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FilledPauses.praat
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# PRAAT SCRIPT FILLED PAUSES
#(copy paste text below as new praat script)
#[APPENDIX C:]
#
# Set Syllable Boundaries at -6 dB around points in the tier "Nuclei"
# (as set by the script "SyllableNucleiv3.praat"), compute a number of global
# (speaker specific) and local (syllable specific) parameters for
# automatic detection of Filled Pauses.
#
# Optionally, save the local parameters for all syllables in a table.
#
# J J A Pacilly, 1-nov-2019, for Nivja de Jong, on behalf of:
# British Council, Aptis Research Grants
# J J A Pacilly, 14-feb-2020, retain max. similarity with version for internal use
#
# Note that this script is used by "SyllableNucleiv3.Praat", but it can also
# be used as a standalone script with a selected Sound and Textgrid object
# as long as this TextGrid contains a pointTier with the name "Nuclei".
#
# Copyright (C) 2019 - J J A Pacilly & N H de Jong, LUCL - Universiteit Leiden
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
# See the GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see http://www.gnu.org/licenses/
form Detect Filled Pauses
optionmenu Language 1
option English
# option Mandarin (not yet implemented)
# option Spanish (not yet implemented)
option Dutch
real Filled_Pause_threshold 1.00 ; cut-off higher/lower
boolean Save_Table 0
endform
idSnd = selected ("Sound")
name$ = selected$("Sound")
idTG = selected ("TextGrid")
@setSB: idSnd, idTG ; set/replace tier(s) and define vectors for initial analysis
if nrSyllables
@doGlobalAnalyses: idSnd ; do global analysis of ALL syllables identified by tier Nuclei
@sdF0: idSnd ; fills the arrays dF0[], dqF0[] and sdF0[]
@replaceUndefinedF0: 0 ; replace Undefined values by mean
@sdFmt: idSnd ; fills the arrays dF1-3[], dqF1-3[] and sdF1-3[]
@processData: idTG, name$, "Auto" ; create Auto table, set labels
idTableAuto = processData.idTable
endif
selectObject: idSnd, idTG
if idTableAuto
plusObject: idTableAuto
endif
procedure setSB: .idSnd, .idTG
# For testing, allow successive runs of this script
selectObject: .idTG
.tierNuclei = 0
.tierPhrases = 0
.tierAuto = 0
.nrTiers = Get number of tiers
for .tier to .nrTiers
.name$ = Get tier name: .tier
if .name$ == "Nuclei"
.tierNuclei = .tier
elif .name$ == "Phrases"
.tierPhrases = .tier
elif .name$ == "DFauto" + " ('language$')"
Remove tier: .tier
Insert interval tier: .tier, "DFauto" + " ('language$')"
.tierAuto = .tier
elif left$(.name$, 5) == "DFman" or left$(.name$, 5) == "dfMan"
.tierMan = .tier
endif
endfor
if .tierNuclei == 0
exitScript: "No tier ""Nuclei"" found, please run ""SyllableNucleiv3.praat"" first."
endif
nrSyllables = Get number of points: .tierNuclei
d# = zero#(nrSyllables)
tNuc[0] = Get start time
tNuc[nrSyllables+1] = Get end time
for syllable to nrSyllables
tNuc[syllable] = Get time of point: .tierNuclei, syllable
if .tierPhrases
.iPhrase = Get interval at time: .tierPhrases, tNuc[syllable]
.tFromPhrase[syllable] = Get start time of interval: .tierPhrases, .iPhrase
.tToPhrase[syllable] = Get end time of interval: .tierPhrases, .iPhrase
endif
endfor
# Get minimum Intensity *between* Nuclei
selectObject: .idSnd
.idInt = To Intensity: 100, 0, "yes"
nrFrames = Get number of frames
for syllable to nrSyllables+1
tSBMin[syllable] = Get time of minimum: tNuc[syllable-1], tNuc[syllable], "Parabolic"
endfor
tMeanSyllable = (tSBMin[nrSyllables+1] - tSBMin[1]) / nrSyllables
# Find -6 dB *around* Nuclei but avoid that these boundaries cross
# the 'minimum Intensity boundaries' (yields twice as much intervals)
for syllable to nrSyllables
frNuc = Get frame number from time: tNuc[syllable]
frNuc = round(frNuc)
dBNuc = Get value in frame: frNuc
frFrom = frNuc
repeat
frFrom -= 1
dBL = Get value in frame: frFrom
tL = Get time from frame number: frFrom
until dBL < dBNuc - 6 or tL < tSBMin[syllable] or frFrom < 2
tFrom[syllable] = Get time from frame number: frFrom
frTo = frNuc
repeat
frTo += 1
dBR = Get value in frame: frTo
tR = Get time from frame number: frTo
until dBR < dBNuc - 6 or tR > tSBMin[syllable+1] or frTo > nrFrames-1
tTo[syllable] = Get time from frame number: frTo
d6Org[syllable] = tTo[syllable] - tFrom[syllable]
if .tierPhrases
tFrom[syllable] = max(.tFromPhrase[syllable], tFrom[syllable])
tTo [syllable] = min(.tToPhrase [syllable], tTo [syllable])
endif
endfor
# only the boundaries *around* Nuclei are being used
selectObject: .idTG
if not .tierAuto
Insert interval tier: .nrTiers + 1, "DFauto" + " ('language$')"
.tierAuto = .nrTiers + 1
endif
for syllable to nrSyllables
# Insert boundary: .tierMin, tSBMin[syllable]
if tFrom[syllable] > tSBMin[syllable]
Insert boundary: .tierAuto, tFrom[syllable]
ts[syllable] = tFrom[syllable]
else
Insert boundary: .tierAuto, tSBMin[syllable]+0.00005
ts[syllable] = tSBMin[syllable]
endif
if tTo[syllable] < tSBMin[syllable+1]
Insert boundary: .tierAuto, tTo[syllable]
te[syllable] = tTo[syllable]
else
Insert boundary: .tierAuto, tSBMin[syllable+1]-0.00005
te[syllable] = tSBMin[syllable+1]
endif
d [syllable] = te[syllable] - ts[syllable]
d#[syllable] = te[syllable] - ts[syllable]
endfor
# Insert boundary: .tierMin, tSBMin[nrSyllables+1]
removeObject: .idInt
endproc
procedure doGlobalAnalyses: .idSnd
# Concatenate all Syllables
.id# = zero#(nrSyllables)
for syllable to nrSyllables
selectObject: .idSnd
.id#[syllable] = Extract part: ts[syllable], te[syllable], "rectangular", 1, "no"
endfor
selectObject: .id#
.idSndTmp = Concatenate with overlap: 0.01
removeObject: .id#
# Perform Initial Global Pitch analysis to determine Global Quantile
selectObject: .idSndTmp
.idPTmpInit = noprogress To Pitch (ac): 0.02, 30, 4, "no", 0.03, 0.25, 0.01, 0.35, 0.25, 450
.qGlobF0Init = Get quantile: 0, 0, 0.5, "Hertz"
# Perform Global Pitch and Formant analysis
selectObject: .idSndTmp
.idPTmp = noprogress To Pitch (ac): 0.02, 30, 4, "no", 0.03, 0.25, 0.01, 0.35, 0.25, 2.5 * .qGlobF0Init
qGlobF0 = Get quantile: 0, 0, 0.5, "semitones re 100 Hz"
selectObject: .idSndTmp
.idFmtTmp = noprogress To Formant (burg): 0, 4, 4000 + 4 * (.qGlobF0Init - 100), 0.025, 50
qGlobF1 = Get quantile: 1, 0, 0, "bark", 0.5
qGlobF2 = Get quantile: 2, 0, 0, "bark", 0.5
qGlobF3 = Get quantile: 3, 0, 0, "bark", 0.5
# appendFileLine: "FilledPauses.txt", name$, tab$, "qGlobF0: (",
#.. fixed$(.qGlobF0Init, 1), "/", fixed$(qGlobF0, 1), ")"
removeObject: .idSndTmp, .idPTmpInit, .idPTmp, .idFmtTmp
endproc
procedure sdF0: .idSnd
selectObject: .idSnd
f0# = zero#(nrSyllables)
dF0# = zero#(nrSyllables)
dqF0# = zero#(nrSyllables)
sdF0# = zero#(nrSyllables)
.idF0 = noprogress To Pitch (ac): 0.02, 30, 4, "no", 0.03, 0.25, 0.01, 0.35, 0.25, 2.5 * doGlobalAnalyses.qGlobF0Init
for syllable to nrSyllables
q50F0 = Get quantile: ts[syllable], te[syllable], 0.50, "semitones re 100 Hz"
f0 [syllable] = q50F0
f0#[syllable] = f0 [syllable]
dF0 [syllable] = qGlobF0 - q50F0
dF0#[syllable] = dF0[syllable]
q95F0 = Get quantile: ts[syllable], te[syllable], 0.95, "semitones re 100 Hz"
q05F0 = Get quantile: ts[syllable], te[syllable], 0.05, "semitones re 100 Hz"
dqF0 [syllable] = q95F0 - q05F0
dqF0#[syllable] = dqF0 [syllable]
sdF0 [syllable] = Get standard deviation: ts[syllable], te[syllable], "semitones"
sdF0#[syllable] = sdF0 [syllable]
endfor
removeObject: .idF0
endproc
procedure replaceUndefinedF0: .dummy
# small amounts (< 10%) of undefined F0 values are replaced by MEAN without warning
nrUndef# = zero#(4)
total# = zero#(4)
for syllable to nrSyllables
if f0#[syllable] == undefined
nrUndef#[1] = nrUndef#[1] + 1
listUndefined[1, nrUndef#[1]] = syllable
else
total#[1] = total#[1] + f0#[syllable]
endif
if dF0#[syllable] == undefined
nrUndef#[2] = nrUndef#[2] + 1
listUndefined[2, nrUndef#[2]] = syllable
else
total#[2] = total#[2] + dF0#[syllable]
endif
if dqF0#[syllable] == undefined
nrUndef#[3] = nrUndef#[3] + 1
listUndefined[3, nrUndef#[3]] = syllable
else
total#[3] = total#[3] + dqF0#[syllable]
endif
if sdF0#[syllable] == undefined
nrUndef#[4] = nrUndef#[4] + 1
listUndefined[4, nrUndef#[4]] = syllable
else
total#[4] = total#[4] + sdF0#[syllable]
endif
endfor
mean__F0 = total#[1] / (nrSyllables - nrUndef#[1])
mean_dF0 = total#[2] / (nrSyllables - nrUndef#[2])
meandqF0 = total#[3] / (nrSyllables - nrUndef#[3])
meansdF0 = total#[4] / (nrSyllables - nrUndef#[4])
for syllable to nrUndef#[1]
f0#[listUndefined[1, syllable]] = mean__F0
if syllable == 1 and nrUndef#[1] > nrSyllables / 10
appendInfoLine: "Warning: replaced ", nrUndef#[1], "/'nrSyllables' F0 values by mean ('mean__F0:3') in 'name$'."
endif
endfor
for syllable to nrUndef#[2]
dF0#[listUndefined[2, syllable]] = mean_dF0
if syllable == 1 and nrUndef#[2] > nrSyllables / 10
appendInfoLine: "Warning: replaced ", nrUndef#[2], "/'nrSyllables' dF0 values by mean ('mean_dF0:3') in 'name$'."
endif
endfor
for syllable to nrUndef#[3]
dqF0#[listUndefined[3, syllable]] = meandqF0
if syllable == 1 and nrUndef#[3] > nrSyllables / 10
appendInfoLine: "Warning: replaced ", nrUndef#[3], "/'nrSyllables' dqF0 values by mean ('meandqF0:3') in 'name$'."
endif
endfor
for syllable to nrUndef#[4]
sdF0#[listUndefined[4, syllable]] = meansdF0
if syllable == 1 and nrUndef#[4] > nrSyllables / 10
appendInfoLine: "Warning: replaced ", nrUndef#[4], "/'nrSyllables' sdF0 values by mean ('meansdF0:3') in 'name$'."
endif
endfor
endproc
procedure sdFmt: .idSnd
selectObject: .idSnd
.idFmt = noprogress To Formant (burg): 0, 4, 4000 + 4 * (doGlobalAnalyses.qGlobF0Init - 100), 0.025, 50
f1# = zero#(nrSyllables)
f2# = zero#(nrSyllables)
f3# = zero#(nrSyllables)
dF1# = zero#(nrSyllables)
dF2# = zero#(nrSyllables)
dF3# = zero#(nrSyllables)
dqF1# = zero#(nrSyllables)
dqF2# = zero#(nrSyllables)
dqF3# = zero#(nrSyllables)
sdF1# = zero#(nrSyllables)
sdF2# = zero#(nrSyllables)
sdF3# = zero#(nrSyllables)
for syllable to nrSyllables
fs = Get frame number from time: ts[syllable]
fs = round(fs)
if fs < 1 ; are these frame numbers reliable ?!?
fs = 1
endif
fe = Get frame number from time: te[syllable]
fe = round(fe)
f1 [syllable] = Get quantile: 1, ts[syllable], te[syllable], "bark", 0.5
f2 [syllable] = Get quantile: 2, ts[syllable], te[syllable], "bark", 0.5
f3 [syllable] = Get quantile: 3, ts[syllable], te[syllable], "bark", 0.5
f1#[syllable] = f1[syllable]
f2#[syllable] = f2[syllable]
f3#[syllable] = f3[syllable]
dF1[syllable] = 0
dF2[syllable] = 0
dF3[syllable] = 0
for frame from fs to fe
t = Get time from frame number: frame
lF1 = Get value at time: 1, t, "bark", "Linear"
lF2 = Get value at time: 2, t, "bark", "Linear"
lF3 = Get value at time: 3, t, "bark", "Linear"
if lF1 <> undefined
dF1[syllable] += abs(qGlobF1 - lF1)
endif
if lF2 <> undefined
dF2[syllable] += abs(qGlobF2 - lF2)
endif
if lF3 <> undefined
dF3[syllable] += abs(qGlobF3 - lF3)
endif
endfor
dF1 [syllable] /= (fe-fs+1)
dF2 [syllable] /= (fe-fs+1)
dF3 [syllable] /= (fe-fs+1)
dF1#[syllable] = dF1[syllable]
dF2#[syllable] = dF2[syllable]
dF3#[syllable] = dF3[syllable]
q95F1 = Get quantile: 1, ts[syllable], te[syllable], "bark", 0.95
q05F1 = Get quantile: 1, ts[syllable], te[syllable], "bark", 0.05
q95F2 = Get quantile: 2, ts[syllable], te[syllable], "bark", 0.95
q05F2 = Get quantile: 2, ts[syllable], te[syllable], "bark", 0.05
q95F3 = Get quantile: 3, ts[syllable], te[syllable], "bark", 0.95
q05F3 = Get quantile: 3, ts[syllable], te[syllable], "bark", 0.05
dqF1 [syllable] = q95F1 - q05F1
dqF2 [syllable] = q95F2 - q05F2
dqF3 [syllable] = q95F3 - q05F3
dqF1#[syllable] = dqF1[syllable]
dqF2#[syllable] = dqF2[syllable]
dqF3#[syllable] = dqF3[syllable]
sdF1 [syllable] = Get standard deviation: 1, ts[syllable], te[syllable], "bark"
sdF2 [syllable] = Get standard deviation: 2, ts[syllable], te[syllable], "bark"
sdF3 [syllable] = Get standard deviation: 3, ts[syllable], te[syllable], "bark"
sdF1#[syllable] = sdF1[syllable]
sdF2#[syllable] = sdF2[syllable]
sdF3#[syllable] = sdF3[syllable]
endfor
removeObject: .idFmt
endproc
procedure processData: .idTG, .name$, .type$
if save_Table
.idTable = Create Table with column names: .name$, 0, "type ts dur durz F0 F0z F1 F1z F2 F2z F3 F3z dF0 dF0z dF1 dF1z dF2 dF2z dF3 dF3z
... dqF0 dqF0z dqF1 dqF1z dqF2 dqF2z dqF3 dqF3z sdF0 sdF0z sdF1 sdF1z sdF2 sdF2z sdF3 sdF3z score"
else
.idTable = 0
endif
if .type$ == "Auto"
mean_d = mean( d#)
sd_d = stdev( d#)
mean_F0 = mean( f0#)
sd_F0 = stdev( f0#)
mean_F1 = mean( f1#)
sd_F1 = stdev( f1#)
mean_F2 = mean( f2#)
sd_F2 = stdev( f2#)
mean_F3 = mean( f3#)
sd_F3 = stdev( f3#)
mean_dF0 = mean( dF0#)
sd_dF0 = stdev( dF0#)
mean_dF1 = mean( dF1#)
sd_dF1 = stdev( dF1#)
mean_dF2 = mean( dF2#)
sd_dF2 = stdev( dF2#)
mean_dF3 = mean( dF3#)
sd_dF3 = stdev( dF3#)
mean_dqF0 = mean(dqF0#)
sd_dqF0 = stdev(dqF0#)
mean_dqF1 = mean(dqF1#)
sd_dqF1 = stdev(dqF1#)
mean_dqF2 = mean(dqF2#)
sd_dqF2 = stdev(dqF2#)
mean_dqF3 = mean(dqF3#)
sd_dqF3 = stdev(dqF3#)
mean_sdF0 = mean(sdF0#)
sd_sdF0 = stdev(sdF0#)
mean_sdF1 = mean(sdF1#)
sd_sdF1 = stdev(sdF1#)
mean_sdF2 = mean(sdF2#)
sd_sdF2 = stdev(sdF2#)
mean_sdF3 = mean(sdF3#)
sd_sdF3 = stdev(sdF3#)
endif
# z-transform data
dz# = ( d# - mean_d ) / sd_d
f0z# = ( f0# - mean_F0 ) / sd_F0
f1z# = ( f1# - mean_F1 ) / sd_F1
f2z# = ( f2# - mean_F2 ) / sd_F2
f3z# = ( f3# - mean_F3 ) / sd_F3
dF0z# = ( dF0# - mean_dF0 ) / sd_dF0
dF1z# = ( dF1# - mean_dF1 ) / sd_dF1
dF2z# = ( dF2# - mean_dF2 ) / sd_dF2
dF3z# = ( dF3# - mean_dF3 ) / sd_dF3
dqF0z# = (dqF0# - mean_dqF0) / sd_dqF0
dqF1z# = (dqF1# - mean_dqF1) / sd_dqF1
dqF2z# = (dqF2# - mean_dqF2) / sd_dqF2
dqF3z# = (dqF3# - mean_dqF3) / sd_dqF3
sdF0z# = (sdF0# - mean_sdF0) / sd_sdF0
sdF1z# = (sdF1# - mean_sdF1) / sd_sdF1
sdF2z# = (sdF2# - mean_sdF2) / sd_sdF2
sdF3z# = (sdF3# - mean_sdF3) / sd_sdF3
for syllable to nrSyllables
selectObject: .idTG
scoreUK = 4.73 * sqrt( d[syllable]) - 0.29 * f0z#[syllable]
... - 0.32 * sqrt(sdF1[syllable]) - 0.10 * sqrt(dF1[syllable])
... - 1.38 * sqrt(sdF2[syllable]) - 0.80 * sqrt(dF2[syllable])
... - 0.20 * (f2[syllable] - f1[syllable])
... + 0.31 * f3[syllable]
scoreNL = 8.62 * sqrt( d[syllable]) - 0.36 * f0z#[syllable]
... - 0.72 * sqrt(dF1[syllable])
... - 1.36 * sqrt(sdF2[syllable]) - 1.62 * sqrt(dF2[syllable])
... - 1.02 * sqrt(sdF3[syllable])
... - 0.11 * (f2[syllable] - f1[syllable])
... + 0.21 * f3[syllable]
lbl2$ = Get label of interval: setSB.tierAuto, 2*syllable
if language$ == "English"
score = scoreUK
if score > 3.4942 * filled_Pause_threshold
lbl2$ = lbl2$ + "fp"
endif
elif language$ == "Dutch"
score = scoreNL
if score > 2.7094 * filled_Pause_threshold
lbl2$ += "fp"
endif
else
exitScript: "Language not supported."
endif
if .type$ == "Auto"
type$ [syllable] = lbl2$
Set interval text: setSB.tierAuto, 2*syllable, lbl2$
# Set interval text: setSB.tierAuto, 2*syllable, fixed$(score, 3)
endif
if save_Table
selectObject: .idTable
Append row
row = Get number of rows
Set string value: row, "type" , type$ [syllable]
Set string value: row, "ts", fixed$(ts [syllable], 3)
Set string value: row, "dur" , fixed$( d [syllable], 3)
Set string value: row, "durz", fixed$( dz# [syllable], 3)
Set string value: row, "F0" , fixed$( f0 [syllable], 3)
Set string value: row, "F0z", fixed$( f0z#[syllable], 3)
Set string value: row, "F1" , fixed$( f1 [syllable], 3)
Set string value: row, "F1z", fixed$( f1z#[syllable], 3)
Set string value: row, "F2" , fixed$( f2 [syllable], 3)
Set string value: row, "F2z", fixed$( f2z#[syllable], 3)
Set string value: row, "F3" , fixed$( f3 [syllable], 3)
Set string value: row, "F3z", fixed$( f3z#[syllable], 3)
Set string value: row, "dF0" , fixed$( dF0 [syllable], 3)
Set string value: row, "dF0z", fixed$( dF0z#[syllable], 3)
Set string value: row, "dF1" , fixed$( dF1 [syllable], 3)
Set string value: row, "dF1z", fixed$( dF1z#[syllable], 3)
Set string value: row, "dF2" , fixed$( dF2 [syllable], 3)
Set string value: row, "dF2z", fixed$( dF2z#[syllable], 3)
Set string value: row, "dF3" , fixed$( dF3 [syllable], 3)
Set string value: row, "dF3z", fixed$( dF3z#[syllable], 3)
Set string value: row, "dqF0" , fixed$(dqF0 [syllable], 3)
Set string value: row, "dqF0z", fixed$(dqF0z#[syllable], 3)
Set string value: row, "dqF1" , fixed$(dqF1 [syllable], 3)
Set string value: row, "dqF1z", fixed$(dqF1z#[syllable], 3)
Set string value: row, "dqF2" , fixed$(dqF2 [syllable], 3)
Set string value: row, "dqF2z", fixed$(dqF2z#[syllable], 3)
Set string value: row, "dqF3" , fixed$(dqF3 [syllable], 3)
Set string value: row, "dqF3z", fixed$(dqF3z#[syllable], 3)
Set string value: row, "sdF0" , fixed$(sdF0 [syllable], 3)
Set string value: row, "sdF0z", fixed$(sdF0z#[syllable], 3)
Set string value: row, "sdF1" , fixed$(sdF1 [syllable], 3)
Set string value: row, "sdF1z", fixed$(sdF1z#[syllable], 3)
Set string value: row, "sdF2" , fixed$(sdF2 [syllable], 3)
Set string value: row, "sdF2z", fixed$(sdF2z#[syllable], 3)
Set string value: row, "sdF3" , fixed$(sdF3 [syllable], 3)
Set string value: row, "sdF3z", fixed$(sdF3z#[syllable], 3)
Set string value: row, "score", fixed$(score, 3)
endif
endfor
endproc