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Timit

The DARPA TIMIT Acoustic-Phonetic Continuous Speech Corpus.

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The DARPA TIMIT Acoustic-Phonetic Continuous Speech Corpus

  • Download Link (Free, provided by AcademicTorrents): https://goo.gl/l0sPwz
  • Kaggle Dataset: https://www.kaggle.com/mfekadu/darpa-timit-acousticphonetic-continuous-speech
  • Type: Dataset
  • Abstract: The DARPA TIMIT Acoustic-Phonetic Continuous Speech Corpus (TIMIT) Training and Test Data

The TIMIT corpus of read speech has been designed to provide speech data for the acquisition of acoustic-phonetic knowledge and for the development and evaluation of automatic speech recognition systems. TIMIT has resulted from the joint efforts of several sites under sponsorship from the Defense Advanced Research Projects Agency - Information Science and Technology Office (DARPA-ISTO). Text corpus design was a joint effort among the Massachusetts Institute of Technology (MIT), Stanford Research Institute (SRI), and Texas Instruments (TI). The speech was recorded at TI, transcribed at MIT, and has been maintained, verified, and prepared for CD-ROM production by the National Institute of Standards and Technology (NIST). This file contains a brief description of the TIMIT Speech Corpus. Additional information including the referenced material and some relevant reprints of articles may be found in the printed documentation which is also available from NTIS (NTIS# PB91-100354).

Corpus Speaker Distribution

TIMIT contains a total of 6300 sentences, 10 sentences spoken by each of 630 speakers from 8 major dialect regions of the United States. Table 1 shows the number of speakers for the 8 dialect regions, broken down by sex. The percentages are given in parentheses. A speaker's dialect region is the geographical area of the U.S. where they lived during their childhood years. The geographical areas correspond with recognized dialect regions in U.S. (Language Files, Ohio State University Linguistics Dept., 1982), with the exception of the Western region (dr7) in which dialect boundaries are not known with any confidence and dialect region 8 where the speakers moved around a lot during their childhood.

   Table 1:  Dialect distribution of speakers

      Dialect
      Region(dr)    #Male    #Female    Total
      ----------  --------- ---------  ----------
         1         31 (63%)  18 (27%)   49 (8%)  
         2         71 (70%)  31 (30%)  102 (16%) 
         3         79 (67%)  23 (23%)  102 (16%) 
         4         69 (69%)  31 (31%)  100 (16%) 
         5         62 (63%)  36 (37%)   98 (16%) 
         6         30 (65%)  16 (35%)   46 (7%) 
         7         74 (74%)  26 (26%)  100 (16%) 
         8         22 (67%)  11 (33%)   33 (5%)
       ------     --------- ---------  ---------- 
         8        438 (70%) 192 (30%)  630 (100%)

The dialect regions are:
     dr1:  New England
     dr2:  Northern
     dr3:  North Midland
     dr4:  South Midland
     dr5:  Southern
     dr6:  New York City
     dr7:  Western
     dr8:  Army Brat (moved around)

Corpus Text Material

The text material in the TIMIT prompts (found in the file "prompts.doc") consists of 2 dialect "shibboleth" sentences designed at SRI, 450 phonetically-compact sentences designed at MIT, and 1890 phonetically-diverse sentences selected at TI. The dialect sentences (the SA sentences) were meant to expose the dialectal variants of the speakers and were read by all 630 speakers. The phonetically-compact sentences were designed to provide a good coverage of pairs of phones, with extra occurrences of phonetic contexts thought to be either difficult or of particular interest. Each speaker read 5 of these sentences (the SX sentences) and each text was spoken by 7 different speakers. The phonetically-diverse sentences (the SI sentences) were selected from existing text sources - the Brown Corpus (Kuchera and Francis, 1967) and the Playwrights Dialog (Hultzen, et al., 1964) - so as to add diversity in sentence types and phonetic contexts. The selection criteria maximized the variety of allophonic contexts found in the texts. Each speaker read 3 of these sentences, with each sentence being read only by a single speaker. Table 2 summarizes the speech material in TIMIT.

Table 2:  TIMIT speech material
  Sentence Type   #Sentences   #Speakers   Total   #Sentences/Speaker
  -------------   ----------   ---------   -----   ------------------
  Dialect (SA)          2         630       1260           2
  Compact (SX)        450           7       3150           5
  Diverse (SI)       1890           1       1890           3
  -------------   ----------   ---------   -----    ----------------
  Total              2342                   6300          10

Suggested Training/Test Subdivision

The speech material has been subdivided into portions for training and testing. The criteria for the subdivision is described in the file "testset.doc". THIS SUBDIVISION HAS NO RELATION TO THE DATA DISTRIBUTED ON THE PROTOTYPE VERSION OF THE CDROM.

Core Test Set:

The test data has a core portion containing 24 speakers, 2 male and 1 female from each dialect region. The core test speakers are shown in Table 3. Each speaker read a different set of SX sentences. Thus the core test material contains 192 sentences, 5 SX and 3 SI for each speaker, each having a distinct text prompt.

    Table 3:  The core test set of 24 speakers

     Dialect        Male      Female
     -------       ------     ------
        1        DAB0, WBT0    ELC0    
        2        TAS1, WEW0    PAS0    
        3        JMP0, LNT0    PKT0    
        4        LLL0, TLS0    JLM0    
        5        BPM0, KLT0    NLP0    
        6        CMJ0, JDH0    MGD0    
        7        GRT0, NJM0    DHC0
        8        JLN0, PAM0    MLD0

Complete Test Set:

A more extensive test set was obtained by including the sentences from all speakers that read any of the SX texts included in the core test set. In doing so, no sentence text appears in both the training and test sets. This complete test set contains a total of 168 speakers and 1344 utterances, accounting for about 27% of the total speech material. The resulting dialect distribution of the 168 speaker test set is given in Table 4. The complete test material contains 624 distinct texts.

     Table 4:  Dialect distribution for complete test set

      Dialect    #Male   #Female   Total
      -------    -----   -------   -----
        1           7        4       11
        2          18        8       26
        3          23        3       26
        4          16       16       32
        5          17       11       28
        6           8        3       11
        7          15        8       23
        8           8        3       11
      -----      -----   -------   ------
      Total       112       56      168

CDROM TIMIT Directory and File Structure

The speech and associated data is organized on the CD-ROM according to the following hierarchy:

/<CORPUS>/<USAGE>/<DIALECT>/<SEX><SPEAKER_ID>/<SENTENCE_ID>.<FILE_TYPE>

 CORPUS :== timit
 USAGE :== train | test
 DIALECT :== dr1 | dr2 | dr3 | dr4 | dr5 | dr6 | dr7 | dr8 
             (see Table 1 for dialect code description)
 SEX :== m | f
 SPEAKER_ID :== &lt;INITIALS&gt;&lt;DIGIT&gt;

      where, 
      INITIALS :== speaker initials, 3 letters
      DIGIT :== number 0-9 to differentiate speakers with identical
                initials

 SENTENCE_ID :== &lt;TEXT_TYPE&gt;&lt;SENTENCE_NUMBER&gt;

      where,

      TEXT_TYPE :== sa | si | sx
                    (see Section 2 for sentence text type description)
      SENTENCE_NUMBER :== 1 ... 2342

 FILE_TYPE :== wav | txt | wrd | phn
               (see Table 5 for file type description)

Examples: /timit/train/dr1/fcjf0/sa1.wav

(TIMIT corpus, training set, dialect region 1, female speaker, speaker-ID "cjf0", sentence text "sa1", speech waveform file)

/timit/test/df5/mbpm0/sx407.phn

(TIMIT corpus, test set, dialect region 5, male speaker, speaker-ID "bpm0", sentence text "sx407", phonetic transcription file)

Online documentation and tables are located in the directory "timit/doc". A brief description of each file in this directory can be found in Section 6.

File Types

The TIMIT corpus includes several files associated with each utterance. In addition to a speech waveform file (.wav), three associated transcription files (.txt, .wrd, .phn) exist. These associated files have the form:

<BEGIN_SAMPLE> <END_SAMPLE> <TEXT><new-line> . . . <BEGIN_SAMPLE> <END_SAMPLE> <TEXT><new-line>

where,

                BEGIN_SAMPLE :== The beginning integer sample number for the 
                                 segment (Note: The first BEGIN_SAMPLE of each 
                                 file is always 0)

                END_SAMPLE :== The ending integer sample number for the segment
                               (Note: Because of the transcription method used,
                               the last END_SAMPLE in each transcription file 
                               may be less than the actual last sample in the
                               corresponding .wav file)

                TEXT :== &lt;ORTHOGRAPHY&gt; | &lt;WORD_LABEL&gt; | &lt;PHONETIC_LABEL&gt;

                where,

                     ORTHOGRAPHY :== Complete orthographic text transcription
                     WORD_LABEL :== Single word from the orthography
                     PHONETIC_LABEL :== Single phonetic transcription code
                                        (See "phoncode.doc" for description 
                                        of codes)
 Table 5:  Utterance-associated file types       
 File Type                     Description
 ---------  ------------------------------------------------------

     .wav - SPHERE-headered speech waveform file.  (See the "/sphere"
            directory for speech file manipulation utilities.)

     .txt - Associated orthographic transcription of
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