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Datasets:
Phsntom
/
WaxalNLP

Tasks:
Automatic Speech Recognition
Text-to-Speech
Modalities:
Audio
Text
Formats:
parquet
Languages:
Acoli
Akan
Amharic
Size:
1M - 10M
Tags:
audio
automatic-speech-recognition
text-to-speech
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
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1
Phsntom perrynelson commited on
Commit
08a9c23
·
0 Parent(s):

Duplicate from google/WaxalNLP

Browse files

Co-authored-by: Perry Nelson <perrynelson@users.noreply.huggingface.co>

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1
+ ---
2
+ license:
3
+ - cc-by-sa-4.0
4
+ - cc-by-4.0
5
+ annotation_creators:
6
+ - human-annotated
7
+ - crowdsourced
8
+ language_creators:
9
+ - creator_1
10
+ tags:
11
+ - audio
12
+ - automatic-speech-recognition
13
+ - text-to-speech
14
+ language:
15
+ - ach
16
+ - aka
17
+ - amh
18
+ - dag
19
+ - dga
20
+ - ewe
21
+ - fat
22
+ - ful
23
+ - hau
24
+ - ibo
25
+ - kik
26
+ - kpo
27
+ - lin
28
+ - lug
29
+ - luo
30
+ - mas
31
+ - mlg
32
+ - nyn
33
+ - orm
34
+ - sid
35
+ - sna
36
+ - sog
37
+ - swa
38
+ - tir
39
+ - twi
40
+ - wal
41
+ - yor
42
+ multilinguality:
43
+ - multilingual
44
+ pretty_name: Waxal NLP Datasets
45
+ task_categories:
46
+ - automatic-speech-recognition
47
+ - text-to-speech
48
+ source_datasets:
49
+ - UGSpeechData
50
+ - DigitalUmuganda/AfriVoice
51
+ - original
52
+ configs:
53
+ - config_name: ach_asr
54
+ data_files:
55
+ - split: train
56
+ path: "data/ASR/ach/ach-train-*"
57
+ - split: validation
58
+ path: "data/ASR/ach/ach-validation-*"
59
+ - split: test
60
+ path: "data/ASR/ach/ach-test-*"
61
+ - split: unlabeled
62
+ path: "data/ASR/ach/ach-unlabeled-*"
63
+ - config_name: ach_tts
64
+ data_files:
65
+ - split: train
66
+ path: "data/TTS/ach/ach-train-*"
67
+ - split: validation
68
+ path: "data/TTS/ach/ach-validation-*"
69
+ - split: test
70
+ path: "data/TTS/ach/ach-test-*"
71
+ - config_name: aka_asr
72
+ data_files:
73
+ - split: train
74
+ path: "data/ASR/aka/aka-train-*"
75
+ - split: validation
76
+ path: "data/ASR/aka/aka-validation-*"
77
+ - split: test
78
+ path: "data/ASR/aka/aka-test-*"
79
+ - split: unlabeled
80
+ path: "data/ASR/aka/aka-unlabeled-*"
81
+ - config_name: amh_asr
82
+ data_files:
83
+ - split: train
84
+ path: "data/ASR/amh/amh-train-*"
85
+ - split: validation
86
+ path: "data/ASR/amh/amh-validation-*"
87
+ - split: test
88
+ path: "data/ASR/amh/amh-test-*"
89
+ - split: unlabeled
90
+ path: "data/ASR/amh/amh-unlabeled-*"
91
+
92
+ - config_name: dag_asr
93
+ data_files:
94
+ - split: train
95
+ path: "data/ASR/dag/dag-train-*"
96
+ - split: validation
97
+ path: "data/ASR/dag/dag-validation-*"
98
+ - split: test
99
+ path: "data/ASR/dag/dag-test-*"
100
+ - split: unlabeled
101
+ path: "data/ASR/dag/dag-unlabeled-*"
102
+ - config_name: dga_asr
103
+ data_files:
104
+ - split: train
105
+ path: "data/ASR/dga/dga-train-*"
106
+ - split: validation
107
+ path: "data/ASR/dga/dga-validation-*"
108
+ - split: test
109
+ path: "data/ASR/dga/dga-test-*"
110
+ - split: unlabeled
111
+ path: "data/ASR/dga/dga-unlabeled-*"
112
+ - config_name: ewe_asr
113
+ data_files:
114
+ - split: train
115
+ path: "data/ASR/ewe/ewe-train-*"
116
+ - split: validation
117
+ path: "data/ASR/ewe/ewe-validation-*"
118
+ - split: test
119
+ path: "data/ASR/ewe/ewe-test-*"
120
+ - split: unlabeled
121
+ path: "data/ASR/ewe/ewe-unlabeled-*"
122
+ - config_name: fat_tts
123
+ data_files:
124
+ - split: train
125
+ path: "data/TTS/fat/fat-train-*"
126
+ - split: validation
127
+ path: "data/TTS/fat/fat-validation-*"
128
+ - split: test
129
+ path: "data/TTS/fat/fat-test-*"
130
+ - config_name: ful_asr
131
+ data_files:
132
+ - split: train
133
+ path: "data/ASR/ful/ful-train-*"
134
+ - split: validation
135
+ path: "data/ASR/ful/ful-validation-*"
136
+ - split: test
137
+ path: "data/ASR/ful/ful-test-*"
138
+ - split: unlabeled
139
+ path: "data/ASR/ful/ful-unlabeled-*"
140
+ - config_name: ful_tts
141
+ data_files:
142
+ - split: train
143
+ path: "data/TTS/ful/ful-train-*"
144
+ - split: validation
145
+ path: "data/TTS/ful/ful-validation-*"
146
+ - split: test
147
+ path: "data/TTS/ful/ful-test-*"
148
+ - config_name: hau_tts
149
+ data_files:
150
+ - split: train
151
+ path: "data/TTS/hau/hau-train-*"
152
+ - split: validation
153
+ path: "data/TTS/hau/hau-validation-*"
154
+ - split: test
155
+ path: "data/TTS/hau/hau-test-*"
156
+ - config_name: ibo_tts
157
+ data_files:
158
+ - split: train
159
+ path: "data/TTS/ibo/ibo-train-*"
160
+ - split: validation
161
+ path: "data/TTS/ibo/ibo-validation-*"
162
+ - split: test
163
+ path: "data/TTS/ibo/ibo-test-*"
164
+ - config_name: kik_tts
165
+ data_files:
166
+ - split: train
167
+ path: "data/TTS/kik/kik-train-*"
168
+ - split: validation
169
+ path: "data/TTS/kik/kik-validation-*"
170
+ - split: test
171
+ path: "data/TTS/kik/kik-test-*"
172
+ - config_name: kpo_asr
173
+ data_files:
174
+ - split: train
175
+ path: "data/ASR/kpo/kpo-train-*"
176
+ - split: validation
177
+ path: "data/ASR/kpo/kpo-validation-*"
178
+ - split: test
179
+ path: "data/ASR/kpo/kpo-test-*"
180
+ - split: unlabeled
181
+ path: "data/ASR/kpo/kpo-unlabeled-*"
182
+ - config_name: lin_asr
183
+ data_files:
184
+ - split: train
185
+ path: "data/ASR/lin/lin-train-*"
186
+ - split: validation
187
+ path: "data/ASR/lin/lin-validation-*"
188
+ - split: test
189
+ path: "data/ASR/lin/lin-test-*"
190
+ - split: unlabeled
191
+ path: "data/ASR/lin/lin-unlabeled-*"
192
+ - config_name: lug_asr
193
+ data_files:
194
+ - split: train
195
+ path: "data/ASR/lug/lug-train-*"
196
+ - split: validation
197
+ path: "data/ASR/lug/lug-validation-*"
198
+ - split: test
199
+ path: "data/ASR/lug/lug-test-*"
200
+ - split: unlabeled
201
+ path: "data/ASR/lug/lug-unlabeled-*"
202
+ - config_name: lug_tts
203
+ data_files:
204
+ - split: train
205
+ path: "data/TTS/lug/lug-train-*"
206
+ - split: validation
207
+ path: "data/TTS/lug/lug-validation-*"
208
+ - split: test
209
+ path: "data/TTS/lug/lug-test-*"
210
+ - config_name: luo_tts
211
+ data_files:
212
+ - split: train
213
+ path: "data/TTS/luo/luo-train-*"
214
+ - split: validation
215
+ path: "data/TTS/luo/luo-validation-*"
216
+ - split: test
217
+ path: "data/TTS/luo/luo-test-*"
218
+ - config_name: mas_asr
219
+ data_files:
220
+ - split: train
221
+ path: "data/ASR/mas/mas-train-*"
222
+ - split: validation
223
+ path: "data/ASR/mas/mas-validation-*"
224
+ - split: test
225
+ path: "data/ASR/mas/mas-test-*"
226
+ - split: unlabeled
227
+ path: "data/ASR/mas/mas-unlabeled-*"
228
+ - config_name: mlg_asr
229
+ data_files:
230
+ - split: train
231
+ path: "data/ASR/mlg/mlg-train-*"
232
+ - split: validation
233
+ path: "data/ASR/mlg/mlg-validation-*"
234
+ - split: test
235
+ path: "data/ASR/mlg/mlg-test-*"
236
+ - split: unlabeled
237
+ path: "data/ASR/mlg/mlg-unlabeled-*"
238
+ - config_name: nyn_asr
239
+ data_files:
240
+ - split: train
241
+ path: "data/ASR/nyn/nyn-train-*"
242
+ - split: validation
243
+ path: "data/ASR/nyn/nyn-validation-*"
244
+ - split: test
245
+ path: "data/ASR/nyn/nyn-test-*"
246
+ - split: unlabeled
247
+ path: "data/ASR/nyn/nyn-unlabeled-*"
248
+ - config_name: nyn_tts
249
+ data_files:
250
+ - split: train
251
+ path: "data/TTS/nyn/nyn-train-*"
252
+ - split: validation
253
+ path: "data/TTS/nyn/nyn-validation-*"
254
+ - split: test
255
+ path: "data/TTS/nyn/nyn-test-*"
256
+ - config_name: orm_asr
257
+ data_files:
258
+ - split: train
259
+ path: "data/ASR/orm/orm-train-*"
260
+ - split: validation
261
+ path: "data/ASR/orm/orm-validation-*"
262
+ - split: test
263
+ path: "data/ASR/orm/orm-test-*"
264
+ - split: unlabeled
265
+ path: "data/ASR/orm/orm-unlabeled-*"
266
+
267
+ - config_name: sid_asr
268
+ data_files:
269
+ - split: train
270
+ path: "data/ASR/sid/sid-train-*"
271
+ - split: validation
272
+ path: "data/ASR/sid/sid-validation-*"
273
+ - split: test
274
+ path: "data/ASR/sid/sid-test-*"
275
+ - split: unlabeled
276
+ path: "data/ASR/sid/sid-unlabeled-*"
277
+
278
+ - config_name: sna_asr
279
+ data_files:
280
+ - split: train
281
+ path: "data/ASR/sna/sna-train-*"
282
+ - split: validation
283
+ path: "data/ASR/sna/sna-validation-*"
284
+ - split: test
285
+ path: "data/ASR/sna/sna-test-*"
286
+ - split: unlabeled
287
+ path: "data/ASR/sna/sna-unlabeled-*"
288
+ - config_name: tir_asr
289
+ data_files:
290
+ - split: train
291
+ path: "data/ASR/tir/tir-train-*"
292
+ - split: validation
293
+ path: "data/ASR/tir/tir-validation-*"
294
+ - split: test
295
+ path: "data/ASR/tir/tir-test-*"
296
+ - split: unlabeled
297
+ path: "data/ASR/tir/tir-unlabeled-*"
298
+
299
+ - config_name: sog_asr
300
+ data_files:
301
+ - split: train
302
+ path: "data/ASR/sog/sog-train-*"
303
+ - split: validation
304
+ path: "data/ASR/sog/sog-validation-*"
305
+ - split: test
306
+ path: "data/ASR/sog/sog-test-*"
307
+ - split: unlabeled
308
+ path: "data/ASR/sog/sog-unlabeled-*"
309
+ - config_name: swa_tts
310
+ data_files:
311
+ - split: train
312
+ path: "data/TTS/swa/swa-train-*"
313
+ - split: validation
314
+ path: "data/TTS/swa/swa-validation-*"
315
+ - split: test
316
+ path: "data/TTS/swa/swa-test-*"
317
+ - config_name: twi_tts
318
+ data_files:
319
+ - split: train
320
+ path: "data/TTS/twi/twi-train-*"
321
+ - split: validation
322
+ path: "data/TTS/twi/twi-validation-*"
323
+ - split: test
324
+ path: "data/TTS/twi/twi-test-*"
325
+ - config_name: yor_tts
326
+ data_files:
327
+ - split: train
328
+ path: "data/TTS/yor/yor-train-*"
329
+ - split: validation
330
+ path: "data/TTS/yor/yor-validation-*"
331
+ - split: test
332
+ path: "data/TTS/yor/yor-test-*"
333
+ - config_name: wal_asr
334
+ data_files:
335
+ - split: train
336
+ path: "data/ASR/wal/wal-train-*"
337
+ - split: validation
338
+ path: "data/ASR/wal/wal-validation-*"
339
+ - split: test
340
+ path: "data/ASR/wal/wal-test-*"
341
+ - split: unlabeled
342
+ path: "data/ASR/wal/wal-unlabeled-*"
343
+
344
+ dataset_info:
345
+ - config_name: ach_asr
346
+ features:
347
+ - name: id
348
+ dtype: string
349
+ - name: speaker_id
350
+ dtype: string
351
+ - name: transcription
352
+ dtype: string
353
+ - name: language
354
+ dtype: string
355
+ - name: gender
356
+ dtype: string
357
+ - name: audio
358
+ dtype: audio
359
+ - config_name: ach_tts
360
+ features:
361
+ - name: id
362
+ dtype: string
363
+ - name: speaker_id
364
+ dtype: string
365
+ - name: text
366
+ dtype: string
367
+ - name: locale
368
+ dtype: string
369
+ - name: gender
370
+ dtype: string
371
+ - name: audio
372
+ dtype: audio
373
+ - config_name: aka_asr
374
+ features:
375
+ - name: id
376
+ dtype: string
377
+ - name: speaker_id
378
+ dtype: string
379
+ - name: transcription
380
+ dtype: string
381
+ - name: language
382
+ dtype: string
383
+ - name: gender
384
+ dtype: string
385
+ - name: audio
386
+ dtype: audio
387
+
388
+ - config_name: dag_asr
389
+ features:
390
+ - name: id
391
+ dtype: string
392
+ - name: speaker_id
393
+ dtype: string
394
+ - name: transcription
395
+ dtype: string
396
+ - name: language
397
+ dtype: string
398
+ - name: gender
399
+ dtype: string
400
+ - name: audio
401
+ dtype: audio
402
+ - config_name: dga_asr
403
+ features:
404
+ - name: id
405
+ dtype: string
406
+ - name: speaker_id
407
+ dtype: string
408
+ - name: transcription
409
+ dtype: string
410
+ - name: language
411
+ dtype: string
412
+ - name: gender
413
+ dtype: string
414
+ - name: audio
415
+ dtype: audio
416
+ - config_name: ewe_asr
417
+ features:
418
+ - name: id
419
+ dtype: string
420
+ - name: speaker_id
421
+ dtype: string
422
+ - name: transcription
423
+ dtype: string
424
+ - name: language
425
+ dtype: string
426
+ - name: gender
427
+ dtype: string
428
+ - name: audio
429
+ dtype: audio
430
+ - config_name: fat_tts
431
+ features:
432
+ - name: id
433
+ dtype: string
434
+ - name: speaker_id
435
+ dtype: string
436
+ - name: text
437
+ dtype: string
438
+ - name: locale
439
+ dtype: string
440
+ - name: gender
441
+ dtype: string
442
+ - name: audio
443
+ dtype: audio
444
+ - config_name: ful_asr
445
+ features:
446
+ - name: id
447
+ dtype: string
448
+ - name: speaker_id
449
+ dtype: string
450
+ - name: transcription
451
+ dtype: string
452
+ - name: language
453
+ dtype: string
454
+ - name: gender
455
+ dtype: string
456
+ - name: audio
457
+ dtype: audio
458
+ - config_name: ful_tts
459
+ features:
460
+ - name: id
461
+ dtype: string
462
+ - name: speaker_id
463
+ dtype: string
464
+ - name: text
465
+ dtype: string
466
+ - name: locale
467
+ dtype: string
468
+ - name: gender
469
+ dtype: string
470
+ - name: audio
471
+ dtype: audio
472
+ - config_name: hau_tts
473
+ features:
474
+ - name: id
475
+ dtype: string
476
+ - name: speaker_id
477
+ dtype: string
478
+ - name: text
479
+ dtype: string
480
+ - name: locale
481
+ dtype: string
482
+ - name: gender
483
+ dtype: string
484
+ - name: audio
485
+ dtype: audio
486
+ - config_name: ibo_tts
487
+ features:
488
+ - name: id
489
+ dtype: string
490
+ - name: speaker_id
491
+ dtype: string
492
+ - name: text
493
+ dtype: string
494
+ - name: locale
495
+ dtype: string
496
+ - name: gender
497
+ dtype: string
498
+ - name: audio
499
+ dtype: audio
500
+ - config_name: kik_tts
501
+ features:
502
+ - name: id
503
+ dtype: string
504
+ - name: speaker_id
505
+ dtype: string
506
+ - name: text
507
+ dtype: string
508
+ - name: locale
509
+ dtype: string
510
+ - name: gender
511
+ dtype: string
512
+ - name: audio
513
+ dtype: audio
514
+ - config_name: kpo_asr
515
+ features:
516
+ - name: id
517
+ dtype: string
518
+ - name: speaker_id
519
+ dtype: string
520
+ - name: transcription
521
+ dtype: string
522
+ - name: language
523
+ dtype: string
524
+ - name: gender
525
+ dtype: string
526
+ - name: audio
527
+ dtype: audio
528
+ - config_name: lin_asr
529
+ features:
530
+ - name: id
531
+ dtype: string
532
+ - name: speaker_id
533
+ dtype: string
534
+ - name: transcription
535
+ dtype: string
536
+ - name: language
537
+ dtype: string
538
+ - name: gender
539
+ dtype: string
540
+ - name: audio
541
+ dtype: audio
542
+ - config_name: lug_asr
543
+ features:
544
+ - name: id
545
+ dtype: string
546
+ - name: speaker_id
547
+ dtype: string
548
+ - name: transcription
549
+ dtype: string
550
+ - name: language
551
+ dtype: string
552
+ - name: gender
553
+ dtype: string
554
+ - name: audio
555
+ dtype: audio
556
+ - config_name: lug_tts
557
+ features:
558
+ - name: id
559
+ dtype: string
560
+ - name: speaker_id
561
+ dtype: string
562
+ - name: text
563
+ dtype: string
564
+ - name: locale
565
+ dtype: string
566
+ - name: gender
567
+ dtype: string
568
+ - name: audio
569
+ dtype: audio
570
+ - config_name: luo_tts
571
+ features:
572
+ - name: id
573
+ dtype: string
574
+ - name: speaker_id
575
+ dtype: string
576
+ - name: text
577
+ dtype: string
578
+ - name: locale
579
+ dtype: string
580
+ - name: gender
581
+ dtype: string
582
+ - name: audio
583
+ dtype: audio
584
+ - config_name: mas_asr
585
+ features:
586
+ - name: id
587
+ dtype: string
588
+ - name: speaker_id
589
+ dtype: string
590
+ - name: transcription
591
+ dtype: string
592
+ - name: language
593
+ dtype: string
594
+ - name: gender
595
+ dtype: string
596
+ - name: audio
597
+ dtype: audio
598
+ - config_name: mlg_asr
599
+ features:
600
+ - name: id
601
+ dtype: string
602
+ - name: speaker_id
603
+ dtype: string
604
+ - name: transcription
605
+ dtype: string
606
+ - name: language
607
+ dtype: string
608
+ - name: gender
609
+ dtype: string
610
+ - name: audio
611
+ dtype: audio
612
+ - config_name: nyn_asr
613
+ features:
614
+ - name: id
615
+ dtype: string
616
+ - name: speaker_id
617
+ dtype: string
618
+ - name: transcription
619
+ dtype: string
620
+ - name: language
621
+ dtype: string
622
+ - name: gender
623
+ dtype: string
624
+ - name: audio
625
+ dtype: audio
626
+ - config_name: nyn_tts
627
+ features:
628
+ - name: id
629
+ dtype: string
630
+ - name: speaker_id
631
+ dtype: string
632
+ - name: text
633
+ dtype: string
634
+ - name: locale
635
+ dtype: string
636
+ - name: gender
637
+ dtype: string
638
+ - name: audio
639
+ dtype: audio
640
+
641
+
642
+ - config_name: sna_asr
643
+ features:
644
+ - name: id
645
+ dtype: string
646
+ - name: speaker_id
647
+ dtype: string
648
+ - name: transcription
649
+ dtype: string
650
+ - name: language
651
+ dtype: string
652
+ - name: gender
653
+ dtype: string
654
+ - name: audio
655
+ dtype: audio
656
+ - config_name: sog_asr
657
+ features:
658
+ - name: id
659
+ dtype: string
660
+ - name: speaker_id
661
+ dtype: string
662
+ - name: transcription
663
+ dtype: string
664
+ - name: language
665
+ dtype: string
666
+ - name: gender
667
+ dtype: string
668
+ - name: audio
669
+ dtype: audio
670
+
671
+ - config_name: swa_tts
672
+ features:
673
+ - name: id
674
+ dtype: string
675
+ - name: speaker_id
676
+ dtype: string
677
+ - name: text
678
+ dtype: string
679
+ - name: locale
680
+ dtype: string
681
+ - name: gender
682
+ dtype: string
683
+ - name: audio
684
+ dtype: audio
685
+ - config_name: twi_tts
686
+ features:
687
+ - name: id
688
+ dtype: string
689
+ - name: speaker_id
690
+ dtype: string
691
+ - name: text
692
+ dtype: string
693
+ - name: locale
694
+ dtype: string
695
+ - name: gender
696
+ dtype: string
697
+ - name: audio
698
+ dtype: audio
699
+
700
+ - config_name: yor_tts
701
+ features:
702
+ - name: id
703
+ dtype: string
704
+ - name: speaker_id
705
+ dtype: string
706
+ - name: text
707
+ dtype: string
708
+ - name: locale
709
+ dtype: string
710
+ - name: gender
711
+ dtype: string
712
+ - name: audio
713
+ dtype: audio
714
+ ---
715
+
716
+ # Waxal Datasets
717
+
718
+ ## Table of Contents
719
+
720
+ - [Dataset Description](#dataset-description)
721
+ - [ASR Dataset](#asr-dataset)
722
+ - [TTS Dataset](#tts-dataset)
723
+ - [How to Use](#how-to-use)
724
+ - [Dataset Structure](#dataset-structure)
725
+ - [ASR Data Fields](#asr-data-fields)
726
+ - [TTS Data Fields](#tts-data-fields)
727
+ - [Data Splits](#data-splits)
728
+ - [Dataset Curation](#dataset-curation)
729
+ - [Considerations for Using the Data](#considerations-for-using-the-data)
730
+ - [Additional Information](#additional-information)
731
+
732
+ ## Dataset Description
733
+
734
+ The Waxal project provides datasets for both Automated Speech Recognition (ASR)
735
+ and Text-to-Speech (TTS) for African languages. The goal of this dataset's
736
+ creation and release is to facilitate research that improves the accuracy and
737
+ fluency of speech and language technology for these underserved languages, and
738
+ to serve as a repository for digital preservation.
739
+
740
+ The Waxal datasets are collections acquired through partnerships with Makerere
741
+ University, The University of Ghana, Digital Umuganda, and Media Trust.
742
+ Acquisition was funded by Google and the Gates Foundation under an agreement to
743
+ make the dataset openly accessible.
744
+
745
+ ### ASR Dataset
746
+
747
+ The Waxal ASR dataset is a collection of data in 19 African languages. It
748
+ consists of approximately 1,250 hours of transcribed natural speech from a wide
749
+ variety of voices. The 19 languages in this dataset represent over 100 million
750
+ speakers across 40 Sub-Saharan African countries.
751
+
752
+ Provider | Languages | License
753
+ :------------------ | :--------------------------------------- | :------------:
754
+ Makerere University | Acholi, Luganda, Masaaba, Nyankole, Soga | `CC-BY-SA-4.0`
755
+ University of Ghana | Akan, Ewe, Dagbani, Dagaare, Ikposo | `CC-BY-4.0`
756
+ Digital Umuganda | Fula, Lingala, Shona, Malagasy, Amharic, Oromo, Sidama, Tigrinya, Wolaytta | `CC-BY-SA-4.0`
757
+
758
+ ### TTS Dataset
759
+
760
+ The Waxal TTS dataset is a collection of text-to-speech data in 16 African
761
+ languages. It consists of approximately 240 hours of scripted natural speech
762
+ from a wide variety of voices.
763
+
764
+ Provider | Languages | License
765
+ :------------------ | :----------------------------------- | :------------:
766
+ Makerere University | Acholi, Luganda, Kiswahili, Nyankole | `CC-BY-SA-4.0`
767
+ University of Ghana | Akan (Fante, Twi) | `CC-BY-4.0`
768
+ Media Trust | Fula, Igbo, Hausa, Yoruba | `CC-BY-SA-4.0`
769
+
770
+ Loud and Clear | Kikuyu, Luo | `CC-BY-SA-4.0`
771
+
772
+ ### How to Use
773
+
774
+ The `datasets` library allows you to load and pre-process your dataset in pure
775
+ Python, at scale.
776
+
777
+ First, ensure you have the necessary dependencies installed to handle audio
778
+ data. You will need `ffmpeg` installed on your system.
779
+
780
+ **Google Colab / Ubuntu**
781
+ ```bash
782
+ sudo apt-get install ffmpeg
783
+ pip install datasets[audio]
784
+ ```
785
+
786
+ **macOS**
787
+ ```bash
788
+ brew install ffmpeg
789
+ pip install datasets[audio]
790
+ ```
791
+
792
+ **Windows**
793
+ Download and install from [ffmpeg.org](https://ffmpeg.org/download.html) and ensure it's in your PATH.
794
+ ```bash
795
+ pip install datasets[audio]
796
+ ```
797
+
798
+ If you encounter `RuntimeError: Could not load libtorchcodec`, please ensure `ffmpeg` is correctly installed or check for compatibility between your `torch`, `torchaudio`, and `torchcodec` versions.
799
+
800
+ **Loading ASR Data**
801
+
802
+ To load ASR data for a specific language, specify the configuration name, e.g.
803
+ `sna_asr` for Shona ASR data.
804
+
805
+ ```python
806
+ from datasets import load_dataset, Audio
807
+
808
+ # Load Shona (sna) ASR dataset
809
+ asr_data = load_dataset("google/WaxalNLP", "sna_asr")
810
+
811
+ # Access splits
812
+ train = asr_data['train']
813
+ val = asr_data['validation']
814
+ test = asr_data['test']
815
+
816
+ # Example: Accessing audio bytes and other fields
817
+ example = train[0]
818
+ print(f"Transcription: {example['transcription']}")
819
+ print(f"Sampling Rate: {example['audio']['sampling_rate']}")
820
+ # 'array' contains the decoded audio bytes as a numpy array
821
+ print(f"Audio Array Shape: {example['audio']['array'].shape}")
822
+ ```
823
+
824
+ **Loading TTS Data**
825
+
826
+ To load TTS data for a specific language, specify the configuration name, e.g.
827
+ `swa_tts` for Swahili TTS data.
828
+
829
+ ```python
830
+ from datasets import load_dataset
831
+
832
+ # Load Swahili (swa) TTS dataset
833
+ tts_data = load_dataset("google/WaxalNLP", "swa_tts")
834
+
835
+ # Access splits
836
+ train = tts_data['train']
837
+ ```
838
+
839
+ ## Dataset Structure
840
+
841
+ ### ASR Data Fields
842
+
843
+ ```python
844
+ {
845
+ 'id': 'sna_0',
846
+ 'speaker_id': '...',
847
+ 'audio': {
848
+ 'array': [...],
849
+ 'sample_rate': 16_000
850
+ },
851
+ 'transcription': '...',
852
+ 'language': 'sna',
853
+ 'gender': 'Female',
854
+ }
855
+ ```
856
+
857
+ * **id**: Unique identifier.
858
+ * **speaker_id**: Unique identifier for the speaker.
859
+ * **audio**: Audio data.
860
+ * **transcription**: Transcription of the audio.
861
+ * **language**: ISO 639-2 language code.
862
+ * **gender**: Speaker gender ('Male', 'Female', or empty).
863
+
864
+ ### TTS Data Fields
865
+
866
+ ```python
867
+ {
868
+ 'id': 'swa_0',
869
+ 'speaker_id': '...',
870
+ 'audio': {
871
+ 'array': [...],
872
+ 'sample_rate': 16_000
873
+ },
874
+ 'text': '...',
875
+ 'locale': 'swa',
876
+ 'gender': 'Female',
877
+ }
878
+ ```
879
+
880
+ * **id**: Unique identifier.
881
+ * **speaker_id**: Unique identifier for the speaker.
882
+ * **audio**: Audio data.
883
+ * **text**: Text script.
884
+ * **locale**: ISO 639-2 language code.
885
+ * **gender**: Speaker gender.
886
+
887
+ ### Data Splits
888
+
889
+ For the **ASR Dataset**, the data with transcriptions is split as follows: *
890
+ **train**: 80% of labeled data. * **validation**: 10% of labeled data. *
891
+ **test**: 10% of labeled data.
892
+
893
+ The **unlabeled** split contains all samples that do not have a corresponding
894
+ transcription.
895
+
896
+ The **TTS Dataset** follows a similar structure, with data split into `train`,
897
+ `validation`, and `test` sets.
898
+
899
+ ## Dataset Curation
900
+
901
+ The data was gathered by multiple partners:
902
+
903
+ Provider | Dataset | License
904
+ :------------------ | :------------------------------------------------------- | :------
905
+ University of Ghana | [UGSpeechData](https://doi.org/10.57760/sciencedb.22298) | `CC BY 4.0`
906
+ Digital Umuganda | [AfriVoice](DigitalUmuganda/AfriVoice) | `CC-BY-SA 4.0`
907
+ Makerere University | [Yogera Dataset](https://doi.org/10.7910/DVN/BEROE0) | `CC-BY-SA 4.0`
908
+ Media Trust | | `CC-BY-SA 4.0`
909
+
910
+ ## Considerations for Using the Data
911
+
912
+ Please check the license for the specific languages you are using, as they may
913
+ differ between providers.
914
+
915
+ **Affiliation:** Google Research
916
+
917
+ ## Version and Maintenance
918
+
919
+ - **Current Version:** 1.0.0
920
+ - **Last Updated:** 01/2026
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