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Jim barely survives, with people around him starving to death.
twenties
female
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According to contemporary sources, the children disliked each other from the beginning.
twenties
male
United States English
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The grid has not changed, but its "appearance" for the observer has.
twenties
male
United States English
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Hadera Paper continues to be a large employer in the city.
fourties
female
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In the "Odyssey", it is described as the rocky stronghold of Lamos.
twenties
female
United States English
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In any field, one has the following result.
fourties
male
United States English
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Each has their own powers.
fourties
female
United States English
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The route enters Arkansas in the northwest portion of the state.
twenties
other
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Generally, Libmanan soil is adapted for growing different agricultural products.
teens
other
United States English
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The paintings were not recovered.
twenties
male
United States English
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If the barber is cutting hair, then the customer goes to the waiting room.
fourties
female
Australian English
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A multi-keygen is a keygen that offers key generation for multiple software applications.
twenties
other
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Some believe it should be translated "men of Tob", rather than "Ishtob".
fifties
male
United States English
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It is the fire, partly, she said.
twenties
female
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The guild was named after Knud Lavard.
thirties
other
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There are various types of coup which can be effected.
thirties
other
United States English
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The windows are fitted with alabaster panels.
thirties
other
United States English
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Stationers were either booksellers, illuminators, or bookbinders.
twenties
female
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Extensive civil engineering repair work has now been carried out to prevent a recurrence.
thirties
female
India and South Asia (India, Pakistan, Sri Lanka)
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Another permitted cross is between two Anglo-Arabians.
teens
male
United States English
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For a moment the men in the passage held their breath.
twenties
female
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Also, Tagore never made these divisions.
fifties
female
England English
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He has written numerous pieces of journalism and writes regularly for the Irish Independent.
teens
female
United States English
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By influencing the hormones, the cells' growth can be changed along with its function.
twenties
other
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Freeway segments would be built around cities that needed to be bypassed.
fifties
female
United States English
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Charlie comes home from work and opens the garage door to park his car.
teens
female
United States English
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There was plenty of stone available nearby, but Cromwell chose to use brick.
twenties
male
United States English
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Edward Gallop later drowned but James and Richard became pioneering market gardeners and vignerons.
twenties
male
Irish English
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Classification is controversial.
twenties
female
United States English
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See also: Lipps-Meyer law.
fifties
female
England English
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A fine bunch of reporters.
twenties
female
England English
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The nearest secondary school is at Stradbroke.
teens
male
England English
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Pace bowlers are required on this tracks.
twenties
male
United States English
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It's because you were not born.
thirties
male
India and South Asia (India, Pakistan, Sri Lanka)
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Eighteen ocean view staterooms were given balconies during this process.
twenties
female
United States English
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The Texas Department of State Health Services operates the Rusk State Hospital in Rusk.
twenties
female
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These form a rough triangle that encloses much of the neighbourhood.
thirties
other
England English
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This system was abolished after the French Revolution.
fourties
male
Canadian English
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Tonge said You are almost getting a situation like the Warsaw ghetto.
twenties
female
England English
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Dale and Edgar Hennecke think, actually identical with it.
twenties
male
England English
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The town maintains religious musical traditions.
twenties
other
United States English
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Implicit in the decision to develop atomic bombs was the need to test them.
twenties
female
Canadian English
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It is the seat of Briceni District.
twenties
other
Canadian English
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‘I don’t know what you mean,’ said Alice.
twenties
other
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Guimaras mangoes are reportedly served at the White House and Buckingham Palace.
twenties
female
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This article lists such crossings from north to south.
teens
other
England English
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During the war, he is able to visit Linda in England once.
twenties
other
Filipino
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Main Directorate of the Transport of the Ministry of Internal Affairs.
fourties
female
United States English
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The moth flies during the day from June to September.
twenties
other
United States English
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Social facilities include a sports hall, bar, gym and outdoor tennis courts.
twenties
other
England English
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The use of parsers varies by input.
thirties
female
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The district is also a shopping area, centred on Hillsborough Corner.
fourties
male
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She does river cruises in and around Paris.
twenties
male
United States English
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The exact way these targets are determined varies widely from country to country.
sixties
female
England English
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The name means "common land" or "land shared between local inhabitants".
thirties
female
United States English
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At the time, these grants were among the largest Goshen College had ever received.
seventies
male
Australian English
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Her work at this time was anonymous.
fourties
male
Irish English
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There may be an unnoticed airplane overhead, particularly if there is an airport nearby.
twenties
female
United States English
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The ship was named in honor of Lewis Lindsay Dyche.
twenties
other
Australian English
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"Karakol" street dancing with a fluvial procession is usually held in coastal towns.
teens
female
United States English
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In the front third of the tail, they point backwards, the usual direction.
twenties
other
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However, the main body of the Prussian army succeeded in reaching Saint-Germain.
twenties
other
United States English
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He was best known for his research on the friction and wear of materials.
twenties
other
French
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The district is known for the annual Cassava Festival.
seventies
female
England English
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Davison was also active in gun enthusiast subreddits.
twenties
other
French
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The county seat is Muskegon.
twenties
female
United States English
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Eurasia and Australia.
twenties
female
United States English
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In here, my dear sir.
teens
other
Canadian English
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The team is nicknamed the "Belgian Lions".
twenties
male
United States English
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There is a small amount of industry at the north west end.
fourties
female
United States English
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Gray ended up out-polling three sitting Liberal members in Wilmot.
thirties
female
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Benson forcefully defended his work against some readers' contentions that the cartoon was insensitive.
fifties
male
United States English
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Fox had the script rewritten by Wayne's regular writer James Edward Grant.
twenties
female
India and South Asia (India, Pakistan, Sri Lanka)
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Lady Luck did not strike twice however and it was to be Kilkenny's day.
teens
female
United States English
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This issue led states to look for loopholes in the system.
fifties
male
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It then became the Christian Brothers Academy.
twenties
female
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The Salem River flows through the township.
teens
female
United States English
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The province contains archeological sites, including the ancient Carian cities of Alinda and Alabanda.
twenties
male
United States English
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He also performed on stage in Europe.
twenties
other
United States English,Variable
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The award-winning music program at South has earned state acclaim.
thirties
other
Australian English
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Roy Eldridge stated, I'd listened to him all kinds of ways.
fourties
female
United States English
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The town most likely was named after Bethany, a biblical place.
fourties
male
New Zealand English
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Keith took her back to England.
twenties
other
United States English
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But this is not the only possible form of division of labor.
twenties
male
United States English
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But profitable vegetable cultivation is being limited to road side non-tribals.
twenties
other
United States English
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We are going to the football game tonight.
teens
other
United States English
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An old bundled man sleeping on the grass
thirties
male
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It concerns itself with the whole life-cycle for systems that implement aircraft functions.
fifties
female
England English
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At an early age, MacMaster began to play the fiddle.
twenties
female
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It is home to the Mississippi Valley State University Delta Devils college football team.
twenties
female
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The civil parish includes the hamlet of Cray and the whole of Langstrothdale.
twenties
female
United States English
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He was wounded at the Somme.
twenties
male
India and South Asia (India, Pakistan, Sri Lanka)
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For more detailed explanation see Toponymy of Mexico.
teens
other
England English
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He went into exile in Lindisfarne.
twenties
male
United States English
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A more complete version of Pirkle's narrative can be heard on Negativland's "Helter Stupid".
twenties
female
United States English
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His administration modified the constitution, increasing the requirements to hold citizenship.
teens
other
United States English
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Though this idea has since been disproven, the term remains in use.
twenties
other
United States English
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His father was an accountant in Dublin.
twenties
female
Slavic
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Tower often flew charters for groups of Muslim pilgrims to Mecca.
twenties
other
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Crosetti's own marriage had fallen apart sometime before the beginning of the series.
teens
other
Filipino

Dataset Card for Inclusive Voice

A dataset curated from Mozilla Common Voice containing equal representation from male, female, and other

Dataset Details

Dataset Sources

Mozilla Common Voice

Uses

Direct Use

This dataset is intended for use in training and evaluating voice recognition models, particularly for applications in gender classification.

Out-of-Scope Use

The dataset is not suitable for applications requiring a wide range of dialects or non-English languages. It is also not designed for identifying fine-grained demographic characteristics beyond gender. You agree not to attempt to identify the individuals in the dataset.

Dataset Structure

Data Fields

  • client_id: A unique identifier for each participant.
  • audio: Audio recording of a spoken sentence.
  • sentence: The text content of the audio recording.
  • age: Categorical age group of the participant.
  • gender: Gender of the participant (balanced representation).
  • accent: Accent information of the participant, if available.

Splits

  • Train: 6,075 examples (2,025 of each gender).
  • Test: 1,812 examples (604 of each gender).

Dataset Creation

Curation Rationale

The dataset was specifically curated to address gender imbalance in voice recognition datasets, aiming to provide a balanced representation of male, female, and non-binary voices.

Source Data

Data Collection and Processing

Derived from Mozilla's Common Voice project, the dataset underwent additional processing to balance gender representation and limit the dominance of any single voice.

Bias, Risks, and Limitations

Despite efforts to balance gender representation, the dataset may still have biases, such as over-representation of certain accents or age groups. It's not comprehensive in representing all possible variations in English speech. Since the original dataset contains relatively few female and even fewer non-binary voices, the dataset becomes quite small when filtered down.

Citation

The original Common Voice citation:

@inproceedings{commonvoice:2020,
  author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. M. and Weber, G.},
  title = {Common Voice: A Massively-Multilingual Speech Corpus},
  booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)},
  pages = {4211--4215},
  year = 2020
}

Dataset Card Authors

Kim Gilkey

Dataset Card Contact

kim@gilkey.io

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