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Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 13 new columns ({'birth_place', 'ethnicity', 'languages_data', 'noise_sources', 'browser', 'occupation', 'year_of_birth', 'location', 'years_at_birth_place', 'script_id', 'device', 'os', 'speaker_id'})
This happened while the csv dataset builder was generating data using
hf://datasets/SilencioNetwork/african-languages-speech/english_nigeria/metadata.csv (at revision e05369dc6d3f230f97f6c517214ec8b4ea53b912), [/tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/amharic/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/amharic/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/english_nigeria/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/english_nigeria/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/hausa/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/hausa/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/igbo/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/igbo/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/swahili/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/swahili/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/yoruba/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/yoruba/metadata.csv)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
file_name: string
id: int64
gender: string
ethnicity: string
occupation: string
country_code: string
birth_place: string
mother_tongue: string
dialect: string
year_of_birth: int64
years_at_birth_place: int64
languages_data: string
os: string
device: string
browser: string
duration: double
emotions: string
language: string
location: string
noise_sources: string
script_id: int64
type_of_script: string
script: string
transcript: string
speaker_id: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3219
to
{'file_name': Value('string'), 'id': Value('int64'), 'gender': Value('string'), 'country_code': Value('string'), 'mother_tongue': Value('string'), 'dialect': Value('string'), 'duration': Value('int64'), 'emotions': Value('string'), 'language': Value('string'), 'type_of_script': Value('string'), 'transcript': Value('float64'), 'script': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 13 new columns ({'birth_place', 'ethnicity', 'languages_data', 'noise_sources', 'browser', 'occupation', 'year_of_birth', 'location', 'years_at_birth_place', 'script_id', 'device', 'os', 'speaker_id'})
This happened while the csv dataset builder was generating data using
hf://datasets/SilencioNetwork/african-languages-speech/english_nigeria/metadata.csv (at revision e05369dc6d3f230f97f6c517214ec8b4ea53b912), [/tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/amharic/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/amharic/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/english_nigeria/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/english_nigeria/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/hausa/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/hausa/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/igbo/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/igbo/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/swahili/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/swahili/metadata.csv), /tmp/hf-datasets-cache/medium/datasets/74470467225115-config-parquet-and-info-SilencioNetwork-african-l-43c22fa0/hub/datasets--SilencioNetwork--african-languages-speech/snapshots/e05369dc6d3f230f97f6c517214ec8b4ea53b912/yoruba/metadata.csv (origin=hf://datasets/SilencioNetwork/african-languages-speech@e05369dc6d3f230f97f6c517214ec8b4ea53b912/yoruba/metadata.csv)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
file_name string | id int64 | gender string | country_code string | mother_tongue string | dialect string | duration int64 | emotions string | language string | type_of_script string | transcript null | script string |
|---|---|---|---|---|---|---|---|---|---|---|---|
audio/recording_3531768.wav | 3,531,768 | female | ET | Amharic | Ethiopia - Addis Ababa | 21 | {happy,excited,focused,relaxed} | Amharic | free_speech | null | # የስልክህ ባትሪ ምን ያህል ይቆያል? |
audio/recording_3541959.wav | 3,541,959 | female | ET | Amharic | Ethiopia - Addis Ababa | 38 | {happy,excited,focused,relaxed} | Amharic | free_speech | null | # ኮከቦችን መመልከት ትወዳለህ? |
audio/recording_3543739.wav | 3,543,739 | female | ET | Amharic | Ethiopia - Addis Ababa | 22 | {happy,excited,focused,relaxed} | Amharic | free_speech | null | # እጅ መጨባበጥ ትወዳለህ? |
audio/recording_3688697.wav | 3,688,697 | female | ET | Amharic | Ethiopia - Addis Ababa | 22 | {happy,relaxed,excited,focused} | Amharic | free_speech | null | # በመታጠቢያ ቤት ውስጥ ትዘምራለህ? |
audio/recording_3690451.wav | 3,690,451 | female | ET | Amharic | Ethiopia - Addis Ababa | 22 | {happy,relaxed,excited,focused} | Amharic | free_speech | null | # የስራ ምግባር ታከብራለህ? |
audio/recording_3918190.wav | 3,918,190 | male | GB | Amharic | Ethiopia - Addis Ababa | 32 | {happy,relaxed,focused} | Amharic | free_speech | null | # የፀሐይ መውጣትን ታያለህ? |
audio/recording_3941002.wav | 3,941,002 | male | GB | Amharic | Ethiopia - Addis Ababa | 36 | {happy,relaxed,focused} | Amharic | free_speech | null | # ገንዘብ ታቆጥባለህ? |
audio/recording_4582850.wav | 4,582,850 | male | US | Amharic | Ethiopia - Addis Ababa | 61 | {happy,relaxed,focused} | Amharic | free_speech | null | # ጊዜህን በደንብ ታስተዳድራለህ? |
audio/recording_4665162.wav | 4,665,162 | male | US | Amharic | Ethiopia - Addis Ababa | 50 | {happy,relaxed,focused} | Amharic | free_speech | null | # የትኛውን የቀኑን ሰዓት ትወዳለህ? |
audio/recording_5146048.wav | 5,146,048 | male | FR | Amharic | Ethiopia - Addis Ababa | 65 | {happy,relaxed,focused} | Amharic | free_speech | null | # ብዙ ሰነዶች ታዘጋጃለህ? |
audio/recording_5148292.wav | 5,148,292 | male | FR | Amharic | Ethiopia - Addis Ababa | 39 | {relaxed,happy,focused} | Amharic | free_speech | null | # የመጠጥ ውሃህን ከየት ታገኛለህ? |
audio/recording_5155117.wav | 5,155,117 | male | ET | Amharic | Ethiopia - Addis Ababa | 57 | {happy,relaxed,focused} | Amharic | free_speech | null | # የትኛውን ወቅት ትወዳለህ? |
audio/recording_5156967.wav | 5,156,967 | male | ET | Amharic | Ethiopia - Addis Ababa | 31 | {happy,relaxed,focused} | Amharic | free_speech | null | # የምታውቀው አንድ ምሳሌ ንገረኝ? |
audio/recording_5160035.wav | 5,160,035 | male | ET | Amharic | Ethiopia - Addis Ababa | 64 | {happy,relaxed,focused} | Amharic | free_speech | null | # የአካባቢዎን ይወዱታል? |
audio/recording_5198198.wav | 5,198,198 | female | ET | Amharic | Ethiopia - Addis Ababa | 25 | {excited} | Amharic | free_speech | null | # ሻማ ማብራት ትወዳለህ? |
audio/recording_5198530.wav | 5,198,530 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {excited} | Amharic | free_speech | null | # ቤትህን እንዴት ታስዋለህ? |
audio/recording_5199000.wav | 5,199,000 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {happy} | Amharic | free_speech | null | # የሸክላ ዕቃዎች ትጠቀማለህ? |
audio/recording_5268598.wav | 5,268,598 | female | ET | Amharic | Ethiopia - Addis Ababa | 21 | {relaxed,happy,excited,focused} | Amharic | free_speech | null | # የክላውድ ማከማቻ ትጠቀማለህ? |
audio/recording_5314487.wav | 5,314,487 | male | FR | Amharic | Ethiopia - Addis Ababa | 21 | {excited} | Amharic | free_speech | null | # በቤትህ ምን አይነት የቤት ዕቃዎች አሉ? |
audio/recording_5314750.wav | 5,314,750 | male | FR | Amharic | Ethiopia - Addis Ababa | 21 | {excited} | Amharic | free_speech | null | # ጭንቀት ሲሰማህ ምን ታደርጋለህ? |
audio/recording_5334653.wav | 5,334,653 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {good,happy,anxious,tired,relaxed,stressed,focused,nervous} | Amharic | free_speech | null | # የስልክህ ባትሪ ምን ያህል ይቆያል? |
audio/recording_5334717.wav | 5,334,717 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {good,happy,anxious,tired,relaxed,stressed,focused,nervous} | Amharic | free_speech | null | # ከጎረቤቶችህ ጋር ጥሩ ግንኙነት አለህ? |
audio/recording_5334795.wav | 5,334,795 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {good,happy,anxious,tired,relaxed,stressed,focused,nervous} | Amharic | free_speech | null | # ዋይፋይ ትጠቀማለህ? |
audio/recording_5335011.wav | 5,335,011 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {good,happy,anxious,tired,relaxed,stressed,focused,nervous} | Amharic | free_speech | null | # ምን አይነት ሳሙና ትጠቀማለህ? |
audio/recording_5337177.wav | 5,337,177 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {relaxed,happy,focused,nervous,excited,stressed,tired,anxious} | Amharic | free_speech | null | # የአትክልት ስራ ታደርጋለህ? |
audio/recording_5337247.wav | 5,337,247 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {relaxed,happy,focused,nervous,excited,stressed,tired,anxious} | Amharic | free_speech | null | # በስልክ ገንዘብ ትልካለህ? |
audio/recording_5337310.wav | 5,337,310 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {relaxed,happy,focused,nervous,excited,stressed,tired,anxious} | Amharic | free_speech | null | # በበጋ ወቅት ምን ታደርጋለህ? |
audio/recording_5337375.wav | 5,337,375 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {relaxed,happy,focused,nervous,excited,stressed,tired,anxious} | Amharic | free_speech | null | # የድርጅት ዝግጅቶችን ትሳተፋለህ? |
audio/recording_5712425.wav | 5,712,425 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {relaxed,happy,anxious,tired,stressed} | Amharic | free_speech | null | # አወንታዊ አስተያየት ተቀብሎ ታውቃለህ? |
audio/recording_5712497.wav | 5,712,497 | male | ET | Amharic | Ethiopia - Addis Ababa | 20 | {relaxed,happy,anxious,tired,stressed} | Amharic | free_speech | null | # የቤት እንስሳ አለህ? |
audio/recording_5741397.wav | 5,741,397 | male | US | Amharic | Ethiopia - Addis Ababa | 39 | {happy,relaxed,focused} | Amharic | free_speech | null | # ሙዚየም መሄድ ትወዳለህ? |
audio/recording_5752712.wav | 5,752,712 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {excited} | Amharic | free_speech | null | # ዛሬ የመጀመሪያ ምግብህ ምን ነበር? |
audio/recording_5752870.wav | 5,752,870 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {excited} | Amharic | free_speech | null | # የጠዋት ዕለታዊ ተግባራችሁ ምንድን ነው? |
audio/recording_5752969.wav | 5,752,969 | female | ET | Amharic | Ethiopia - Addis Ababa | 21 | {excited} | Amharic | free_speech | null | # በመታጠቢያ ቤት ውስጥ ትዘምራለህ? |
audio/recording_5753106.wav | 5,753,106 | female | ET | Amharic | Ethiopia - Addis Ababa | 21 | {excited} | Amharic | free_speech | null | # ታሪክ መንገር ትወዳለህ? |
audio/recording_5753197.wav | 5,753,197 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {excited} | Amharic | free_speech | null | # ብዙ ሰነዶች ታዘጋጃለህ? |
audio/recording_5753302.wav | 5,753,302 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {excited} | Amharic | free_speech | null | # የወተት ተዋጽኦ ትወዳለህ? |
audio/recording_5753366.wav | 5,753,366 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {excited} | Amharic | free_speech | null | # ወተት ትጠጣለህ? |
audio/recording_5791881.wav | 5,791,881 | female | ET | Amharic | Ethiopia - Addis Ababa | 21 | {happy,relaxed,excited,focused} | Amharic | free_speech | null | # ምን አይነት ጥቅማ ጥቅሞች አሉህ? |
audio/recording_5792723.wav | 5,792,723 | female | ET | Amharic | Ethiopia - Addis Ababa | 20 | {happy,relaxed,excited,focused} | Amharic | free_speech | null | # የድሮ ፎቶዎችህን ትይዛለህ? |
audio/recording_5792925.wav | 5,792,925 | female | ET | Amharic | Ethiopia - Addis Ababa | 21 | {happy,relaxed,excited,focused} | Amharic | free_speech | null | # የምትወደው እንስሳ ምንድን ነው? |
audio/recording_5797833.wav | 5,797,833 | female | ET | Amharic | Ethiopia - Addis Ababa | 21 | {happy,relaxed,excited,focused} | Amharic | free_speech | null | # ሙዚየም መሄድ ትወዳለህ? |
audio/recording_5962064.wav | 5,962,064 | female | ET | Amharic | Ethiopia - Addis Ababa | 25 | {excited,focused} | Amharic | free_speech | null | # ዋና ሃላፊነቶችህ ምንድን ናቸው? |
audio/recording_5962532.wav | 5,962,532 | female | ET | Amharic | Ethiopia - Addis Ababa | 22 | {excited,focused} | Amharic | free_speech | null | # ልብሶችህ በስርዓት የተቀመጡ ናቸው? |
audio/recording_5962745.wav | 5,962,745 | female | ET | Amharic | Ethiopia - Addis Ababa | 29 | {excited,focused} | Amharic | free_speech | null | # በየትኛው እጅ ትጽፋለህ? |
audio/recording_5963094.wav | 5,963,094 | female | ET | Amharic | Ethiopia - Addis Ababa | 30 | {excited,focused} | Amharic | free_speech | null | # የትርፍ ጊዜ ማሳለፊያዎችህ ምንድን ናቸው? |
audio/recording_5963497.wav | 5,963,497 | female | ET | Amharic | Ethiopia - Addis Ababa | 30 | {excited,focused} | Amharic | free_speech | null | # ቃልህን ትጠብቃለህ? |
audio/recording_6065124.wav | 6,065,124 | male | GB | Amharic | Ethiopia - Addis Ababa | 22 | {excited} | Amharic | free_speech | null | # የቤትህ ጣሪያ ምን የተሰራ ነው? |
audio/recording_6124255.wav | 6,124,255 | female | ET | Amharic | Ethiopia - Addis Ababa | 24 | {excited,focused} | Amharic | free_speech | null | # ደሞዝ በየትኛው ቀን ታገኛለህ? |
audio/recording_6124429.wav | 6,124,429 | female | ET | Amharic | Ethiopia - Addis Ababa | 46 | {excited,focused} | Amharic | free_speech | null | # በምን ትመገባለህ? |
audio/recording_6124714.wav | 6,124,714 | female | ET | Amharic | Ethiopia - Addis Ababa | 28 | {focused,excited} | Amharic | free_speech | null | # ፎቶዎችህን የት ታስቀምጣለህ? |
audio/recording_6124864.wav | 6,124,864 | female | ET | Amharic | Ethiopia - Addis Ababa | 62 | {excited,focused} | Amharic | free_speech | null | # እድለኛ ነገር አለህ? |
audio/recording_6125445.wav | 6,125,445 | female | ET | Amharic | Ethiopia - Addis Ababa | 32 | {excited,focused} | Amharic | free_speech | null | # ወደ የትኛው ቦታ ተጉዘህ ታውቃለህ? |
audio/audio_265286.wav | 265,286 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 50 | ['relaxed', 'focused'] | English | monologues | null | I wake up at 3 AM for no reason and now I'm wide awake thinking about everything wrong with my life. I check the clock and calculate how many hours of sleep I'll get if I fall asleep right now. I try to think about nothing but my brain wants to solve problems that don't exist. I adjust my pillow and blankets trying to recreate the perfect sleeping position. I consider getting up to use the bathroom but worry that will wake me up more. I listen to every small sound in the house and wonder if I heard something or imagined it. I finally drift off five minutes before my alarm goes off. Middle-of-the-night waking is cruel and unusual punishment. |
audio/audio_395736.wav | 395,736 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 53 | ['relaxed'] | English | monologues | null | I need to reset my streaming password and suddenly have to create something secure but memorable. I try my usual password but it says I've used that one before. I add numbers and symbols until it looks like I'm speaking in code. I write it down because there's no way I'll remember this combination tomorrow. I test it immediately and somehow type it wrong three times. I consider using a password manager but that feels like admitting defeat. I finally get logged in and immediately forget what I just created. I save it in my browser and hope I never have to type it manually again. Digital security makes me feel like a spy with memory problems. |
audio/audio_265246.wav | 265,246 | male | NG | English | Nigeria - Nigerian Standard | 63 | ['relaxed'] | English | monologues | null | The item costs twenty dollars more here than at the competitor across town, and I'm debating whether to ask about price matching or just drive to the other store like a rational person. The policy exists but involves showing proof, calling managers, and potentially standing in customer service lines that could take longer than just going elsewhere. Why do stores advertise price matching then make the process complicated enough to discourage most people from actually using it? The employee seems genuinely unsure about the details, which suggests this policy gets invoked rarely enough that staff training doesn't cover the practical implementation. Maybe the convenience of buying it right now is worth the extra cost, especially when factoring in gas money and time spent driving around town comparing prices. The principle of overpaying bothers me more than the actual dollar amount, but principles don't always align with practical decision-making when time becomes a factor in the total cost calculation. |
audio/audio_311577.wav | 311,577 | male | NG | Hausa | Nigeria - Katsina | 104 | ['happy', 'excited'] | English | monologues | null | The project deadline is approaching faster than the project completion, and I need to have a diplomatic conversation about timeline adjustments without appearing incompetent or unprepared for responsibilities I originally accepted. Why does asking for more time feel like admitting failure even when external factors genuinely affected the schedule through no fault of my planning or execution? The scope creep that happened during the project makes the original timeline unrealistic, but documenting those changes requires political skills that weren't part of the job description. Maybe presenting a revised timeline with clear deliverable milestones would demonstrate professionalism rather than just requesting vague extensions that sound like procrastination. The earlier I address this issue, the more options everyone has for adjustment, but early communication also reveals problems before they might potentially resolve themselves through miraculous productivity bursts. Sometimes honesty about realistic completion times serves project success better than optimistic promises that create stress and potentially compromise quality when the inevitable crunch time arrives. |
audio/audio_313887.wav | 313,887 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 60 | ['relaxed'] | English | monologues | null | # Commute Observations
Every morning, I see the same people at the bus stop. There's the woman in the red coat who's always checking her watch, and the guy who reads actual newspapers - not on his phone, actual paper. The bus driver changes every few months, but they all have this same tired patience dealing with people who don't have exact change. I sit in the third row if possible, close enough to get off quickly but far enough from the chatty passengers up front. The city looks different from the bus window - you notice details you'd miss in a car. Construction sites that seem to never progress, new graffiti appearing overnight, the rhythm of traffic lights that drivers never see. |
audio/audio_42072.wav | 42,072 | male | NG | English | Nigeria - Pidgin-influenced | 57 | ['relaxed'] | English | monologues | null | The construction next door starts at exactly seven AM like they're punishing the entire neighborhood. I check the permit notice to see how long this will last - six months minimum. I close all my windows but can still hear the drilling through the walls. I try playing music to cover the noise, but then I can't hear anything else either. I consider buying noise-canceling headphones just to exist in my own home. I look up the city noise ordinances to see if starting this early is even legal. I plot my daily schedule around their lunch breaks and quitting time. I never realized how much I valued silence until jackhammers became my alarm clock. |
audio/audio_155770.wav | 155,770 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 61 | ['tired', 'stressed'] | English | monologues | null | I've developed this system where I sort clothes into three piles: definitely clean, definitely dirty, and the gray area of worn-once-but-maybe-still-clean. The gray pile always wins because I hate doing laundry more than I hate rewearing slightly used clothes. When I finally give in, I stuff everything into one load because life's too short for separating colors - modern detergents are forgiving, right? I set a timer because I've learned that wet clothes left in the washer for six hours develop that musty smell no amount of fabric softener can fix. The dryer is a gamble - too little time and everything's damp, too much and my favorite shirt shrinks another size. I fold exactly half the load before giving up and living out of the laundry basket for the next week. |
audio/audio_440664.wav | 440,664 | male | NG | Hausa | Nigeria - Kano | 76 | ['happy', 'excited', 'focused'] | English | monologues | null | I arrive on time but sit in the waiting room for thirty minutes past my appointment. I read the same magazine from three years ago and wonder why medical offices never update their reading material. I listen to other patients cough and wonder what diseases I'm being exposed to. I check my phone but have no service and the wifi password is probably from 2010. I watch the receptionist and try to figure out if they're running behind or just forgot about me. I consider asking how much longer but don't want to be that patient. I finally get called back and wait another twenty minutes in a smaller room with a paper gown. Medical appointments are 90% waiting and 10% actual medicine. |
audio/audio_297984.wav | 297,984 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 89 | ['relaxed'] | English | monologues | null | Recipes designed for families create interesting challenges when you're cooking for one person and don't want to eat the same thing for six consecutive meals. Scaling down seems simple in theory, but somehow I always end up with weird fractional measurements that don't translate well to actual cooking. Half an onion, a quarter cup of this, one egg when the recipe calls for three – the proportions never quite work out to something that looks like the original dish. Why don't more cookbooks include single-serving options for people who want variety without leftovers taking over the refrigerator? The grocery shopping is equally complicated when recipes call for ingredients I'll use once then watch expire in creative ways. Maybe embracing leftovers is the answer, but eating identical meals multiple days in a row tests my commitment to home cooking versus the convenience of ordering something different each night. Simple ingredients that work in multiple dishes seem like the practical solution to this mathematical cooking puzzle. |
audio/audio_305049.wav | 305,049 | male | NG | Hausa | Nigeria - Katsina | 150 | ['relaxed'] | English | monologues | null | The blank page has been staring back at me for twenty minutes while I wait for perfect first sentences that capture exactly the right tone and meaning, but perfectionism is preventing any writing from happening when rough drafts would provide material for improvement through revision. Why does creative expression feel so vulnerable and important when it's supposed to be personal exploration and skill development rather than immediate production of polished work worthy of external evaluation? The internal critic is louder than the creative voice, generating criticism faster than ideas and making every word choice feel potentially wrong rather than experimental stepping stones toward better expression. Maybe setting time limits for drafting would help separate creation from editing processes that serve different functions and require different mental approaches, but that feels artificially structured for organic creative flow. The fear of writing badly prevents writing at all, creating cycles where perfectionism becomes procrastination disguised as high standards that actually serve avoidance rather than quality improvement. Sometimes the most important writing happens when ignoring quality entirely and focusing on quantity and exploration that builds comfort with imperfection and experimental expression that develops naturally through practice rather than planning. |
audio/audio_715299.wav | 715,299 | male | NG | English | Nigeria - Pidgin-influenced | 62 | ['happy'] | English | monologues | null | I look in the mirror and realize the hairstylist and I had very different ideas about what "just a trim" means. I try styling it differently hoping it will look better with the right products. I consider wearing hats for the next month until it grows out. I google how fast hair grows and feel depressed by the answer. I look up other salons that specialize in fixing bad haircuts. I take photos from different angles trying to find one that doesn't look terrible. I tell myself it's just hair and will grow back, but I still avoid mirrors for a week. Bad haircuts feel like punishment for trying to look better. |
audio/audio_546441.wav | 546,441 | male | NG | null | null | 71 | ['happy'] | English | monologues | null | I know breakfast is the most important meal of the day but somehow never have time to eat it properly. I grab whatever's quickest and eat it while getting dressed or driving to work. I buy healthy breakfast foods with good intentions then watch them expire while I eat granola bars instead. I try meal prepping overnight oats but they taste like punishment in a jar. I consider that coffee counts as breakfast since beans are technically plants. I eat lunch foods for breakfast and breakfast foods for dinner because time is a social construct. I promise to wake up earlier to make real breakfast then hit snooze until I'm running late again. Breakfast requires planning skills I don't possess before caffeine. |
audio/audio_573753.wav | 573,753 | male | NG | English | Nigeria - Pidgin-influenced | 51 | ['relaxed'] | English | monologues | null | Every morning, I see the same people at the bus stop. There's the woman in the red coat who's always checking her watch, and the guy who reads actual newspapers - not on his phone, actual paper. The bus driver changes every few months, but they all have this same tired patience dealing with people who don't have exact change. I sit in the third row if possible, close enough to get off quickly but far enough from the chatty passengers up front. The city looks different from the bus window - you notice details you'd miss in a car. Construction sites that seem to never progress, new graffiti appearing overnight, the rhythm of traffic lights that drivers never see. |
audio/audio_314146.wav | 314,146 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 64 | ['excited', 'focused'] | English | monologues | null | Three social commitments this weekend seemed manageable when scheduling them, but now the reality of consecutive human interaction feels overwhelming to my introverted energy reserves. Friday night dinner leads to Saturday brunch leads to Sunday gathering, creating a marathon of social performance that requires stamina I'm not sure I possess. Each event demands different versions of my personality—professional networking face, casual friend mode, and family-appropriate behavior. The recovery time between social activities doesn't exist, meaning I'll be operating on empty emotional batteries for most of the weekend. Cancel something and disappoint people who are counting on my attendance, or power through and risk being terrible company because I'm completely drained. Maybe extroverts don't experience this social fatigue, or maybe they're just better at managing their energy expenditure across multiple interactions. The calendar that looked reasonable on paper becomes a social endurance test that highlights my limitations around sustained human contact. Next month I'm definitely spacing events better. |
audio/audio_47935.wav | 47,935 | male | NG | Hausa | Nigeria - Kano | 62 | ['excited', 'relaxed'] | English | monologues | null | I see someone I vaguely know walking toward me and panic about whether to acknowledge them or not. I calculate the distance and decide whether to make eye contact or pretend to be very interested in my phone. I take out my earbuds just in case they want to talk, then put them back in as a barrier. I time my walk to avoid crossing paths at the awkward recognition distance. I consider ducking into a store but that feels too obvious. I wave slightly but not too enthusiastically in case they don't remember me. We do the polite "how are you" exchange that neither of us wants to extend. Social interactions require too much strategy for something so basic. |
audio/audio_47766.wav | 47,766 | male | NG | Hausa | Nigeria - Kano | 58 | ['excited', 'relaxed'] | English | monologues | null | I press the button and immediately press it again like that will make the elevator come faster. I check the display and see it's stuck on floor twelve for way too long. Someone else walks up and presses the same button I just pressed, which is somehow insulting. I consider taking the stairs but I'm going to the eighth floor with groceries. The elevator finally arrives going the wrong direction and I debate getting on anyway. I wait for it to come back and someone gets on who's only going one floor. I silently judge them while doing the exact same thing when I'm lazy. Elevators bring out the worst in everyone's patience. |
audio/audio_261451.wav | 261,451 | male | NG | English | Nigeria - Nigerian Standard | 82 | ['relaxed'] | English | monologues | null | The spice collection has achieved chaos that defies any organizational system I've attempted so far. Alphabetical seemed logical until I realized I have three different types of paprika and can never remember if cumin comes before or after coriander. The expiration dates are a horror show spanning multiple decades, but throwing away expensive spices feels wasteful even when they've lost all flavor. Why do I keep buying garlic powder when I clearly already have four containers of it hiding behind the oregano? The little jars look so neat and organized in other people's kitchens, but mine resemble a spice avalanche waiting to happen every time I open the cabinet. Maybe clear containers with labels would help, but that requires transferring everything and actually maintaining the system long-term. The goal is being able to find what I need without conducting an archaeological dig through layers of random seasonings that seemed essential at the grocery store but never actually get used. |
audio/audio_375766.wav | 375,766 | male | NG | null | null | 58 | ['happy'] | English | monologues | null | I rinse each dish before loading it because I don't trust the dishwasher to handle dried-on food. I have a system - plates in back, bowls in front, cups on top. Silverware goes down except for knives which go up for safety. I play Tetris with the pots and pans, trying to fit everything in one load. I debate whether that plastic container is dishwasher safe, then hand wash it to be sure. I add the soap tablet and realize I forgot to empty the clean dishes from yesterday. I unload everything, put it away, then reload my dirty dishes. The dishwasher runs for two hours to clean what took me five minutes to wash by hand. |
audio/audio_280864.wav | 280,864 | male | NG | English | Nigeria - Nigerian Standard | 69 | ['happy', 'anxious'] | English | monologues | null | The podcast app shows seventeen subscriptions generating daily episodes that accumulate faster than I can listen, creating digital backlog anxiety and FOMO about missing information or entertainment that might be valuable but probably isn't essential for daily functioning. Why does educational content feel obligatory rather than optional when learning should be pleasurable exploration rather than another source of productivity pressure and completion anxiety? The episodes range from fifteen minutes to three hours, making time management difficult when podcast listening competes with music, audiobooks, and silence for commute and exercise entertainment that serves different mood and energy needs. Maybe unsubscribing from shows that don't consistently engage would help reduce choice overload, but that requires evaluating content quality and personal interest alignment in ways that turn entertainment consumption into work-like decision-making. The 2x playback speed saves time but reduces comprehension and enjoyment, creating efficiency that defeats the purpose of consuming content for understanding and pleasure rather than just information acquisition. Sometimes the most peaceful approach is choosing one interesting episode rather than trying to stay current with multiple shows that generate more content than human attention can reasonably process. |
audio/audio_324478.wav | 324,478 | male | NG | English | Nigeria - Katsina | 131 | ['relaxed'] | English | monologues | null | Everything important lives on this device, and the backup system keeps sending ominous warnings about running out of space. Years of photos, documents, and digital memories compressed into folders that represent entire chapters of life. The external hard drive sits on the shelf like a technological insurance policy, but when was the last time it was actually updated? Probably months ago, which means recent files exist only in one place, vulnerable to hardware failure or cosmic intervention. The cloud backup service promises peace of mind for a monthly fee, but trusting faceless servers with personal data feels like digital roulette. What if the company goes out of business? What if hackers decide my collection of cat photos and grocery lists is worth stealing? Manual backups require remembering to actually do them, which clearly isn't my strong suit. Maybe I should print important photos and documents, going full analog as the ultimate backup strategy. Or maybe I'm overthinking this and should just accept that digital life requires a certain amount of faith in technological reliability. |
audio/audio_324215.wav | 324,215 | male | NG | Fula (Fulfulde/Pulaar) | West Africa - Fulfulde (Nigeria/Cameroon) | 103 | ['relaxed', 'focused'] | English | monologues | null | The office thermostat has become a battleground between people who are always cold and people who are always hot, with no setting that satisfies everyone's comfort requirements simultaneously. Why does temperature preference become such a contentious workplace issue when it affects productivity but can't be individually controlled in shared spaces? The person who controls the thermostat wields disproportionate power over everyone else's physical comfort and concentration levels throughout the day. Maybe layered clothing is the diplomatic solution, but that requires predicting and adapting to temperature fluctuations that seem to follow no logical pattern or schedule. The air conditioning creates arctic conditions in summer while the heating system turns winter into a tropical experience that makes no environmental or economic sense. Personal space heaters and desktop fans represent individual rebellion against centralized climate control that doesn't account for metabolic differences and personal preferences. Sometimes workplace comfort negotiations require more political skills than actual work responsibilities, creating office drama over basic human needs for thermal regulation. |
audio/audio_71735.wav | 71,735 | male | NG | null | null | 65 | ['relaxed'] | English | monologues | null | I open my car door and realize it's become a mobile storage unit for things I meant to bring inside. There are coffee cups from last week, receipts I'll never need, and a jacket I forgot I owned. I find loose change in every crevice and wonder how pennies multiply in car seats. I discover old parking tickets that I forgot to pay and hopefully are past the penalty deadline. I vacuum the seats and find enough crumbs to feed a small bird. I organize the glove compartment and throw away expired registration papers. I clean the windows and promise to keep it this neat going forward. Two days later there's already a new coffee cup in the cup holder. |
audio/audio_342596.wav | 342,596 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 91 | ['relaxed'] | English | monologues | null | Leaving work at reasonable hours feels guilty when there are always more tasks that could be completed, but working late creates guilt about neglecting personal relationships and health maintenance that also require attention and energy. Why does modern work culture make boundary-setting feel like laziness rather than sustainability planning for long-term productivity and well-being? The emails that arrive after business hours create pressure to respond immediately, even though most issues aren't genuinely urgent enough to warrant disrupting personal time. Maybe setting clearer expectations about availability would help, but that requires confidence and communication skills that feel risky when job security depends on being perceived as dedicated and responsive. The productivity gains from occasional overtime get offset by the fatigue and resentment that accumulate when overwork becomes the normal expectation rather than temporary solution for unusual circumstances. Sometimes the most productive thing is maintaining enough energy and motivation to sustain good work over time rather than burning out through unsustainable intensity that decreases quality and increases errors. |
audio/audio_344294.wav | 344,294 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 77 | ['relaxed'] | English | monologues | null | Elevator door closes, trapping me with a coworker I recognize but don't really know, creating thirty seconds of social purgatory where silence feels rude but conversation feels forced. Comment about the weather seems too predictable, asking about work feels too intrusive, and standing in complete silence suggests antisocial tendencies. The floor numbers climb with agonizing slowness while I calculate whether mentioning the weekend plans or the coffee in the lobby would be less awkward. Make eye contact accidentally and feel obligated to smile, then immediately look away to avoid seeming too eager for connection. The other person probably feels equally uncomfortable but we're both pretending this confined social interaction is perfectly normal. Reach my floor with relief and mumble something about having a good day, knowing we'll probably repeat this exact scenario next week. Maybe elevators should come with conversation cards or background music to ease the social pressure of shared vertical transportation with professional acquaintances. |
audio/audio_297216.wav | 297,216 | male | NG | Igbo | Nigeria - Owerri | 92 | ['relaxed'] | English | monologues | null | Posting photos and updates feels increasingly performative when social media demands curated versions of life that emphasize highlights while editing out mundane reality, creating pressure to live experiences worthy of sharing rather than simply enjoying moments for personal satisfaction. Why does documenting life become more important than experiencing it when the goal should be memory creation and genuine connection rather than audience engagement and validation seeking through likes and comments? The algorithm rewards frequent posting and strategic timing that turns personal expression into content marketing, making authentic sharing feel inadequate compared to optimized posts designed for maximum reach and engagement. Maybe stepping back from performance pressure would help restore genuine social connection, but that risks missing out on community building and relationship maintenance that increasingly happens through digital platforms. The comparison trap is inevitable when everyone shares their best moments while keeping struggles private, creating false impressions about relative life satisfaction and success that affect self-perception and contentment. Sometimes the most meaningful moments happen when phones are put away and attention is fully present rather than divided between experience and documentation that might prevent full appreciation of whatever is actually happening. |
audio/audio_58637.wav | 58,637 | female | NG | Hausa | Nigeria - Kano | 31 | ['happy'] | English | free_speech | null | # What's your favorite drink and when do you have it?
*💡 Kickstart ideas*
1. Your favorite beverage
2. If it's hot or cold
3. What time of day you usually drink it
4. Where you like to drink it
5. What you like most about it |
audio/audio_584553.wav | 584,553 | male | NG | English | Nigeria - Nigerian Standard | 36 | ['happy'] | English | free_speech | null | # How important is complete honesty versus kindness in your interactions with others?
*💡 Kickstart ideas*
1. Describe your beliefs about when honesty should be tempered with compassion
2. Share your views on the difference between being authentic and being brutally honest
3. Explain how you handle situations where truth might hurt someone you care about
4. Discuss your philosophy about white lies, social politeness, and protecting others' feelings
5. Talk about how you balance being true to yourself with being considerate of others |
audio/audio_301193.wav | 301,193 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 37 | ['excited', 'focused'] | English | free_speech | null | # Tell me about your pet or a pet you'd like to have
*💡 Kickstart ideas*
1. What kind of animal it is
2. What it looks like
3. Its personality or behavior
4. Something funny it does
5. Why you love pets |
audio/audio_600297.wav | 600,297 | male | NG | Yoruba | Nigeria - Ibadan | 47 | ['happy'] | English | free_speech | null | # Tell me about your favorite soccer team or player
*💡 Kickstart ideas*
1. You could share your favorite team or player
2. Maybe mention what country they're from
3. Feel free to talk about when you started following them
4. If you like, describe their best moment or achievement
5. You could tell us what you like most about their playing style |
audio/audio_255666.wav | 255,666 | male | NG | null | null | 34 | ['focused'] | English | free_speech | null | # How do you approach leisure, relaxation, and taking breaks from routine?
*💡 Kickstart ideas*
1. Describe what truly relaxing and recharging looks like for you
2. Share how you balance productivity with rest and enjoyment
3. Explain your philosophy about vacation, downtime, and stepping away from responsibilities
4. Discuss how you make the most of periods when you have more free time
5. Talk about what you've learned about the importance of rest and recreation in your life |
audio/audio_140416.wav | 140,416 | male | NG | null | null | 32 | ['relaxed'] | English | free_speech | null | # How do food choices and eating habits connect to seasons and emotions?
*💡 Kickstart ideas*
1. Describe how your food preferences change with seasons and why certain foods feel appropriate at different times
2. Share the role of comfort foods in your emotional well-being and stress management
3. Explain how food traditions connect you to memories, culture, or community
4. Discuss the balance between eating for nourishment and eating for pleasure or comfort
5. Talk about how your relationship with food and eating has evolved over time |
audio/audio_298722.wav | 298,722 | male | NG | Yoruba | Nigeria - Ijebu | 92 | ['relaxed'] | English | free_speech | null | # How do you approach reading challenging or complex material?
*💡 Kickstart ideas*
1. Describe your strategies for tackling dense or technical texts
2. Share how you distinguish between reading for pleasure and reading for learning
3. Explain your methods for retaining and organizing information from what you read
4. Discuss how you handle material that initially seems beyond your comprehension level
5. Talk about how your reading skills have evolved to support your learning goals |
audio/audio_297651.wav | 297,651 | male | NG | English | Nigeria - Nigerian Standard | 96 | ['relaxed', 'focused'] | English | free_speech | null | # Describe your bedroom
*💡 Kickstart ideas*
1. How big or small it is
2. What color the walls are
3. Your bed and how comfortable it is
4. What you can see from your window
5. Your favorite thing in the room |
audio/audio_455075.wav | 455,075 | male | NG | null | null | 42 | ['happy', 'focused'] | English | free_speech | null | # What professional growth and career changes are you working toward?
*💡 Kickstart ideas*
1. Describe skills or expertise you're developing to advance your career
2. Share how you're preparing for potential changes in your industry or field
3. Explain how you balance career ambition with other life priorities
4. Discuss the role of networking and relationships in achieving your professional goals
5. Talk about how your definition of career success has evolved over time |
audio/audio_400426.wav | 400,426 | female | NG | null | null | 30 | ['happy', 'excited'] | English | free_speech | null | # How do you maintain patience when developing complex skills?
*💡 Kickstart ideas*
1. Describe strategies you use to stay motivated during slow progress periods
2. Share how you break down overwhelming skills into manageable learning steps
3. Explain the role of practice routines versus experimental exploration in skill building
4. Discuss how you measure progress when improvements are gradual and subtle
5. Talk about the importance of celebrating small wins during long learning journeys |
audio/audio_298670.wav | 298,670 | male | NG | English | Nigeria - Nigerian Standard | 60 | ['relaxed', 'focused'] | English | free_speech | null | # How do you personally define success and achievement?
*💡 Kickstart ideas*
1. Describe what success means to you beyond traditional measures like wealth or status
2. Share how your definition of achievement has changed as you've gained life experience
3. Explain the difference between external recognition and personal fulfillment in your view of success
4. Discuss how you measure progress toward your own definition of a successful life
5. Talk about how your unique definition of success influences your daily choices and priorities |
audio/audio_452944.wav | 452,944 | male | MX | Yoruba | Nigeria - Ibadan | 34 | ['excited', 'focused', 'happy', 'relaxed'] | English | free_speech | null | # How do you want to contribute to your community or make a positive impact?
*💡 Kickstart ideas*
1. Describe causes or issues you feel passionate about supporting or addressing
2. Share your vision for how you can use your skills and resources to help others
3. Explain what kind of legacy or positive change you hope to create
4. Discuss how you're currently preparing to increase your community involvement
5. Talk about how contributing to something larger than yourself fits into your life goals |
audio/audio_541766.wav | 541,766 | male | NG | English | Nigeria - Nigerian Standard | 37 | ['excited', 'focused', 'happy'] | English | free_speech | null | # Describe an interesting cultural experience
*💡 Kickstart ideas*
1. What cultural event or experience you had
2. Where this took place
3. What surprised you about this experience
4. What you learned about the culture
5. How this experience changed your perspective |
audio/audio_277246.wav | 277,246 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 63 | ['relaxed'] | English | free_speech | null | # How do you decide when to take risks versus play it safe?
*💡 Kickstart ideas*
1. Describe what factors you consider when evaluating a potential risk
2. Talk about a calculated risk you took that worked out well
3. Explain how you prepare for situations where outcomes are uncertain
4. Share what you do when you're unsure whether to take a chance
5. Discuss what you've learned about balancing security with opportunity |
audio/audio_256935.wav | 256,935 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 33 | ['happy', 'relaxed'] | English | free_speech | null | # How do you think artificial intelligence and automation will affect daily life?
*💡 Kickstart ideas*
1. Describe your thoughts on how AI might change work, education, or personal life
2. Share your feelings about increasing automation in everyday tasks and services
3. Explain what you think humans will continue to do better than machines
4. Discuss how you're preparing for potential changes brought by advancing technology
5. Talk about your hopes and concerns regarding AI's role in society's future |
audio/audio_592983.wav | 592,983 | male | PL | English | Nigeria - Nigerian Standard | 33 | ['anxious'] | English | free_speech | null | # What study methods work best for your learning style?
*💡 Kickstart ideas*
1. Describe how you've discovered and refined your most effective study techniques
2. Share the environmental factors that enhance or hinder your ability to focus
3. Explain how you balance different types of learning activities for maximum retention
4. Discuss the role of breaks, rest, and reflection in your learning process
5. Talk about how you adapt study methods for different types of subjects or skills |
audio/audio_327440.wav | 327,440 | male | NG | Yoruba | Nigeria - Ibadan | 35 | ['relaxed'] | English | free_speech | null | # How do you express your creativity?
*💡 Kickstart ideas*
1. What creative activities you enjoy
2. When you feel most creative
3. What inspires your creative work
4. How creativity makes you feel
5. What you'd like to create in the future |
audio/audio_748867.wav | 748,867 | male | NG | Yoruba | Nigeria - Ibadan | 37 | ['happy'] | English | free_speech | null | # Tell me about the best businessperson you admire
*💡 Kickstart ideas*
1. You could share the person you admire most
2. Maybe mention what company or industry they're known for
3. Feel free to talk about what they accomplished
4. If you like, explain why you think they're the best
5. You could describe what you learned from their story |
audio/audio_33603.wav | 33,603 | male | NG | Igbo | Nigeria - Anambra Central | 96 | ['relaxed'] | English | free_speech | null | # Describe your first job or work experience
*💡 Kickstart ideas*
1. What your first job was
2. How you got this job
3. What you learned from this experience
4. What challenges you faced
5. How this job influenced your career path |
audio/audio_302925.wav | 302,925 | male | NG | null | null | 56 | ['focused'] | English | free_speech | null | # What do your collections reveal about your interests and values?
*💡 Kickstart ideas*
1. Describe what draws you to collect certain types of items or memorabilia
2. Share how your collections have evolved or changed focus over time
3. Explain the difference between collecting for value versus personal meaning
4. Discuss how you organize and display your meaningful possessions
5. Talk about the stories and memories associated with special items |
audio/audio_282896.wav | 282,896 | male | NG | Yoruba | Nigeria - Lagos Yoruba | 33 | ['happy', 'relaxed'] | English | free_speech | null | # What do you believe about fairness and justice in how people should treat each other?
*💡 Kickstart ideas*
1. Describe your views on what constitutes fair treatment in relationships and society
2. Share how you handle situations where you witness or experience unfair treatment
3. Explain your beliefs about personal responsibility versus systemic factors in life outcomes
4. Discuss how you balance forgiveness and accountability when someone has wronged you
5. Talk about how your sense of justice influences your actions and choices in daily life |
audio/audio_360261.wav | 360,261 | male | NG | English | Nigeria - Nigerian Standard | 34 | ['relaxed'] | English | free_speech | null | # Do you feel more energized by being alone or with others?
*💡 Kickstart ideas*
1. Describe what type of social interaction gives you the most energy
2. Talk about when you most need alone time to recharge
3. Explain how you balance social time with personal time
4. Share what happens when you get too much or too little social interaction
5. Discuss how you recognize when you need to adjust your social schedule |
🌍 African Languages Speech Dataset
🌍 Underrepresented languages, finally represented.
This dataset provides high-quality voice data for African languages that are severely underrepresented in existing speech corpora.
📧 Need more? sofia@silencioai.com — we have 25,000+ hours of African language data available.
🎯 Dataset Overview
347 recordings across 6 African languages, sourced from native speakers across the continent.
| Language | Code | Samples | Region | Speakers |
|---|---|---|---|---|
| 🇳🇬 Nigerian English | english_nigeria |
75 | Nigeria | Native Nigerian speakers |
| 🇰🇪 Swahili | swahili |
70 | East Africa | Kenya, Tanzania |
| 🇪🇹 Amharic | amharic |
53 | Ethiopia | Native speakers |
| 🇳🇬 Yoruba | yoruba |
50 | Nigeria | Southwest Nigeria |
| 🇳🇬 Igbo | igbo |
50 | Nigeria | Southeast Nigeria |
| 🇳🇬 Hausa | hausa |
49 | West Africa | Nigeria, Niger, Ghana |
| Total | 347 |
🚀 Quick Start
from datasets import load_dataset
# Load Swahili samples
swahili = load_dataset("SilencioNetwork/african-languages-speech", "swahili")
# Load Nigerian languages
hausa = load_dataset("SilencioNetwork/african-languages-speech", "hausa")
yoruba = load_dataset("SilencioNetwork/african-languages-speech", "yoruba")
igbo = load_dataset("SilencioNetwork/african-languages-speech", "igbo")
# Load Nigerian English (African-accented English)
nigerian_english = load_dataset("SilencioNetwork/african-languages-speech", "english_nigeria")
# Process samples
for sample in swahili['train']:
audio = sample['audio']
transcript = sample['transcript']
print(f"Transcript: {transcript[:50]}...")
🌍 Why African Languages?
Most speech AI is trained on English and European languages. African languages are massively underrepresented:
- 🗣️ 2,000+ languages spoken across Africa
- 📊 <1% representation in major speech datasets
- 🚀 Huge demand for ASR/TTS in local languages
- 💰 Growing market — African tech is booming
This dataset helps bridge that gap.
📊 Full Data Availability
This sample is <2% of our African language corpus.
| Language | Sample | Full Corpus Available |
|---|---|---|
| Swahili | 70 | 9,700+ hours |
| Nigerian English | 75 | 8,100+ hours |
| Hausa | 49 | 2,500+ hours |
| Yoruba | 50 | 1,800+ hours |
| Igbo | 50 | 1,200+ hours |
| Amharic | 53 | 900+ hours |
| Other African | — | 5,000+ hours |
| Total | 347 | 25,000+ hours |
📋 Metadata
Each recording includes:
| Field | Description |
|---|---|
file_name |
Path to audio file |
id |
Unique recording ID |
gender |
Speaker gender |
country_code |
ISO country code |
mother_tongue |
Native language |
dialect |
Regional dialect |
duration |
Recording length (seconds) |
emotions |
Emotion labels |
type_of_script |
free_speech / keywords / monologues |
transcript |
Whisper-generated transcription |
script |
Original prompt |
🎤 Audio Format
- Format: WAV
- Sample Rate: 48 kHz
- Recording: Real-world conditions (mobile devices, natural environments)
🎯 Use Cases
- 🗣️ African language ASR — Build speech recognition for underserved markets
- 🔊 TTS for local languages — Voice assistants, accessibility tools
- 🌍 Multilingual models — Improve coverage for African languages
- 📱 Voice apps for Africa — Banking, healthcare, education
- 📊 Benchmarking — Test model performance on low-resource languages
⚖️ License
CC BY-NC 4.0 — Free for research and non-commercial use.
For commercial licensing, contact sofia@silencioai.com.
📧 Get More Data
Building voice AI for Africa? We can help.
| What You Need | We Provide |
|---|---|
| More Swahili | ✅ 9,700+ hours |
| More Hausa/Yoruba/Igbo | ✅ 5,500+ hours combined |
| Other African languages | ✅ Zulu, Xhosa, Twi, Wolof, more |
| Custom collection | ✅ We can source any language |
📧 Email: sofia@silencioai.com
🌐 Website: silencioai.com
Citation
@dataset{silencio_african_speech_2025,
title = {African Languages Speech Dataset},
author = {Silencio Network},
year = {2025},
publisher = {Hugging Face},
license = {CC BY-NC 4.0}
}
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