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Update README.md
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README.md
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@@ -81,6 +81,65 @@ dataset = datasets.load_dataset("jpdiazpardo/scream_detection_heavy_metal")
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### Youtube playlist: [Scream Detection Dataset](https://www.youtube.com/playlist?list=PLnkRJFUtBDzWOEnVOiWTVxGOWD70LDwtC)
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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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### Youtube playlist: [Scream Detection Dataset](https://www.youtube.com/playlist?list=PLnkRJFUtBDzWOEnVOiWTVxGOWD70LDwtC)
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### Source Data
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| band_name | album_name | song_name | release_year | duration_seconds | video_id | bit_depth | bitrate | channels | sample_rate | 3class_split | 6class_split |
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|-------------------|------------------------------|-------------------------------------|--------------|------------------|-------------|-----------|---------|----------|-------------|--------------|--------------|
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| Abbath | Abbath | Ashes Of The Damned | 2016 | 238.097415 | K5pMoSECagE | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| After The Burial | Dig Deep | Lost In The Static | 2016 | 271.2787302 | hUNAX1UYeAE | 16 | 1411200 | 2 | 44100 | train | train |
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| Amon Amarth | Surtur Rising | Destroyer of the Universe | 2011 | 224.1886621 | 5aaOqUYG8Tw | 16 | 1411200 | 2 | 44100 | train | train |
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| Amon Amarth | Twilight of the Thunder God | Live For The Kill | 2008 | 249.7538322 | Bh_5ofa__pY | 16 | 1411200 | 2 | 44100 | train | train |
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| Amon Amarth | Twilight of the Thunder God | Twilight Of The Thunder God | 2008 | 265.5898413 | edBYB1VCV0k | 16 | 1411200 | 2 | 44100 | train | train |
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| Be'lakor | Stone's Reach | Venator | 2009 | 517.9559375 | ainbICPRV8Y | 16 | 1536000 | 2 | 48000 | train | train |
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| Behemoth | I Loved You at Your Darkest | Ecclesia Diabolica Catholica | 2018 | 324.3363265 | HKWqzjQAv14 | 16 | 1411200 | 2 | 44100 | train | train |
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| Behemoth | I Loved You at Your Darkest | Bartzabel | 2018 | 320.9462132 | Dhfy9TPga-c | 16 | 1411200 | 2 | 44100 | train | train |
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| Behemoth | The Satanist | Blow Your Trumpets Gabriel | 2013 | 297.9352381 | Czx-OIyrQwQ | 16 | 1411200 | 2 | 44100 | train | train |
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| Born of Osiris | Angel or Alien | White Nile | 2021 | 229.0300417 | 4ShzP_M7W-k | 16 | 1536000 | 2 | 48000 | train | train |
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| Cannibal Corpse | A Skeletal Domain | High Velocity Impact Spatter | 2014 | 246.9442177 | B3F10hXdmQY | 16 | 1411200 | 2 | 44100 | train | train |
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| Children of Bodom | Hexed | Under Grass And Clover | 2019 | 213.0663039 | 1gpfzCxiQ-A | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Children of Bodom | Are You Dead Yet? | Living Dead Beat | 2005 | 318.1365986 | gG3JZ5vGJsk | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Children Of Bodom | Are You Dead Yet? | Are You Dead Yet | 2005 | 236.2630385 | aNJXS9X0yY0 | 16 | 1411200 | 2 | 44100 | train | train |
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| Children of Bodom | Hate Crew Deathroll | Sixpounder | 2003 | 213.3449433 | 09KScSe4hIc | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Children Of Bodom | Follow the Reaper | Everytime I Die | 2000 | 241.650068 | 5cEK1OLhUKQ | 16 | 1411200 | 2 | 44100 | train | train |
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| Children Of Bodom | Are You Dead Yet? | In Your Face | 2005 | 236.2630385 | 5SgN5lvWZwQ | 16 | 1411200 | 2 | 44100 | train | train |
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| Dark Tranquillity | Lost to Apathy | Lost to Apathy | 2004 | 240.8838095 | GZqfH1LQEOQ | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Dark Tranquillity | Atoma | Atoma | 2016 | 262.8266667 | C_voh9WFbsM | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Death | Leprosy | Pull the Plug | 1988 | 266.8204989 | _duhhVa-dk8 | 16 | 1411200 | 2 | 44100 | train | train |
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| Death | Individual Thought Patterns | The Philosopher | 1993 | 216.3867708 | 8256VJ4hkJU | 16 | 1536000 | 2 | 48000 | train | train |
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| Decapitated | Anticult | Kill The Cult | 2017 | 296.1705215 | kQUTQTNChbE | 16 | 1411200 | 2 | 44100 | train | train |
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| Decapitated | Blood Mantra | Blood Mantra | 2014 | 305.9693424 | 8gILuUdY2cU | 16 | 1411200 | 2 | 44100 | train | train |
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| Ensiferum | Unsung Heroes | In My Sword I Trust | 2012 | 330.6753741 | -2WqQY_xSSM | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Enslaved | Caravans To The Outer Worlds | Caravans To The Outer Worlds | 2021 | 382.3165533 | ErTgN2zoTkA | 16 | 1411200 | 2 | 44100 | train | train |
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| Godless | Swarm | Deathcult | 2018 | 250.9844898 | 1CdtbR9JHCA | 16 | 1411200 | 2 | 44100 | train | train |
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| Gojira | Magma | Stranded | 2016 | 272.4397279 | FNdC_3LR2AI | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Gojira | Magma | Silvera | 2016 | 214.0647619 | iVvXB-Vwnco | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Immortal | Northern Chaos Gods | Northern Chaos Gods | 2018 | 265.4273016 | c5uP9PlEDro | 16 | 1411200 | 2 | 44100 | train | train |
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| In Flames | Reroute to Remain | Cloud Connected | 2002 | 223.3295238 | B7iIS91fMAc | 16 | 1411200 | 2 | 44100 | train | train |
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| Lamb of God | Lamb of God | Memento Mori | 2020 | 345.3503958 | hBj0-dIU8HI | 16 | 1536000 | 2 | 48000 | train | train |
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| Lamb of God | Ashes of the Wake | Laid to Rest | 2004 | 234.1732426 | HL9kaJZw8iw | 16 | 1411200 | 2 | 44100 | train | train |
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| Lamb of God | Ashes of the Wake | Omerta | 2004 | 287.5559184 | -xYZM04JxnQ | 16 | 1411200 | 2 | 44100 | train | train |
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| Lamb of God | Ashes of the Wake | Now You've Got Something to Die For | 2004 | 219.8000907 | 0m5fIHHfJTw | 16 | 1411200 | 2 | 44100 | train | train |
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| Lamb of God | Ashes of the Wake | The Faded Line | 2004 | 278.8019955 | JuRRnVqv2Vc | 16 | 1411200 | 2 | 44100 | train | train |
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| Ne Obliviscaris | Citadel | Pyrrhic | 2014 | 590.1351667 | dCyxGNbBWAk | 16 | 1536000 | 2 | 48000 | test/valid | test/valid |
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| Ne Obliviscaris | Portal of I | And Plague Flowers the Kaleidoscope | 2012 | 692.8533333 | BNyYiTdqzAY | 16 | 1536000 | 2 | 48000 | test/valid | test/valid |
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| Nevermore | This Godless Endeavor | Born | 2005 | 255.8374603 | impRqn44OCA | 16 | 1411200 | 2 | 44100 | train | train |
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| Of Mice & Men | Restoring Force | Bones Exposed | 2014 | 271.0697506 | IO-JbFtgeX4 | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Of Mice & Men | Timeless | Obsolete | 2021 | 270.0712925 | hxu3KXVy48w | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Opeth | Blackwater Park | Blackwater Park | 2001 | 732.8798333 | j4xCb_OU_lM | 16 | 1536000 | 2 | 48000 | train | train |
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| Parkway Drive | Horizons | Carrion | 2007 | 188.0119728 | BR2kSva4NT8 | 16 | 1411200 | 2 | 44100 | train | train |
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| Rings of Saturn | Lugal Ki En | Senseless Massacre | 2014 | 214.3333333 | F3A_3c882us | 16 | 1536000 | 2 | 48000 | test/valid | test/valid |
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| Slayer | Seasons in the Abyss | War Ensemble | 1990 | 302.2541497 | jqnC54vbUbU | 16 | 1411200 | 2 | 44100 | train | train |
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| Slayer | South of Heaven | South Of Heaven | 1988 | 298.5333333 | 74nTzbgDGWM | 16 | 1536000 | 2 | 48000 | train | train |
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| Slipknot | All Hope Is Gone | Psychosocial | 2008 | 302.1148299 | 5abamRO41fE | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Suffocation | …Of the Dark Light | Clarity Through Deprivation | 2017 | 244.1810431 | HUUBI7RJtr8 | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Suicide Silence | The Cleansing | No Pity for a Coward | 2007 | 191.9361451 | hwxTEcHnC1o | 16 | 1411200 | 2 | 44100 | train | train |
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| Suicide Silence | No Time to Bleed | Disengage | 2009 | 246.9442177 | FukeNR1ydOA | 16 | 1411200 | 2 | 44100 | train | train |
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| Suicide Silence | The Black Crown | You Only Live Once | 2011 | 192.6095238 | ds9s-pzGD0M | 16 | 1411200 | 2 | 44100 | train | train |
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| Suicide Silence | The Black Crown | Slaves To Substance | 2011 | 230.1329705 | k27N-jRofrM | 16 | 1411200 | 2 | 44100 | train | train |
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| Tesseract | Odyssey | Nocturne | 2015 | 271.0233107 | get0cXOsSXg | 16 | 1411200 | 2 | 44100 | train | train |
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| Textures | Silhouettes | Storm Warning | 2008 | 346.8829025 | 4600fGWcn9o | 16 | 1411200 | 2 | 44100 | train | train |
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| Textures | Silhouettes | Old Days Born Anew | 2008 | 337.3627211 | 731QmPnjqe4 | 16 | 1411200 | 2 | 44100 | train | train |
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| Thy Art Is Murder | Hate | Reign Of Darkness | 2012 | 236.1004989 | 47Plg93oJ1M | 16 | 1411200 | 2 | 44100 | train | train |
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| Veil of Maya | False Idol | Overthrow | 2017 | 237.2847166 | GLu-E42-RmA | 16 | 1411200 | 2 | 44100 | test/valid | test/valid |
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| Wintersun | Time I | Time | 2012 | 704.7720635 | ebSxxr726_8 | 16 | 1411200 | 2 | 44100 | train | train |
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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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