pretrain_work_dir/orig_model/resource/festival/gswdurtreeZ.scm

;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;;;                                                                       ;;
;;;                Centre for Speech Technology Research                  ;;
;;;                     University of Edinburgh, UK                       ;;
;;;                       Copyright (c) 1996,1997                         ;;
;;;                        All Rights Reserved.                           ;;
;;;                                                                       ;;
;;;  Permission is hereby granted, free of charge, to use and distribute  ;;
;;;  this software and its documentation without restriction, including   ;;
;;;  without limitation the rights to use, copy, modify, merge, publish,  ;;
;;;  distribute, sublicense, and/or sell copies of this work, and to      ;;
;;;  permit persons to whom this work is furnished to do so, subject to   ;;
;;;  the following conditions:                                            ;;
;;;   1. The code must retain the above copyright notice, this list of    ;;
;;;      conditions and the following disclaimer.                         ;;
;;;   2. Any modifications must be clearly marked as such.                ;;
;;;   3. Original authors' names are not deleted.                         ;;
;;;   4. The authors' names are not used to endorse or promote products   ;;
;;;      derived from this software without specific prior written        ;;
;;;      permission.                                                      ;;
;;;                                                                       ;;
;;;  THE UNIVERSITY OF EDINBURGH AND THE CONTRIBUTORS TO THIS WORK        ;;
;;;  DISCLAIM ALL WARRANTIES WITH REGARD TO THIS SOFTWARE, INCLUDING      ;;
;;;  ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS, IN NO EVENT   ;;
;;;  SHALL THE UNIVERSITY OF EDINBURGH NOR THE CONTRIBUTORS BE LIABLE     ;;
;;;  FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES    ;;
;;;  WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN   ;;
;;;  AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION,          ;;
;;;  ARISING OUT OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF       ;;
;;;  THIS SOFTWARE.                                                       ;;
;;;                                                                       ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;;;
;;;   A tree to predict zcore durations build from gsw 450 (timit)
;;;   doesn't use actual phonemes so it can have better generalizations
;;;

;; pre Sue's changes to mrpa_phones (on traing data)
;; RMSE 0.79102 Correlation is 0.610184 Mean (abs) Error 0.605081 (0.509517)
;; Post with balance
;; train test spit --stop 19 --balance 16
;; RMSE 0.841861 Correlation is 0.526064 Mean (abs) Error 0.646614 (0.539288)
;; on training data
;; RMSE 0.784032 Correlation is 0.619165 Mean (abs) Error 0.602819 (0.501332)
;;
;; Oct 29th 1997
;; stepwise (but its over trained)
;; RMSE 0.8322 Correlation is 0.5286 Mean (abs) Error 0.6375 (0.5350)
;;
;; May 11th 1998
;; new architecture, full new train on f2b on test data
;; in zscore domain
;; RMSE 0.8076 Correlation is 0.5307 Mean (abs) Error 0.6113 (0.5278)
;; in absolute domain
;; RMSE 0.0276 Correlation 0.7468 Mean (abs) error 0.0203 (0.0187)
;;
;; May 18th 1998
;; various corrections f2bdur.bbz.H0.S50.tree no names zscore
;; in zscore domain
;; RMSE 0.8049 Correlation is 0.6003 Mean (abs) Error 0.6008 (0.5357)
;; in absolute domain
;; RMSE 0.0268 Correlation 0.7766 Mean (abs) error 0.0196 (0.0183)

(set! gsw_duration_cart_tree
'
((name is #)
 ((emph_sil is +)
  ((0.0 -0.5))
  ((p.R:SylStructure.parent.parent.pbreak is BB)
   ((0.0 2.0))  
   ((0.0 0.0))))

((R:SylStructure.parent.accented is 0)
 ((n.ph_ctype is 0)
  ((p.ph_vlng is 0)
   ((R:SylStructure.parent.syl_codasize < 1.5)
    ((p.ph_ctype is n)
     ((ph_ctype is f)
      ((0.559208 -0.783163))
      ((1.05215 -0.222704)))
     ((ph_ctype is s)
      ((R:SylStructure.parent.syl_break is 2)
       ((0.589948 0.764459))
       ((R:SylStructure.parent.asyl_in < 0.7)
        ((1.06385 0.567944))
        ((0.691943 0.0530272))))
      ((ph_vlng is l)
       ((pp.ph_vfront is 1)
        ((1.06991 0.766486))
        ((R:SylStructure.parent.syl_break is 1)
         ((0.69665 0.279248))
         ((0.670353 0.0567774))))
       ((p.ph_ctype is s)
        ((seg_onsetcoda is coda)
         ((0.828638 -0.038356))
         ((ph_ctype is f)
          ((0.7631 -0.545853))
          ((0.49329 -0.765994))))
        ((R:SylStructure.parent.parent.gpos is det)
         ((R:SylStructure.parent.last_accent < 0.3)
          ((R:SylStructure.parent.sub_phrases < 1)
           ((0.811686 0.160195))
           ((0.799015 0.713958)))
          ((0.731599 -0.215472)))
         ((ph_ctype is r)
          ((0.673487 0.092772))
          ((R:SylStructure.parent.asyl_in < 1)
           ((0.745273 0.00132813))
           ((0.75457 -0.334898)))))))))
    ((pos_in_syl < 0.5)
     ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
      ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
       ((0.902446 -0.041618))
       ((R:SylStructure.parent.sub_phrases < 2.3)
        ((0.900629 0.262952))
        ((1.18474 0.594794))))
      ((seg_onset_stop is 0)
       ((R:SylStructure.parent.position_type is mid)
        ((0.512323 -0.760444))
        ((R:SylStructure.parent.syl_out < 6.8)
         ((pp.ph_vlng is a)
          ((0.640575 -0.450449))
          ((ph_ctype is f)
           ((R:SylStructure.parent.sub_phrases < 1.3)
            ((0.862876 -0.296956))
            ((R:SylStructure.parent.syl_out < 2.4)
             ((0.803215 0.0422868))
             ((0.877856 -0.154465))))
           ((R:SylStructure.parent.syl_out < 3.6)
            ((R:SylStructure.parent.syl_out < 1.2)
             ((0.567081 -0.264199))
             ((0.598043 -0.541738)))
            ((0.676843 -0.166623)))))
         ((0.691678 -0.57173))))
       ((R:SylStructure.parent.parent.gpos is cc)
        ((1.15995 0.313289))
        ((pp.ph_vfront is 1)
         ((0.555993 0.0695819))
         ((R:SylStructure.parent.asyl_in < 1.2)
          ((R:SylStructure.parent.sub_phrases < 2.7)
           ((0.721635 -0.367088))
           ((0.71919 -0.194887)))
          ((0.547052 -0.0637491)))))))
     ((ph_ctype is s)
      ((R:SylStructure.parent.syl_break is 0)
       ((R:SylStructure.parent.R:Syllable.p.syl_break is 1)
        ((0.650007 -0.333421))
        ((0.846301 -0.165383)))
       ((0.527756 -0.516332)))
      ((R:SylStructure.parent.syl_break is 0)
       ((p.ph_ctype is s)
        ((0.504414 -0.779112))
        ((0.812498 -0.337611)))
       ((pos_in_syl < 1.4)
        ((0.513041 -0.745807))
        ((p.ph_ctype is s)
         ((0.350582 -1.04907))
         ((0.362 -0.914974))))))))
   ((R:SylStructure.parent.syl_break is 0)
    ((ph_ctype is n)
     ((R:SylStructure.parent.position_type is initial)
      ((pos_in_syl < 1.2)
       ((0.580485 0.172658))
       ((0.630973 -0.101423)))
      ((0.577937 -0.360092)))
     ((R:SylStructure.parent.syl_out < 2.9)
      ((R:SylStructure.parent.syl_out < 1.1)
       ((R:SylStructure.parent.position_type is initial)
        ((0.896092 0.764189))
        ((R:SylStructure.parent.sub_phrases < 3.6)
         ((ph_ctype is s)
          ((0.877362 0.555132))
          ((0.604511 0.369882)))
         ((0.799982 0.666966))))
       ((seg_onsetcoda is coda)
        ((p.ph_vlng is a)
         ((R:SylStructure.parent.last_accent < 0.4)
          ((0.800736 0.240634))
          ((0.720606 0.486176)))
         ((1.18173 0.573811)))
        ((0.607147 0.194468))))
      ((ph_ctype is r)
       ((0.88377 0.499383))
       ((R:SylStructure.parent.last_accent < 0.5)
        ((R:SylStructure.parent.position_type is initial)
         ((R:SylStructure.parent.parent.word_numsyls < 2.4)
          ((0.62798 0.0737318))
          ((0.787334 0.331014)))
         ((ph_ctype is s)
          ((0.808368 0.0929299))
          ((0.527948 -0.0443271))))
        ((seg_coda_fric is 0)
         ((p.ph_vlng is a)
          ((0.679745 0.517681))
          ((R:SylStructure.parent.sub_phrases < 1.1)
           ((0.759979 0.128316))
           ((0.775233 0.361383))))
         ((R:SylStructure.parent.last_accent < 1.3)
          ((0.696255 0.054136))
          ((0.632425 0.246742))))))))
    ((pos_in_syl < 0.3)
     ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
      ((0.847602 0.621547))
      ((ph_ctype is s)
       ((0.880645 0.501679))
       ((R:SylStructure.parent.sub_phrases < 3.3)
        ((R:SylStructure.parent.sub_phrases < 0.3)
         ((0.901014 -0.042049))
         ((0.657493 0.183226)))
        ((0.680126 0.284799)))))
     ((ph_ctype is s)
      ((p.ph_vlng is s)
       ((0.670033 -0.820934))
       ((0.863306 -0.348735)))
      ((ph_ctype is n)
       ((R:SylStructure.parent.asyl_in < 1.2)
        ((0.656966 -0.40092))
        ((0.530966 -0.639366)))
       ((seg_coda_fric is 0)
        ((1.04153 0.364857))
        ((pos_in_syl < 1.2)
         ((R:SylStructure.parent.syl_out < 3.4)
          ((0.81503 -0.00768613))
          ((0.602665 -0.197753)))
         ((0.601844 -0.394632)))))))))
  ((n.ph_ctype is f)
   ((pos_in_syl < 1.5)
    ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
     ((pos_in_syl < 0.1)
      ((1.63863 0.938841))
      ((R:SylStructure.parent.position_type is initial)
       ((0.897722 -0.0796637))
       ((nn.ph_vheight is 0)
        ((0.781081 0.480026))
        ((0.779711 0.127175)))))
     ((ph_ctype is r)
      ((p.ph_ctype is s)
       ((0.581329 -0.708767))
       ((0.564366 -0.236212)))
      ((ph_vlng is a)
       ((p.ph_ctype is r)
        ((0.70992 -0.273389))
        ((R:SylStructure.parent.parent.gpos is in)
         ((0.764696 0.0581338))
         ((nn.ph_vheight is 0)
          ((0.977737 0.721904))
          ((R:SylStructure.parent.sub_phrases < 2.2)
           ((pp.ph_vfront is 0)
            ((0.586708 0.0161206))
            ((0.619949 0.227372)))
           ((0.707285 0.445569))))))
       ((ph_ctype is n)
        ((R:SylStructure.parent.syl_break is 1)
         ((nn.ph_vfront is 2)
          ((0.430295 -0.120097))
          ((0.741371 0.219042)))
         ((0.587492 0.321245)))
        ((p.ph_ctype is n)
         ((0.871586 0.134075))
         ((p.ph_ctype is r)
          ((0.490751 -0.466418))
          ((R:SylStructure.parent.syl_codasize < 1.3)
           ((R:SylStructure.parent.sub_phrases < 2.2)
            ((p.ph_ctype is s)
             ((0.407452 -0.425925))
             ((0.644771 -0.542809)))
            ((0.688772 -0.201899)))
           ((ph_vheight is 1)
            ((nn.ph_vheight is 0)
             ((0.692018 0.209018))
             ((0.751345 -0.178136)))
            ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.3)
             ((R:SylStructure.parent.asyl_in < 1.5)
              ((0.599633 -0.235593))
              ((0.60042 0.126118)))
             ((p.ph_vlng is a)
              ((0.7148 -0.174812))
              ((R:SylStructure.parent.parent.gpos is content)
               ((0.761296 -0.231509))
               ((0.813081 -0.536405)))))))))))))
    ((ph_ctype is n)
     ((0.898844 0.163343))
     ((p.ph_vlng is s)
      ((seg_coda_fric is 0)
       ((0.752921 -0.45528))
       ((0.890079 -0.0998025)))
      ((ph_ctype is f)
       ((0.729376 -0.930547))
       ((ph_ctype is s)
        ((R:SylStructure.parent.R:Syllable.p.syl_break is 0)
         ((0.745052 -0.634119))
         ((0.521502 -0.760176)))
        ((R:SylStructure.parent.syl_break is 1)
         ((0.766575 -0.121355))
         ((0.795616 -0.557509))))))))
   ((p.ph_vlng is 0)
    ((p.ph_ctype is r)
     ((ph_vlng is 0)
      ((0.733659 -0.402734))
      ((R:SylStructure.parent.sub_phrases < 1.5)
       ((ph_vlng is s)
        ((0.326176 -0.988478))
        ((n.ph_ctype is s)
         ((0.276471 -0.802536))
         ((0.438283 -0.900628))))
       ((nn.ph_vheight is 0)
        ((ph_vheight is 2)
         ((0.521 -0.768992))
         ((0.615436 -0.574918)))
        ((ph_vheight is 1)
         ((0.387376 -0.756359))
         ((pos_in_syl < 0.3)
          ((0.417235 -0.808937))
          ((0.384043 -0.93315)))))))
     ((ph_vlng is a)
      ((ph_ctype is 0)
       ((n.ph_ctype is s)
        ((p.ph_ctype is f)
         ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
          ((0.415908 -0.428493))
          ((pos_in_syl < 0.1)
           ((0.790441 0.0211071))
           ((0.452465 -0.254485))))
         ((p.ph_ctype is s)
          ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
           ((0.582447 -0.389966))
           ((0.757648 0.185781)))
          ((R:SylStructure.parent.sub_phrases < 1.4)
           ((0.628965 0.422551))
           ((0.713613 0.145576)))))
        ((seg_onset_stop is 0)
         ((R:SylStructure.parent.R:Syllable.p.syl_break is 0)
          ((pp.ph_vfront is 1)
           ((0.412363 -0.62319))
           ((R:SylStructure.parent.syl_out < 3.6)
            ((0.729259 -0.317324))
            ((0.441633 -0.591051))))
          ((R:SylStructure.parent.syl_break is 1)
           ((R:SylStructure.parent.sub_phrases < 2.7)
            ((0.457728 -0.405607))
            ((0.532411 -0.313148)))
           ((R:SylStructure.parent.last_accent < 0.3)
            ((1.14175 0.159416))
            ((0.616396 -0.254651)))))
         ((R:SylStructure.parent.position_type is initial)
          ((0.264181 -0.799896))
          ((0.439801 -0.551309)))))
       ((R:SylStructure.parent.position_type is final)
        ((0.552027 -0.707084))
        ((0.585661 -0.901874))))
      ((ph_ctype is s)
       ((pos_in_syl < 1.2)
        ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
         ((pp.ph_vfront is 1)
          ((0.607449 0.196466))
          ((0.599662 0.00382414)))
         ((0.64109 -0.12859)))
        ((pp.ph_vfront is 1)
         ((0.720484 -0.219339))
         ((0.688707 -0.516734))))
       ((ph_vlng is s)
        ((n.ph_ctype is s)
         ((R:SylStructure.parent.parent.gpos is content)
          ((R:SylStructure.parent.position_type is single)
           ((0.659206 0.159445))
           ((R:SylStructure.parent.parent.word_numsyls < 3.5)
            ((R:SylStructure.parent.sub_phrases < 2)
             ((0.447186 -0.419103))
             ((0.631822 -0.0928561)))
            ((0.451623 -0.576116))))
          ((ph_vheight is 3)
           ((0.578626 -0.64583))
           ((0.56636 -0.4665))))
         ((R:SylStructure.parent.parent.gpos is in)
          ((0.771516 -0.217292))
          ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
           ((0.688571 -0.304382))
           ((R:SylStructure.parent.parent.gpos is content)
            ((R:SylStructure.parent.R:Syllable.p.syl_break is 1)
             ((n.ph_ctype is n)
              ((0.556085 -0.572203))
              ((0.820173 -0.240338)))
             ((R:SylStructure.parent.parent.word_numsyls < 2.2)
              ((0.595398 -0.588171))
              ((0.524737 -0.95797))))
            ((R:SylStructure.parent.sub_phrases < 3.9)
             ((0.371492 -0.959427))
             ((0.440479 -0.845747)))))))
        ((R:SylStructure.parent.R:Syllable.p.syl_break is 0)
         ((p.ph_ctype is f)
          ((0.524088 -0.482247))
          ((nn.ph_vheight is 1)
           ((0.587666 -0.632362))
           ((ph_vlng is l)
            ((R:SylStructure.parent.position_type is final)
             ((0.513286 -0.713117))
             ((0.604613 -0.924308)))
            ((R:SylStructure.parent.syl_codasize < 2.2)
             ((0.577997 -0.891342))
             ((0.659804 -1.15252))))))
         ((pp.ph_vlng is s)
          ((ph_ctype is f)
           ((0.813383 -0.599624))
           ((0.984027 -0.0771909)))
          ((p.ph_ctype is f)
           ((R:SylStructure.parent.parent.gpos is in)
            ((R:SylStructure.parent.R:Syllable.p.syl_break is 1)
             ((0.313572 -1.03242))
             ((0.525854 -0.542799)))
            ((R:SylStructure.parent.syl_out < 2.8)
             ((0.613007 -0.423979))
             ((0.570258 -0.766379))))
           ((R:SylStructure.parent.syl_break is 1)
            ((R:SylStructure.parent.parent.gpos is to)
             ((0.364585 -0.792895))
             ((ph_vlng is l)
              ((0.69143 -0.276816))
              ((0.65673 -0.523721))))
            ((R:SylStructure.parent.syl_out < 3.6)
             ((R:SylStructure.parent.position_type is initial)
              ((0.682096 -0.488102))
              ((0.406364 -0.731758)))
             ((0.584694 -0.822229)))))))))))
    ((n.ph_ctype is r)
     ((R:SylStructure.parent.position_type is initial)
      ((p.ph_vlng is a)
       ((0.797058 1.02334))
       ((ph_ctype is s)
        ((1.0548 0.536277))
        ((0.817253 0.138201))))
      ((R:SylStructure.parent.sub_phrases < 1.1)
       ((R:SylStructure.parent.syl_out < 3.3)
        ((0.884574 -0.23471))
        ((0.772063 -0.525292)))
       ((nn.ph_vfront is 1)
        ((1.25254 0.417485))
        ((0.955557 -0.0781996)))))
     ((pp.ph_vfront is 0)
      ((ph_ctype is f)
       ((n.ph_ctype is s)
        ((R:SylStructure.parent.parent.gpos is content)
         ((R:SylStructure.parent.R:Syllable.p.syl_break is 0)
          ((0.583506 -0.56941))
          ((0.525949 -0.289362)))
         ((0.749316 -0.0921038)))
        ((p.ph_vlng is s)
         ((0.734234 0.139463))
         ((0.680119 -0.0708717))))
       ((ph_vlng is s)
        ((ph_vheight is 1)
         ((0.908712 -0.618971))
         ((0.55344 -0.840495)))
        ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 1.2)
         ((pos_in_syl < 1.2)
          ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
           ((0.838715 0.00913392))
           ((R:SylStructure.parent.R:Syllable.p.syl_break is 1)
            ((ph_vheight is 2)
             ((0.555513 -0.512523))
             ((R:SylStructure.parent.position_type is initial)
              ((0.758711 0.121704))
              ((0.737555 -0.25637))))
            ((R:SylStructure.parent.syl_out < 3.1)
             ((n.ph_ctype is s)
              ((0.611756 -0.474522))
              ((1.05437 -0.247206)))
             ((R:SylStructure.parent.syl_codasize < 2.2)
              ((R:SylStructure.parent.position_type is final)
               ((0.567761 -0.597866))
               ((0.785599 -0.407765)))
              ((0.575598 -0.741256))))))
          ((ph_ctype is s)
           ((n.ph_ctype is s)
            ((0.661069 -1.08426))
            ((0.783184 -0.39789)))
           ((R:SylStructure.parent.R:Syllable.p.syl_break is 1)
            ((R:SylStructure.parent.sub_phrases < 2.6)
             ((0.511323 -0.666011))
             ((0.691878 -0.499492)))
            ((ph_ctype is r)
             ((0.482131 -0.253186))
             ((0.852955 -0.372832))))))
         ((0.854447 -0.0936489)))))
      ((R:SylStructure.parent.position_type is final)
       ((0.685939 -0.249982))
       ((R:SylStructure.parent.syl_out < 3.2)
        ((0.989843 0.18086))
        ((0.686805 -0.0402908)))))))))
 ((R:SylStructure.parent.syl_out < 2.4)
  ((R:SylStructure.parent.syl_out < 0.2)
   ((seg_onsetcoda is coda)
    ((ph_ctype is s)
     ((R:SylStructure.parent.syl_break is 4)
      ((pp.ph_vlng is 0)
       ((0.959737 1.63203))
       ((1.20714 0.994933)))
      ((n.ph_ctype is 0)
       ((R:SylStructure.parent.syl_break is 2)
        ((0.864809 0.214457))
        ((0.874278 0.730381)))
       ((pp.ph_vfront is 0)
        ((seg_coda_fric is 0)
         ((1.20844 -0.336221))
         ((1.01357 0.468302)))
        ((0.658106 -0.799121)))))
     ((n.ph_ctype is f)
      ((ph_ctype is f)
       ((1.26332 0.0300613))
       ((ph_vlng is d)
        ((1.02719 1.1649))
        ((ph_ctype is 0)
         ((R:SylStructure.parent.asyl_in < 1.2)
          ((1.14048 2.2668))
          ((ph_vheight is 1)
           ((1.15528 1.50375))
           ((1.42406 2.07927))))
         ((R:SylStructure.parent.sub_phrases < 1.1)
          ((0.955892 1.10243))
          ((R:SylStructure.parent.syl_break is 2)
           ((1.32682 1.8432))
           ((1.27582 1.59853)))))))
      ((n.ph_ctype is 0)
       ((ph_ctype is n)
        ((R:SylStructure.parent.syl_break is 2)
         ((1.45399 1.12927))
         ((1.05543 0.442376)))
        ((R:SylStructure.parent.syl_break is 4)
         ((R:SylStructure.parent.position_type is final)
          ((ph_ctype is f)
           ((1.46434 1.76508))
           ((0.978055 0.7486)))
          ((1.2395 2.30826)))
         ((ph_ctype is 0)
          ((0.935325 1.69917))
          ((nn.ph_vfront is 1)
           ((1.20456 1.31128))
           ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
            ((nn.ph_vheight is 0)
             ((1.16907 0.212421))
             ((0.952091 0.653094)))
            ((p.ph_ctype is 0)
             ((1.05502 1.25802))
             ((0.818731 0.777568))))))))
       ((ph_ctype is f)
        ((p.ph_ctype is 0)
         ((1.03918 0.163941))
         ((0.737545 -0.167063)))
        ((R:SylStructure.parent.position_type is final)
         ((n.ph_ctype is n)
          ((R:SylStructure.parent.last_accent < 0.5)
           ((R:SylStructure.parent.sub_phrases < 2.8)
            ((0.826207 -0.000859005))
            ((0.871119 0.273433)))
           ((R:SylStructure.parent.parent.word_numsyls < 2.4)
            ((1.17405 1.05694))
            ((0.858394 0.244916))))
          ((R:SylStructure.parent.syl_codasize < 2.2)
           ((p.ph_ctype is 0)
            ((1.14092 1.21187))
            ((R:SylStructure.parent.syl_break is 2)
             ((1.02653 0.59865))
             ((0.94248 1.1634))))
           ((seg_coda_fric is 0)
            ((1.07441 0.292935))
            ((1.15736 0.92574)))))
         ((ph_vlng is s)
          ((R:SylStructure.parent.syl_break is 2)
           ((1.34638 1.23484))
           ((0.951514 2.02008)))
          ((ph_ctype is 0)
           ((p.ph_ctype is r)
            ((0.806106 0.697089))
            ((R:SylStructure.parent.syl_break is 2)
             ((1.10891 0.992197))
             ((1.04657 1.51093))))
           ((1.18165 0.520952)))))))))
    ((p.ph_vlng is 0)
     ((pos_in_syl < 0.7)
      ((R:SylStructure.parent.position_type is final)
       ((ph_ctype is r)
        ((0.966357 0.185827))
        ((ph_ctype is s)
         ((0.647163 0.0332298))
         ((0.692972 -0.534917))))
       ((ph_ctype is s)
        ((0.881521 0.575107))
        ((p.ph_ctype is f)
         ((0.8223 -0.111275))
         ((R:SylStructure.parent.last_accent < 0.3)
          ((0.969188 0.09447))
          ((0.894438 0.381947))))))
      ((p.ph_ctype is f)
       ((0.479748 -0.490108))
       ((0.813125 -0.201268))))
     ((ph_ctype is s)
      ((0.908566 1.20397))
      ((R:SylStructure.parent.last_accent < 1.2)
       ((0.88078 0.636568))
       ((0.978087 1.07763))))))
   ((pos_in_syl < 1.3)
    ((R:SylStructure.parent.syl_break is 0)
     ((pos_in_syl < 0.1)
      ((R:SylStructure.parent.position_type is initial)
       ((p.ph_ctype is n)
        ((0.801651 -0.0163359))
        ((ph_ctype is s)
         ((n.ph_ctype is r)
          ((0.893307 1.07253))
          ((p.ph_vlng is 0)
           ((0.92651 0.525806))
           ((0.652444 0.952792))))
         ((p.ph_vlng is 0)
          ((seg_onsetcoda is coda)
           ((0.820151 0.469117))
           ((p.ph_ctype is f)
            ((0.747972 -0.0716448))
            ((ph_ctype is f)
             ((0.770882 0.457137))
             ((0.840905 0.102492)))))
          ((R:SylStructure.parent.syl_out < 1.1)
           ((0.667824 0.697337))
           ((0.737967 0.375114))))))
       ((ph_vheight is 1)
        ((0.624353 0.410671))
        ((R:SylStructure.parent.asyl_in < 0.8)
         ((0.647905 -0.331055))
         ((p.ph_ctype is s)
          ((0.629039 -0.240616))
          ((0.749277 -0.0191273))))))
      ((ph_vheight is 3)
       ((p.ph_ctype is s)
        ((0.626922 0.556537))
        ((0.789357 0.153892)))
       ((seg_onsetcoda is coda)
        ((n.ph_ctype is 0)
         ((R:SylStructure.parent.parent.word_numsyls < 3.4)
          ((0.744714 0.123242))
          ((0.742039 0.295753)))
         ((seg_coda_fric is 0)
          ((R:SylStructure.parent.parent.word_numsyls < 2.4)
           ((ph_vheight is 1)
            ((0.549715 -0.341018))
            ((0.573641 -0.00893114)))
           ((nn.ph_vfront is 2)
            ((0.67099 -0.744625))
            ((0.664438 -0.302803))))
          ((p.ph_vlng is 0)
           ((0.630028 0.113815))
           ((0.632794 -0.128733)))))
        ((ph_ctype is r)
         ((0.367169 -0.854509))
         ((0.94334 -0.216179))))))
     ((n.ph_ctype is f)
      ((ph_vlng is 0)
       ((1.3089 0.46195))
       ((R:SylStructure.parent.syl_codasize < 1.3)
        ((1.07673 0.657169))
        ((pp.ph_vlng is 0)
         ((0.972319 1.08222))
         ((1.00038 1.46257)))))
      ((p.ph_vlng is l)
       ((1.03617 0.785204))
       ((p.ph_vlng is a)
        ((R:SylStructure.parent.position_type is final)
         ((1.00681 0.321168))
         ((0.928115 0.950834)))
        ((ph_vlng is 0)
         ((pos_in_syl < 0.1)
          ((R:SylStructure.parent.position_type is final)
           ((0.863682 -0.167374))
           ((nn.ph_vheight is 0)
            ((p.ph_ctype is f)
             ((0.773591 -0.00374425))
             ((R:SylStructure.parent.syl_out < 1.1)
              ((0.951802 0.228448))
              ((1.02282 0.504252))))
            ((1.09721 0.736476))))
          ((R:SylStructure.parent.position_type is final)
           ((1.04302 0.0590974))
           ((0.589208 -0.431535))))
         ((n.ph_ctype is 0)
          ((1.27879 1.00642))
          ((ph_vlng is s)
           ((R:SylStructure.parent.asyl_in < 1.4)
            ((0.935787 0.481652))
            ((0.9887 0.749861)))
           ((R:SylStructure.parent.syl_out < 1.1)
            ((R:SylStructure.parent.position_type is final)
             ((0.921307 0.0696307))
             ((0.83675 0.552212)))
            ((0.810076 -0.0479225))))))))))
    ((ph_ctype is s)
     ((n.ph_ctype is s)
      ((0.706959 -1.0609))
      ((p.ph_ctype is n)
       ((0.850614 -0.59933))
       ((n.ph_ctype is r)
        ((0.665947 0.00698725))
        ((n.ph_ctype is 0)
         ((R:SylStructure.parent.position_type is initial)
          ((0.762889 -0.0649044))
          ((0.723956 -0.248899)))
         ((R:SylStructure.parent.sub_phrases < 1.4)
          ((0.632957 -0.601987))
          ((0.889114 -0.302401)))))))
     ((ph_ctype is f)
      ((R:SylStructure.parent.syl_codasize < 2.2)
       ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
        ((R:SylStructure.parent.syl_out < 1.1)
         ((0.865267 0.164636))
         ((0.581827 -0.0989051)))
        ((nn.ph_vfront is 2)
         ((0.684459 -0.316836))
         ((0.778854 -0.0961191))))
       ((R:SylStructure.parent.syl_out < 1.1)
        ((p.ph_ctype is s)
         ((0.837964 -0.429437))
         ((0.875304 -0.0652743)))
        ((0.611071 -0.635089))))
      ((p.ph_ctype is r)
       ((R:SylStructure.parent.syl_out < 1.1)
        ((0.762012 0.0139361))
        ((0.567983 -0.454845)))
       ((R:SylStructure.parent.syl_codasize < 2.2)
        ((ph_ctype is l)
         ((1.18845 0.809091))
         ((R:SylStructure.parent.position_type is initial)
          ((ph_ctype is n)
           ((0.773548 -0.277092))
           ((1.01586 0.281001)))
          ((p.ph_ctype is 0)
           ((1.06831 0.699145))
           ((0.924189 0.241873)))))
        ((R:SylStructure.parent.syl_break is 0)
         ((ph_ctype is n)
          ((0.592321 -0.470784))
          ((0.778688 -0.072112)))
         ((n.ph_ctype is s)
          ((1.08848 0.0733489))
          ((1.25674 0.608371))))))))))
  ((pos_in_syl < 0.7)
   ((p.ph_vlng is 0)
    ((R:SylStructure.parent.position_type is mid)
     ((ph_ctype is 0)
      ((ph_vheight is 2)
       ((0.456225 -0.293282))
       ((0.561529 -0.0816115)))
      ((0.6537 -0.504024)))
     ((ph_ctype is s)
      ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
       ((1.31586 0.98395))
       ((R:SylStructure.parent.position_type is single)
        ((0.816869 0.634789))
        ((R:SylStructure.parent.syl_out < 4.4)
         ((1.05578 0.479029))
         ((R:SylStructure.parent.asyl_in < 0.4)
          ((1.11813 0.143214))
          ((0.87178 0.406834))))))
      ((n.ph_ctype is n)
       ((R:SylStructure.parent.last_accent < 0.6)
        ((0.838154 -0.415599))
        ((0.924024 0.110288)))
       ((seg_onsetcoda is coda)
        ((nn.ph_vfront is 2)
         ((0.670096 0.0314187))
         ((n.ph_ctype is f)
          ((1.00363 0.693893))
          ((R:SylStructure.parent.syl_out < 6)
           ((0.772363 0.215675))
           ((0.920313 0.574068)))))
        ((R:SylStructure.parent.position_type is final)
         ((0.673837 -0.458142))
         ((R:SylStructure.parent.sub_phrases < 2.8)
          ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
           ((0.894817 0.304628))
           ((ph_ctype is n)
            ((0.787302 -0.23094))
            ((R:SylStructure.parent.asyl_in < 1.2)
             ((ph_ctype is f)
              ((R:SylStructure.parent.last_accent < 0.5)
               ((1.12278 0.326954))
               ((0.802236 -0.100616)))
              ((0.791255 -0.0919132)))
             ((0.95233 0.219053)))))
          ((R:SylStructure.parent.position_type is initial)
           ((ph_ctype is f)
            ((1.0616 0.216118))
            ((0.703216 -0.00834086)))
           ((ph_ctype is f)
            ((1.22277 0.761763))
            ((0.904811 0.332721))))))))))
    ((ph_vheight is 0)
     ((p.ph_vlng is s)
      ((0.873379 0.217178))
      ((n.ph_ctype is r)
       ((0.723915 1.29451))
       ((n.ph_ctype is 0)
        ((R:SylStructure.parent.R:Syllable.p.syl_break is 1)
         ((R:SylStructure.parent.sub_phrases < 4)
          ((seg_coda_fric is 0)
           ((p.ph_vlng is l)
            ((0.849154 0.945261))
            ((0.633261 0.687498)))
           ((0.728546 0.403076)))
          ((0.850962 1.00255)))
         ((0.957999 1.09113)))
        ((0.85771 0.209045)))))
     ((ph_vheight is 2)
      ((0.803401 -0.0544067))
      ((0.681353 0.256045)))))
   ((n.ph_ctype is f)
    ((ph_ctype is s)
     ((p.ph_vlng is 0)
      ((0.479307 -0.9673))
      ((0.700477 -0.351397)))
     ((ph_ctype is f)
      ((0.73467 -0.6233))
      ((R:SylStructure.parent.syl_break is 0)
       ((p.ph_ctype is s)
        ((0.56282 0.266234))
        ((p.ph_ctype is r)
         ((0.446203 -0.302281))
         ((R:SylStructure.parent.sub_phrases < 2.7)
          ((ph_ctype is 0)
           ((0.572016 -0.0102436))
           ((0.497358 -0.274514)))
          ((0.545477 0.0482177)))))
       ((ph_vlng is s)
        ((0.805269 0.888495))
        ((ph_ctype is n)
         ((0.869854 0.653018))
         ((R:SylStructure.parent.sub_phrases < 2.2)
          ((0.735031 0.0612886))
          ((0.771859 0.346637))))))))
    ((R:SylStructure.parent.syl_codasize < 1.4)
     ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.3)
      ((R:SylStructure.parent.position_type is initial)
       ((0.743458 0.0411808))
       ((1.13068 0.613305)))
      ((pos_in_syl < 1.2)
       ((R:SylStructure.parent.R:Syllable.p.syl_break is 1)
        ((1.11481 0.175467))
        ((0.937893 -0.276407)))
       ((0.74264 -0.550878))))
     ((pos_in_syl < 3.4)
      ((seg_onsetcoda is coda)
       ((ph_ctype is r)
        ((n.ph_ctype is s)
         ((0.714319 -0.240328))
         ((p.ph_ctype is 0)
          ((0.976987 0.330352))
          ((1.1781 -0.0816682))))
        ((ph_ctype is l)
         ((n.ph_ctype is 0)
          ((1.39137 0.383533))
          ((0.725585 -0.324515)))
         ((ph_vheight is 3)
          ((ph_vlng is d)
           ((0.802626 -0.62487))
           ((n.ph_ctype is r)
            ((0.661091 -0.513869))
            ((R:SylStructure.parent.position_type is initial)
             ((R:SylStructure.parent.parent.word_numsyls < 2.4)
              ((0.482285 0.207874))
              ((0.401601 -0.0204711)))
             ((0.733755 0.397372)))))
          ((n.ph_ctype is r)
           ((p.ph_ctype is 0)
            ((pos_in_syl < 1.2)
             ((0.666325 0.271734))
             ((nn.ph_vheight is 0)
              ((0.642401 -0.261466))
              ((0.783684 -0.00956571))))
            ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
             ((0.692225 -0.381895))
             ((0.741921 -0.0898767))))
           ((nn.ph_vfront is 2)
            ((ph_ctype is s)
             ((0.697527 -1.12626))
             ((n.ph_ctype is s)
              ((ph_vlng is 0)
               ((R:SylStructure.parent.sub_phrases < 2.4)
                ((0.498719 -0.906926))
                ((0.635342 -0.625651)))
               ((0.45886 -0.385089)))
              ((0.848596 -0.359702))))
            ((p.ph_vlng is a)
             ((p.ph_ctype is 0)
              ((0.947278 0.216904))
              ((0.637933 -0.394349)))
             ((p.ph_ctype is r)
              ((R:SylStructure.parent.syl_break is 0)
               ((0.529903 -0.860573))
               ((0.581378 -0.510488)))
              ((ph_vlng is 0)
               ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
                ((seg_onset_stop is 0)
                 ((R:SylStructure.parent.syl_break is 0)
                  ((p.ph_vlng is d)
                   ((0.768363 0.0108428))
                   ((ph_ctype is s)
                    ((0.835756 -0.035054))
                    ((ph_ctype is f)
                     ((p.ph_vlng is s)
                      ((0.602016 -0.179727))
                      ((0.640126 -0.297341)))
                     ((0.674628 -0.542602)))))
                  ((ph_ctype is s)
                   ((0.662261 -0.60496))
                   ((0.662088 -0.432058))))
                 ((R:SylStructure.parent.syl_out < 4.4)
                  ((0.582448 -0.389079))
                  ((ph_ctype is s)
                   ((0.60413 -0.73564))
                   ((0.567153 -0.605444)))))
                ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
                 ((0.761115 -0.827377))
                 ((ph_ctype is n)
                  ((0.855183 -0.275338))
                  ((R:SylStructure.parent.syl_break is 0)
                   ((0.788288 -0.802801))
                   ((R:SylStructure.parent.syl_codasize < 2.2)
                    ((0.686134 -0.371234))
                    ((0.840184 -0.772883)))))))
               ((pos_in_syl < 1.2)
                ((R:SylStructure.parent.syl_break is 0)
                 ((n.ph_ctype is n)
                  ((0.423592 -0.655006))
                  ((R:SylStructure.parent.syl_out < 4.4)
                   ((0.595269 -0.303751))
                   ((0.478433 -0.456882))))
                 ((0.688133 -0.133182)))
                ((seg_onset_stop is 0)
                 ((1.27464 0.114442))
                 ((0.406837 -0.167545))))))))))))
       ((ph_ctype is r)
        ((0.462874 -0.87695))
        ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.2)
         ((0.645442 -0.640572))
         ((0.673717 -0.321322)))))
      ((0.61008 -0.925472))))))))
;; RMSE 0.8085 Correlation is 0.5899 Mean (abs) Error 0.6024 (0.5393)


))

(provide 'gswdurtreeZ)