Code for the paper titled "Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages"

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Deep LearningCMST
Overview

Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages

Code for the paper titled "Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages"

File organization

  • Preprocessing : contains all files used to preprocess the data (Python 3.6)
  • Data : contains data required to run this code
  • Statistics : contains all files that contains statistics of the dataset

Dataset

file name discription
train/test/dev.csv This is the dataset for code-mixed Speech Translation.
chopped_audios This contains all the audios, transcription and translation.

Statistics of Corpora contained

Languages #types #tokens Types per line Tokens per line Avg. token length
English[100%] 40,324 601889 10.58 11.27 4.92
French (France) 50510 645651 11.38 12.09 5.08
German[100%] 50748 584575 10.44 10.95 5.57
Gujarati[100%] 41959 584989 10.37 10.95 4.46
Hindi[100%] 29744 716800 12.36 13.42 3.74
Hungarian[100%] 84872 506608 9.13 9.49 5.89
Indonesian[100%] 39365 653374 11.54 12.23 6.14
Italian[100%] 52372 512061 9.23 9.59 5.37
Latvian[100%] 70040 477106 8.69 8.93 5.72
Lithuanian[100%] 75222 491558 8.92 9.2 6.04
Nepali[100%] 52630 570268 10.03 10.68 4.88
Persian (Farsi)[100%] 51722 598096 10.61 11.2 4.1
Polish[100%] 71662 494263 8.99 9.25 5.86
Portuguese (Brazil)[100%] 50087 608432 10.8 11.39 5.12
Russian[100%] 72162 490908 8.96 9.19 5.79
Slovak[100%] 73789 520465 9.39 9.75 5.37
Slovenian[100%] 68619 516649 9.35 9.67 5.3
Spanish[100%] 49806 608868 10.75 11.4 5.07
Swedish[100%] 48233 581751 10.31 10.89 5
Tamil[100%] 84183 460678 8.37 8.63 7.65
Telugu[100%] 72006 464665 8.34 8.7 6.56
Turkish[100%] 78957 453521 8.27 8.49 6.35
Bulgarian[100%] 60712 564150 10.1 10.56 5.24
Croatian[100%] 73075 531326 9.58 9.95 5.28
Danish[100%] 50170 587253 10.4 11 4.98
Dutch[100%] 42716 595464 10.52 11.15 5.05

Code-mixing

All languages in Code-mixing

Language Total Words Unique Words Percentage
English 500136 6312 83.6
Bengali 46933 3907 7.84
Sanskrit 51246 7202 8.56
Total 598315 17421 100

Types of Code-mixing

English-Sanskrit Sanskrit-English English-Bengali Bengali-English
Inter-Sentential 2356 2366 339 339
Intra-Sentential 2338 851 124 0
Owner
Ayush Daksh
IIT Kharagpur | Mathematics & Computing | 3rd Year | NLP | UG Researcher
Ayush Daksh
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