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@@ -43,6 +43,66 @@ dataset = datasets.load_dataset("jpdiazpardo/guturalScream_metalVocals")
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  ### Source Data
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  #### Initial Data Collection and Normalization
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  The data was collected from the YouTube playlist above and trimmed using the timestamps provided in the dataset.
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  ### Source Data
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+ | video id | artist | song | album | release_year |
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+ |-------------|-------------------------|-----------------------------------------------|------------------------------------------|--------------|
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+ | 5cLFdIzMhn8 | Amon Armath | Crack the Sky | Berserker | 2019 |
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+ | m_m2oYJkx1A | Arch Enemy | Deceiver, Deceiver | Deceivers | 2022 |
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+ | mjF1rmSV1dM | Arch Enemy | The Eagle Flies Alone | Will to Power | 2017 |
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+ | O59JNz7rdIU | Archtects | A Match Made In Heaven | All Our Gods have Abandoned Us | 2016 |
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+ | -jFgNreZPf0 | Asking Alexandria | Into the Fire | Asking Alexandria | 2017 |
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+ | l7Fi8-7HRhc | Asking Alexandria | Not the American Average | Stand Up and Scream | 2009 |
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+ | z71_E_YqWqA | Asking Alexandria | The Final Episode (Let's Change the Channel) | Stand Up and Scream | 2010 |
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+ | Ql2THDlBD9g | Asking Alexandria | Vultures | Asking Alexandria | 2017 |
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+ | W1l6izYwIhM | Attila | Pizza | Pizza | 2018 |
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+ | gVC7f59ibI8 | Attila | Three 6 | Three 6 | 2017 |
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+ | HKWqzjQAv14 | Behemoth | Ecclesia Diabolica Catholica | I Loved you at your Darkest | 2018 |
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+ | UA_j_72psoo | Behemoth | O Father O Satan O Sun! | The Satanist | 2014 |
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+ | g7yxjTcM7Bs | Behemoth | Wolves ov Siberia | I Loved you at your Darkest | 2018 |
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+ | C7cczTyQ4iY | Bring me the Horizon | Go to Hell, For Heaven's Sake | Sempiternal | 2013 |
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+ | AWggPLXeOkU | Bring me the Horizon | Pray for Pleagues | Count your Blessings | 2006 |
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+ | q2I0ulTZWXA | Bullet for my Valentine | Waking the Demon | Scream Aim Fire | 2008 |
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+ | 482tDopNzoc | Cannibal Corpse | Evisceration Plague | Evisceration Plague | 2009 |
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+ | vlgiWBCbCJk | Cannibal Corpse | Hammer Smashed Face corpse Hammer | Tomb of the Mutilated | 1992 |
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+ | Wks1aBh49sQ | Cradle of Filth | Crawling King Chaos | Existence is Futile | 2021 |
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+ | DNRIaeg6EyY | Cradle of Filth | Heartbreak and Seance | Cryptoriana – The Seductiveness of Decay | 2017 |
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+ | 04F4xlWSFh0 | Drowning Pool | Bodies | Sinner | 2001 |
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+ | B4CcX720DW4 | Gojira | Amazonia | Fortitude | 2021 |
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+ | tvmC7qxtQxs | Gojira | Into the Storm | Fortitude | 2021 |
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+ | EkRrend3sIw | Gojira | The Chant | Fortitude | 2021 |
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+ | uJRUq90EC_A | Hypocrisy | Chemical Whore | Worship | 2021 |
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+ | 75xYN7VBiTY | In Flames | Alias | A Sense of Purpose | 2008 |
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+ | FC3djB7-nc0 | Jinjer | Ape | Micro | 2019 |
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+ | 7f353euyRno | Jinjer | Pit of Consciousness | Macro | 2019 |
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+ | 2N0ShfOOEq4 | Killswitch Engage | The Signal Fire | Atonement | 2019 |
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+ | Lm-sI1EB8BA | Killswitch Engage | Unleashed | Atonement | 2019 |
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+ | lNwHjNz6My4 | Lamb of God | Checkmate | Lamb of God | 2020 |
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+ | SnEXcv0YJQA | Lamb of God | Nevermore | Omens | 2022 |
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+ | VHVsG2taJVs | Lamb of God | Omens | Omens | 2022 |
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+ | GkoYsXDvL8s | Lamb of God | Wake up Dead | Omens | 2022 |
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+ | 7Na3sECLYI8 | Motionless in White | 570 | Graveyard Shift | 2017 |
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+ | Pj2miRJ6bZs | Motionless in White | Another Life | Disguise | 2019 |
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+ | cIEc_11Aydc | Motionless in White | Disguise | Disguise | 2019 |
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+ | TwO0zLLybQ0 | Motionless in White | Eternally Yours | Graveyard Shift | 2017 |
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+ | CYG2kaZ5OfQ | Motionless in White | Undead Ahead 2: The Tale of the Midnight Ride | Disguise | 2019 |
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+ | udeaeWGO4Is | Of Mice & Men | Earth & Sky | Earth and Sky | 2019 |
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+ | AkFqg5wAuFk | Pantera | Walk | Vulgar Display of Power | 1992 |
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+ | UpEHp6u0ZxU | Parkway Drive | Absolute Power | Reverence | 2018 |
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+ | 4dBA2YxbFoE | Parkway Drive | Chronos | Reverence | 2018 |
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+ | 4FTVDKo7kWY | Parkway Drive | I Hope you Rot | Reverence | 2018 |
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+ | WL_8ZY89dP4 | Parkway Drive | Prey | Reverence | 2018 |
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+ | lP6QplMvOBg | Parkway Drive | Shadow Boxing | Reverence | 2018 |
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+ | 5uwyvvxNvqQ | Parkway Drive | Wishing Wells | Reverence | 2018 |
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+ | wLoYIBEZEfw | Slipknot | All Out Life | We are not your Kind | 2019 |
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+ | dymAGwL2kQI | Slipknot | The Chapeltown Rag | The End, so Far | 2022 |
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+ | FukeNR1ydOA | Suicide Silence | Disengage | No Time to Bleed | 2009 |
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+ | dWoQyC8_WtM | Suicide Silence | Unanswered | The Cleansing | 2007 |
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+ | ds9s-pzGD0M | Suicide Silence | You only live Once | The Black Crown | 2011 |
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+ | t2d3EDNDCn8 | Wage War | Low | Pressure | 2019 |
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+ | lWo1N8Q0t9o | Wage War | Witness | Deadweight | 2017 |
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+ | rbWFZMFlDIU | Whitechapel | I Will Find you | Kin | 2021 |
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+ | eVI6c0TlM2g | Whitechapel | The Saw is the Law | Our Endless War | 2014 |
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+ | W72Lnz1n-jw | Whitechapel | When a Demon Defiles a Witch | The Valley | 2019 |
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+
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  #### Initial Data Collection and Normalization
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  The data was collected from the YouTube playlist above and trimmed using the timestamps provided in the dataset.
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