;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;;;                                                                       ;;
;;;                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    ;;
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;;;  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)

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        ((ph_ctype is s)
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       ((p.ph_ctype is s)
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        ((n.ph_ctype is 0)
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            ((0.573641 -0.00893114)))
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          ((p.ph_vlng is 0)
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     ((n.ph_ctype is f)
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       ((R:SylStructure.parent.syl_codasize < 1.3)
        ((1.07673 0.657169))
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      ((p.ph_vlng is l)
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       ((p.ph_vlng is a)
        ((R:SylStructure.parent.position_type is final)
         ((1.00681 0.321168))
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         ((pos_in_syl < 0.1)
          ((R:SylStructure.parent.position_type is final)
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           ((nn.ph_vheight is 0)
            ((p.ph_ctype is f)
             ((0.773591 -0.00374425))
             ((R:SylStructure.parent.syl_out < 1.1)
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            ((1.09721 0.736476))))
          ((R:SylStructure.parent.position_type is final)
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           ((0.589208 -0.431535))))
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          ((ph_vlng is s)
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            ((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))
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     ((n.ph_ctype is s)
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      ((p.ph_ctype is n)
       ((0.850614 -0.59933))
       ((n.ph_ctype is r)
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        ((n.ph_ctype is 0)
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         ((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))))
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        ((p.ph_ctype is s)
         ((0.837964 -0.429437))
         ((0.875304 -0.0652743)))
        ((0.611071 -0.635089))))
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       ((R:SylStructure.parent.syl_out < 1.1)
        ((0.762012 0.0139361))
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       ((R:SylStructure.parent.syl_codasize < 2.2)
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         ((R:SylStructure.parent.position_type is initial)
          ((ph_ctype is n)
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           ((1.01586 0.281001)))
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         ((n.ph_ctype is s)
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      ((ph_vheight is 2)
       ((0.456225 -0.293282))
       ((0.561529 -0.0816115)))
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       ((R:SylStructure.parent.position_type is single)
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         ((R:SylStructure.parent.asyl_in < 0.4)
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       ((R:SylStructure.parent.last_accent < 0.6)
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          ((R:SylStructure.parent.syl_out < 6)
           ((0.772363 0.215675))
           ((0.920313 0.574068)))))
        ((R:SylStructure.parent.position_type is final)
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          ((R:SylStructure.parent.R:Syllable.p.syl_break is 2)
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           ((ph_ctype is n)
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             ((ph_ctype is f)
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               ((0.802236 -0.100616)))
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            ((0.849154 0.945261))
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          ((0.850962 1.00255)))
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   ((n.ph_ctype is f)
    ((ph_ctype is s)
     ((p.ph_vlng is 0)
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     ((ph_ctype is f)
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       ((p.ph_ctype is s)
        ((0.56282 0.266234))
        ((p.ph_ctype is r)
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     ((R:SylStructure.parent.R:Syllable.n.syl_onsetsize < 0.3)
      ((R:SylStructure.parent.position_type is initial)
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      ((pos_in_syl < 1.2)
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        ((0.937893 -0.276407)))
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     ((pos_in_syl < 3.4)
      ((seg_onsetcoda is coda)
       ((ph_ctype is r)
        ((n.ph_ctype is s)
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         ((p.ph_ctype is 0)
          ((0.976987 0.330352))
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        ((ph_ctype is l)
         ((n.ph_ctype is 0)
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           ((n.ph_ctype is r)
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          ((n.ph_ctype is r)
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             ((nn.ph_vheight is 0)
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             ((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)))
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                  ((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)