTOFF-ri=right>; U; U
    509.414000 122 <IVER-right>; S; S
    509.666277 122 <SIL>; S; S
-   509.963000 122 um-hum; em hh em; SIL em hh em
+   509.963000 122 um-hum; em hh em; em hh em
    515.624732 122 <IVER>; S; S
    518.005000 122 <VOCNOISE>; U; U
    518.235000 122 it; ih t; ih t
@@ -1641,7 +1640,7 @@ nfields 3
    546.971000 122 um; ah m; ah m
    547.300000 122 <SIL>; S; S
    547.373000 122 well; w eh l; w uh
-   547.586000 122 when; w eh n; w x i n
+   547.586000 122 when; w eh n; w eh n
    547.672000 122 you; y uw; y uw
    548.159000 122 believe; b ih l iy v; b ih l iy v
    548.330000 122 in; ih n; ih n
@@ -1938,7 +1937,7 @@ nfields 3
    627.702000 122 know; n ow; n ow
    627.967000 122 which; w ih ch; w ih ch
    628.184000 122 one; w ah n; w ah n
-   628.619000 122 will; w ih l; w ahl l
+   628.619000 122 will; w ih l; w ah l
    629.290000 122 protect; p r ah t eh k t; p er t eh k t
    629.420000 122 the; dh iy; dh ih
    630.015000 122 right; r ay t; r ay t
@@ -2083,7 +2082,7 @@ nfields 3
    702.775000 122 it; ih t; ih t
    703.176000 122 <SIL>; S; S
    703.360000 122 would; w uh d; w uh d
-   704.158000 122 create; k r iy ey t; VOCNOISE k r iy ey t
+   704.158000 122 create; k r iy ey t; k r iy ey t
    704.546000 122 too; t uw; t uw
    705.109000 122 much; m ah ch; m ah ch
    706.413548 122 <SIL>; S; S
diff --git a/s1402a.phones b/s1402a.phones
index 9476fe1..306b246 100644
--- a/s1402a.phones
+++ b/s1402a.phones
@@ -799,8 +799,7 @@ nfields 2
   107.878925  122 t
   107.981239  122 y
   108.147500  122 ow
-  108.195706  122 b
-  108.253750  122 uh
+  108.253750  122 UNKNOWN
   108.515086  122 VOCNOISE
   108.660076  122 ehn
   108.771245  122 ih
@@ -1782,7 +1781,6 @@ nfields 2
   195.202379  122 n
   195.297189  122 ae
   195.401875  122 s
-  195.422340  122 h
   195.446611  122 w
   195.482260  122 uh
   195.545978  122 t
@@ -2147,7 +2145,7 @@ nfields 2
   235.956153  122 VOCNOISE
   236.061625  122 ih; *
   236.073651  122 dx
-  236.180110  122 h
+  236.180110  122 hh
   236.251625  122 ae
   236.291625  122 v
   236.386198  122 t
diff --git a/s1402a.words b/s1402a.words
index cc41aed..243fff2 100644
--- a/s1402a.words
+++ b/s1402a.words
@@ -619,7 +619,7 @@ nfields 3
    195.086000 122 well; w eh l; w eh l
    195.202000 122 and; ae n d; ah n
    195.402000 122 that's; dh ae t s; ae s
-   195.546000 122 what; w ah t; h w uh t
+   195.546000 122 what; w ah t; w uh t
    195.883000 122 dole; d ow l; d ow l
    196.122000 122 could; k uh d; k uh dx
    196.232000 122 have; hh ae v; ih v
@@ -738,7 +738,7 @@ nfields 3
    235.618000 122 possible; p aa s ah b el; p aa s ah b ah l
    235.956153 122 <VOCNOISE>; U; U
    236.074000 122 it'd; ih t ah d; ih dx
-   236.292000 122 have; hh ae v; h ae v
+   236.292000 122 have; hh ae v; hh ae v
    236.386000 122 to; t uw; t
    236.624873 122 take; t ey k; t ey k
    236.712000 122 the; dh iy; dh ih
diff --git a/s1402b.phones b/s1402b.phones
index 48bc7e1..6dfdd5e 100644
--- a/s1402b.phones
+++ b/s1402b.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    0.000000  122 {B_TRANS}
     0.011641  122 {B_TRANS}
     0.078642  122 ao
     0.115371  122 n
@@ -243,8 +242,7 @@ nfields 2
    35.830941  122 p
    35.869446  122 b
    35.904988  122 ih
-   35.999086  122 iy
-   36.188116  122 f
+   36.188116  122 UNKNOWN
    36.275188  122 y
    36.340513  122 ih
    36.413852  122 ah
@@ -337,7 +335,7 @@ nfields 2
    42.534429  122 tq
    42.603309  122 f
    42.642865  122 er
-   42.728761  122 d
+   42.728761  122 UNKNOWN
    42.866786  122 g
    42.896997  122 r
    42.987040  122 eh
@@ -1655,7 +1653,7 @@ nfields 2
   194.765812  122 r
   194.835812  122 t
   195.013686  122 s
-  195.250975  122 VOCNOISE
+  195.250975  122 SIL
   195.308338  122 hh
   195.413602  122 iy
   195.514134  122 z
diff --git a/s1402b.words b/s1402b.words
index 7e108c6..ab9be2f 100644
--- a/s1402b.words
+++ b/s1402b.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 3
 #
-   0.000000 122 {B_TRANS}; B; B
    0.011641 122 {B_TRANS}; B; B
    0.115371 122 on; aa n; ao n
    0.214000 122 the; dh iy; n iy
@@ -755,7 +754,7 @@ nfields 3
    233.886000 122 vice; v ay s; v ay s
    234.291000 122 president; p r eh z ih d ah n t; p r eh z ah dx eh tq
    246.862230 122 <IVER>; S; S
-   247.248468 122 well; w eh l; VOCNOISE w ah
+   247.248468 122 well; w eh l; w ah
    247.377611 122 see; s iy; s ih
    247.595000 122 that's; dh ae t s; dh eh s
    247.800145 122 not; n aa t; n aa t
diff --git a/s1403a.phones b/s1403a.phones
index d258f47..91abf27 100644
--- a/s1403a.phones
+++ b/s1403a.phones
@@ -861,7 +861,7 @@ nfields 2
    81.483338  122 nx
    81.564053  122 aa
    81.848375  122 SIL
-   81.898375  122 a
+   81.898375  122 ay
    81.934394  122 r
    81.982665  122 iy; *
    82.018375  122 m
@@ -1316,7 +1316,7 @@ nfields 2
   117.125937  122 v
   117.261605  122 ow
   117.285937  122 dx
-  117.336781  122 ah ix
+  117.336781  122 ah
   117.479220  122 g
   117.575937  122 eh
   117.635937  122 n
@@ -3429,9 +3429,7 @@ nfields 2
   384.389750  122 g
   384.550832  122 eh
   384.617631  122 n
-  384.735385  122 w
-  384.871255  122 ay
-  384.949380  122 ah
+  384.949380  122 UNKNOWN
   385.159750  122 m
   385.265278  122 ay
   385.324155  122 b
@@ -3520,7 +3518,7 @@ nfields 2
   396.118993  122 jh
   396.157486  122 ih
   396.197115  122 dx
-  396.382804  122 eh
+  396.382804  122 UNKNOWN
   397.122125  122 SIL
   397.152125  122 w
   397.215004  122 aa
@@ -3602,7 +3600,7 @@ nfields 2
   433.104000  122 ah
   433.160431  122 z
   433.523883  122 ay
-  433.663150  122 b
+  433.663150  122 UNKNOWN
   433.758259  122 SIL
   433.840312  122 ay
   434.553625  122 NOISE
@@ -4218,7 +4216,7 @@ nfields 2
   492.282375  122 ih
   492.317440  122 dx
   492.508791  122 el
-  492.566532  122 v
+  492.566532  122 UNKNOWN
   492.663905  122 SIL
   492.842801  122 p
   492.950365  122 iy; *
diff --git a/s1403a.words b/s1403a.words
index cf11828..5c3e0b7 100644
--- a/s1403a.words
+++ b/s1403a.words
@@ -306,7 +306,7 @@ nfields 3
    81.483000 122 and; ae n d; eh nx
    81.564000 122 i; ay; aa
    81.848000 122 <SIL>; S; S
-   81.898000 122 i; ay; a
+   81.898000 122 i; ay; ay
    82.177000 122 remember; r ih m eh m b er; r iy m eh m b er
    82.505000 122 when; w eh n; w eh n
    82.808000 122 um; ah m; ah m
@@ -355,7 +355,6 @@ nfields 3
    92.928000 122 this; dh ih s; d ih s
    93.032000 122 for; f ow r; f er
    93.353000 122 blacks; b l ae k s; b l ae k s
-   93.353000 122 and; ae n d;
    93.452000 122 he; hh iy; hh iy
    93.688000 122 didn't; d ih d en t; d ih n t d
    93.767000 122 do; d uw; uw
@@ -473,7 +472,7 @@ nfields 3
    116.992000 122 reason; r iy z ah n; r iy z ah n t
    117.016000 122 to; t uw; ah
    117.286000 122 vote; v ow t; v ow dx
-   117.793000 122 against; ah g eh n s t; ahix g eh n s t
+   117.793000 122 against; ah g eh n s t; ah g eh n s t
    117.946000 122 him; hh ih m; hh eh m
    118.257975 122 <VOCNOISE>; U; U
    118.419000 122 then; dh eh n; dh eh n
@@ -1267,7 +1266,7 @@ nfields 3
    433.663000 122 <UNKNOWN>; U; U
    433.758000 122 <SIL>; S; S
    433.840000 122 i; ay; ay
-   434.554000 122 <NOISE-IVER_cough>; U; U
+   434.554000 122 <NOISE>; U; U
    434.945000 122 when; w eh n; hh w eh n
    435.315000 122 <SIL>; S; S
    435.475000 122 in; ih n; ih n
diff --git a/s1403b.phones b/s1403b.phones
index c6c8ef3..1535dcc 100644
--- a/s1403b.phones
+++ b/s1403b.phones
@@ -1035,7 +1035,7 @@ nfields 2
   202.787223  122 ah
   202.843922  122 dh
   202.906672  122 eh
-  203.036672  122 z
+  203.036672  122 UNKNOWN
   203.095974  122 dh
   203.142689  122 ih
   203.272258  122 sh
@@ -1748,7 +1748,7 @@ nfields 2
   290.249177  122 t
   291.095413  122 SIL
   291.596378  122 aa
-  291.698648  122 dh
+  291.698648  122 UNKNOWN
   291.872304  122 g
   292.203845  122 ey
   292.297681  122 z
@@ -3072,6 +3072,7 @@ nfields 2
   446.471491  122 em
   446.550198  122 hh
   446.727517  122 em
+  462.8  122 IVER
   462.986650  122 em
   463.057900  122 hh
   463.244037  122 em
@@ -3084,4 +3085,3 @@ nfields 2
   474.602435  122 y
   474.682736  122 ae
   476.022372  122 {E_TRANS}
-  476.022378  122 LAUGH
diff --git a/s1403b.words b/s1403b.words
index 3fb4b43..a1fc6ee 100644
--- a/s1403b.words
+++ b/s1403b.words
@@ -1168,22 +1168,10 @@ nfields 3
    441.671304 122 <VOCNOISE>; U; U
    446.388207 122 <IVER>; S; S
    446.727517 122 um-hum; em hh em; em hh em
-   462.858610 122 <IVER>; S; S
+   462.8 122 <IVER>; S; S
    463.244037 122 um-hum; em hh em; hh em
    468.840271 122 <IVER>; S; S
    469.231256 122 right; r ay t; ah r ay t
    474.467281 122 <IVER>; S; S
    474.682736 122 <LAUGH-yeah>; U; U
    476.022372 122 {E_TRANS}; E; E
-   476.022378 122 <LAUGH>; U; U
-   1486.603610 122 <IVER>; S; S
-   1487.903610 122 <LAUGH>; U; U
-   1489.846610 122 <IVER>; S; S
-   1490.052610 122 right; r ay t;
-   1491.160610 122 <SIL>; S; S
-   1491.236610 122 or; ow r;
-   1491.520610 122 maybe; m ey b iy;
-   1491.594610 122 it; ih t;
-   1491.870610 122 will; w ih l;
-   1492.539610 122 <SIL>; S; S
-   1492.704610 122 {E_TRANS}; E; E
diff --git a/s1501a.phones b/s1501a.phones
index 9ef3541..950f7f9 100644
--- a/s1501a.phones
+++ b/s1501a.phones
@@ -644,8 +644,7 @@ nfields 2
    88.247250  122 r
    88.287250  122 t
    88.357250  122 s
-   88.525997  122 ah
-   88.568248  122 dx
+   88.568248  122 UNKNOWN
    88.761983  122 ah
    88.879458  122 v
    88.935105  122 r
@@ -870,8 +869,7 @@ nfields 2
   117.367712  122 b
   117.594423  122 ah
   117.608851  122 tq
-  117.745905  122 en
-  117.792278  122 t
+  117.792278  122 VOCNOISE
   117.921688  122 b
   118.034447  122 ah
   118.081688  122 t
@@ -883,7 +881,7 @@ nfields 2
   118.611526  122 iy
   118.681688  122 d
   118.740339  122 ih
-  118.823810  122 h
+  118.823810  122 hh
   118.901688  122 ae
   118.941688  122 v
   118.971688  122 dh
@@ -2243,9 +2241,7 @@ nfields 2
   285.531688  122 er
   285.840688  122 LAUGH
   285.887514  122 eh
-  285.971688  122 m
-  286.041688  122 iy
-  286.091688  122 n
+  286.091688  122 IVER
   286.701688  122 SIL
   286.801688  122 ao
   286.833088  122 l
@@ -2701,8 +2697,7 @@ nfields 2
   337.609562  122 th
   337.644054  122 hh
   337.929562  122 er
-  338.052655  122 eh
-  338.177669  122 n
+  338.177669  122 IVER
   338.698602  122 SIL
   338.848883  122 eh
   338.929562  122 n
@@ -4529,8 +4524,7 @@ nfields 2
   530.571801  122 er
   530.678625  122 t
   530.741712  122 eh
-  530.767406  122 x
-  530.768625  122 n
+  530.768625  122 nx
   530.809676  122 eh
   530.914938  122 k
   530.938625  122 l
diff --git a/s1501a.words b/s1501a.words
index 7f6b662..d0112b1 100644
--- a/s1501a.words
+++ b/s1501a.words
@@ -156,7 +156,7 @@ nfields 3
    59.899000 122 else; eh l s; eh l s
    60.147000 122 in; ih n; n ah n
    60.192767 122 <SIL>; S; S
-   60.296000 122 in; ih n; SIL ih n
+   60.296000 122 in; ih n; ih n
    60.676000 122 ohio; ow hh ay ow; ow hh ay ow
    61.161000 122 <LAUGH>; U; U
    61.697000 122 <SIL>; S; S
@@ -316,7 +316,7 @@ nfields 3
    118.512000 122 do; d uw; d uw
    118.612000 122 we; w iy; w iy
    118.740000 122 do; d uw; d ih
-   118.942000 122 have; hh ae v; h ae v
+   118.942000 122 have; hh ae v; hh ae v
    119.115000 122 that; dh ae t; dh ae t
    119.215000 122 in; ih n; en
    119.783000 122 mansfield; m ae n z f iy l d; m aen s f ih l
@@ -964,7 +964,7 @@ nfields 3
    337.425000 122 taken; t ey k ah n; t ey k eh n
    337.610000 122 with; w ih th; w eh th
    337.930000 122 her; hh er; hh er
-   338.178000 122 <IVER-and>; S; S
+   338.178000 122 <IVER>; S; S
    338.699000 122 <SIL>; S; S
    338.930000 122 and; ae n d; eh n
    339.282000 122 decided; d ih s ay d ah d; d ih s ay dx ih d
@@ -1658,7 +1658,7 @@ nfields 3
    530.249000 122 a; ey; ih
    530.503000 122 nine; n ay n; n ay nx
    530.572000 122 or; ow r; er
-   530.769000 122 ten; t eh n; t eh x n
+   530.769000 122 ten; t eh n; t eh nx
    531.094000 122 o'clock; ah k l aa k; eh k l aa k
    531.406000 122 depending; d ih p eh n d ih ng; t p eh n ih ng
    531.614000 122 on; aa n; aa n
@@ -1881,7 +1881,7 @@ nfields 3
    592.665000 122 high; hh ay; hh ay
    593.048000 122 street; s t r iy t; s ch r iy tq
    593.185488 122 <SIL>; S; S
-   593.630000 122 it's; ih t s; SIL ih t s
+   593.630000 122 it's; ih t s; ih t s
    593.986000 122 down; d aw n; d aw n
    594.237000 122 in; ih n; eh n
    594.482000 122 uh; ah; ah
diff --git a/s1501b.phones b/s1501b.phones
index 60906eb..f435704 100644
--- a/s1501b.phones
+++ b/s1501b.phones
@@ -936,8 +936,7 @@ nfields 2
     82.416187  122 th
     82.481396  122 ih
     82.606047  122 s
-    82.659632  122 n
-    82.729273  122 iy
+    82.729273  122 UNKNOWN
     82.896882  122 ae
     82.941735  122 g
     82.997211  122 eh
@@ -1634,7 +1633,7 @@ nfields 2
     180.785516  122 eh
     180.847188  122 v ; *
     180.897188  122 r
-    180.927188  122 a
+    180.927188  122 ah
     180.974857  122 w
     180.999100  122 ah
     181.017188  122 n
@@ -1927,7 +1926,6 @@ nfields 2
     213.567967  122 jh
     213.632125  122 ah
     213.817350  122 s
-    214.095583  122 n
     214.095583  122 VOCNOISE
     214.229549  122 ah
     214.372125  122 r
@@ -1935,14 +1933,13 @@ nfields 2
     214.582125  122 d
     214.652125  122 ih
     214.791176  122 s
-    214.991089  122 n
     214.991089  122 VOCNOISE
     215.312607  122 ae
     215.361041  122 ah
     215.382682  122 dx
     215.441421  122 eh
     215.478519  122 f
-    215.585692  122 th
+    215.585692  122 UNKNOWN
     215.638248  122 SIL
     215.685651  122 aa
     215.746451  122 ah
@@ -3198,10 +3195,7 @@ nfields 2
     367.059755  122 ae
     367.167560  122 k ; *
     367.221125  122 iy
-    367.311125  122 s
-    367.361125  122 t
-    367.691125  122 ah
-    367.741125  122 f
+    367.741125  122 IVER
     369.724330  122 SIL
     369.760518  122 y
     369.849334  122 ae ; *
@@ -3878,9 +3872,7 @@ nfields 2
     431.581688  122 jh
     431.611688  122 ih
     431.741244  122 s
-    431.790709  122 l
-    431.867997  122 ay
-    431.961688  122 k
+    431.961688  122 IVER
     432.421688  122 SIL
     432.511688  122 w
     433.195284  122 ay
@@ -4805,7 +4797,6 @@ nfields 2
     546.940416  122 ey
     547.037875  122 t
     547.080565  122 ih
-    547.081596  122
     547.139981  122 z ; *
     547.160945  122 d
     547.211440  122 eh
diff --git a/s1501b.words b/s1501b.words
index 08f5672..c8a2ae7 100644
--- a/s1501b.words
+++ b/s1501b.words
@@ -400,7 +400,7 @@ nfields 3
    89.604000 122 these; dh iy z; dh iy z
    89.794000 122 and; ae n d; ih n
    89.948820 122 <SIL>; S; S
-   90.214000 122 yeah; y ae; SIL n y ah
+   90.214000 122 yeah; y ae; n y ah
    90.548000 122 it's; ih t s; ah t s
    97.096000 122 <SIL>; S; S
    97.340000 122 yeah; y ae; y eh
@@ -599,7 +599,7 @@ nfields 3
    160.241000 122 mean; m iy n; m iy n
    160.857000 122 towards; t ah w ow r d z; t w ow r d z
    161.138000 122 <SIL>; S; S
-   162.102000 122 homosexuals; hh aa m ow s eh k sh uw el z; ah hh ow m ah s eh k sh uw SIL l s
+   162.102000 122 homosexuals; hh aa m ow s eh k sh uw el z; ah hh ow m ah s eh k sh uw l s
    162.651000 122 <SIL>; S; S
    163.214000 122 and; ae n d; ae n
    163.378000 122 <CUTOFF-s=so?>; U; U
@@ -648,7 +648,7 @@ nfields 3
    180.339000 122 but; b ah t; b ah dx
    180.457000 122 i; ay; ay
    180.716000 122 see; s iy; s iy
-   181.017000 122 everyone; eh v r iy w ah n; eh v r a w ah n
+   181.017000 122 everyone; eh v r iy w ah n; eh v r ah w ah n
    181.149000 122 as; ae z; eh z
    181.511000 122 engaging; eh n g ey jh ih ng; eng g ey jh ih ng
    181.582000 122 in; ih n; ihn
@@ -734,7 +734,7 @@ nfields 3
    208.332000 122 to; t uw; t
    208.542000 122 be; b iy; b iy
    208.641000 122 a; ey; ey
-   209.624321 122 unifying; y uw n ih f ay ih ng; y uw nx ah f ay ey ng SIL
+   209.624321 122 unifying; y uw n ih f ay ih ng; y uw nx ah f ay ey ng
    209.708472 122 <SIL>; S; S
    210.385000 122 religion; r ih l ih jh ah n; r ih l eh jh eh n
    211.102000 122 <SIL>; S; S
@@ -1077,7 +1077,7 @@ nfields 3
    324.216000 122 like; l ay k; l ay k
    324.426000 122 <CUTOFF-i=it's>; U; U
    324.482460 122 <SIL>; S; S
-   324.709000 122 there's; dh eh r z; SIL dh r z
+   324.709000 122 there's; dh eh r z; dh r z
    324.909000 122 certain; s er t en; s er en
    325.609000 122 denominations; d ih n aa m ih n ey sh ah n z; d ih n aa m ah n ey sh ah n z
    325.708000 122 that; dh ae t; th eh tq
diff --git a/s1502a.phones b/s1502a.phones
index 146f7d0..9afe9ad 100644
--- a/s1502a.phones
+++ b/s1502a.phones
@@ -324,12 +324,7 @@ nfields 2
    31.445212  122 dx
    31.495461  122 ih
    31.587227  122 s
-   31.694280  122 k
-   31.753997  122 w
-   31.820997  122 eh
-   31.960093  122 sh
-   32.025066  122 eh
-   32.103560  122 n
+   32.103560  122 IVER
    32.186586  122 SIL
    32.426910  122 ah
    32.526681  122 m
@@ -466,7 +461,7 @@ nfields 2
    48.886500  122 ay
    48.931395  122 m
    48.981645  122 iy
-   49.010775  122 t
+   49.010775  122 UNKNOWN
    49.117833  122 aa
    49.138952  122 m
    49.256500  122 iy
@@ -1104,7 +1099,7 @@ nfields 2
   108.010471  122 ehn
   108.124807  122 eh
   108.161948  122 n
-  108.258937  122 iyn
+  108.258937  122 UNKNOWN
   108.311245  122 SIL
   108.394266  122 ae
   108.476559  122 n
@@ -1585,10 +1580,7 @@ nfields 2
   161.772982  122 b
   161.876320  122 ih
   161.907570  122 g
-  161.958557  122 l
-  162.166632  122 ah
-  162.236707  122 m
-  162.313995  122 p
+  162.313995  122 IVER
   162.641696  122 SIL
   162.862225  122 eh
   162.925086  122 ah
@@ -3054,7 +3046,7 @@ nfields 2
   353.470190  122 f
   353.544384  122 y
   353.816438  122 ah
-  353.997808  122 n
+  353.997808  122 VOCNOISE
   354.098797  122 ah
   354.146201  122 l
   354.231733  122 el
diff --git a/s1502a.words b/s1502a.words
index 426a0e2..3aa2f8a 100644
--- a/s1502a.words
+++ b/s1502a.words
@@ -1344,7 +1344,7 @@ nfields 3
    427.288000 122 my; m ay; m ay
    427.628000 122 dad; d ae d; d ae dx
    427.778299 122 <SIL>; S; S
-   427.866000 122 my; m ay; SIL m ah
+   427.866000 122 my; m ay; m ah
    427.988000 122 whole; hh ow l; hh ow l
    428.308000 122 family; f ae m ah l iy; f ae m l ih
    428.358000 122 are; aa r; er
diff --git a/s1502b.phones b/s1502b.phones
index 3638ef9..010c888 100644
--- a/s1502b.phones
+++ b/s1502b.phones
@@ -775,8 +775,7 @@ nfields 2
    82.359212  122 dx
    82.414854  122 eh
    82.480438  122 k
-   82.522027  122 i
-   82.523058  122 h
+   82.522027  122 ih
    82.580438  122 z
    82.615803  122 iy
    82.633322  122 iy
@@ -1231,6 +1230,7 @@ nfields 2
   132.481390  122 n
   132.792019  122 ae
   132.881682  122 n
+  132.978000  122 SIL
   133.175368  122 ay
   133.231015  122 g
   133.342310  122 ae
@@ -1571,7 +1571,7 @@ nfields 2
   160.762813  122 l
   160.812813  122 ay
   160.837600  122 k
-  160.936141  122 hh
+  160.936141  122 SIL
   160.990235  122 w
   161.042813  122 ah
   161.072813  122 eh
@@ -1743,6 +1743,7 @@ nfields 2
   181.102231  122 t
   181.265047  122 ah
   181.302145  122 m
+  181.310000  122 SIL
   181.439203  122 ay
   181.493820  122 v
   181.536687  122 b
@@ -2417,10 +2418,7 @@ nfields 2
   247.847700  122 aw
   247.873008  122 tq
   248.087808  122 SIL
-  248.342341  122 g
-  248.396958  122 ng
-  248.463941  122 g
-  248.693744  122 em
+  248.693744  122 VOCNOISE
   248.747726  122 w
   248.832862  122 eh
   248.940313  122 s
@@ -4582,9 +4580,7 @@ nfields 2
   456.753810  122 t
   456.784725  122 ih
   456.851708  122 b
-  456.972250  122 th
-  457.072250  122 ih
-  457.272250  122 ng
+  457.272250  122 IVER
   458.042250  122 SIL
   458.131589  122 hh
   458.270708  122 s
@@ -4856,9 +4852,7 @@ nfields 2
   484.614484  122 aa
   484.654500  122 ah
   484.714500  122 z
-  484.766999  122 l
-  484.843256  122 ay
-  484.937033  122 k
+  484.937033  122 IVER
   485.514500  122 SIL
   485.570790  122 aa
   485.604500  122 ah
@@ -5093,8 +5087,7 @@ nfields 2
   503.622112  122 ah
   503.765349  122 n
   503.807599  122 tq
-  503.913742  122 n
-  504.416629  122 ae
+  504.416629  122 UNKNOWN
   505.923375  122 SIL
   506.099506  122 ah
   506.224130  122 y
@@ -5122,8 +5115,7 @@ nfields 2
   507.821412  122 d
   507.933375  122 t
   507.963375  122 w
-  508.015143  122 r
-  508.016174  122 a
+  508.016174  122 er
   508.051211  122 d
   508.073375  122 z
   508.153375  122 b
@@ -5170,7 +5162,7 @@ nfields 2
   511.393133  122 er
   511.473375  122 n
   511.589960  122 eh
-  511.603357  122 q
+  511.603357  122 tq
   511.669309  122 w
   511.732170  122 er
   511.773375  122 k
diff --git a/s1502b.words b/s1502b.words
index 77a33bc..6741b62 100644
--- a/s1502b.words
+++ b/s1502b.words
@@ -457,7 +457,7 @@ nfields 3
    132.469000 122 and; ae n d; ah n n
    132.929000 122 then; dh eh n; ae n
    132.978000 122 <SIL>; S; S
-   133.175000 122 i; ay;
+   133.175000 122 i; ay; ay
    133.369000 122 got; g aa t; g ae tq
    133.678000 122 really; r iy l iy; r ih l iy
    134.128000 122 tired; t ay er d; t ay er dx
@@ -1179,7 +1179,7 @@ nfields 3
    322.201000 122 <SIL>; S; S
    322.775000 122 because; b ih k ah z; k ah z
    322.882512 122 <SIL>; S; S
-   323.000000 122 i'm; ay m; SIL ah n
+   323.000000 122 i'm; ay m; ah n
    323.465000 122 extremely; eh k s t r iy m l iy; ih k s ch ih m l iy
    323.935000 122 musically; m y uw z ih k l iy; m y ih z ih k l iy
    324.442000 122 inclined; ih n k l ay n d; eng k l ay n d
@@ -1896,7 +1896,7 @@ nfields 3
    507.181000 122 it's; ih t s; ah t s
    507.363000 122 <VOCNOISE>; U; U
    507.821000 122 directed; d ih r eh k t ah d; n d er r eh k t ih d
-   508.073000 122 towards; t ah w ow r d z; t w r a d z
+   508.073000 122 towards; t ah w ow r d z; t w er d z
    508.683000 122 businesses; b ih z n ih s ah z; b ih z n ih s ah z
    508.735000 122 <SIL>; S; S
    508.893000 122 it's; ih t s; ih t s
@@ -1909,7 +1909,7 @@ nfields 3
    510.635000 122 <SIL>; S; S
    511.233000 122 <ERROR-divisigned=divised_designed>; U; U
    511.393000 122 for; f ow r; f er
-   511.773000 122 network; n eh t w er k; n eh q w er k
+   511.773000 122 network; n eh t w er k; n eh tq w er k
    512.690000 122 businesses; b ih z n ih s ah z; b ih z n ah s ih z
    512.889000 122 and; ae n d; ah n
    513.711000 122 <SIL>; S; S
@@ -2046,7 +2046,7 @@ nfields 3
    549.034000 122 d; d iy; d iy
    549.454000 122 drive; d r ay v; d r ay v
    549.547501 122 <SIL>; S; S
-   549.639000 122 and; ae n d; SIL eh nx
+   549.639000 122 and; ae n d; eh nx
    549.669000 122 i; ay; eh
    549.828000 122 have; hh ae v; hh eh v
    549.919000 122 no; n ow; n ow
diff --git a/s1503a.phones b/s1503a.phones
index 1302bd2..49854a0 100644
--- a/s1503a.phones
+++ b/s1503a.phones
@@ -396,13 +396,7 @@ nfields 2
    51.111603  122 SIL
    51.762918  122 LAUGH
    53.248616  122 SIL
-   53.333118  122 ae
-   53.365064  122 t
-   53.440291  122 s
-   53.586623  122 g
-   53.621471  122 ah
-   53.662880  122 dx
-   53.710288  122 ah
+   53.710288  122 IVER
    54.356407  122 SIL
    54.473448  122 ae
    54.522319  122 t
@@ -713,7 +707,7 @@ nfields 2
    86.466879  122 eh
    86.505008  122 r
    86.632791  122 er
-   86.805916  122 n
+   86.805916  122 VOCNOISE
    86.821688  122 dh
    86.871864  122 eh
    86.912054  122 r
@@ -1040,7 +1034,6 @@ nfields 2
   120.738312  122 b
   120.775410  122 iy
   120.900250  122 f
-  120.979451  122
   120.980481  122 ow
   121.093486  122 r
   121.571988  122 SIL
@@ -1585,7 +1578,7 @@ nfields 2
   191.214366  122 m; *
   191.307112  122 p
   191.342563  122 y
-  191.372563  122 uw ix
+  191.372563  122 uw
   191.402563  122 dx
   191.462719  122 er
   191.501878  122 dh
@@ -4096,7 +4089,7 @@ nfields 2
   498.713168  122 w
   498.871064  122 eh
   498.954831  122 SIL
-  499.044481  122 w
+  499.044481  122 UNKNOWN
   499.169173  122 aa
   499.186691  122 dx
   499.215546  122 ah
@@ -4413,7 +4406,6 @@ nfields 2
   538.129938  122 dh
   538.209938  122 eh
   538.239541  122 tq
-  538.707518  122
   539.161972  122 SIL
   539.209375  122 t
   539.302121  122 s
@@ -4466,11 +4458,13 @@ nfields 2
   544.552533  122 sh
   544.579938  122 y
   544.643217  122 er
+  544.679000  122 SIL
   544.776148  122 ih
   544.934846  122 k
   545.015226  122 iy
   545.069938  122 p
   545.209938  122 s
+  545.271000  122 SIL
   545.359938  122 ih
   545.474832  122 k
   545.545938  122 iy
@@ -4651,11 +4645,7 @@ nfields 2
   569.168154  122 s
   569.243381  122 s
   569.401049  122 ow
-  569.473184  122 d
-  569.651458  122 VOCNOISE
-  569.802943  122 ih
-  569.835919  122 tq
-  570.017288  122 n
+  570.017288  122 IVER
   570.561875  122 SIL
   570.631875  122 ih
   570.695357  122 s
diff --git a/s1503a.words b/s1503a.words
index 4c11c08..b89000f 100644
--- a/s1503a.words
+++ b/s1503a.words
@@ -590,7 +590,7 @@ nfields 3
    190.893000 122 left; l eh f t; l eh f t
    190.956000 122 in; ih n; ih n
    191.083000 122 my; m ay; m ay
-   191.463000 122 computer; k ah m p y uw t er; k m p y uwix dx er
+   191.463000 122 computer; k ah m p y uw t er; k m p y uw dx er
    191.633000 122 that's; dh ae t s; dh eh t s
    192.412000 122 manufacturer; m ae n y uh f ae k ch ah r er; m ae n y ih f ae k sh er er
    193.414000 122 <SIL>; S; S
@@ -850,7 +850,7 @@ nfields 3
    281.944000 122 program; p r ow g r ae m; p r ah g r ae m
    282.144000 122 because; b ih k ah z; k ih z
    282.270160 122 <SIL>; S; S
-   282.348000 122 i; ay; SIL aa
+   282.348000 122 i; ay; aa
    282.455000 122 would; w uh d; b d
    282.748000 122 love; l ah v; l ah v
    282.772000 122 to; t uw; d
@@ -1014,7 +1014,7 @@ nfields 3
    319.964000 122 time; t ay m; t ay m
    320.358000 122 partner; p aa r t n er; p ah r d n er
    320.455000 122 when; w eh n; w ah n
-   320.700000 122 i; ay; ay SIL
+   320.700000 122 i; ay; ay
    320.810000 122 when; w eh n; w ah n
    320.905000 122 i; ay; ay
    321.047000 122 get; g eh t; g eh dx
@@ -1186,7 +1186,7 @@ nfields 3
    389.961000 122 columbus; k ow l ah m b ah s; k ah l ah m b ih s
    390.091000 122 is; ih z; ih z
    390.158455 122 <SIL>; S; S
-   390.241000 122 one; w ah n; SIL ah n
+   390.241000 122 one; w ah n; ah n
    390.273000 122 of; ah v; ah
    390.381000 122 the; dh iy; dh ah
    390.705000 122 top; t aa p; t aa p
@@ -1381,7 +1381,7 @@ nfields 3
    443.988000 122 i; ay; ay
    444.064000 122 <CUTOFF-re=really>; U; U
    444.136198 122 <SIL>; S; S
-   444.245000 122 i; ay; SIL ay
+   444.245000 122 i; ay; ay
    444.525000 122 like; l ay k; l ay k
    444.725000 122 lots; l aa t s; l aa t s
    444.844000 122 of; ah v; ah v
diff --git a/s1601a.phones b/s1601a.phones
index 79ad96c..4c9909c 100644
--- a/s1601a.phones
+++ b/s1601a.phones
@@ -2408,13 +2408,6 @@ nfields 1
   287.174000  122 ih
   287.204000  122 d
   287.284000  122 el
-  287.404000  122 s
-  287.484000  122 k
-  287.644000  122 uw
-  287.692000  122 l
-  287.714000  122 b
-  287.833000  122 ah
-  287.956000  122 t
   289.683000  122 IVER
   289.848000  122 ow
   289.963000  122 y
@@ -4833,9 +4826,7 @@ nfields 1
   534.508000  122 r
   534.638000  122 iy
   534.771000  122 t
-  540.125000  122 IVER
-  540.325000  122 ah
-  540.725000  122 m
+  540.725000  122 IVER
   541.048000  122 n
   541.313000  122 ow
   541.412000  122 m
diff --git a/s1601a.words b/s1601a.words
index 6242d8d..94467ab 100644
--- a/s1601a.words
+++ b/s1601a.words
@@ -880,8 +880,6 @@ nfields 3
    286.691000 122 guess; g eh s; g eh s
    287.104000 122 <IVER>; S; S
    287.284000 122 middle; m ih d el; m ih d el
-   287.692000 122 <IVER-school>; S; S
-   287.956000 122 <IVER-but>; S; S
    289.683000 122 <IVER>; S; S
    289.848000 122 oh; ow; ow
    290.073000 122 yeah; y ae; y ae
@@ -1762,8 +1760,7 @@ nfields 3
    533.850000 122 it's; ih t s; ih t s
    534.067000 122 very; v eh r iy; v er iy
    534.771000 122 concrete; k aa ng k r iy t; k aa n k r iy t
-   540.125000 122 <IVER>; S; S
-   540.725000 122 <IVER-um>; S; S
+   540.725000 122 <IVER>; S; S
    541.313000 122 no; n ow; n ow
    541.412000 122 <CUTOFF-m=math>; U; U
    541.561000 122 <CUTOFF-m=math>; U; U
diff --git a/s1601b.phones b/s1601b.phones
index 868000c..3c48fe6 100644
--- a/s1601b.phones
+++ b/s1601b.phones
@@ -235,12 +235,7 @@ nfields 1
    21.370000  122 ah
    21.452000  122 l
    21.552000  122 iy
-   21.692000  122 s
-   21.843000  122 ow
-   22.002000  122 sh
-   22.092000  122 ah
-   22.191000  122 l
-   22.494000  122 iy
+   22.494000  122 SIL
    22.648000  122 dh
    22.762000  122 ey
    22.832000  122 m
@@ -2257,17 +2252,7 @@ nfields 1
   253.148000  122 t
   253.178000  122 ih
   253.228000  122 v
-  253.349000  122 m
-  253.392000  122 ih
-  253.420000  122 dx
-  253.498000  122 el
-  253.598000  122 s
-  253.648000  122 k
-  253.718000  122 uw
-  253.748000  122 l
-  253.778000  122 ah
-  253.818000  122 r
-  253.898000  122 z
+  253.898000  122 IVER
   253.938000  122 ih
   254.028000  122 n
   254.088000  122 y
@@ -4421,7 +4406,7 @@ nfields 1
   475.800000  122 p
   475.830000  122 r
   475.909000  122 aa
-  475.909000  122 b
+  475.918  122 b
   476.001000  122 em
   476.034000  122 ae
   476.089000  122 dx
diff --git a/s1601b.words b/s1601b.words
index ea51960..c909d95 100644
--- a/s1601b.words
+++ b/s1601b.words
@@ -827,8 +827,7 @@ nfields 3
    252.648000 122 seven; s eh v ah n; s eh v ah n
    252.938000 122 hyper; hh ay p er; hh ay p er
    253.228000 122 active; ae k t ih v; ae k t ih v
-   253.498000 122 <IVER-middle>; S; S
-   253.898000 122 <IVER-schoolers>; S; S
+   253.898000 122 <IVER>; S; S
    254.029000 122 in; ih n; ih n
    254.120000 122 your; y ow r; y er
    254.398000 122 room; r uw m; r uw m
@@ -1403,7 +1402,6 @@ nfields 3
    414.686000 122 forty; f ow r t iy; f ow r dx iy
    415.043000 122 percent; p er s eh n t; p er s eh n t
    415.094000 122 of; ah v; ah
-   415.094000 122 the; dh iy;
    415.833000 122 population; p aa p y uh l ey sh ah n; p aa p y ah l ey sh en
    416.081000 122 most; m ow s t; m ow s
    416.394000 122 people; p iy p el; p iy p el
@@ -1543,7 +1541,7 @@ nfields 3
    451.973000 122 on; aa n; aa n
    452.123448 122 it; ih t; ih tq
    452.240993 122 <SIL>; S; S
-   452.455452 122 <SIL>; S; S
+   452.455452 122 <VOCNOISE>; S; S
    452.594000 122 that; dh ae t; dh ih tq
    452.680000 122 you; y uw; y er
    452.933000 122 really; r iy l iy; r ih l iy
diff --git a/s1602a.phones b/s1602a.phones
index 4a90145..cedfe80 100644
--- a/s1602a.phones
+++ b/s1602a.phones
@@ -390,10 +390,7 @@ nfields 1
    37.086000  122 dh
    37.136000  122 ah
    37.166000  122 n
-   37.276000  122 ay
-   37.406000  122 w
-   37.476000  122 uh
-   37.506000  122 d
+   37.506000  122 IVER
    37.536000  122 w
    37.606000  122 ih
    37.685266  122 th
@@ -4666,12 +4663,8 @@ nfields 1
   501.582000  122 sh
   501.779000  122 uw
   502.180000  122 SIL
-  502.269000  122 f
-  502.500000  122 er
-  502.630000  122 eh
-  502.659000  122 v
-  502.854000  122 er
-  505.107000  122 IVER
+  502.854000  122 IVER
+  505.107000  122 SIL
   505.184000  122 eh
   505.247000  122 m
   505.326000  122 ah
@@ -4852,9 +4845,6 @@ nfields 1
   532.782000  122 m
   533.691000  122 SIL
   533.841000  122 er
-  534.001000  122 eh
-  534.091000  122 m
-  534.325000  122 iy
   535.133000  122 IVER
   535.315000  122 y
   535.548000  122 eh
diff --git a/s1602a.words b/s1602a.words
index cf3d354..db8ea47 100644
--- a/s1602a.words
+++ b/s1602a.words
@@ -95,7 +95,6 @@ nfields 3
    20.507915 122 <IVER>; S; S
    20.655165 122 so; s ow; s ow
    20.815081 122 that; dh ae t; dh ae
-   20.909289 122 m; eh m;
    21.134124 122 means; m iy n z; iy n z
    21.218832 122 you're; y uw r; y er
    21.273457 122 a; ey; ah
@@ -154,8 +153,7 @@ nfields 3
    36.654000 122 d; d iy; d iy
    37.056000 122 kids; k ih d z; k ih d z
    37.166000 122 than; dh ae n; dh ah n
-   37.276000 122 <IVER-I>; S; S
-   37.506000 122 <IVER-would>; S; S
+   37.506000 122 <IVER>; S; S
    37.646000 122 with; w ih th; w ih
    37.966000 122 six; s ih k s; th s ih k s
    38.347000 122 normal; n ow r m el; n ow r m el
@@ -1789,7 +1787,6 @@ nfields 3
    532.782000 122 em; eh m; eh m
    533.691000 122 <SIL>; S; S
    533.841000 122 or; ow r; er
-   534.325000 122 <IVER-Emmy>; S; S
    535.133000 122 <IVER>; S; S
    535.548000 122 <LAUGH-yeah>; U; U
    536.030209 122 <VOCNOISE>; U; U
diff --git a/s1602b.phones b/s1602b.phones
index 8adba46..61d1f80 100644
--- a/s1602b.phones
+++ b/s1602b.phones
@@ -8,7 +8,7 @@ separator ;
 nfields 1
 #
    11.644733  122 {B_TRANS}
-   14.347000  122 SIL
+   14.347000  122 IVER
    14.503000  122 ah
    14.835000  122 hh
    15.989867  122 VOCNOISE
@@ -51,12 +51,7 @@ nfields 1
    20.185000  122 ah
    20.257000  122 r
    20.683608  122 VOCNOISE
-   20.775000  122 n
-   20.905000  122 ey
-   21.083285  122 m
-   21.195000  122 w
-   21.445000  122 aa
-   21.784000  122 s
+   21.784000  122 EXT
    21.886000  122 SIL
    22.039000  122 sh
    22.079000  122 ih
@@ -335,8 +330,7 @@ nfields 1
    59.946000  122 en
    60.042000  122 t
    61.410000  122 VOCNOISE
-   61.530000  122 ay
-   61.710000  122 m
+   61.710000  122 IVER
    61.772000  122 t
    61.880000  122 eh
    61.940000  122 l
@@ -881,12 +875,7 @@ nfields 1
   133.852000  122 s
   133.882000  122 ah
   133.962000  122 m
-  134.012000  122 s
-  134.112000  122 t
-  134.172000  122 r
-  134.202000  122 ey
-  134.282000  122 n
-  134.372000  122 jh
+  134.372000  122 IVER
   134.442000  122 n
   134.542000  122 ey
   134.682000  122 m
diff --git a/s1602b.words b/s1602b.words
index be4c7b2..3783d36 100644
--- a/s1602b.words
+++ b/s1602b.words
@@ -27,8 +27,7 @@ nfields 3
    20.055000 122 <VOCNOISE>; U; U
    20.257000 122 her; hh er; hh ah r
    20.683608 122 <VOCNOISE>; U; U
-   21.083285 122 <EXT-name>; U; U
-   21.784000 122 <EXT-was>; U; U
+   21.784000 122 <EXT>; U; U
    21.889000 122 <SIL>; S; S
    22.199000 122 she's; sh iy z; sh ih z
    22.367129 122 not; n aa t; n aa tq
@@ -138,7 +137,7 @@ nfields 3
    59.626000 122 she; sh iy; sh ih
    60.042160 122 didn't; d ih d en t; d ih d en t
    61.410000 122 <VOCNOISE>; U; U
-   61.710000 122 <IVER-I'm>; S; S
+   61.710000 122 <IVER>; S; S
    62.090000 122 telling; t eh l ih ng; t eh l ih n
    62.243077 122 you; y uw; y ah
    62.521000 122 <SIL>; S; S
@@ -236,7 +235,6 @@ nfields 3
    91.169833 122 <VOCNOISE>; U; U
    91.446000 122 oh; ow; ow
    91.536108 122 i'm; ay m; uw m
-   91.683000 122 <LAUGH>; U; U
    91.950000 122 telling; t eh l ih ng; eh l ih ng
    92.127000 122 you; y uw; y ah
    93.197000 122 <IVER>; S; S
@@ -303,7 +301,7 @@ nfields 3
    114.834000 122 i; ay; ay
    115.144000 122 just; jh ah s t; jh ih s
    115.475000 122 like; l ay k; l ay k
-   116.458000 122 <SIL>; S; S
+   116.458000 122 <IVER>; S; S
    116.650457 122 would; w uh d; w uh d
    116.849148 122 you; y uw; zh uw
    117.138000 122 want; w aa n t; w aa n
@@ -338,7 +336,7 @@ nfields 3
    133.572000 122 sometimes; s ah m t ay m z; s ah m t ay m z
    133.762000 122 see; s iy; s iy
    133.962000 122 some; s ah m; s ah m
-   134.372000 122 <IVER-strange>; S; S
+   134.372000 122 <IVER>; S; S
    134.802000 122 names; n ey m z; n ey m z
    135.452000 122 <SIL>; S; S
    135.682000 122 i; ay; ay
@@ -438,7 +436,8 @@ nfields 3
    161.916000 122 named; n ey m d; n ey m d
    162.145000 122 them; dh eh m; ah m
    162.425000 122 <SIL>; S; S
-   163.615000 122 lemonjello; l eh m ah n jh eh l ow; l ah m aa n jh ah l ow
+   162.998000 122 lemon; l eh m ah n jh eh l ow; l ah m aa n jh ah l ow
+   163.615000 122 jello; l eh m ah n jh eh l ow; l ah m aa n jh ah l ow
    163.793000 122 <SIL>; S; S
    163.945000 122 and; ae n d; eh n
    165.000000 122 orangello; ow r ih n jh eh l ow; ah r aa n jh ah l ow
@@ -463,7 +462,6 @@ nfields 3
    173.587000 122 lemonjello; l eh m ah n jh eh l ow; l ah m aa n jh ah l ow
    173.711000 122 and; ae n d; ah n
    174.556000 122 orangello; ow r ih n jh eh l ow; ah r aa n jh ah l ow
-   176.736000 122 <LAUGH>; U; U
    177.348029 122 <SIL>; S; S
    177.881000 122 denise; d eh n iy s; d ih n iy s
    178.055000 122 and; ae n d; ah n
diff --git a/s1603a.phones b/s1603a.phones
index f06a918..5a102cf 100644
--- a/s1603a.phones
+++ b/s1603a.phones
@@ -5245,13 +5245,9 @@ nfields 1
   567.512000  122 SIL
   567.727000  122 s
   567.927000  122 ow
-  568.180000  122 hh
-  568.217000  122 ah
-  568.258000  122 hh
+  568.258000  122 LAUGH
   569.002000  122 SIL
-  569.176000  122 hh
-  569.225000  122 ah
-  569.291000  122 hh
+  569.291000  122 LAUGH
   570.746000  122 IVER
   570.890000  122 n
   571.034000  122 ow
@@ -5513,7 +5509,7 @@ nfields 1
   599.556000  122 IVER
   599.644000  122 n
   599.960000  122 ow
-  600.771000  122 SIL
+  600.771000  122 IVER
   600.801000  122 w
   600.851000  122 iy
   600.991000  122 s
diff --git a/s1603b.phones b/s1603b.phones
index 6aeb87f..2a34025 100644
--- a/s1603b.phones
+++ b/s1603b.phones
@@ -5060,8 +5060,7 @@ nfields 1
   539.816999  122 y
   539.994356  122 uw
   541.451747  122 SIL
-  541.606437  122 ow
-  541.730000  122 h
+  541.730000  122 ow
   542.096000  122 VOCNOISE
   542.219539  122 w
   542.345000  122 ah
diff --git a/s1603b.words b/s1603b.words
index 99cc102..b1c76ca 100644
--- a/s1603b.words
+++ b/s1603b.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 3
 #
-   -1.000000 122 {B_TRANS}; B; B
    0.427832 122 {B_TRANS}; B; B
    0.590000 122 from; f r ah m; f er m
    0.740000 122 high; hh ay; hh ay
@@ -121,7 +120,6 @@ nfields 3
    28.789000 122 has; hh ae z; y eh s
    28.831000 122 to; t uw; t
    29.313000 122 distribute; d ih s t r ih b y uw t; d ih s t r ih b y uw t
-   29.331119 122 it; ih t;
    29.477421 122 to; t uw; t ah
    29.579538 122 the; dh iy; dh eh
    30.300000 122 teachers; t iy ch er z; t iy ch er z
@@ -1055,7 +1053,6 @@ nfields 3
    298.694731 122 figure; f ih g y uw r; f ih g er
    298.789000 122 out; aw t; aa
    298.954000 122 how; hh aw; hh aw
-   298.954000 122 to; t uw;
    299.236000 122 spell; s p eh l; s p eh l
    299.372000 122 it; ih t; ah tq
    299.667000 122 <VOCNOISE>; U; U
@@ -1367,7 +1364,6 @@ nfields 3
    390.490000 122 you; y uw; y ih
    391.560000 122 <IVER-put_a_circle_in_the_middle>; U; U
    391.601049 122 and; ae n d; aa
-   391.602182 122 it; ih t;
    391.803903 122 looks; l uh k s; n l ah k s
    391.900000 122 like; l ay k; l ay k
    391.943298 122 a; ey; ih
@@ -1885,7 +1881,7 @@ nfields 3
    539.743000 122 help; hh eh l p; hh eh l p
    539.994356 122 you; y uw; y uw
    541.451747 122 <SIL>; S; S
-   541.730000 122 oh; ow; ow h
+   541.730000 122 oh; ow; ow
    542.096000 122 <VOCNOISE>; U; U
    542.345000 122 well; w eh l; w ah
    542.514000 122 i; ay; ay
diff --git a/s1604a.phones b/s1604a.phones
index 733130b..1910800 100644
--- a/s1604a.phones
+++ b/s1604a.phones
@@ -2956,8 +2956,8 @@ nfields 2
   292.783937  122 r
   292.833937  122 ah
   292.863937  122 d
+  292.946  122 ow
   292.987564  122 n
-  292.987564  122 ow
   293.031085  122 hh
   293.098544  122 ae
   293.168178  122 v
@@ -3864,7 +3864,7 @@ nfields 2
   415.366000  122 ih
   415.576000  122 s
   415.856000  122 SIL
-  415.933910  122 ah
+  415.911  122 ah
   415.933910  122 n
   416.020335  122 hh
   416.133169  122 iy
@@ -5966,8 +5966,7 @@ nfields 2
   635.481625  122 z
   635.541625  122 d
   635.681760  122 ow
-  635.681760  122 n
-  635.711625  122 tq
+ 635.711625  122 n
   635.761625  122 g
   635.862762  122 ih
   635.931625  122 tq
diff --git a/s1604a.words b/s1604a.words
index d4e3142..322a861 100644
--- a/s1604a.words
+++ b/s1604a.words
@@ -17,8 +17,7 @@ nfields 3
    2.071000 122 <VOCNOISE>; U; U
    2.311000 122 here's; hh ih r z; hh ih r z
    2.484241 122 my; m ay; m ay
-   2.724503 122 i; ay; r ah f
-   2.734864 122 rough; r ah f;
+   2.734864 122 rough; r ah f; r ah f
    3.191000 122 draft; d r ae f t; d r ae f t
    3.528000 122 <VOCNOISE>; U; U
    3.643422 122 would; w uh d; w uh d
diff --git a/s1701a.phones b/s1701a.phones
index bd099cd..4e256db 100644
--- a/s1701a.phones
+++ b/s1701a.phones
@@ -1502,7 +1502,7 @@ nfields 1
   182.345000  122 LAUGH
   182.980000  122 IVER
   183.699000  122 LAUGH
-  185.721601  122 LAUGH
+  185.721601  122 SIL
   185.806000  122 y
   185.877068  122 uw
   186.015000  122 sh
@@ -2030,7 +2030,6 @@ nfields 1
   261.899000  122 tq
   261.965000  122 dh
   262.084000  122 ih
-  262.121000  122
   262.213000  122 s
   262.409000  122 p
   262.568000  122 oy
@@ -2342,8 +2341,8 @@ nfields 1
   298.888000  122 LAUGH
   299.018000  122 ay
   299.108000  122 m
+  299.212000  122 iy
   299.243000  122 n
-  299.243000  122 iy
   299.350830  122 ih
   299.380232  122 tq
   299.521000  122 s
diff --git a/s1701a.words b/s1701a.words
index 219f034..e42297c 100644
--- a/s1701a.words
+++ b/s1701a.words
@@ -557,7 +557,7 @@ nfields 3
    182.345000 122 <LAUGH>; U; U
    182.980000 122 <IVER>; S; S
    183.699000 122 <LAUGH>; U; U
-   185.721601 122 <LAUGH>; U; U
+   185.721601 122 <SIL>; U; U
    185.877068 122 you; y uw; y uw
    186.145000 122 should; sh uh d; sh ih d
    186.547000 122 be; b iy; b iy
@@ -788,7 +788,7 @@ nfields 3
    267.501000 122 fault; f aa l t; f ao l dx
    267.640000 122 of; ah v; ah v
    268.378000 122 evolution; iy v ah l uw sh ah n; eh v ah l uw sh uh n
-   272.003000 122 <LAUGH>; U; U
+   272.003000 122 <SIL>; U; U
    272.231000 122 well; w eh l; w eh l
    272.351000 122 it; ih t; ih
    272.549000 122 could; k uh d; k uh dx
diff --git a/s1702a.phones b/s1702a.phones
index 653e16a..70dba5a 100644
--- a/s1702a.phones
+++ b/s1702a.phones
@@ -1133,76 +1133,6 @@ nfields 2
   157.549000  122 d
   157.625000  122 ih
   157.702000  122 f
-  157.757000  122 hh
-  157.851000  122 iy
-  157.933000  122 w
-  157.990000  122 ah
-  158.183000  122 z
-  158.222000  122 r
-  158.290000  122 iy
-  158.342422  122 ah
-  158.404000  122 l
-  158.505000  122 eh
-  158.558000  122 k
-  158.633000  122 t
-  158.703546  122 eh
-  158.778000  122 d
-  158.897000  122 sh
-  158.967000  122 iy
-  159.039000  122 w
-  159.107000  122 ih
-  159.165000  122 z
-  159.240000  122 g
-  159.315000  122 aa
-  159.345000  122 n
-  159.496000  122 er
-  159.647000  122 ih
-  159.754000  122 s
-  160.055000  122 ay
-  160.147000  122 n
-  160.225000  122 eh
-  160.287000  122 n
-  160.387000  122 s
-  160.500000  122 ah
-  160.571000  122 dh
-  160.714000  122 ey
-  160.763000  122 g
-  160.900000  122 ey
-  160.965000  122 v
-  161.093485  122 er
-  161.172918  122 ah
-  161.279000  122 b
-  161.357000  122 ih
-  161.467000  122 g
-  161.587000  122 r
-  161.857000  122 ey
-  162.008000  122 z
-  164.292000  122 LAUGH
-  164.490000  122 s
-  164.555000  122 hh
-  164.641000  122 ah
-  164.821000  122 sh
-  165.197000  122 hh
-  165.301000  122 iy
-  165.391000  122 m
-  165.508000  122 ah
-  165.580000  122 s
-  165.632000  122 t
-  165.674000  122 b
-  165.772000  122 iy
-  165.863000  122 ah
-  166.008000  122 th
-  166.121000  122 ao
-  166.161000  122 r
-  166.264000  122 n
-  166.365000  122 eh
-  166.397000  122 n
-  166.511000  122 hh
-  166.565000  122 ah
-  166.720000  122 r
-  166.881000  122 s
-  167.097000  122 ay
-  167.255000  122 d
   168.241000  122 LAUGH
   169.584000  122 IVER
   169.711000  122 y
diff --git a/s1702a.words b/s1702a.words
index 394c15c..1123522 100644
--- a/s1702a.words
+++ b/s1702a.words
@@ -430,9 +430,6 @@ nfields 3
    157.404246 122 said; s eh d; s eh d
    157.549000 122 that; dh ae t; d eh d
    157.702000 122 if; ih f; ih f
-   162.008000 122 <LAUGH-he_was_reelected_she_was_going_to_resign_and_so_they_gave_her_a_big_raise>; U; U
-   164.292000 122 <LAUGH>; U; U
-   167.255000 122 <LAUGH-so_he_she_must_be_a_thorn_in_her_side>; U; U
    168.241000 122 <LAUGH>; U; U
    169.584000 122 <IVER>; S; S
    169.811000 122 yeah; y ae; y ae
diff --git a/s1702b.phones b/s1702b.phones
index 20d6dec..1d52f7f 100644
--- a/s1702b.phones
+++ b/s1702b.phones
@@ -380,7 +380,6 @@ nfields 1
    84.008875  122 ih
    84.107875  122 z
    84.187875  122 iy
-   88.866875  122 LAUGH
   109.169875  122 IVER
   109.476875  122 ow
   109.679875  122 SIL
@@ -3141,7 +3140,7 @@ nfields 1
   487.990518  122 ah
   488.038875  122 n
   488.175875  122 ow
-  488.286875  122 h
+  488.286875  122 hh
   488.464875  122 ay
   489.013875  122 ow
   489.163875  122 l
diff --git a/s1702b.words b/s1702b.words
index 592ae20..efa485e 100644
--- a/s1702b.words
+++ b/s1702b.words
@@ -147,7 +147,6 @@ nfields 3
    83.556875 122 now; n aw; n aw
    83.775875 122 we're; w iy r; w er
    84.187875 122 busy; b ih z iy; b ih z iy
-   88.866875 122 <LAUGH>; U; U
    109.169875 122 <IVER>; S; S
    109.476875 122 oh; ow; ow
    109.679875 122 <SIL>; S; S
@@ -894,8 +893,7 @@ nfields 3
    357.251875 122 bad; b ae d; b ae d
    357.403875 122 to; t uw; t ah
    357.673875 122 them; dh eh m; dh eh m
-   358.145875 122 <IVER>; S; S
-   359.572875 122 <LAUGH>; U; U
+   359.572875 122 <IVER>; U; U
    359.857875 122 yknow; y uw n ow; ih n ow
    360.049405 122 what; w ah t; w ah d
    360.155875 122 i; ay; ey
@@ -972,7 +970,6 @@ nfields 3
    389.801875 122 yeah; y ae; y ae ah
    390.680875 122 <IVER>; S; S
    391.034875 122 yeah; y ae; y ae
-   392.203875 122 <NOISE>; U; U
    392.805875 122 <NOISE>; U; U
    393.150875 122 okay; ow k ey; ow k ey
    393.215875 122 <NOISE>; U; U
@@ -1190,7 +1187,7 @@ nfields 3
    487.738875 122 executed; eh k s ih k y uw t ah d; eh k s ih k y uw d ih d
    487.948875 122 here; hh ih r; hh ih r
    488.038875 122 in; ih n; ah n
-   489.013875 122 ohio; ow hh ay ow; ow h ay ow
+   489.013875 122 ohio; ow hh ay ow; ow hh ay ow
    489.660875 122 last; l ae s t; l ae s
    489.814875 122 <CUTOFF-s=summer?>; U; U
    489.945875 122 <SIL>; S; S
diff --git a/s1703a.phones b/s1703a.phones
index c2ab0ea..a52d650 100644
--- a/s1703a.phones
+++ b/s1703a.phones
@@ -21,7 +21,7 @@ nfields 1
     1.067435  122 w
     1.173498  122 el
     1.660725  122 VOCNOISE
-    1.897720  122 h
+    1.897720  122 hh
     1.952409  122 iy
     2.026984  122 w
     2.080016  122 ah
@@ -126,9 +126,8 @@ nfields 1
    13.566658  122 w
    13.695246  122 ah
    13.754594  122 n
-   13.828779  122 i
-   13.831252  122 d
-   13.907910  122 d
+   13.828779  122 ih
+   13.868345  122 d
    13.982095  122 t
    14.048862  122 uw
    14.155194  122 b
@@ -220,7 +219,7 @@ nfields 1
    24.081119  122 r
    24.256691  122 ah
    24.291310  122 dx
-   24.355604  122 id
+   24.355604  122 ih
    24.405061  122 d
    24.520658  122 ih
    24.584952  122 n
@@ -232,7 +231,6 @@ nfields 1
    25.072101  122 n
    25.193270  122 f
    25.282292  122 er
-   25.356478  122 LAUGH
    29.114461  122 LAUGH
    29.184142  122 n
    29.365763  122 ow
@@ -1908,7 +1906,7 @@ nfields 1
   283.729000  122 y
   283.973000  122 ae
   284.175000  122 IVER
-  284.454000  122 n
+  284.454000  122 em
   284.554000  122 y
   284.758000  122 ae
   284.904000  122 aa
diff --git a/s1703a.words b/s1703a.words
index 809218b..82cd8d3 100644
--- a/s1703a.words
+++ b/s1703a.words
@@ -14,7 +14,7 @@ nfields 3
    0.931542 122 here; hh ih r; hh er
    1.180127 122 well; w eh l; w el
    1.660725 122 <VOCNOISE>; U; U
-   1.954066 122 he; hh iy; h iy
+   1.954066 122 he; hh iy; hh iy
    2.161220 122 was; w ah z; w ah s
    2.250711 122 the; dh iy; dh ah
    2.590444 122 first; f er s t; f er s
@@ -46,8 +46,8 @@ nfields 3
    12.656654 122 row; r ow; th r ow
    13.064672 122 and; ae n d; eh n
    13.435598 122 he; hh iy; hh uw
-   13.868345 122 wanted; w aa n t ah d; w ah n i d
-   14.046389 122 to; t uw; d t uw
+   13.868345 122 wanted; w aa n t ah d; w ah n ih d
+   14.046389 122 to; t uw; t uw
    14.340657 122 be; b iy; b iy
    15.386658 122 executed; eh k s ih k y uw t ah d; eh k s ih k uw d ih d
    16.069162 122 <VOCNOISE>; U; U
@@ -78,12 +78,12 @@ nfields 3
    23.546986 122 he; hh iy; hh iy
    23.804161 122 should; sh uh d; sh uh dx
    24.034135 122 have; hh ae v; ah v
-   24.401962 122 rotted; r aa t ah d; r ah dx id d
+   24.401962 122 rotted; r aa t ah d; r ah dx ih d
    24.582479 122 in; ih n; ih n
    25.077047 122 prison; p r ih z ah n; p r ih s ih n
    25.277347 122 for; f ow r; f er
-   25.363896 122 <LAUGH>; U; U
-   29.370680 122 no; n ow; LAUGH n ow
+   29.114461 122 <LAUGH>; U; U
+   29.370680 122 no; n ow; n ow
    29.683355 122 that's; dh ae t s; dh ae t s
    29.878777 122 not; n aa t; n ah
    29.935232 122 a; ey; dx ah
@@ -671,7 +671,7 @@ nfields 3
    265.189000 122 <LAUGH-murdering_is_a>; U; U
    265.615000 122 <LAUGH>; U; U
    265.734000 122 <IVER>; S; S
-   266.096000 122 <CUTOFF-dis=disease>; U; U
+   266.096000 122 <CUTOFF-dis=disease>; null
    268.485000 122 <LAUGH-serious_illness_that_needs_to_be>; U; U
    268.959000 122 <SIL>; S; S
    269.413000 122 helped; hh eh l p t; hh eh l b t
@@ -714,6 +714,7 @@ nfields 3
    283.565280 122 um; ah m; em ah
    283.973000 122 yeah; y ae; n y ae
    284.175000 122 <IVER>; S; S
+   284.454000 122 mm; y ae; n y ae aa
    284.904000 122 yeah; y ae; n y ae aa
    285.463000 122 anger; ae ng g er; ae ng g er
    285.843000 122 <SIL>; S; S
@@ -1313,11 +1314,22 @@ nfields 3
    530.749000 122 asking; ae s k ih ng; ae s k iy ng
    530.918000 122 all; aa l; aa l
    531.185000 122 these; dh iy z; dh iy z
-   533.024000 122 <LAUGH-incredible_questions_and_I_would_be>; U; U
+   531.870000 122 incredible; U; U
+   532.451000 122 questions; U; U
+   532.561000 122 and; U; U
+   532.731000 122 i; U; U
+   532.857000 122 would; U; U
+   533.024000 122 be; U; U
    533.442000 122 trying; t r ay ih ng; d r ay ih n
    533.632316 122 to; t uw; d ah
    534.128000 122 <VOCNOISE>; U; U
-   536.546000 122 <LAUGH-do_the_dishes_or_something_mundane_like>; U; U
+   534.428000 122 do; U; U
+   534.555000 122 the; U; U
+   535.102535 122 dishes; U; U
+   535.237000 122 or; U; U
+   535.745000 122 something; U; U
+   536.250000 122 mundane; U; U
+   536.546000 122 like; U; U
    536.745000 122 that; dh ae t; dh ae dx
    536.906000 122 it's; ih t s; ah z
    537.098000 122 like; l ay k; l ay k
diff --git a/s1703b.phones b/s1703b.phones
index 305351e..9cd5579 100644
--- a/s1703b.phones
+++ b/s1703b.phones
@@ -959,43 +959,7 @@ nfields 2
   128.737000  122 hh
   128.848000  122 ae
   128.888000  122 v
-  128.970000  122 t
-  129.042000  122 ah
-  129.102000  122 k
-  129.161000  122 s
-  129.250000  122 p
-  129.296000  122 l
-  129.411000  122 ey
-  129.467000  122 n
-  129.544000  122 eh
-  129.622000  122 v
-  129.659000  122 r
-  129.713000  122 iy
-  129.766000  122 th
-  129.843000  122 ih
-  129.918000  122 ng
-  129.972000  122 n
-  130.037000  122 ih
-  130.072000  122 n
-  130.132000  122 l
-  130.264000  122 ay
-  130.370000  122 f
-  130.488380  122 t
-  130.570000  122 uw
-  130.649000  122 ah
-  130.725000  122 m
-  130.818005  122 ah
-  130.914000  122 n
-  130.997000  122 f
-  131.087000  122 ao
-  131.143000  122 r
-  131.205000  122 er
-  131.266000  122 f
-  131.412000  122 ay
-  131.448000  122 v
-  131.529000  122 d
-  131.721000  122 ey
-  131.810000  122 z
+  131.810000  122 LAUGH
   132.189000  122 SIL
   132.399000  122 eh
   132.452000  122 n
@@ -2168,7 +2132,7 @@ nfields 2
   300.218000  122 ah
   308.137000  122 IVER
   308.293000  122 em
-  308.371000  122 h
+  308.371000  122 hh
   308.502000  122 em
   310.677000  122 IVER
   310.912000  122 em
diff --git a/s1703b.words b/s1703b.words
index 9f597eb..081c66c 100644
--- a/s1703b.words
+++ b/s1703b.words
@@ -51,7 +51,6 @@ nfields 3
    12.060953 122 a; ey; ah
    12.301739 122 lot; l aa t; l aa t
    12.720640 122 happier; hh ae p iy er; hh ae p iy er
-   12.816313 122 <SIL>; S; S
    17.184384 122 <IVER>; S; S
    17.725984 122 mm; em; n
    18.064629 122 yeah; y ae; y ae
@@ -66,9 +65,6 @@ nfields 3
    20.583767 122 <LAUGH>; U; U
    21.095887 122 <VOCNOISE>; U; U
    21.535509 122 <IVER>; S; S
-   21.729420 122 <ERROR-moh=oh>; U; U
-   21.938397 122 yeah; y ae; y eh
-   22.604303 122 <LAUGH>; U; U
    22.896352 122 <IVER>; S; S
    23.179074 122 <LAUGH>; U; U
    23.536367 122 yeah; y ae; y ae
@@ -364,7 +360,7 @@ nfields 3
    128.512000 122 and; ae n d; eh n
    128.624204 122 you; y uw; y uw
    128.888000 122 have; hh ae v; hh ae v
-   131.810000 122 <LAUGH-to_explain_everything_in_life_to_them_in_four_or_five_days>; U; U
+   131.810000 122 <LAUGH>; U; U
    132.189000 122 <SIL>; S; S
    132.452000 122 and; ae n d; eh n
    132.869000 122 plus; p l ah s; p l ah s
@@ -818,7 +814,7 @@ nfields 3
    299.948000 122 uh; ah; ah
    300.218000 122 huh; hh ah; hh ah
    308.137000 122 <IVER>; S; S
-   308.503000 122 um-hum; em hh em; em h em
+   308.503000 122 um-hum; em hh em; em hh em
    310.677000 122 <IVER>; S; S
    311.361000 122 okay; ow k ey; em ah k ey
    311.925000 122 <SIL>; S; S
diff --git a/s1801a.phones b/s1801a.phones
index 0144fb4..aef11a0 100644
--- a/s1801a.phones
+++ b/s1801a.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator;
 nfields 2
 #
-
     0.024814  122 {B_TRANS}
    10.181958  122 <EXCLUDE>
    12.985926  122 SIL
diff --git a/s1801a.words b/s1801a.words
index b225426..3de8a83 100644
--- a/s1801a.words
+++ b/s1801a.words
@@ -7,13 +7,13 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 1
 #
-   0.024814 122 <SIL>    0.024814  122 {B_TRANS}; S; S
+   0.024814 122 {B_TRANS}; S; S
    10.181960 122 <EXCLUDE-one_two_three_four_five_one_two_three_four_five>; U; U
    12.985926 122 <SIL>; S; S
    13.854422 122 <IVER>; S; S
    14.689829 122 <NOISE>; U; U
    18.784121 122 <IVER>; S; S
-   19.207937 122 okay; ow k ey;
+   19.207937 122 okay; ow k ey; ow k ey
    33.246807 122 <IVER>; S; S
    33.640769 122 um-hum; em hh em; ah m hh ah m
    48.496593 122 <IVER>; S; S
diff --git a/s1801b.phones b/s1801b.phones
index 9503153..cb876bc 100644
--- a/s1801b.phones
+++ b/s1801b.phones
@@ -1095,7 +1095,7 @@ nfields 2
   120.708680  122 v
   120.770259  122 n
   121.090875  122 ow
-  121.206819  122 SIL
+  121.206819  122 IVER
   121.654367  122 VOCNOISE
   122.030438  122 SIL
   122.079813  122 m
@@ -3000,9 +3000,7 @@ nfields 2
   330.910063  122 t; *
   330.982685  122 er
   331.075891  122 s
-  331.118179  122 hh
-  331.260063  122 aw
-  331.450063  122 z
+  331.450063  122 IVER
   331.514301  122 SIL
   331.635063  122 k
   331.665063  122 ah
@@ -4582,7 +4580,7 @@ nfields 2
   520.372312  122 f
   520.460545  122 uw
   520.487475  122 dx
-  520.545678  122 ih
+  520.545678  122 UNKNOWN
   520.620125  122 b
   520.682921  122 ah
   520.704638  122 dx
@@ -4804,6 +4802,7 @@ nfields 2
   542.230774  122 NOISE
   542.495674  122 VOCNOISE
   542.703000  122 ow
+  542.990319  122 SIL
   543.034383  122 ih
   543.093000  122 t
   543.213000  122 s
diff --git a/s1801b.words b/s1801b.words
index 7de83ed..26e9ed8 100644
--- a/s1801b.words
+++ b/s1801b.words
@@ -19,7 +19,6 @@ nfields 1
    2.365375 122 there; dh eh r; dh er
    2.523672 122 was; w ah z; w ih s
    3.185375 122 probably; p r aa b ah b l iy; p r aa b ah b l iy
-   3.313474 122 f; eh f; VOCNOISE
    3.318733 122 <VOCNOISE>; U; U
    3.529750 122 <SIL>; S; S
    3.629750 122 i'll; ay l; aa l
@@ -205,7 +204,7 @@ nfields 1
    56.198803 122 them; dh eh m; dh ah m
    56.374082 122 get; g eh t; g eh tq
    56.519688 122 <SIL>; S; S
-   56.781207 122 married; m ae r iy d; SIL m eh r iy d
+   56.781207 122 married; m ae r iy d; m eh r iy d
    57.038294 122 so; s ow; s ow
    57.398221 122 young; y ah ng; y ah ng
    57.552386 122 they; dh ey; n ey
@@ -557,7 +556,7 @@ nfields 1
    153.385959 122 different; d ih f ah r ah n t; d ih f er n t
    153.909813 122 <SIL>; S; S
    154.357750 122 doctors; d aa k t er z; d aa k er z
-   154.467750 122 and; ae n d; eh SIL en
+   154.467750 122 and; ae n d; eh en
    154.607750 122 they; dh ey; dh ey
    154.897750 122 said; s eh d; s eh d
    155.359561 122 <VOCNOISE>; U; U
@@ -670,7 +669,7 @@ nfields 1
    189.966720 122 said; s eh d; s eh tq
    190.132375 122 oh; ow; ow
    190.324448 122 you'll; y uw l; y ih l
-   190.363520 122 <SIL>; S; S
+   190.363520 122 <VOCNOISE>; S; S
    190.722875 122 change; ch ey n jh; ch ey n jh
    190.909661 122 wait; w ey t; w ey t
    191.051189 122 until; ah n t ih l; t ih
@@ -679,7 +678,7 @@ nfields 1
    191.644834 122 married; m ae r iy d; m eh r iy d
    191.962326 122 you'll; y uw l; y uw l
    192.054750 122 <SIL>; S; S
-   192.158485 122 you; y uw; SIL uw
+   192.158485 122 you; y uw; uw
    192.363684 122 know; n ow; nx ow
    192.417598 122 and; ae n d; en
    192.513445 122 i; ay; ah
@@ -1198,8 +1197,7 @@ nfields 1
    330.495077 122 to; t uw; t ah
    330.636613 122 my; m ay; m ay
    331.076754 122 sister's; s ih s t er z; s ih s t er s
-   331.264887 122 <IVER>; S; S
-   331.450063 122 house; hh aw s; z
+   331.450063 122 <IVER>; S; S
    331.515164 122 <SIL>; S; S
    331.745063 122 because; b ih k ah z; k ah z
    331.915063 122 she; sh iy; sh iy
diff --git a/s1802a.phones b/s1802a.phones
index 1fe68ef..a099ca7 100644
--- a/s1802a.phones
+++ b/s1802a.phones
@@ -853,7 +853,7 @@ nfields 2
   172.960942  122 z
   173.012732  122 s
   173.113744  122 ae
-  173.209119  122 aa
+  173.209119  122 CUTOFF
   173.278343  122 SIL
   173.380889  122 hh
   173.438319  122 iy
diff --git a/s1802a.words b/s1802a.words
index 3d2fc9e..750facf 100644
--- a/s1802a.words
+++ b/s1802a.words
@@ -779,7 +779,7 @@ nfields 1
    299.572015 122 can; k ae n; k ae n
    300.101127 122 <VOCNOISE>; U; U
    300.311670 122 <SIL>; S; S
-   300.796140 122 um; ah m; SIL ah m
+   300.796140 122 um; ah m; ah m
    301.088806 122 <SIL>; S; S
    301.202896 122 <VOCNOISE>; U; U
    301.970637 122 <SIL>; S; S
@@ -887,7 +887,7 @@ nfields 1
    330.096884 122 do; d uw; d uw
    330.351118 122 more; m ow r; m ao r
    330.527187 122 <SIL>; S; S
-   330.844934 122 summer; s ah m er; SIL s ah m er
+   330.844934 122 summer; s ah m er; s ah m er
    331.489393 122 sports; s p ow r t s; s p ao r t s
    332.132324 122 <SIL>; S; S
    332.530644 122 but; b ah t; b ah t
diff --git a/s1802b.words b/s1802b.words
index 044f3fd..6446337 100644
--- a/s1802b.words
+++ b/s1802b.words
@@ -11,14 +11,14 @@ nfields 1
    2.876383 122 <IVER>; S; S
    3.313867 122 yes; y eh s; y eh s
    3.752668 122 <SIL>; S; S
-   4.151487 122 mm-hmm; em h em; em hh em
+   4.151487 122 mm-hmm; em hh em; em hh em
    4.578291 122 <VOCNOISE>; U; U
    4.870162 122 yep; y ih p; y eh p
    9.070257 122 <IVER>; S; S
    9.491888 122 no; n ow; n ow
    13.539214 122 <IVER>; S; S
    13.623075 122 <SIL>; S; S
-   13.993653 122 mm-hmm; em h em; em hh em
+   13.993653 122 mm-hmm; em hh em; em hh em
    15.001131 122 <IVER>; S; S
    15.130331 122 <VOCNOISE>; U; U
    15.568114 122 right; r ay t; r ay tq
@@ -124,7 +124,7 @@ nfields 1
    52.186100 122 <IVER-really>; S; S
    52.513438 122 yeah; y ae; y ae
    52.785369 122 <SIL>; S; S
-   53.120786 122 mm-hmm; em h em; em hh em
+   53.120786 122 mm-hmm; em hh em; em hh em
    53.237089 122 but; b ah t; b ah dx
    53.390781 122 i've; ay v; ay v
    53.593280 122 never; n eh v er; n eh v er
@@ -235,7 +235,7 @@ nfields 1
    78.097372 122 he; hh iy; hh iy
    78.438181 122 is; ih z; ih z
    83.085959 122 <IVER>; S; S
-   83.538846 122 mm-hmm; em h em; em hh em
+   83.538846 122 mm-hmm; em hh em; em hh em
    90.263489 122 <IVER>; S; S
    90.629448 122 john; jh aa n; jh aa n
    91.040500 122 no; n ow; n ow
@@ -1320,7 +1320,7 @@ nfields 1
    451.216175 122 know; n ow; n ow
    460.633826 122 <IVER>; S; S
    460.649875 122 <SIL>; S; S
-   461.132305 122 um-hum; em hh em; SIL ah m hh ah m
+   461.132305 122 um-hum; em hh em; ah m hh ah m
    474.118251 122 <IVER>; S; S
    474.220088 122 <VOCNOISE>; U; U
    476.430555 122 <IVER>; S; S
diff --git a/s1803a.phones b/s1803a.phones
index fd85ac2..c31ddd3 100644
--- a/s1803a.phones
+++ b/s1803a.phones
@@ -4084,7 +4084,7 @@ nfields 2
   497.233384  122 en
   497.347844  122 s
   497.466750  122 ey
-  497.542765  122 uh
+  497.542765  122 UNKNOWN
   497.625493  122 l
   497.675357  122 uh
   497.756952  122 k
@@ -4289,6 +4289,7 @@ nfields 2
   517.229980  122 aa
   517.262844  122 n
   517.326307  122 ah
+  517.459205  122 en
   517.530313  122 en
   517.602829  122 s
   517.690313  122 p
diff --git a/s1803a.words b/s1803a.words
index 95faf0e..7b1555a 100644
--- a/s1803a.words
+++ b/s1803a.words
@@ -1618,7 +1618,7 @@ nfields 3
    517.262844 122 want; w aa n t; w aa n
    517.326307 122 to; t uw; ah
    517.459205 122 be; b iy; en
-   517.531090 122 in; ih n;
+   517.531090 122 in; ih n; en
    517.959807 122 sports; s p ow r t s; s p ao r t s
    518.166069 122 that's; dh ae t s; dh ae t s
    518.421054 122 fine; f ay n; f ay n
diff --git a/s1804a.phones b/s1804a.phones
index 4a1541f..33626f6 100644
--- a/s1804a.phones
+++ b/s1804a.phones
@@ -337,7 +337,6 @@ nfields 2
    32.279805  122 ih
    32.317938  122 n
    32.378399  122 ih
-   32.414663  122 n
    32.447938  122 n
    32.517938  122 eh
    32.563127  122 n
@@ -2185,4 +2184,3 @@ nfields 2
   256.098250  122 ae
   256.187904  122 n
   257.462498  122 {E_TRANS}
-
diff --git a/s1804a.words b/s1804a.words
index 0029e7f..25c0bce 100644
--- a/s1804a.words
+++ b/s1804a.words
@@ -202,8 +202,7 @@ nfields 1
    50.061353 122 ah; aa; aa
    50.292062 122 <SIL>; S; S
    50.378667 122 you; y uw; y ih
-   50.625719 122 <NOISE>; U; U
-   50.710713 122 know; n ow;
+   50.710713 122 know; n ow; nx ow
    52.023046 122 <VOCNOISE>; U; U
    52.251965 122 i; ay; ay
    52.750609 122 <VOCNOISE>; U; U
@@ -866,4 +865,3 @@ nfields 1
    255.818457 122 <IVER>; S; S
    256.187904 122 yeah; y ae; y ae n
    257.462498 122 {E_TRANS}; E; E
-
diff --git a/s1901a.words b/s1901a.words
index e4bc0b7..ae2fda9 100644
--- a/s1901a.words
+++ b/s1901a.words
@@ -43,7 +43,7 @@ nfields 2
    50.912416 122 of; ah v; ah
    50.995375 122 you; y uw; y ah
    51.149330 122 that's; dh ae t s; ae s
-   51.193435 122 what; w ah t; ah
+   51.193435 122 why; w ah t; ah
    51.229512 122 i; ay; ah
    51.293050 122 was; w ah z; z
    51.473481 122 wondering; w ah n d ah r ih ng; w ahn d er ih ng
@@ -250,7 +250,7 @@ nfields 2
    192.740940 122 affiliation; ah f ih l iy ey sh ah n; f ih l ih ey sh ah n
    192.905286 122 with; w ih th; w ih th
    193.210700 122 the; dh iy; dh ah
-   193.304764 122 noise; n oy z; NOISE
+   193.304764 122 <NOISE>; U; U
    193.478720 122 cruise; k r uw z; k r uw z
    193.637380 122 line; l ay n; l ayn
    194.287806 122 international; ih n t er n ae sh ah n el; ih n ae sh n el
diff --git a/s1901b.phones b/s1901b.phones
index 6c16eef..301ae1b 100644
--- a/s1901b.phones
+++ b/s1901b.phones
@@ -4708,385 +4708,4 @@ nfields 2
    568.522111  122 t
    568.556574  122 dh
    568.666500  122 ey
-  568.821969  122 VOCNOISE
-  568.883436  122 k
-  568.932835  122 eh
-  569.010962  122 p
-  569.036238  122 r
-  569.074727  122 ah ; *
-  569.108620  122 m
-  569.193639  122 ow
-  569.217192  122 dx; *
-  569.277510  122 ih
-  569.312552  122 ng
-  569.607239  122 SIL
-  569.668132  122 eh
-  569.687662  122 n
-  569.703747  122 dh
-  569.761767  122 eh
-  569.781873  122 n
-  569.910550  122 ao
-  569.955357  122 ah
-  569.993272  122 ah
-  570.086331  122 s
-  570.104714  122 ah
-  570.124245  122 dx; *
-  570.169020  122 ah
-  570.208116  122 n
-  570.235657  122 b
-  570.277937  122 aw
-  570.331048  122 tq
-  570.450500  122 n
-  570.547937  122 ay
-  570.594710  122 n ; *
-  570.618263  122 dx
-  570.707937  122 iy
-  570.751532  122 z
-  570.792893  122 ey
-  570.877937  122 k
-  570.907937  122 ey
-  570.937937  122 m
-  570.965802  122 ah ; *
-  571.012333  122 r
-  571.057714  122 awn
-  571.139861  122 s
-  571.177772  122 ey
-  571.282324  122 hh
-  571.362748  122 ey
-  571.398364  122 y
-  571.451215  122 n
-  571.529915  122 ow
-  571.627937  122 w
-  571.737937  122 ah
-  571.777499  122 t
-  572.083938  122 VOCNOISE
-  572.187079  122 aa
-  572.348502  122 r
-  572.575982  122 k
-  572.629981  122 r
-  572.742575  122 aw
-  572.796574  122 r
-  572.893938  122 d
-  572.966032  122 eh
-  573.018882  122 f ; *
-  573.052775  122 ih ; *
-  573.128604  122 s
-  573.165944  122 ih
-  573.190071  122 t
-  573.256133  122 z
-  573.354360  122 g
-  573.416402  122 ow ; *
-  573.483938  122 ih
-  573.533938  122 ng
-  573.563938  122 ah
-  573.593938  122 ah
-  573.615159  122 dh ; *
-  573.708221  122 er
-  573.819662  122 w
-  573.987404  122 ey
-  574.306313  122 VOCNOISE
-  574.401577  122 w
-  574.448108  122 er
-  574.556313  122 VOCNOISE
-  574.592872  122 w
-  574.631935  122 ah
-  574.660084  122 r
-  574.745100  122 g
-  574.900778  122 ah
-  574.948458  122 n
-  575.028878  122 w
-  575.114472  122 ey
-  575.279911  122 aw
-  575.412033  122 ah
-  575.521180  122 w
-  575.702709  122 ae
-  575.791171  122 k
-  575.826313  122 ao
-  575.853787  122 n
-  575.879637  122 dh
-  575.947423  122 ah
-  576.071506  122 s
-  576.092755  122 th
-  576.209944  122 ih
-  576.282326  122 ng
-  577.007850  122 VOCNOISE
-  577.101487  122 ae
-  577.160656  122 s
-  577.183060  122 b
-  577.220400  122 iy ; *
-  577.340062  122 k
-  577.490963  122 ao
-  577.534048  122 z
-  577.562771  122 uw
-  577.586323  122 v
-  577.630062  122 b
-  577.678237  122 ih
-  577.715002  122 n
-  577.776464  122 s
-  577.844824  122 p
-  577.879292  122 eh
-  577.893079  122 nx; *
-  577.970630  122 ih
-  578.042438  122 ng
-  578.084948  122 m
-  578.220062  122 ao
-  578.310062  122 r
-  579.703163  122 VOCNOISE
-  579.787034  122 k
-  579.855969  122 ahn
-  579.966265  122 s
-  580.020264  122 uw ; *
-  580.071391  122 m
-  580.127682  122 er
-  580.175362  122 z
-  580.210979  122 er
-  580.258656  122 d
-  580.290826  122 uw ; *
-  580.324719  122 ih
-  580.345399  122 n
-  580.405717  122 ah
-  580.506818  122 s
-  580.602178  122 ey
-  580.665368  122 m
-  580.742914  122 th
-  580.934783  122 ih
-  580.999697  122 ng
-  582.006187  122 VOCNOISE
-  582.044616  122 dh
-  582.106187  122 ey
-  582.162380  122 hh
-  582.246251  122 ae
-  582.278995  122 v ; *
-  582.348504  122 ah
-  582.369759  122 n
-  582.521409  122 l
-  582.690300  122 ah
-  582.836208  122 r
-  582.866187  122 n
-  582.895951  122 n
-  582.971780  122 ae
-  583.083689  122 m
-  583.186187  122 aa
-  583.234874  122 m
-  583.286575  122 ah
-  583.326187  122 n
-  583.369872  122 d
-  583.529353  122 ae
-  583.555852  122 d
-  583.576187  122 r
-  583.622628  122 ih ; *
-  583.676627  122 m
-  583.739243  122 eh
-  583.783476  122 m ; *
-  583.806187  122 b
-  583.936187  122 er
-  584.229820  122 VOCNOISE
-  584.320006  122 m
-  584.483152  122 aa
-  584.530257  122 m
-  584.558562  122 w
-  584.620445  122 eh
-  584.648562  122 nx
-  584.765779  122 aw
-  584.854246  122 uh
-  584.898562  122 n
-  584.948562  122 g
-  584.998562  122 aa
-  585.028562  122 t
-  585.058562  122 ah
-  585.108562  122 l
-  585.138562  122 ih
-  585.168562  122 t ; *
-  585.220171  122 el
-  585.308562  122 p
-  585.378562  122 iy
-  585.458562  122 s
-  585.519455  122 ih
-  585.578624  122 z
-  585.618836  122 ih
-  585.708452  122 t
-  585.888254  122 m
-  585.910658  122 ay
-  585.969823  122 ah
-  585.998545  122 t
-  586.027268  122 th
-  586.106544  122 ey
-  586.137564  122 n
-  586.243836  122 iy ; *
-  586.278562  122 d
-  586.378834  122 th
-  586.514976  122 ih
-  586.598562  122 ng
-  586.778562  122 z
-  587.403625  122 VOCNOISE
-  587.448456  122 n
-  587.565646  122 ow
-  587.683625  122 aa
-  587.723625  122 w
-  587.763830  122 aa
-  587.783625  122 n
-  587.820124  122 t
-  587.883625  122 ah
-  587.923625  122 hh
-  587.993625  122 ow
-  588.057945  122 l
-  588.159619  122 hh
-  588.434210  122 aw
-  588.503625  122 s
-  588.573225  122 k
-  588.599075  122 ah
-  588.623203  122 m ; *
-  588.676627  122 p
-  588.712818  122 l
-  588.738669  122 iy
-  588.749583  122 dx; *
-  588.781753  122 l
-  588.815646  122 ih
-  588.917320  122 f
-  588.978782  122 er
-  589.012675  122 n
-  589.051164  122 ah
-  589.103625  122 eh
-  589.174098  122 sh
-  589.194204  122 t
-  589.213625  122 ah
-  589.239585  122 w
-  589.287839  122 aa
-  589.309669  122 n
-  589.322307  122 dh
-  589.345860  122 ah
-  589.463625  122 k
-  589.573625  122 aa
-  589.643625  122 r
-  589.703625  122 z
-  589.942687  122 VOCNOISE
-  589.982687  122 w
-  590.010495  122 iy
-  590.036921  122 dx
-  590.119643  122 ow
-  590.139749  122 n
-  590.181684  122 t
-  590.268997  122 ao
-  590.324141  122 b
-  590.391927  122 aw
-  590.584366  122 b
-  590.782687  122 ay ; *
-  590.846319  122 ih
-  590.926743  122 ng
-  591.046801  122 k
-  591.257050  122 aa
-  591.333448  122 r
-  591.402687  122 z
-  591.447766  122 n
-  591.582687  122 aw ; *
-  591.612687  122 d
-  591.732687  122 ey
-  591.782687  122 z
-  591.812687  122 w
-  591.842687  122 iy
-  591.942687  122 t
-  592.013024  122 ao
-  592.052662  122 k
-  592.094597  122 b
-  592.142687  122 aw
-  592.172687  122 t
-  592.272687  122 l
-  592.355970  122 iy ; *
-  592.422687  122 s
-  592.471437  122 ih
-  592.512219  122 ng
-  592.585175  122 k
-  592.729359  122 aa
-  592.802687  122 r
-  592.864932  122 z
-  593.091837  122 VOCNOISE
-  593.179154  122 eh
-  593.209601  122 n
-  593.290019  122 p
-  593.340572  122 r
-  593.383250  122 ih
-  593.448570  122 iy
-  593.543250  122 s
-  593.620906  122 uw
-  593.669735  122 n
-  593.686965  122 w
-  593.711092  122 er
-  593.733250  122 n
-  593.788644  122 aa
-  593.823250  122 g
-  593.894342  122 ah
-  593.918469  122 n
-  593.946617  122 b
-  593.990851  122 iy
-  594.063250  122 b
-  594.183250  122 ay ; *
-  594.216034  122 ih
-  594.283250  122 ng
-  594.353250  122 hh
-  594.623892  122 aw ; *
-  594.700870  122 z
-  594.763486  122 ih
-  594.828974  122 z
-  594.869755  122 w
-  594.901350  122 ah
-  594.929499  122 l
-  594.998434  122 iy
-  595.050709  122 l
-  595.133250  122 iy ; *
-  595.205233  122 z
-  595.235105  122 ih
-  595.285083  122 ng
-  595.331614  122 hh
-  595.461436  122 aw ; *
-  595.514286  122 z
-  595.551626  122 ih
-  595.613250  122 z
-  595.653250  122 f
-  595.675135  122 r
-  595.709028  122 ah
-  595.773937  122 m
-  595.830808  122 ah
-  595.918697  122 f
-  595.991079  122 ay ; *
-  596.018653  122 n
-  596.127225  122 ae
-  596.151353  122 n
-  596.208799  122 s
-  596.280023  122 k
-  596.334597  122 ah
-  596.373250  122 m ; *
-  596.412149  122 p
-  596.446042  122 ah ; *
-  596.483956  122 n
-  596.628145  122 iy
-  596.734420  122 z
-  597.242231  122 VOCNOISE
-  597.298521  122 w
-  597.365733  122 iy
-  597.428923  122 w
-  597.514518  122 ow
-  597.569666  122 n
-  597.633426  122 b
-  597.722625  122 iy
-  597.838508  122 ow
-  597.863784  122 n ; *
-  597.899400  122 ih
-  597.952625  122 ng
-  598.032625  122 ah
-  598.153880  122 l
-  598.309558  122 ae
-  598.342625  122 n
-  598.372166  122 d
-  598.403187  122 ah
-  598.495100  122 f
-  598.601946  122 ayn
-  598.704199  122 aen
-  598.756475  122 s
-  598.804729  122 k
-  598.843793  122 ah
-  598.866767  122 m ; *
-  598.882852  122 n
-  598.943170  122 iy
-  599.109189  122 ow
-  599.192625  122 n
-  599.252625  122 ah
+   568.739000  122 {E_TRANS}
diff --git a/s1901b.words b/s1901b.words
index fce95e7..a0960eb 100644
--- a/s1901b.words
+++ b/s1901b.words
@@ -1752,141 +1752,4 @@ nfields 2
    568.437937 122 that's; dh ae t s; dh ae s
    568.522111 122 what; w ah t; w ah t
    568.666500 122 they; dh ey; dh ey
-   568.821969 122 <VOCNOISE>; U; U
-   568.932835 122 kept; k eh p t; k eh
-   569.312552 122 promoting; p r ah m ow t ih ng; p r ah m ow dx ih ng
-   569.607239 122 <SIL>; S; S
-   569.687662 122 and; ae n d; eh n
-   569.781873 122 then; dh eh n; dh eh n
-   569.910550 122 all; aa l; ao
-   569.947937 122 of; ah v; ah
-   569.993272 122 a; ey; ah
-   570.208116 122 sudden; s ah d en; s ah dx ah n
-   570.331048 122 about; ah b aw t; b aw tq
-   570.751532 122 nineties; n ay n t iy z; n ay n dx iy z
-   570.792893 122 they; dh ey; ey
-   570.937937 122 came; k ey m; k ey m
-   571.062881 122 around; ah r aw n d; ah r awn
-   571.177772 122 say; s ey; s ey
-   571.362748 122 hey; hh ey; hh ey
-   571.398364 122 you; y uw; y
-   571.529915 122 know; n ow; n ow
-   571.777499 122 what; w ah t; w ah t
-   572.083938 122 <VOCNOISE>; U; U
-   572.348502 122 our; aw er; aa r
-   572.629981 122 <CUTOFF-cre=credit>; U; U
-   572.796574 122 our; aw er; aw r
-   573.190071 122 deficit; d eh f ih s ih t; d eh f ih s ih t
-   573.256133 122 is; ih z; z
-   573.533938 122 going; g ow ih ng; g ow ih ng
-   573.563938 122 the; dh iy; ah
-   573.708221 122 other; ah dh er; ah dh er
-   573.987404 122 way; w ey; w ey
-   574.306313 122 <VOCNOISE>; U; U
-   574.448108 122 we're; w iy r; w er
-   574.556313 122 <VOCNOISE>; U; U
-   574.660084 122 we're; w iy r; w ah r
-   574.948458 122 going; g ow ih ng; g ah n
-   575.114472 122 way; w ey; w ey
-   575.279911 122 out; aw t; aw
-   575.412033 122 of; ah v; ah
-   575.791171 122 whack; w ae k; w ae k
-   575.853212 122 on; aa n; ao n
-   576.071506 122 this; dh ih s; dh ah s
-   576.282326 122 thing; th ih ng; th ih ng
-   577.007850 122 <VOCNOISE>; U; U
-   577.160656 122 that's; dh ae t s; ae s
-   577.534048 122 because; b ih k ah z; b iy k ao z
-   577.586323 122 you've; y uw v; uw v
-   577.715002 122 been; b ih n; b ih n
-   578.042438 122 spending; s p eh n d ih ng; s p eh nx ih ng
-   578.310062 122 more; m ow r; m ao r
-   579.703163 122 <VOCNOISE>; U; U
-   580.175362 122 consumers; k ah n s uw m er z; k ahn s uw m er z
-   580.210979 122 are; aa r; er
-   580.345399 122 doing; d uw ih ng; d uw ih n
-   580.405717 122 the; dh iy; ah
-   580.665368 122 same; s ey m; s ey m
-   580.999697 122 thing; th ih ng; th ih ng
-   582.006187 122 <VOCNOISE>; U; U
-   582.106187 122 they; dh ey; dh ey
-   582.369759 122 haven't; hh ae v ah n t; hh ae v ah n
-   582.866079 122 learned; l er n d; l ah r n
-   582.971780 122 that; dh ae t; n ae
-   583.234874 122 mom; m aa m; m aa m
-   583.326187 122 and; ae n d; ah n
-   583.555852 122 dad; d ae d; d ae d
-   583.936187 122 remember; r ih m eh m b er; r ih m eh m b er
-   584.229820 122 <VOCNOISE>; U; U
-   584.530257 122 mom; m aa m; m aa m
-   584.648594 122 went; w eh n t; w eh nx
-   584.754294 122 out; aw t; aw
-   584.898562 122 and; ae n d; uh n
-   585.028562 122 got; g aa t; g aa t
-   585.058562 122 a; ey; ah
-   585.219023 122 little; l ih t el; l ih t el
-   585.458562 122 piece; p iy s; p iy s
-   585.578624 122 as; ae z; ih z
-   585.618262 122 a; ey; ih
-   585.910658 122 time; t ay m; t m ay
-   585.998545 122 that; dh ae t; ah t
-   586.106544 122 they; dh ey; th ey
-   586.278304 122 needed; n iy d ah d; n iy d
-   586.778562 122 things; th ih ng z; th ih ng z
-   587.403625 122 <VOCNOISE>; U; U
-   587.565646 122 no; n ow; n ow
-   587.683625 122 i; ay; aa
-   587.820124 122 want; w aa n t; w aa n t
-   587.883625 122 the; dh iy; ah
-   588.057945 122 whole; hh ow l; hh ow l
-   588.503625 122 house; hh aw s; hh aw s
-   588.815646 122 completely; k ah m p l iy t l iy; k ah m p l iy dx l ih
-   589.174098 122 furnished; f er n ih sh t; f er n ah eh sh
-   589.213734 122 i; ay; t ah
-   589.309669 122 want; w aa n t; w aa n
-   589.345860 122 the; dh iy; dh ah
-   589.703625 122 cars; k aa r z; k aa r z
-   589.942687 122 <VOCNOISE>; U; U
-   590.010495 122 we; w iy; w iy
-   590.139749 122 don't; d ow n t; dx ow n
-   590.268997 122 talk; t aa k; t ao
-   590.391927 122 about; ah b aw t; b aw
-   590.926743 122 buying; b ay ih ng; b ay ih ng
-   591.402687 122 cars; k aa r z; k aa r z
-   591.782687 122 nowadays; n aw ah d ey z; n aw d ey z
-   591.842687 122 we; w iy; w iy
-   592.052662 122 talk; t aa k; t ao k
-   592.172687 122 about; ah b aw t; b aw t
-   592.512219 122 leasing; l iy s ih ng; l iy s ih ng
-   592.864932 122 cars; k aa r z; k aa r z
-   593.091837 122 <VOCNOISE>; U; U
-   593.209601 122 and; ae n d; eh n
-   593.448570 122 pretty; p r ih t iy; p r ih iy
-   593.669735 122 soon; s uw n; s uw n
-   593.711092 122 we're; w iy r; w er
-   593.788644 122 not; n aa t; n aa
-   593.918469 122 going; g ow ih ng; g ah n
-   593.983250 122 be; b iy; b iy
-   594.283250 122 buying; b ay ih ng; b ay ih ng
-   594.828974 122 houses; hh aw z ah z; hh aw z ih z
-   594.929499 122 we'll; w iy l; w ah l
-   594.998434 122 be; b iy; iy
-   595.285083 122 leasing; l iy s ih ng; l iy z ih ng
-   595.613250 122 houses; hh aw z ah z; hh aw z ih z
-   595.773937 122 from; f r ah m; f r ah m
-   595.830808 122 the; dh iy; ah
-   596.208799 122 finance; f ay n ae n s; f ay n ae n s
-   596.734420 122 companies; k ah m p ah n iy z; k ah m p ah n iy z
-   597.242231 122 <VOCNOISE>; U; U
-   597.365733 122 we; w iy; w iy
-   597.569666 122 won't; w ow n t; w ow n
-   597.722625 122 be; b iy; b iy
-   597.952625 122 owning; ow n ih ng; ow n ih ng
-   598.032625 122 a; ey; ah
-   598.372166 122 land; l ae n d; l ae n d
-   598.403187 122 the; dh iy; ah
-   598.756475 122 finance; f ay n ae n s; f ayn aen s
-   598.943170 122 company; k ah m p ah n iy; k ah m n iy
-   599.192625 122 own; ow n; ow n
-   599.252625 122 <UNKNOWN-the>; U; U
-   599.415465 122 {E_TRANS}; E; E
+   568.739000 122 {E_TRANS}; E; E
diff --git a/s1902b.phones b/s1902b.phones
index 8cb4fb6..72b4d2b 100644
--- a/s1902b.phones
+++ b/s1902b.phones
@@ -7,8 +7,8 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator;
 nfields 2
 #
+    0.000000  122 {B_TRANS}
     3.472481  122 IVER
-    3.472481  122 {B_TRANS}
     4.064355  122 VOCNOISE
     4.218096  122 ih
     4.329889  122 v
@@ -174,7 +174,7 @@ nfields 2
    18.101120  122 s
    18.296610  122 ay
    18.405970  122 z
-   18.842848  122 s
+   18.842848  122 VOCNOISE
    18.949375  122 p
    19.077437  122 ao
    19.175437  122 r
diff --git a/s1902b.words b/s1902b.words
index 0792210..622f264 100644
--- a/s1902b.words
+++ b/s1902b.words
@@ -7,8 +7,8 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
+   0.000000 122 {B_TRANS}; B; B
    3.472481 122 <IVER>; S; S
-   3.472481 122 {B_TRANS}; B; B
    4.063970 122 <VOCNOISE>; U; U
    4.329889 122 if; ih f; ih v
    4.413020 122 <CUTOFF-w=we>; U; U
@@ -805,7 +805,7 @@ nfields 2
    307.807576 122 said; s eh d; s eh dx
    307.856597 122 a; ey; ih
    308.218559 122 team; t iy m; t iy m
-   308.956337 122 <EXt-player>; U; U
+   308.956337 122 <EXT-player>; U; U
    309.559390 122 <VOCNOISE>; U; U
    309.721687 122 we; w iy; w iy
    309.931687 122 knew; n uw; n uw
diff --git a/s1903a.phones b/s1903a.phones
index 8a8eec1..2273611 100644
--- a/s1903a.phones
+++ b/s1903a.phones
@@ -3612,7 +3612,7 @@ nfields 2
   553.398809  122 z
   553.532078  122 ih
   553.649842  122 z
-  553.961062  122 n
+  553.961062  122 VOCNOISE
   554.076084  122 aw
   554.161062  122 iy
   554.217395  122 r
diff --git a/s1903a.words b/s1903a.words
index a456729..31ab400 100644
--- a/s1903a.words
+++ b/s1903a.words
@@ -163,7 +163,6 @@ nfields 1
    42.734562 122 two; t uw; t uw
    42.839773 122 more; m ow r; m ao r
    43.091379 122 minutes; m ih n ih t s; m ih t s
-   43.104562 122 to; t uw;
    43.194562 122 make; m ey k; m ey k
    43.324562 122 that; dh ae t; dh eh t
    43.534830 122 field; f iy l d; f iy l d
@@ -444,7 +443,6 @@ nfields 1
    105.234113 122 understand; ah n d er s t ae n d; ah n d er s t ae n
    105.457996 122 one; w ah n; w ah n
    105.718265 122 another; ah n ah dh er; ah dh er
-   120.490373 122 f; eh f; IVER
    122.043355 122 <IVER>; S; S
    122.243841 122 um-hum; em hh em; ah hh ah m
    133.055531 122 <IVER>; S; S
@@ -854,7 +852,7 @@ nfields 1
    285.307078 122 be; b iy; b iy
    285.350162 122 a; ey; ah
    285.928060 122 priest; p r iy s t; p r iy s
-   286.349701 122 <NOISE>; U; U
+   286.349701 122 <VOCNOISE>; U; U
    286.489294 122 aren't; aa r n t; aa r n
    286.620271 122 there; dh eh r; th er
    286.729987 122 <VOCNOISE>; U; U
diff --git a/s1903b.words b/s1903b.words
index a3bcf38..1cc9116 100644
--- a/s1903b.words
+++ b/s1903b.words
@@ -849,7 +849,7 @@ nfields 1
    304.107812 122 on; aa n; ao n
    304.357812 122 these; dh iy z; n iy z
    304.848233 122 <VOCNOISE>; U; U
-   304.976757 122 these; dh iy z; dh ey UNKNOWN
+   304.976757 122 these; dh iy z; dh ey
    305.337812 122 travel; t r ae v el; ch r ae v el
    305.587812 122 things; th ih ng z; th ih ng z
    305.657812 122 i; ay; ah
diff --git a/s1904a.phones b/s1904a.phones
index c2f6bb8..5c1fabc 100644
--- a/s1904a.phones
+++ b/s1904a.phones
@@ -1675,10 +1675,7 @@ nfields 2
   226.889764  122 ey
   226.933962  122 er
   226.993625  122 ih
-  227.123625  122 k
-  227.263625  122 ey
-  227.372535  122 sh
-  227.448464  122 ah
+  227.448464  122 UNKNOWN
   227.894978  122 VOCNOISE
   228.258755  122 ay
   228.352688  122 SIL
@@ -1956,8 +1953,7 @@ nfields 2
   260.154125  122 n
   286.619666  122 IVER
   287.091956  122 VOCNOISE
-  287.170784  122 ih
-  287.323540  122 b
+  287.323540  122 ERROR
   287.957783  122 IVER
   288.110773  122 NOISE
   290.869864  122 IVER
@@ -3203,10 +3199,10 @@ nfields 2
   438.775812  122 ow
   438.885812  122 m
   439.049253  122 ay
-  439.195449  122 f
+  439.195449  122 ERROR
   439.287243  122 m
   439.475365  122 ay
-  439.592091  122 z
+  439.592091  122 ERROR
   439.703813  122 m
   439.843681  122 ay
   439.946808  122 b
@@ -3412,8 +3408,7 @@ nfields 2
   463.531943  122 y
   463.571607  122 uw
   463.688333  122 em
-  463.784660  122 m
-  463.852656  122 b
+  463.852656  122 ERROR
   463.934251  122 ah
   464.038512  122 b
   464.097441  122 ih
diff --git a/s1904a.words b/s1904a.words
index 1a4c1b2..d9d0a15 100644
--- a/s1904a.words
+++ b/s1904a.words
@@ -1685,6 +1685,3 @@ nfields 1
    566.495198 122 a; ey; ih
    567.199938 122 difference; d ih f ah r ah n s; d ih f r ah n t s
    568.074608 122 {E_TRANS}; E; E
-   569.039659 122 i; ay; ay
-   569.288069 122 helped; hh eh l p t; hh eh l p
-   569.827750 122 someone; s ah m w ah n; t s ah m w ah n
diff --git a/s1904b.phones b/s1904b.phones
index fc86989..7c680d7 100644
--- a/s1904b.phones
+++ b/s1904b.phones
@@ -2246,9 +2246,7 @@ nfields 2
   259.170875  122 d
   259.215901  122 ow
   259.234127  122 n
-  259.330875  122 w
-  259.440875  122 ey
-  259.490438  122 m
+  259.490438  122 UNKNOWN
   259.631844  122 w
   259.672514  122 ah
   259.698415  122 t
@@ -2373,8 +2371,7 @@ nfields 2
   271.418796  122 SIL
   271.843702  122 VOCNOISE
   271.889951  122 SIL
-  272.037376  122 iy
-  272.088735  122 m
+  272.088735  122 UNKNOWN
   272.118750  122 w
   272.151542  122 eh
   272.159741  122 nx
@@ -2429,8 +2426,7 @@ nfields 2
   274.999228  122 ah
   275.054687  122 dh
   275.133155  122 ah
-  275.255950  122 ae
-  275.361506  122 k
+  275.361506  122 UNKNOWN
   275.546188  122 ah
   275.581186  122 v
   275.636188  122 dh
@@ -2446,7 +2442,7 @@ nfields 2
   276.377563  122 v
   276.420415  122 dh
   276.503277  122 ah
-  276.689234  122 eh
+  276.689234  122 VOCNOISE
   276.801679  122 s
   276.837563  122 t
   276.888502  122 uw
@@ -2525,10 +2521,7 @@ nfields 2
   283.396250  122 l ; *
   283.455054  122 ah
   283.503663  122 r
-  283.570675  122 ah
-  283.602674  122 n
-  283.645750  122 dh
-  283.760486  122 ih
+  283.760486  122 UNKNOWN
   284.483941  122 VOCNOISE
   284.623657  122 SIL
   284.697323  122 hh
diff --git a/s1904b.words b/s1904b.words
index b09e6bd..11b6ee0 100644
--- a/s1904b.words
+++ b/s1904b.words
@@ -232,7 +232,7 @@ nfields 3
    97.147280 122 you; y uw; y uw
    97.280209 122 know; n ow; nx ow
    97.542312 122 what; w ah t; w ah t
-   97.755611 122 <NOISE>; U; U
+   97.755611 122 <VOCNOISE>; U; U
    97.944120 122 <SIL>; S; S
    98.243782 122 <VOCNOISE>; U; U
    98.326250 122 <SIL>; S; S
@@ -512,7 +512,7 @@ nfields 3
    157.733129 122 give; g ih v; g ih v
    157.774933 122 a; ey; ah
    158.133375 122 reason; r iy z ah n; r iy s en
-   158.419769 122 <NOISE>; U; U
+   158.419769 122 <VOCNOISE>; U; U
    158.466277 122 <SIL>; S; S
    158.561382 122 it; ih t; ih t
    158.783992 122 just; jh ah s t; jh ah s
@@ -520,22 +520,22 @@ nfields 3
    159.438755 122 <VOCNOISE>; U; U
    159.510742 122 <SIL>; S; S
    159.786779 122 why; w ay; w ay
-   159.838812 122 did; d ih d; d d
+   159.838812 122 did; d ih d; d
    159.922644 122 you; y uw; y uw
    160.128530 122 marry; m ae r iy; m ae r iy
    160.219978 122 your; y ow r; y er
    160.645340 122 husband; hh ah z b ah n d; hh ah z b eh n
    160.811513 122 why; w ay; w ay
-   160.848812 122 did; d ih d; d d
+   160.848812 122 did; d ih d; d
    160.946332 122 you; y uw; y uw
    161.175213 122 how; hh aw; hh aw
-   161.218812 122 did; d ih d; d d
+   161.218812 122 did; d ih d; d
    161.279202 122 you; y uw; y uw
    161.410886 122 meet; m iy t; m iy tq
    161.498812 122 your; y ow r; y er
    161.767269 122 husband; hh ah z b ah n d; hh ah s b eh n
    161.918812 122 how; hh aw; hh aw
-   161.960615 122 did; d ih d; dx dx
+   161.960615 122 did; d ih d; dx
    162.035341 122 you; y uw; y iy
    162.160755 122 come; k ah m; k ah m
    162.479516 122 about; ah b aw t; ah b aw tq
@@ -927,7 +927,7 @@ nfields 3
    259.097911 122 and; ae n d; ae n
    259.150490 122 i; ay; ay
    259.235086 122 don't; d ow n t; d ow n
-   259.492237 122 <UNKNOWN-want?>; U; U
+   259.492237 122 <UNKNOWN>; U; U
    259.697455 122 what; w ah t; w ah t
    259.808731 122 did; d ih d; d ih
    260.005812 122 he; hh iy; hh iy
diff --git a/s2001a.words b/s2001a.words
index 8d9572c..63fe4c7 100644
--- a/s2001a.words
+++ b/s2001a.words
@@ -599,4 +599,3 @@ nfields 3
    601.378000 122 broad; b r aa d; b r ao d
    601.675265 122 street; s t r iy t; s t r iy
    601.678144 122 {E_TRANS}; E; E
-   601.684317 122 {E_TRANS}; E; E
diff --git a/s2001b.words b/s2001b.words
index b43c4a1..953688d 100644
--- a/s2001b.words
+++ b/s2001b.words
@@ -197,7 +197,6 @@ nfields 3
    362.944750 122 hum; hh ah m; em
    377.995750 122 <IVER>; S; S
    378.430750 122 um-hum; em hh em; em hh em
-   378.756750 122 <SIL>; S; S
    378.967750 122 um-hum; em hh em; hh em
    379.722750 122 <IVER>; S; S
    380.113750 122 um-hum; em hh em; em hh em
@@ -416,6 +415,7 @@ nfields 3
    520.337750 122 <SIL>; S; S
    520.607750 122 work; w er k; w er k
    520.690834 122 at; ae t; ih tq
+   521.023772 122 that; ae t; ih tq
    521.457750 122 because; b ih k ah z; dh ae tq b ih k ah z
    521.654750 122 i've; ay v; aa v
    521.934630 122 been; b ih n; b ih n
diff --git a/s2002a.words b/s2002a.words
index cb29a4d..216e00b 100644
--- a/s2002a.words
+++ b/s2002a.words
@@ -240,7 +240,6 @@ nfields 3
   535.161081  122 through; th r uw; th r uw
   535.330419  122 the; dh iy; dh ah
   536.233168  122 hospital; hh aa s p ih t el; hh aa s p ih dx el
-   536.233168 122 <LAUGH-walk_us_all_the_way_through_the_hospital>; U; U
   537.552000  122 <IVER>; S; S
   538.703000  122 <LAUGH>; U; U
   539.514000  122 <IVER>; S; S
diff --git a/s2002b.phones b/s2002b.phones
index cccd660..292221c 100644
--- a/s2002b.phones
+++ b/s2002b.phones
@@ -457,7 +457,7 @@ nfields 2
   358.034125  122 dh
   358.077432  122 ah
   358.105079  122 tq
-  358.196747  122 h
+  358.196747  122 hh
   358.285106  122 iy
   358.384125  122 w
   358.464819  122 aa
diff --git a/s2002b.words b/s2002b.words
index 8b348ea..c6b87e9 100644
--- a/s2002b.words
+++ b/s2002b.words
@@ -201,7 +201,7 @@ nfields 3
    357.803125 122 i; ay; ay
    358.002196 122 know; n ow; n ow
    358.105841 122 that; dh ae t; dh ah tq
-   358.285125 122 he; hh iy; h iy
+   358.285125 122 he; hh iy; hh iy
    358.646125 122 wants; w aa n t s; w aa n t s
    359.023125 122 children; ch ih l d r ah n; ch ah l d r en
    359.284125 122 very; v eh r iy; v eh r iy
diff --git a/s2003a.phones b/s2003a.phones
index f465a02..20425f9 100644
--- a/s2003a.phones
+++ b/s2003a.phones
@@ -23,7 +23,7 @@ nfields 2
     1.786758  122 r
     1.866161  122 tq
     2.056379  122 w
-    2.103766  122 i
+    2.103766  122 ih
     2.201810  122 th
     2.347242  122 ah
     2.482869  122 s
@@ -64,7 +64,7 @@ nfields 2
     6.294955  122 ih
     6.355542  122 n
     6.502650  122 ow
-    6.558208  122 h
+    6.558208  122 hh
     6.639911  122 aw
     6.754295  122 m
     6.806585  122 ah
diff --git a/s2003a.words b/s2003a.words
index aed0ee2..eac6647 100644
--- a/s2003a.words
+++ b/s2003a.words
@@ -14,7 +14,7 @@ nfields 3
    0.852078 122 only; ow n l iy; ow n l iy
    1.353147 122 <SIL>; S; S
    1.866161 122 toward; t ah w ow r d; t ao r tq
-   2.203444 122 with; w ih th; w i th
+   2.203444 122 with; w ih th; w ih th
    2.484503 122 us; ah s; ah s
    2.593985 122 the; dh iy; z eh
    3.129954 122 children; ch ih l d r ah n; ch ih l d ah r n
@@ -29,7 +29,7 @@ nfields 3
    5.940536 122 also; aa l s ow; p iy p el aa l s ow
    6.293490 122 <VOCNOISE>; U; U
    6.504284 122 yknow; y uw n ow; n ow
-   6.639911 122 how; hh aw; h aw
+   6.639911 122 how; hh aw; hh aw
    6.922604 122 mother; m ah dh er; m ah dh er
    7.137580 122 used; y uw z d; y uw s t
    7.210198 122 to; t uw; t ah
diff --git a/s2003b.phones b/s2003b.phones
index 53474d9..f12b3fe 100644
--- a/s2003b.phones
+++ b/s2003b.phones
@@ -631,7 +631,7 @@ nfields 2
    75.160792  122 n
    75.354522  122 s
    75.595421  122 SIL
-   76.101669  122 s
+   76.101669  122 UNKNOWN
    76.416720  122 ah
    76.470998  122 SIL
    76.556525  122 ah ; *
diff --git a/s2003b.words b/s2003b.words
index 5780027..482b1e6 100644
--- a/s2003b.words
+++ b/s2003b.words
@@ -313,8 +313,7 @@ nfields 3
    126.742540 122 <SIL>; S; S
    126.875563 122 to; t uw; t ih
    127.228563 122 get; g eh t; g eh d
-   127.383563 122 <SIL>; S; S
-   127.628563 122 people; p iy p el; iy p el
+   127.628563 122 people; p iy p el; p iy p el
    127.756562 122 to; t uw; t uh
    128.304562 122 church; ch er ch; ch er ch
    128.358563 122 and; ae n d; n
@@ -840,7 +839,6 @@ nfields 3
    499.014563 122 thought; th aa t; th ao dx
    499.371563 122 about; ah b aw t; ah b aw tq
    499.704562 122 that; dh ae t; dh ae d
-   499.805563 122 and; ae n d; ayn
    499.805563 122 i; ay; n
    500.190563 122 noticed; n ow t ih s t; ow dx ih s t
    500.310562 122 how; hh aw; hh aw
diff --git a/s2101a.phones b/s2101a.phones
index ebacb43..c5c943f 100644
--- a/s2101a.phones
+++ b/s2101a.phones
@@ -8,103 +8,6 @@ separator ;
 nfields 2
 #
     2.532988  122 {B_TRANS}
-    2.652429  122 w
-    2.801085  122 ah
-    3.063893  122 n
-    3.172829  122 SIL
-    3.381170  122 t
-    3.752110  122 uw
-    3.944062  122 SIL
-    4.041596  122 th
-    4.154062  122 r
-    4.474062  122 iy
-    4.934062  122 VOCNOISE
-    5.004062  122 f
-    5.193639  122 ow
-    5.397512  122 r
-    5.624038  122 VOCNOISE
-    5.717852  122 f
-    6.070533  122 ay
-    6.134751  122 v
-    6.268608  122 SIL
-    6.529427  122 s
-    6.645172  122 ih
-    6.748431  122 k
-    6.894062  122 s
-    7.290620  122 VOCNOISE
-    7.394062  122 s
-    7.527556  122 eh
-    7.583386  122 v; *
-    7.659641  122 ah
-    7.884062  122 n
-    8.012322  122 VOCNOISE
-    8.227472  122 ey
-    8.322791  122 tq
-    8.954062  122 VOCNOISE
-    8.987302  122 n
-    9.334537  122 ay
-    9.454824  122 n
-    9.630027  122 t
-    9.800239  122 eh
-    9.883303  122 n
-   10.059830  122 ah
-   10.164062  122 l
-   10.254062  122 eh
-   10.314062  122 v; *
-   10.374062  122 ih
-   10.595255  122 n
-   10.733230  122 t
-   10.835133  122 w
-   10.968581  122 eh
-   11.061177  122 l
-   11.237765  122 f
-   11.624919  122 VOCNOISE
-   11.704062  122 th
-   11.814062  122 er
-   11.974062  122 t
-   12.054062  122 iy
-   12.162794  122 n
-   12.274062  122 f
-   12.334369  122 ow
-   12.377944  122 r; *
-   12.554965  122 t
-   12.654062  122 iy
-   12.874062  122 n
-   12.984062  122 f
-   13.054062  122 ih
-   13.072626  122 f; *
-   13.223561  122 t
-   13.310710  122 iy
-   13.426831  122 n
-   13.551731  122 s
-   13.604062  122 ih
-   13.654062  122 k
-   13.714062  122 s; *
-   13.805009  122 t
-   13.928924  122 iy
-   14.089605  122 n
-   14.203988  122 s
-   14.244062  122 eh
-   14.334711  122 v; *
-   14.394062  122 en
-   14.504924  122 t
-   14.597520  122 iy
-   14.676498  122 n
-   14.834062  122 ey; *
-   15.016924  122 t
-   15.104062  122 iy
-   15.205916  122 n
-   15.290627  122 n
-   15.398557  122 ay
-   15.435250  122 n; *
-   15.583394  122 t
-   15.640585  122 ih
-   15.760249  122 n
-   15.860956  122 t
-   15.941096  122 w
-   15.981720  122 ah; *
-   16.035450  122 n
-   16.164062  122 iy
    44.387062  122 IVER
    44.452866  122 em
    44.517062  122 hh
diff --git a/s2101a.words b/s2101a.words
index 4cd6d29..1402a61 100644
--- a/s2101a.words
+++ b/s2101a.words
@@ -8,7 +8,6 @@ separator ;
 nfields 3
 #
    2.531228 122 {B_TRANS}; B; B
-   16.164000 122 <EXCLUDE-one_two_three_four_five_six_seven_eight_nine_ten_eleven_twelve_thirteen_fourteen_fifteen_sixteen_seventeen_eighteen_nineteen_twenty>; U; U
    44.387000 122 <IVER>; S; S
    44.637000 122 um-hum; em hh em; em hh em
    46.798000 122 <IVER>; S; S
@@ -322,7 +321,7 @@ nfields 3
    184.596000 122 and; ae n d; en
    185.011000 122 everything; eh v r iy th ih ng; eh r iy th eh ng
    185.594000 122 <VOCNOISE>; U; U
-   186.004000 122 and; ae n d; ae VOCNOISE
+   186.004000 122 and; ae n d; ae
    186.073000 122 <VOCNOISE>; U; U
    186.124000 122 i; ay; aa
    186.474000 122 mean; m iy n; m iy n
@@ -683,7 +682,6 @@ nfields 3
    306.950000 122 you; y uw; sh uw
    307.313000 122 go; g ow; g ow
    307.846000 122 syndrome; s ih n d r ow m; s eh n d r ah m
-   308.410000 122 <LAUGH>; U; U
    316.945000 122 <IVER>; S; S
    317.207000 122 um; ah m; em
    321.308000 122 <IVER>; S; S
@@ -752,7 +750,6 @@ nfields 3
    381.573000 122 he'd; hh iy d; hh iy d
    381.711000 122 be; b iy; b iy
    381.973014 122 like; l ay k; l ay
-   382.685000 122 <VOCNOISE>; U; U
    383.322000 122 <VOCNOISE>; U; U
    383.758000 122 taking; t ey k ih ng; t ey k ih n
    383.893000 122 it; ih t; eh dx
@@ -993,7 +990,7 @@ nfields 3
    478.181000 122 come; k ah m; k ah m
    478.333000 122 on; aa n; ah n
    478.758000 122 <LAUGH>; U; U
-   483.271209 122 <LAUGH>; U; U
+   483.271209 122 <IVER>; U; U
    483.474000 122 well; w eh l; w ah l
    483.762000 122 yeah; y ae; y ae
    484.150534 122 because; b ih k ah z; k ah z
diff --git a/s2101b.phones b/s2101b.phones
index 5fe90e5..417d61b 100644
--- a/s2101b.phones
+++ b/s2101b.phones
@@ -888,8 +888,7 @@ nfields 2
   112.949541  122 ah
   113.130910  122 m
   113.325673  122 SIL
-  113.462731  122 b
-  113.545171  122 uh
+  113.545171  122 UNKNOWN
   113.671875  122 sh
   113.721875  122 iy
   113.751875  122 dx
@@ -3743,8 +3742,7 @@ nfields 2
   535.484302  122 er
   536.186074  122 SIL
   536.310687  122 th
-  536.383931  122 ih
-  536.400419  122 g
+  536.400419  122 ih
   536.476677  122 ng
   536.870687  122 SIL
   536.900687  122 n
diff --git a/s2101b.words b/s2101b.words
index 9fd5045..119e862 100644
--- a/s2101b.words
+++ b/s2101b.words
@@ -1600,7 +1600,7 @@ nfields 3
    554.040000 122 do; d uw; d uw
    554.493000 122 too; t uw; t uw
    554.563031 122 <SIL>; S; S
-   554.833000 122 like; l ay k; SIL l ay k
+   554.833000 122 like; l ay k; l ay k
    555.501000 122 <SIL>; S; S
    555.540000 122 the; dh iy; ih
    555.691000 122 other; ah dh er; eh dh eh
@@ -1671,7 +1671,7 @@ nfields 3
    574.165000 122 because; b ih k ah z; iy k eh z
    574.300000 122 he; hh iy; hh iy
    574.385000 122 <SIL>; S; S
-   574.666000 122 they're; dh ey er; dh eh r SIL
+   574.666000 122 they're; dh ey er; dh eh r
    574.667000 122 <SIL>; S; S
    575.300000 122 overdosing; ow v er d ow s ih ng; ow v er d ah s en
    575.489000 122 him; hh ih m; ey m
diff --git a/s2102a.phones b/s2102a.phones
index e547c25..0d86c88 100644
--- a/s2102a.phones
+++ b/s2102a.phones
@@ -1014,7 +1014,7 @@ nfields 2
   164.298449  122 ow
   164.359249  122 m
   164.479027  122 VOCNOISE
-  164.544740  122 th
+  164.544740  122 UNKNOWN
   164.575656  122 ah
   164.697471  122 w
   164.941486  122 ay
diff --git a/s2102b.phones b/s2102b.phones
index 4236932..376c6f6 100644
--- a/s2102b.phones
+++ b/s2102b.phones
@@ -3124,7 +3124,7 @@ nfields 2
   445.698706  122 g
   445.787329  122 ih
   445.841983  122 tq
-  445.888319  122 ih
+  445.888319  122 UNKNOWN
   446.027937  122 k
   446.057394  122 ih
   446.108848  122 m; *
@@ -3600,7 +3600,7 @@ nfields 2
   505.589474  122 n
   505.688648  122 t
   505.835765  122 ah
-  505.941906  122 d
+  505.941906  122 UNKNOWN
   506.583974  122 VOCNOISE
   506.757034  122 ah
   506.901938  122 s
diff --git a/s2102b.words b/s2102b.words
index 57b0a0c..a625356 100644
--- a/s2102b.words
+++ b/s2102b.words
@@ -104,7 +104,7 @@ nfields 3
    37.353000 122 see; s iy; s iy
    37.391000 122 a; ey; ih
    37.846000 122 movie; m uw v iy; m uw v iy
-   38.641000 122 <NOISE>; U; U
+   38.641000 122 <VOCNOISE>; U; U
    39.049000 122 and; ae n d; eh n
    39.468000 122 because; b ih k ah z; k eh z
    40.014000 122 <VOCNOISE>; U; U
diff --git a/s2201a.phones b/s2201a.phones
index 69d5541..54b2a5e 100644
--- a/s2201a.phones
+++ b/s2201a.phones
@@ -1020,10 +1020,7 @@ nfields 2
   192.654319  122 dx
   192.914903  122 er
   193.698228  122 VOCNOISE
-  193.808387  122 s
-  194.174388  122 ah
-  194.265742  122 dh
-  194.508354  122 ah
+  194.508354  122 UNKNOWN
   194.797390  122 VOCNOISE
   194.855797  122 m
   194.957063  122 ah
diff --git a/s2201a.words b/s2201a.words
index 82970ef..6001010 100644
--- a/s2201a.words
+++ b/s2201a.words
@@ -276,7 +276,6 @@ nfields 3
    138.377000 122 i; ay; ah
    138.593000 122 was; w ah z; w ah zh
    139.390000 122 discharged; d ih s ch aa r jh d; d ih s sh aa r ch t
-   139.461633 122 <SIL>; S; S
    140.161775 122 <VOCNOISE>; U; U
    140.422000 122 and; ae n d; eh n
    140.822064 122 i; ay; ay
diff --git a/s2201b.phones b/s2201b.phones
index abc13a3..679c6e8 100644
--- a/s2201b.phones
+++ b/s2201b.phones
@@ -622,7 +622,7 @@ nfields 2
    76.353394  122 ch
    76.916769  122 VOCNOISE
    76.983765  122 w
-   77.053473  122 ern
+   77.053473  122 en
    77.113539  122 tq
    77.232062  122 d
    77.352176  122 iy
@@ -2958,8 +2958,7 @@ nfields 2
   410.379710  122 l
   410.539501  122 z
   411.039409  122 VOCNOISE
-  411.123220  122 ih
-  411.221340  122 t
+  411.221340  122 UNKNOWN
   411.360343  122 l
   411.591746  122 ao
   411.692040  122 ng
diff --git a/s2201b.words b/s2201b.words
index 6587452..b7d1f25 100644
--- a/s2201b.words
+++ b/s2201b.words
@@ -256,7 +256,7 @@ nfields 3
    76.178188 122 holes; hh ow l z; hh ow ah l z
    76.354430 122 which; w ih ch; w ih ch
    76.915733 122 <VOCNOISE>; U; U
-   77.112504 122 weren't; w er n t; w ern tq
+   77.112504 122 weren't; w er n t; w en tq
    77.425187 122 deep; d iy p; d iy p
    77.810187 122 enough; ih n ah f; ah nx ah f
    78.570645 122 <VOCNOISE>; U; U
diff --git a/s2202a.words b/s2202a.words
index 2cfa4d9..9862dd9 100644
--- a/s2202a.words
+++ b/s2202a.words
@@ -38,10 +38,10 @@ nfields 3
    10.934000 122 there's; dh eh r z; dh eh r z
    11.044000 122 a; ey; ah
    11.764960 122 <VOCNOISE>; U; U
-   11.814000 122 i; ay;
-   11.914000 122 don't; d ow n t; ay
-   12.074000 122 know; n ow; dx ow n n
-   12.345410 122 whether; w eh dh er; ow w eh dh er
+   11.935946 122 i; ay; ay
+   12.062748 122 don't; d ow n t; dx ow n
+   12.143320 122 know; n ow; n ow
+   12.345410 122 whether; w eh dh er; w eh dh er
    12.414000 122 it; ih t; er b
    12.547500 122 been; b ih n; b ih nx
    12.642602 122 a; ey; ah
diff --git a/s2202b.phones b/s2202b.phones
index fd8a279..d8970fe 100644
--- a/s2202b.phones
+++ b/s2202b.phones
@@ -10,7 +10,7 @@ nfields 2
     3.492858  122 {B_TRANS}
     4.277088  122 VOCNOISE
     4.477993  122 ay
-    4.506448  122 no
+    4.506448  122 d
     4.645725  122 ow
     4.695146  122 n
     4.746065  122 n
@@ -561,7 +561,7 @@ nfields 2
    97.933722  122 ah
    98.000796  122 m
    98.075491  122 ah
-   98.256895  122 h
+   98.256895  122 hh
    98.355981  122 SIL
    98.470000  122 s
    98.529763  122 ah
@@ -2778,8 +2778,6 @@ nfields 2
   445.313688  122 ey
   445.385130  122 k
   445.609769  122 sh
-  446.110775  122 UNKNOWN
-  446.268716  122 own
   446.598189  122 VOCNOISE
   446.729875  122 k
   446.804858  122 ow; *
diff --git a/s2202b.words b/s2202b.words
index 04d81ab..25937db 100644
--- a/s2202b.words
+++ b/s2202b.words
@@ -10,7 +10,7 @@ nfields 3
     3.492861  122 {B_TRANS}; B; B
     4.277088  122 <VOCNOISE>; U; U
     4.477750  122 i; ay; ay
-    4.694750  122 don't; d ow n t; no ow n
+    4.694750  122 don't; d ow n t; d ow n
     5.095311  122 know; n ow; n ow
     5.719746  122 <VOCNOISE>; U; U
     6.235750  122 i; ay; ey
@@ -226,7 +226,7 @@ nfields 3
    97.669750  122 <VOCNOISE>; U; U
    97.770750  122 and; ae n d; ih n t
    98.000750  122 some; s ah m; s ah m
-   98.256750  122 of; ah v; ah h
+   98.256750  122 of; ah v; ah hh
    98.356831  122 <SIL>; S; S
    98.599750  122 some; s ah m; s ah m
    98.759750  122 of; ah v; ah v
@@ -544,7 +544,6 @@ nfields 3
   231.000766  122 <VOCNOISE>; U; U
   231.407750  122 desk; d eh s k; d eh s k
   231.680750  122 most; m ow s t; m ow s
-  231.680750  122 of; ah v; dh
   231.795750  122 the; dh iy; ih
   232.289750  122 time; t ay m; t ay m ah
   232.497750  122 so; s ow; s ah
@@ -967,7 +966,7 @@ nfields 3
   395.335750  122 other; ah dh er; ah dh er
   395.558750  122 <CUTOFF-k=K>; U; U
   395.664750  122 <VOCNOISE>; U; U
-  395.925750  122 K; k ey; k eK
+  395.925750  122 K; k ey; k ey
   396.323750  122 P's; p iy z; p iy z
   396.446750  122 had; hh ae d; hh ih d
   396.627750  122 been; b ih n; b eh n
@@ -1117,8 +1116,6 @@ nfields 3
   444.984451  122 plant; p l ae n t; p l aen t
   445.160750  122 that; dh ae t; dh eh d
   445.609750  122 makes; m ey k s; m ey k sh
-  446.110775  122 <VOCNOISE>; U; U
-  446.268750  122 <UNKNOWN-own>; U; U
   446.597750  122 <VOCNOISE>; U; U
   446.950337  122 coated; k ow t ah d; k ow dx ah v
   447.500750  122 fabrics; f ae b r ih k s; f ae b r ih k s
diff --git a/s2203a.phones b/s2203a.phones
index 2d722e5..6f7abc5 100644
--- a/s2203a.phones
+++ b/s2203a.phones
@@ -31,7 +31,6 @@ nfields 2
     3.814125  122 n
     4.014125  122 aa
     4.183631  122 m
-    4.402917  122
     4.964125  122 VOCNOISE
     5.044125  122 w
     5.074125  122 ah
diff --git a/s2203a.words b/s2203a.words
index 5195db4..aee9b90 100644
--- a/s2203a.words
+++ b/s2203a.words
@@ -875,7 +875,6 @@ nfields 3
    487.925000 122 a; ey; ah
    488.426000 122 liberal; l ih b er ah l; l ih b r ah l
    488.747000 122 but; b ah t; b ah t
-   488.855848 122 <SIL>; S; S
    489.313449 122 <VOCNOISE>; U; U
    489.815000 122 uh; ah; ah
    490.199000 122 <VOCNOISE>; U; U
diff --git a/s2301a.phones b/s2301a.phones
index 45f3777..6f28003 100644
--- a/s2301a.phones
+++ b/s2301a.phones
@@ -294,14 +294,6 @@ nfields 2
    51.676313  122 d
    51.714312  122 t
    51.820312  122 uw
-   51.856313  122 w
-   51.942312  122 er; *
-   52.030312  122 dh
-   52.074312  122 ih
-   52.126312  122 ng ; *
-   52.264312  122 t
-   52.328535  122 ah
-   52.434312  122 n
    52.801572  122 VOCNOISE
    52.926313  122 SIL
    53.012858  122 ae
@@ -319,7 +311,7 @@ nfields 2
    53.702168  122 f
    53.764199  122 r
    53.837509  122 em
-   54.193548  122 <EXCLUDE-name>
+   54.193548  122 <EXCLUDE>
    54.277365  122 hh
    54.376051  122 ay
    54.498703  122 s
diff --git a/s2301a.words b/s2301a.words
index a94f8f1..95c1601 100644
--- a/s2301a.words
+++ b/s2301a.words
@@ -53,7 +53,7 @@ nfields 1
    32.832500 122 <SIL>; S; S
    33.012500 122 was; w ah z; w ah z
    33.182500 122 in; ih n; ih n
-   33.673119 122 whitehall; w ay t h aa l; w ay t hh ao l
+   33.673119 122 whitehall; w ay t hh aa l; w ay t hh ao l
    33.812500 122 near; n ih r; n iy r
    33.932500 122 the; dh iy; dh ah
    33.972422 122 <SIL>; S; S
@@ -111,14 +111,13 @@ nfields 1
    51.326313 122 we; w iy; w iy
    51.676313 122 moved; m uw v d; m uw f d
    51.820312 122 to; t uw; t uw
-   52.434715 122 <NOISE-Worthington>; U; U
    52.801572 122 <VOCNOISE>; U; U
    52.926313 122 <SIL>; S; S
    53.058584 122 and; ae n d; ae n
    53.157919 122 i; ay; ay
    53.591108 122 graduated; g r ae d y uw ey t ah d; g r ae jh uh w ey dx ih
    53.837509 122 from; f r ah m; f r em
-   54.193547 122 <EXCLUDE-name>; U; U
+   54.193547 122 <EXCLUDE>; U; U
    54.376051 122 high; hh ay; hh ay
    54.779253 122 school; s k uw l; s k uw l
    55.585688 122 <VOCNOISE>; U; U
@@ -137,8 +136,8 @@ nfields 1
    59.297750 122 then; dh eh n; eh n
    59.577750 122 i; ay; ay
    60.364438 122 <SIL>; S; S
-   60.417540 122 i; ay;
-   60.799766 122 graduated; g r ae d y uw ey t ah d; ay g r ae jh uw ey dx ih
+   60.417540 122 i; ay; ay
+   60.799766 122 graduated; g r ae d y uw ey t ah d; g r ae jh uw ey dx ih
    61.050922 122 from; f r ah m; f r em
    61.240156 122 there; dh eh r; dh eh r
    61.314438 122 in; ih n; ih n
@@ -303,7 +302,7 @@ nfields 1
    113.209330 122 uh; ah; ah
    113.461752 122 <VOCNOISE>; U; U
    113.579318 122 <SIL>; S; S
-   113.807167 122 in; ih n; SIL ih n
+   113.807167 122 in; ih n; ih n
    114.025378 122 the; dh iy; dh ah
    114.478354 122 <VOCNOISE>; U; U
    114.605250 122 <SIL>; S; S
@@ -472,6 +471,8 @@ nfields 1
    171.255938 122 <VOCNOISE>; U; U
    171.485938 122 <SIL>; S; S
    179.026172 122 <IVER>; S; S
+   179.278409 122 it's; S; S
+   179.391721 122 in; S; S
    179.737620 122 northern; n ow r dh er n; ih t s ih n n ao r dh er nx
    180.277343 122 ohio; ow hh ay ow; ow hh ay ow
    180.539749 122 <VOCNOISE>; U; U
@@ -555,8 +556,8 @@ nfields 1
    212.509246 122 of; ah v; ah v
    212.637638 122 any; eh n iy; eh n iy
    213.242312 122 projects; p r aa jh eh k t s; p r aa jh eh k t s
-   213.421380 122 where; w eh r; w er ay
-   213.445636 122 i; ay;
+   213.421380 122 where; w eh r; w er
+   213.445636 122 i; ay; ay
    213.589306 122 could; k uh d; k uh d
    213.706855 122 use; y uw z; y uw z
    214.121072 122 both; b ow th; b ow th
@@ -604,7 +605,6 @@ nfields 1
    232.442312 122 in; ih n; ih n
    233.137044 122 geology; jh iy aa l ah jh iy; jh iy aa l ah jh iy
    233.549380 122 <VOCNOISE>; U; U
-   233.742312 122 <SIL>; S; S
    233.847260 122 but; b ah t; ah dx
    233.880324 122 i'm; ay m; ahn
    234.122312 122 making; m ey k ih ng; m ey k ih
@@ -993,7 +993,7 @@ nfields 1
    374.108559 122 interesting; ih n t ah r eh s t ih ng; ih n t r s t ih ng
    374.550452 122 um; ah m; ah m
    374.663180 122 <SIL>; S; S
-   374.832865 122 um; ah m; SIL m
+   374.832865 122 um; ah m; m
    374.975257 122 <SIL>; S; S
    375.182913 122 they; dh ey; dh ey
    375.420758 122 did; d ih d; d ih d
@@ -1521,7 +1521,7 @@ nfields 1
    558.394535 122 <NOISE>; U; U
    558.931650 122 <SIL>; S; S
    559.241391 122 <NOISE-um-hum>; U; U
-   559.369252 122 <NOISE>; U; U
+   559.369252 122 <VOCNOISE>; U; U
    559.991883 122 <NOISE>; U; U
    560.361563 122 <SIL>; S; S
    560.671563 122 um-hum; em hh em; ah m hh ah m
diff --git a/s2301b.phones b/s2301b.phones
index 517048a..cbd7876 100644
--- a/s2301b.phones
+++ b/s2301b.phones
@@ -3827,8 +3827,7 @@ nfields 2
   479.579313  122 s
   479.609313  122 ih
   479.639313  122 n
-  479.679313  122 m
-  479.779313  122 ay
+  479.779313  122 SIL
   479.899313  122 k
   479.939313  122 l
   480.089313  122 ae
diff --git a/s2301b.words b/s2301b.words
index 4f564a6..f6418fc 100644
--- a/s2301b.words
+++ b/s2301b.words
@@ -16,7 +16,7 @@ nfields 1
    4.378444 122 um-hum; em hh em; em hh em
    5.284295 122 <IVER>; S; S
    5.541605 122 <NOISE>; U; U
-   5.863240 122 uh-huh; ah hh ah; ah ah
+   5.863240 122 uh-huh; ah hh ah; ah
    6.061674 122 <NOISE>; U; U
    6.504334 122 <IVER>; S; S
    6.784539 122 <NOISE>; U; U
@@ -1041,7 +1041,7 @@ nfields 1
    349.657564 122 hour; aw er; aw er
    350.614602 122 <VOCNOISE>; U; U
    350.966596 122 <SIL>; S; S
-   351.345226 122 and; ae n d; SIL ae n
+   351.345226 122 and; ae n d; ae n
    351.461763 122 <NOISE>; U; U
    351.612072 122 <SIL>; S; S
    351.900327 122 <VOCNOISE>; U; U
@@ -1633,7 +1633,7 @@ nfields 1
    516.238125 122 that; dh ae t; dh ae t
    516.638125 122 was; w ah z; w ah z
    517.204375 122 <SIL>; S; S
-   517.424570 122 really; r iy l iy; SIL r iy l iy
+   517.424570 122 really; r iy l iy; r iy l iy
    517.774319 122 goofing; g uw f f ih ng; g uw f ih ng
    518.087499 122 off; aa f; ao f
    518.382871 122 <VOCNOISE>; U; U
@@ -1674,7 +1674,7 @@ nfields 1
    529.275898 122 <VOCNOISE>; U; U
    529.761228 122 <IVER>; S; S
    529.810188 122 <SIL>; S; S
-   530.233273 122 yeah; y ae; SIL y ae
+   530.233273 122 yeah; y ae; y ae
    530.590901 122 yeah; y ae; y ae
    531.190638 122 <VOCNOISE>; U; U
    531.392500 122 <SIL>; S; S
diff --git a/s2302a.phones b/s2302a.phones
index 2c440be..43a7a09 100644
--- a/s2302a.phones
+++ b/s2302a.phones
@@ -86,6 +86,7 @@ nfields 2
     7.620000  122 d
     8.050000  122 VOCNOISE
     8.361073  122 ah
+    9.460000  122 VOCNOISE
     9.505379  122 y
     9.544441  122 ih
     9.584652  122 nx
diff --git a/s2302b.phones b/s2302b.phones
index baaf787..7711b6e 100644
--- a/s2302b.phones
+++ b/s2302b.phones
@@ -1226,19 +1226,11 @@ nfields 2
   196.577959  122 ah; *
   196.706634  122 hh
   196.788205  122 ah
-  197.502250  122 IVER
-  197.644133  122 ow
-  197.748681  122 m
-  197.964674  122 ay
   198.811415  122 IVER
   198.873455  122 ah
   198.946983  122 hh
   199.148038  122 ah
-  199.374375  122 IVER
-  199.454797  122 ah
-  199.505348  122 hh
-  199.631725  122 ah
-  205.066187  122 LAUGH
+  205.066187  122 IVER
   205.126187  122 w
   205.225701  122 eh
   205.306187  122 l
@@ -2536,8 +2528,8 @@ nfields 2
   356.400312  122 b
   356.440312  122 ah
   356.470312  122 dx
+  356.5256  122 ih
   356.613478  122 f
-  356.613478  122 ih
   356.660312  122 y
   356.700312  122 uw
   356.730312  122 w
diff --git a/s2302b.words b/s2302b.words
index dc63140..d3424cc 100644
--- a/s2302b.words
+++ b/s2302b.words
@@ -378,7 +378,7 @@ nfields 1
    158.225520 122 on; aa n; aa n
    158.563301 122 music; m y uw z ih k; m y uw z ih k
    158.616150 122 in; ih n; en
-   159.157930 122 mid-ohio; m ih d ow h ay ow; m ih dx ow hh ay ow
+   159.157930 122 mid-ohio; m ih d ow hh ay ow; m ih dx ow hh ay ow
    161.802990 122 <LAUGH>; U; U
    162.264562 122 yeah; y ae; y ae
    162.378790 122 <NOISE>; U; U
@@ -449,14 +449,9 @@ nfields 1
    190.689500 122 shocking; sh aa k ih ng; sh aa k ih ng
    196.487190 122 <IVER>; S; S
    196.788205 122 um-hum; em hh em; ah hh ah
-   197.502250 122 <IVER>; S; S
-   197.644133 122 oh; ow; ow
-   197.964674 122 my; m ay; m ay
    198.811415 122 <IVER>; S; S
    199.148038 122 um-hum; em hh em; ah hh ah
-   199.374375 122 <IVER>; S; S
-   199.631725 122 um-hum; em hh em; ah hh ah
-   205.066187 122 <LAUGH>; U; U
+   205.066187 122 <IVER>; U; U
    205.306187 122 well; w eh l; w eh l
    205.836187 122 <VOCNOISE>; U; U
    206.182736 122 speaking; s p iy k ih ng; s p iy k ih ng
@@ -935,7 +930,7 @@ nfields 1
    356.340312 122 <VOCNOISE>; U; U
    356.470312 122 but; b ah t; b ah dx
    356.560312 122 if; ih f; f
-   356.700312 122 you; y uw; y uw
+   356.613478 122 you; y uw; y uw
    356.810312 122 were; w er; w er
    356.991462 122 <NOISE-under>; U; U
    357.180312 122 this; dh ih s; dh ih s
@@ -1382,7 +1377,7 @@ nfields 1
    537.923560 122 southern; s ah dh er n; s ah dh er n
    538.445504 122 baptist; b ae p t ih s t; b ae p t ih s t
    539.228625 122 ministers; m ih n ih s t er z; m ih n ih s t er z
-   541.309438 122 <LAUGH>; U; U
+   541.309438 122 <SIL>; U; U
    541.508117 122 and; ae n d; ae n
    541.554073 122 it; ih t; ih tq
    541.819438 122 used; y uw z d; y uw z d
@@ -1419,7 +1414,7 @@ nfields 1
    549.440112 122 <NOISE-visit>; U; U
    549.630836 122 <NOISE-and>; U; U
    549.735385 122 you're; y uw r; y er
-   549.777894 122 <NOISE-minister>; U; U
+   549.777894 122 a; U; U
    550.284552 122 minister; m ih n ih s t er; m ih nx ih s t er
    550.689000 122 <VOCNOISE>; U; U
    550.806153 122 you; y uw; y uw
@@ -1448,7 +1443,7 @@ nfields 1
    558.440875 122 has; hh ae z; hh ae z
    558.680875 122 that; dh ae t; dh ae tq
    558.916952 122 <SIL>; S; S
-   559.500591 122 period; p ih r iy ah d; SIL p iy r iy ah d
+   559.500591 122 period; p ih r iy ah d; p iy r iy ah d
    559.876125 122 <VOCNOISE>; U; U
    560.035978 122 where; w eh r; w ey r
    560.272648 122 you're; y uw r; y er
diff --git a/s2303a.words b/s2303a.words
index 0adf63e..da5a537 100644
--- a/s2303a.words
+++ b/s2303a.words
@@ -131,7 +131,7 @@ nfields 2
    42.148109 122 <VOCNOISE>; U; U
    42.709432 122 washington; w ah sh ih ng t ah n; w aa sh ih ng t en
    43.271373 122 state; s t ey t; s t ey t
-   43.903891 122 and; ae n d; eh n VOCNOISE n
+   43.903891 122 and; ae n d; eh n
    44.523105 122 louisiana; l uw iy z iy ae n ah; l uw iy z iy ae n ah
    44.710335 122 and; ae n d; ae n d
    45.516375 122 tennessee; t eh n eh s iy; t eh n ih s iy
@@ -172,7 +172,7 @@ nfields 2
    57.547812 122 <CUTOFF-o=of>; U; U
    57.896169 122 <NOISE-uh>; U; U
    58.047507 122 <NOISE-of>; U; U
-   58.138938 122 <NOISEthe>; U; U
+   58.138938 122 <NOISE-the>; U; U
    58.721375 122 <NOISE-families>; U; U
    58.891204 122 is; ih z; ih z
    59.335755 122 in; ih n; ih n
diff --git a/s2303b.phones b/s2303b.phones
index 84eeb4f..101ef11 100644
--- a/s2303b.phones
+++ b/s2303b.phones
@@ -1099,7 +1099,6 @@ nfields 2
   160.440975  122 NOISE
   160.866429  122 SIL
   161.873813  122 NOISE
-  163.929012  122 NOISE
   163.929012  122 IVER
   164.110094  122 SIL
   164.148772  122 y
@@ -2439,7 +2438,7 @@ nfields 2
   305.972043  122 ah
   306.078013  122 r
   306.300208  122 VOCNOISE
-  306.863111  122 VOCNOISE
+  306.863111  122 SIL
   307.092143  122 NOISE
   307.294967  122 SIL
   308.146155  122 IVER
@@ -3260,10 +3259,7 @@ nfields 2
   404.805436  122 z
   404.974998  122 NOISE
   405.322394  122 SIL
-  405.386937  122 ih
-  405.454937  122 n
-  405.570937  122 ah
-  405.624937  122 f
+  405.624937  122 NOISE
   405.752501  122 s
   405.816562  122 p
   406.006562  122 ey
diff --git a/s2303b.words b/s2303b.words
index cef5638..79144b1 100644
--- a/s2303b.words
+++ b/s2303b.words
@@ -518,7 +518,6 @@ nfields 1
    160.440975 122 <NOISE>; U; U
    160.866429 122 <SIL>; S; S
    161.873813 122 <NOISE>; U; U
-   163.929012 122 <NOISE>; U; U
    163.929012 122 <IVER>; S; S
    164.110094 122 <SIL>; S; S
    164.199756 122 you; y uw; y ih
@@ -1087,7 +1086,6 @@ nfields 1
    306.078013 122 there; dh eh r; dh ah r
    306.300208 122 <VOCNOISE>; U; U
    306.664844 122 <SIL>; S; S
-   306.863111 122 <VOCNOISE>; U; U
    307.092143 122 <NOISE>; U; U
    307.294967 122 <SIL>; S; S
    308.146155 122 <IVER>; S; S
@@ -1452,7 +1450,7 @@ nfields 1
    418.191341 122 between; b ih t w iy n; b ih t w iy n
    418.420870 122 them; dh eh m; n ah m
    418.905774 122 <SIL>; S; S
-   419.218015 122 yeah; y ae; y NOISE
+   419.218015 122 yeah; y ae; y
    419.481662 122 <SIL>; S; S
    419.862143 122 <NOISE>; U; U
    420.093739 122 <VOCNOISE>; U; U
@@ -1756,7 +1754,6 @@ nfields 1
    535.988706 122 right; r ay t; r ay t
    536.272028 122 yeah; y ae; y ae
    536.700402 122 huh; hh ah; hh ah m
-   537.110777 122 <NOISE-yeah>; U; U
    537.110777 122 <IVER>; S; S
    537.375832 122 that's; dh ae t s; ah s
    537.777875 122 <NOISE-true>; U; U
diff --git a/s2401a.phones b/s2401a.phones
index d823ff9..395b58b 100644
--- a/s2401a.phones
+++ b/s2401a.phones
@@ -166,7 +166,7 @@ nfields 2
    49.076000  122 m
    49.144447  122 ah
    49.268108  122 p
-   49.343335  122 ern
+   49.343335  122 er
    49.428867  122 en
    49.548406  122 s
    49.637029  122 w
@@ -307,7 +307,7 @@ nfields 2
    67.753500  122 er
    67.797579  122 v
    67.853227  122 ah
-   67.998528  122 hhn
+   67.998528  122 hh
    70.781914  122 SIL
    70.841683  122 eh
    70.899392  122 r; *
@@ -2946,7 +2946,7 @@ nfields 2
   518.962563  122 b
   519.138557  122 ao
   519.202448  122 l
-  519.290041  122 dh
+  519.290041  122 UNKNOWN
   520.195693  122 IVER
   520.310239  122 s
   520.486453  122 ae
diff --git a/s2401a.words b/s2401a.words
index 4187868..2bd2382 100644
--- a/s2401a.words
+++ b/s2401a.words
@@ -77,7 +77,7 @@ nfields 3
    48.620000 122 the; dh iy; ah
    49.016000 122 service; s er v ih s; s er ah s
    49.144000 122 my; m ay; m ah
-   49.548000 122 parents; p eh r ah n t s; p ern en s
+   49.548000 122 parents; p eh r ah n t s; p er en s
    49.800000 122 were; w er; w er
    49.995000 122 uh; ah; ah
    50.416000 122 older; ow l d er; ow l dx er
@@ -135,7 +135,7 @@ nfields 3
    67.307000 122 was; w ah z; ah z
    67.387000 122 in; ih n; en
    67.447000 122 the; dh iy; dh
-   67.999000 122 service; s er v ih s; s er v ah hhn
+   67.999000 122 service; s er v ih s; s er v ah hh
    70.782000 122 <SIL>; S; S
    71.282000 122 airforce; eh r f ow r s; eh r f ao r s
    71.724000 122 <SIL>; S; S
@@ -1338,5 +1338,3 @@ nfields 3
    601.091901 122 the; dh iy; ah
    601.635000 122 tv; t iy v iy; t iy v iy
    601.699003 122 {E_TRANS}; E; E
-   601.976304 122 yknow; y uw n ow; ih n ow
-   601.978427 122 {E_TRANS}; E; E
diff --git a/s2401b.phones b/s2401b.phones
index 973a832..556a199 100644
--- a/s2401b.phones
+++ b/s2401b.phones
@@ -71,7 +71,7 @@ nfields 2
    12.090790  122 z
    12.239234  122 ey
    12.305476  122 w
-   12.352534  122 ern
+   12.352534  122 en
    12.386000  122 tq
    12.463829  122 w
    12.530812  122 er
@@ -1167,7 +1167,7 @@ nfields 2
   194.817426  122 p
   194.878469  122 em
   194.990794  122 ay
-  195.085250  122 h
+  195.085250  122 dh
   195.269027  122 ae
   195.319522  122 t
   195.394749  122 b
diff --git a/s2401b.words b/s2401b.words
index bc869a2..62374e2 100644
--- a/s2401b.words
+++ b/s2401b.words
@@ -31,7 +31,7 @@ nfields 3
    11.881000 122 days; d ey z; d ey z
    12.052290 122 because; b ih k ah z; k ih z
    12.239000 122 they; dh ey; z ey
-   12.386000 122 weren't; w er n t; w ern tq
+   12.386000 122 weren't; w er n t; w en tq
    12.625000 122 worth; w er th; w er th
    12.676000 122 a; ey; ah
    13.110000 122 damn; d ae m; d ae m
@@ -451,7 +451,7 @@ nfields 3
    194.597000 122 or; ow r; er
    194.878000 122 something; s ah m th ih ng; s ah p em
    194.991000 122 like; l ay k; ay
-   195.320000 122 that; dh ae t; h ae t
+   195.320000 122 that; dh ae t; dh ae t
    195.596000 122 but; b ah t; b ah t
    196.249621 122 <SIL>; S; S
    196.485000 122 but; b ah t; b ah dx
diff --git a/s2402a.phones b/s2402a.phones
index 1751792..2331a24 100644
--- a/s2402a.phones
+++ b/s2402a.phones
@@ -29,8 +29,8 @@ nfields 2
    21.895108  122 r
    21.968269  122 s
    22.081750  122 p
-   22.150669  122 eh
-   22.267116  122 ern
+   22.150669  122 er
+   22.267116  122 en
    22.300092  122 t
    22.362953  122 s
    22.639419  122 SIL
@@ -1622,8 +1622,7 @@ nfields 2
   248.167438  122 ey
   248.243292  122 y
   248.281420  122 ih
-  248.320580  122 x
-  248.321610  122 n
+  248.321610  122 nx
   248.477217  122 ow
   248.522559  122 en
   248.637976  122 sh
@@ -1675,7 +1674,7 @@ nfields 2
   253.662705  122 SIL
   253.842013  122 ey
   253.874989  122 tq
-  253.952277  122 m
+  253.952277  122 UNKNOWN
   254.105965  122 SIL
   254.150135  122 m
   254.235938  122 ey; *
diff --git a/s2402a.words b/s2402a.words
index a8d84fc..a781618 100644
--- a/s2402a.words
+++ b/s2402a.words
@@ -9,15 +9,15 @@ nfields 3
 #
    0.036697 122 {B_TRANS}; B; B
    19.952000 122 <IVER>; S; S
-   20.335000 122 uh; ah;
+   20.335000 122 uh; ah; ah
    20.984000 122 <SIL>; S; S
-   21.048000 122 i; ay;
-   21.130000 122 was; w ah z; r
-   21.333000 122 going; g ow ih ng; uh
-   21.447000 122 through; th r uw; ih
-   21.475000 122 a; ey; d
-   21.968000 122 divorce; d ih v ow r s; ah v ao r s
-   22.363000 122 parents; p eh r ah n t s; p eh ern t s
+   21.048000 122 i; ay; aa
+   21.130000 122 was; w ah z; ah z
+   21.333000 122 going; g ow ih ng; g ao ah n
+   21.447000 122 through; th r uw; th r uh
+   21.475000 122 a; ey; ih
+   21.968000 122 divorce; d ih v ow r s; d ah v ao r s
+   22.363000 122 parents; p eh r ah n t s; p er en t s
    22.639419 122 <SIL>; S; S
    22.844000 122 both; b ow th; b ow th
    23.184000 122 parents; p eh r ah n t s; p eh r ahn s
@@ -645,7 +645,7 @@ nfields 3
    247.569000 122 <SIL>; S; S
    247.847000 122 one; w ah n; m w ah n
    248.168000 122 today; t ah d ey; d ih dx ey
-   248.477000 122 yknow; y uw n ow; y ih x n ow
+   248.477000 122 yknow; y uw n ow; y ih nx ow
    248.523000 122 and; ae n d; en
    248.668000 122 she; sh iy; sh iy
    248.814000 122 got; g aa t; g aa dx
@@ -1314,7 +1314,7 @@ nfields 3
    495.550000 122 <SIL>; S; S
    495.628000 122 <CUTOFF-i=it's>; U; U
    495.781981 122 <SIL>; S; S
-   496.080000 122 its; ih t s; SIL ih s
+   496.080000 122 its; ih t s; ih s
    496.271906 122 the; dh iy; dh iy
    497.007000 122 absence; ae b s ah n s; ae b s ah n s
    497.269000 122 <SIL>; S; S
@@ -1348,7 +1348,7 @@ nfields 3
    508.821000 122 she; sh iy; sh iy
    509.082000 122 was; w ah z; w uh z
    509.277444 122 <SIL>; S; S
-   509.405000 122 she; sh iy; SIL sh iy
+   509.405000 122 she; sh iy; sh iy
    509.522000 122 went; w eh n t; w eh n
    509.595000 122 to; t uw; t
    509.872000 122 work; w er k; b w er k
diff --git a/s2402b.phones b/s2402b.phones
index bb96a00..e32774c 100644
--- a/s2402b.phones
+++ b/s2402b.phones
@@ -866,8 +866,7 @@ nfields 2
   116.501066  122 ih
   116.549280  122 d
   116.665706  122 uw
-  116.717231  122 dx
-  116.764635  122 iy
+  116.764635  122 UNKNOWN
   116.802500  122 y
   116.843294  122 ih; *
   116.878425  122 nx
@@ -2192,8 +2191,7 @@ nfields 2
   335.661239  122 SIL
   335.731349  122 ih
   335.758142  122 tq
-  335.828971  122 SIL
-  335.906846  122 ih
+  335.906846  122 UNKNOWN
   336.149458  122 SIL
   336.213622  122 y
   336.239385  122 ih
@@ -2429,7 +2427,7 @@ nfields 2
   360.245980  122 ih
   360.283078  122 nx
   360.357275  122 ow
-  360.467539  122 v
+  360.467539  122 UNKNOWN
   360.609749  122 aa
   360.667457  122 w
   360.709708  122 uw
@@ -2475,7 +2473,7 @@ nfields 2
   364.069145  122 ih
   364.115518  122 n
   364.315436  122 ow
-  364.461768  122 f
+  364.461768  122 UNKNOWN
   364.756689  122 SIL
   364.806687  122 s
   364.931675  122 ah
@@ -2719,7 +2717,7 @@ nfields 2
   395.883861  122 ih
   395.910654  122 nx
   396.092023  122 ah
-  396.175494  122 v
+  396.175494  122 UNKNOWN
   396.306375  122 s
   396.394989  122 ah
   396.477429  122 r; *
@@ -3179,7 +3177,7 @@ nfields 2
   455.563373  122 n
   455.614898  122 t
   455.651997  122 ih
-  455.689095  122 k
+  455.689095  122 UNKNOWN
   455.790085  122 s
   455.911685  122 aa
   455.963210  122 w
@@ -3649,18 +3647,7 @@ nfields 2
   519.340166  122 eh
   519.461500  122 r
   519.588518  122 b
-  521.350676  122 IVER
-  521.592845  122 em
-  521.698988  122 hh
-  521.761849  122 em
-  527.896713  122 IVER
-  528.039671  122 em
-  528.148904  122 hh
-  528.256077  122 em
   530.335632  122 IVER
-  530.513910  122 em; *
-  530.604594  122 hh
-  530.773598  122 em
   531.327698  122 SIL
   531.899807  122 VOCNOISE
   532.010201  122 ey
diff --git a/s2402b.words b/s2402b.words
index 48ba0f6..ee33d69 100644
--- a/s2402b.words
+++ b/s2402b.words
@@ -1075,8 +1075,8 @@ nfields 3
    388.573000 122 with; w ih th; w ah th
    388.600000 122 a; ey; ah
    388.840000 122 few; f y uw; f y uw
-   388.867000 122 of; ah v;
-   388.993000 122 them; dh eh m; ah b em
+   388.939563 122 of; ah v; ah
+   388.993000 122 them; dh eh m; b em
    389.030000 122 and; ae n d; en
    389.113000 122 then; dh eh n; eh n
    389.341000 122 seen; s iy n; s iy
@@ -1466,11 +1466,7 @@ nfields 3
    519.127000 122 erasers; ih r ey s er z; ah r ey s ih z
    519.214000 122 at; ae t; ih dx
    519.589000 122 <CUTOFF-ever=everybody>; U; U
-   521.350360 122 <IVER>; S; S
-   527.897000 122 <IVER>; S; S
-   528.256000 122 <IVER-um-hum>; S; S
    530.336000 122 <IVER>; S; S
-   530.774000 122 <SIL>; S; S
    531.327698 122 <SIL>; S; S
    531.900000 122 <VOCNOISE>; U; U
    532.113000 122 yeah; y ae; ey eh
diff --git a/s2403a.phones b/s2403a.phones
index 64fb935..7321cd1 100644
--- a/s2403a.phones
+++ b/s2403a.phones
@@ -698,7 +698,7 @@ nfields 2
   138.615601  122 ih
   138.694950  122 ah
   138.832007  122 aa
-  138.948454  122 d
+  138.948454  122 UNKNOWN
   139.294625  122 ah
   140.869765  122 SIL
   140.992750  122 eh
@@ -1710,7 +1710,7 @@ nfields 2
   279.785799  122 ah
   279.864669  122 dh
   279.934005  122 ih
-  280.035043  122 g
+  280.035043  122 UNKNOWN
   280.119480  122 d
   280.393750  122 ah
   281.500792  122 SIL
diff --git a/s2403a.words b/s2403a.words
index b09c61d..58de475 100644
--- a/s2403a.words
+++ b/s2403a.words
@@ -1463,7 +1463,7 @@ nfields 3
    570.691000 122 yknow; y uw n ow; y ih nx ah
    571.215000 122 athens; ae th eh n z; ae th ah n z
    571.265000 122 and; ae n d; en
-   571.728000 122 everything; eh v r iy th ih ng; eh r iyih th eh ng
+   571.728000 122 everything; eh v r iy th ih ng; eh r ih th eh ng
    572.027000 122 uh; ah; ah
    572.775353 122 <VOCNOISE>; U; U
    573.868000 122 <SIL>; S; S
diff --git a/s2403b.phones b/s2403b.phones
index e9608bd..74f9fca 100644
--- a/s2403b.phones
+++ b/s2403b.phones
@@ -1319,7 +1319,7 @@ nfields 2
   199.618558  122 b
   199.672144  122 f
   199.911222  122 er
-  200.023547  122 b
+  200.023547  122 UNKNOWN
   200.138964  122 SIL
   200.273956  122 s
   200.409983  122 ey
@@ -2704,7 +2704,7 @@ nfields 2
   378.816827  122 d
   378.944610  122 t
   379.011593  122 w
-  379.075484  122 an
+  379.075484  122 ahn
   379.102278  122 nx
   379.275403  122 iy
   379.333111  122 y
@@ -3323,7 +3323,7 @@ nfields 2
   480.202812  122 ay
   480.244334  122 nx
   480.348410  122 iy
-  480.444247  122 h
+  480.444247  122 hh
   480.592812  122 er
   480.657562  122 l
   480.700844  122 iy
diff --git a/s2403b.words b/s2403b.words
index 91bc301..b585b85 100644
--- a/s2403b.words
+++ b/s2403b.words
@@ -1058,7 +1058,7 @@ nfields 3
    378.377000 122 there; dh eh r; eh r
    378.627000 122 still; s t ih l; s t ih l
    378.817000 122 had; hh ae d; hh ah d
-   379.275000 122 twenty; t w eh n t iy; t w an nx iy
+   379.275000 122 twenty; t w eh n t iy; t w ahn nx iy
    379.717000 122 yknow; y uw n ow; y ih nx ow
    380.878000 122 <SIL>; S; S
    381.247000 122 started; s t aa r t ah d; s t ah r d
@@ -1311,7 +1311,7 @@ nfields 3
    479.710000 122 <SIL>; S; S
    479.842959 122 in; ih n; eh n
    479.920000 122 the; dh iy; n ah
-   480.444000 122 nineties; n ay n t iy z; n ay nx iy h
+   480.444000 122 nineties; n ay n t iy z; n ay nx iy hh
    480.701000 122 early; er l iy; er l iy
    481.121000 122 nineties; n ay n t iy z; n ay n iy z
    481.340000 122 but; b ah t; b ah t
@@ -1463,7 +1463,7 @@ nfields 3
    531.868000 122 <SIL>; S; S
    532.250000 122 um-hum; em hh em; em hh em
    539.920000 122 <IVER>; S; S
-   540.046000 122 um-hum; em hh em; em em
+   540.046000 122 um-hum; em hh em; em
    541.113000 122 <SIL>; S; S
    541.544000 122 um-hum; em hh em; em hh em
    549.642908 122 <SIL>; S; S
@@ -1493,7 +1493,3 @@ nfields 3
    560.623948 122 <SIL>; S; S
    560.812000 122 <LAUGH>; U; U
    560.812231 122 {E_TRANS}; E; E
-   570.202000 122 <SIL>; S; S
-   571.038000 122 <LAUGH>; U; U
-   572.442000 122 <SIL>; S; S
-   572.844000 122 <LAUGH>; U; U
diff --git a/s2501a.phones b/s2501a.phones
index 33480b4..81aa36f 100644
--- a/s2501a.phones
+++ b/s2501a.phones
@@ -8,93 +8,8 @@ separator ;
 nfields 2
 #
     0.018232  122 {B_TRANS}
-    0.182315  122 f
-    0.557898  122 ao
-    0.637551  122 r
-    0.749064  122 f
-    0.893766  122 ay
-    0.944213  122 v
     2.192132  122 IVER
-    2.354093  122 s
-    2.413168  122 ih
-    2.506760  122 k
-    2.573809  122 s
-    2.641312  122 s
-    2.750373  122 eh
-    2.788871  122 v; *
-    2.876489  122 eh
-    2.951495  122 n
-    3.076080  122 SIL
-    3.259495  122 ey
-    3.346449  122 t
-    3.434731  122 SIL
-    3.493142  122 n
-    3.770610  122 ay
-    3.846062  122 n
-    3.973060  122 t
-    4.148960  122 eh
-    4.298319  122 n
-    4.381954  122 SIL
-    4.458951  122 ah; *
-    4.540595  122 l
-    4.623567  122 eh
-    4.662076  122 v; *
-    4.749030  122 ih
-    4.876062  122 n
-    4.960773  122 t
-    5.026062  122 w
-    5.122069  122 eh
-    5.206368  122 l
-    5.242884  122 v
-    5.632413  122 SIL
-    5.693592  122 th
-    5.785193  122 er; *
-    5.951799  122 t
-    6.066641  122 iy
-    6.156250  122 n
-    6.228601  122 f
-    6.311572  122 ao
-    6.357625  122 r; *
-    6.487625  122 t
-    6.614926  122 iy
-    6.747625  122 n
-    6.827625  122 SIL
-    6.897625  122 f
-    6.967625  122 ih
-    7.055679  122 f; *
-    7.177149  122 t
-    7.273396  122 iy
-    7.437625  122 n
-    7.547625  122 s
-    7.597625  122 ih
-    7.684943  122 k
-    7.747625  122 s; *
-    7.830972  122 t
-    7.957764  122 iy
-    8.097625  122 n
-    8.187625  122 s
-    8.257125  122 eh
-    8.299606  122 v; *
-    8.368638  122 ah
-    8.399836  122 n; *
-    8.502720  122 t
-    8.648091  122 iy
-    8.725089  122 n
-    8.846570  122 SIL
-    8.964058  122 ey; *
-    9.118716  122 t
-    9.248152  122 iy
-    9.326487  122 n
-    9.382244  122 n
-    9.505042  122 ay
-    9.700854  122 t
-    9.807721  122 iy
-    9.968366  122 n
-   10.130327  122 t
-   10.155550  122 w
-   10.209315  122 ah; *
-   10.243168  122 n
-   10.359328  122 iy
+   10.359328  122 EXCLUDE
    12.648765  122 IVER
    12.796086  122 uw
    12.882377  122 ah
diff --git a/s2501a.words b/s2501a.words
index 4e7ceae..9b730df 100644
--- a/s2501a.words
+++ b/s2501a.words
@@ -8,11 +8,9 @@ separator ;
 nfields 2
 #
    0.018232 122 {B_TRANS}; B; B
-   0.638104 122 four; f ow r; f ao r
-   0.944213 122 five; f ay v; f ay v
    2.192132 122 <IVER>; S; S
-   10.355514 122 <EXCLUDE-four_five_six_seven_eight_nine_ten_eleven_tweleve_thirteen_fourteen_fifteen_sixteen_seventeen_eighteen_nineteen_twenty>; U; U
-   12.648763 122 <IVER-good>; S; S
+   10.355514 122 <EXCLUDE>; U; U
+   12.648763 122 <IVER>; S; S
    12.796086 122 ew; uw; uw
    12.906351 122 and; ae n d; ah nx
    13.042346 122 i; ay; ay
diff --git a/s2501b.words b/s2501b.words
index 841b953..3e14dd1 100644
--- a/s2501b.words
+++ b/s2501b.words
@@ -593,7 +593,7 @@ nfields 2
    247.870957 122 never; n eh v er; n eh v er
    248.378327 122 missed; m ih s t; m ih s t
    248.459935 122 <SIL>; S; S
-   248.982484 122 um; ah m; SIL ah m
+   248.982484 122 um; ah m; ah m
    249.245189 122 <SIL>; S; S
    249.625581 122 yknow; y uw n ow; y ih n ow
    250.067440 122 <VOCNOISE>; U; U
diff --git a/s2503b.words b/s2503b.words
index e2e5ea0..1d433f0 100644
--- a/s2503b.words
+++ b/s2503b.words
@@ -1243,7 +1243,7 @@ nfields 1
    363.668169 122 just; jh ah s t; jh ih s t
    363.811907 122 in; ih n; ih n
    364.019796 122 their; dh eh r; dh eh r
-   364.582814 122 corporate; k ow r p ah r ah t; VOCNOISE k ao r p r ah dx
+   364.582814 122 corporate; k ow r p ah r ah t; k ao r p r ah dx
    365.247937 122 offices; aa f ih s ah z; ao f ah s ah z
    365.497937 122 <SIL>; S; S
    365.580310 122 and; ae n d; eh n
@@ -1530,7 +1530,7 @@ nfields 1
    465.935356 122 of; ah v; ah v
    466.425375 122 needs; n iy d z; n iy d s
    467.337537 122 <SIL>; S; S
-   467.834993 122 <ERROR-Masler=Maslow>; U; U
+   467.834993 122 Maslow; U; U
    467.959750 122 <VOCNOISE>; U; U
    468.469750 122 Maslow; m ae s l ow; m ae z l ow
    469.040109 122 <VOCNOISE>; U; U
diff --git a/s2601a.words b/s2601a.words
index e654c96..ef245fe 100644
--- a/s2601a.words
+++ b/s2601a.words
@@ -527,8 +527,8 @@ nfields 1
    340.185104 122 <VOCNOISE>; U; U
    340.317072 122 and; ae n d; eh n
    340.540250 122 going; g ow ih ng; g ow ih ng
-   340.580250 122 to; t uw;
-   341.080250 122 work; w er k; t w er k
+   340.580250 122 to; t uw; t
+   341.080250 122 work; w er k; w er k
    341.298316 122 and; ae n d; eh n
    342.003550 122 <SIL>; S; S
    342.090250 122 i; ay; eh
diff --git a/s2601b.words b/s2601b.words
index fc34537..1b70772 100644
--- a/s2601b.words
+++ b/s2601b.words
@@ -102,7 +102,6 @@ nfields 1
    48.742713 122 i; ay; ay
    48.947250 122 think; th ih ng k; th ih ng k
    49.166354 122 that's; dh ae t s; ah t s
-   49.197836 122 a; ey;
    49.487250 122 little; l ih t el; l ih d el
    49.833285 122 harder; hh aa r d er; hh aa r dx er
    50.083845 122 because; b ih k ah z; k ah z
@@ -187,7 +186,6 @@ nfields 1
    107.023792 122 i'm; ay m; ay m
    107.410027 122 working; w er k ih ng; w er k ih ng
    107.606109 122 for; f ow r; f er
-   107.641130 122 a; ey;
    108.162718 122 research; r ih s er ch; r iy s er ch
    108.571335 122 firm; f er m; f er m
    109.250135 122 <VOCNOISE>; U; U
diff --git a/s2602a.phones b/s2602a.phones
index 579f6fd..676b5ac 100644
--- a/s2602a.phones
+++ b/s2602a.phones
@@ -291,11 +291,9 @@ nfields 2
   107.956125  122 l
   108.177988  122 iy
   108.876267  122 VOCNOISE
-  110.345458  122 IVER
-  114.023091  122 LAUGH
+  114.023091  122 IVER
   114.102038  122 y
-  114.188856  122 ae
-  114.562725  122 aa
+  114.562725  122 ae
   119.993707  122 IVER
   120.385816  122 VOCNOISE
   121.483630  122 SIL
@@ -1933,7 +1931,7 @@ nfields 2
   398.807312  122 n ; *
   398.887312  122 t
   399.107312  122 el
-  399.134289  122 h
+  399.134289  122 hh
   399.207312  122 iy
   399.248749  122 hh
   399.345076  122 er
@@ -2055,7 +2053,8 @@ nfields 2
   409.227726  122 r
   409.287312  122 dh
   409.548440  122 eh
-  409.784161  122 n
+  409.717517  122 n
+  409.993077  122 SIL
   410.021018  122 dh
   410.042550  122 ah
   410.192141  122 p
@@ -2274,7 +2273,7 @@ nfields 2
   452.859125  122 ay
   453.009566  122 k
   453.097961  122 er
-  453.150091  122 h
+  453.150091  122 hh
   453.229125  122 r
   453.317814  122 ih
   453.393743  122 r
@@ -2753,7 +2752,6 @@ nfields 2
   516.484187  122 ah
   516.518136  122 t
   516.598598  122 s
-  516.637129  122 h
   516.682460  122 w
   516.760655  122 ay
   516.839983  122 ah
@@ -2781,7 +2779,7 @@ nfields 2
   522.258160  122 VOCNOISE
   524.880878  122 IVER
   524.975755  122 em
-  525.023352  122 h
+  525.023352  122 hh
   525.218274  122 m
   532.842750  122 IVER
   532.921097  122 eh
@@ -2926,7 +2924,6 @@ nfields 2
   568.327938  122 ih
   568.401600  122 z
   568.488861  122 s
-  568.546658  122 h
   568.591988  122 w
   568.653194  122 ah
   568.701924  122 n
diff --git a/s2602a.words b/s2602a.words
index 9f98e54..08c5d63 100644
--- a/s2602a.words
+++ b/s2602a.words
@@ -116,8 +116,7 @@ nfields 1
    107.706125 122 <SIL>; S; S
    108.177988 122 really; r iy l iy; r ih l iy
    108.876267 122 <VOCNOISE>; U; U
-   110.345458 122 <IVER>; S; S
-   114.023091 122 <LAUGH>; U; U
+   114.023091 122 <IVER>; U; U
    114.562725 122 yeah; y ae; y ae aa
    119.993707 122 <IVER>; S; S
    120.385816 122 <VOCNOISE>; U; U
@@ -337,7 +336,7 @@ nfields 1
    238.437856 122 <VOCNOISE>; U; U
    238.953038 122 oh; ow; ow
    239.239189 122 yeah; y ae; y ae
-   241.575433 122 <LAUGH>; U; U
+   241.575433 122 <SIL>; U; U
    241.742590 122 oh; ow; ow
    242.084838 122 yeah; y ae; y ae
    242.570445 122 <SIL>; S; S
@@ -743,7 +742,7 @@ nfields 1
    398.328531 122 it; ih t; ih
    398.667312 122 was; w ah z; w ah z
    399.107312 122 until; ah n t ih l; ah n t el
-   399.207312 122 he; hh iy; h iy
+   399.207312 122 he; hh iy; hh iy
    399.406273 122 heard; hh er d; hh er d
    399.537312 122 some; s ah m; s ah m
    399.711121 122 other; ah dh er; ah dh ah r
@@ -783,7 +782,8 @@ nfields 1
    408.267312 122 on; aa n; ah n
    408.833342 122 him; hh ih m; hh ih m
    409.217312 122 rather; r ae dh er; r ae dh eh r
-   409.784161 122 than; dh ae n; dh eh n
+   409.717517 122 than; dh ae n; dh eh n
+   409.993077 122 <IVER>; S; S
    410.042550 122 the; dh iy; dh ah
    410.477723 122 peer's; p iy r z; p iy r s
    410.949166 122 influence; ih n f l uw ah n s; ih n f l ah n s
@@ -881,7 +881,7 @@ nfields 1
    452.475792 122 i; ay; ay
    452.702444 122 put; p uh t; p uh tq
    452.859125 122 my; m ay; m ay
-   453.393743 122 career; k ah r ih r; k er h r ih r
+   453.393743 122 career; k ah r ih r; k er hh r ih r
    453.460605 122 or; ow r; er
    453.901451 122 whatever; w ah t eh v er; w eh dx eh v er
    454.063508 122 on; aa n; aa n
@@ -1077,7 +1077,7 @@ nfields 1
    516.018103 122 <SIL>; S; S
    516.377612 122 <LAUGH>; U; U
    516.598598 122 that's; dh ae t s; dh ah t s
-   516.760655 122 why; w ay; h w ay
+   516.760655 122 why; w ay; w ay
    516.878514 122 i've; ay v; ah v
    516.995240 122 got; g aa t; k aa dx
    517.014187 122 a; ey; ah
@@ -1091,7 +1091,7 @@ nfields 1
    521.299414 122 <IVER>; S; S
    522.258160 122 <VOCNOISE>; U; U
    524.880878 122 <IVER>; S; S
-   525.218274 122 um-hum; em hh em; em h m
+   525.218274 122 um-hum; em hh em; em hh m
    532.842750 122 <IVER>; S; S
    533.469596 122 exactly; eh g z ae k t l iy; eh s ae k l iy
    533.941041 122 <IVER>; S; S
@@ -1149,6 +1149,6 @@ nfields 1
    568.049155 122 well; w eh l; uw
    568.172681 122 we; w iy; w iy
    568.488861 122 just; jh ah s t; ch ih z s
-   568.701924 122 want; w aa n t; h w ah n
+   568.701924 122 want; w aa n t; w ah n
    568.817517 122 our; aw er; aa r
    568.830000 122 {E_TRANS}; E; E
diff --git a/s2602b.words b/s2602b.words
index 004344d..da352a2 100644
--- a/s2602b.words
+++ b/s2602b.words
@@ -803,7 +803,7 @@ nfields 2
    345.026775 122 the; dh iy; n eh
    346.006476 122 <LAUGH-house>; U; U
    348.182146 122 <LAUGH>; U; U
-   363.525560 122 <IVER-so_why_you_the_way_my_husband_was_raised_ok_now_he's_not_still_like_this_but_the_way_he_was_raised_was_to_never_make_his_own_bed_to_never_cope_to_do_his_own_laundry_and_even_when_we_were_and_he_is_even_very_independent>; U; U
+   363.525560 122 <IVER>; U; U
    363.688143 122 his; hh ih z; hh ih z
    363.951534 122 mom; m aa m; m aa m
    364.115617 122 was; w ah z; w ah z
@@ -811,11 +811,11 @@ nfields 2
    364.872886 122 cleaver; k l iy v er; k l iy v er
    365.804916 122 <IVER>; S; S
    366.784348 122 <LAUGH>; U; U
-   389.931308 122 <IVER-she's_she's_not_a_bad_person_she's_like_I_like_her_but_her_idea_was_that_she_was_a_stay_at_home_mom_and_her_idea_was_that_she_was_there_to_serve_her_children_and_so_um_once_he_went_to_college_he_learned_to_do_his_own_laundry_and_cook_his_own_meals_and_the_way_it_is_now_around_our_house_it's_fifty_fifty>; U; U
+   389.931308 122 <IVER>; U; U
    390.313286 122 um-hum; em hh em; ah m hh ah m
    394.735623 122 <IVER-you_know_if_he_doesn't_cook_half_the_time_we_don't_eat_half_the_time>; U; U
    395.340656 122 <LAUGH>; U; U
-   404.017892 122 <IVER-like_that's_the_way_it_goes_and_he_just_learned_how_to_do_it_not_an_issue_and_she's_just_so_surprised_like_where_did_he_learn_how_to_do_this_they_never_did_this_as_kids>; U; U
+   404.017892 122 <IVER>; U; U
    404.520980 122 hum; hh ah m; hh ah m
    407.270578 122 <IVER>; S; S
    408.432720 122 <LAUGH>; U; U
@@ -840,27 +840,27 @@ nfields 2
    425.509138 122 that's; dh ae t s; th ae t s
    425.927882 122 good; g uh d; g uh d
    427.056933 122 <LAUGH>; U; U
-   430.686384 122 <IVER-I'd_say_he's_probably_the_exception_cause_alot_of_people_don't_know_how_to_take_care_of_themselves>; U; U
+   430.686384 122 <IVER>; U; U
    431.006891 122 right; r ay t; r ay tq
-   434.226747 122 <IVER-and_we're_really_dependent_on_others>; U; U
+   434.226747 122 <IVER>; U; U
    434.658022 122 yeah; y ae; y ae
-   439.208616 122 <IVER-and_then_like_my_father_in-law_if_something_happened_to_my_mother_in-law_like>; U; U
+   439.208616 122 <IVER>; U; U
    439.338960 122 he'd; hh iy d; hh ih d
    439.449444 122 be; b iy; b iy
    440.019505 122 lost; l aa s t; l ao s t
-   442.360247 122 <IVER-I'd_have_to_hire_a_maid_because_he_doesn't>; U; U
+   442.360247 122 <IVER>; U; U
    442.463582 122 <VOCNOISE>; U; U
-   447.363711 122 <IVER-know_how_to_do_his_own_laundry>; U; U
+   447.363711 122 <IVER>; U; U
    448.232323 122 um-hum; em hh em; em hh ah m hh ah m
    450.071379 122 <IVER>; S; S
    452.042155 122 <LAUGH>; U; U
-   461.177825 122 <IVER-what_do_you_as_you_children_get_older_like_lets_say_uh_at_around_the_age_of_ten_what_kind_of_skills_do_you_want_them_to_have_around_that_age>; U; U
+   461.177825 122 <IVER>; U; U
    461.310482 122 at; ae t; ah tq
    461.402765 122 the; dh iy; d ih
    461.566183 122 age; ey jh; ey jh
    461.620401 122 of; ah v; ih
    462.169027 122 ten; t eh n; t eh n
-   470.196601 122 <IVER-like_not_really_dependent_older_kids_but_like_bigger_kids>; U; U
+   470.196601 122 <IVER>; U; U
    470.274774 122 <VOCNOISE>; U; U
    470.379313 122 i; ay; ay
    470.754145 122 shouldn't; sh uh d en t; sh uh en ah
@@ -933,13 +933,13 @@ nfields 2
    491.098782 122 around; ah r aw n d; ah r aw n
    491.206446 122 the; dh iy; dh ah
    491.895148 122 house; hh aw s; hh aw s
-   497.094861 122 <IVER-so_if_you_you_were_in_charge_of_a_highschool>; U; U
+   497.094861 122 <IVER>; U; U
    497.645978 122 <VOCNOISE>; U; U
-   498.450502 122 <IVER-you_could_just_like>; U; U
+   498.450502 122 <IVER>; U; U
    498.601482 122 no; n ow; n ow
    499.046107 122 thanks; th ae ng k s; th ae ng k s
    500.392616 122 <LAUGH>; U; U
-   511.693541 122 <VOCNOISE-you_decide_what_classes_were_gonna_be_taught_and_you_could_just_start_from_the_ground_up_like_you_don't_even_have_a_requirement_you_don't_even_have_to_teach_english_classes_if_you_don't_want_to_or_you_dont_have_to_teach_math_class>; U; U
+   511.693541 122 <IVER>; U; U
    512.080194 122 um-hum; em hh em; ah m hh ah m
    522.900947 122 <IVER>; S; S
    522.985485 122 <VOCNOISE>; U; U
@@ -967,10 +967,10 @@ nfields 2
    529.065563 122 i; ay; ay
    529.332929 122 really; r iy l iy; r ih l iy
    529.794349 122 would; w uh d; w uh d
-   532.793711 122 <IVER-could_be_like_you_mentioned_before_like_financial>; U; U
+   532.793711 122 <IVER>; U; U
    533.151156 122 <VOCNOISE>; U; U
    533.345874 122 i'd; ay d; ay d
-   534.067720 122 <IVER-little_finance>; U; U
+   534.067720 122 <IVER>; U; U
    534.433511 122 yeah; y ae; y ae
    534.578595 122 i; ay; ay
    534.869269 122 would; w uh d; w uh d
diff --git a/s2603a.phones b/s2603a.phones
index a5603f6..f5da022 100644
--- a/s2603a.phones
+++ b/s2603a.phones
@@ -1103,7 +1103,6 @@ nfields 2
   248.964375  122 LAUGH
   249.082879  122 hh
   249.316469  122 iy
-  249.374582  122 s
   249.415603  122 s
   249.491947  122 t
   249.611594  122 ih
diff --git a/s2603a.words b/s2603a.words
index de23193..09e2192 100644
--- a/s2603a.words
+++ b/s2603a.words
@@ -410,11 +410,11 @@ nfields 1
    244.466807 122 chauvinist; sh ow v iy n ih s t; sh ow v ah nx ah s
    245.016033 122 pig; p ih g; p ih g
    245.254844 122 <VOCNOISE>; U; U
-   245.457336 122 <LAUGH-but>; U; U
-   245.684969 122 <LAUGH-does>; U; U
+   245.457336 122 but; U; U
+   245.684969 122 does; U; U
    248.966654 122 <LAUGH>; U; U
-   249.374582 122 <LAUGH-he>; U; U
-   249.709374 122 <LAUGH-still>; U; U
+   249.316469 122 he; U; U
+   249.710508 122 still; U; U
    250.164233 122 is; ih z; ih s
    250.602385 122 <VOCNOISE>; U; U
    251.329364 122 <LAUGH>; U; U
diff --git a/s2603b.words b/s2603b.words
index c89fddc..dd2c56c 100644
--- a/s2603b.words
+++ b/s2603b.words
@@ -768,7 +768,5 @@ nfields 2
    414.376159 122 <IVER>; S; S
    414.682197 122 <VOCNOISE>; U; U
    420.447909 122 <IVER>; S; S
-   420.708888 122 okay; ow k ey; ah k ey {E_TRANS}
+   420.708888 122 okay; ow k ey; ah k ey
    420.710014 122 {E_TRANS}; E; E
-   421.672427 122 <NOISE>; U; U
-   423.962740 122 <SIL>; S; S
diff --git a/s2701a.words b/s2701a.words
index 65970d4..6589020 100644
--- a/s2701a.words
+++ b/s2701a.words
@@ -477,7 +477,6 @@ nfields 1
    233.401051 122 in; ih n; en
    233.561636 122 new; n uw; n iy
    233.876384 122 york; y ow r k; y ao r k
-   234.109233 122 <IVER>; S; S
    234.212008 122 <SIL>; S; S
    234.626320 122 yes; y eh s; y eh s
    235.166846 122 <IVER>; S; S
@@ -937,7 +936,7 @@ nfields 1
    477.243618 122 and; ae n d; eh n d
    477.547567 122 uh; ah; ah
    478.080778 122 <SIL>; S; S
-   478.178042 122 a; ey; SIL ah
+   478.178042 122 a; ey; ah
    479.235783 122 disease; d ih z iy z; d ih z iy s
    479.501227 122 <SIL>; S; S
    479.612678 122 that; dh ae t; dh eh dx
diff --git a/s2701b.phones b/s2701b.phones
index 946aae1..b03e88f 100644
--- a/s2701b.phones
+++ b/s2701b.phones
@@ -1340,8 +1340,7 @@ nfields 2
   205.442688  122 n
   205.655426  122 ao
   205.730316  122 l
-  205.790675  122 aa
-  205.904687  122 r
+  205.904687  122 UNKNOWN
   206.232687  122 SIL
   206.317926  122 ao
   206.352688  122 l
diff --git a/s2702a.words b/s2702a.words
index 3c0253c..9ab3e29 100644
--- a/s2702a.words
+++ b/s2702a.words
@@ -1093,7 +1093,7 @@ nfields 3
    436.359815 122 a; ey; ah
    436.894347 122 story; s t ow r iy; s t ao r iy
    437.187983 122 about; ah b aw t; ih b aw tq
-   437.503835 122 <CUTOFF=col_columbus>; U; U
+   437.503835 122 <CUTOFF-col_columbus>; U; U
    438.095747 122 christopher; k r ih s t ow f er; k r ih s t er f er
    438.925470 122 columbus; k ow l ah m b ah s; k ah l ah m b ah s
    439.242367 122 um; ah m; ah m
@@ -1168,7 +1168,7 @@ nfields 3
    475.695238 122 <SIL>; S; S
    476.797000 122 expectation; eh k s p eh k t ey sh ah n; eh k s p eh t ey sh ah n
    477.046099 122 <HES-word>; U; U
-   477.058565 122 i; ay;
+   477.058565 122 i; ay; ay
    477.423480 122 i; ay; ay
    477.730028 122 still; s t ih l; s t ih l
    477.924386 122 say; s ey; s ey
diff --git a/s2702b.phones b/s2702b.phones
index c3a0fcc..a64ed92 100644
--- a/s2702b.phones
+++ b/s2702b.phones
@@ -547,8 +547,7 @@ nfields 2
    78.491037  122 hh
    78.658517  122 iy
    78.816666  122 IVER
-   78.944703  122 ow
-   78.995110  122 iy
+   78.995110  122 UNKNOWN
    79.097380  122 dh
    79.215536  122 ae
    79.264520  122 t
diff --git a/s2702b.words b/s2702b.words
index 084eb4a..6009a40 100644
--- a/s2702b.words
+++ b/s2702b.words
@@ -1430,18 +1430,3 @@ nfields 1
    564.096822 122 comes; k ah m z; k ah m z
    564.354375 122 to; t uw; t ah
    564.590104 122 {E_TRANS}; E; E
-   564.913937 122 <SIL>; S; S
-   565.214589 122 yknow; y uw n ow; y ah nx ow
-   565.477204 122 hooking; hh uh k ih ng; hh uh k ih ng
-   565.633937 122 up; ah p; ah p
-   565.798750 122 real; r ih l; r ih l
-   565.923937 122 <SIL>; S; S
-   566.157518 122 tight; t ay t; t ay t
-   566.274350 122 with; w ih th; w ih th
-   566.693937 122 guys; g ay z; g ay z
-   566.813937 122 but; b ah t; b ah t
-   566.953937 122 he; hh iy; hh iy
-   567.153937 122 really; r iy l iy; r ih l iy
-   567.476791 122 likes; l ay k s; l ay k s
-   567.623937 122 these; dh iy z; dh iy z
-   568.223275 122 guys; g ay z; g ay z
diff --git a/s2703a.words b/s2703a.words
index 055c757..59deb41 100644
--- a/s2703a.words
+++ b/s2703a.words
@@ -31,7 +31,6 @@ nfields 1
    12.681909 122 well; w eh l; w eh l
    12.837182 122 <SIL>; S; S
    13.279188 122 um; ah m; ah m
-   13.577690 122 f; eh f;
    14.219196 122 <SIL>; S; S
    14.269158 122 <NOISE>; U; U
    14.499750 122 <SIL>; S; S
@@ -300,7 +299,6 @@ nfields 1
    114.437180 122 to; t uw; d uh
    114.786766 122 deal; d iy l; d iy l
    115.095018 122 with; w ih th; w ah th
-   115.423669 122 <IVER>; S; S
    115.887303 122 <SIL>; S; S
    115.926967 122 <VOCNOISE>; U; U
    116.067625 122 they; dh ey; dh ey
diff --git a/s2703b.words b/s2703b.words
index 5351b07..9cb0caa 100644
--- a/s2703b.words
+++ b/s2703b.words
@@ -680,8 +680,8 @@ nfields 1
    278.977932 122 <SIL>; S; S
    279.304482 122 lot; l aa t; l aa dx
    279.472250 122 those; dh ow z; dh ow z
-   279.487505 122 i; ay;
-   279.658971 122 don't; d ow n t; ah dx ow nx
+   279.487505 122 i; ay; ah
+   279.658971 122 don't; d ow n t; dx ow nx
    279.838144 122 even; iy v ah n; iy v eh n
    280.012251 122 go; g ow; g ow
    280.342250 122 to; t uw; t uw
@@ -908,7 +908,7 @@ nfields 1
    371.187412 122 know; n ow; n ow
    371.216076 122 that; dh ae t; dx
    371.359396 122 he; hh iy; iy
-   371.806875 122 <SIL>; S; S
+   371.764936 122 parks; p aa r k s; p aa r k s
    372.052637 122 clear; k l ih r; k l iy r
    372.242668 122 out; aw t; aw dx
    372.556875 122 over; ow v er; ow v er
diff --git a/s2801a.phones b/s2801a.phones
index 4946453..d4f1318 100644
--- a/s2801a.phones
+++ b/s2801a.phones
@@ -2858,7 +2858,6 @@ nfields 2
   352.803438  122 ah
   352.983438  122 d
   353.013438  122 ow
-  353.103262  122 n
   353.194001  122 n
   353.438133  122 ow
   353.543438  122 SIL
@@ -3891,8 +3890,8 @@ nfields 2
   523.111812  122 SIL
   523.191812  122 ah
   523.481812  122 m
-  523.761812  122 y
-  523.801812  122 ah
+  523.5789  122 y
+  523.6169  122 ah
   524.111812  122 SIL
   524.301812  122 en
   525.181812  122 SIL
diff --git a/s2801a.words b/s2801a.words
index 8717420..2876e93 100644
--- a/s2801a.words
+++ b/s2801a.words
@@ -1134,8 +1134,7 @@ nfields 1
    352.163438 122 um; ah m; ah m
    352.773438 122 <SIL>; S; S
    352.803438 122 i; ay; ah
-   353.103262 122 don't; d ow n t; d ow n
-   353.438133 122 know; n ow; n ow
+   353.438133 122 dunno; n ow; n ow
    353.543438 122 <SIL>; S; S
    354.243438 122 um; ah m; ah m
    365.828933 122 <IVER>; S; S
@@ -1280,8 +1279,7 @@ nfields 1
    430.596375 122 <SIL>; S; S
    430.826375 122 really; r iy l iy; r iy ah l iy
    431.847408 122 <IVER>; U; U
-   421.986875 122 <SIL>; S; S
-   432.406620 122 guitar; g ih t aa r; SIL g ih t aa r
+   432.406620 122 guitar; g ih t aa r; g ih t aa r
    432.518462 122 <SIL>; S; S
    433.057935 122 bass; b ey s; b ae s
    434.406618 122 <SIL>; S; S
@@ -1322,7 +1320,7 @@ nfields 1
    446.610564 122 like; l ay k; l ay k
    446.954500 122 dead; d eh d; d eh d
    447.557932 122 <VOCNOISE>; U; U
-   447.756126 122 kind; k ay n d; k ay n d ah
+   447.725313 122 kind; k ay n d; k ay n d ah
    447.756126 122 of; ah v; l
    448.032442 122 like; l ay k; ay k
    448.354810 122 reggae; r eh g ey; r eh g ey
@@ -1535,7 +1533,7 @@ nfields 1
    522.691812 122 and; ae n d; ih n
    523.111812 122 <SIL>; S; S
    523.481812 122 um; ah m; ah m
-   523.801812 122 you; y uw; y ah
+   523.6169 122 you; y uw; y ah
    524.111812 122 <SIL>; S; S
    524.301812 122 and; ae n d; en
    525.181812 122 <SIL>; S; S
diff --git a/s2801b.phones b/s2801b.phones
index 160125b..49bc492 100644
--- a/s2801b.phones
+++ b/s2801b.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    0.643537  122 VOCNOISE
     0.643537  122 {B_TRANS}
     1.053313  122 ah
     1.120284  122 l
@@ -785,7 +784,7 @@ nfields 2
    88.419125  122 l
    88.519125  122 ay
    88.599125  122 k
-   88.918199  122 ih
+   88.918199  122 IVER
    88.984438  122 s
    89.018977  122 l
    89.068041  122 ay
@@ -811,7 +810,7 @@ nfields 2
   103.117561  122 IVER
   103.355500  122 y
   103.538878  122 ey
-  107.105289  122 IVER y
+  107.105289  122 IVER
   107.337615  122 y
   107.584667  122 ae
   110.819028  122 IVER
@@ -1673,7 +1672,7 @@ nfields 2
   266.650862  122 VOCNOISE
   266.824938  122 ah
   266.938148  122 m
-  268.591875  122 SIL
+  268.591875  122 IVER
   268.701875  122 ah
   268.731875  122 w
   268.771875  122 ah
diff --git a/s2801b.words b/s2801b.words
index beb6bd7..697ad86 100644
--- a/s2801b.words
+++ b/s2801b.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 1
 #
-   0.643537 122 <VOCNOISE>; U; U
    0.643537 122 {B_TRANS}; B; B
    1.053402 122 uh; ah; ah
    1.205896 122 like; l ay k; l ay k
@@ -624,7 +623,7 @@ nfields 1
    254.454435 122 didn't; d ih d en t; ih d ihn
    254.642375 122 wanna; w aa n ah; w aa n ah
    254.752487 122 i; ay; ah
-   254.850517 122 didn't; d ih d en t; ehn ehn
+   254.850517 122 didn't; d ih d en t; ehn
    255.047138 122 wanna; w aa n ah; w aa nx ah
    255.242375 122 go; g ow; g ow
    255.385419 122 with; w ih th; w ah th
diff --git a/s2802a.phones b/s2802a.phones
index 9a1c515..b73cc91 100644
--- a/s2802a.phones
+++ b/s2802a.phones
@@ -4906,9 +4906,6 @@ nfields 2
   528.123125  122 y
   528.163125  122 uw
   528.193125  122 eh
-  528.243125  122 n
-  528.273125  122 dh
-  528.303125  122 eh
   528.353125  122 n
   528.384438  122 ih
   528.414438  122 t
diff --git a/s2802a.words b/s2802a.words
index 9a76ae1..dea31fc 100644
--- a/s2802a.words
+++ b/s2802a.words
@@ -522,8 +522,7 @@ nfields 1
    158.303103 122 <LAUGH-yeah>; U; U
    159.668624 122 <IVER>; S; S
    159.807691 122 i; ay; ah
-   159.948361 122 don't; d ow n t; own
-   160.085287 122 know; n ow; ah
+   160.085287 122 dunno; n ow; ah
    161.758894 122 <IVER>; S; S
    161.915078 122 yeah; y ae; y ae
    162.057352 122 and; ae n d; eh n
@@ -829,7 +828,7 @@ nfields 1
    235.070787 122 <VOCNOISE>; U; U
    235.306500 122 and; ae n d; eh n
    235.706500 122 um; ah m; ah m
-   236.296500 122 <NOISE>; U; U
+   236.296500 122 <VOCNOISE>; U; U
    236.450750 122 just; jh ah s t; jh ih s t
    236.563072 122 how; hh aw; hh aw
    236.916500 122 to; t uw; t uw
@@ -1208,8 +1207,7 @@ nfields 1
    328.500495 122 like; l ay k; l ay k
    328.950408 122 <VOCNOISE>; U; U
    329.106798 122 i; ay; ah
-   329.196326 122 don't; d ow n t; own
-   329.362916 122 know; n ow; ah
+   329.362916 122 dunno; n ow; ah
    329.565250 122 <VOCNOISE>; U; U
    329.705250 122 this; dh ih s; dh ih s
    330.142609 122 microphone's; m ay k r ah f ow n z; m ay k r ah f ow n z
@@ -1909,8 +1907,7 @@ nfields 1
    527.880125 122 listen; l ih s ah n; l ih s ah n
    527.994990 122 to; t uw; t ah
    528.163125 122 you; y uw; y uw
-   528.243125 122 and; ae n d; eh n
-   528.353125 122 then; dh eh n; dh eh n
+   528.353125 122 and; ae n d; eh n
    528.444438 122 it's; ih t s; ih t s
    528.544438 122 like; l ay k; l ay k
    528.684438 122 this; dh ih s; dh ih s
@@ -1949,7 +1946,7 @@ nfields 1
    536.651139 122 like; l ay k; l ay k
    537.408928 122 <VOCNOISE>; U; U
    537.487938 122 <SIL>; S; S
-   537.777338 122 um; ah m; SIL ah m
+   537.777338 122 um; ah m; ah m
    538.016955 122 um; ah m; ah m
    538.212938 122 oh; ow; ow
    538.412938 122 it's; ih t s; ih t s
@@ -2086,7 +2083,7 @@ nfields 1
    578.024187 122 i'll; ay l; aa l
    578.107437 122 <SIL>; S; S
    578.363983 122 uh; ah; ah
-   579.085000 122 like; l ay k; VOCNOISE l ay k
+   579.085000 122 like; l ay k; l ay k
    579.115000 122 i; ay; ay
    579.345000 122 won't; w ow n t; w ow n t
    579.625000 122 listen; l ih s ah n; l ih s ah n
@@ -2101,7 +2098,7 @@ nfields 1
    580.921350 122 like; l ay k; l ay k
    581.154937 122 yep; y ih p; y eh p
    581.401124 122 <SIL>; S; S
-   581.557125 122 yep; y ih p; SIL y eh p
+   581.557125 122 yep; y ih p; y eh p
    581.941297 122 <SIL>; S; S
    582.096250 122 like; l ay k; l ay k
    582.256250 122 no; n ow; n ow
diff --git a/s2802b.phones b/s2802b.phones
index 0291852..6d88462 100644
--- a/s2802b.phones
+++ b/s2802b.phones
@@ -5314,8 +5314,7 @@ nfields 2
   562.096937  122 l
   562.316937  122 ey
   562.386937  122 z
-  562.567042  122 en
-  562.677983  122 z
+  562.677983  122 UNKNOWN
   562.746937  122 l
   562.826937  122 ay
   562.856937  122 k
diff --git a/s2802b.words b/s2802b.words
index 02c500d..b641550 100644
--- a/s2802b.words
+++ b/s2802b.words
@@ -697,9 +697,9 @@ nfields 1
    161.373043 122 <VOCNOISE>; U; U
    161.552375 122 how; hh aw; hh aw
    161.672375 122 they; dh ey; dh ey
-   162.012867 122 it; ih t; d ih z ay n
-   162.060250 122 designed; d ih z ay n d; d d
-   162.338683 122 that; dh ae t; ih t dh ae tq
+   162.060250 122 designed; d ih z ay n d; d ih z ay n d
+   162.136988 122 it; ih t; ih t
+   162.340900 122 that; dh ae t; dh ae tq
    162.652679 122 way; w ey; w ey
    172.880376 122 <IVER>; S; S
    172.988375 122 <SIL>; S; S
diff --git a/s2803a.words b/s2803a.words
index f757305..1d86adf 100644
--- a/s2803a.words
+++ b/s2803a.words
@@ -421,7 +421,7 @@ nfields 1
    129.780368 122 <CUTOFF-ty=type>; U; U
    130.136215 122 type; t ay p; t ay p
    130.317250 122 where; w eh r; w eh r
-   130.603691 122 <NOISE>; U; U
+   130.603691 122 <VOCNOISE>; U; U
    130.729483 122 they; dh ey; dh ey
    130.942541 122 give; g ih v; g ih v
    131.175427 122 you; y uw; y uw
diff --git a/s2901b.words b/s2901b.words
index 47cf535..828a685 100644
--- a/s2901b.words
+++ b/s2901b.words
@@ -671,7 +671,7 @@ nfields 1
    201.198330 122 that; dh ae t; n ae
    201.420973 122 much; m ah ch; m ah ch
    201.726266 122 money; m ah n iy; m ah n iy
-   202.470643 122 most; m ow s t; VOCNOISE m ow s
+   202.470643 122 most; m ow s t; m ow s
    202.741843 122 people; p iy p el; f iy p el
    202.837923 122 would; w uh d; uh tq
    203.085879 122 move; m uw v; m uw v
diff --git a/s2902a.phones b/s2902a.phones
index c7d1faa..de80664 100644
--- a/s2902a.phones
+++ b/s2902a.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    0.955337  122 IVER
     0.955337  122 {B_TRANS}
     1.075487  122 ow; *
     1.177766  122 k
@@ -773,7 +772,7 @@ nfields 2
   112.176251  122 dh
   112.386476  122 ae
   112.487903  122 t
-  113.204697  122 SIL
+  113.204697  122 IVER
   113.264760  122 y
   113.299325  122 ih
   113.334688  122 nx
diff --git a/s2902a.words b/s2902a.words
index 7f0c2a7..e64d3a2 100644
--- a/s2902a.words
+++ b/s2902a.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 3
 #
-   0.955337 122 <IVER>; S; S
    0.955337 122 {B_TRANS}; B; B
    1.282210 122 okay; ow k ey; ow k ey
    1.407755 122 so; s ow; s ow
diff --git a/s2902b.words b/s2902b.words
index f34f625..b838c3d 100644
--- a/s2902b.words
+++ b/s2902b.words
@@ -975,7 +975,7 @@ nfields 1
    340.675680 122 <IVER>; S; S
    340.965734 122 course; k ow r s; k ao r s
    341.073162 122 i'm; ay m; ah m
-   341.182201 122 gonna; g ah n ah; ow ow
+   341.182201 122 gonna; g ah n ah; ow
    341.443786 122 get; g eh t; g ih t
    341.779498 122 stopped; s t aa p t; s t aa p
    341.900353 122 for; f ow r; f er
@@ -1704,72 +1704,3 @@ nfields 1
    573.947860 122 a; ey; ah
    574.404543 122 pizza; p iy t s ah; p iy t s ah
    574.404543 122 {E_TRANS}; E; E
-   575.515230 122 <IVER>; S; S
-   577.000853 122 <IVER>; S; S
-   582.344305 122 <IVER>; S; S
-   583.081688 122 <SIL>; S; S
-   583.161688 122 huh; hh ah; hh ah
-   583.411688 122 <SIL>; S; S
-   583.871688 122 and; ae n d; ae n d
-   584.281688 122 <SIL>; S; S
-   584.551688 122 it's; ih t s; ih t s
-   584.681688 122 just; jh ah s t; jh ah s t
-   584.871688 122 like; l ay k; l ay k
-   585.291688 122 cocaine; k ow k ey n; k ow k ey n
-   585.391688 122 and; ae n d; eh n
-   585.611688 122 stuff; s t ah f; s t ah f
-   585.751688 122 like; l ay k; l ay k
-   586.071688 122 that; dh ae t; dh ae t
-   586.171688 122 you; y uw; y uw
-   586.241688 122 know; n ow; n ow
-   586.441688 122 your; y ow r; y uh r
-   586.681688 122 laws; l aa z; l ao z
-   586.741688 122 are; aa r; aa r
-   587.051688 122 different; d ih f ah r ah n t; d ih f ah r ah n t
-   587.281688 122 crack; k r ae k; k r ae k
-   587.761688 122 cocaine; k ow k ey n; k ow k ey n
-   587.821688 122 is; ih z; ih z
-   588.151688 122 one; w ah n; w ah n
-   588.751688 122 <SIL>; S; S
-   589.071688 122 powder; p aw d er; p aw d ah r
-   589.521688 122 cocaine; k ow k ey n; k ow k ey n
-   589.601688 122 is; ih z; ih z
-   590.001688 122 another; ah n ah dh er; ah n ah dh ah r
-   590.571688 122 <SIL>; S; S
-   590.731688 122 you; y uw; y uw
-   590.951688 122 know; n ow; n ow
-   591.251688 122 and; ae n d; ae n
-   592.041688 122 <SIL>; S; S
-   592.191688 122 what; w ah t; w ah t
-   592.301688 122 they're; dh ey er; dh eh r
-   592.951688 122 saying; s ey ih ng; s ey ih ng
-   593.051688 122 <SIL>; S; S
-   593.241688 122 on; aa n; aa n
-   593.531688 122 that; dh ae t; dh ae t
-   593.781688 122 is; ih z; ih z
-   594.161688 122 that's; dh ae t s; dh ae t s
-   594.291688 122 <SIL>; S; S
-   594.391688 122 a; ey; ah
-   594.511688 122 <SIL>; S; S
-   595.071688 122 prejudice; p r eh jh uh d ih s; p r eh jh ah d ih s
-   595.261688 122 thing; th ih ng; th ih ng
-   595.381688 122 is; ih z; ih z
-   595.501688 122 what; w ah t; w ah t
-   595.561688 122 they; dh ey; dh ey
-   595.621688 122 are; aa r; aa r
-   595.841688 122 saying; s ey ih ng; s ey ih ng
-   596.011688 122 because; b ih k ah z; b iy k ao z
-   596.071688 122 they; dh ey; dh ey
-   596.131688 122 are; aa r; aa r
-   596.331688 122 saying; s ey ih ng; s ey ih ng
-   596.521688 122 more; m ow r; m ao r
-   596.871688 122 blacks; b l ae k s; b l ae k s
-   596.951688 122 <SIL>; S; S
-   597.201688 122 do; d uw; d ah
-   597.261688 122 <SIL>; S; S
-   597.531688 122 crack; k r ae k; k r ae k
-   597.931688 122 cocaine; k ow k ey n; k ow k ey n
-   598.051688 122 than; dh ae n; dh ae n
-   598.321688 122 powder; p aw d er; p aw d ah r
-   598.871688 122 cocaine; k ow k ey n; k ow k ey n
-   598.931688 122 <SIL>; S; S
diff --git a/s2903a.words b/s2903a.words
index f11fd5e..e99a56e 100644
--- a/s2903a.words
+++ b/s2903a.words
@@ -1264,7 +1264,7 @@ nfields 2
    403.212844 122 keep; k iy p; k iy p
    403.566402 122 going; g ow ih ng; g ow ih ng
    417.919319 122 <IVER>; S; S
-   418.176897 122 well; w eh l; IVER w eh l
+   418.176897 122 well; w eh l; w eh l
    418.308686 122 i; ay; ay
    418.518351 122 <SIL>; S; S
    418.632169 122 i; ay; ay
diff --git a/s2903b.words b/s2903b.words
index c758f51..0c6f1f9 100644
--- a/s2903b.words
+++ b/s2903b.words
@@ -498,7 +498,6 @@ nfields 1
    140.709500 122 there; dh eh r; n eh r
    140.896745 122 every; eh v r iy; eh r iy
    141.151043 122 girl; g er l; g er l
-   141.179500 122 that; dh ae t;
    141.450321 122 walked; w aa k t; w ao k t
    141.525284 122 in; ih n; ih n
    141.731720 122 there; dh eh r; n eh r
@@ -590,8 +589,8 @@ nfields 1
    177.618822 122 was; w ah z; ah z
    177.948555 122 gays; g ey z; g ey z
    178.262503 122 probably; p r aa b ah b l iy; p r aa b l iy
-   178.444563 122 when; w eh n; w eh nx ay
-   178.474563 122 i; ay;
+   178.444563 122 when; w eh n; w eh nx
+   178.474563 122 i; ay; ay
    178.644563 122 was; w ah z; w ah z
    178.767784 122 in; ih n; ih n
    179.001853 122 there; dh eh r; dh eh r
@@ -1378,7 +1377,7 @@ nfields 1
    468.787700 122 weekend; w iy k eh n d; w iy k eh n d
    469.530086 122 <IVER>; S; S
    469.566063 122 <SIL>; S; S
-   469.784224 122 yeah; y ae; SIL y ae
+   469.784224 122 yeah; y ae; y ae
    470.006158 122 <SIL>; S; S
    470.848398 122 <IVER>; S; S
    470.917231 122 and; ae n d; aen
diff --git a/s3001a.phones b/s3001a.phones
index f61a52e..1f5b94c 100644
--- a/s3001a.phones
+++ b/s3001a.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator;
 nfields 2
 #
-    2.529119  122 VOCNOISE
     2.529119  122 {B_TRANS}
     4.518093  122 IVER
     5.334707  122 LAUGH
diff --git a/s3001a.words b/s3001a.words
index 42db765..3e604be 100644
--- a/s3001a.words
+++ b/s3001a.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 1
 #
-   2.529119 122 <VOCNOISE>; U; U
    2.529119 122 {B_TRANS}; B; B
    4.518093 122 <IVER>; S; S
    5.332781 122 <LAUGH>; U; U
@@ -969,7 +968,7 @@ nfields 1
    329.848625 122 more; m ow r; m ao r
    329.957120 122 than; dh ae n; dh ae n
    330.416678 122 half; hh ae f; hh ae f
-   331.105313 122 <NOISE>; U; U
+   331.105313 122 <VOCNOISE>; U; U
    331.495313 122 so; s ow; s ow
    332.145313 122 <VOCNOISE>; U; U
    332.305313 122 that's; dh ae t s; dh eh s
@@ -1365,7 +1364,7 @@ nfields 1
    467.397280 122 of; ah v; ah
    467.856840 122 things; th ih ng z; th ey ng z
    468.190022 122 um; ah m; ah m
-   468.622004 122 like; l ay k; VOCNOISE l ay k
+   468.622004 122 like; l ay k; l ay k
    468.789743 122 they; dh ey; th ey
    468.989652 122 it's; ih t s; ih t s
    469.593974 122 dry; d r ay; d r ay
@@ -1533,8 +1532,6 @@ nfields 1
    522.331214 122 the; dh iy; dh ah
    522.597759 122 same; s ey m; s ey m
    523.231953 122 sex; s eh k s; s k s
-   523.326155 122 like; l ay k;
-   523.473214 122 it; ih t; s
    523.831441 122 <CUTOFF-s_eh=says>; U; U
    523.963563 122 <CUTOFF-ih=it>; U; U
    524.174958 122 like; l ay k; l ay k
diff --git a/s3001b.phones b/s3001b.phones
index 0efec50..3d58838 100644
--- a/s3001b.phones
+++ b/s3001b.phones
@@ -405,13 +405,10 @@ nfields 2
    58.025111  122 ng
    58.656140  122 NOISE
    58.845939  122 VOCNOISE
-   58.901148  122 n
-   58.950107  122 ah
+   58.950107  122 UNKNOWN
    59.008441  122 SIL
    59.185527  122 aa
-   59.289694  122 m
-   59.362612  122 uh
-   59.432405  122 d
+   59.432405  122 UNKNOWN
    59.589690  122 VOCNOISE
    59.679274  122 l
    59.741775  122 ah
@@ -3534,10 +3531,7 @@ nfields 2
   432.316563  122 k
   432.406563  122 ah
   432.562187  122 SIL
-  432.612472  122 m
-  432.768485  122 ih
-  432.800719  122 nx
-  432.872923  122 ih
+  432.872923  122 UNKNOWN
   432.941271  122 VOCNOISE
   433.050867  122 m
   433.115335  122 ih
@@ -3970,7 +3964,7 @@ nfields 2
   467.928200  122 aa
   468.089370  122 r
   468.191230  122 z
-  468.919501  122 IVER
+  468.919501  122 VOCNOISE
   468.986780  122 en
   469.011278  122 dh
   469.048669  122 eh
diff --git a/s3001b.words b/s3001b.words
index 3dd3b14..8dbe32d 100644
--- a/s3001b.words
+++ b/s3001b.words
@@ -812,8 +812,8 @@ nfields 1
    244.080199 122 so; s ow; s ah
    244.247909 122 yeah; y ae; y ae
    244.405194 122 my; m ay; m ay
-   244.811449 122 roommates; r uh m m ey t s; r uh m ey t s en
-   244.822908 122 and; ae n d;
+   244.811449 122 roommates; r uh m m ey t s; r uh m ey t s
+   244.822908 122 and; ae n d; en
    244.930193 122 i; ay; ay
    245.060402 122 got; g aa t; g aa tq
    245.202071 122 into; ih n t uw; en t uw
@@ -1120,7 +1120,7 @@ nfields 1
    358.476594 122 yeah; y ae; y ae
    358.785972 122 yeah; y ae; y ae
    359.268261 122 that's; dh ae t s; dh ae t s
-   359.632849 122 <NOISE>; U; U
+   359.632849 122 <VOCNOISE>; U; U
    359.826601 122 that's; dh ae t s; dh eh t s
    360.391183 122 interesting; ih n t ah r eh s t ih ng; ih n ch er eh s t ey ng
    372.305857 122 <IVER>; S; S
@@ -1196,7 +1196,7 @@ nfields 1
    407.253461 122 <VOCNOISE>; U; U
    407.545895 122 not; n aa t; n aa tq
    407.705300 122 <SIL>; S; S
-   407.998881 122 like; l ay k; SIL l ay k
+   407.998881 122 like; l ay k; l ay k
    408.108963 122 <SIL>; S; S
    408.443829 122 class; k l ae s; k l ae s
    408.798877 122 structure; s t r ah k ch er; s ch r ah k sh er
@@ -1509,7 +1509,7 @@ nfields 1
    478.506236 122 don't; d ow n t; dx ow n
    478.735743 122 do; d uw; d uw
    479.100632 122 that; dh ae t; dh ae t
-   479.458641 122 <SIL>; S; S
+   479.458641 122 <VOCNOISE>; S; S
    479.716514 122 then; dh eh n; dh eh n
    479.822241 122 <VOCNOISE>; U; U
    479.979544 122 they; dh ey; dh ey
diff --git a/s3002a.words b/s3002a.words
index 5e4700c..371ad66 100644
--- a/s3002a.words
+++ b/s3002a.words
@@ -48,7 +48,7 @@ nfields 1
    22.793158 122 the; dh iy; n ih
    23.321445 122 numbers; n ah m b er z; n ah m b er s
    23.371687 122 <SIL>; S; S
-   23.707259 122 because; b ih k ah z; SIL b iy k ah z
+   23.707259 122 because; b ih k ah z; b iy k ah z
    23.926685 122 <VOCNOISE>; U; U
    24.345780 122 actually; ae k ch uw l iy; ae k ch l iy
    24.565206 122 that's; dh ae t s; dh ae t s
@@ -314,7 +314,7 @@ nfields 1
    108.453518 122 the; dh iy; dh iy
    108.786295 122 <HES-um>; U; U
    109.489292 122 <VOCNOISE>; U; U
-   109.940621 122 whitehouse; w ay t h aw s; w ay t hh aw s
+   109.940621 122 whitehouse; w ay t hh aw s; w ay t hh aw s
    110.333718 122 like; l ay k; l ay k
    110.882802 122 <IVER>; S; S
    111.237420 122 <VOCNOISE-person>; U; U
diff --git a/s3002b.phones b/s3002b.phones
index 076cd27..ba9fb55 100644
--- a/s3002b.phones
+++ b/s3002b.phones
@@ -984,9 +984,7 @@ nfields 2
   105.678220  122 ay
   105.808955  122 k
   105.981153  122 VOCNOISE
-  106.046521  122 ah
-  106.085512  122 t
-  106.152026  122 th
+  106.152026  122 UNKNOWN
   106.325193  122 t
   106.430698  122 uw
   106.500653  122 d
diff --git a/s3003a.words b/s3003a.words
index 370f57a..cb81f38 100644
--- a/s3003a.words
+++ b/s3003a.words
@@ -1436,7 +1436,7 @@ nfields 2
    409.484404 122 yesterday; y eh s t er d ey; y eh sh sh d ey
    409.855230 122 <VOCNOISE>; U; U
    410.217734 122 and; ae n d; eh n
-   410.658365 122 <NOISE>; U; U
+   410.658365 122 <VOCNOISE>; U; U
    410.747125 122 they; dh ey; dh ey
    410.855231 122 were; w er; w er
    410.942732 122 <CUTOFF-s=?>; U; U
diff --git a/s3101b.phones b/s3101b.phones
index 35b9894..76bf0bd 100644
--- a/s3101b.phones
+++ b/s3101b.phones
@@ -704,8 +704,7 @@ nfields 2
    87.228797  122 k
    87.377758  122 ey
    90.162835  122 IVER
-   90.303795  122 m
-   90.576715  122 ey
+   90.576715  122 UNKNOWN
    92.423589  122 IVER
    92.500673  122 ih
    92.587132  122 t
@@ -798,9 +797,7 @@ nfields 2
   111.135375  122 ah
   111.335375  122 m
   112.102043  122 SIL
-  112.162458  122 m
-  112.274958  122 uw
-  112.337458  122 ih
+  112.337458  122 UNKNOWN
   112.429124  122 SIL
   112.599957  122 eh
   112.791623  122 n
@@ -1006,8 +1003,7 @@ nfields 2
   142.953013  122 ae
   152.354526  122 IVER
   152.678875  122 ow
-  152.749915  122 w
-  152.885479  122 ih
+  152.885479  122 UNKNOWN
   152.959536  122 dh
   153.004723  122 eh
   153.058697  122 r
@@ -2402,8 +2398,7 @@ nfields 2
   363.692224  122 ng
   363.826601  122 tq
   364.137019  122 VOCNOISE
-  364.184936  122 p
-  364.268270  122 er
+  364.268270  122 UNKNOWN
   364.339105  122 ah
   364.373499  122 l
   364.497440  122 aa
@@ -3952,7 +3947,7 @@ nfields 2
   554.202096  122 w
   554.306829  122 ah
   554.342979  122 tq
-  554.418981  122 ih
+  554.418981  122 UNKNOWN
   554.469032  122 dh
   554.583562  122 ey
   554.713562  122 SIL
diff --git a/s3102a.phones b/s3102a.phones
index dd7c8d6..acd682b 100644
--- a/s3102a.phones
+++ b/s3102a.phones
@@ -2606,10 +2606,7 @@ nfields 2
   357.182503  122 ih
   357.262313  122 t
   357.459025  122 s
-  357.562152  122 s
-  357.664146  122 eh
-  357.706076  122 d
-  357.784272  122 ih
+  357.784272  122 UNKNOWN
   357.958875  122 VOCNOISE
   357.999592  122 ih
   358.068875  122 t
@@ -2904,8 +2901,7 @@ nfields 2
   400.151000  122 eh
   400.231000  122 r
   400.929097  122 SIL
-  401.020895  122 eh
-  401.059426  122 d
+  401.059426  122 UNKNOWN
   401.116090  122 dh
   401.194285  122 ih
   401.332820  122 z
@@ -3663,7 +3659,7 @@ nfields 2
   518.531000  122 ow
   519.401052  122 SIL
   520.796115  122 IVER
-  522.090310  122 IVER
+  522.090310  122 VOCNOISE
   522.344685  122 m
   522.380430  122 b
   522.508489  122 ey; *
diff --git a/s3102a.words b/s3102a.words
index bb820e2..8da55f4 100644
--- a/s3102a.words
+++ b/s3102a.words
@@ -1510,7 +1510,7 @@ nfields 1
    517.322630 122 <IVER>; S; S
    517.371360 122 <NOISE>; U; U
    517.519438 122 <SIL>; S; S
-   517.799740 122 and; ae n d; SIL ae n
+   517.799740 122 and; ae n d; ae n
    517.916467 122 <VOCNOISE>; U; U
    518.131787 122 <SIL>; S; S
    518.528895 122 so; s ow; s ow
diff --git a/s3102b.words b/s3102b.words
index d6ebb27..1e33e48 100644
--- a/s3102b.words
+++ b/s3102b.words
@@ -1131,11 +1131,11 @@ nfields 3
   405.200955  122 ridiculous; r ih d ih k y uh l ah s; r ih d ih k y ah l ah s
   406.554167  122 <IVER>; S; S
   406.878559  122 um-hum; em hh em; em hh em
-  407.483060  122 <EXCLUDE-name>; U; U
+  407.483060  122 <EXCLUDE>; U; U
   407.645905  122 is; ih z; ih s
   407.761730  122 his; hh ih z; ah s
   407.898201  122 <SIL>; S; S
-  408.606919  122 <EXCLUDE-name>; U; U
+  408.606919  122 <EXCLUDE>; U; U
   408.830538  122 yeah; y ae; y ae
   409.655078  122 <VOCNOISE>; U; U
   410.776644  122 <SIL>; S; S
diff --git a/s3103a.words b/s3103a.words
index 7ec5061..9bf76c7 100644
--- a/s3103a.words
+++ b/s3103a.words
@@ -73,9 +73,8 @@ nfields 1
    43.857463 122 pay; p ey; p ey
    43.974152 122 the; dh iy; dh ah
    44.531390 122 rent; r eh n t; r eh n t
-   44.659946 122 <LAUGH-and>; U; U
-   45.246732 122 <LAUGH>; U; U
-   45.950445 122 <VOCNOISE>; U; U
+   44.659946 122 LAUGH; U; U
+   45.950445 122 <SIL>; U; U
    46.175417 122 that's; dh ae t s; ae t s
    46.354364 122 <SIL>; S; S
    46.540811 122 um; ah m; em
diff --git a/s3201a.phones b/s3201a.phones
index 912be6b..8c7aaf4 100644
--- a/s3201a.phones
+++ b/s3201a.phones
@@ -2560,8 +2560,7 @@ nfields 2
   345.502365  122 VOCNOISE
   345.536176  122 ah
   345.594827  122 n
-  345.795621  122 ae
-  345.859102  122 d
+  345.859102  122 UNKNOWN
   345.906062  122 dh
   345.956062  122 eh
   346.019185  122 r
diff --git a/s3201a.words b/s3201a.words
index 49be2b4..8b9b117 100644
--- a/s3201a.words
+++ b/s3201a.words
@@ -205,7 +205,7 @@ nfields 2
    151.449000 122 uh; ah; ah
    151.563499 122 the; dh iy; dh ah
    151.794331 122 taj; t aa zh; t aa jh
-   152.154134 122 mahal; m ah h aa l; m aa hh aa l
+   152.154134 122 mahal; m ah hh aa l; m aa hh aa l
    152.408623 122 <SIL>; S; S
    152.691999 122 because; b ih k ah z; b ih k ah z
    152.806125 122 they'd; dh ey d; dh ey d
@@ -909,7 +909,7 @@ nfields 2
    329.327121 122 <IVER>; S; S
    329.968093 122 <LAUGH>; U; U
    334.048505 122 <IVER>; S; S
-   334.713258 122 mm-hmm; em h em; em hh em
+   334.713258 122 mm-hmm; em hh em; em hh em
    336.045729 122 <IVER-you_would_think_that>; U; U
    336.256125 122 there; dh eh r; dh eh r
    336.343233 122 are; aa r; er
@@ -1083,7 +1083,7 @@ nfields 2
    386.832741 122 was; w ah z; w ah z
    387.024984 122 worth; w er th; w er th
    387.064687 122 <SIL>; S; S
-   387.378612 122 while; w ay l; SIL w ay l
+   387.378612 122 while; w ay l; w ay l
    387.825938 122 <NOISE>; U; U
    387.925938 122 and; ae n d; ae n
    388.014453 122 i; ay; ay
diff --git a/s3201b.phones b/s3201b.phones
index aed30c3..6b31b78 100644
--- a/s3201b.phones
+++ b/s3201b.phones
@@ -7,9 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    0.009611  122 ng
-    0.106813  122 ih
-    0.136813  122 th
     0.171688  122 {B_TRANS}
     0.283187  122 IVER
     0.363187  122 ih
@@ -1340,7 +1337,6 @@ nfields 2
   175.558312  122 SIL
   175.618312  122 w
   175.648312  122 ah
-  175.717011  122 UNKNOWN
   175.778312  122 d
   175.837322  122 ay
   175.908312  122 d
@@ -1954,7 +1950,7 @@ nfields 2
   235.229313  122 f
   235.259313  122 ao
   235.334881  122 r
-  235.427809  122 ow
+  235.427809  122 UNKNOWN
   235.489313  122 SIL
   235.550750  122 f
   235.580750  122 ao
diff --git a/s3201b.words b/s3201b.words
index 9a4bed3..50af4ca 100644
--- a/s3201b.words
+++ b/s3201b.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 3
 #
-   0.009611 122 thing; th ih ng; ng
    0.171688 122 {B_TRANS}; B; B
    0.283187 122 <IVER>; S; S
    0.423187 122 is; ih z; ih z
@@ -148,11 +147,11 @@ nfields 3
    35.807125 122 afterward; ae f t er w er d; ae f t er w er
    35.912872 122 <VOCNOISE>; U; U
    36.087875 122 <SIL>; S; S
-   36.367875 122 mm-hmm; em h em; em hh em
+   36.367875 122 mm-hmm; em hh em; em hh em
    38.254205 122 <IVER>; S; S
    39.254533 122 <VOCNOISE>; U; U
    40.361741 122 <IVER>; S; S
-   40.625797 122 mm-hmm; em h em; em hh em
+   40.625797 122 mm-hmm; em hh em; em hh em
    45.958150 122 <IVER>; S; S
    46.344750 122 <VOCNOISE>; U; U
    46.544750 122 london; l ah n d ah n; l ah n d eh n
@@ -346,9 +345,9 @@ nfields 3
    101.033375 122 <SIL>; S; S
    104.049046 122 <LAUGH>; U; U
    109.866595 122 <IVER>; S; S
-   110.154720 122 mm-hmm; em h em; em hh em
+   110.154720 122 mm-hmm; em hh em; em hh em
    111.602010 122 <IVER>; S; S
-   111.840188 122 mm-hmm; em h em; em em
+   111.840188 122 mm-hmm; em hh em; em em
    113.953483 122 <IVER>; S; S
    114.287237 122 yeah; y ae; y ae
    114.595201 122 <HES-it>; U; U
@@ -361,7 +360,7 @@ nfields 3
    116.563200 122 <IVER>; S; S
    116.659031 122 <UNKNOWN>; U; U
    116.793404 122 yeah; y ae; y ae
-   121.761640 122 <IVER-it's_classic_engineering_personality_so_like_you_must_have_been_like_this_since_childhood>; U; U
+   121.761640 122 <IVER>; U; U
    121.837760 122 <SIL>; S; S
    121.924580 122 i'll; ay l; aa l
    122.099614 122 just; jh ah s t; jh ih s t
@@ -369,8 +368,7 @@ nfields 3
    122.402572 122 them; dh eh m; dh eh m
    122.512185 122 as; ae z; ae z
    122.915427 122 friends; f r eh n d z; f r eh n d z
-   123.239905 122 <SIL>; S; S
-   125.777262 122 <LAUGH>; U; U
+   125.777262 122 <SIL>; U; U
    125.935796 122 that; dh ae t; dh ae
    126.257339 122 works; w er k s; w er k s
    126.593054 122 <SIL>; S; S
@@ -523,8 +521,8 @@ nfields 3
    174.555710 122 so; s ow; s ow
    174.808312 122 um; ah m; ah em
    175.558312 122 <SIL>; S; S
-   175.717011 122 what; w ah t; w ah UNKNOWN
-   175.778186 122 did; d ih d; d d
+   175.717011 122 what; w ah t; w ah
+   175.778186 122 did; d ih d; d
    175.837322 122 i; ay; ay
    175.971906 122 do; d uw; d uw
    176.350171 122 today; t ah d ey; t ih d ey
@@ -751,7 +749,7 @@ nfields 3
    238.279513 122 sucks; s ah k s; s ah k s
    239.556833 122 <SIL>; S; S
    244.796967 122 <IVER>; S; S
-   245.051372 122 mm-hmm; em h em; em hh em
+   245.051372 122 mm-hmm; em hh em; em hh em
    246.457569 122 <IVER>; S; S
    246.780515 122 selling; s eh l ih ng; s eh l ih ng
    246.940741 122 time; t ay m; t ay m
@@ -1132,7 +1130,7 @@ nfields 3
    369.931841 122 <IVER-yeah_it_is_kinda_of_a_nice_place_to>; U; U
    370.346198 122 <EXT-mm>; U; U
    371.731636 122 <IVER>; S; S
-   371.981976 122 mm-hmm; em h em; em hh em
+   371.981976 122 mm-hmm; em hh em; em hh em
    379.457053 122 <IVER>; S; S
    381.438421 122 <LAUGH>; U; U
    384.147153 122 <IVER-but_um_okay_let's_get_back_to_the_europe_thing>; U; U
@@ -1400,7 +1398,7 @@ nfields 3
    500.832875 122 pretty; p r ih t iy; p r ih dx iy
    501.099183 122 cool; k uw l; k uw l
    502.602199 122 <IVER-some_places_like_australia>; U; U
-   502.892016 122 mm-hmm; em h em; em hh em
+   502.892016 122 mm-hmm; em hh em; em hh em
    506.833119 122 <IVER>; S; S
    506.966000 122 <SIL>; S; S
    507.043346 122 i; ay; ay
@@ -1410,7 +1408,7 @@ nfields 3
    507.797548 122 all; aa l; aa l
    508.182820 122 <VOCNOISE>; U; U
    508.589354 122 <IVER>; S; S
-   508.870259 122 mm-hmm; em h em; em hh em
+   508.870259 122 mm-hmm; em hh em; em hh em
    511.721286 122 <IVER>; S; S
    511.807313 122 <NOISE>; U; U
    512.271298 122 <EXT-ah>; U; U
@@ -1487,7 +1485,7 @@ nfields 3
    532.319683 122 unbiased; ah n b ay ah s t; ah n b ay eh s t
    532.451875 122 <SIL>; S; S
    532.888965 122 <IVER>; S; S
-   533.111914 122 mm-hmm; em h em; em hh em
+   533.111914 122 mm-hmm; em hh em; em hh em
    533.685664 122 <LAUGH>; U; U
    537.194994 122 <IVER>; S; S
    537.384706 122 <VOCNOISE>; U; U
diff --git a/s3202a.phones b/s3202a.phones
index 9e9b0e1..09710d0 100644
--- a/s3202a.phones
+++ b/s3202a.phones
@@ -4083,47 +4083,7 @@ nfields 2
   540.035187  122 ey
   540.094724  122 ih
   540.133599  122 nx
-  540.233694  122 hh
-  540.268175  122 eh
-  540.296386  122 l
-  540.385201  122 ay
-  540.462522  122 m
-  540.505362  122 l
-  540.563875  122 iy
-  540.621343  122 v
-  540.675676  122 ih
-  540.736278  122 ng
-  540.794784  122 dh
-  540.856315  122 ah
-  540.890919  122 f
-  540.914951  122 r
-  540.944208  122 eh
-  540.987048  122 n
-  541.030932  122 d
-  541.062278  122 z
-  541.147961  122 ay
-  541.219012  122 jh
-  541.257673  122 ah
-  541.296333  122 s
-  541.416496  122 f
-  541.486502  122 ay
-  541.522906  122 nx; *
-  541.562000  122 l
-  541.623380  122 iy
-  541.712000  122 s
-  541.752000  122 ah
-  541.809367  122 k ; *
-  541.872061  122 s
-  541.923259  122 iy
-  541.946247  122 dx
-  542.008939  122 ih
-  542.075811  122 d ; *
-  542.157315  122 ihn
-  542.188661  122 m
-  542.317180  122 ey ; *
-  542.428981  122 k
-  542.503167  122 ih
-  542.571084  122 ng
+  542.571084  122 LAUGH
   543.414623  122 VOCNOISE
   543.653954  122 ah
   543.700144  122 m
diff --git a/s3202a.words b/s3202a.words
index 3ad639e..2d706b9 100644
--- a/s3202a.words
+++ b/s3202a.words
@@ -36,11 +36,11 @@ nfields 3
    9.864628 122 <SIL>; S; S
    24.454107 122 <IVER>; S; S
    24.579231 122 <SIL>; S; S
-   24.853206 122 mm-hmm; em h em; em hh em
+   24.853206 122 mm-hmm; em hh em; em hh em
    25.922257 122 <SIL>; S; S
    27.552794 122 <VOCNOISE>; U; U
    30.583466 122 <IVER>; S; S
-   30.867290 122 mm-hmm; em h em; em hh em
+   30.867290 122 mm-hmm; em hh em; em hh em
    30.937181 122 <VOCNOISE>; U; U
    35.926926 122 <IVER>; S; S
    36.263875 122 town; t aw n; t aw n
@@ -1426,7 +1426,7 @@ nfields 3
    501.531837 122 me; m iy; m iy
    501.805576 122 way; w ey; w ey
    501.987414 122 too; t uw; t uw
-   502.422228 122 much; m ah ch; m ah NOISE ch
+   502.422228 122 much; m ah ch; m ah ch
    505.135464 122 <IVER-so_why_weren't_you_interested_in_going_to_california>; U; U
    506.267475 122 <NOISE>; U; U
    506.566307 122 <EXT-I>; U; U
@@ -1581,17 +1581,7 @@ nfields 3
    539.945187 122 no; n ow; n ow
    540.035187 122 way; w ey; w ey
    540.133599 122 in; ih n; ih nx
-   540.296542 122 <LAUGH-hell>; U; U
-   540.462904 122 <LAUGH-I'm>; U; U
-   540.736378 122 <LAUGH-leaving>; U; U
-   540.856315 122 <LAUGH-the>; U; U
-   541.062265 122 <LAUGH-friends>; U; U
-   541.147729 122 <LAUGH-I>; U; U
-   541.295859 122 <LAUGH-just>; U; U
-   541.623380 122 <LAUGH-finally>; U; U
-   542.075811 122 <LAUGH-succeeded>; U; U
-   542.157315 122 <LAUGH-in>; U; U
-   542.571084 122 <LAUGH-making>; U; U
+   542.571084 122 <LAUGH>; U; U
    543.414623 122 <VOCNOISE>; U; U
    543.701284 122 um; ah m; ah m
    543.928693 122 my; m ay; m ay
diff --git a/s3202b.phones b/s3202b.phones
index 0605969..cd60731 100644
--- a/s3202b.phones
+++ b/s3202b.phones
@@ -123,7 +123,7 @@ nfields 2
    15.658933  122 b
    15.751551  122 ao
    15.820514  122 t
-   15.923426  122 dh
+   15.923426  122 UNKNOWN
    16.036562  122 s
    16.115784  122 ihn
    16.183109  122 s
@@ -6548,7 +6548,6 @@ nfields 2
   651.359085  122 n
   651.409082  122 ih
   651.456249  122 t
-  657.916903  122 LAUGH
   659.216843  122 IVER
   659.303017  122 ow; *
   659.337107  122 k
diff --git a/s3202b.words b/s3202b.words
index 2d40a09..d07e008 100644
--- a/s3202b.words
+++ b/s3202b.words
@@ -53,11 +53,11 @@ nfields 3
    14.045812 122 <SIL>; S; S
    14.217733 122 <VOCNOISE>; U; U
    14.405812 122 uh; ah; ah
-   14.653864 122 <CUTOFF-a=all>; U; U
+   14.653864 122 <UNKNOWN>; U; U
    14.795247 122 all; aa l; ao l
    14.851031 122 the; dh iy; ih
    15.406562 122 conversations; k aa n v er s ey sh ah n z; k aa v er s ey sh ah n z
-   15.436761 122 <UNKNOWN-I>; U; U
+   15.436761 122 i; ay; ay
    15.523313 122 had; hh ae d; hh ae dx
    15.820514 122 about; ah b aw t; ah b ao t
    15.923426 122 <UNKNOWN>; U; U
@@ -198,7 +198,7 @@ nfields 3
    55.680072 122 <IVER-what_happened>; U; U
    56.410736 122 <LAUGH>; U; U
    56.798672 122 <NOISE-that's>; U; U
-   57.194343 122 rude; r uw d; NOISE r uw d
+   57.194343 122 rude; r uw d; r uw d
    57.636975 122 <VOCNOISE>; U; U
    58.943141 122 <LAUGH>; U; U
    60.495775 122 <VOCNOISE>; U; U
@@ -2107,7 +2107,7 @@ nfields 3
    507.647375 122 we; w iy; w iy
    507.977375 122 had; hh ae d; hh ae d
    508.038942 122 <SIL>; S; S
-   508.392527 122 uh; ah; NOISE ah
+   508.392527 122 uh; ah; ah
    508.725562 122 several; s eh v r el; s eh v r el
    508.994290 122 phone; f ow n; f ow n
    509.325562 122 books; b uh k s; b uh k s
@@ -2531,10 +2531,8 @@ nfields 3
    650.801572 122 well; w eh l; w eh l
    650.970312 122 that's; dh ae t s; dh ae t s
    651.456249 122 unfortunate; ah n f ow r ch uw n ah t; ah n f ao r ch ah n ih t
-   657.916903 122 <LAUGH>; U; U
    659.216843 122 <IVER>; S; S
    659.470629 122 okay; ow k ey; ow k ey
    661.041906 122 <SIL>; S; S
    661.230725 122 <NOISE>; U; U
    661.246359 122 {E_TRANS}; E; E
-   666.193217 122 <SIL>; S; S
diff --git a/s3301b.phones b/s3301b.phones
index 229d187..610d7d0 100644
--- a/s3301b.phones
+++ b/s3301b.phones
@@ -926,8 +926,7 @@ nfields 2
    99.298590  122 ah
    99.367277  122 z
    99.530343  122 ih
-   99.613141  122 em
-   99.903981  122 em
+   99.903981  122 UNKNOWN
   100.086879  122 SIL
   100.171812  122 m
   100.219375  122 eh
@@ -1597,8 +1596,7 @@ nfields 2
   208.695949  122 ay
   208.748200  122 m
   208.892595  122 iy
-  208.986067  122 y
-  209.223310  122 uw
+  209.223310  122 UNKNOWN
   209.633731  122 VOCNOISE
   209.730874  122 b
   209.857553  122 ae
diff --git a/s3301b.words b/s3301b.words
index f725a3a..05701ae 100644
--- a/s3301b.words
+++ b/s3301b.words
@@ -1094,7 +1094,7 @@ nfields 3
   377.646848  122 <VOCNOISE>; U; U
   377.782450  122 <SIL>; S; S
   378.019624  122 uh; ah; ah
-  378.420525  122 <NOISE>; U; U
+  378.420525  122 <VOCNOISE>; U; U
   378.552186  122 <SIL>; S; S
   378.677488  122 i; ay; ay
   378.802877  122 i'm; ay m; ay m
@@ -1106,7 +1106,7 @@ nfields 3
   379.589773  122 to; t uw; d ih
   379.676624  122 go; g ow; g ow
   379.828970  122 back; b ae k; b ae k
-  379.985604  122 to
+  379.985604  122 to; t uw; t ih
   380.281375  122 to; t uw; t uw
   380.508292  122 <VOCNOISE>; U; U
   380.885187  122 Voyager; v oy ah jh er; v oy ih jh er
diff --git a/s3302a.phones b/s3302a.phones
index 5aabe02..58433dd 100644
--- a/s3302a.phones
+++ b/s3302a.phones
@@ -1731,7 +1731,7 @@ nfields 2
   225.925850  122 ow
   226.436953  122 ay
   226.670501  122 ay
-  227.019454  122 ih
+  227.019454  122 UNKNOWN
   227.949247  122 VOCNOISE
   228.005403  122 ay
   228.050167  122 m
@@ -3354,7 +3354,7 @@ nfields 2
   515.760781  122 ih
   515.808237  122 n
   515.870128  122 z
-  516.177825  122 UNKNOWN
+  516.177825  122 VOCNOISE
   516.251571  122 hh
   516.299379  122 ae
   516.345219  122 v; *
@@ -3409,7 +3409,7 @@ nfields 2
   520.874152  122 ih
   521.081500  122 s
   521.630934  122 VOCNOISE
-  521.675182  122 ah
+  521.675182  122 UNKNOWN
   521.798902  122 s
   522.024583  122 ow
   522.118612  122 ih
diff --git a/s3302b.phones b/s3302b.phones
index 7b680fe..bab1440 100644
--- a/s3302b.phones
+++ b/s3302b.phones
@@ -3131,7 +3131,7 @@ nfields 2
   456.097978  122 n
   456.179576  122 ih
   456.249641  122 tq
-  456.351903  122 ih
+  456.351903  122 UNKNOWN
   456.465121  122 SIL
   456.737210  122 VOCNOISE
   456.814250  122 ih
diff --git a/s3302b.words b/s3302b.words
index 5b0ad55..9eb6654 100644
--- a/s3302b.words
+++ b/s3302b.words
@@ -293,8 +293,8 @@ nfields 3
    90.927321  122 uh; ah; ah
    91.041741  122 <SIL>; S; S
    91.310660  122 the; dh iy; dh iy
-   92.035563  122 actors; ae k t er z; ae k t er z
-   92.124484  122 <SIL>; S; S
+   92.009359  122 actors; ae k t er z; ae k t er z
+   92.175978  122 <SIL>; S; S
    92.340979  122 the; dh iy; dh ah
    92.490570  122 the; dh iy; dh er
    92.795989  122 reason; r iy z ah n; r iy z ah n
@@ -986,7 +986,7 @@ nfields 3
   396.094671  122 distinction; d ih s t ih ng k sh ah n; d ih s t ih ng sh ah n
   396.220625  122 <SIL>; S; S
   396.670625  122 it's; ih t s; ih t s
-  398.938927  122 <VOCNIOSE>; U; U
+  398.938927  122 <VOCNOISE>; U; U
   398.995639  122 i; ay; aa
   399.055135  122 don't; d ow n t; ah
   399.150896  122 know; n ow; ow
diff --git a/s3303b.phones b/s3303b.phones
index 4bb652d..c8a00c9 100644
--- a/s3303b.phones
+++ b/s3303b.phones
@@ -3048,7 +3048,7 @@ nfields 2
   355.233155  122 SIL
   355.316575  122 dh
   355.488267  122 iy
-  355.635591  122 iy
+  355.635591  122 UNKNOWN
   355.704697  122 dh
   355.743750  122 ah
   355.850914  122 p
@@ -3143,9 +3143,7 @@ nfields 2
   366.570000  122 z
   366.601141  122 ah
   366.631288  122 nx
-  366.803428  122 ah
-  366.951323  122 ih
-  367.024985  122 tq
+  367.024985  122 UNKNOWN
   367.156443  122 ih
   367.175974  122 nx
   367.210000  122 ih
@@ -4136,7 +4134,7 @@ nfields 2
   542.083000  122 hh
   542.198109  122 ae
   542.347313  122 v
-  542.442330  122 SIL
+  542.442330  122 VOCNOISE
   542.523000  122 b
   542.634418  122 ih
   542.773000  122 n
diff --git a/s3303b.words b/s3303b.words
index 5d8cbb3..44fd298 100644
--- a/s3303b.words
+++ b/s3303b.words
@@ -224,7 +224,7 @@ nfields 3
    70.571453 122 protested; p r ah t eh s t ah d; p r ow t eh s dx ih dx
    70.999063 122 against; ah g eh n s t; ih g eh n s t
    71.305814 122 it; ih t; ih t
-   71.445772 122 <UNKNOWN>; U; U
+   71.445772 122 <VOCNOISE>; U; U
    71.536433 122 i; ay; ay
    71.699626 122 mean; m iy n; m iy n
    71.858849 122 they; dh ey; dh ey
@@ -358,7 +358,6 @@ nfields 3
    113.824316 122 <SIL>; S; S
    114.266639 122 <VOCNOISE>; U; U
    114.491720 122 <SIL>; S; S
-   114.792241 122 <LAUGH>; U; U
    115.083289 122 <VOCNOISE>; U; U
    115.363775 122 almost; aa l m ow s t; ao l m ow s
    115.488375 122 like; l ay k; l ay k
@@ -1330,7 +1329,7 @@ nfields 3
    484.742742 122 well; w eh l; w eh l
    485.038796 122 which; w ih ch; w ih ch
    485.301954 122 <SIL>; S; S
-   486.227026 122 <HES-apparently>; U; U
+   486.227026 122 apparently; U; U
    486.354438 122 her; hh er; hh er
    486.884438 122 family; f ae m ah l iy; f ae m l iy
    486.980087 122 <SIL>; S; S
diff --git a/s3401a.phones b/s3401a.phones
index d1ee29e..61c8390 100644
--- a/s3401a.phones
+++ b/s3401a.phones
@@ -1145,8 +1145,7 @@ nfields 2
   186.479438  122 IVER
   186.543658  122 n
   186.576916  122 y
-  186.635402  122 eh
-  186.714531  122 ahn
+  186.714531  122 eh
   187.109030  122 VOCNOISE
   187.143426  122 n
   187.207647  122 ah
diff --git a/s3401a.words b/s3401a.words
index af5c259..28d30ee 100644
--- a/s3401a.words
+++ b/s3401a.words
@@ -462,9 +462,9 @@ nfields 1
    183.492052 122 talking; t aa k ih ng; t ao k ih ng
    183.720265 122 <VOCNOISE>; U; U
    186.479438 122 <IVER>; S; S
-   186.635402 122 yeah; y ae; n y eh
-   186.714531 122 and; ae n d; ahn
+   186.714531 122 yeah; y ae; n y eh
    187.109030 122 <VOCNOISE>; U; U
+   187.143426 122 and; ae n d; ahn
    187.207647 122 i; ay; n ah
    187.319530 122 don't; d ow n t; ow n
    187.375722 122 know; n ow; n ah
diff --git a/s3401b.words b/s3401b.words
index a4cd44c..0340d67 100644
--- a/s3401b.words
+++ b/s3401b.words
@@ -1035,6 +1035,7 @@ nfields 3
    435.049915 122 frequently; f r iy k w ah n t l iy; f r iy k w eh nx l iy
    435.461118 122 nobody's; n ow b ah d iy z; n ow b ah dx iy z
    435.792652 122 listening; l ih s ah n ih ng; l ih s n ih ng
+   437.923059 122 <SIL>; U; U
    438.059798 122 <LAUGH-it's>; U; U
    438.303219 122 it's; ih t s; ih t s
    438.858909 122 <NOISE-and>; U; U
diff --git a/s3402a.phones b/s3402a.phones
index 72b449e..108b743 100644
--- a/s3402a.phones
+++ b/s3402a.phones
@@ -728,8 +728,6 @@ nfields 2
    74.532713  122 ih
    74.623439  122 t
    75.007787  122 SIL
-   75.062212  122 ih
-   75.080357  122 nx
    75.136443  122 ih
    75.242014  122 z
    75.279954  122 hh
@@ -1159,9 +1157,7 @@ nfields 2
   142.392098  122 uw+1
   142.533756  122 ae+1
   142.593819  122 v
-  142.642554  122 ah
-  142.674286  122 dx
-  142.737748  122 ah
+  142.737748  122 UNKNOWN
   142.994999  122 SIL
   143.085864  122 UNKNOWN
   143.182192  122 SIL
@@ -1504,7 +1500,7 @@ nfields 2
   186.782968  122 m
   186.869096  122 ey
   186.939359  122 k
-  186.992622  122 a
+  186.992622  122 ah
   187.108215  122 f
   187.230260  122 VOCNOISE
   187.313437  122 y
diff --git a/s3402a.words b/s3402a.words
index ebcdc58..87deb6b 100644
--- a/s3402a.words
+++ b/s3402a.words
@@ -268,8 +268,7 @@ nfields 1
    74.476628 122 <SIL>; S; S
    74.623439 122 <HES-it>; U; U
    75.007787 122 <SIL>; S; S
-   75.136443 122 <UNKNOWN>; U; U
-   75.242014 122 it's; ih t s; z
+   75.242014 122 it's; ih t s; ih z
    75.469654 122 harder; hh aa r d er; hh aa r dx er
    75.608217 122 for; f ow r; f ah
    75.717625 122 the; dh iy; dh ah
@@ -578,7 +577,7 @@ nfields 1
    186.577848 122 you; y uw; y uw
    186.737638 122 could; k uh d; k uh d
    186.939359 122 make; m ey k; m ey k
-   186.992622 122 a; ey; a
+   186.992622 122 a; ey; ah
    187.108215 122 <HES-UNKNOWN>; U; U
    187.230260 122 <VOCNOISE>; U; U
    187.417605 122 know; n ow; y ow
@@ -836,7 +835,7 @@ nfields 1
    263.869892 122 <SIL>; S; S
    264.503386 122 <VOCNOISE>; U; U
    264.624994 122 <SIL>; S; S
-   264.825242 122 near; n ih r; SIL n iy r
+   264.825242 122 near; n ih r; n iy r
    264.876239 122 a; ey; ah
    265.140290 122 bunch; b ah n ch; b ah n ch
    265.175421 122 of; ah v; ah
@@ -1224,7 +1223,6 @@ nfields 1
    367.124898 122 <SIL>; S; S
    367.544213 122 no; n ow; n ow
    368.020184 122 <SIL>; S; S
-   368.272901 122 mean; m iy n; SIL NOISE SIL ah iy n
    368.839541 122 <VOCNOISE>; U; U
    369.242983 122 <SIL>; S; S
    369.279248 122 <NOISE>; U; U
@@ -1309,7 +1307,7 @@ nfields 1
    394.298375 122 thought; th aa t; th ao t
    394.388375 122 that; dh ae t; d eh t
    394.578375 122 was; w ah z; w ah z
-   395.298375 122 interesting; ih n t ah r eh s t ih ng; ih n t r ah s t ih ng SIL
+   395.298375 122 interesting; ih n t ah r eh s t ih ng; ih n t r ah s t ih ng
    395.358375 122 <SIL>; S; S
    395.630579 122 uh; ah; ah
    395.786075 122 so; s ow; s ow
@@ -1678,7 +1676,7 @@ nfields 1
    509.717183 122 home; hh ow m; hh ow m
    509.929104 122 <CUTOFF-clipping=and_with>; U; U
    510.040164 122 <SIL>; S; S
-   510.255490 122 with; w ih th; SIL w ih th
+   510.255490 122 with; w ih th; w ih th
    510.492343 122 <VOCNOISE>; U; U
    510.661199 122 my; m ay; m ay
    510.971713 122 daughter; d aa t er; d ao dx er
diff --git a/s3402b.words b/s3402b.words
index fdc1ab3..bce4740 100644
--- a/s3402b.words
+++ b/s3402b.words
@@ -1427,4 +1427,3 @@ nfields 1
    568.246928 122 <SIL>; S; S
    568.345119 122 ya; y aa; y ah
    568.345119 122 {E_TRANS}; E; E
-   568.413000 122 {E_TRANS}; E; E
diff --git a/s3403b.phones b/s3403b.phones
index a738365..0f9023f 100644
--- a/s3403b.phones
+++ b/s3403b.phones
@@ -2240,8 +2240,7 @@ nfields 2
   266.119397  122 ey
   266.198437  122 t
   266.302766  122 en
-  266.398472  122 m
-  266.488548  122 s
+  266.488548  122 UNKNOWN
   266.779685  122 m
   266.877828  122 ah
   266.992031  122 ch
@@ -2423,8 +2422,7 @@ nfields 2
   301.418744  122 aa
   301.486301  122 b
   301.799153  122 VOCNOISE
-  302.757349  122 IVER
-  304.811069  122 LAUGH
+  304.811069  122 IVER
   304.959051  122 ay
   305.012936  122 s
   305.072450  122 t
diff --git a/s3403b.words b/s3403b.words
index 6b0d9c3..9a50bde 100644
--- a/s3403b.words
+++ b/s3403b.words
@@ -638,7 +638,7 @@ nfields 1
    205.977937 122 trying; t r ay ih ng; t r ay ih n
    206.042531 122 to; t uw; n ih
    206.521584 122 incorporate; ih n k ow r p ah r ey t; en k ao r p r ey dx
-   206.631801 122 it; ih t; UNKNOWN
+   206.631801 122 <UNKNOWN>; U; U
    206.816576 122 all; aa l; ao
    207.000551 122 so; s ow; s ow
    207.265557 122 it's; ih t s; uh t s
@@ -864,7 +864,7 @@ nfields 1
    276.163695 122 <SIL>; S; S
    279.536719 122 <IVER>; S; S
    281.101787 122 <VOCNOISE>; U; U
-   281.369198 122 mm-hmm; em h em; em hh em
+   281.369198 122 mm-hmm; em hh em; em hh em
    282.452926 122 <SIL>; S; S
    287.326679 122 <IVER>; S; S
    288.896575 122 <VOCNOISE>; U; U
@@ -904,7 +904,7 @@ nfields 1
    299.248073 122 into; ih n t uw; ih n t ah
    299.581033 122 that; dh ae t; dh ae t
    299.774053 122 <SIL>; S; S
-   299.918819 122 that; dh ae t; UNKNOWN eh tq
+   299.918819 122 that; dh ae t; eh tq
    300.040260 122 was; w ah z; w ah z
    300.148834 122 my; m ay; m ay
    300.525222 122 first; f er s t; f er s t
@@ -913,8 +913,7 @@ nfields 1
    301.182294 122 library; l ay b r eh r iy; l ay b r ey
    301.485497 122 job; jh ow b; jh aa b
    301.799153 122 <VOCNOISE>; U; U
-   302.757349 122 <IVER>; S; S
-   304.811069 122 <LAUGH>; U; U
+   304.811069 122 <IVER>; U; U
    304.959051 122 i; ay; ay
    305.207564 122 started; s t aa r t ah d; s t aa r dx
    305.293618 122 at; ae t; eh t
diff --git a/s3501a.phones b/s3501a.phones
index f180789..f466d3d 100644
--- a/s3501a.phones
+++ b/s3501a.phones
@@ -39,11 +39,7 @@ nfields 2
     5.221584  122 n
     6.580377  122 VOCNOISE
     6.780965  122 SIL
-    6.896561  122 s
-    6.957757  122 eh
-    7.047285  122 d
-    7.179877  122 SIL
-    7.550459  122 VOCNOISE
+    7.550459  122 SIL
     7.613921  122 jh
     7.667185  122 ih
     7.731781  122 s
@@ -2558,12 +2554,7 @@ nfields 2
   338.173332  122 IVER
   338.753351  122 VOCNOISE
   339.303106  122 SIL
-  339.363433  122 ah
-  339.467380  122 dh
-  339.545340  122 w
-  339.922668  122 aa
-  340.038049  122 f
-  340.091062  122 aa
+  340.091062  122 UNKNOWN
   340.225150  122 aa
   340.296873  122 w
   340.369812  122 eh
diff --git a/s3501a.words b/s3501a.words
index 3bd65bf..e4fa94a 100644
--- a/s3501a.words
+++ b/s3501a.words
@@ -10,9 +10,7 @@ nfields 3
    0.081062 122 {B_TRANS}; B; B
    5.219181 122 <EXCLUDE-four_five_six_seven_eight_nine_ten>; U; U
    6.580377 122 <VOCNOISE>; U; U
-   6.780965 122 <SIL>; S; S
-   6.896561 122 is; ih z; s
-   7.047285 122 that; dh ae t; eh d
+   7.047285 122 <SIL>; S; S
    7.550459 122 <VOCNOISE>; U; U
    7.750437 122 just; jh ah s t; jh ih s t
    7.810437 122 to; t uw; t ih
@@ -991,7 +989,6 @@ nfields 3
    338.173332 122 <IVER>; S; S
    338.753356 122 <VOCNOISE>; U; U
    339.303106 122 <SIL>; S; S
-   339.466341 122 <UNKNOWN-uh_they>; U; U
    340.091062 122 <UNKNOWN>; U; U
    340.225150 122 uh; ah; aa
    340.730332 122 westerville; w eh s t er v ih l; w eh s t er v eh l
diff --git a/s3502a.phones b/s3502a.phones
index d9e5398..3e4a1cd 100644
--- a/s3502a.phones
+++ b/s3502a.phones
@@ -337,8 +337,7 @@ nfields 2
    39.579025  122 n
    39.612165  122 n
    39.777438  122 ey
-   39.927438  122 eh
-   40.095806  122 m
+   40.095806  122 UNKNOWN
    40.166229  122 SIL
    40.272938  122 s
    40.302938  122 ah
@@ -1578,8 +1577,7 @@ nfields 2
   221.332337  122 ay
   221.422991  122 t
   226.488943  122 IVER
-  226.549218  122 ih
-  226.631320  122 dh
+  226.631320  122 UNKNOWN
   226.662108  122 y
   226.726250  122 ae
   226.812563  122 b
diff --git a/s3502b.words b/s3502b.words
index 21e2dea..794b747 100644
--- a/s3502b.words
+++ b/s3502b.words
@@ -12,7 +12,7 @@ nfields 1
    0.590836 122 <VOCNOISE>; U; U
    0.678750 122 oh; ow; ow
    0.879120 122 no; n ow; n ow
-   1.659063 122 never; n eh v er; IVER n eh v er
+   1.659063 122 never; n eh v er; n eh v er
    1.908750 122 have; hh ae v; hh ae v
    2.968000 122 <IVER>; S; S
    3.238000 122 years; y ih r z; y ih r z
diff --git a/s3503b.phones b/s3503b.phones
index 193d62e..4dff4cd 100644
--- a/s3503b.phones
+++ b/s3503b.phones
@@ -2869,7 +2869,7 @@ nfields 2
   316.807625  122 d
   318.445722  122 VOCNOISE
   318.760721  122 ah
-  325.590747  122 VOCNOISE
+  325.590747  122 IVER
   325.646900  122 r
   325.799375  122 ay
   325.918070  122 t
@@ -4358,7 +4358,7 @@ nfields 2
   512.704663  122 aa
   512.718080  122 dx
   512.774663  122 ah
-  512.894828  122 s
+  512.894828  122 UNKNOWN
   513.056997  122 p
   513.090830  122 r
   513.160246  122 ow; *
diff --git a/s3503b.words b/s3503b.words
index c769826..85167db 100644
--- a/s3503b.words
+++ b/s3503b.words
@@ -861,14 +861,14 @@ nfields 1
    262.344627 122 my; m ay; m ay
    262.659902 122 <CUTOFF-e=Ellimon>; U; U
    262.952305 122 <SIL>; S; S
-   263.326260 122 ellimen; eh l ah m eh n; eh l ah m eh n
-   263.867303 122 ellison; eh l ih s ah n; eh l ah s ah n
+   263.326260 122 Ellimen; eh l ah m eh n; eh l ah m eh n
+   263.867303 122 Ellison; eh l ih s ah n; eh l ah s ah n
    264.717655 122 <VOCNOISE>; U; U
-   264.937454 122 ralph; r ae l f; r ae l f
-   265.376188 122 ellison; eh l ih s ah n; eh l ah s en
+   264.937454 122 Ralph; r ae l f; r ae l f
+   265.376188 122 Ellison; eh l ih s ah n; eh l ah s en
    265.719250 122 <SIL>; S; S
    266.068276 122 and; ae n d; eh n d
-   266.358689 122 ellimen; eh l ah m ah nx; eh l ah m ah nx
+   266.358689 122 Ellimen; eh l ah m ah nx; eh l ah m ah nx
    266.679188 122 guess; g eh s; ay g eh s
    266.749188 122 it; ih t; ih dx
    266.899188 122 is; ih z; ih s
@@ -989,11 +989,11 @@ nfields 1
    294.442040 122 frustrated; f r ah s t r ey t ah d; f r ah s t r ey dx ih d
    294.750562 122 <SIL>; S; S
    295.412167 122 frustrating; f r ah s t r ey t ih ng; hh ih s t r ey tq ih ng
-   299.066566 122 <IVER-well_some_of_it's_like_I_guess_sometimes_the_teachers_some_times_are_uh_hard_placed>; U; U
+   299.066566 122 <IVER>; U; U
    299.709381 122 <VOCNOISE>; U; U
-   301.679487 122 <IVER-the_administration_and_the_state_and_the>; U; U
+   301.679487 122 <IVER>; U; U
    302.108174 122 <VOCNOISE>; U; U
-   304.719255 122 <IVER-anyone_else_telling_them_you_know_everybody_has_to_have_this>; U; U
+   304.719255 122 <IVER>; U; U
    305.119165 122 in; ih n; ih n
    305.235580 122 the; dh iy; n ah
    305.700548 122 kin; k ih n; k ih n
@@ -1037,7 +1037,7 @@ nfields 1
    316.807625 122 grade; g r ey d; g r ey d
    318.445722 122 <VOCNOISE>; U; U
    318.760721 122 uh; ah; ah
-   325.590747 122 <IVER-so_we're_sort_of_an_idealogical_thing_er_where_you_know_people_don't_wanna_actually_admit_someone_is_smarter_or>; U; U
+   325.590747 122 <IVER>; U; U
    325.918070 122 right; r ay t; r ay t
    327.508133 122 <IVER>; S; S
    327.758083 122 yeah; y ae; y ae
@@ -1099,7 +1099,7 @@ nfields 1
    344.161360 122 <VOCNOISE>; U; U
    344.550324 122 uh; ah; ah
    344.710625 122 <SIL>; S; S
-   349.314352 122 <IVER-of_course_if_you're_smart_know_that_they're_teaching_to_a_test>; U; U
+   349.314352 122 <IVER>; U; U
    349.612238 122 right; r ay t; r ay t
    350.635410 122 <IVER>; S; S
    350.720665 122 and; ae n d; eh
@@ -1163,7 +1163,7 @@ nfields 1
    371.540092 122 um-hum; em hh em; em hh ah
    372.017638 122 <VOCNOISE>; U; U
    372.239420 122 yeah; y ae; y ae
-   378.421284 122 <IVER-there_were_alot_of_bright_kids_in_my_high_school_they_were_bored_I_was_bored_we_all_were_you_know>; U; U
+   378.421284 122 <IVER>; U; U
    378.527405 122 i; ay; ay
    378.669298 122 was; w ah z; w ah z
    378.914625 122 bored; b ow r d; b ow r dx
@@ -1176,7 +1176,7 @@ nfields 1
    379.834649 122 all; aa l; ao
    380.040529 122 that; dh ae t; l ae d
    380.419703 122 bright; b r ay t; b r ay t
-   385.186625 122 <IVER-and_it_would've_been_it_would've_been_much_better_if_people_were_challenged_you_know>; U; U
+   385.186625 122 <IVER>; U; U
    385.733520 122 <VOCNOISE>; U; U
    385.954109 122 and; ae n d; eh n
    386.254588 122 uh; ah; ih
@@ -1276,7 +1276,6 @@ nfields 1
    413.341461 122 lines; l ay n z; l ay n s
    413.560857 122 and; ae n d; en
    414.177250 122 <VOCNOISE>; U; U
-   414.468797 122 ; g ae t; g ae t
    414.475095 122 <ERROR-gat=got>; U; U
    414.941250 122 charts; ch aa r t s; ch aa r t s
    415.022708 122 and; ae n d; en
@@ -1669,7 +1668,7 @@ nfields 1
    531.509579 122 emotional; iy m ow sh ah n el; iy m ow sh en el
    531.965747 122 issues; ih sh uw z; ih sh uw z
    533.319663 122 <VOCNOISE>; U; U
-   538.268083 122 <IVER-it's_sorta_like_the_more_you_get_away_from_the_norm_you_have_to_spend_more_money>; U; U
+   538.268083 122 <IVER>; U; U
    538.580747 122 right; r ay t; r ay t
    539.208997 122 <IVER>; S; S
    539.491915 122 and; ae n d; eh n
diff --git a/s3601a.words b/s3601a.words
index e45beef..9b62623 100644
--- a/s3601a.words
+++ b/s3601a.words
@@ -11,7 +11,7 @@ nfields 2
    0.784187 122 <SIL>; S; S
    2.004992 122 <EXCLUDE-name>; U; U
    10.765642 122 <IVER>; S; S
-   10.941596 122 mm-hmm; em h em; em hh em
+   10.941596 122 mm-hmm; em hh em; em hh em
    15.923889 122 <IVER>; S; S
    16.276960 122 okay; ow k ey; em k eh
    26.331563 122 <IVER>; S; S
@@ -35,9 +35,9 @@ nfields 2
    34.792603 122 right; r ay t; r ay t
    35.818230 122 <NOISE>; U; U
    45.004917 122 <IVER>; S; S
-   45.278111 122 mm-hmm; em h em; em hh em
+   45.278111 122 mm-hmm; em hh em; em hh em
    61.273687 122 <IVER>; S; S
-   61.613687 122 mm-hmm; em h em; em hh em
+   61.613687 122 mm-hmm; em hh em; em hh em
    65.289412 122 <IVER>; S; S
    66.275685 122 <LAUGH>; U; U
    87.533687 122 <IVER>; S; S
@@ -125,7 +125,7 @@ nfields 2
    109.452763 122 louis; l uw ih s; l ah ah s
    110.476722 122 <VOCNOISE>; U; U
    111.292777 122 <IVER>; S; S
-   111.528967 122 mm-hmm; em h em; em hh em
+   111.528967 122 mm-hmm; em hh em; em hh em
    112.667485 122 <SIL>; S; S
    114.660245 122 <IVER>; S; S
    114.822875 122 she'll; sh iy l; sh ih
@@ -183,7 +183,7 @@ nfields 2
    132.714043 122 so; s ow; s ow
    133.960048 122 <VOCNOISE>; U; U
    135.377186 122 <IVER>; S; S
-   135.736420 122 mm-hmm; em h em; em hh em
+   135.736420 122 mm-hmm; em hh em; em hh em
    136.712293 122 <IVER>; S; S
    136.891910 122 i; ay; n ay
    137.147625 122 work; w er k; w er k
@@ -260,10 +260,10 @@ nfields 2
    165.928003 122 that; dh ae t; n ae t
    166.323684 122 time; t ay m; t ay m
    166.697382 122 <IVER>; S; S
-   167.001473 122 mm-hmm; em h em; em hh em
+   167.001473 122 mm-hmm; em hh em; em hh em
    169.078789 122 <VOCNOISE>; U; U
    173.635533 122 <IVER>; S; S
-   173.988164 122 mm-hmm; em h em; em hh em
+   173.988164 122 mm-hmm; em hh em; em hh em
    174.568858 122 <VOCNOISE>; U; U
    174.687014 122 i; ay; aa
    174.780000 122 was; w ah z; ah z
@@ -296,9 +296,9 @@ nfields 2
    187.858933 122 <IVER>; S; S
    188.130965 122 um; ah m; em
    189.832752 122 <IVER>; S; S
-   190.146002 122 mm-hmm; em h em; em hh em
+   190.146002 122 mm-hmm; em hh em; em hh em
    199.062554 122 <SIL>; S; S
-   199.394120 122 mm-hmm; em h em; em hh em
+   199.394120 122 mm-hmm; em hh em; em hh em
    202.441410 122 <IVER>; S; S
    202.829688 122 <VOCNOISE>; U; U
    202.956159 122 well; w eh l; w ah
@@ -313,7 +313,7 @@ nfields 2
    204.824887 122 notice; n ow t ih s; n ow dx ih s
    205.449183 122 <VOCNOISE>; U; U
    205.590042 122 of; ah v; ah
-   206.311723 122 drafting; d r ae f t ih ng; d r ae UNKNOWN t ih ng
+   206.311723 122 drafting; d r ae f t ih ng; d r ae t ih ng
    206.414324 122 <VOCNOISE>; U; U
    206.591701 122 to; t uw; d uh
    206.739516 122 uh; ah; ah
@@ -339,7 +339,7 @@ nfields 2
    211.901716 122 couple; k ah p el; k ah p ah
    212.077375 122 three; th r iy; th r iy
    212.277375 122 years; y ih r z; y iy r z
-   212.599920 122 <VOCNOISE-before>; U; U
+   212.599920 122 before; U; U
    212.820772 122 from; f r ah m; f r em
    213.267375 122 vietnam; v iy eh t n ae m; v iy eh tq n aa m
    213.696354 122 so; s ow; s ow
@@ -355,7 +355,7 @@ nfields 2
    217.233459 122 <VOCNOISE>; U; U
    217.886450 122 <SIL>; S; S
    221.793089 122 <IVER>; S; S
-   222.142628 122 mm-hmm; em h em; em hh em
+   222.142628 122 mm-hmm; em hh em; em hh em
    222.788662 122 <VOCNOISE>; U; U
    223.204279 122 <IVER>; S; S
    223.318183 122 i; ay; ay
@@ -450,7 +450,7 @@ nfields 2
    248.355375 122 january; jh ae n y uw eh r iy; jh ae n y uw eh r ih
    248.648306 122 so; s ow; s ow
    251.711536 122 <IVER>; S; S
-   252.113312 122 mm-hmm; em h em; em hh em
+   252.113312 122 mm-hmm; em hh em; em hh em
    257.251958 122 <IVER>; S; S
    258.628371 122 <LAUGH>; U; U
    261.628995 122 <IVER>; S; S
@@ -639,7 +639,7 @@ nfields 2
    356.951138 122 <VOCNOISE>; U; U
    357.525697 122 <SIL>; S; S
    359.122111 122 <IVER>; S; S
-   359.521223 122 mm-hmm; em h em; em hh em
+   359.521223 122 mm-hmm; em hh em; em hh em
    359.920325 122 <SIL>; S; S
    362.206489 122 <IVER>; S; S
    363.729750 122 <VOCNOISE>; U; U
@@ -715,7 +715,7 @@ nfields 2
    384.628406 122 <IVER>; S; S
    385.867922 122 <VOCNOISE>; U; U
    393.176182 122 <IVER>; S; S
-   393.490299 122 mm-hmm; em h em; m hh m
+   393.490299 122 mm-hmm; em hh em; m hh m
    397.961356 122 <IVER>; S; S
    399.674305 122 <VOCNOISE>; U; U
    399.880922 122 yeah; y ae; y ae
@@ -906,9 +906,9 @@ nfields 2
    450.856470 122 <IVER>; S; S
    452.605571 122 <VOCNOISE>; U; U
    462.193006 122 <IVER>; S; S
-   462.495119 122 mm-hmm; em h em; em hh em
+   462.495119 122 mm-hmm; em hh em; em hh em
    464.868216 122 <IVER>; S; S
-   465.410185 122 mm-hmm; em h em; ah m hh ah m
+   465.410185 122 mm-hmm; em hh em; ah m hh ah m
    480.055631 122 <IVER>; S; S
    480.843224 122 <VOCNOISE>; U; U
    481.010666 122 well; w eh l; w ah
@@ -1092,13 +1092,13 @@ nfields 2
    534.916791 122 <SIL>; S; S
    535.000098 122 your; y ow r; y er
    535.393346 122 kid's; k ih d z; k ih d z
-   535.872357 122 <VOCNOISE-life>; U; U
+   535.872357 122 life; U; U
    536.357486 122 <IVER>; S; S
    536.787485 122 <VOCNOISE>; U; U
    544.456470 122 <IVER>; S; S
-   544.872997 122 mm-hmm; em h em; em hh em
+   544.872997 122 mm-hmm; em hh em; em hh em
    557.920097 122 <IVER>; S; S
-   558.275370 122 mm-hmm; em h em; em hh em
+   558.275370 122 mm-hmm; em hh em; em hh em
    560.340855 122 <IVER>; S; S
    560.865189 122 <VOCNOISE>; U; U
    560.943606 122 well; w eh l; w ah
@@ -1221,7 +1221,7 @@ nfields 2
    599.817887 122 so; s ow; s ow
    601.672660 122 <VOCNOISE>; U; U
    611.584776 122 <IVER>; S; S
-   611.919226 122 mm-hmm; em h em; em hh em
+   611.919226 122 mm-hmm; em hh em; em hh em
    617.102171 122 <IVER>; S; S
    617.235925 122 i; ay; m ay
    617.614187 122 personally; p er s ah n ah l iy; p er s en
@@ -1260,7 +1260,7 @@ nfields 2
    627.729120 122 <VOCNOISE>; U; U
    629.453769 122 <IVER>; S; S
    629.990091 122 balance; b ae l ah n s; b ae l en s
-   630.300794 122 <VOCNOISE-parent>; U; U
+   630.300794 122 parent; U; U
    631.694656 122 <VOCNOISE>; U; U
    636.326533 122 <IVER>; S; S
    636.640185 122 hum-um; hh em em; hh em tq em
@@ -1407,9 +1407,9 @@ nfields 2
    684.397667 122 so; s ow; s ow
    685.415841 122 <VOCNOISE>; U; U
    703.539442 122 <IVER>; S; S
-   703.893801 122 mm-hmm; em h em; em hh em
+   703.893801 122 mm-hmm; em hh em; em hh em
    713.894985 122 <IVER>; S; S
-   714.229874 122 mm-hmm; em h em; em hh em
+   714.229874 122 mm-hmm; em hh em; em hh em
    727.155077 122 <SIL>; S; S
    727.309019 122 well; w eh l; w ah
    727.514756 122 i've; ay v; ay v
diff --git a/s3601b.phones b/s3601b.phones
index f0cbf66..a52d543 100644
--- a/s3601b.phones
+++ b/s3601b.phones
@@ -554,8 +554,7 @@ nfields 2
    75.317750  122 z
    75.382784  122 eh
    75.466646  122 n
-   75.576573  122 n
-   75.758500  122 ih
+   75.758500  122 ERROR
    76.201522  122 ah
    76.692733  122 VOCNOISE
    76.880688  122 ih
@@ -1973,7 +1972,7 @@ nfields 2
   254.632334  122 b
   254.672507  122 ah
   254.705794  122 tq
-  255.404562  122 SIL
+  255.404562  122 VOCNOISE
   255.426067  122 y
   255.445006  122 ah
   255.473128  122 nx
diff --git a/s3601b.words b/s3601b.words
index 48bbc69..a5faaca 100644
--- a/s3601b.words
+++ b/s3601b.words
@@ -865,19 +865,3 @@ nfields 1
    324.009562 122 what; w ah t; w ah dx
    324.065086 122 i; ay; ah
    324.082021 122 {E_TRANS}; E; E
-   324.219188 122 mean; m iy n; m iy nx
-   324.355906 122 it's; ih t s; ih t s
-   324.614562 122 more; m ow r; m ao r
-   324.727002 122 you; y uw; y uw
-   324.813169 122 know; n ow; nx ah
-   324.924562 122 it's; ih t s; ih t s
-   325.261813 122 they're; dh ey er; dh eh r
-   325.485273 122 they're; dh ey er; dh eh r
-   325.741813 122 more; m ow r; m ao r
-   326.086147 122 vocal; v ow k el; v ow k el
-   326.293457 122 about; ah b aw t; ah b ah dx
-   326.369463 122 it; ih t; ih tq
-   326.682426 122 more; m ow r; m ao r
-   326.875977 122 uh; ah; ah
-   327.116813 122 uh; ah; eh
-   327.350812 122 more; m ow r; m ao r
diff --git a/s3602a.phones b/s3602a.phones
index 5eb45b1..bccc0ba 100644
--- a/s3602a.phones
+++ b/s3602a.phones
@@ -494,9 +494,7 @@ nfields 2
   136.407165  122 b
   136.493293  122 ah
   136.542023  122 tq
-  136.602086  122 n
-  136.690481  122 ah
-  136.795874  122 s
+  136.795874  122 ERROR
   136.998735  122 eh
   137.101862  122 n
   137.197056  122 aa
@@ -1055,10 +1053,8 @@ nfields 2
   235.989567  122 d
   236.270375  122 ey
   236.493870  122 z
-  236.636661  122 VOCNOISE
   237.145904  122 VOCNOISE
-  237.313229  122 r
-  237.414089  122 iy
+  237.414089  122 UNKNOWN
   237.588612  122 aw
   237.676055  122 g
   237.755875  122 r
@@ -1145,10 +1141,7 @@ nfields 2
   246.951687  122 m
   247.011309  122 ao
   247.084971  122 r
-  247.223229  122 g
-  247.259235  122 iy
-  247.322134  122 r
-  247.453923  122 ow
+  247.453923  122 UNKNOWN
   247.567875  122 g
   247.960603  122 ow
   248.142821  122 SIL
diff --git a/s3602a.words b/s3602a.words
index 6d4bb10..8a96eb3 100644
--- a/s3602a.words
+++ b/s3602a.words
@@ -433,7 +433,6 @@ nfields 1
    234.561643 122 well; w eh l; w eh l
    235.573421 122 <VOCNOISE>; U; U
    236.493870 122 nowadays; n aw ah d ey z; n aw ah d ey z
-   236.636661 122 <VOCNOISE>; U; U
    237.145904 122 <VOCNOISE>; U; U
    237.414089 122 <UNKNOWN>; U; U
    237.588612 122 i; ay; aw
@@ -1230,7 +1229,7 @@ nfields 1
    534.951558 122 hate; hh ey t; hh ey t
    535.012926 122 to; t uw; t ah
    535.110188 122 <SIL>; S; S
-   535.319768 122 think; th ih ng k; SIL th ih ng k
+   535.319768 122 think; th ih ng k; th ih ng k
    535.429571 122 that; dh ae t; dh ae t
    535.602596 122 that; dh ae t; dh ae t
    535.920111 122 would; w uh d; w uh d
diff --git a/s3602b.phones b/s3602b.phones
index ede5328..4feea46 100644
--- a/s3602b.phones
+++ b/s3602b.phones
@@ -993,10 +993,7 @@ nfields 2
   146.328129  122 ih
   146.370837  122 n
   146.571882  122 ow
-  146.675008  122 z
-  146.728134  122 m
-  146.817718  122 eh
-  146.904177  122 z
+  146.904177  122 UNKNOWN
   147.012512  122 l
   147.106263  122 ae
   147.176056  122 k
@@ -1480,8 +1477,7 @@ nfields 2
   205.041898  122 n
   205.251668  122 ah
   205.973384  122 IVER
-  206.045600  122 m
-  206.185218  122 ah
+  206.185218  122 UNKNOWN
   206.257434  122 ow
   206.301452  122 n
   206.336528  122 dh
@@ -2786,8 +2782,7 @@ nfields 2
   394.992676  122 er
   395.024968  122 dx
   395.117677  122 er
-  395.164553  122 w
-  395.195803  122 ih
+  395.195803  122 UNKNOWN
   395.225313  122 dx
   395.278096  122 ih
   395.334347  122 g
diff --git a/s3602b.words b/s3602b.words
index 220fbc1..5a801d2 100644
--- a/s3602b.words
+++ b/s3602b.words
@@ -247,8 +247,8 @@ nfields 2
    96.897047 122 <VOCNOISE>; U; U
    97.254724 122 uh; ah; ah
    97.692400 122 <VOCNOISE>; U; U
-   98.261812 122 structure; s t r ah k ch er; s ch r ah k sh er ah
-   98.274089 122 in; ih n;
+   98.261812 122 structure; s t r ah k ch er; s ch r ah k sh er
+   98.274089 122 in; ih n; ah
    98.333395 122 their; dh eh r; nx ah
    98.740019 122 life; l ay f; l ay f
    98.967655 122 if; ih f; ih f
@@ -280,14 +280,14 @@ nfields 2
    107.245750 122 have; hh ae v; hh eh v
    107.292117 122 a; ey; ah
    107.603672 122 better; b eh t er; b eh dx ah r
-   107.918043 122 <VOCNOISE-life>; U; U
+   107.918043 122 life; U; U
    108.105188 122 than; dh ae n; dh eh n
    108.185188 122 you; y uw; y ih
    108.399966 122 will; w ih l; w uh l
    108.536448 122 if; ih f; ah f
    108.885646 122 you; y uw; y uw
    109.348744 122 <VOCNOISE>; U; U
-   110.003852 122 <VOCNOISE-practice>; U; U
+   110.003852 122 practice; U; U
    110.445119 122 <VOCNOISE>; U; U
    111.046581 122 non; n aa n; n aa n
    111.547922 122 <VOCNOISE>; U; U
@@ -320,7 +320,8 @@ nfields 2
    118.661452 122 <VOCNOISE>; U; U
    119.019076 122 uh; ah; ah
    119.299565 122 <VOCNOISE>; U; U
-   119.721896 122 <VOCNOISE-because_there's>; U; U
+   119.538000 122 because; U; U
+   119.721896 122 there's; U; U
    119.758000 122 a; ey; ah
    119.960441 122 lot; l aa t; l aa dx
    120.147943 122 of; ah v; ah
@@ -372,7 +373,7 @@ nfields 2
    133.853147 122 mean; m iy n; m iy n
    134.557313 122 <LAUGH>; U; U
    134.761563 122 come; k ah m; k ah m
-   135.173783 122 <LAUGH-on>; U; U
+   135.173783 122 on; U; U
    135.710434 122 <VOCNOISE>; U; U
    135.830227 122 who; hh uw; hh uw
    136.154750 122 wasn't; w ah z ah n t; w ah z ah n
@@ -480,7 +481,7 @@ nfields 2
    161.848130 122 <VOCNOISE>; U; U
    161.876267 122 and; ae n d; en
    161.969818 122 i; ay; aa
-   162.060875 122 <VOCNOISE-was>; U; U
+   162.060875 122 was; U; U
    162.261876 122 still; s t ih l; s t ih l
    162.411709 122 about; ah b aw t; b aa t
    162.462667 122 the; dh iy; dh ih
@@ -711,7 +712,7 @@ nfields 2
    231.252083 122 you; y uw; y uw
    231.554161 122 mentioned; m eh n sh ah n d; m eh n ch en d
    231.617703 122 it; ih t; ih tq
-   231.997250 122 <VOCNOISE-before>; U; U
+   231.997250 122 before; U; U
    232.340629 122 about; ah b aw t; ah b ae tq
    232.994790 122 <VOCNOISE>; U; U
    233.392704 122 something; s ah m th ih ng; s ah m em
@@ -736,7 +737,7 @@ nfields 2
    239.036453 122 <VOCNOISE>; U; U
    239.206100 122 are; aa r; ah r
    239.839576 122 responsible; r ih s p aa n s ah b el; r ih s p aa n s ih b el
-   240.096871 122 <VOCNOISE-for>; U; U
+   240.096871 122 for; U; U
    240.185414 122 it; ih t; er tq
    240.257290 122 and; ae n d; en
    240.674500 122 everything; eh v r iy th ih ng; eh r ih dh eh ng
@@ -745,7 +746,7 @@ nfields 2
    241.193749 122 these; dh iy z; dh iy z
    241.421877 122 two; t uw; t uw
    241.722912 122 kids; k ih d z; k ih d z
-   242.247918 122 <VOCNOISE-deliberately>; U; U
+   242.247918 122 deliberately; U; U
    242.473953 122 went; w eh n t; w eh nx
    242.798957 122 in; ih n; eh n
    243.263536 122 <VOCNOISE>; U; U
@@ -768,12 +769,12 @@ nfields 2
    249.178375 122 then; dh eh n; dh eh n
    249.266644 122 they; dh ey; n ey
    249.566648 122 killed; k ih l d; k ih l d
-   250.217686 122 <EXT-themselves>; U; U
+   250.217686 122 themselves; U; U
    250.342688 122 so; s ow; s ow
    250.487481 122 we'll; w iy l; w eh l
    250.756500 122 never; n eh v er; n eh v ah r
    251.032625 122 know; n ow; n ow
-   251.252625 122 <VOCNOISE-from>; U; U
+   251.252625 122 from; U; U
    251.438523 122 their; dh eh r; dh eh r
    251.873933 122 endpoint; eh n d p oy n t; eh n m p oyn tq
    252.067686 122 why; w ay; w ay
@@ -794,9 +795,9 @@ nfields 2
    258.034369 122 that; dh ae t; dh ae tq
    258.155204 122 we; w iy; w iy
    258.259372 122 could; k uh d; k uh
-   258.622918 122 <VOCNOISE-find>; U; U
+   258.622918 122 find; U; U
    258.869062 122 out; aw t; aw tq
-   259.348957 122 <VOCNOISE-from>; U; U
+   259.348957 122 from; U; U
    259.458333 122 you; y uw; y ih
    259.742700 122 know; n ow; n ow
    260.102250 122 uh; ah; ah
@@ -861,7 +862,7 @@ nfields 2
    285.602069 122 <VOCNOISE>; U; U
    285.885328 122 living; l ih v ih ng; l ih v ih m
    286.172875 122 more; m ow r; m ao r
-   286.432259 122 <VOCNOISE-for>; U; U
+   286.432259 122 for; U; U
    287.143361 122 today; t ah d ey; uh d ey
    287.333721 122 <VOCNOISE>; U; U
    287.432345 122 and; ae n d; eh n
@@ -876,7 +877,7 @@ nfields 2
    289.716749 122 that; dh ae t; n eh t
    289.798171 122 the; dh iy; t ih
    290.244276 122 future's; f y uw ch er z; f y uw ch er z
-   290.688081 122 <EXT-there>; U; U
+   290.688081 122 there; U; U
    291.177756 122 <VOCNOISE>; U; U
    291.270937 122 i; ay; ay
    291.442666 122 think; th ih ng k; dh eh ng g
@@ -913,14 +914,14 @@ nfields 2
    303.065895 122 <CUTOFF-g=get>; U; U
    303.242502 122 be; b iy; b iy
    303.585394 122 healed; hh iy l d; hh iy l d
-   303.758688 122 <VOCNOISE-from>; U; U
+   303.758688 122 from; U; U
    304.044750 122 things; th ih ng z; th ih ng z
    304.165666 122 that; dh ae t; s ih t
    304.284933 122 they; dh ey; dh ey
    304.583938 122 couldn't; k uh d en t; k uh d en b
    304.693938 122 be; b iy; iy
    305.037225 122 healed; hh iy l d; hh iy l d
-   305.424127 122 <VOCNOISE-from>; U; U
+   305.424127 122 from; U; U
    305.692875 122 uh; ah; ah
    306.229887 122 <VOCNOISE>; U; U
    306.364062 122 so; s ow; s ah
@@ -936,7 +937,7 @@ nfields 2
    310.999426 122 today; t ah d ey; t ih d ey
    311.146216 122 as; ae z; eh s
    311.264337 122 their; dh eh r; s er
-   311.688953 122 <VOCNOISE-future>; U; U
+   311.688953 122 future; U; U
    311.872785 122 where; w eh r; w er
    312.208273 122 back; b ae k; b ae k
    312.508533 122 thirty; th er t iy; th ah r dx iy
@@ -1022,7 +1023,7 @@ nfields 2
    341.788938 122 guys; g ay z; g ay z
    341.908620 122 that; dh ae t; s eh tq
    342.015856 122 were; w er; w er
-   342.443835 122 <VOCNOISE-supposedly>; U; U
+   342.443835 122 supposedly; U; U
    342.738733 122 picking; p ih k ih ng; p eh g en
    342.786603 122 on; aa n; aa
    342.878517 122 him; hh ih m; ah m
@@ -1061,7 +1062,7 @@ nfields 2
    351.284961 122 i'll; ay l; aa l
    351.606665 122 <VOCNOISE>; U; U
    351.741667 122 i'll; ay l; aa l
-   352.080875 122 <VOCNOISE-prove>; U; U
+   352.080875 122 prove; U; U
    352.201244 122 to; t uw; t ih
    352.576568 122 them; dh eh m; dh eh m
    352.713480 122 that; dh ae t; dh eh tq
@@ -1080,7 +1081,7 @@ nfields 2
    356.690745 122 they; dh ey; dh ey
    356.842982 122 didn't; d ih d en t; ih en
    356.991388 122 really; r iy l iy; r ah l iy
-   357.319794 122 <VOCNOISE-prove>; U; U
+   357.319794 122 prove; U; U
    357.641501 122 anything; eh n iy th ih ng; eyn dh eh ng
    357.856929 122 except; eh k s eh p t; ih k s eh p
    357.941625 122 for; f ow r; f er
@@ -1090,7 +1091,7 @@ nfields 2
    359.000124 122 <VOCNOISE>; U; U
    359.354385 122 death; d eh th; d eh th
    359.470238 122 is; ih z; ah z
-   359.849387 122 <VOCNOISE-final>; U; U
+   359.849387 122 final; U; U
    360.312805 122 <LAUGH>; U; U
    369.664244 122 <IVER>; S; S
    369.866268 122 um; ah m; em
@@ -1144,7 +1145,7 @@ nfields 2
    394.420802 122 <VOCNOISE>; U; U
    394.520795 122 i; ay; aa
    394.684339 122 would've; w uh d ah v; w uh dx ah
-   395.024968 122 <VOCNOISE-preferred>; U; U
+   395.024968 122 preferred; U; U
    395.115594 122 her; hh er; er
    395.195803 122 <UNKNOWN>; U; U
    395.282263 122 to; t uw; dx ih
@@ -1164,7 +1165,7 @@ nfields 2
    398.552051 122 students; s t uw d ah n t s; s t uw en tq s
    398.593718 122 and; ae n d; eh
    398.987473 122 stuff; s t ah f; s t ah f
-   399.347883 122 <NOISE-and>; U; U
+   399.347883 122 and; U; U
    400.312463 122 <NOISE>; U; U
    400.423923 122 <IVER>; S; S
    401.016625 122 um; ah m; em
@@ -1178,14 +1179,15 @@ nfields 2
    402.868720 122 last; l ae s t; l ae s
    403.295799 122 year; y ih r; ch iy r
    407.464546 122 <IVER>; S; S
-   407.784342 122 <VOCNOISE-hum_um>; U; U
+   407.605173 122 hum; U; U
+   407.784342 122 um; U; U
    407.980177 122 she; sh iy; ch eh
    408.103095 122 had; hh ae d; ae dx
    408.311421 122 a; ey; ey
    408.561424 122 uh; ah; ah
    409.037462 122 <SIL>; S; S
    409.204130 122 she; sh iy; sh ih
-   409.298923 122 <VOCNOISE-was>; U; U
+   409.298923 122 was; U; U
    409.583625 122 taught; t aa t; t ao dx
    409.640589 122 a; ey; ah
    409.994760 122 <CUTOFF-tu=tutor>; U; U
@@ -1197,11 +1199,11 @@ nfields 2
    412.417675 122 from; f r ah m; f r ah m
    412.468717 122 <VOCNOISE>; U; U
    412.577359 122 she; sh iy; sh iy
-   412.702045 122 <VOCNOISE-was>; U; U
+   412.702045 122 was; U; U
    412.820688 122 from; f r ah m; f er m
    413.476003 122 kirkisville; k er k ih s v ih l; k er k er z v ih l
    413.692673 122 that's; dh ae t s; dh eh t s
-   413.824966 122 <VOCNOISE-before>; U; U
+   413.824966 122 before; U; U
    413.932259 122 she; sh iy; sh iy
    414.599094 122 graduated; g r ae d y uw ey t ah d; g r ae jh uw ey dx eh d
    415.027043 122 <SIL>; S; S
@@ -1338,12 +1340,12 @@ nfields 2
    476.077322 122 with; w ih th; w ah th
    476.254750 122 me; m iy; m iy
    476.347110 122 and; ae n d; ehn
-   476.704406 122 <VOCNOISE-stuff>; U; U
+   476.704406 122 stuff; U; U
    476.826283 122 while; w ay l; w ay
    476.996076 122 she; sh iy; sh ih
    477.124203 122 was; w ah z; w ih z
    477.465861 122 growing; g r ow ih ng; g r aa ey ng
-   477.772115 122 <NOISE-up>; U; U
+   477.772115 122 up; U; U
    478.008576 122 <NOISE>; U; U
    478.393986 122 uh; ah; ah
    479.515860 122 <VOCNOISE>; U; U
diff --git a/s3603a.phones b/s3603a.phones
index 995ec79..cd71821 100644
--- a/s3603a.phones
+++ b/s3603a.phones
@@ -979,46 +979,6 @@ nfields 2
   145.966758  122 n
   146.040343  122 ih
   146.073750  122 tq
-  146.128235  122 w
-  146.189556  122 ah
-  146.218172  122 z
-  146.688288  122 VOCNOISE
-  146.778375  122 sh
-  146.828375  122 iy
-  146.866117  122 w
-  146.918239  122 ih
-  146.979559  122 z
-  147.026572  122 r
-  147.083801  122 ah
-  147.134904  122 l
-  147.238127  122 b
-  147.311500  122 ih
-  147.341500  122 dx; *
-  147.477273  122 er
-  147.541660  122 b
-  147.624442  122 aa
-  147.669410  122 tq
-  147.700064  122 dh
-  147.731746  122 ah
-  147.767517  122 dx
-  147.840079  122 ih ; *
-  147.925928  122 v
-  148.017562  122 ao
-  148.072074  122 r
-  148.154857  122 s
-  148.232937  122 f
-  148.292937  122 iy ; *
-  148.355170  122 l
-  148.400138  122 ih
-  148.452937  122 n
-  148.482937  122 dh
-  148.512937  122 eh
-  148.538109  122 tq
-  148.652937  122 sh
-  148.712937  122 iy
-  148.782362  122 w
-  148.856968  122 ah
-  148.980631  122 z
   149.501848  122 VOCNOISE
   149.645687  122 k
   149.738953  122 ae
diff --git a/s3603a.words b/s3603a.words
index 19ce940..2cd831a 100644
--- a/s3603a.words
+++ b/s3603a.words
@@ -9,7 +9,7 @@ nfields 1
 #
    0.063006 122 {B_TRANS}; B; B
    8.474268 122 <IVER>; S; S
-   8.840250 122 mm-hmm; em h em; em hh em
+   8.840250 122 mm-hmm; em hh em; em hh em
    20.750986 122 <IVER>; S; S
    20.940496 122 well; w eh l; w ah
    21.205316 122 i'm; ay m; ay m
@@ -68,7 +68,10 @@ nfields 1
    35.925866 122 lot; l aa t; l aa
    35.966256 122 of; ah v; ah
    36.312559 122 times; t ay m z; t ay n s
-   37.170687 122 <VOCNOISE-she_filled_the_both>; U; U
+   36.473711 122 she; U; U
+   36.785437 122 filled; U; U
+   36.870125 122 the; U; U
+   37.169651 122 both; U; U
    37.288749 122 the; dh iy; th ah
    37.617223 122 male; m ey l; m ey l
    37.752934 122 and; ae n d; eh n
@@ -86,7 +89,7 @@ nfields 1
    40.111863 122 yknow; y uw n ow; y ih n ow
    40.271351 122 as; ae z; ah s
    40.518867 122 far; f aa r; f aa r
-   40.710287 122 <VOCNOISE-as>; U; U
+   40.710287 122 as; U; U
    41.266588 122 punishment; p ah n ih sh m ah n t; p ah nx eh sh m ah n
    41.312437 122 and; ae n d; en
    41.592813 122 everything; eh v r iy th ih ng; eh r ih dh ih ng
@@ -101,16 +104,16 @@ nfields 1
    46.281094 122 <VOCNOISE>; U; U
    47.661583 122 <SIL>; S; S
    47.790002 122 it; ih t; n ih t
-   48.040188 122 <VOCNOISE-just>; U; U
+   48.040188 122 just; U; U
    48.220188 122 would; w uh d; w uh d
-   48.692031 122 <VOCNOISE-depend>; U; U
+   48.692031 122 depend; U; U
    48.878445 122 i; ay; ay
    48.938124 122 <SIL>; S; S
    49.074188 122 i; ay; aa
    49.276124 122 know; n ow; n ow
    49.386937 122 in; ih n; ah m
    49.680021 122 my; m ay; m ay
-   50.156405 122 <VOCNOISE-respect>; U; U
+   50.156405 122 respect; U; U
    50.286895 122 it; ih t; ih tq
    50.446382 122 would've; w uh d ah v; w uh dx ah
    50.779850 122 been; b ih n; b eh n
@@ -120,7 +123,7 @@ nfields 1
    51.544250 122 i; ay; ay
    51.806162 122 think; th ih ng k; th ih ng k
    52.068169 122 for; f ow r; f er
-   52.630518 122 <VOCNOISE-myself>; U; U
+   52.630518 122 myself; U; U
    52.759972 122 for; f ow r; f er
    53.138974 122 <EXCLUDE-name>; U; U
    53.254998 122 and; ae n d; ah n
@@ -131,24 +134,30 @@ nfields 1
    54.477437 122 for; f ow r; f er
    54.909027 122 <EXCLUDE-name>; U; U
    55.101517 122 yknow; y uw n ow; y ih nx ow
-   55.268254 122 <VOCNOISE-if>; U; U
+   55.268254 122 if; U; U
    55.400815 122 we; w iy; w iy
    55.591367 122 would've; w uh d ah v; w uh dx ih
    55.748783 122 been; b ih n; b ehn
    55.917591 122 able; ey b el; ey b uh
    55.985943 122 to; t uw; dx eh
-   56.353386 122 <VOCNOISE-had>; U; U
+   56.353386 122 had; U; U
    56.630936 122 uh; ah; ah
    57.238008 122 <SIL>; S; S
    57.575625 122 joint; jh oy n t; jh oyn tq
-   59.055539 122 <VOCNOISE-custody_with_her_and_everything>; U; U
+   58.156615 122 custody; U; U
+   58.382378 122 with; U; U
+   58.532375 122 her; U; U
+   58.580183 122 and; U; U
+   59.055539 122 everything; U; U
    59.247124 122 yknow; y uw n ow; y ih nx ow
    59.356901 122 when; w eh n; w ehn
-   59.608560 122 <VOCNOISE-she_was>; U; U
+   59.511210 122 she; U; U
+   59.608560 122 was; U; U
    59.879617 122 growing; g r ow ih ng; g r ow ah nx
    60.104925 122 up; ah p; ah p
    60.662095 122 <VOCNOISE>; U; U
-   61.185084 122 <VOCNOISE-because_from>; U; U
+   60.999705 122 because; U; U
+   61.185084 122 from; U; U
    61.306253 122 a; ey; ah
    61.910019 122 <VOCNOISE>; U; U
    62.024974 122 well; w eh l; w ah
@@ -179,7 +188,7 @@ nfields 1
    68.038853 122 anything; eh n iy th ih ng; en ih dh ih ng
    68.227843 122 bad; b ae d; b ae dx
    68.426180 122 about; ah b aw t; ah b aa tq
-   68.818678 122 <VOCNOISE-girls>; U; U
+   68.818678 122 girls; U; U
    69.073562 122 being; b iy ih ng; b iy ih n
    69.187364 122 my; m ay; m ay
    69.699250 122 daughter; d aa t er; d ao dx er
@@ -195,16 +204,22 @@ nfields 1
    73.834886 122 <VOCNOISE>; U; U
    74.357207 122 weekends; w iy k eh n d z; w iy k eh n d s
    74.424523 122 and; ae n d; en
-   74.682395 122 <VOCNOISE-stuff>; U; U
+   74.682395 122 stuff; U; U
    74.851196 122 like; l ay k; l ay k
    75.177420 122 that; dh ae t; d ae tq
    75.541963 122 <VOCNOISE>; U; U
    75.969674 122 so; s ow; s ow
    76.826563 122 <VOCNOISE>; U; U
-   78.485213 122 <VOCNOISE-where_if_I_was_closer_to_her>; U; U
+   76.974229 122 where; U; U
+   77.052937 122 if; U; U
+   77.182392 122 i; U; U
+   77.495153 122 was; U; U
+   77.942937 122 closer; U; U
+   78.231483 122 to; U; U
+   78.485213 122 her; U; U
    79.315782 122 <VOCNOISE>; U; U
    79.408983 122 i; ay; ah
-   79.604718 122 <VOCNOISE-wouldn't>; U; U
+   79.604718 122 wouldn't; U; U
    79.873125 122 worry; w er iy; w ah r ih
    80.031399 122 so; s ow; s ah
    80.256550 122 much; m ah ch; m ah ch
@@ -222,9 +237,13 @@ nfields 1
    103.103781 122 uh; ah; ah
    103.630919 122 <VOCNOISE>; U; U
    103.991750 122 <EXCLUDE-name>; U; U
-   104.836383 122 <VOCNOISE-when_she_reached_about>; U; U
+   104.094250 122 when; U; U
+   104.247114 122 she; U; U
+   104.463561 122 reached; U; U
+   104.836383 122 about; U; U
    105.747731 122 <VOCNOISE>; U; U
-   106.303866 122 <VOCNOISE-twelve_or>; U; U
+   106.225158 122 twelve; U; U
+   106.303866 122 or; U; U
    106.546937 122 something; s ah m th ih ng; s ah em
    106.705692 122 like; l ay k; l ay k
    107.011196 122 that; dh ae t; th ae tq
@@ -234,10 +253,18 @@ nfields 1
    108.141995 122 <SIL>; S; S
    108.269000 122 in; ih n; uh n
    108.346116 122 the; dh iy; n eh
-   109.538122 122 <VOCNOISE-twelve_thirteen_fourteen>; U; U
+   108.676483 122 twelve; U; U
+   109.056557 122 thirteen; U; U
+   109.538122 122 fourteen; U; U
    109.951099 122 range; r ey n jh; r ey n jh
    110.016584 122 you; y uw; sh iy
-   111.908949 122 <VOCNOISE-know_she_became_real_violent_with_her>; U; U
+   110.207141 122 know; U; U
+   110.447063 122 she; U; U
+   111.034373 122 became; U; U
+   111.223548 122 real; U; U
+   111.578770 122 violent; U; U
+   111.726866 122 with; U; U
+   111.908949 122 her; U; U
    112.559590 122 mom; m aa m; m aa m
    113.176722 122 <IVER>; S; S
    113.680040 122 um; ah m; ah m
@@ -246,38 +273,41 @@ nfields 1
    114.999875 122 threatening; th r eh t en ih ng; th r eh tq n ih ng
    115.180568 122 her; hh er; er
    115.289875 122 and; ae n d; en
-   115.596177 122 <VOCNOISE-stuff>; U; U
+   115.596177 122 stuff; U; U
    115.719418 122 like; l ay k; l ay g
    116.130564 122 that; dh ae t; dh ae t
    116.350057 122 <SIL>; S; S
    116.601716 122 and; ae n d; ah n
    116.933118 122 uh; ah; ah
    117.730452 122 <VOCNOISE>; U; U
-   118.006786 122 <VOCNOISE-towards>; U; U
-   118.056496 122 her; hh er; er
+   118.005750 122 towards; U; U
+   118.055461 122 her; hh er; er
    118.229447 122 all; aa l; ao l
    118.355794 122 i'd; ay d; ay dx
-   118.735554 122 <VOCNOISE-have_to_do>; U; U
+   118.735554 122 have; U; U
+   118.735554 122 to; U; U
+   118.735554 122 do; U; U
    118.829797 122 is; ih z; ih z
    118.948812 122 get; g eh t; g ih dx
    119.033994 122 on; aa n; aa n
    119.112525 122 the; dh iy; n ah
-   119.406557 122 <VOCNOISE-phone>; U; U
+   119.406557 122 phone; U; U
    119.495621 122 and; ae n d; ah n
-   119.647859 122 <VOCNOISE-sit>; U; U
+   119.647859 122 sit; U; U
    119.876734 122 there; dh eh r; t er
    119.965799 122 and; ae n d; en
-   120.242020 122 <VOCNOISE-say>; U; U
+   120.242020 122 say; U; U
    120.621062 122 yknow; y uw n ow; y ih nx ow
    120.946477 122 <VOCNOISE>; U; U
    121.132180 122 <SIL>; S; S
    121.219882 122 i; ay; ay
    121.295188 122 can; k ae n; eng
-   121.394904 122 <VOCNOISE-be>; U; U
+   121.394904 122 be; U; U
    121.569926 122 out; aw t; ae t
    121.734591 122 there; dh eh r; t er
    121.770839 122 in; ih n; en
-   122.300582 122 <VOCNOISE-about_two>; U; U
+   122.096027 122 about; U; U
+   122.300582 122 two; U; U
    122.756274 122 hours; aw er z; aw er s
    123.028646 122 yknow; y uw n ow; y ih nx ow
    124.155116 122 <VOCNOISE>; U; U
@@ -286,9 +316,11 @@ nfields 1
    124.650816 122 i; ay; ah
    124.716061 122 don't; d ow n t; dx own
    124.814446 122 know; n ow; n ow
-   125.011076 122 <VOCNOISE-what_your>; U; U
+   124.952185 122 what; U; U
+   125.011076 122 your; U; U
    125.461398 122 problem; p r aa b l ah m; p r aa el m
-   125.834085 122 <VOCNOISE-is_but>; U; U
+   125.637875 122 is; U; U
+   125.834085 122 but; U; U
    125.910875 122 you; y uw; y iy
    126.063995 122 need; n iy d; n iy d
    126.145810 122 to; t uw; d iy
@@ -298,7 +330,7 @@ nfields 1
    126.945750 122 talk; t aa k; t ao
    127.042840 122 to; t uw; k t ih
    127.201292 122 me; m iy; m iy
-   127.431864 122 <VOCNOISE-about>; U; U
+   127.431864 122 about; U; U
    127.546819 122 it; ih t; ah t
    127.758088 122 talk; t aa k; t ao k
    127.827476 122 to; t uw; t ih
@@ -328,63 +360,69 @@ nfields 1
    132.488104 122 out; aw t; ae dx
    132.548403 122 of; ah v; ah
    132.651625 122 your; y ow r; y er
-   132.967421 122 <VOCNOISE-off_your>; U; U
+   132.866243 122 off; U; U
+   132.967421 122 your; U; U
    133.535657 122 chest; ch eh s t; ch eh s t
    133.860645 122 <IVER>; S; S
    134.633282 122 <VOCNOISE>; U; U
    134.768181 122 and; ae n d; eh n
    134.868338 122 a; ey; ah
    135.104420 122 lot; l aa t; l aa dx
-   135.743174 122 <VOCNOISE-of_it_was>; U; U
+   135.255677 122 of; U; U
+   135.352768 122 it; U; U
+   135.743174 122 was; U; U
    136.899049 122 <VOCNOISE>; U; U
-   137.219875 122 <VOCNOISE-the>; U; U
+   137.219875 122 the; U; U
    137.448888 122 <VOCNOISE>; U; U
-   137.562331 122 <VOCNOISE-the>; U; U
+   137.562331 122 the; U; U
    138.111140 122 bitterness; b ih t er n ah s; b ih dx er n ah s
    138.208231 122 of; ah v; ah v
    138.308387 122 the; dh iy; dh ah
-   138.947141 122 <VOCNOISE-divorce>; U; U
+   138.947141 122 divorce; U; U
    139.284394 122 <IVER>; S; S
    139.433607 122 she; sh iy; sh iy
    139.599172 122 did; d ih d; d ih d
-   140.056008 122 <VOCNOISE-go_and_see>; U; U
+   139.791309 122 go; U; U
+   139.878179 122 and; U; U
+   140.056008 122 see; U; U
    140.152077 122 <CUTOFF-s=see>; U; U
    140.247120 122 <VOCNOISE>; U; U
-   140.585688 122 <VOCNOISE-see>; U; U
+   140.585688 122 see; U; U
    140.888569 122 a; ey; ah
    141.372343 122 <VOCNOISE>; U; U
    141.714709 122 uh; ah; ah
    142.792916 122 <SIL>; S; S
    142.856419 122 a; ey; ah
    143.383636 122 <CUTOFF-psychia=psychiatrist>; U; U
-   144.184881 122 <VOCNOISE-psychologist>; U; U
+   144.184881 122 psychologist; U; U
    144.375705 122 like; l ay k; l ay k
    144.425415 122 a; ey; ih
-   145.241494 122 <VOCNOISE-child_psychologist>; U; U
+   144.682252 122 child; U; U
+   145.241494 122 psychologist; U; U
    145.295347 122 or; ow r; s
    145.585550 122 something; s ah m th ih ng; s ah tq em
    145.697971 122 and; ae n d; eh n
    145.798127 122 it; ih t; ih tq
    145.965736 122 and; ae n d; eh n
    146.073750 122 it; ih t; ih tq
-   146.218172 122 <VOCNOISE-was>; U; U
-   146.689310 122 <VOCNOISE>; U; U
-   148.981653 122 <VOCNOISE-she_was_real_bitter_about_the_divorce_feeling_that_she_was>; U; U
    149.501848 122 <VOCNOISE>; U; U
    149.783921 122 kinda; k iy n d ah; k ae nx ah
    149.872836 122 the; dh iy; dh ah
    150.290527 122 cause; k aa z; k ao z
-   150.608018 122 <VOCNOISE-of_it>; U; U
+   150.473772 122 of; U; U
+   150.608018 122 it; U; U
    152.277597 122 <IVER>; S; S
    152.410457 122 um; ah m; em
    152.599529 122 hum; hh ah m; hh em
    154.355321 122 <IVER>; S; S
    154.515776 122 to; t uw; t ah
-   154.651565 122 <VOCNOISE-which>; U; U
+   154.651565 122 which; U; U
    154.709957 122 i; ay; ah
    154.810114 122 had; hh ae d; ae dx
    154.841796 122 a; ey; ih
-   155.697761 122 <VOCNOISE-conversation_with_her>; U; U
+   155.465214 122 conversation; U; U
+   155.565312 122 with; U; U
+   155.697761 122 her; U; U
    155.955774 122 about; ah b aw t; b ae dx
    156.045312 122 it; ih t; ah tq
    156.248312 122 said; s eh d; s eh d
@@ -404,14 +442,16 @@ nfields 1
    159.071851 122 all; aa l; ao l
    160.155341 122 <NOISE>; U; U
    160.397063 122 <CUTOFF-nyi=you>; U; U
-   160.630697 122 <VOCNOISE-if>; U; U
+   160.630697 122 if; U; U
    160.903068 122 anything; eh n iy th ih ng; eh nx ih dh eh ng
    160.999382 122 you; y uw; y uw
-   161.613504 122 <VOCNOISE-were_the_brightest>; U; U
+   161.116313 122 were; U; U
+   161.229285 122 the; U; U
+   161.613504 122 brightest; U; U
    161.884840 122 spot; s p aa t; s p aa
    161.972864 122 of; ah v; dx ah v
    162.061929 122 the; dh iy; dh ah
-   162.219345 122 <VOCNOISE-whole>; U; U
+   162.219345 122 whole; U; U
    162.697807 122 marriage; m ae r ih jh; m ah r sh
    162.935997 122 so; s ow; s ow
    164.045150 122 <NOISE>; U; U
@@ -423,12 +463,12 @@ nfields 1
    164.852944 122 to; t uw; ah
    164.952875 122 look; l uh k; l uh k
    165.014497 122 at; ae t; iy
-   165.362875 122 <VOCNOISE-yourself>; U; U
+   165.362875 122 yourself; U; U
    165.484688 122 when; w eh n; w en
    165.596523 122 you; y uw; y ih
    165.746683 122 see; s iy; s iy
    165.840926 122 that; dh ae t; dh ae tq
-   166.287279 122 <VOCNOISE-reflection>; U; U
+   166.287279 122 reflection; U; U
    166.327669 122 in; ih n; en
    166.396021 122 the; dh iy; n ah
    166.655965 122 mirror; m ih r er; m er er
@@ -456,9 +496,14 @@ nfields 1
    182.955675 122 couple; k ah p el; k ah p el
    183.165187 122 three; th r iy; th r iy
    183.510187 122 times; t ay m z; t ay m s
-   183.766568 122 <VOCNOISE-too>; U; U
+   183.766568 122 too; U; U
    184.027835 122 <VOCNOISE>; U; U
-   185.148095 122 <VOCNOISE-but_on_the_phone_and_everything>; U; U
+   184.179813 122 but; U; U
+   184.311307 122 on; U; U
+   184.371374 122 the; U; U
+   184.703809 122 phone; U; U
+   184.755590 122 and; U; U
+   185.148095 122 everything; U; U
    185.254766 122 and; ae n d; eh n
    185.411062 122 then; dh eh n; n eh n
    185.600660 122 <CUTOFF-I=I'd>; U; U
@@ -476,7 +521,7 @@ nfields 1
    187.615991 122 you; y uw; y iy
    187.825183 122 can; k ae n; g en
    187.910105 122 <SIL>; S; S
-   188.178625 122 <VOCNOISE-call>; U; U
+   188.178625 122 call; U; U
    188.315036 122 me; m iy; m ih
    188.458625 122 every; eh v r iy; eh r ih
    188.696149 122 name; n ey m; n ey m
@@ -493,8 +538,10 @@ nfields 1
    190.251656 122 but; b ah t; b ah t
    190.607914 122 <VOCNOISE>; U; U
    190.765375 122 i'm; ay m; aa m
-   191.484054 122 <VOCNOISE-still_your_father>; U; U
-   191.762632 122 <NOISE-so>; U; U
+   190.936204 122 still; U; U
+   191.043910 122 your; U; U
+   191.484054 122 father; U; U
+   191.762632 122 so; U; U
    192.015327 122 <IVER>; S; S
    193.124282 122 <SIL>; S; S
    193.199043 122 you; y uw; y ih
@@ -502,7 +549,7 @@ nfields 1
    193.587406 122 take; t ey k; t ey k
    193.739644 122 that; dh ae t; dh ae dx
    193.906381 122 away; ah w ey; ah w ey
-   194.136286 122 <VOCNOISE-from>; U; U
+   194.136286 122 from; U; U
    194.301987 122 me; m iy; m iy
    194.395194 122 <VOCNOISE>; U; U
    194.681029 122 so; s ow; s ah
@@ -520,11 +567,11 @@ nfields 1
    199.309162 122 <VOCNOISE>; U; U
    199.718237 122 <SIL>; S; S
    199.949183 122 go; g ow; g ow
-   200.162813 122 <VOCNOISE-through>; U; U
+   200.162813 122 through; U; U
    200.204979 122 a; ey; ah
    200.330291 122 lot; l aa t; l aa
    200.414177 122 of; ah v; ah
-   200.686625 122 <VOCNOISE-stuff>; U; U
+   200.686625 122 stuff; U; U
    200.741437 122 i; ay; aa
    200.866625 122 mean; m iy n; m iyn
    200.965736 122 i; ay; ay
@@ -535,7 +582,8 @@ nfields 1
    201.811234 122 uh; ah; ah
    202.193770 122 <VOCNOISE>; U; U
    203.082980 122 <SIL>; S; S
-   204.048190 122 <VOCNOISE-animosity_towards>; U; U
+   203.745785 122 animosity; U; U
+   204.048190 122 towards; U; U
    204.189030 122 my; m ay; m ay
    204.590436 122 dad; d ae d; d ae d
    204.894291 122 for; f ow r; f er
@@ -558,7 +606,7 @@ nfields 1
    209.815620 122 yknow; y uw n ow; n y ih nx ow
    210.225726 122 younger; y ah ng g er; y ah ng g er
    210.284757 122 and; ae n d; en
-   210.587162 122 <VOCNOISE-stuff>; U; U
+   210.587162 122 stuff; U; U
    210.723865 122 like; l ay k; l ay k
    211.051125 122 that; dh ae t; dh ae t
    211.663176 122 <VOCNOISE>; U; U
@@ -566,22 +614,22 @@ nfields 1
    212.205842 122 uh; ah; ah
    213.078354 122 <NOISE>; U; U
    213.641454 122 <VOCNOISE>; U; U
-   213.783099 122 <VOCNOISE-if>; U; U
+   213.783099 122 if; U; U
    214.062720 122 anything; eh n iy th ih ng; ehn dh ih ng
    214.149713 122 me; m iy; m iy
    214.211813 122 and; ae n d; eh m
    214.321813 122 my; m ay; m ah
    214.687207 122 brother; b r ah dh er; b r ah dh ah r
    214.936787 122 got; g aa t; g aa k
-   215.300800 122 <VOCNOISE-close>; U; U
-   215.797390 122 <VOCNOISE-because>; U; U
+   215.300800 122 close; U; U
+   215.797390 122 because; U; U
    215.922702 122 of; ah v; ah v
    216.035586 122 it; ih t; ah tq
    216.201287 122 yknow; y uw n ow; y ih n ow
-   216.339625 122 <VOCNOISE-because>; U; U
+   216.339625 122 because; U; U
    216.529583 122 he's; hh iy z; hh iy s
    216.688029 122 three; th r iy; th r iy
-   216.895156 122 <VOCNOISE-years>; U; U
+   216.895156 122 years; U; U
    217.148886 122 older; ow l d er; ow l dx er
    217.280633 122 than; dh ae n; eh m m
    217.539250 122 me; m iy; ey
@@ -596,7 +644,7 @@ nfields 1
    221.332210 122 but; b ah t; b ah t
    221.694673 122 <SIL>; S; S
    221.908014 122 yknow; y uw n ow; n y ow
-   222.299483 122 <VOCNOISE-now>; U; U
+   222.299483 122 now; U; U
    222.630072 122 <VOCNOISE>; U; U
    223.118292 122 <SIL>; S; S
    223.435784 122 <VOCNOISE>; U; U
@@ -607,9 +655,13 @@ nfields 1
    224.241494 122 they; dh ey; dh ey
    224.333449 122 <VOCNOISE>; U; U
    224.472224 122 they're; dh ey er; dh eh r
-   225.251016 122 <VOCNOISE-both_not_both>; U; U
+   224.742524 122 both; U; U
+   225.043889 122 not; U; U
+   225.251016 122 both; U; U
    225.360793 122 my; m ay; m ah
-   226.000809 122 <VOCNOISE-parents_have_passed>; U; U
+   225.616589 122 parents; U; U
+   225.672513 122 have; U; U
+   226.000809 122 passed; U; U
    226.309428 122 away; ah w ey; ah w ey
    226.560043 122 but; b ah t; b ah t
    226.872804 122 uh; ah; ah
@@ -617,24 +669,25 @@ nfields 1
    227.471394 122 yknow; y uw n ow; y ih nx aa
    227.544924 122 i; ay; ay
    227.658625 122 don't; d ow n t; dx ahn tq
-   227.855614 122 <VOCNOISE-have>; U; U
+   227.855614 122 have; U; U
    228.019244 122 any; eh n iy; eh nx iy
-   228.861562 122 <VOCNOISE-animosity_towards>; U; U
+   228.578000 122 animosity; U; U
+   228.861562 122 towards; U; U
    228.945093 122 them; dh eh m; ih m
    229.051562 122 at; ae t; ah dx
    229.341735 122 all; aa l; ao l
    229.719729 122 yknow; y uw n ow; y ih n ow
    230.095668 122 <SIL>; S; S
-   230.238585 122 <VOCNOISE-I>; U; U
+   230.238585 122 i; U; U
    230.515099 122 kinda; k iy n d ah; k aen ah
    230.701513 122 like; l ay k; l ay k
    231.101260 122 <VOCNOISE>; U; U
-   231.247284 122 <VOCNOISE-it's>; U; U
+   231.247284 122 it's; U; U
    231.417128 122 kind; k ay n d; k aen
    231.463732 122 of; ah v; ah
    231.669610 122 like; l ay k; l ay k
    231.706625 122 a; ey; ey
-   232.085105 122 <VOCNOISE-growing>; U; U
+   232.085105 122 growing; U; U
    232.224915 122 up; ah p; ah p
    232.486930 122 thing; th ih ng; th eh ng
    232.712699 122 i; ay; ay
@@ -649,7 +702,7 @@ nfields 1
    234.850519 122 <VOCNOISE>; U; U
    235.109133 122 <SIL>; S; S
    235.367003 122 kinda; k iy n d ah; k ae nx ah
-   235.549275 122 <VOCNOISE-sit>; U; U
+   235.549275 122 sit; U; U
    235.679764 122 there; dh eh r; dh er
    235.713437 122 and; ae n d; en
    235.903437 122 say; s ey; s ey
@@ -661,7 +714,8 @@ nfields 1
    237.226813 122 you; y uw; y iy
    237.479682 122 did; d ih d; d ih d
    238.163195 122 <VOCNOISE>; U; U
-   238.550250 122 <VOCNOISE-the_best>; U; U
+   238.247081 122 the; U; U
+   238.550250 122 best; U; U
    238.640250 122 you; y uw; y iy
    239.009297 122 could; k uh d; k uh d
    239.222638 122 yknow; y uw n ow; y ih nx ah
@@ -673,7 +727,8 @@ nfields 1
    241.598362 122 <IVER>; S; S
    241.759812 122 then; dh eh n; dh eh n
    241.837591 122 you; y uw; y uw
-   242.341945 122 <VOCNOISE-either_accept>; U; U
+   242.010542 122 either; U; U
+   242.341945 122 accept; U; U
    242.412625 122 it; ih t; ih dx
    242.500396 122 or; ow r; er
    242.616387 122 you; y uw; y ih
@@ -681,12 +736,19 @@ nfields 1
    243.044096 122 and; ae n d; en
    243.104163 122 i; ay; ah
    243.302562 122 mean; m iy n; m iy n
-   243.595000 122 <NOISE-yknow>; U; U
+   243.595000 122 yknow; U; U
    248.003706 122 <IVER>; S; S
    248.194171 122 um; ah m; em
    248.359963 122 hum; hh ah m; hh em
    249.767379 122 <IVER>; S; S
-   251.371565 122 <VOCNOISE-see_I_was_the_second_generation_of_his>; U; U
+   249.899936 122 see; U; U
+   249.992107 122 i; U; U
+   250.077029 122 was; U; U
+   250.140203 122 the; U; U
+   250.486104 122 second; U; U
+   251.018414 122 generation; U; U
+   251.133370 122 of; U; U
+   251.371565 122 his; U; U
    251.594013 122 because; b ih k ah z; k ah z
    251.861207 122 he's; hh iy z; hh iy z
    252.075583 122 like; l ay k; l ay k
@@ -694,27 +756,28 @@ nfields 1
    252.321812 122 he; hh iy; hh iy
    252.457867 122 was; w ah z; uw z
    252.638067 122 like; l ay k; l ay k
-   252.833802 122 <VOCNOISE-fifty>; U; U
+   252.833802 122 fifty; U; U
    253.018138 122 some; s ah m; s ah m
-   253.158984 122 <VOCNOISE-years>; U; U
+   253.158984 122 years; U; U
    253.265655 122 old; ow l d; ow l
    253.381250 122 when; w eh n; w ah nx
    253.443783 122 i; ay; aa
-   253.585544 122 <VOCNOISE-was>; U; U
+   253.585544 122 was; U; U
    253.956415 122 born; b ow r n; b ao r n
    254.329500 122 so; s ow; s ow
    255.158780 122 <VOCNOISE>; U; U
-   255.448563 122 <VOCNOISE-probably>; U; U
+   255.448563 122 probably; U; U
    255.531603 122 the; dh iy; dh ah
-   255.918062 122 <VOCNOISE-last>; U; U
+   255.918062 122 last; U; U
    256.068061 122 thing; th ih ng; th eh ng
-   256.397386 122 <VOCNOISE-he_really>; U; U
+   256.225471 122 he; U; U
+   256.397386 122 really; U; U
    256.629368 122 wanted; w aa n t ah d; w aa nx ah
-   256.787820 122 <VOCNOISE-was>; U; U
+   256.787820 122 was; U; U
    257.050438 122 another; ah n ah dh er; ah n ah dh ah r
    257.460974 122 kid; k ih d; k ih d
    257.579036 122 <VOCNOISE>; U; U
-   258.097888 122 <LAUGH-yknow>; U; U
+   258.097888 122 yknow; U; U
    265.208492 122 <IVER>; S; S
    265.302729 122 um; ah m; em
    265.485000 122 hum; hh ah m; hh em
@@ -730,7 +793,7 @@ nfields 1
    277.744887 122 <IVER>; S; S
    278.101318 122 <VOCNOISE>; U; U
    284.324067 122 <IVER>; S; S
-   284.487933 122 <VOCNOISE-some>; U; U
+   284.487933 122 some; U; U
    284.605995 122 of; ah v; ah v
    284.687810 122 them; dh eh m; em
    284.768589 122 are; aa r; aa r
@@ -749,7 +812,8 @@ nfields 1
    288.622217 122 of; ah v; ah v
    288.719000 122 them; dh eh m; em
    288.948442 122 aren't; aa r n t; aan r tq
-   289.242562 122 <VOCNOISE-there's_a>; U; U
+   289.195959 122 there's; U; U
+   289.242562 122 a; U; U
    289.467296 122 quite; k w ay t; k w aa dx
    289.498365 122 a; ey; ih
    289.737597 122 few; f y uw; f y uw
@@ -757,7 +821,11 @@ nfields 1
    289.961293 122 them; dh eh m; em
    290.177741 122 that; dh ae t; dh ae t
    290.608566 122 <VOCNOISE>; U; U
-   292.672588 122 <VOCNOISE-have_adjusted_well_to_society>; U; U
+   290.776339 122 have; U; U
+   291.346974 122 adjusted; U; U
+   291.743062 122 well; U; U
+   291.918644 122 to; U; U
+   292.672588 122 society; U; U
    293.041415 122 uh; ah; ah
    293.224582 122 <VOCNOISE>; U; U
    293.360250 122 when; w eh n; w eh n
@@ -765,43 +833,51 @@ nfields 1
    293.798323 122 came; k ey m; k ey m
    294.065516 122 home; hh ow m; hh ow m
    294.414527 122 <VOCNOISE>; U; U
-   294.787356 122 <VOCNOISE-biggest_thing>; U; U
+   294.659973 122 biggest; U; U
+   294.787356 122 thing; U; U
    294.890919 122 i; ay; ay
    295.133257 122 think; th ih ng k; th eh ng k
    295.350719 122 when; w eh n; w ah n
    295.613793 122 uh; ah; ah
    296.521009 122 <VOCNOISE>; U; U
-   297.615676 122 <VOCNOISE-what_what_happened_is>; U; U
+   296.763348 122 what; U; U
+   296.958047 122 what; U; U
+   297.416125 122 happened; U; U
+   297.615676 122 is; U; U
    297.767914 122 that; dh ae t; dh ih tq
    297.827981 122 <VOCNOISE>; U; U
    297.964686 122 there; dh eh r; dh eh r
-   298.315766 122 <VOCNOISE-wasn't>; U; U
+   298.315766 122 wasn't; U; U
    298.527035 122 any; eh n iy; eh nx iy
-   299.234374 122 <EXT-joy>; U; U
-   299.680732 122 <VOCNOISE-about>; U; U
+   299.234374 122 joy; U; U
+   299.680732 122 about; U; U
    300.388072 122 <SIL>; S; S
-   300.637660 122 <VOCNOISE-us>; U; U
+   300.637660 122 us; U; U
    301.089199 122 <SIL>; S; S
-   301.633562 122 <VOCNOISE-like_world_war>; U; U
-   302.099978 122 <EXT-two>; U; U
-   302.720323 122 <EXT-and>; U; U
-   303.018586 122 <VOCNOISE-Korea>; U; U
+   301.289076 122 like; U; U
+   301.488953 122 world; U; U
+   301.633562 122 war; U; U
+   302.099978 122 two; U; U
+   302.720323 122 and; U; U
+   303.018586 122 korea; U; U
    303.148041 122 and; ae n d; eh n
    303.368630 122 <CUTOFF-ever=every>; U; U
    303.614078 122 yknow; y uw n ow; y ih nx ow
-   303.745938 122 <VOCNOISE-it's>; U; U
+   303.745938 122 it's; U; U
    303.943409 122 like; l ay k; l ay k
    304.017975 122 you; y uw; y iy
    304.352484 122 came; k ey m; k ey m
-   304.564791 122 <VOCNOISE-off>; U; U
+   304.564791 122 off; U; U
    304.712886 122 got; g aa t; g aa dx
-   304.804022 122 <VOCNOISE-off>; U; U
+   304.804022 122 off; U; U
    304.890937 122 the; dh iy; th ah
    305.280937 122 plane; p l ey n; p l ey n
    305.500937 122 and; ae n d; eh n
    306.292215 122 <VOCNOISE>; U; U
    306.450684 122 yknow; y uw n ow; y ih nx ah
-   307.436608 122 <VOCNOISE-nobody_really_cared>; U; U
+   306.762409 122 nobody; U; U
+   306.917754 122 really; U; U
+   307.436608 122 cared; U; U
    307.792187 122 yknow; y uw n ow; y ih n ah
    310.378849 122 <IVER>; S; S
    310.547657 122 um; ah m; em
@@ -818,35 +894,42 @@ nfields 1
    329.312875 122 i; ay; ay
    329.563800 122 got; g aa t; g aa tq
    329.809063 122 one; w ah n; m w ah n
-   330.168612 122 <VOCNOISE-buddy_that's>; U; U
+   330.038312 122 buddy; U; U
+   330.168612 122 that's; U; U
    330.425687 122 that; dh ae t; s eh tq
    330.598399 122 that; dh ae t; dh eh dx
-   330.891613 122 <VOCNOISE-is>; U; U
+   330.891613 122 is; U; U
    331.239459 122 <VOCNOISE>; U; U
    331.489046 122 meets; m iy t s; m iy t s
    331.635191 122 all; aa l; ao l
    331.701351 122 the; dh iy; dh ih
    332.314448 122 criteria; k r ay t ih r iy ah; k r ay t iy r iy ih
-   332.516250 122 <VOCNOISE-there>; U; U
+   332.516250 122 there; U; U
    332.594000 122 and; ae n d; eh nx
-   332.989681 122 <VOCNOISE-everything>; U; U
+   332.989681 122 everything; U; U
    333.204057 122 and; ae n d; eh n
    333.460897 122 uh; ah; ah
    333.624527 122 <VOCNOISE>; U; U
-   334.659126 122 <VOCNOISE-might_seem_quite_a_bit>; U; U
+   333.824404 122 might; U; U
+   334.153736 122 seem; U; U
+   334.384684 122 quite; U; U
+   334.436465122 a; U; U
+   334.659126 122 bit; U; U
    334.776155 122 on; aa n; aa n
    334.850375 122 the; dh iy; dh ah
-   335.654372 122 <VOCNOISE-street_and_everything>; U; U
+   335.170731 122 street; U; U
+   335.258250 122 and; U; U
+   335.654372 122 everything; U; U
    335.867714 122 yknow; y uw n ow; y ih nx ow
    336.060342 122 and; ae n d; eh n
    336.299573 122 uh; ah; ah
    336.894008 122 <VOCNOISE>; U; U
    337.229574 122 and; ae n d; m eh n d
    337.379741 122 he; hh iy; hh iy
-   337.680075 122 <VOCNOISE-just>; U; U
+   337.680075 122 just; U; U
    339.387839 122 <VOCNOISE>; U; U
    339.511062 122 he; hh iy; iy
-   339.831090 122 <VOCNOISE-begs>; U; U
+   339.831090 122 begs; U; U
    340.074465 122 me; m iy; m iy
    340.180100 122 to; t uw; dx ih
    340.489754 122 take; t ey k; t ey k
@@ -854,7 +937,7 @@ nfields 1
    340.736236 122 and; ae n d; eh ng
    340.876047 122 get; g eh t; g ih dx
    340.978750 122 him; hh ih m; ih m
-   341.391794 122 <VOCNOISE-help>; U; U
+   341.391794 122 help; U; U
    341.445646 122 and; ae n d; en
    341.901325 122 everything; eh v r iy th ih ng; eh r eh dh eh ng
    342.107416 122 but; b ah t; b ah tq
@@ -870,7 +953,8 @@ nfields 1
    343.902375 122 who's; hh uw z; uw s
    344.057519 122 got; g aa t; g aa dx
    344.108813 122 to; t uw; ah
-   344.781429 122 <VOCNOISE-help_yourself>; U; U
+   344.325748 122 help; U; U
+   344.781429 122 yourself; U; U
    345.081763 122 man; m ae n; m aa n
    345.182219 122 <VOCNOISE>; U; U
    345.445270 122 yknow; y uw n ow; y ih nx ow
@@ -878,10 +962,12 @@ nfields 1
    346.112221 122 you; y uw; iy
    346.220962 122 got; g aa t; g aa dx
    346.271375 122 to; t uw; ih
-   346.574113 122 <VOCNOISE-give_it>; U; U
+   346.478835 122 give; U; U
+   346.574113 122 it; U; U
    346.802988 122 up; ah p; ah p
    346.912765 122 the; dh iy; th ah
-   347.548646 122 <VOCNOISE-war's_over>; U; U
+   347.154070 122 war's; U; U
+   347.548646 122 over; U; U
    347.949321 122 yknow; y uw n ow; y ih n ow
    348.244594 122 <VOCNOISE>; U; U
    348.458970 122 and; ae n d; eh n
@@ -891,14 +977,16 @@ nfields 1
    349.796875 122 he's; hh iy z; hh iy z
    350.006208 122 like; l ay k; l ay k
    350.835754 122 <VOCNOISE>; U; U
-   351.625750 122 <VOCNOISE-fifty_three>; U; U
+   351.090520 122 fifty; U; U
+   351.625750 122 three; U; U
    352.394208 122 <VOCNOISE>; U; U
    352.713361 122 and; ae n d; eh n
    353.031300 122 uh; ah; ah
    353.309370 122 <VOCNOISE>; U; U
    354.612196 122 <SIL>; S; S
    354.764966 122 <VOCNOISE>; U; U
-   355.059086 122 <VOCNOISE-I_see>; U; U
+   354.875779 122 i; U; U
+   355.059086 122 see; U; U
    355.144008 122 him; hh ih m; iy m
    355.380132 122 down; d aw n; d aw nx
    355.601500 122 here; hh ih r; iy r
@@ -906,13 +994,14 @@ nfields 1
    355.856525 122 now; n aw; n aw
    355.918663 122 and; ae n d; en
    356.167215 122 then; dh eh n; dh eh n
-   356.770992 122 <VOCNOISE-yknow_so>; U; U
+   356.398800 122 yknow; U; U
+   356.770992 122 so; U; U
    357.302272 122 <VOCNOISE>; U; U
-   357.609856 122 <VOCNOISE-but>; U; U
+   357.609856 122 but; U; U
    357.819054 122 <VOCNOISE>; U; U
    358.004500 122 yknow; y uw n ow; y ih ah
    358.100748 122 he; hh iy; ey
-   358.264500 122 <VOCNOISE-just>; U; U
+   358.264500 122 just; U; U
    358.583353 122 drinks; d r ih ng k s; d r eh ng k s
    358.664750 122 all; aa l; ao l
    358.774750 122 the; dh iy; l ah
@@ -923,10 +1012,10 @@ nfields 1
    360.144056 122 <SIL>; S; S
    360.363812 122 ease; iy z; iy z
    360.433812 122 the; dh iy; s ih
-   360.841039 122 <VOCNOISE-pain>; U; U
+   360.841039 122 pain; U; U
    361.057486 122 and; ae n d; eh n
    361.138750 122 the; dh iy; dh ah
-   361.533880 122 <VOCNOISE-pain>; U; U
+   361.533880 122 pain; U; U
    361.806252 122 really; r iy l iy; r ih l ey
    361.999915 122 should; sh uh d; sh uh dx
    362.087944 122 have; hh ae v; ah
@@ -935,13 +1024,14 @@ nfields 1
    363.588580 122 done; d ah n; d ah n
    363.921065 122 gone; g aa n; g ao m
    364.011165 122 by; b ay; b ah
-   364.328069 122 <VOCNOISE-as_much>; U; U
+   364.070196 122 as; U; U
+   364.328069 122 much; U; U
    364.439917 122 as; ae z; ih z
    364.524839 122 he; hh iy; iy
-   364.858314 122 <VOCNOISE-drank>; U; U
+   364.858314 122 drank; U; U
    364.950486 122 in; ih n; ih n
    365.085118 122 his; hh ih z; eh s
-   365.498336 122 <VOCNOISE-life>; U; U
+   365.498336 122 life; U; U
    365.821725 122 yknow; y uw n ow; y ih n ah
    366.681033 122 <VOCNOISE>; U; U
    367.047647 122 so; s ow; s ow
@@ -952,12 +1042,15 @@ nfields 1
    368.173382 122 a; ey; ah
    368.384652 122 lot; l aa t; l aa dx
    368.412614 122 of; ah v; ah
-   369.124096 122 <NOISE-people_that>; U; U
+   368.835154 122 people; U; U
+   369.124096 122 that; U; U
    369.829312 122 <VOCNOISE>; U; U
    370.859665 122 <NOISE>; U; U
    371.225078 122 <SIL>; S; S
    371.478096 122 can; k ae n; k iy n
-   372.122262 122 <VOCNOISE-use_that_as>; U; U
+   371.697652 122 use; U; U
+   371.894422 122 that; U; U
+   372.122262 122 as; U; U
    372.218062 122 an; ae n; eh n
    372.863459 122 excuse; eh k s k y uw z; ah k s k y uw s
    373.290458 122 yknow; y uw n ow; y ih nx ow
diff --git a/s3603b.words b/s3603b.words
index 1ff4e0a..1b22b80 100644
--- a/s3603b.words
+++ b/s3603b.words
@@ -59,7 +59,7 @@ nfields 1
    9.959186 122 the; dh iy; ah
    10.162539 122 work; w er k; w er k
    10.262493 122 that; dh ae t; dh ah tq
-   10.478483 122 <NOISE-needs>; U; U
+   10.478483 122 needs; U; U
    10.648525 122 be; b iy; b iy
    11.034551 122 done; d ah n; d ah n
    11.499546 122 <IVER>; S; S
@@ -75,7 +75,7 @@ nfields 1
    14.765024 122 <VOCNOISE>; U; U
    14.837404 122 i; ay; ay
    15.045352 122 tell; t eh l; t eh l
-   15.305008 122 <NOISE-people>; U; U
+   15.305008 122 people; U; U
    15.434832 122 they; dh ey; dh ey
    15.530189 122 can; k ae n; n
    15.771455 122 go; g ow; g ow
diff --git a/s3701a.phones b/s3701a.phones
index 7b3404b..ca41bc4 100644
--- a/s3701a.phones
+++ b/s3701a.phones
@@ -104,8 +104,7 @@ nfields 2
    25.833880  122 dh
    25.983551  122 ey
    26.034538  122 ng
-   27.422665  122 LAUGH
-   29.119402  122 LAUGH
+   29.119402  122 SIL
    29.341411  122 l
    29.479062  122 ay
    29.519062  122 k
@@ -3236,7 +3235,7 @@ nfields 2
   588.993046  122 m
   589.032520  122 hh
   589.167389  122 ah
-  597.890480  122 VOCNOISE
+  597.890480  122 IVER
   597.997573  122 s
   598.064436  122 d
   598.099798  122 ih
diff --git a/s3701a.words b/s3701a.words
index 454a58a..c4bdb49 100644
--- a/s3701a.words
+++ b/s3701a.words
@@ -43,8 +43,7 @@ nfields 2
    25.460527 122 counts; k aw n t s; k aw n t s
    25.583312 122 for; f ow r; f er
    26.034538 122 anything; eh n iy th ih ng; eh n iy dh ey ng
-   27.422665 122 <LAUGH>; U; U
-   29.119402 122 <LAUGH-so_I_know_a_little_bit_about_yknow_a_little>; U; U
+   29.119402 122 <SIL>; U; U
    29.519062 122 like; l ay k; l ay k
    29.739062 122 yknow; y uw n ow; y ih n ow
    30.297848 122 studies; s t ah d iy z; s t ah dx iy s
@@ -108,12 +107,6 @@ nfields 2
    50.930750 122 enjoyed; eh n jh oy d; en jh oy d
    51.147716 122 it; ih t; uh t
    51.606741 122 <VOCNOISE>; U; U
-   56.032480 122 <IVER>; S; S
-   58.156604 122 <LAUGH-like_yeah_like_like_five_hundred_people_in_a>; U; U
-   58.534335 122 lecture; l eh k ch er; l eh k ch er
-   58.678688 122 hall; hh aa l; ao l
-   59.088688 122 yeah; y ae; y ae
-   59.901128 122 <VOCNOISE>; U; U
    64.270948 122 <IVER>; S; S
    64.286573 122 <VOCNOISE>; U; U
    64.377938 122 <SIL>; S; S
@@ -1294,7 +1287,7 @@ nfields 2
    588.894366 122 <IVER>; S; S
    589.167113 122 um-hum; em hh em; ah m hh ah
    597.889913 122 <IVER>; S; S
-   598.099798 122 do; d uw; s d ih
+   598.099798 122 do; d uw; d ih
    598.161896 122 you; y uw; y ah
    598.251934 122 have; hh ae v; eh v
    598.421875 122 like; l ay k; l ay k
diff --git a/s3701b.phones b/s3701b.phones
index df17a7b..aeda7e1 100644
--- a/s3701b.phones
+++ b/s3701b.phones
@@ -515,8 +515,7 @@ nfields 2
   147.975510  122 ey; *
   148.018019  122 b
   148.239753  122 iy
-  150.265895  122 LAUGH
-  150.920502  122 VOCNOISE
+  150.920502  122 SIL
   150.981027  122 y
   151.063747  122 uw
   151.218437  122 VOCNOISE
diff --git a/s3701b.words b/s3701b.words
index 5fbdded..a53d5fd 100644
--- a/s3701b.words
+++ b/s3701b.words
@@ -171,7 +171,7 @@ nfields 1
    119.537125 122 i; ay; ay
    119.691964 122 i; ay; ay
    121.458968 122 <IVER>; S; S
-   121.675374 122 uh-huh; ah hh ah; ah ah
+   121.675374 122 uh-huh; ah hh ah; ah
    124.098047 122 <IVER>; S; S
    124.274749 122 it; ih t; ih tq
    124.404749 122 would; w uh d; w uh d
@@ -214,8 +214,7 @@ nfields 1
    147.584970 122 it's; ih t s; ih th
    147.775750 122 my; m ay; m ay
    148.239753 122 baby; b ey b iy; b ey b iy
-   150.265895 122 <LAUGH>; U; U
-   150.920502 122 <VOCNOISE>; U; U
+   150.920502 122 <SIL>; U; U
    151.063747 122 you; y uw; y uw
    151.218437 122 <VOCNOISE>; U; U
    151.288437 122 you; y uw; y ah
diff --git a/s3702a.phones b/s3702a.phones
index 349ac0f..0023687 100644
--- a/s3702a.phones
+++ b/s3702a.phones
@@ -140,134 +140,68 @@ nfields 2
    11.232419  122 s
    11.282419  122 t
    11.402419  122 VOCNOISE
-   11.418054  122 tq
    11.432419  122 l
-   11.447925  122 ih
    11.532419  122 ay
-   11.559367  122 v
    11.572419  122 k
-   11.600111  122 ah
-   11.652518  122 d
    11.692475  122 er
    11.702419  122 ao
    11.732419  122 ah
-   11.812122  122 hh
    11.812419  122 m
-   11.852518  122 v
-   11.877763  122 ah
    11.912419  122 ey; *
-   11.952518  122 SIL
    11.956651  122 jh
    11.990082  122 ih
    12.092419  122 s
-   12.099349  122 v
-   12.138411  122 ah
    12.154976  122 ih
    12.252419  122 iy
-   12.262490  122 eh
-   12.312419  122 s
    12.402594  122 ah
    12.447358  122 jh
-   12.488032  122 k
    12.501188  122 ih
-   12.563961  122 ow
    12.582419  122 s
    12.612419  122 l
-   12.674947  122 f
    12.692419  122 ay
-   12.734689  122 iy
    12.742419  122 k
-   12.877151  122 r
    12.892419  122 ah
-   12.938042  122 r
    12.972419  122 k
    12.989742  122 ey
-   13.070164  122 er; *
-   13.202518  122 b
-   13.212419  122 ey
-   13.302287  122 ah
-   13.345905  122 th
-   13.413689  122 z
-   13.507897  122 ih
    13.572419  122 VOCNOISE
-   13.620074  122 z
    13.624425  122 y
    13.682518  122 iy
    13.692262  122 ow
-   13.816948  122 dx
    13.827120  122 s
-   13.844558  122 ah
    13.899649  122 ch
    13.922419  122 r
-   13.942518  122 t
    13.973878  122 ih
-   14.002518  122 s
    14.062419  122 p
-   14.106472  122 el
    14.112704  122 m
-   14.173107  122 k
-   14.209872  122 ih; *
-   14.236296  122 jh; *
    14.252419  122 ao
-   14.325909  122 aa
    14.332419  122 l
    14.375625  122 z
-   14.409778  122 l
    14.442419  122 en
-   14.462518  122 ah; *
-   14.521220  122 ay; *
    14.572246  122 ao
    14.602419  122 dh
-   14.615901  122 b
    14.688529  122 ae
-   14.692084  122 VOCNOISE
    14.726443  122 tq
-   14.782518  122 k
-   14.822518  122 ay
-   14.888996  122 ih
-   14.892518  122 l
    14.960896  122 ah
    14.982419  122 s
    15.012419  122 l
-   15.052238  122 tq
-   15.087631  122 aa
    15.101318  122 ay
    15.161957  122 k
-   15.171479  122 l
-   15.239284  122 tq
    15.257712  122 d
-   15.259307  122 aa
    15.328054  122 uw
    15.356032  122 dh
-   15.369455  122 l
    15.402068  122 ey
-   15.430105  122 uw
    15.462419  122 ae
    15.492419  122 v
-   15.513076  122 d
-   15.522419  122 l
-   15.560972  122 ey
-   15.611290  122 ay
-   15.631959  122 dh
    15.666670  122 ay
-   15.702518  122 w
    15.712419  122 k
-   15.732518  122 s
-   15.836235  122 ae
-   15.874084  122 dh
-   15.924063  122 VOCNOISE
-   16.075943  122 ey
    16.122419  122 VOCNOISE
    16.152419  122 eh; *
    16.182419  122 nx
    16.239538  122 iy
    16.278600  122 ah
-   16.302011  122 k
    16.313066  122 dh
-   16.389327  122 ow
    16.442419  122 ow
    16.522419  122 z
-   16.522518  122 IVER
    16.552419  122 l
    16.652419  122 ay
    16.772419  122 k
@@ -279,57 +213,8 @@ nfields 2
    20.339305  122 ah
    20.413574  122 hh
    20.533662  122 ah
-   24.492573  122 ah
-   24.750956  122 k
-   24.838320  122 ey; *
-   24.985377  122 m
-   25.027886  122 ih
-   25.056608  122 jh
-   25.156430  122 NOISE
-   25.278699  122 n
-   25.433490  122 ih
-   25.535875  122 iy; *
-   25.677012  122 b
-   25.710330  122 ih; *
-   25.771221  122 r; *
-   25.810956  122 k
-   25.950733  122 ih
-   25.980956  122 dh
-   26.010956  122 k
-   26.053854  122 ay
-   26.109405  122 l
-   26.130956  122 VOCNOISE
-   26.490956  122 uw
-   26.768461  122 t
-   26.840849  122 n
-   26.886805  122 ih
-   26.940956  122 sh
-   27.044921  122 ey; *
-   27.170579  122 nx
-   27.195855  122 ih; *
-   27.230956  122 t
-   27.271681  122 s; *
-   27.336019  122 eh
-   27.430956  122 d
-   27.470457  122 n
-   27.506364  122 uw
-   27.587632  122 m
-   27.620956  122 ey; *
-   27.693330  122 nx
-   27.717456  122 ah
-   27.760956  122 hh
-   27.824303  122 ah
-   27.872556  122 k
-   27.923176  122 ay
-   27.962925  122 IVER
-   27.970956  122 l
-   28.000956  122 tq
-   28.023060  122 ih
-   28.069927  122 dh
-   28.080956  122 z
-   28.132204  122 ih
+   28.132204  122 IVER
    28.146732  122 ae
-   28.190797  122 {B_TRANS}
    28.216732  122 s
    28.306732  122 k
    28.426732  122 uw
diff --git a/s3702a.words b/s3702a.words
index e53bc46..dc94c0b 100644
--- a/s3702a.words
+++ b/s3702a.words
@@ -57,76 +57,38 @@ nfields 3
    10.902419 122 <VOCNOISE>; U; U
    11.282419 122 almost; aa l m ow s t; ao m ow s t
    11.402419 122 <VOCNOISE>; U; U
-   11.418054 122 it; ih t; tq
-   11.558218 122 of; ah v; l ih ay v
    11.572419 122 like; l ay k; k
-   11.652518 122 heard; hh er d; ah d
    11.702419 122 all; aa l; er ao
    11.732419 122 the; dh iy; ah
-   11.852518 122 i've; ay v; hh v
-   11.952518 122 <SIL>; S; S
    11.990082 122 major; m ey jh er; jh ih
-   12.099479 122 i've; ay v; s v
-   12.262490 122 okay; ow k ey; ah ih iy eh
    12.312419 122 cities; s ih t iy z; s
    12.402419 122 are; aa r; ah
    12.582419 122 just; jh ah s t; jh k ih ow s
-   12.674947 122 reef; r iy f; l f
    12.742419 122 like; l ay k; ay iy k
-   12.938042 122 barrier; b eh r iy er; r ah r
    13.212419 122 okay; ow k ey; k ey er b ey
-   13.302287 122 the; dh iy; ah
-   13.413689 122 is; ih z; th z
    13.572419 122 <VOCNOISE>; U; U
-   13.620074 122 studies; s t ah d iy z; z
    13.692262 122 yknow; y uw n ow; y iy ow
    14.062419 122 strip; s t r ih p; dx s ah ch r t ih s p
-   14.105323 122 biological; b ay ow l aa jh ih k el; el
    14.375625 122 malls; m aa l z; m k ih jh ao aa l z
    14.442419 122 and; ae n d; l en
    14.572419 122 all; aa l; ah ay ao
    14.692084 122 <VOCNOISE>; U; U
    14.726443 122 that; dh ae t; tq
-   14.782518 122 like; l ay k; k
-   14.960896 122 a; ey; ay ih l ah
    14.982419 122 it's; ih t s; s
-   15.052238 122 lot; l aa t; l tq
    15.161957 122 like; l ay k; aa ay k
-   15.239284 122 lot; l aa t; l tq
-   15.328054 122 do; d uw; d aa uw
-   15.402068 122 they; dh ey; dh l ey
-   15.430105 122 do; d uw; uw
-   15.492419 122 have; hh ae v; ae v
-   15.560972 122 they; dh ey; d l ey
-   15.666670 122 why; w ay; ay dh ay
+   15.328054 122 do; d uw; uw
+   15.402068 122 they; dh ey; d l ey
+   15.492419 122 have; l ay k; w k
    15.712419 122 like; l ay k; w k
-   15.732518 122 that's; dh ae t s; s
-   15.924063 122 <VOCNOISE>; U; U
-   16.076428 122 okay; ow k ey; ey
    16.122419 122 <VOCNOISE>; U; U
    16.239538 122 any; eh n iy; eh nx iy
    16.278600 122 of; ah v; ah
    16.522419 122 those; dh ow z; k dh ow ow z
-   16.522518 122 <IVER>; S; S
    16.772419 122 like; l ay k; l ay k
    17.052419 122 yknow; y uw n ow; y ah nx ow
    20.250766 122 <IVER>; S; S
    20.533662 122 um-hum; em hh em; ah hh ah
-   24.492573 122 jamaica; jh ah m ey k ah; ah ah
-   25.155945 122 <NOISE>; U; U
-   25.278710 122 caribbean; k ae r ih b b iy ae n; n
-   25.950733 122 the; dh iy; ih iy b ih r k ih
-   26.010956 122 like; l ay k; dh k
-   26.130956 122 <VOCNOISE>; U; U
-   26.490956 122 too; t uw; uw
-   26.840849 122 destination; d eh s t ih n ey sh ah n; t n
-   27.470956 122 honeymoon; hh ah n iy m uw n; ih sh ey nx ih t s eh d n
-   27.824303 122 a; ey; uw m ey nx ah hh ah
-   27.872556 122 like; l ay k; k
-   27.962925 122 <IVER>; S; S
-   28.000956 122 it; ih t; l tq
-   28.080956 122 is; ih z; ih dh z
-   28.190797 122 {B_TRANS}; B; B
+   28.080956 122 <IVER>; S; S
    28.216732 122 that's; dh ae t s; s
    28.506732 122 cool; k uw l; k uw l
    29.472353 122 <LAUGH>; U; U
@@ -478,7 +440,7 @@ nfields 3
    221.024231 122 <IVER>; S; S
    221.369099 122 um-hum; em hh em; ah m hh ah m
    228.388533 122 <VOCNOISE>; U; U
-   228.477329 122 did; d ih d; zh zh
+   228.477329 122 did; d ih d; zh
    228.512944 122 you; y uw; uw
    228.800166 122 guys; g ay z; g ay z
    229.005816 122 <VOCNOISE>; U; U
diff --git a/s3702b.phones b/s3702b.phones
index 3f4271c..7220946 100644
--- a/s3702b.phones
+++ b/s3702b.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-    4.341030  122 IVER
     4.341030  122 {B_TRANS}
     4.379561  122 ah
     4.446424  122 n
diff --git a/s3702b.words b/s3702b.words
index 82dd46b..57e584d 100644
--- a/s3702b.words
+++ b/s3702b.words
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 1
 #
-   4.341030 122 <IVER>; S; S
    4.341030 122 {B_TRANS}; B; B
    4.630012 122 um-hum; em hh em; ah n hh ah
    10.018727 122 <IVER>; S; S
@@ -295,7 +294,7 @@ nfields 1
    183.617605 122 it's; ih t s; ih t s
    183.729447 122 like; l ay k; l ay k
    184.032081 122 it's; ih t s; ih s
-   184.765620 122 <SIL>; S; S
+   184.765620 122 <LAUGH>; S; S
    184.942312 122 it's; ih t s; ih t s
    185.209728 122 just; jh ah s t; jh ih s t
    189.828111 122 <SIL>; S; S
diff --git a/s3703a.phones b/s3703a.phones
index 575dded..e523f95 100644
--- a/s3703a.phones
+++ b/s3703a.phones
@@ -538,10 +538,7 @@ nfields 2
    98.700044  122 g
    98.753812  122 aa
    98.778628  122 dx
-   98.836533  122 ah
-   98.889267  122 g
-   98.966818  122 ih
-   99.083660  122 uw
+   99.083660  122 UNKNOWN
    99.155007  122 f
    99.195333  122 y
    99.236693  122 uw
@@ -1263,13 +1260,7 @@ nfields 2
   246.297435  122 l
   246.373200  122 ay
   246.461250  122 k
-  246.564663  122 z
-  246.590259  122 g
-  246.713121  122 ey
-  246.776599  122 l
-  246.874889  122 ah
-  246.976249  122 p
-  247.206617  122 ae
+  247.206617  122 UNKNOWN
   247.365317  122 l
   247.428795  122 ay
   247.471797  122 k
@@ -2742,7 +2733,7 @@ nfields 2
   490.381062  122 dh
   490.431062  122 eh
   490.461062  122 r
-  490.551062  122 f
+  490.551062  122 UNKNOWN
   490.701062  122 ay
   490.791062  122 hh
   490.849936  122 aa
@@ -2804,9 +2795,7 @@ nfields 2
   497.553463  122 s; *
   497.597632  122 d
   497.777391  122 el
-  497.851359  122 l
-  498.021873  122 ay
-  498.186340  122 hh
+  498.186340  122 UNKNOWN
   498.333750  122 SIL
   498.393750  122 y
   498.429669  122 ah
diff --git a/s3703a.words b/s3703a.words
index fcb810b..575ea5e 100644
--- a/s3703a.words
+++ b/s3703a.words
@@ -194,7 +194,7 @@ nfields 1
    62.761051 122 was; w ah z; w ah s
    63.204639 122 there; dh eh r; s eh r
    81.959625 122 <SIL>; S; S
-   82.096574 122 did; d ih d; jh jh
+   82.096574 122 did; d ih d; jh
    82.154892 122 you; y uw; zh ih
    82.239680 122 go; g ow; g ow
    82.312061 122 to; t uw; dx ah
@@ -611,7 +611,7 @@ nfields 1
    269.706311 122 like; l ay k; l ay k
    269.812660 122 but; b ah t; b ah tq
    270.159852 122 why; w ay; w ay
-   270.879261 122 <LAUGH>; U; U
+   270.879261 122 <SIL>; U; U
    271.312996 122 but; b ah t; b ah tq s
    271.568437 122 but; b ah t; b ah
    271.706065 122 it's; ih t s; ih s
@@ -699,7 +699,7 @@ nfields 1
    332.235607 122 work; w er k; w er k
    332.355505 122 <CUTOFF-ou=out>; U; U
    332.485063 122 <SIL>; S; S
-   333.028002 122 available; ah v ey l ah b el; SIL ah v ey l ah b el
+   333.028002 122 available; ah v ey l ah b el; ah v ey l ah b el
    333.185434 122 if; ih f; ih f
    333.273015 122 you; y uw; y uw
    333.717701 122 wanna; w aa n ah; w ah n ah
diff --git a/s3703b.phones b/s3703b.phones
index 63b1a49..27f9228 100644
--- a/s3703b.phones
+++ b/s3703b.phones
@@ -1279,13 +1279,6 @@ nfields 2
   198.246893  122 el
   198.351154  122 iy
   199.060582  122 VOCNOISE
-  210.906686  122 IVER
-  213.362853  122 LAUGH
-  213.408946  122 y
-  213.455409  122 uw
-  213.531345  122 k
-  213.684336  122 aen
-  213.718113  122 tq
   215.148525  122 IVER
   216.460858  122 LAUGH
   224.483062  122 IVER
diff --git a/s3703b.words b/s3703b.words
index 21bf320..afa48cd 100644
--- a/s3703b.words
+++ b/s3703b.words
@@ -497,10 +497,6 @@ nfields 1
    197.919372 122 <SIL>; S; S
    198.351154 122 hopefully; hh ow p f uh l iy; hh ow v f el iy
    199.060582 122 <VOCNOISE>; U; U
-   210.906686 122 <IVER>; S; S
-   213.385147 122 <LAUGH>; U; U
-   213.455409 122 you; y uw; y uw
-   213.718113 122 <VOCNOISE-can't>; U; U
    215.148525 122 <IVER>; S; S
    216.460858 122 <LAUGH>; U; U
    224.483062 122 <IVER>; S; S
@@ -846,7 +842,9 @@ nfields 1
    389.413253 122 <SIL>; S; S
    389.522046 122 if; ih f; ih f
    389.624625 122 you; y uw; y uw
-   389.979884 122 you; y uw; w aa n ih tq SIL y uw
+   389.825761 122 wanted; w aa n t ah d; w aa n ih tq
+   389.893756 122 <SIL>; S; S
+   389.979884 122 you; y uw; y uw
    390.152141 122 wanted; w aa n t ah d; w aa nx ih d
    390.260943 122 to; t uw; z ih
    390.404625 122 like; l ay k; l ay k
diff --git a/s3801a.phones b/s3801a.phones
index ebddaed..524e01d 100644
--- a/s3801a.phones
+++ b/s3801a.phones
@@ -676,7 +676,7 @@ nfields 2
   111.706000  122 v ; *
   111.779713  122 ah
   111.836008  122 n
-  113.196309  122 SIL
+  113.196309  122 VOCNOISE
   113.291666  122 b
   113.370940  122 ow
   113.504187  122 th
@@ -2064,7 +2064,7 @@ nfields 2
   273.771688  122 b
   273.938371  122 aw
   273.984424  122 t
-  274.481136  122 SIL
+  274.481136  122 VOCNOISE
   275.178501  122 ah
   275.251688  122 d
   275.281688  122 ah
@@ -2102,11 +2102,11 @@ nfields 2
   277.691688  122 r
   277.781688  122 ah
   277.811688  122 f
-  280.351217  122 SIL
+  280.351217  122 IVER
   280.383375  122 n
   280.436743  122 ow
   280.459770  122 p
-  281.140698  122 SIL
+  281.140698  122 VOCNOISE
   281.193375  122 n
   281.283375  122 aa
   281.313375  122 t
@@ -2116,7 +2116,7 @@ nfields 2
   281.643375  122 r ; *
   281.673375  122 iy ; *
   281.703375  122 ah
-  282.010745  122 SIL
+  282.010745  122 VOCNOISE
   282.090562  122 n
   282.180562  122 aa
   282.210562  122 t
@@ -2138,7 +2138,7 @@ nfields 2
   283.643931  122 iy
   283.694918  122 r
   283.890642  122 LAUGH
-  284.365973  122 SIL
+  284.365973  122 IVER
   284.415315  122 y
   284.467947  122 ah
   284.490973  122 b
@@ -2157,23 +2157,23 @@ nfields 2
   285.400562  122 sh
   285.590562  122 aa
   285.620562  122 p
-  292.870912  122 SIL
+  292.870912  122 VOCNOISE
   292.912031  122 ah
   292.987689  122 m
   293.055123  122 hh
   293.175189  122 ah
   293.222887  122 m
-  296.842062  122 SIL
+  296.842062  122 IVER
   296.912062  122 k
   297.102062  122 ah
   297.232836  122 z
   297.412062  122 n
   297.462062  122 y
   297.742706  122 ae
-  300.890796  122 SIL
+  300.890796  122 IVER
   300.917625  122 y
   301.173692  122 eh
-  302.523438  122 SIL
+  302.523438  122 IVER
   302.579959  122 w
   302.611209  122 eh
   302.723438  122 ae
@@ -2197,7 +2197,7 @@ nfields 2
   304.093438  122 eh
   304.213438  122 s
   304.430294  122 ah
-  304.782269  122 SIL
+  304.782269  122 IVER
   304.900691  122 dh
   304.946743  122 eh
   305.022402  122 w
@@ -2214,21 +2214,21 @@ nfields 2
   305.847517  122 th
   305.860675  122 ih
   305.891925  122 ng
-  306.770193  122 SIL
+  306.770193  122 IVER
   306.957694  122 aa
   306.984010  122 l
   307.036641  122 b
   307.217563  122 eh
   307.257037  122 t
-  309.313438  122 SIL
+  309.313438  122 VOCNOISE
   309.343438  122 y
   309.513438  122 eh
   309.549817  122 p
-  312.992244  122 SIL
+  312.992244  122 IVER
   313.048164  122 hh
   313.113953  122 ah
   313.314612  122 m
-  316.358362  122 SIL
+  316.358362  122 IVER
   316.501500  122 k
   316.531500  122 ah
   316.621500  122 n ; *
@@ -2244,7 +2244,7 @@ nfields 2
   317.281500  122 ah
   317.431500  122 m
   317.521500  122 z
-  320.262125  122 SIL
+  320.262125  122 VOCNOISE
   320.402125  122 ah
   320.462125  122 v
   320.592125  122 k
@@ -2270,11 +2270,11 @@ nfields 2
   322.172125  122 w
   322.232125  122 eh
   322.411098  122 r
-  323.782826  122 SIL
+  323.782826  122 VOCNOISE
   323.886250  122 n
   323.957168  122 y
   324.164406  122 ae
-  324.676250  122 SIL
+  324.676250  122 VOCNOISE
   324.715382  122 w
   324.809132  122 eh
   324.828869  122 uh
@@ -2294,7 +2294,7 @@ nfields 2
   325.843671  122 r
   325.886250  122 dh
   326.186250  122 ey
-  326.496250  122 SIL
+  326.496250  122 VOCNOISE
   326.606250  122 s
   326.686250  122 eh
   326.766250  122 n
@@ -2346,7 +2346,7 @@ nfields 2
   330.446250  122 ae
   330.616250  122 n
   330.646250  122 t
-  330.860121  122 SIL
+  330.860121  122 VOCNOISE
   330.886250  122 b
   330.986250  122 ah
   331.128214  122 t
@@ -2365,7 +2365,7 @@ nfields 2
   332.386250  122 dh
   332.606250  122 eh
   332.636250  122 t
-  333.269500  122 SIL
+  333.269500  122 VOCNOISE
   333.359500  122 ih
   333.449500  122 s
   333.529500  122 d
@@ -2418,7 +2418,7 @@ nfields 2
   337.469500  122 f
   337.599500  122 s
   337.800963  122 ah
-  338.087148  122 SIL
+  338.087148  122 VOCNOISE
   338.119500  122 dh
   338.169500  122 eh
   338.249500  122 m
@@ -2444,11 +2444,11 @@ nfields 2
   339.459500  122 w
   339.579500  122 ih
   339.619500  122 t
-  341.797571  122 SIL
+  341.797571  122 VOCNOISE
   341.913188  122 hh
   342.060729  122 m
   342.313188  122 ae
-  346.849098  122 SIL
+  346.849098  122 VOCNOISE
   346.979625  122 dh
   347.069625  122 eh
   347.179625  122 n
@@ -2460,7 +2460,7 @@ nfields 2
   347.709625  122 ih
   347.769625  122 k
   348.127065  122 LAUGH
-  348.359625  122 SIL
+  348.359625  122 VOCNOISE
   348.409625  122 p
   348.492188  122 uh
   348.534951  122 t
@@ -2473,7 +2473,7 @@ nfields 2
   349.011927  122 k
   349.109625  122 ah
   349.307980  122 p
-  357.935625  122 SIL
+  357.935625  122 VOCNOISE
   358.175625  122 ow
   358.305625  122 aa
   358.335625  122 d
@@ -2490,7 +2490,7 @@ nfields 2
   359.065625  122 l
   359.245625  122 ay
   359.275625  122 k
-  360.015625  122 SIL
+  360.015625  122 VOCNOISE
   360.165625  122 ih
   360.245625  122 t
   360.315625  122 s
@@ -2676,7 +2676,7 @@ nfields 2
   376.535625  122 iy ; *
   376.585625  122 p
   376.665625  122 el
-  377.098152  122 SIL
+  377.098152  122 VOCNOISE
   377.147494  122 ih
   377.275625  122 n
   377.415625  122 ae
@@ -2760,7 +2760,7 @@ nfields 2
   383.685625  122 f
   383.835625  122 ao
   383.894205  122 r
-  384.548187  122 SIL
+  384.548187  122 VOCNOISE
   384.608187  122 eh
   384.688187  122 n
   384.728187  122 ah
@@ -2791,7 +2791,7 @@ nfields 2
   387.018187  122 ey
   387.098187  122 d
   387.228187  122 z
-  388.111293  122 SIL
+  388.111293  122 VOCNOISE
   388.168187  122 aa
   388.278187  122 r
   388.398187  122 n
@@ -2878,7 +2878,7 @@ nfields 2
   394.788187  122 hh
   394.818187  122 iy
   394.945180  122 r
-  395.348187  122 SIL
+  395.348187  122 VOCNOISE
   395.498187  122 ih
   395.588187  122 z
   395.648187  122 ih
@@ -2890,7 +2890,7 @@ nfields 2
   396.148187  122 dh
   396.398187  122 eh
   396.428187  122 t
-  397.098187  122 SIL
+  397.098187  122 VOCNOISE
   397.168187  122 aa
   397.268187  122 l
   397.458187  122 aa
@@ -2904,7 +2904,7 @@ nfields 2
   398.108187  122 y
   398.138187  122 ah
   398.316906  122 n
-  398.588187  122 SIL
+  398.588187  122 VOCNOISE
   398.638187  122 w
   398.728187  122 ah
   398.758187  122 t
@@ -2922,7 +2922,7 @@ nfields 2
   400.378187  122 k
   400.548187  122 iy
   400.659003  122 p
-  400.909004  122 SIL
+  400.909004  122 VOCNOISE
   401.018187  122 dh
   401.159005  122 ah
   401.298187  122 t
@@ -2958,11 +2958,11 @@ nfields 2
   404.104710  122 ah ; *
   404.191882  122 n
   404.379382  122 ow
-  404.795502  122 SIL
+  404.795502  122 VOCNOISE
   405.014253  122 eh
   405.168187  122 n
   405.238187  122 d
-  405.594855  122 SIL
+  405.594855  122 VOCNOISE
   405.684812  122 s
   405.744812  122 ah
   405.844812  122 w
@@ -3001,7 +3001,7 @@ nfields 2
   408.044812  122 b
   408.140856  122 ah
   408.183620  122 t
-  408.505989  122 SIL
+  408.505989  122 VOCNOISE
   408.624812  122 r
   408.714812  122 iy ; *
   408.774812  122 s
@@ -3031,7 +3031,7 @@ nfields 2
   410.434812  122 ah
   410.744812  122 n
   410.774812  122 ow
-  411.098091  122 SIL
+  411.098091  122 VOCNOISE
   411.164812  122 ih
   411.194812  122 f
   411.434812  122 ey
@@ -3059,7 +3059,7 @@ nfields 2
   413.784812  122 uw
   413.814812  122 eh
   414.163882  122 n
-  414.514812  122 SIL
+  414.514812  122 VOCNOISE
   414.574812  122 y
   414.630988  122 ah
   414.754812  122 k
@@ -3095,7 +3095,7 @@ nfields 2
   417.274812  122 m
   417.414812  122 ey
   417.473097  122 k
-  417.841519  122 SIL
+  417.841519  122 VOCNOISE
   417.897813  122 k
   417.947813  122 r
   418.037813  122 ao ; *
@@ -3111,7 +3111,7 @@ nfields 2
   418.877813  122 z
   418.927813  122 s
   419.417813  122 ah
-  419.957813  122 SIL
+  419.957813  122 VOCNOISE
   420.017813  122 y
   420.047813  122 ah
   420.077813  122 k
@@ -3178,16 +3178,16 @@ nfields 2
   424.317813  122 ao
   424.397813  122 r
   424.431172  122 t
-  424.714067  122 SIL
+  424.714067  122 VOCNOISE
   424.787813  122 ae
   424.883476  122 n
   424.919660  122 dh
   425.087813  122 ey
   425.127813  122 l
-  425.157813  122 n
+  425.157813  122 VOCNOISE
   425.247813  122 y
   425.452557  122 ae
-  425.747813  122 SIL
+  425.747813  122 VOCNOISE
   425.847813  122 ih
   425.898326  122 s
   425.937813  122 ah ; *
@@ -3196,7 +3196,7 @@ nfields 2
   426.177813  122 n
   426.267813  122 s
   426.324311  122 t
-  426.546351  122 SIL
+  426.546351  122 VOCNOISE
   426.567813  122 n
   426.657813  122 y
   426.837470  122 ae
@@ -3228,7 +3228,7 @@ nfields 2
   428.257813  122 s
   428.287813  122 s
   428.627813  122 ah
-  429.899994  122 SIL
+  429.899994  122 VOCNOISE
   429.965437  122 y
   430.045437  122 uw
   430.115437  122 hh
@@ -3237,7 +3237,7 @@ nfields 2
   430.395437  122 jh
   430.505437  122 ih
   430.617099  122 s
-  431.799659  122 SIL
+  431.799659  122 IVER
   431.856875  122 n
   432.176875  122 ow
   432.326875  122 n
@@ -3333,7 +3333,7 @@ nfields 2
   439.706875  122 ah
   439.756875  122 n ; *
   439.896781  122 iy
-  440.298094  122 SIL
+  440.298094  122 VOCNOISE
   440.548095  122 en
   440.688750  122 ih
   440.818750  122 f
@@ -3364,7 +3364,7 @@ nfields 2
   443.008750  122 b
   443.178750  122 ae
   443.208750  122 k
-  443.704478  122 SIL
+  443.704478  122 VOCNOISE
   443.778250  122 s
   443.988250  122 ah
   444.158250  122 eh
@@ -3377,7 +3377,7 @@ nfields 2
   444.548250  122 dh
   444.678250  122 ih
   444.718250  122 t
-  446.079550  122 SIL
+  446.079550  122 VOCNOISE
   446.156000  122 n
   446.186000  122 y
   446.431525  122 ae
@@ -3426,7 +3426,7 @@ nfields 2
   449.926000  122 t
   450.026000  122 ay
   450.137085  122 m
-  450.600873  122 SIL
+  450.600873  122 VOCNOISE
   450.716005  122 eh
   450.794687  122 d
   450.864687  122 ih
@@ -3448,7 +3448,7 @@ nfields 2
   452.054687  122 uw ; *
   452.184687  122 ih
   452.214687  122 ng
-  452.505477  122 SIL
+  452.505477  122 VOCNOISE
   452.584687  122 ih
   452.624687  122 t
   452.686399  122 s
@@ -3475,12 +3475,12 @@ nfields 2
   454.364687  122 b
   454.564687  122 ih
   454.754687  122 g
-  455.566813  122 SIL
+  455.566813  122 VOCNOISE
   455.626813  122 y
   455.656813  122 ah ; *
   455.736813  122 n
   455.989081  122 ow
-  456.276813  122 SIL
+  456.276813  122 VOCNOISE
   456.326813  122 jh
   456.506813  122 aa
   456.546813  122 b
@@ -3605,7 +3605,7 @@ nfields 2
   465.396813  122 ao
   465.423925  122 n
   465.651216  122 en
-  466.075559  122 SIL
+  466.075559  122 VOCNOISE
   466.165937  122 s
   466.255937  122 ow
   466.285937  122 dh
@@ -3642,7 +3642,7 @@ nfields 2
   468.865937  122 z
   468.930824  122 s
   469.144640  122 ah
-  471.841967  122 SIL
+  471.841967  122 VOCNOISE
   472.160250  122 ow
   472.190250  122 y
   472.406114  122 eh
@@ -3685,7 +3685,7 @@ nfields 2
   476.010250  122 b
   476.134725  122 ah
   476.174199  122 t
-  476.619924  122 SIL
+  476.619924  122 VOCNOISE
   476.665977  122 ah
   476.679135  122 f
   476.689003  122 y
@@ -3763,7 +3763,7 @@ nfields 2
   482.710250  122 l
   482.860250  122 s
   483.114990  122 ah
-  483.489997  122 SIL
+  483.489997  122 VOCNOISE
   483.605129  122 en
   483.661051  122 w
   483.716972  122 ah
@@ -3773,16 +3773,10 @@ nfields 2
   484.050750  122 eh
   484.120750  122 v
   484.230750  122 aa
-  484.350750  122 f
-  484.430750  122 ae
-  484.621578  122 m ; *
-  484.792632  122 ah ; *
-  484.871579  122 l
-  484.901185  122 iy
   484.966974  122 LAUGH
   485.049211  122 ae
   485.105133  122 n
-  485.496581  122 SIL
+  485.496581  122 VOCNOISE
   485.621582  122 ah
   485.690750  122 m
   485.770750  122 iy
@@ -3823,7 +3817,7 @@ nfields 2
   488.420750  122 l
   488.550750  122 s
   489.101848  122 ah
-  490.093437  122 SIL
+  490.093437  122 VOCNOISE
   490.183437  122 s
   490.378197  122 ah
   490.460434  122 ih
@@ -3852,7 +3846,7 @@ nfields 2
   492.823437  122 f
   492.853437  122 ah
   493.138069  122 r
-  493.315645  122 SIL
+  493.315645  122 VOCNOISE
   493.433437  122 ah
   493.573437  122 f
   493.643437  122 y
@@ -3875,24 +3869,24 @@ nfields 2
   494.943437  122 k
   495.063437  122 aa
   495.167625  122 n
-  498.195875  122 SIL
+  498.195875  122 IVER
   498.235875  122 n
   498.495875  122 ah
   499.125875  122 n
   499.415875  122 ah
-  499.485875  122 SIL
+  499.485875  122 VOCNOISE
   499.665875  122 aa
   499.765875  122 m
   499.845875  122 iy
   499.945875  122 n
-  500.155875  122 SIL
+  500.155875  122 VOCNOISE
   500.235875  122 dh
   500.275875  122 ah
   500.365875  122 m
   500.475875  122 ah
   500.515875  122 n ; *
   500.902814  122 iy
-  501.195555  122 SIL
+  501.195555  122 VOCNOISE
   501.305875  122 y
   501.335875  122 ah ; *
   501.395875  122 n
@@ -3965,11 +3959,11 @@ nfields 2
   506.105093  122 ih ; *
   506.129764  122 t
   506.146211  122 iy
-  506.583687  122 SIL
+  506.583687  122 VOCNOISE
   506.875875  122 eh
   507.035875  122 n
   507.113294  122 d
-  507.786187  122 SIL
+  507.786187  122 VOCNOISE
   507.916187  122 ae
   507.946187  122 k ; *
   508.066187  122 sh
@@ -4017,7 +4011,7 @@ nfields 2
   511.746187  122 r
   511.976187  122 ay
   512.046187  122 k
-  512.406187  122 SIL
+  512.406187  122 VOCNOISE
   512.476187  122 w
   512.526187  122 ah
   512.576187  122 z
@@ -4081,7 +4075,7 @@ nfields 2
   517.570543  122 ao
   517.761332  122 r
   517.866595  122 en
-  518.221910  122 SIL
+  518.221910  122 VOCNOISE
   518.289000  122 ah
   518.379000  122 b
   518.499000  122 ih
@@ -4148,7 +4142,7 @@ nfields 2
   523.239000  122 ih ; *
   523.269000  122 t
   523.379816  122 el
-  523.639000  122 SIL
+  523.639000  122 VOCNOISE
   523.739000  122 dh
   523.839000  122 ey
   523.899000  122 d
@@ -4170,7 +4164,7 @@ nfields 2
   525.473594  122 dh
   525.592015  122 ih
   525.670963  122 t
-  526.272688  122 SIL
+  526.272688  122 VOCNOISE
   526.312688  122 y
   526.342688  122 ah
   526.462688  122 s
@@ -4284,7 +4278,7 @@ nfields 2
   535.012688  122 k
   535.172688  122 eh
   535.362688  122 n
-  535.689146  122 SIL
+  535.689146  122 VOCNOISE
   535.732688  122 dh
   535.822688  122 eh
   535.902688  122 n
@@ -4348,7 +4342,7 @@ nfields 2
   541.022688  122 f
   541.122688  122 s
   541.312688  122 ah
-  541.722037  122 SIL
+  541.722037  122 VOCNOISE
   541.782688  122 dh
   542.002688  122 ae
   542.032688  122 t
@@ -4402,7 +4396,7 @@ nfields 2
   545.852688  122 ih ; *
   545.882688  122 t
   546.082688  122 iy
-  546.531875  122 SIL
+  546.531875  122 VOCNOISE
   546.651875  122 eh
   546.741875  122 n
   546.771875  122 ah
@@ -4425,7 +4419,7 @@ nfields 2
   548.211875  122 jh ; *
   548.264780  122 ih
   548.299320  122 t
-  548.402938  122 SIL
+  548.402938  122 VOCNOISE
   548.431875  122 dh
   548.569054  122 eh
   548.611875  122 ah
@@ -4461,7 +4455,7 @@ nfields 2
   550.773005  122 iy
   550.851875  122 y
   550.911875  122 uw
-  551.259845  122 SIL
+  551.259845  122 VOCNOISE
   551.301875  122 hh
   551.401875  122 aa
   551.451875  122 s ; *
@@ -4559,12 +4553,12 @@ nfields 2
   557.731875  122 dh
   557.871875  122 eh
   557.896357  122 t
-  558.480438  122 SIL
+  558.480438  122 VOCNOISE
   558.650438  122 eh
   558.750438  122 n
   558.840438  122 eh
   558.947351  122 r
-  559.200438  122 SIL
+  559.200438  122 VOCNOISE
   559.300438  122 th
   559.340438  122 ah
   559.390438  122 r ; *
@@ -4610,7 +4604,7 @@ nfields 2
   562.840438  122 b
   562.940438  122 ah
   563.000438  122 t
-  563.540438  122 SIL
+  563.540438  122 VOCNOISE
   563.570438  122 y
   563.600438  122 ah ; *
   563.750438  122 n
@@ -4638,7 +4632,7 @@ nfields 2
   565.230438  122 t
   565.320438  122 dh
   565.539402  122 ey
-  566.254865  122 SIL
+  566.254865  122 VOCNOISE
   566.480438  122 r
   566.570438  122 ae
   566.630438  122 n
@@ -4666,7 +4660,7 @@ nfields 2
   568.370438  122 ow
   568.580438  122 s
   568.848612  122 ah
-  569.299688  122 SIL
+  569.299688  122 VOCNOISE
   569.439688  122 eh
   569.479688  122 n
   569.579688  122 w
@@ -4693,19 +4687,19 @@ nfields 2
   571.279688  122 iy
   571.549688  122 ih
   571.709688  122 z
-  572.129688  122 SIL
+  572.129688  122 VOCNOISE
   572.179688  122 dh
   572.419688  122 ae
   572.459688  122 t
-  572.605166  122 SIL
+  572.605166  122 VOCNOISE
   572.659688  122 p
   572.829688  122 iy ; *
   572.859688  122 p
   573.358458  122 el
-  574.042151  122 SIL
+  574.042151  122 VOCNOISE
   574.089688  122 dh
   574.481298  122 ah
-  574.579688  122 SIL
+  574.579688  122 VOCNOISE
   574.669688  122 eh
   574.759688  122 n ; *
   574.859688  122 t
@@ -4725,7 +4719,7 @@ nfields 2
   576.749688  122 dh
   576.929688  122 eh
   576.959688  122 t
-  577.956611  122 SIL
+  577.956611  122 VOCNOISE
   578.041500  122 ih
   578.091500  122 s
   578.181500  122 hh
@@ -4860,7 +4854,7 @@ nfields 2
   588.571500  122 el
   588.641500  122 eh
   588.761500  122 n
-  589.141688  122 SIL
+  589.141688  122 VOCNOISE
   589.171688  122 y
   589.201688  122 ah ; *
   589.231688  122 n
@@ -4918,7 +4912,7 @@ nfields 2
   594.231688  122 k
   594.321688  122 ah
   594.563595  122 z
-  594.981688  122 SIL
+  594.981688  122 VOCNOISE
   595.031688  122 k
   595.151688  122 aa
   595.191688  122 n ; *
@@ -4960,7 +4954,7 @@ nfields 2
   597.721688  122 uw ; *
   597.791688  122 d
   598.141688  122 ey
-  598.497803  122 SIL
+  598.497803  122 VOCNOISE
   598.561193  122 ae
   598.577874  122 n
   598.604565  122 d
diff --git a/s3801a.words b/s3801a.words
index 70403bd..14be82a 100644
--- a/s3801a.words
+++ b/s3801a.words
@@ -724,8 +724,8 @@ nfields 1
    280.295856 122 <IVER>; S; S
    280.483124 122 nope; n ow p; n ow p
    281.140698 122 <VOCNOISE>; U; U
-   281.290803 122 not; n aa t; n aa
-   281.481518 122 my; m ay; t m ay
+   281.313375 122 not; n aa t; n aa t
+   281.481518 122 my; m ay; m ay
    281.625129 122 <CUTOFF-ar=area>; U; U
    282.010714 122 <VOCNOISE>; U; U
    282.210562 122 not; n aa t; n aa t
@@ -750,7 +750,7 @@ nfields 1
    297.232836 122 because; b ih k ah z; k ah z
    297.728070 122 yeah; y ae; n y ae
    300.890796 122 <IVER>; S; S
-   301.059874 122 yeah; y ae; y eh
+   301.173692 122 yeah; y ae; y eh
    302.523438 122 <IVER>; S; S
    302.631562 122 well; w eh l; w eh
    302.783438 122 that's; dh ae t s; ae s
@@ -856,8 +856,8 @@ nfields 1
    348.127065 122 <LAUGH>; U; U
    348.305450 122 <VOCNOISE>; U; U
    348.521440 122 put; p uh t; p uh t
-   349.084400 122 plastic; p l ae s t ih k; p l ae s t ih k ah
-   349.196997 122 up; ah p;
+   349.084400 122 plastic; p l ae s t ih k; p l ae s t ih k
+   349.307980 122 up; ah p; ah p
    357.935625 122 <VOCNOISE>; U; U
    358.145754 122 oh; ow; ow
    358.297407 122 i; ay; aa
@@ -1101,7 +1101,7 @@ nfields 1
    427.377799 122 the; dh iy; dh iy
    427.687998 122 union; y uw n y ah n; y uw n y ah n
    428.257813 122 contracts; k aa n t r ae k t s; k aa n t r ae k t s
-   428.476141 122 so; s ow; s ah
+   428.627813 122 so; s ow; s ah
    429.899994 122 <VOCNOISE>; U; U
    430.044728 122 you; y uw; y uw
    430.364926 122 have; hh ae v; hh ae v
@@ -1258,7 +1258,7 @@ nfields 1
    473.440250 122 pay; p ey; p ey
    473.649535 122 it's; ih t s; ah s
    473.746571 122 <SIL>; S; S
-   474.192397 122 cost; k aa s t; SIL k ao s t
+   474.192397 122 cost; k aa s t; k ao s t
    474.610597 122 yeah; y ae; y eh
    475.055799 122 cost; k aa s t; k ao s t
    475.270250 122 quite; k w ay t; k w ay t
@@ -1301,7 +1301,7 @@ nfields 1
    483.924298 122 you; y uw; y uw
    484.120750 122 have; hh ae v; eh v
    484.230750 122 a; ey; aa
-   484.966974 122 <LAUGH-family>; U; U
+   484.966974 122 <LAUGH>; U; U
    485.105133 122 and; ae n d; ae n
    485.496581 122 <VOCNOISE>; U; U
    485.621582 122 i; ay; ah
@@ -1339,8 +1339,7 @@ nfields 1
    495.167625 122 on; aa n; aa n
    498.193886 122 <IVER>; S; S
    498.495875 122 no; n ow; n ah
-   499.054411 122 <IVER>; S; S
-   499.415875 122 no; n ow; ah
+   499.415875 122 no; n ow; n ah
    499.497881 122 <VOCNOISE>; U; U
    499.686298 122 i; ay; aa
    499.929869 122 mean; m iy n; m iy n
@@ -1598,7 +1597,7 @@ nfields 1
    572.129882 122 <VOCNOISE>; U; U
    572.459688 122 that; dh ae t; dh ae t
    572.556768 122 <VOCNOISE>; U; U
-   573.185161 122 people; p iy p el; p iy p el
+   573.358458 122 people; p iy p el; p iy p el
    574.020790 122 <VOCNOISE>; U; U
    574.439083 122 the; dh iy; dh ah
    574.579469 122 <VOCNOISE>; U; U
diff --git a/s3801b.phones b/s3801b.phones
index aea1487..b84b03f 100644
--- a/s3801b.phones
+++ b/s3801b.phones
@@ -943,7 +943,7 @@ nfields 2
    94.483310  122 SIL
    94.559372  122 n
    94.606103  122 y
-   94.664375  122 ihn; *nnN
+   94.664375  122 ihn; *n
    94.705796  122 nx
    94.860008  122 ow
    94.936336  122 aa
diff --git a/s3801b.words b/s3801b.words
index 6df5d8b..d88b08e 100644
--- a/s3801b.words
+++ b/s3801b.words
@@ -727,7 +727,7 @@ nfields 1
    194.795027 122 i; ay; ay
    194.997210 122 need; n iy d; n iy d
    195.085166 122 to; t uw; t ah
-   195.194056 122 be; b iy; LAUGH iy
+   195.194056 122 be; b iy; iy
    195.566380 122 <LAUGH-off>; U; U
    195.729655 122 with; w ih th; w ah dh
    195.898271 122 them; dh eh m; dh eh m
@@ -1159,7 +1159,7 @@ nfields 1
    315.466920 122 there; dh eh r; dh eh r
    315.948342 122 <SIL>; S; S
    319.487067 122 <IVER>; S; S
-   319.815876 122 mm-hmm; em h em; em hh em
+   319.815876 122 mm-hmm; em hh em; em hh em
    320.312598 122 <SIL>; S; S
    320.473783 122 where; w eh r; w eh r
    320.771974 122 from; f r ah m; f r ah m
@@ -1175,7 +1175,7 @@ nfields 1
    326.415859 122 it; ih t; eh t
    329.436359 122 <VOCNOISE>; U; U
    332.210147 122 <IVER>; S; S
-   332.587881 122 mm-hmm; em h em; em hh em
+   332.587881 122 mm-hmm; em hh em; em hh em
    333.256209 122 <IVER>; S; S
    333.541172 122 yeah; y ae; m ae
    335.541797 122 <SIL>; S; S
@@ -1825,7 +1825,7 @@ nfields 1
    518.130142 122 so; s ow; s ow
    518.497015 122 <SIL>; S; S
    519.620334 122 <IVER>; S; S
-   519.903851 122 mm-hmm; em h em; em hh em
+   519.903851 122 mm-hmm; em hh em; em hh em
    519.999246 122 you; y uw; iy
    520.163721 122 can; k ae n; k ih n
    520.289479 122 do; d uw; d uw
diff --git a/s3802a.phones b/s3802a.phones
index 430c54c..e0d6d6e 100644
--- a/s3802a.phones
+++ b/s3802a.phones
@@ -3470,7 +3470,7 @@ nfields 2
   397.945297  122 r
   398.163345  122 ow
   398.365814  122 d
-  398.702300  122 IVER
+  398.702300  122 VOCNOISE
   398.788527  122 dh
   398.837869  122 ih
   398.883922  122 t
@@ -5074,7 +5074,7 @@ nfields 2
   563.787517  122 VOCNOISE
   563.953906  122 s
   564.314418  122 ow
-  566.998618  122 SIL
+  566.998618  122 IVER
   567.159797  122 aa
   567.243875  122 ao
   567.284143  122 l ; *
diff --git a/s3802a.words b/s3802a.words
index 6379d81..3264860 100644
--- a/s3802a.words
+++ b/s3802a.words
@@ -43,8 +43,8 @@ nfields 3
    8.923313 122 don't; d ow n t; dx ow n
    9.016897 122 want; w aa n t; w aa nx
    9.073313 122 to; t uw; ah
-   9.293313 122 buy; b ay; b ay eh
-   9.312622 122 a; ey;
+   9.293313 122 buy; b ay; b ay
+   9.312622 122 a; ey; eh
    9.643313 122 house; hh aw s; hh aw s
    9.741246 122 and; ae n d; en
    9.791087 122 i; ay; aa
@@ -1491,7 +1491,7 @@ nfields 3
    459.335937 122 house; hh aw s; hh aw s
    459.395937 122 at; ae t; t
    459.588221 122 eight; ey t; ey t
-   459.925937 122 thirty; th er t iy; th SIL r t iy
+   459.925937 122 <thirty>; th er t iy; th SIL r t iy
    460.075937 122 and; ae n d; ih n
    460.215937 122 she; sh iy; sh
    460.795937 122 usually; y uw zh ah l iy; iy y uw zh ah l iy
@@ -1814,7 +1814,7 @@ nfields 3
    548.992035 122 some; s ah m; s ah m
    549.139874 122 of; ah v; ah v
    549.291164 122 it; ih t; ih t
-   550.332073 122 <SIL>; S; S
+   550.332073 122 <IVER>; S; S
    550.492875 122 <SIL>; S; S
    550.862875 122 yeah; y ae; y ae
    551.115351 122 <SIL>; S; S
diff --git a/s3802b.phones b/s3802b.phones
index 6612158..e20238c 100644
--- a/s3802b.phones
+++ b/s3802b.phones
@@ -7,6 +7,7 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
+    0.170598  122 {B_TRANS}
     0.236995  122 SIL
     0.306586  122 y
     0.371059  122 er
diff --git a/s3803a.words b/s3803a.words
index e12ed29..68707b8 100644
--- a/s3803a.words
+++ b/s3803a.words
@@ -1370,4 +1370,3 @@ nfields 1
    431.951603 122 big; b ih g; b ih g
    432.216766 122 deal; d iy l; d iy l
    432.755180 122 {E_TRANS}; E; E
-   432.755301 122 <SIL>; S; S
diff --git a/s3901b.words b/s3901b.words
index 2f0e89b..6269b9e 100644
--- a/s3901b.words
+++ b/s3901b.words
@@ -1374,7 +1374,7 @@ nfields 1
    523.346250 122 at; ae t; ah dx
    523.535993 122 all; aa l; ao l
    527.377092 122 <IVER>; S; S
-   528.320312 122 yeah; y ae; VOCNOISE y ae
+   528.320312 122 yeah; y ae; y ae
    528.444598 122 they; dh ey; dh ey
    528.821443 122 do; d uw; d uw
    528.958479 122 <VOCNOISE>; U; U
diff --git a/s3902a.phones b/s3902a.phones
index 60644f0..7d136ba 100644
--- a/s3902a.phones
+++ b/s3902a.phones
@@ -3660,8 +3660,6 @@ nfields 2
   475.154695  122 n
   475.267312  122 t
   475.363560  122 VOCNOISE
-  475.533713  122 SIL
-  476.295827  122 VOCNOISE
   476.471250  122 SIL
   476.531250  122 n
   476.671357  122 ow
diff --git a/s3902a.words b/s3902a.words
index 7fe85da..c667230 100644
--- a/s3902a.words
+++ b/s3902a.words
@@ -1394,13 +1394,10 @@ nfields 3
    474.537312 122 create; k r iy ey t; k r iy ey tq
    474.657312 122 your; y ow r; y er
    474.717312 122 own; ow n; ow n
-   474.840925 122 <VOCNOISE>; U; U
-   475.267312 122 entertainment; eh n t er t ey n m ah n t; er t ey n m eh n t
+   475.267312 122 entertainment; eh n t er t ey n m ah n t; eh nx er t ey n m eh n t
    475.364496 122 <VOCNOISE>; U; U
-   475.533713 122 <SIL>; S; S
    476.471250 122 <SIL>; S; S
    476.671357 122 no; n ow; n ow
-   476.740114 122 <IVER>; S; S
    477.118825 122 um; ah m; ah m
    477.437900 122 <SIL>; S; S
    477.555297 122 <VOCNOISE>; U; U
@@ -1465,7 +1462,7 @@ nfields 3
    490.471100 122 <IVER>; S; S
    490.898332 122 and; ae n d; ae n t
    491.014562 122 <SIL>; S; S
-   491.363340 122 um; ah m; SIL ah m
+   491.363340 122 um; ah m; ah m
    491.654562 122 <SIL>; S; S
    491.904562 122 from; f r ah m; f r ah m
    492.570168 122 downstairs; d aw n s t eh r z; d aw n s t eh r s
diff --git a/s3903b.phones b/s3903b.phones
index e17366f..bce1332 100644
--- a/s3903b.phones
+++ b/s3903b.phones
@@ -277,7 +277,7 @@ nfields 2
    38.035153  122 z
    38.090300  122 ih
    38.158084  122 z
-   40.389244  122 IVER
+   40.389244  122 VOCNOISE
    40.460518  122 ah
    40.491495  122 l
    40.561577  122 ay
diff --git a/s3903b.words b/s3903b.words
index 3be3dce..65a5517 100644
--- a/s3903b.words
+++ b/s3903b.words
@@ -365,7 +365,7 @@ nfields 1
    113.430426 122 it's; ih t s; eh t s
    114.016368 122 definitely; d eh f ih n ih t l iy; d eh f ah nx ih tq l iy
    114.379416 122 weird; w ih r d; w iy r d
-   114.610351 122 <IVER>; S; S
+   114.610351 122 <VOCNOISE>; S; S
    114.740438 122 it's; ih t s; ih t s
    114.963059 122 really; r iy l iy; r ih l iy
    115.231903 122 cool; k uw l; k uw l
diff --git a/s4001a.phones b/s4001a.phones
index 110a00c..402f3ab 100644
--- a/s4001a.phones
+++ b/s4001a.phones
@@ -7,7 +7,6 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator;
 nfields 2
 #
-    0.967740  122 SIL
     0.967740  122 {B_TRANS}
     1.529995  122 <EXCLUDE-name>
     1.805585  122 VOCNOISE
@@ -2659,9 +2658,7 @@ nfields 2
   392.200813  122 l
   392.307141  122 tq
   392.931879  122 SIL
-  393.038922  122 t
-  393.134285  122 ih
-  393.301661  122 uw
+  393.301661  122 UNKNOWN
   393.405938  122 l
   393.541047  122 ay
   393.665606  122 k
diff --git a/s4001a.words b/s4001a.words
index c48f291..ca8abab 100644
--- a/s4001a.words
+++ b/s4001a.words
@@ -7,8 +7,7 @@ font -misc-*-bold-*-*-*-15-*-*-*-*-*-*-*
 separator ;
 nfields 2
 #
-   0.967740 122 <SIL>; S; S
-   0.967740 122 {B_TRANS}; B; B
+   0.000000 122 {B_TRANS}; B; B
    1.529995 122 <EXCLUDE-name>; U; U
    1.805585 122 <VOCNOISE>; U; U
    9.063611 122 <IVER>; S; S
@@ -384,7 +383,6 @@ nfields 2
    180.371980 122 <IVER>; S; S
    180.670063 122 yeah; y ae; y ae
    181.282296 122 exactly; eh g z ae k t l iy; ey g z ae k l ey
-   181.740073 122 <SIL>; S; S
    181.740073 122 <VOCNOISE>; U; U
    181.947313 122 which; w ih ch; w ih ch
    182.077313 122 is; ih z; ih z
@@ -1372,7 +1370,7 @@ nfields 2
    553.974583 122 i; ay; ih
    554.142249 122 mean; m iy n; m iy n
    554.349756 122 most; m ow s t; m ow s
-   554.397898 122 of; ah v; UNKNOWN
+   554.397898 122 <UNKNOWN>; U; U
    554.504062 122 my; m ay; m ay
    554.751495 122 friends; f r eh n d z; f r eh n z
    554.856079 122 have; hh ae v; ih v
diff --git a/s4001b.words b/s4001b.words
index f64d543..e73ff84 100644
--- a/s4001b.words
+++ b/s4001b.words
@@ -58,8 +58,8 @@ nfields 1
    27.980395 122 i; ay; ay
    28.275390 122 know; n ow; n ow
    28.760364 122 <IVER>; S; S
-   28.804136 122 i; ay;
-   28.978662 122 mean; m iy n; ah m eh nx
+   28.804136 122 i; ay; ah
+   28.978662 122 mean; m iy n; m eh nx
    29.403919 122 obviously; aa b v iy ah s l iy; aa v iy s l iy
    29.639708 122 everyone; eh v r iy w ah n; eh r ah w ah n
    29.796215 122 has; hh ae z; hh ae z
@@ -1564,7 +1564,7 @@ nfields 1
    581.842364 122 <VOCNOISE>; U; U
    581.888026 122 i; ay; ah
    582.264738 122 mean; m iy n; m eh n
-   582.497257 122 other; ah dh er; VOCNOISE ah dh ah
+   582.497257 122 other; ah dh er; ah dh ah
    582.724182 122 than; dh ae n; dh eh n
    582.946309 122 like; l ay k; l ay k
    583.006710 122 i; ay; eh
diff --git a/s4002a.words b/s4002a.words
index bf5718d..b131724 100644
--- a/s4002a.words
+++ b/s4002a.words
@@ -1476,40 +1476,3 @@ nfields 3
    560.019438 122 of; ah v; ah v
    560.179958 122 it; ih t; ih tq
    560.486387 122 {E_TRANS}; E; E
-   560.857345 122 <IVER>; S; S
-   561.110812 122 um; ah m; ah m
-   561.191072 122 i; ay; ay
-   561.330812 122 mean; m iy n; m iy n
-   561.610920 122 basically; b ey s ih k l iy; b ey s ih k l iy
-   561.740812 122 all; aa l; ao l
-   561.880812 122 they; dh ey; dh ey
-   562.010812 122 do; d uw; d uw
-   562.200812 122 is; ih z; ih z
-   562.299901 122 sit; s ih t; s ih
-   562.404863 122 on; aa n; t aa
-   562.528664 122 the; dh iy; n
-   562.950812 122 couch; k aw ch; dh iy k aw ch
-   563.160812 122 and; ae n d; eh n
-   563.995445 122 <LAUGH>; U; U
-   564.176188 122 and; ae n d; eh n d
-   564.516188 122 smile; s m ay l; s m ay l
-   564.586188 122 and; ae n d; eh n
-   564.846188 122 laugh; l ae f; l ae f
-   565.006188 122 at; ae t; ae t
-   565.396188 122 basically; b ey s ih k l iy; b ey s ih k l iy
-   565.766188 122 anything; eh n iy th ih ng; eh n iy th ih ng
-   565.966188 122 that's; dh ae t s; dh ae t s
-   566.237326 122 said; s eh d; s eh d
-   566.696188 122 for; f ow r; f ao r
-   567.083313 122 four; f ow r; f ao r
-   567.163313 122 or; ow r; ao r
-   567.437665 122 five; f ay v; f ay v
-   567.983313 122 hours; aw er z; aw r z
-   569.287586 122 <IVER>; S; S
-   569.395239 122 and; ae n d; eh n
-   569.422152 122 i; ay; ay
-   569.583632 122 mean; m iy n; m iy n
-   569.742421 122 that's; dh ae t s; dh ae t s
-   570.033085 122 about; ah b aw t; ah b aw t
-   570.261848 122 it; ih t; ih t
-   570.482538 122 but; b ah t; b ah t
diff --git a/s4002b.phones b/s4002b.phones
index 4be10b6..45d8784 100644
--- a/s4002b.phones
+++ b/s4002b.phones
@@ -1446,7 +1446,6 @@ nfields 2
   227.986476  122 th
   228.074870  122 ey
   228.114387  122 ng
-  228.164304  122 z
   228.215261  122 z
   228.244625  122 ih
   228.309894  122 b
@@ -1713,7 +1712,6 @@ nfields 2
   284.900993  122 s
   284.958189  122 ih
   285.011225  122 n
-  285.069463  122 s
   285.128739  122 s
   285.163057  122 iy
   285.250411  122 d
@@ -1969,7 +1967,6 @@ nfields 2
   307.848875  122 l
   307.884079  122 w
   307.994312  122 ih
-  308.074386  122 th
   308.153421  122 th
   308.230376  122 iy
   308.298875  122 eh
diff --git a/s4002b.words b/s4002b.words
index eeca4e8..cafd192 100644
--- a/s4002b.words
+++ b/s4002b.words
@@ -12,14 +12,17 @@ nfields 3
     3.372314  122 no; n ow; n ow
     3.480467  122 i; ay; ah
     3.625017  122 mean; m iy n; m eh nx
-    4.555758  122 <VOCNOISE-it's_nothing_crazy>; U; U
+    3.787246  122 it's; U; U
+    4.091949  122 nothing; U; U
+    4.555758  122 crazy; U; U
     4.799101  122 where; w eh r; w eh r
     4.931174  122 they; dh ey; n ey
-    5.279551  122 <VOCNOISE-think_they're>; U; U
+    5.140200  122 think; U; U
+    5.279551  122 they're; U; U
     5.622187  122 god; g aa d; g aa dx
     5.781840  122 and; ae n d; eh n
    14.081550  122 <IVER>; S; S
-   14.524560  122 <HES-um>; U; U
+   14.524560  122 um; U; U
    21.025550  122 <IVER>; S; S
    21.307008  122 yeah; y ae; y ow
    21.438562  122 one; w ah n; w ah
@@ -74,7 +77,8 @@ nfields 3
    37.748353  122 i; ay; ah
    37.922022  122 mean; m iy n; m iy n
    38.082174  122 not; n aa t; n aa t
-   38.347356  122 <VOCNOISE-to_say>; U; U
+   38.163289  122 to; U; U
+   38.347356  122 say; U; U
    38.505425  122 that; dh ae t; ih t
    38.691573  122 they; dh ey; t ey
    38.934917  122 should; sh uh d; sh uh d
@@ -135,7 +139,8 @@ nfields 3
    53.577181  122 street; s t r iy t; s ch r iy
    53.631257  122 and; ae n d; en
    53.709252  122 you; y uw; y uw
-   54.243779  122 <VOCNOISE-decided_to>; U; U
+   54.131468  122 decided; U; U
+   54.243779  122 to; U; U
    54.312415  122 <SIL>; S; S
    54.477764  122 eat; iy t; iy dx
    54.603596  122 it; ih t; ih dx
@@ -234,7 +239,7 @@ nfields 3
    99.140632  122 <NOISE>; U; U
   105.039135  122 <IVER>; S; S
   105.298077  122 <NOISE>; U; U
-  105.770209  122 <HES-um>; U; U
+  105.770209  122 um; U; U
   107.451779  122 <IVER>; S; S
   107.728405  122 <VOCNOISE>; U; U
   108.025825  122 <SIL>; S; S
@@ -242,7 +247,7 @@ nfields 3
   108.330525  122 don't; d ow n t; dx ow n
   108.642504  122 know; n ow; n ow
   108.925367  122 <VOCNOISE>; U; U
-  109.294542  122 <HES-um>; U; U
+  109.294542  122 um; U; U
   110.305357  122 <SIL>; S; S
   110.424949  122 like; l ay k; l ay
   110.460307  122 i; ay; ih
@@ -307,7 +312,8 @@ nfields 3
   125.510223  122 it's; ih t s; ih t s
   125.600699  122 no; n ow; n ow
   125.810765  122 worse; w er s; w er s
-  126.253775  122 <VOCNOISE-than_anything>; U; U
+  125.907479  122 than; U; U
+  126.253775  122 anything; U; U
   126.710309  122 alcohol; ae l k ah hh aa l; ae l k ah hh ao l
   126.896456  122 can; k ae n; k en
   127.072204  122 do; d uw; d uw
@@ -330,7 +336,8 @@ nfields 3
   132.008769  122 not; n aa t; n ah t
   132.159559  122 sure; sh uw r; sh er
   132.238593  122 if; ih f; ih f
-  132.496496  122 <VOCNOISE-they_should>; U; U
+  132.357145  122 they; U; U
+  132.496496  122 should; U; U
   132.780399  122 actually; ae k ch uw l iy; ae k ch l iy
   132.919750  122 go; g ow; g ah
   133.027903  122 so; s ow; s ow
@@ -354,7 +361,9 @@ nfields 3
   136.675990  122 really; r iy l iy; r ih l iy
   136.935972  122 spend; s p eh n d; s p eh n
   137.075323  122 that; dh ae t; n ae t
-  138.116297  122 <VOCNOISE-much_time_trying>; U; U
+  137.316587  122 much; U; U
+  137.846375  122 time; U; U
+  138.116297  122 trying; U; U
   138.178693  122 to; t uw; d ih
   138.776375  122 control; k ah n t r ow l; k ih ch r ow l
   139.083435  122 drug; d r ah g; ch r ah g
@@ -471,9 +480,11 @@ nfields 3
   165.484811  122 <EXT-they'll>; U; U
   165.609606  122 <SIL>; S; S
   165.777035  122 they'll; dh ey el; dh eh l
-  166.344837  122 <LAUGH-come_by_it>; U; U
+  166.015179  122 come; U; U
+  166.250203  122 by; U; U
+  166.344837  122 it; U; U
   167.091509  122 <VOCNOISE>; U; U
-  167.502283  122 <HES-um>; U; U
+  167.502283  122 um; U; U
   168.548456  122 <VOCNOISE>; U; U
   168.646210  122 i; ay; eh
   168.829237  122 mean; m iy n; m ih n
@@ -489,7 +500,8 @@ nfields 3
   170.922625  122 <EXT-could>; U; U
   171.119172  122 <VOCNOISE>; U; U
   171.200286  122 at; ae t; eh
-  171.620418  122 <VOCNOISE-least_take>; U; U
+  171.484187  122 least; U; U
+  171.620418  122 take; U; U
   171.700812  122 the; dh iy; k ih
   171.979198  122 money; m ah n iy; m ah nx iy
   172.220462  122 from; f r ah m; sh r ah m
@@ -507,7 +519,9 @@ nfields 3
   175.308025  122 they; dh ey; s ey
   175.467134  122 did; d ih d; d ih d
   175.534730  122 the; dh iy; d ih
-  176.553864  122 <VOCNOISE-same_kinda_thing>; U; U
+  175.861268  122 same; U; U
+  176.071334  122 kinda; U; U
+  176.553864  122 thing; U; U
   184.884771  122 <IVER>; S; S
   185.047000  122 not; n aa t; d aa t
   185.367299  122 really; r iy l iy; r ih l ey
@@ -515,7 +529,7 @@ nfields 3
   202.519278  122 <IVER>; S; S
   202.914096  122 yeah; y ae; y eh
   215.615335  122 <IVER>; S; S
-  216.068935  122 <HES-um>; U; U
+  216.068935  122 um; U; U
   217.540785  122 <VOCNOISE>; U; U
   217.675438  122 it; ih t; ih t
   217.926337  122 would; w uh d; w uh dx
@@ -525,13 +539,15 @@ nfields 3
   219.268015  122 <SIL>; S; S
   219.457885  122 but; b ah t; b ah dx
   219.569289  122 at; ae t; eh t
-  220.574823  122 <VOCNOISE-the_same_time>; U; U
+  219.674880  122 the; U; U
+  220.016837  122 same; U; U
+  220.574823  122 time; U; U
   221.605313  122 <SIL>; S; S
   221.654945  122 i; ay; ay
   221.851597  122 mean; m iy n; m ehn
   221.912626  122 it; ih t; ih
   222.090872  122 was; w ah z; ah z
-  222.481268  122 <VOCNOISE-obviously>; U; U
+  222.481268  122 obviously; U; U
   222.513232  122 a; ey; ah
   222.747664  122 long; l aa ng; l ao ng
   222.994689  122 time; t ay m; t ay m
@@ -548,14 +564,15 @@ nfields 3
   225.270168  122 far; f aa r; f aa r
   225.342966  122 in; ih n; ah n
   225.414721  122 the; dh iy; n ah
-  225.839063  122 <VOCNOISE-past>; U; U
+  225.839063  122 past; U; U
   225.897249  122 you; y uw; y ih
   226.054280  122 have; hh ae v; hh ae v
   226.186351  122 to; t uw; t ih
   226.659519  122 <EXT-go>; U; U
   227.720252  122 <VOCNOISE>; U; U
   227.900162  122 for; f ow r; f er
-  228.244625  122 <VOCNOISE-things_to>; U; U
+  228.215261  122 things; U; U
+  228.244625  122 to; U; U
   228.370210  122 be; b iy; b iy
   228.727949  122 considered; k ah n s ih d er d; k en s ih d er
   228.794505  122 a; ey; ah
@@ -578,18 +595,18 @@ nfields 3
   232.847125  122 didn't; d ih d en t; d ih n
   233.058230  122 have; hh ae v; hh eh v
   233.276616  122 any; eh n iy; eh nx iy
-  233.633316  122 <VOCNOISE-history>; U; U
+  233.633316  122 history; U; U
   233.658274  122 of; ah v; ih
   233.851701  122 being; b iy ih ng; b iy n
   234.073206  122 like; l ay k; l ay k
   234.134562  122 an; ae n; en
   234.617093  122 addicted; ah d ih k t ah d; ih d ih k t ih d
-  235.201534  122 <EXT-user>; U; U
-  235.531191  122 <HES-or>; U; U
+  235.201534  122 user; U; U
+  235.531191  122 or; U; U
   236.188431  122 <VOCNOISE>; U; U
-  236.538125  122 <VOCNOISE-anything>; U; U
+  236.538125  122 anything; U; U
   236.719838  122 like; l ay k; l ay k
-  237.126450  122 <VOCNOISE-that>; U; U
+  237.126450  122 that; U; U
   237.446000  122 <SIL>; S; S
   237.546585  122 i; ay; ah
   237.742092  122 mean; m iy n; m iy n
@@ -597,12 +614,12 @@ nfields 3
   238.047831  122 <SIL>; S; S
   238.151824  122 i; ay; ay
   238.365013  122 can't; k ae n t; k ae n
-  238.534522  122 <VOCNOISE-say>; U; U
+  238.534522  122 say; U; U
   238.598998  122 it; ih t; ih
   238.816343  122 really; r iy l iy; r ah l iy
   239.280152  122 bothers; b aa dh er z; b aa dh er z
   239.430942  122 me; m iy; m iy
-  239.597334  122 <VOCNOISE-too>; U; U
+  239.597334  122 too; U; U
   240.007066  122 much; m ah ch; m ah ch
   244.878114  122 <IVER>; S; S
   245.085060  122 yeah; y ae; y eh
@@ -618,9 +635,9 @@ nfields 3
   275.707982  122 i'd; ay d; ay d
   276.002283  122 probably; p r aa b ah b l iy; p r ay
   276.220668  122 base; b ey s; b ey s
-  276.306982  122 <VOCNOISE-the>; U; U
+  276.306982  122 the; U; U
   276.734397  122 decision; d ih s ih zh ah n; d ih s ih zh ah n
-  277.098375  122 <VOCNOISE-basically>; U; U
+  277.098375  122 basically; U; U
   277.439472  122 <CUTOFF-pol=political>; U; U
   277.594750  122 <SIL>; S; S
   278.211102  122 political; p ah l ih t ih k el; p el ih dx ih k el
@@ -639,9 +656,9 @@ nfields 3
   281.498330  122 <VOCNOISE-anything>; U; U
   282.022458  122 <VOCNOISE>; U; U
   282.441550  122 obviously; aa b v iy ah s l iy; aa v iy s l iy
-  282.611058  122 <VOCNOISE-it's>; U; U
+  282.611058  122 it's; U; U
   282.746249  122 not; n aa t; n aa t
-  283.090938  122 <VOCNOISE-something>; U; U
+  283.090938  122 something; U; U
   283.227741  122 i'd; ay d; ih d
   283.335894  122 be; b iy; b eh
   283.482524  122 like; l ay k; ay k
@@ -652,18 +669,20 @@ nfields 3
   284.439264  122 vote; v ow t; ow t
   284.578614  122 for; f ow r; f er
   284.782441  122 him; hh ih m; hh ih n
-  285.163057  122 <VOCNOISE-since_he>; U; U
+  285.128739  122 since; U; U
+  285.163057  122 he; U; U
   285.397041  122 did; d ih d; d ih d
   285.658064  122 that; dh ae t; d ae t
   286.233149  122 <IVER>; S; S
   286.648081  122 but; b ah t; b ah t
   286.951750  122 <SIL>; S; S
   287.067176  122 at; ae t; ae t
-  287.343797  122 <VOCNOISE-the_same>; U; U
+  287.159730  122 the; U; U
+  287.343797  122 same; U; U
   287.496667  122 time; t ay m; t ah nx
   287.579862  122 i; ay; ah
   287.679695  122 don't; d ow n t; dx own
-  287.854403  122 <VOCNOISE-think>; U; U
+  287.854403  122 think; U; U
   287.948000  122 i'd; ay d; eh d
   288.175744  122 really; r iy l iy; r ih l iy
   288.379571  122 hold; hh ow l d; hh ow l dx
@@ -671,10 +690,10 @@ nfields 3
   288.935935  122 against; ah g eh n s t; ih g eh n s t
   289.132482  122 him; hh ih m; ih m
   289.764763  122 <IVER>; S; S
-  290.169295  122 <HES-um>; U; U
+  290.169295  122 um; U; U
   290.257689  122 i; ay; ah
   290.405359  122 mean; m iy n; iy m nx
-  290.803657  122 <VOCNOISE-obviously>; U; U
+  290.803657  122 obviously; U; U
   290.931084  122 it's; ih t s; ih t s
   291.243063  122 something; s ah m th ih ng; s ah m s en
   291.480170  122 that; dh ae t; n eh t
@@ -684,28 +703,30 @@ nfields 3
   293.631791  122 <HES-and>; U; U
   293.708746  122 <SIL>; S; S
   293.950010  122 things; th ih ng z; th ih ng z
-  294.427340  122 <VOCNOISE-like_that>; U; U
+  294.133040  122 like; U; U
+  294.427340  122 that; U; U
   295.469352  122 <VOCNOISE>; U; U
-  295.828128  122 <HES-um>; U; U
+  295.828128  122 um; U; U
   296.089155  122 <LAUGH>; U; U
   296.264903  122 like; l ay k; l ay k
-  296.545063  122 <VOCNOISE-said>; U; U
+  296.545063  122 said; U; U
   296.727672  122 by; b ay; b ay
   296.838944  122 no; n ow; n ow
   297.210203  122 means; m iy n z; m iy n z
   297.293861  122 am; ae m; em
   297.404800  122 i; ay; ay
-  297.778187  122 <VOCNOISE-saying>; U; U
+  297.778187  122 saying; U; U
   298.026548  122 yay; y ey; y ey
   298.219978  122 go; g ow; g ow
   298.569394  122 president; p r eh z ih d ah n t; p r eh z ih ng
   298.864735  122 clinton; k l ih n t ah n; k l ihn tq en
   298.954169  122 or; ow r; er
   299.240152  122 anything; eh n iy th ih ng; eh nx ih th ih ng
-  299.715400  122 <VOCNOISE-like_that>; U; U
+  299.437739  122 like; U; U
+  299.715400  122 that; U; U
   300.048062  122 but; b ah t; b ah tq
   300.788611  122 <VOCNOISE>; U; U
-  301.197307  122 <HES-um>; U; U
+  301.197307  122 um; U; U
   301.636157  122 <SIL>; S; S
   301.674635  122 i; ay; ah
   301.779670  122 mean; m iy n; m eh nx
@@ -724,7 +745,8 @@ nfields 3
   303.959369  122 <VOCNOISE-that>; U; U
   303.991607  122 i; ay; ah
   304.152796  122 mean; m iy n; m iy n
-  304.547973  122 <VOCNOISE-it's_nothing>; U; U
+  304.341023   122 it's; U; U
+  304.547973  122 nothing; U; U
   304.725801  122 that; dh ae t; n eh t
   305.055459  122 threatened; th r eh t en d; th r eh tq en
   305.133688  122 the; dh iy; n ih
@@ -740,7 +762,8 @@ nfields 3
   307.463947  122 <VOCNOISE-has>; U; U
   307.528423  122 to; t uw; s ih
   307.848875  122 deal; d iy l; d iy l
-  308.230376  122 <VOCNOISE-with_he>; U; U
+  308.153421  122 with; U; U
+  308.230376  122 he; U; U
   308.360367  122 has; hh ae z; eh s
   308.421723  122 to; t uw; s ih
   308.563156  122 deal; d iy l; d iy l
@@ -764,7 +787,7 @@ nfields 3
   319.428380  122 <LAUGH>; U; U
   336.132830  122 <IVER>; S; S
   336.365774  122 <VOCNOISE>; U; U
-  336.842066  122 <HES-um>; U; U
+  336.842066  122 um; U; U
   338.169019  122 <VOCNOISE>; U; U
   341.913823  122 <IVER>; S; S
   342.025095  122 i; ay; ay
@@ -784,7 +807,7 @@ nfields 3
   347.089569  122 like; l ay k; l ay k
   347.380750  122 that; dh ae t; dh eh tq
   348.054628  122 <VOCNOISE>; U; U
-  348.504917  122 <HES-um>; U; U
+  348.504917  122 um; U; U
   348.673390  122 <SIL>; S; S
   348.895935  122 would; w uh d; w uh b
   349.462697  122 <EXT-be>; U; U
@@ -896,7 +919,8 @@ nfields 3
   380.306375  122 mean; m iy n; m iy nx
   380.797735  122 <EXT-if>; U; U
   380.997402  122 he's; hh iy z; hh iy z
-  381.826230  122 <LAUGH-going_around>; U; U
+  381.202268  122 going; U; U
+  381.826230  122 around; U; U
   382.065414  122 <VOCNOISE>; U; U
   382.515706  122 like; l ay k; l ay k
   382.702893  122 <SIL>; S; S
@@ -999,14 +1023,17 @@ nfields 3
   420.303872  122 with; w ih th; w ih dh
   420.489727  122 them; dh eh m; dh ah m
   441.395208  122 <IVER>; S; S
-  441.866654  122 <HES-um>; U; U
+  441.866654  122 um; U; U
   442.331293  122 <VOCNOISE>; U; U
   442.637406  122 they; dh ey; dh ey
   442.877658  122 did; d ih d; d ih d
   443.554226  122 <EXT-briefly>; U; U
   443.723082  122 like; l ay k; l ay
   444.109529  122 cover; k ah v er; k ah v er
-  445.062612  122 <VOCNOISE-things_like_that_with>; U; U
+  444.379245  122 things; U; U
+  444.568500  122 like; U; U
+  444.842759  122 that; U; U
+  445.062612  122 with; U; U
   445.545383  122 like; l ay k; l ay k
   445.692707  122 <VOCNOISE>; U; U
   446.396472  122 religion; r ih l ih jh ah n; r ih l ih jh ih nx
@@ -1014,7 +1041,8 @@ nfields 3
   446.872452  122 <VOCNOISE-health>; U; U
   447.345023  122 classes; k l ae s ah z; k l ah s ih s
   447.605687  122 things; th ih ng z; s eh ng z
-  448.140579  122 <VOCNOISE-like_that>; U; U
+  447.810794  122 like; U; U
+  448.140579  122 that; U; U
   449.089129  122 <IVER>; S; S
   449.508657  122 um; ah m; ah m
   450.426180  122 <VOCNOISE>; U; U
@@ -1041,7 +1069,8 @@ nfields 3
   455.522510  122 basically; b ey s ih k l iy; b ey s k l ih
   455.769562  122 told; t ow l d; t ow l d
   455.839824  122 what; w ah t; ah d
-  456.291996  122 <VOCNOISE-the_Catholic>; U; U
+  455.908953  122 the; U; U
+  456.291996  122 Catholic; U; U
   456.599119  122 church; ch er ch; sh er ch
   457.019559  122 believed; b ih l iy v d; b ah l iy v d
   457.389012  122 about; ah b aw t; ah b aw dx
@@ -1060,7 +1089,7 @@ nfields 3
   460.419378  122 didn't; d ih d en t; dx ih en
   460.907824  122 <EXT-really>; U; U
   461.624375  122 <EXT-condemn>; U; U
-  462.068295  122 <HES-or>; U; U
+  462.068295  122 or; U; U
   463.182300  122 <SIL>; S; S
   463.614074  122 support; s ah p ow r t; s ih p ow r dx
   463.780663  122 it; ih t; ih dx
@@ -1078,7 +1107,7 @@ nfields 3
   467.086186  122 realize; r iy el ay z; r ih l ay z
   467.408564  122 that; dh ae t; z ae t
   467.611350  122 it's; ih t s; ih t s
-  468.108441  122 <HES-more>; U; U
+  468.108441  122 more; U; U
   468.794795  122 <SIL>; S; S
   468.907107  122 up; ah p; ah p
   468.994461  122 to; t uw; t ih
@@ -1096,13 +1125,15 @@ nfields 3
   475.877063  122 mean; m iy n; m iy nx
   476.201401  122 <VOCNOISE-obviously>; U; U
   476.364670  122 like; l ay k; l ay k
-  476.608013  122 <VOCNOISE-they_said>; U; U
+  476.463463  122 they; U; U
+  476.608013  122 said; U; U
   476.693813  122 they; dh ey; d ey
   476.883813  122 <VOCNOISE-came>; U; U
   476.967832  122 out; aw t; aa dx
   477.068706  122 and; ae n d; ah n
   477.245494  122 said; s eh d; s eh d
-  477.712422  122 <VOCNOISE-the_Catholic>; U; U
+  477.327648  122 the; U; U
+  477.712422  122 Catholic; U; U
   478.429978  122 <EXT-Church>; U; U
   478.971784  122 <SIL>; S; S
   479.142125  122 was; w ah z; w ah z
@@ -1144,7 +1175,8 @@ nfields 3
   488.855309  122 <SIL>; S; S
   489.007142  122 they; dh ey; dh ey
   489.468871  122 couldn't; k uh d en t; k uh tq en t
-  489.840126  122 <VOCNOISE-can't_so>; U; U
+  489.751732  122 can't; U; U
+  489.840126  122 so; U; U
   490.237383  122 much; m ah ch; m ah ch
   490.437050  122 really; r iy l iy; r ih l iy
   490.887339  122 condemn; k ah n d eh m; k en d eh m
@@ -1207,10 +1239,12 @@ nfields 3
   516.823279  122 being; b iy ih ng; b iy ih ng
   517.043748  122 gay; g ey; g ey
   517.146701  122 or; ow r; er
-  517.899613  122 <VOCNOISE-anything_like_that>; U; U
+  517.453480  122 anything; U; U
+  517.642747  122 like; U; U
+  517.899613  122 that; U; U
   518.642123  122 <VOCNOISE>; U; U
   522.855693  122 <IVER>; S; S
-  523.394622  122 <HES-um>; U; U
+  523.394622  122 um; U; U
   523.581809  122 <SIL>; S; S
   523.824113  122 i; ay; ay
   524.109054  122 really; r iy l iy; r iy l iy
@@ -1218,7 +1252,7 @@ nfields 3
   524.593698  122 not; n aa t; n aa t
   524.929595  122 no; n ow; n ow
   528.830947  122 <IVER>; S; S
-  529.480906  122 <HES-um>; U; U
+  529.480906  122 um; U; U
   530.193262  122 <SIL>; S; S
   530.602994  122 college; k aa l ih jh; k aa l ah jh
   530.868176  122 wise; w ay z; w ay z
@@ -1258,7 +1292,7 @@ nfields 3
   540.537479  122 or; ow r; er
   540.946174  122 so; s ow; s ow
   544.760649  122 <IVER>; S; S
-  545.230698  122 <HES-um>; U; U
+  545.230698  122 um; U; U
   546.171838  122 <SIL>; S; S
   546.307032  122 they; dh ey; dh ey
   546.605492  122 <EXT-were>; U; U
@@ -1301,7 +1335,9 @@ nfields 3
   557.896047  122 can't; k ae n t; k ae n t
   558.232989  122 say; s ey; s ey
   558.503371  122 <VOCNOISE>; U; U
-  559.080532  122 <LAUGH-I_see_any>; U; U
+  558.576166  122 I; U; U
+  558.708237  122 see; U; U
+  559.080532  122 any; U; U
   559.320759  122 big; b ih g; b ih g
   559.699293  122 difference; d ih f ah r ah n s; d ih f r ih n s
   560.145423  122 between; b ih t w iy n; b ih t w ey n
@@ -1319,7 +1355,7 @@ nfields 3
   577.062021  122 yeah; y ae; y ae
   582.067222  122 <IVER>; S; S
   583.265226  122 <VOCNOISE>; U; U
-  583.705117  122 <HES-um>; U; U
+  583.705117  122 um; U; U
   585.451165  122 <VOCNOISE>; U; U
   585.563477  122 i; ay; ah
   585.781863  122 would; w uh d; w uh d
@@ -1327,7 +1363,8 @@ nfields 3
   586.969468  122 <SIL>; S; S
   587.074625  122 it; ih t; ih t
   587.349043  122 doesn't; d ah z ah n t; d ah z ah n
-  587.976124  122 <LAUGH-really_matter>; U; U
+  587.647503  122 really; U; U
+  587.976124  122 matter; U; U
   588.210109  122 either; ay dh er; iy dh er
   588.457612  122 way; w ey; w ey
   589.004625  122 honestly; aa n ih s t l iy; aa n ih s l iy
@@ -1354,4 +1391,4 @@ nfields 3
   593.933525  122 it; ih t; ih dx
   594.007786  122 i; ay; ah
   594.264604  122 mean; m iy n; m iy n
-  594.280134  122 {E_TRANS}
+  594.280134  122 {E_TRANS}; null
diff --git a/s4003b.phones b/s4003b.phones
index 2c82b3f..c830628 100644
--- a/s4003b.phones
+++ b/s4003b.phones
@@ -1530,7 +1530,7 @@ nfields 2
   205.936500  122 t; *
   205.966500  122 l
   206.026500  122 iy
-  206.126500  122 SIL
+  222.126500  122 SIL
   223.000437  122 ah
   223.120437  122 m
   223.570437  122 SIL
@@ -2290,9 +2290,6 @@ nfields 2
   313.884000  122 z
   313.914000  122 dh
   313.944000  122 ey
-  313.974000  122 l
-  314.004000  122 ae
-  314.034000  122 f
   314.064000  122 hh
   314.094000  122 ae
   314.144977  122 v
@@ -2495,22 +2492,19 @@ nfields 2
   351.662181  122 y
   351.784229  122 ey
   361.953687  122 SIL
-  362.313687  122 n
-  362.343687  122 ow
-  362.633687  122 n
-  362.663687  122 aa
-  362.703687  122 t
-  362.853687  122 SIL
-  362.883687  122 ae
-  362.913687  122 t
-  362.943687  122 ao
-  362.973687  122 l
+  361.987239  122 n
+  362.225833  122 ow
+  362.277920  122 n
+  362.363612  122 aa
+  362.524916  122 ae
+  362.684538  122 el
   364.398687  122 SIL
   364.868687  122 n
   364.898687  122 ow
   374.156063  122 SIL
   374.486063  122 ah
-  375.016063  122 m
+  374.698448  122 m
+  375.016063  122 SIL
   375.176063  122 aa
   375.206063  122 n; *
   375.266063  122 ih
@@ -3371,12 +3365,12 @@ nfields 2
   497.246739  122 th
   497.303299  122 eh
   497.397961  122 ng
-  503.678813  122 ah
-  503.938813  122 m; *
+  503.702189  122 SIL
+  503.938813  122 em; *
   503.968813  122 hh
   504.018813  122 ah
   504.048813  122 m
-  504.098813  122 SIL
+  518.889909  122 SIL
   518.889375  122 ah
   519.179375  122 m; *
   519.309375  122 hh
diff --git a/s4003b.words b/s4003b.words
index 4f76ace..8386e79 100644
--- a/s4003b.words
+++ b/s4003b.words
@@ -528,7 +528,7 @@ nfields 3
    205.316500 122 <SIL>; S; S
    205.536500 122 yeah; y ae; y eh
    206.026500 122 exactly; eh g z ae k t l iy; ih g z ae k t l iy
-   206.126500 122 <SIL>; S; S
+   222.126500 122 <SIL>; S; S
    223.120437 122 um; ah m; ah m
    223.570437 122 <SIL>; S; S
    223.710437 122 i; ay; ay
@@ -792,7 +792,6 @@ nfields 3
    313.774000 122 long; l aa ng; l ao ng
    313.884000 122 as; ae z; ae z
    313.944000 122 they; dh ey; dh ey
-   314.034000 122 <LAUGH>; U; U
    314.144977 122 have; hh ae v; hh ae v
    314.337270 122 a; ey; ey
    314.554000 122 <VOCNOISE>; U; U
@@ -842,7 +841,7 @@ nfields 3
    339.684917 122 <SIL>; S; S
    339.904004 122 not; n aa t; n aa tq
    340.231063 122 really; r iy l iy; r iy l iy
-   340.593422 122 <LAUGH>; U; U
+   340.593422 122 <SIL>; U; U
    340.693443 122 i; ay; eh
    340.971063 122 mean; m iy n; m iy n
    341.191063 122 <VOCNOISE>; U; U
@@ -868,15 +867,15 @@ nfields 3
    351.606625 122 uh; ah; ah
    351.784229 122 yeah; y ae; y ey
    361.953687 122 <SIL>; S; S
-   362.343687 122 no; n ow; n ow
-   362.703687 122 not; n aa t; n aa t
-   362.853687 122 <SIL>; S; S
-   362.913687 122 at; ae t; ae t
-   362.973687 122 all; aa l; ao l
+   362.225833 122 no; n ow; n ow
+   362.363612 122 not; n aa t; n aa t
+   362.524916  122 at; ae t; ae t
+   362.684538 122 all; aa l; ao l
    364.398687 122 <SIL>; S; S
    364.898687 122 no; n ow; n ow
    374.156063 122 <SIL>; S; S
-   375.016063 122 um; ah m; ah m
+   374.698448 122 um; ah m; ah m
+   375.016063 122 <SIL>; S; S
    375.476063 122 honestly; aa n ih s t l iy; aa n ih s t l iy
    375.906063 122 no; n ow; n ow
    376.486063 122 <SIL>; S; S
@@ -1184,8 +1183,9 @@ nfields 3
    496.851426 122 different; d ih f ah r ah n t; d ih f er n
    496.996694 122 or; ow r; ao r
    497.397961 122 anything; eh n iy th ih ng; eh n iy th eh ng
+   503.702189 122 <SIL>; S; S
    504.048813 122 um-hum; em hh em; ah m hh ah m
-   504.098813 122 <SIL>; S; S
+   518.889909 122 <SIL>; S; S
    519.379375 122 um-hum; em hh em; ah m hh ah m
    525.469125 122 <IVER>; S; S
    526.189125 122 i; ay; ay
@@ -1310,5 +1310,4 @@ nfields 3
    556.918437 122 anything; eh n iy th ih ng; eh n iy th ih ng
    557.158437 122 really; r iy l iy; r iy l iy
    557.648437 122 different; d ih f ah r ah n t; d ih f er en t
-   557.648437 122 ; ;
    558.158984 122 {E_TRANS}; E; E