hlrc / client / python / hlrc_client / textgrid_hlrc.py @ 61d23251
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1 | 0c286af0 | Simon Schulz | # Natural Language Toolkit: TextGrid analysis
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2 | #
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3 | # Copyright (C) 2001-2011 NLTK Project
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4 | # Author: Margaret Mitchell <itallow@gmail.com>
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5 | # Steven Bird <sb@csse.unimelb.edu.au> (revisions)
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6 | # URL: <http://www.nltk.org>
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7 | # For license information, see LICENSE.TXT
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8 | #
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9 | |||
10 | """
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11 | Tools for reading TextGrid files, the format used by Praat.
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12 |
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13 | Module contents
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14 | ===============
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15 |
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16 | The textgrid corpus reader provides 4 data items and 1 function
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17 | for each textgrid file. For each tier in the file, the reader
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18 | provides 10 data items and 2 functions.
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19 |
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20 | For the full textgrid file:
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21 |
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22 | - size
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23 | The number of tiers in the file.
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24 |
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25 | - xmin
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26 | First marked time of the file.
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27 |
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28 | - xmax
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29 | Last marked time of the file.
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30 |
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31 | - t_time
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32 | xmax - xmin.
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33 |
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34 | - text_type
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35 | The style of TextGrid format:
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36 | - ooTextFile: Organized by tier.
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37 | - ChronTextFile: Organized by time.
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38 | - OldooTextFile: Similar to ooTextFile.
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39 |
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40 | - to_chron()
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41 | Convert given file to a ChronTextFile format.
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42 |
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43 | - to_oo()
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44 | Convert given file to an ooTextFile format.
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45 |
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46 | For each tier:
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47 |
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48 | - text_type
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49 | The style of TextGrid format, as above.
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50 |
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51 | - classid
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52 | The style of transcription on this tier:
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53 | - IntervalTier: Transcription is marked as intervals.
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54 | - TextTier: Transcription is marked as single points.
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55 |
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56 | - nameid
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57 | The name of the tier.
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58 |
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59 | - xmin
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60 | First marked time of the tier.
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61 |
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62 | - xmax
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63 | Last marked time of the tier.
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64 |
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65 | - size
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66 | Number of entries in the tier.
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67 |
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68 | - transcript
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69 | The raw transcript for the tier.
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70 |
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71 | - simple_transcript
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72 | The transcript formatted as a list of tuples: (time1, time2, utterance).
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73 |
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74 | - tier_info
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75 | List of (classid, nameid, xmin, xmax, size, transcript).
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76 |
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77 | - min_max()
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78 | A tuple of (xmin, xmax).
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79 |
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80 | - time(non_speech_marker)
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81 | Returns the utterance time of a given tier.
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82 | Excludes entries that begin with a non-speech marker.
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83 |
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84 | """
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85 | |||
86 | # needs more cleanup, subclassing, epydoc docstrings
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87 | |||
88 | import sys |
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89 | import re |
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90 | |||
91 | TEXTTIER = "TextTier"
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92 | INTERVALTIER = "IntervalTier"
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93 | |||
94 | OOTEXTFILE = re.compile(r"""(?x)
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95 | xmin\ =\ (.*)[\r\n]+
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96 | xmax\ =\ (.*)[\r\n]+
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97 | [\s\S]+?size\ =\ (.*)[\r\n]+
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98 | """)
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99 | |||
100 | CHRONTEXTFILE = re.compile(r"""(?x)
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101 | [\r\n]+(\S+)\
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102 | (\S+)\ +!\ Time\ domain.\ *[\r\n]+
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103 | (\S+)\ +!\ Number\ of\ tiers.\ *[\r\n]+"
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104 | """)
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105 | |||
106 | OLDOOTEXTFILE = re.compile(r"""(?x)
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107 | [\r\n]+(\S+)
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108 | [\r\n]+(\S+)
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109 | [\r\n]+.+[\r\n]+(\S+)
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110 | """)
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111 | |||
112 | |||
113 | |||
114 | #################################################################
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115 | # TextGrid Class
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116 | #################################################################
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117 | |||
118 | class TextGrid(object): |
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119 | """
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120 | Class to manipulate the TextGrid format used by Praat.
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121 | Separates each tier within this file into its own Tier
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122 | object. Each TextGrid object has
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123 | a number of tiers (size), xmin, xmax, a text type to help
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124 | with the different styles of TextGrid format, and tiers with their
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125 | own attributes.
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126 | """
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127 | |||
128 | def __init__(self, read_file): |
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129 | """
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130 | Takes open read file as input, initializes attributes
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131 | of the TextGrid file.
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132 | @type read_file: An open TextGrid file, mode "r".
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133 | @param size: Number of tiers.
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134 | @param xmin: xmin.
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135 | @param xmax: xmax.
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136 | @param t_time: Total time of TextGrid file.
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137 | @param text_type: TextGrid format.
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138 | @type tiers: A list of tier objects.
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139 | """
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140 | |||
141 | self.read_file = read_file
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142 | self.size = 0 |
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143 | self.xmin = 0 |
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144 | self.xmax = 0 |
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145 | self.t_time = 0 |
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146 | self.text_type = self._check_type() |
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147 | self.tiers = self._find_tiers() |
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148 | |||
149 | def __iter__(self): |
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150 | for tier in self.tiers: |
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151 | yield tier
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152 | |||
153 | def next(self): |
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154 | if self.idx == (self.size - 1): |
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155 | raise StopIteration |
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156 | self.idx += 1 |
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157 | return self.tiers[self.idx] |
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158 | |||
159 | @staticmethod
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160 | def load(file): |
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161 | """
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162 | @param file: a file in TextGrid format
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163 | """
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164 | |||
165 | return TextGrid(open(file).read()) |
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166 | |||
167 | def _load_tiers(self, header): |
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168 | """
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169 | Iterates over each tier and grabs tier information.
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170 | """
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171 | |||
172 | tiers = [] |
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173 | if self.text_type == "ChronTextFile": |
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174 | m = re.compile(header) |
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175 | tier_headers = m.findall(self.read_file)
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176 | tier_re = " \d+.?\d* \d+.?\d*[\r\n]+\"[^\"]*\""
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177 | for i in range(0, self.size): |
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178 | tier_info = [tier_headers[i]] + \ |
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179 | re.findall(str(i + 1) + tier_re, self.read_file) |
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180 | tier_info = "\n".join(tier_info)
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181 | tiers.append(Tier(tier_info, self.text_type, self.t_time)) |
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182 | return tiers
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183 | |||
184 | tier_re = header + "\d+[\s\S]+?(?=" + header + "|$$)" |
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185 | m = re.compile(tier_re) |
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186 | tier_iter = m.finditer(self.read_file)
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187 | for iterator in tier_iter: |
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188 | (begin, end) = iterator.span() |
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189 | tier_info = self.read_file[begin:end]
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190 | tiers.append(Tier(tier_info, self.text_type, self.t_time)) |
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191 | return tiers
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192 | |||
193 | def _check_type(self): |
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194 | """
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195 | Figures out the TextGrid format.
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196 | """
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197 | |||
198 | m = re.match("(.*)[\r\n](.*)[\r\n](.*)[\r\n](.*)", self.read_file) |
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199 | try:
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200 | type_id = m.group(1).strip()
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201 | except AttributeError: |
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202 | raise TypeError("Cannot read file -- try TextGrid.load()") |
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203 | xmin = m.group(4)
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204 | if type_id == "File type = \"ooTextFile\"": |
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205 | if "xmin" not in xmin: |
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206 | xmin = m.group(3)
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207 | if "xmin" not in xmin: |
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208 | text_type = "OldooTextFile"
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209 | else:
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210 | text_type = "ooTextFile"
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211 | else:
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212 | text_type = "ooTextFile"
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213 | elif type_id == "\"Praat chronological TextGrid text file\"": |
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214 | text_type = "ChronTextFile"
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215 | else:
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216 | raise TypeError("Unknown format '(%s)'", (type_id)) |
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217 | return text_type
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218 | |||
219 | def _find_tiers(self): |
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220 | """
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221 | Splits the textgrid file into substrings corresponding to tiers.
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222 | """
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223 | |||
224 | if self.text_type == "ooTextFile": |
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225 | m = OOTEXTFILE |
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226 | header = " *item \["
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227 | elif self.text_type == "ChronTextFile": |
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228 | m = CHRONTEXTFILE |
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229 | header = "\"\S+\" \".*\" \d+\.?\d* \d+\.?\d*"
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230 | elif self.text_type == "OldooTextFile": |
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231 | m = OLDOOTEXTFILE |
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232 | header = "\".*\"[\r\n]+\".*\""
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233 | |||
234 | file_info = m.findall(self.read_file)[0] |
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235 | self.xmin = float(file_info[0]) |
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236 | self.xmax = float(file_info[1]) |
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237 | self.t_time = self.xmax - self.xmin |
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238 | self.size = int(file_info[2]) |
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239 | tiers = self._load_tiers(header)
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240 | return tiers
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241 | |||
242 | def to_chron(self): |
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243 | """
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244 | @return: String in Chronological TextGrid file format.
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245 | """
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246 | |||
247 | chron_file = ""
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248 | chron_file += "\"Praat chronological TextGrid text file\"\n"
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249 | chron_file += str(self.xmin) + " " + str(self.xmax) |
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250 | chron_file += " ! Time domain.\n"
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251 | chron_file += str(self.size) + " ! Number of tiers.\n" |
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252 | for tier in self.tiers: |
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253 | idx = (self.tiers.index(tier)) + 1 |
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254 | tier_header = "\"" + tier.classid + "\" \"" \ |
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255 | + tier.nameid + "\" " + str(tier.xmin) \ |
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256 | + " " + str(tier.xmax) |
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257 | chron_file += tier_header + "\n"
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258 | transcript = tier.simple_transcript |
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259 | for (xmin, xmax, utt) in transcript: |
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260 | chron_file += str(idx) + " " + str(xmin) |
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261 | chron_file += " " + str(xmax) +"\n" |
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262 | chron_file += "\"" + utt + "\"\n" |
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263 | return chron_file
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264 | |||
265 | def to_oo(self): |
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266 | """
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267 | @return: A string in OoTextGrid file format.
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268 | """
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269 | |||
270 | oo_file = ""
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271 | oo_file += "File type = \"ooTextFile\"\n"
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272 | oo_file += "Object class = \"TextGrid\"\n\n"
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273 | oo_file += "xmin = ", self.xmin, "\n" |
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274 | oo_file += "xmax = ", self.xmax, "\n" |
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275 | oo_file += "tiers? <exists>\n"
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276 | oo_file += "size = ", self.size, "\n" |
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277 | oo_file += "item []:\n"
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278 | for i in range(len(self.tiers)): |
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279 | oo_file += "%4s%s [%s]" % ("", "item", i + 1) |
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280 | _curr_tier = self.tiers[i]
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281 | for (x, y) in _curr_tier.header: |
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282 | oo_file += "%8s%s = \"%s\"" % ("", x, y) |
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283 | if _curr_tier.classid != TEXTTIER:
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284 | for (xmin, xmax, text) in _curr_tier.simple_transcript: |
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285 | oo_file += "%12s%s = %s" % ("", "xmin", xmin) |
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286 | oo_file += "%12s%s = %s" % ("", "xmax", xmax) |
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287 | oo_file += "%12s%s = \"%s\"" % ("", "text", text) |
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288 | else:
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289 | for (time, mark) in _curr_tier.simple_transcript: |
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290 | oo_file += "%12s%s = %s" % ("", "time", time) |
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291 | oo_file += "%12s%s = %s" % ("", "mark", mark) |
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292 | return oo_file
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293 | |||
294 | |||
295 | #################################################################
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296 | # Tier Class
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297 | #################################################################
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298 | |||
299 | class Tier(object): |
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300 | """
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301 | A container for each tier.
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302 | """
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303 | |||
304 | def __init__(self, tier, text_type, t_time): |
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305 | """
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306 | Initializes attributes of the tier: class, name, xmin, xmax
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307 | size, transcript, total time.
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308 | Utilizes text_type to guide how to parse the file.
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309 | @type tier: a tier object; single item in the TextGrid list.
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310 | @param text_type: TextGrid format
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311 | @param t_time: Total time of TextGrid file.
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312 | @param classid: Type of tier (point or interval).
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313 | @param nameid: Name of tier.
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314 | @param xmin: xmin of the tier.
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315 | @param xmax: xmax of the tier.
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316 | @param size: Number of entries in the tier
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317 | @param transcript: The raw transcript for the tier.
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318 | """
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319 | |||
320 | self.tier = tier
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321 | self.text_type = text_type
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322 | self.t_time = t_time
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323 | self.classid = "" |
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324 | self.nameid = "" |
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325 | self.xmin = 0 |
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326 | self.xmax = 0 |
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327 | self.size = 0 |
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328 | self.transcript = "" |
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329 | self.tier_info = "" |
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330 | self._make_info()
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331 | self.simple_transcript = self.make_simple_transcript() |
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332 | if self.classid != TEXTTIER: |
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333 | self.mark_type = "intervals" |
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334 | else:
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335 | self.mark_type = "points" |
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336 | self.header = [("class", self.classid), ("name", self.nameid), \ |
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337 | ("xmin", self.xmin), ("xmax", self.xmax), ("size", self.size)] |
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338 | |||
339 | def __iter__(self): |
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340 | return self |
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341 | |||
342 | def _make_info(self): |
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343 | """
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344 | Figures out most attributes of the tier object:
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345 | class, name, xmin, xmax, transcript.
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346 | """
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347 | |||
348 | trans = "([\S\s]*)"
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349 | if self.text_type == "ChronTextFile": |
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350 | classid = "\"(.*)\" +"
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351 | nameid = "\"(.*)\" +"
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352 | xmin = "(\d+\.?\d*) +"
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353 | xmax = "(\d+\.?\d*) *[\r\n]+"
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354 | # No size values are given in the Chronological Text File format.
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355 | self.size = None |
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356 | size = ""
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357 | elif self.text_type == "ooTextFile": |
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358 | classid = " *class = \"(.*)\" *[\r\n]+"
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359 | nameid = " *name = \"(.*)\" *[\r\n]+"
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360 | xmin = " *xmin = (\d+\.?\d*) *[\r\n]+"
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361 | xmax = " *xmax = (\d+\.?\d*) *[\r\n]+"
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362 | size = " *\S+: size = (\d+) *[\r\n]+"
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363 | elif self.text_type == "OldooTextFile": |
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364 | classid = "\"(.*)\" *[\r\n]+"
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365 | nameid = "\"(.*)\" *[\r\n]+"
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366 | xmin = "(\d+\.?\d*) *[\r\n]+"
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367 | xmax = "(\d+\.?\d*) *[\r\n]+"
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368 | size = "(\d+) *[\r\n]+"
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369 | m = re.compile(classid + nameid + xmin + xmax + size + trans) |
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370 | self.tier_info = m.findall(self.tier)[0] |
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371 | self.classid = self.tier_info[0] |
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372 | self.nameid = self.tier_info[1] |
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373 | self.xmin = float(self.tier_info[2]) |
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374 | self.xmax = float(self.tier_info[3]) |
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375 | if self.size != None: |
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376 | self.size = int(self.tier_info[4]) |
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377 | self.transcript = self.tier_info[-1] |
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378 | |||
379 | def make_simple_transcript(self): |
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380 | """
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381 | @return: Transcript of the tier, in form [(start_time end_time label)]
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382 | """
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383 | |||
384 | if self.text_type == "ChronTextFile": |
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385 | trans_head = ""
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386 | trans_xmin = " (\S+)"
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387 | trans_xmax = " (\S+)[\r\n]+"
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388 | trans_text = "\"([\S\s]*?)\""
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389 | elif self.text_type == "ooTextFile": |
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390 | trans_head = " *\S+ \[\d+\]: *[\r\n]+"
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391 | trans_xmin = " *\S+ = (\S+) *[\r\n]+"
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392 | trans_xmax = " *\S+ = (\S+) *[\r\n]+"
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393 | trans_text = " *\S+ = \"([^\"]*?)\""
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394 | elif self.text_type == "OldooTextFile": |
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395 | trans_head = ""
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396 | trans_xmin = "(.*)[\r\n]+"
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397 | trans_xmax = "(.*)[\r\n]+"
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398 | trans_text = "\"([\S\s]*?)\""
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399 | if self.classid == TEXTTIER: |
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400 | trans_xmin = ""
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401 | trans_m = re.compile(trans_head + trans_xmin + trans_xmax + trans_text) |
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402 | self.simple_transcript = trans_m.findall(self.transcript) |
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403 | return self.simple_transcript |
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404 | |||
405 | def transcript(self): |
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406 | """
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407 | @return: Transcript of the tier, as it appears in the file.
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408 | """
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409 | |||
410 | return self.transcript |
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411 | |||
412 | def time(self, non_speech_char="."): |
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413 | """
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414 | @return: Utterance time of a given tier.
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415 | Screens out entries that begin with a non-speech marker.
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416 | """
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417 | |||
418 | total = 0.0
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419 | if self.classid != TEXTTIER: |
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420 | for (time1, time2, utt) in self.simple_transcript: |
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421 | utt = utt.strip() |
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422 | if utt and not utt[0] == ".": |
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423 | total += (float(time2) - float(time1)) |
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424 | return total
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425 | |||
426 | def tier_name(self): |
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427 | """
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428 | @return: Tier name of a given tier.
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429 | """
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430 | |||
431 | return self.nameid |
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432 | |||
433 | def classid(self): |
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434 | """
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435 | @return: Type of transcription on tier.
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436 | """
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437 | |||
438 | return self.classid |
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439 | |||
440 | def min_max(self): |
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441 | """
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442 | @return: (xmin, xmax) tuple for a given tier.
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443 | """
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444 | |||
445 | return (self.xmin, self.xmax) |
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446 | |||
447 | def __repr__(self): |
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448 | return "<%s \"%s\" (%.2f, %.2f) %.2f%%>" % (self.classid, self.nameid, self.xmin, self.xmax, 100*self.time()/self.t_time) |
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449 | |||
450 | def __str__(self): |
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451 | return self.__repr__() + "\n " + "\n ".join(" ".join(row) for row in self.simple_transcript) |
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452 | |||
453 | def demo_TextGrid(demo_data): |
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454 | print "** Demo of the TextGrid class. **" |
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455 | |||
456 | fid = TextGrid(demo_data) |
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457 | print "Tiers:", fid.size |
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458 | |||
459 | for i, tier in enumerate(fid): |
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460 | print "\n***" |
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461 | print "Tier:", i + 1 |
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462 | print tier
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463 | |||
464 | def demo(): |
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465 | # Each demo demonstrates different TextGrid formats.
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466 | print "Format 1" |
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467 | demo_TextGrid(demo_data1) |
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468 | print "\nFormat 2" |
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469 | demo_TextGrid(demo_data2) |
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470 | print "\nFormat 3" |
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471 | demo_TextGrid(demo_data3) |
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472 | |||
473 | |||
474 | demo_data1 = """File type = "ooTextFile"
|
||
475 | Object class = "TextGrid"
|
||
476 |
|
||
477 | xmin = 0
|
||
478 | xmax = 2045.144149659864
|
||
479 | tiers? <exists>
|
||
480 | size = 3
|
||
481 | item []:
|
||
482 | item [1]:
|
||
483 | class = "IntervalTier"
|
||
484 | name = "utterances"
|
||
485 | xmin = 0
|
||
486 | xmax = 2045.144149659864
|
||
487 | intervals: size = 5
|
||
488 | intervals [1]:
|
||
489 | xmin = 0
|
||
490 | xmax = 2041.4217474125382
|
||
491 | text = ""
|
||
492 | intervals [2]:
|
||
493 | xmin = 2041.4217474125382
|
||
494 | xmax = 2041.968276643991
|
||
495 | text = "this"
|
||
496 | intervals [3]:
|
||
497 | xmin = 2041.968276643991
|
||
498 | xmax = 2042.5281632653062
|
||
499 | text = "is"
|
||
500 | intervals [4]:
|
||
501 | xmin = 2042.5281632653062
|
||
502 | xmax = 2044.0487352585324
|
||
503 | text = "a"
|
||
504 | intervals [5]:
|
||
505 | xmin = 2044.0487352585324
|
||
506 | xmax = 2045.144149659864
|
||
507 | text = "demo"
|
||
508 | item [2]:
|
||
509 | class = "TextTier"
|
||
510 | name = "notes"
|
||
511 | xmin = 0
|
||
512 | xmax = 2045.144149659864
|
||
513 | points: size = 3
|
||
514 | points [1]:
|
||
515 | time = 2041.4217474125382
|
||
516 | mark = ".begin_demo"
|
||
517 | points [2]:
|
||
518 | time = 2043.8338291031832
|
||
519 | mark = "voice gets quiet here"
|
||
520 | points [3]:
|
||
521 | time = 2045.144149659864
|
||
522 | mark = ".end_demo"
|
||
523 | item [3]:
|
||
524 | class = "IntervalTier"
|
||
525 | name = "phones"
|
||
526 | xmin = 0
|
||
527 | xmax = 2045.144149659864
|
||
528 | intervals: size = 12
|
||
529 | intervals [1]:
|
||
530 | xmin = 0
|
||
531 | xmax = 2041.4217474125382
|
||
532 | text = ""
|
||
533 | intervals [2]:
|
||
534 | xmin = 2041.4217474125382
|
||
535 | xmax = 2041.5438290324326
|
||
536 | text = "D"
|
||
537 | intervals [3]:
|
||
538 | xmin = 2041.5438290324326
|
||
539 | xmax = 2041.7321032910372
|
||
540 | text = "I"
|
||
541 | intervals [4]:
|
||
542 | xmin = 2041.7321032910372
|
||
543 | xmax = 2041.968276643991
|
||
544 | text = "s"
|
||
545 | intervals [5]:
|
||
546 | xmin = 2041.968276643991
|
||
547 | xmax = 2042.232189031843
|
||
548 | text = "I"
|
||
549 | intervals [6]:
|
||
550 | xmin = 2042.232189031843
|
||
551 | xmax = 2042.5281632653062
|
||
552 | text = "z"
|
||
553 | intervals [7]:
|
||
554 | xmin = 2042.5281632653062
|
||
555 | xmax = 2044.0487352585324
|
||
556 | text = "eI"
|
||
557 | intervals [8]:
|
||
558 | xmin = 2044.0487352585324
|
||
559 | xmax = 2044.2487352585324
|
||
560 | text = "dc"
|
||
561 | intervals [9]:
|
||
562 | xmin = 2044.2487352585324
|
||
563 | xmax = 2044.3102321849011
|
||
564 | text = "d"
|
||
565 | intervals [10]:
|
||
566 | xmin = 2044.3102321849011
|
||
567 | xmax = 2044.5748932104329
|
||
568 | text = "E"
|
||
569 | intervals [11]:
|
||
570 | xmin = 2044.5748932104329
|
||
571 | xmax = 2044.8329108578437
|
||
572 | text = "m"
|
||
573 | intervals [12]:
|
||
574 | xmin = 2044.8329108578437
|
||
575 | xmax = 2045.144149659864
|
||
576 | text = "oU"
|
||
577 | """
|
||
578 | |||
579 | demo_data2 = """File type = "ooTextFile"
|
||
580 | Object class = "TextGrid"
|
||
581 |
|
||
582 | 0
|
||
583 | 2.8
|
||
584 | <exists>
|
||
585 | 2
|
||
586 | "IntervalTier"
|
||
587 | "utterances"
|
||
588 | 0
|
||
589 | 2.8
|
||
590 | 3
|
||
591 | 0
|
||
592 | 1.6229213249309031
|
||
593 | ""
|
||
594 | 1.6229213249309031
|
||
595 | 2.341428074708195
|
||
596 | "demo"
|
||
597 | 2.341428074708195
|
||
598 | 2.8
|
||
599 | ""
|
||
600 | "IntervalTier"
|
||
601 | "phones"
|
||
602 | 0
|
||
603 | 2.8
|
||
604 | 6
|
||
605 | 0
|
||
606 | 1.6229213249309031
|
||
607 | ""
|
||
608 | 1.6229213249309031
|
||
609 | 1.6428291382019483
|
||
610 | "dc"
|
||
611 | 1.6428291382019483
|
||
612 | 1.65372183721983721
|
||
613 | "d"
|
||
614 | 1.65372183721983721
|
||
615 | 1.94372874328943728
|
||
616 | "E"
|
||
617 | 1.94372874328943728
|
||
618 | 2.13821938291038210
|
||
619 | "m"
|
||
620 | 2.13821938291038210
|
||
621 | 2.341428074708195
|
||
622 | "oU"
|
||
623 | 2.341428074708195
|
||
624 | 2.8
|
||
625 | ""
|
||
626 | """
|
||
627 | |||
628 | demo_data3 = """"Praat chronological TextGrid text file"
|
||
629 | 0 2.8 ! Time domain.
|
||
630 | 2 ! Number of tiers.
|
||
631 | "IntervalTier" "utterances" 0 2.8
|
||
632 | "IntervalTier" "utterances" 0 2.8
|
||
633 | 1 0 1.6229213249309031
|
||
634 | ""
|
||
635 | 2 0 1.6229213249309031
|
||
636 | ""
|
||
637 | 2 1.6229213249309031 1.6428291382019483
|
||
638 | "dc"
|
||
639 | 2 1.6428291382019483 1.65372183721983721
|
||
640 | "d"
|
||
641 | 2 1.65372183721983721 1.94372874328943728
|
||
642 | "E"
|
||
643 | 2 1.94372874328943728 2.13821938291038210
|
||
644 | "m"
|
||
645 | 2 2.13821938291038210 2.341428074708195
|
||
646 | "oU"
|
||
647 | 1 1.6229213249309031 2.341428074708195
|
||
648 | "demo"
|
||
649 | 1 2.341428074708195 2.8
|
||
650 | ""
|
||
651 | 2 2.341428074708195 2.8
|
||
652 | ""
|
||
653 | """
|
||
654 | |||
655 | if __name__ == "__main__": |
||
656 | demo() |