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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: 'Asian' as a scalar of type double
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1871, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 643, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2293, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2246, in cast_table_to_schema
                  arrays = [
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2247, in <listcomp>
                  cast_array_to_feature(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1796, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1796, in <listcomp>
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2103, in cast_array_to_feature
                  return array_cast(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1798, in wrapper
                  return func(array, *args, **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1950, in array_cast
                  return array.cast(pa_type)
                File "pyarrow/array.pxi", line 996, in pyarrow.lib.Array.cast
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/compute.py", line 404, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 590, in pyarrow._compute.call_function
                File "pyarrow/_compute.pyx", line 385, in pyarrow._compute.Function.call
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Failed to parse string: 'Asian' as a scalar of type double
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1428, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 989, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1898, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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file_name
string
age
string
emotion
null
ethnic
null
accents
string
gender
string
notes
string
source
string
transcription
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Common_Voice_en_19.0
Political factions, racial and ethnic rivalries, and personality clashes arose following his death.
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Susan Sontag has also commended Kincaid's writing for its "emotional truthfulness," poignancy, and complexity.
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Nelson's was amputated; Fremantle's survived, but he never regained full use of it.
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Environmental protection, craft, and trade services have been experiencing solid development.
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Haunted found Poe combining traditional pop notions with electronic, dance and hard rock music.
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Natural rubber, neoprene rubber, buna-s and buna-n are elastomers.
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To my surprise he began to show actual enthusiasm in my favor.
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Among these people were a couple of cyclists, a gardener I employed sometimes, and a girl carrying a baby.
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Mercedes screamed, cried, laughed, and manifested the chaotic abandonment of hysteria.
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Its warehouse and logistics facilities make an ideal choice for exporters and importers.
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The camel driver, though, seemed not to be very concerned with the threat of war.
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Before guns were invented, armies had to throw bullets at each other and if a bullet touched you, you had to sit out until the next war.
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Something deep beneath the earth shifted, sending vibrations strong enough to register on earthquake detection mechanisms hundreds of miles away.
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He is also the founder and co-ordinating editor of the journal "Popular Music".
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The guided missile cruiser had once more deployed with the "Constellation" battle group.
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The card, called the "Thaumatrope", gave an optical illusion when spun.
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Two young girls are in an enclosure filled with balls.
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He tours extensively, performing his own, blue-collar, Carl Sandburg-influenced poetry and hosting poetry slams.
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His son, John Herschel, described it as "a superb cluster resolvable into countless stars".
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Camp Three Point also hosts the Protestant Chapel and the Jewish Synagogue.
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Fobs vary considerably in size, style and functionality.
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These include various sports events including soccer, basketball, and volleyball tournaments.
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I'm never more aware of a room's acoustics than when I'm trying to enjoy a snack I have no intention of sharing.
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The conundrum that foiled so many was all but a simple exercise for Dr. Masterson.
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There should be no blanket certificates issued.
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Among these people were a couple of cyclists, a gardener I employed sometimes, and a girl carrying a baby.
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Then he dropped his spade, picked up his jacket, and came out into the road.
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Jerboas hibernate during the winter and use the permanent winter burrow for this.
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He was respected in the United Kingdom as an expert on Indian current affairs.
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During this time, Jefferson was the sixth largest town in Texas.
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Common_Voice_en_19.0
It¡¯s important that everyone, especially little guys, can participate in the future of the Internet.
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Most importantly, I structure my grammar so that I can dictate continuously.
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Common_Voice_en_19.0
Safety features include Enhanced Vision Systems that allows increased visibility in adverse environments.
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Common_Voice_en_19.0
A handicapped man dressed in blue holding the lead in a wheelchair race versus several other paraplegic athletes
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Australian English
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Common_Voice_en_19.0
Matthews is a former "Rochester Democrat and Chronicle" columnist.
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Common_Voice_en_19.0
I got used to the bright red lights, but I'm happy to not have those blaring at me all the time anymore.
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thirties
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female
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Common_Voice_en_19.0
According to the predominant notion in the Vatican, condoms shouldn't be used in spite of HIV.
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thirties
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Thai
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Common_Voice_en_19.0
The label focused on promoting and releasing new music by veteran country recording artists.
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thirties
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female
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Common_Voice_en_19.0
To summarize, our comprehensive survey discloses the true versatility of their method.
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twenties
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Common_Voice_en_19.0
Sentences are built of nouns, verbs and sometimes adjectives.
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thirties
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England English
male
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Common_Voice_en_19.0
He gained seats on several important committees, including the Armed Services and Judiciary Committees.
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twenties
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Common_Voice_en_19.0
Evading the bursts of the Japanese shells through skillful maneuvers, "Loggerhead" escaped undamaged.
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Common_Voice_en_19.0
Foster's sourdough English muffins were a popular brand English muffin originally from San Francisco.
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twenties
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United States English
male
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Common_Voice_en_19.0
The more people that can participate in the web, the better the Internet, and the world will be.
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teens
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United States English
male
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Common_Voice_en_19.0
Scanning probe microscopy is often not useful for examining buried solid-solid or liquid-liquid interfaces.
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twenties
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East Indian
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Common_Voice_en_19.0
The line was also to have featured connections with existing intercity railway stations.
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thirties
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United States English
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Common_Voice_en_19.0
I find that the best way to combat this issue is to use the built-in Vocabulary Editor.
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thirties
null
null
United States English
male
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Common_Voice_en_19.0
It's a trinket of primarily sentimental value, although it might command a small sum on the open market, belonging to one of my employers.
data/common_voice_en_552008.wav
thirties
null
null
India and South Asia (India, Pakistan, Sri Lanka)
male
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Common_Voice_en_19.0
That's absolutely outrageous for a trained lawyer.
data/common_voice_en_21555298.wav
twenties
null
null
Canadian English
female
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Common_Voice_en_19.0
This was the largest tunneling project undertaken beneath railway lines anywhere in the world.
data/common_voice_en_20244082.wav
sixties
null
null
England English
male
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Common_Voice_en_19.0
The purpose was to interest engineers in building faster, more reliable, and durable aircraft.
data/common_voice_en_18107716.wav
twenties
null
null
India and South Asia (India, Pakistan, Sri Lanka)
male
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Common_Voice_en_19.0
After its demise, the city would never attain its old glory again.
data/common_voice_en_36566012.wav
thirties
null
null
Generic European
female
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Common_Voice_en_19.0
They also occur amongst bracken, where this is shading the appropriate violet species.
data/common_voice_en_680582.wav
thirties
null
null
India and South Asia (India, Pakistan, Sri Lanka)
male
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Common_Voice_en_19.0
And then he would ask us to go back to our easels and replicate all the techniques in one go.
data/common_voice_en_22741332.wav
twenties
null
null
India and South Asia (India, Pakistan, Sri Lanka)
male
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Common_Voice_en_19.0
The remains of the small dock on the Macclesfield Canal can still be seen.
data/common_voice_en_23846389.wav
fifties
null
null
New Zealand English
male
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Common_Voice_en_19.0
The soap operas nominated for awards are "Coronation Street", "Doctors", "EastEnders", "Emmerdale" and "Hollyoaks".
data/common_voice_en_20374582.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
This is in contrast to broadcast seeding, where seed is scattered over an area.
data/common_voice_en_18096517.wav
teens
null
null
United States English
male
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Common_Voice_en_19.0
A single penny fairly got is worth a thousand that are not.
data/common_voice_en_139953.wav
thirties
null
null
United States English
female
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Common_Voice_en_19.0
He won't quit his paper without giving notice after this.
data/common_voice_en_17766019.wav
teens
null
null
England English
male
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Common_Voice_en_19.0
After an avalanche buried the skiing resort, it was hard to determine its exact location.
data/common_voice_en_27637625.wav
thirties
null
null
New Zealand English
male
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Common_Voice_en_19.0
The new Dean, William Bruce Knight, was instrumental in bringing about the much-needed restorations.
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fifties
null
null
United States English
male
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Common_Voice_en_19.0
There are no obvious distinguishing characteristics used to determine the sex of the fish.
data/common_voice_en_93452.wav
sixties
null
null
United States English
male
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Common_Voice_en_19.0
A part of me is also trying to come to terms with the fact that I won't be able to travel as much anymore.
data/common_voice_en_18626552.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
What is your gender?
data/common_voice_en_19727600.wav
fourties
null
null
Australian English
male
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Common_Voice_en_19.0
Paper wasps feed on nectar and other insects, including caterpillars, flies, and beetle larvae.
data/common_voice_en_23794465.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
Over the next few years, Woodbine made minor appearances in both film and television.
data/common_voice_en_18752071.wav
twenties
null
null
England English
male
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Common_Voice_en_19.0
Lithium reduces the risk of suicide, self-harm, and death in people with bipolar disorder.
data/common_voice_en_25722943.wav
thirties
null
null
Canadian English
female
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Common_Voice_en_19.0
The courses regularly play host to the Bob Hope Chrysler Classic charity golf tournament.
data/common_voice_en_23059507.wav
fourties
null
null
West Indies and Bermuda (Bahamas, Bermuda, Jamaica, Trinidad)
male
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Common_Voice_en_19.0
Here, at last, he met with success, establishing a medical practice that prospered quickly.
data/common_voice_en_18500600.wav
twenties
null
null
United States English
female
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Common_Voice_en_19.0
Is that program proprietary software, or is it open source?
data/common_voice_en_39623132.wav
teens
null
null
United States English
male
client_id:fde786d9dda9715bb8f95f7caca09fbaf10377fd1a5b87d464c34022b501e418a9ecf71bc9a64e11c38cbb9f9cd33db3e57d475dc17ebe8216dea75461339bd3
Common_Voice_en_19.0
Early celebrity walls first developed in downtown theater districts.
data/common_voice_en_32979082.wav
twenties
null
null
Canadian English
male
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Common_Voice_en_19.0
This report reiterated no contamination was found outside of the facility structures and equipment.
data/common_voice_en_655148.wav
thirties
null
null
United States English
female
client_id:cff46025ec9310b73ad07da8b6de954387ceae76d65b60f149c2b8948a67f3ef96db43f30c65b9d8012c06f52c384057b79692543fc7a8956ddc80c8a5e1cdde
Common_Voice_en_19.0
Melchizedek watched a small ship that was plowing its way out of the port.
data/common_voice_en_215397.wav
thirties
null
null
India and South Asia (India, Pakistan, Sri Lanka)
female
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Common_Voice_en_19.0
Witnesses report two armed suspects and four hostages.
data/common_voice_en_11294.wav
fourties
null
null
New Zealand English
male
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Common_Voice_en_19.0
Burning fridges, televisions and washing machines are not as unusual as one might think.
data/common_voice_en_18666833.wav
fourties
null
null
United States English
female
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Common_Voice_en_19.0
When it's ready, my dear, he replied.
data/common_voice_en_630463.wav
twenties
null
null
United States English
female
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Common_Voice_en_19.0
When he saw Henderson in his garden, he called over the fence and made himself understood.
data/common_voice_en_28713061.wav
thirties
null
null
England English
male
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Common_Voice_en_19.0
Three-note stacks based on diatonic and pentatonic scales are also, strictly speaking, tone clusters.
data/common_voice_en_27643237.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
The region consists of rafts of ice that have moved around and rotated.
data/common_voice_en_25240182.wav
twenties
null
null
United States English
male
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Common_Voice_en_19.0
She considered her orchestral works, her five symphonies in particular, as her greatest works.
data/common_voice_en_37234747.wav
teens
null
null
United States English
male
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Common_Voice_en_19.0
The main nave is divided by prominent pilasters into two nearly equal parts.
data/common_voice_en_655381.wav
fourties
null
null
United States English
male
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Common_Voice_en_19.0
Before guns were invented, armies had to throw bullets at each other and if a bullet touched you, you had to sit out until the next war.
data/common_voice_en_30569463.wav
teens
null
null
United States English
male
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Common_Voice_en_19.0
This technique is criticized because it actually facilitates detection by further disturbing other statistics.
data/common_voice_en_22733435.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
Two-time award recipients include Alison Krauss, Van Morrison, Pink, Robert Plant, and Santana.
data/common_voice_en_17781455.wav
twenties
null
null
Slavic,Russian
male
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Common_Voice_en_19.0
Lions hunt their prey with sprints, whereas wolves take advantage of their stamina.
data/common_voice_en_20771820.wav
fifties
null
null
United States English
female
client_id:b0fbfb3d5ce391796c7204ee16d17af03e03912c352f6a9cc6df9a68f2b8609f1e0f887a4ad147463eaec7e6cd9869cff090e407d3311d3c4d70b650a7225246
Common_Voice_en_19.0
Thomas, now Secretary of State for Dominion Affairs, reappointed him as Parliamentary Private Secretary.
data/common_voice_en_17389208.wav
thirties
null
null
Canadian English
male
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Common_Voice_en_19.0
The waitress was carrying an impressive amount of dinnerware, but then an earthquake occurred and she dropped it all.
data/common_voice_en_170300.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
But my business is cooking.
data/common_voice_en_209990.wav
twenties
null
null
United States English
male
client_id:892959c3edc31888776594469ffb447323802b951e15f95ebac83a9bfa0a1b9082bdaf22b750eab089eccc4ec2cf23b79e2f083e5b166edb9ddb1e1ed364225d
Common_Voice_en_19.0
And then he would ask us to go back to our easels and replicate all the techniques in one go.
data/common_voice_en_18687482.wav
fourties
null
null
England English
male
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Common_Voice_en_19.0
Its population is mostly Hausa with some Fulani, Yoruba, Igbo, Igala etc.
data/common_voice_en_19192969.wav
twenties
null
null
United States English
female
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Common_Voice_en_19.0
According to his father's biographer, he led a rather "obscure, undistinguished and uninteresting life".
data/common_voice_en_24913160.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
A knowledge of the Simon effect is useful in the design of man-machine interfaces.
data/common_voice_en_449938.wav
twenties
null
null
United States English
male
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Common_Voice_en_19.0
Albert Einstein's famous equation E equals MC squared is one of the best known equations in physics.
data/common_voice_en_17734688.wav
fifties
null
null
England English
female
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Common_Voice_en_19.0
The music, while technically a waltz, sounded more like a drunken tuba player falling into the orchestra's percussion section.
data/common_voice_en_536576.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
Albert Einstein's famous equation E equals MC squared is one of the best known equations in physics.
data/common_voice_en_19622971.wav
fifties
null
null
United States English
male
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Common_Voice_en_19.0
A skunk's spray is powerful enough to ward off bears and other potential attackers.
data/common_voice_en_23565212.wav
thirties
null
null
United States English
male
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Common_Voice_en_19.0
Bray's descendants continue to include people prominent in Australian politics and the Australian judiciary.
data/common_voice_en_19410104.wav
twenties
null
null
Australian English
male
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Common_Voice_en_19.0
The crown is narrow conic in young trees, becoming cylindric in older trees.
data/common_voice_en_38318388.wav
fourties
null
null
United States English,California English,Southern US English
male
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Common_Voice_en_19.0
We must therefore recognize two distinct and seemingly opposite features in these ceremonies.
data/common_voice_en_21307495.wav
teens
null
null
United States English
male
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Common_Voice_en_19.0
Illinois has used letter suffixes on several state highways, including "A", "B".
End of preview.

Personal Hub: Exploring High-Expressiveness Speech Data through Spatio-Temporal Feature Integration and Model Fine-Tuning

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Introduction

In this work, we present Personal Hub, a novel framework for mining and utilizing high-expressivity speech data by integrating spatio-temporal context with combinatorial attribute control. At the core of our approach lies a Speech Attribute Matrix, which enables annotators to systematically combine speaker-related features such as age, gender, emotion, accent, and environment with temporal metadata, to curate speech samples with varied and rich expressive characteristics. Based on this matrix-driven data collection paradigm, we construct a multi-level expressivity dataset, categorized into three tiers according to the diversity and complexity of attribute combinations. We then investigate the benefits of this curated data through two lines of model fine-tuning: (1) automatic speech recognition (ASR) models, where we demonstrate that incorporating high-expressivity data accelerates convergence and enhances learned acoustic representations, and (2) large end-to-end speech models, where both human and model-based evaluations reveal improved interactional and expressive capabilities post-finetuning.Our results underscore the potential of high-expressivity speech datasets in enhancing both task-specific performance and the overall communicative competence of speech AI systems.

Method

Filter for Usable

To ensure the quality and consistency of the audio data, we applied the following preprocessing steps:

Duration Filtering: Audio clips shorter than 5 seconds or longer than 15 seconds were excluded to maintain a consistent length range suitable for analysis.

Resampling: All audio files were resampled to a 16 kHz sampling rate, which is commonly used in speech processing tasks to balance quality and computational efficiency.

Channel Conversion: Stereo audio files were converted to mono by averaging the left and right channels. This step ensures uniformity across the dataset and simplifies subsequent processing.

Filter for Transcription

We used Whisper-Large-v3-turbo to evaluate transcription quality, retaining only samples with a Word Error Rate (WER) below 0.1. This model was chosen for its strong performance and fast inference, making it suitable for large-scale filtering. The WER threshold ensures high-quality transcriptions and reduces noise for downstream tasks.

Filter for Gender

Manual verification was conducted by four annotators. Only samples with unanimous agreement among all four were retained; others were discarded.

Filter for Emotion

For both gender and emotion filtering, samples were manually reviewed by four annotators. Only those with unanimous agreement were kept.

DataSource

Split: only_gender_reliable

CommonVoice VCTK LibriSpeech

Split: emotion_reliable

CREMA-D RAVDESS MEAD TESS SAVEE ESD

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