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πŸ“Š Easily apply audio-related machine learning models trained on the AudioSet dataset (527+ models/classes).

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audioset-models

This repository makes it easy to apply 527 machine learning models trained on AudioSet classes on new audio files.

These machine learning models were trained from scripts obtained from the voicebook repository and the data was obtained by implementing scripts from the download_audioset repository.

Here are some other AudioSet ML projects:

Getting started

To get started, clone the repository and download all the dependencies:

git clone git@github.com:jim-schwoebel/audioset_models.git
cd audioset_models
python3 -m pip install --user virtualenv
python3 -m venv env
source env/bin/activate
pip3 install -r requirements.txt

How the dataset was made

The dataset was made making a variable dataset and a control dataset composed of an equal mixture of all the other classes made from the download_audioset repository. In this way, it was assumed that all classes are equally probable in the wild.

The goal here was just to see which groups are most easily separated from the rest and generally to see which algorithms work best on a MFCC-based feature embedding, as described by train_audioclassify.py script in the Chapter 4: Modeling chapter of the Voicebook.

Applying models

To apply the models, all you need to do is to put an audio file in the ./load_dir folder and run load_models.py from the terminal:

python3 load_models.py

Then, all the audio files (in .WAV format) are featurized and classified in the ./load_dir with all the models in the ./models directory. For example, the 'piano.wav' file is an audio file of a piano playing some music (e.g. 6 seconds). Then we can apply all of these models and get a file ('piano.json') with the output features and predicted classes:

{"filename": "piano2.wav", "filetype": "audio file", "class": ["Jetengine", "Windchime", "Reversingbeeps", "Childrenshouting_controls", "Chopping(food)_controls", "Raindrop_controls", "Pizzicato", "Car", "Malletpercussion", "Frenchhorn", "Harmonica_controls", "Sink(fillingorwashing)", "Boom_controls", "Keysjangling", "Pour", "Tiresqueal_controls", "Choruseffect", "Banjo_controls", "Growling_controls", "Electrictoothbrush_controls", "Inside,smallroom", "Trainwheelssquealing_controls", "Birdflight,flappingwings_controls", "Toothbrush", "Vibration", "Telephonebellringing_controls", "Snicker_controls", "Carpassingby", "Policecar(siren)_controls", "MusicofLatinAmerica_controls", "Shout_controls", "Slosh_controls", "Water_controls", "Piano", "Tambourine_controls", "Meow", "Clang", "Whip_controls", "Bicyclebell", "Singingbowl", "Snoring", "Crumpling,crinkling_controls", "Alarm_controls", "Angrymusic", "Glass_controls", "Run_controls", "Mantra", "Electricguitar", "Croak_controls", "Ratchet,pawl", "Grunt", "Goat_controls", "Heavymetal_controls", "Dentaldrill,dentist'sdrill_controls", "Toot", "Trumpet", "Harmonic", "Rowboat,canoe,kayak", "Churchbell", "Foghorn", "Flute_controls", "Bellow_controls", "Truck", "Firealarm_controls", "Weddingmusic_controls", "Propeller,airscrew_controls", "Chewing,mastication_controls", "Chatter_controls", "Dialtone_controls", "Chuckle,chortle", "Frog_controls", "Hoot", "Fingersnapping_controls", "Dancemusic_controls", "Gasp_controls", "Beep,bleep", "Crushing", "Scratching(performancetechnique)_controls", "Ocean_controls", "Clickety-clack_controls", "Humming", "Salsamusic_controls", "Crowd_controls", "Excitingmusic_controls", "Mainshum_controls", "Mandolin_controls", "Effectsunit_controls", "Drumkit", "Cough_controls", "Telephonedialing,DTMF", "Flamenco_controls", "Music", "Vocalmusic", "Railtransport", "Blues", "Busysignal_controls", "Clapping_controls", "Hiphopmusic_controls", "Zipper(clothing)", "Machinegun", "Strum_controls", "Country_controls", "Fly,housefly", "Bicycle", "Windnoise(microphone)_controls", "Canidae,dogs,wolves_controls", "Folkmusic_controls", "Oink_controls", "Slap,smack_controls", "Dog_controls", "Childsinging_controls", "Backgroundmusic", "Squish", "Soulmusic_controls", "Crying,sobbing_controls", "Coo_controls", "Funnymusic_controls", "Gears_controls", "Mosquito_controls", "Chink,clink_controls", "Jinglebell", "Echo", "Electronictuner", "Caw_controls", "Sinewave", "Snake_controls", "Marimba,xylophone_controls", "Reverberation", "Gobble_controls", "Steelpan", "Sizzle_controls", "Clip-clop", "Swingmusic_controls", "Jackhammer", "Stomachrumble", "Hairdryer_controls", "Arrow", "Gong", "Smokedetector,smokealarm_controls", "Afrobeat_controls", "Ship_controls", "Yip_controls", "Bassguitar_controls", "Plop", "Sadmusic", "Tap", "Ambulance(siren)_controls", "Speech_controls", "Bassdrum_controls", "Sneeze_controls", "Subway,metro,underground_controls", "Electricpiano", "Keyboard(musical)", "Babbling_controls", "Lightengine(highfrequency)", "Goose", "Knock_controls", "Progressiverock_controls", "Beatboxing", "Capgun_controls", "Civildefensesiren", "Waterfall_controls", "Percussion", "Rodents,rats,mice", "Mechanisms_controls", "Babycry,infantcry_controls", "Throatclearing_controls", "Fixed-wingaircraft,airplane_controls", "Harpsichord_controls", "Whoosh,swoosh,swish", "Dubstep", "Hands", "Buzzer", "Sitar_controls", "New-agemusic", "Powertool_controls", "Caralarm_controls", "Speechsynthesizer_controls", "Scissors_controls", "Trickle,dribble_controls", "Mouse_controls", "Jazz_controls", "Thunk", "Fireworks_controls", "Hammer_controls", "Fowl_controls", "Grunge_controls", "Chop_controls", "Typing", "Babylaughter_controls", "Rustle", "Doublebass", "Airconditioning", "Single-lensreflexcamera_controls", "Thememusic_controls", "Clock", "Door", "Whispering_controls", "Tubularbells", "Scrape_controls", "Tendermusic", "Draweropenorclose_controls", "Skateboard_controls", "Basketballbounce_controls", "Electronica_controls", "Gospelmusic_controls", "Snaredrum", "Pant", "Quack_controls", "Powerwindows,electricwindows", "Rainonsurface_controls", "Electronicorgan_controls", "Ukulele_controls", "Wail,moan_controls", "Sigh", "Drumroll", "Tabla_controls", "Bang_controls", "Yell_controls", "Brassinstrument", "Typewriter", "Hubbub,speechnoise,speechbabble_controls", "Fusillade_controls", "Crow_controls", "Burping,eructation_controls", "Wheeze_controls", "Heartsounds,heartbeat_controls", "Tearing_controls", "Rimshot", "Hiccup_controls", "Cowbell_controls", "Doorbell_controls", "Ping_controls", "Aircraft", "Moo", "Gurgling", "Artilleryfire", "Sawing_controls", "Squawk_controls", "Whir", "Biting_controls", "Wood_controls", "Bellylaugh_controls", "Childrenplaying_controls", "Blender", "Opera_controls", "Slidingdoor_controls", "Alarmclock_controls", "Ambientmusic", "Insect_controls", "Sampler", "Turkey_controls", "Soundtrackmusic", "Clicking", "Outside,urbanormanmade", "Trainhorn_controls", "Inside,largeroomorhall", "Vacuumcleaner_controls", "Reggae_controls", "Techno_controls", "Silence", "MusicofAsia_controls", "Steam", "Malespeech,manspeaking_controls", "Frying(food)_controls", "Pinknoise", "Boiling", "Chirp,tweet_controls", "Coin(dropping)_controls", "Lawnmower", "Rattle(instrument)_controls", "Bow-wow_controls", "Radio_controls", "Cluck_controls", "Static", "Clarinet_controls", "Railroadcar,trainwagon_controls", "Shuffle", "Snort", "Yodeling_controls", "Independentmusic_controls", "Bowedstringinstrument", "Fill(withliquid)_controls", "Engineknocking", "Cello", "Motorvehicle(road)", "Roll_controls", "Acapella_controls", "Glockenspiel", "Dishes,pots,andpans_controls", "Crunch", "Ska_controls", "Emergencyvehicle_controls", "Bathtub(fillingorwashing)_controls", "Narration,monologue_controls", "Applause_controls", "Bluegrass_controls", "Microwaveoven_controls", "Battlecry_controls", "Splash,splatter_controls", "Cacophony_controls", "Whitenoise_controls", "Chirptone", "Christmasmusic", "Changeringing(campanology)_controls", "Synthesizer", "Distortion", "Cheering_controls", "Bell", "Pulse", "Motorcycle", "Singing_controls", "Writing", "Scratch_controls", "Jingle(music)_controls", "Explosion", "Mechanicalfan_controls", "Whistle_controls", "Splinter", "Inside,publicspace_controls", "Shufflingcards_controls", "Firecracker_controls", "Television", "Caterwaul", "Shofar", "Thump,thud", "Trafficnoise,roadwaynoise", "Happymusic_controls", "Bus_controls", "Rhythmandblues_controls", "Icecreamtruck,icecreamvan_controls", "Lullaby_controls", "Drummachine_controls", "Boing_controls", "Punkrock_controls", "Mediumengine(midfrequency)", "Theremin", "Bird_controls", "Sonar", "Hi-hat_controls", "Rockmusic_controls", "Breathing", "Creak", "Train_controls", "Whack,thwack", "Crowing,cock-a-doodle-doo_controls", "Helicopter", "Chicken,rooster_controls", "Crackle_controls", "Thunder", "Stream_controls", "Livestock,farmanimals,workinganimals_controls", "Eruption", "Electronicdancemusic_controls", "Chime", "Liquid_controls", "Heavyengine(lowfrequency)_controls", "Drumandbass_controls", "Whoop_controls", "Groan_controls", "Aircraftengine_controls", "Bark_controls", "Idling_controls", "Trainwhistle_controls", "Musicforchildren_controls", "Organ", "Tapping(guitartechnique)", "Stir_controls", "Rattle", "Christianmusic_controls", "Zing", "Vehiclehorn,carhorn,honking", "Choir_controls", "Domesticanimals,pets_controls", "Duck", "Walk,footsteps_controls", "Boat,Watervehicle", "Rustlingleaves", "Childspeech,kidspeaking_controls", "Whistling_controls", "Guitar_controls", "Birdvocalization,birdcall,birdsong_controls", "Accelerating,revving,vroom", "Siren_controls", "Pig_controls", "Watertap,faucet_controls", "Heartmurmur", "Fart", "Cat_controls", "Ringtone_controls", "Vibraphone_controls", "Carnaticmusic_controls", "Hiss", "Tick-tock_controls", "Spray", "Whimper(dog)_controls", "Rapping_controls", "Environmentalnoise_controls", "Conversation_controls", "Roaringcats(lions,tigers)_controls", "Horse", "Slam", "Femalesinging_controls", "Gargling_controls", "Waves,surf_controls", "Sniff", "Computerkeyboard_controls", "Gush_controls", "Sheep_controls", "Racecar,autoracing", "Vehicle_controls", "Neigh,whinny_controls", "Printer", "Chant_controls", "MiddleEasternmusic_controls", "Cattle,bovinae_controls", "Drill_controls", "Windinstrument,woodwindinstrument_controls", "Howl", "Song_controls", "Scarymusic", "Fire", "Orchestra_controls", "Laughter_controls", "Sailboat,sailingship", "Engine_controls", "Crack", "Cupboardopenorclose", "Bouncing", "Fieldrecording", "Motorboat,speedboat", "Toiletflush_controls", "Maraca_controls", "Sidetone_controls", "Enginestarting", "Rub_controls", "Pigeon,dove_controls", "Bleat", "Purr", "Popmusic_controls", "Cutlery,silverware_controls", "Roar", "Bagpipes_controls", "Buzz_controls", "Skidding_controls", "Honk_controls", "Electricshaver,electricrazor_controls", "Steelguitar,slideguitar_controls", "Trombone", "Thunderstorm", "Noise_controls", "Filing(rasp)", "Musicalinstrument_controls", "Rain", "Sewingmachine", "Femalespeech,womanspeaking_controls", "Hammondorgan", "Fireengine,firetruck(siren)_controls", "Pump(liquid)_controls", "Smash,crash_controls", "Woodblock", "Squeal", "Telephone_controls", "Cashregister_controls", "Throbbing", "Tuningfork", "Hum", "Bee,wasp,etc.", "Animal_controls", "Shatter_controls", "Electronicmusic_controls", "Owl", "MusicofBollywood_controls", "Burst,pop", "Disco_controls", "Syntheticsinging_controls", "Screaming_controls", "Sanding", "Outside,ruralornatural_controls", "Chainsaw_controls", "Harp_controls", "Patter_controls", "Wind", "Pluckedstringinstrument", "Gunshot,gunfire_controls", "Tools_controls", "Violin,fiddle_controls", "Tick", "Whalevocalization", "Psychedelicrock_controls", "Rockandroll_controls", "Airhorn,truckhorn", "Accordion_controls", "Videogamemusic", "Ding-dong", "Funk_controls", "Saxophone", "Traditionalmusic_controls", "Classicalmusic_controls", "Ding_controls", "Jingle,tinkle_controls", "Cricket", "Flap_controls", "Drip_controls", "Steamwhistle_controls", "Didgeridoo", "Housemusic_controls", "Squeak_controls", "Airbrake", "Drum_controls", "Malesinging_controls", "Rumble", "Soundeffect_controls", "MusicofAfrica_controls", "Clatter", "Breaking_controls", "Wildanimals_controls", "Giggle_controls", "Timpani", "Pulleys", "Zither", "Acousticguitar", "Cymbal_controls", "Whimper_controls", "Trancemusic_controls", "Camera", "Stringsection_controls"], "model": ["Jetengine_Jetengine_controls_sc_audio.pickle", "Windchime_Windchime_controls_sc_audio.pickle", "Reversingbeeps_Reversingbeeps_controls_sc_audio.pickle", "Childrenshouting_Childrenshouting_controls_sc_audio.pickle", "Chopping(food)_Chopping(food)_controls_sc_audio.pickle", "Raindrop_Raindrop_controls_sc_audio.pickle", "Pizzicato_Pizzicato_controls_sc_audio.pickle", "Car_Car_controls_sc_audio.pickle", "Malletpercussion_Malletpercussion_controls_sc_audio.pickle", "Frenchhorn_Frenchhorn_controls_sc_audio.pickle", "Harmonica_Harmonica_controls_sc_audio.pickle", "Sink(fillingorwashing)_Sink(fillingorwashing)_controls_sc_audio.pickle", "Boom_Boom_controls_sc_audio.pickle", "Keysjangling_Keysjangling_controls_sc_audio.pickle", "Pour_Pour_controls_sc_audio.pickle", "Tiresqueal_Tiresqueal_controls_sc_audio.pickle", "Choruseffect_Choruseffect_controls_sc_audio.pickle", "Banjo_Banjo_controls_sc_audio.pickle", "Growling_Growling_controls_sc_audio.pickle", "Electrictoothbrush_Electrictoothbrush_controls_sc_audio.pickle", "Inside,smallroom_Inside,smallroom_controls_sc_audio.pickle", "Trainwheelssquealing_Trainwheelssquealing_controls_sc_audio.pickle", "Birdflight,flappingwings_Birdflight,flappingwings_controls_sc_audio.pickle", "Toothbrush_Toothbrush_controls_sc_audio.pickle", "Vibration_Vibration_controls_sc_audio.pickle", "Telephonebellringing_Telephonebellringing_controls_sc_audio.pickle", "Snicker_Snicker_controls_sc_audio.pickle", "Carpassingby_Carpassingby_controls_sc_audio.pickle", "Policecar(siren)_Policecar(siren)_controls_sc_audio.pickle", "MusicofLatinAmerica_MusicofLatinAmerica_controls_sc_audio.pickle", "Shout_Shout_controls_sc_audio.pickle", "Slosh_Slosh_controls_sc_audio.pickle", "Water_Water_controls_sc_audio.pickle", "Piano_Piano_controls_sc_audio.pickle", "Tambourine_Tambourine_controls_sc_audio.pickle", "Meow_Meow_controls_sc_audio.pickle", "Clang_Clang_controls_sc_audio.pickle", "Whip_Whip_controls_sc_audio.pickle", "Bicyclebell_Bicyclebell_controls_sc_audio.pickle", "Singingbowl_Singingbowl_controls_sc_audio.pickle", "Snoring_Snoring_controls_sc_audio.pickle", "Crumpling,crinkling_Crumpling,crinkling_controls_sc_audio.pickle", "Alarm_Alarm_controls_sc_audio.pickle", "Angrymusic_Angrymusic_controls_sc_audio.pickle", "Glass_Glass_controls_sc_audio.pickle", "Run_Run_controls_sc_audio.pickle", "Mantra_Mantra_controls_sc_audio.pickle", "Electricguitar_Electricguitar_controls_sc_audio.pickle", "Croak_Croak_controls_sc_audio.pickle", "Ratchet,pawl_Ratchet,pawl_controls_sc_audio.pickle", "Grunt_Grunt_controls_sc_audio.pickle", "Goat_Goat_controls_sc_audio.pickle", "Heavymetal_Heavymetal_controls_sc_audio.pickle", "Dentaldrill,dentist'sdrill_Dentaldrill,dentist'sdrill_controls_sc_audio.pickle", "Toot_Toot_controls_sc_audio.pickle", "Trumpet_Trumpet_controls_sc_audio.pickle", "Harmonic_Harmonic_controls_sc_audio.pickle", "Rowboat,canoe,kayak_Rowboat,canoe,kayak_controls_sc_audio.pickle", "Churchbell_Churchbell_controls_sc_audio.pickle", "Foghorn_Foghorn_controls_sc_audio.pickle", "Flute_Flute_controls_sc_audio.pickle", "Bellow_Bellow_controls_sc_audio.pickle", "Truck_Truck_controls_sc_audio.pickle", "Firealarm_Firealarm_controls_sc_audio.pickle", "Weddingmusic_Weddingmusic_controls_sc_audio.pickle", "Propeller,airscrew_Propeller,airscrew_controls_sc_audio.pickle", "Chewing,mastication_Chewing,mastication_controls_sc_audio.pickle", "Chatter_Chatter_controls_sc_audio.pickle", "Dialtone_Dialtone_controls_sc_audio.pickle", "Chuckle,chortle_Chuckle,chortle_controls_sc_audio.pickle", "Frog_Frog_controls_sc_audio.pickle", "Hoot_Hoot_controls_sc_audio.pickle", "Fingersnapping_Fingersnapping_controls_sc_audio.pickle", "Dancemusic_Dancemusic_controls_sc_audio.pickle", "Gasp_Gasp_controls_sc_audio.pickle", "Beep,bleep_Beep,bleep_controls_sc_audio.pickle", "Crushing_Crushing_controls_sc_audio.pickle", "Scratching(performancetechnique)_Scratching(performancetechnique)_controls_sc_audio.pickle", "Ocean_Ocean_controls_sc_audio.pickle", "Clickety-clack_Clickety-clack_controls_sc_audio.pickle", "Humming_Humming_controls_sc_audio.pickle", "Salsamusic_Salsamusic_controls_sc_audio.pickle", "Crowd_Crowd_controls_sc_audio.pickle", "Excitingmusic_Excitingmusic_controls_sc_audio.pickle", "Mainshum_Mainshum_controls_sc_audio.pickle", "Mandolin_Mandolin_controls_sc_audio.pickle", "Effectsunit_Effectsunit_controls_sc_audio.pickle", "Drumkit_Drumkit_controls_sc_audio.pickle", "Cough_Cough_controls_sc_audio.pickle", "Telephonedialing,DTMF_Telephonedialing,DTMF_controls_sc_audio.pickle", "Flamenco_Flamenco_controls_sc_audio.pickle", "Music_Music_controls_sc_audio.pickle", "Vocalmusic_Vocalmusic_controls_sc_audio.pickle", "Railtransport_Railtransport_controls_sc_audio.pickle", "Blues_Blues_controls_sc_audio.pickle", "Busysignal_Busysignal_controls_sc_audio.pickle", "Clapping_Clapping_controls_sc_audio.pickle", "Hiphopmusic_Hiphopmusic_controls_sc_audio.pickle", "Zipper(clothing)_Zipper(clothing)_controls_sc_audio.pickle", "Machinegun_Machinegun_controls_sc_audio.pickle", "Strum_Strum_controls_sc_audio.pickle", "Country_Country_controls_sc_audio.pickle", "Fly,housefly_Fly,housefly_controls_sc_audio.pickle", "Bicycle_Bicycle_controls_sc_audio.pickle", "Windnoise(microphone)_Windnoise(microphone)_controls_sc_audio.pickle", "Canidae,dogs,wolves_Canidae,dogs,wolves_controls_sc_audio.pickle", "Folkmusic_Folkmusic_controls_sc_audio.pickle", "Oink_Oink_controls_sc_audio.pickle", "Slap,smack_Slap,smack_controls_sc_audio.pickle", "Dog_Dog_controls_sc_audio.pickle", "Childsinging_Childsinging_controls_sc_audio.pickle", "Backgroundmusic_Backgroundmusic_controls_sc_audio.pickle", "Squish_Squish_controls_sc_audio.pickle", "Soulmusic_Soulmusic_controls_sc_audio.pickle", "Crying,sobbing_Crying,sobbing_controls_sc_audio.pickle", "Coo_Coo_controls_sc_audio.pickle", "Funnymusic_Funnymusic_controls_sc_audio.pickle", "Gears_Gears_controls_sc_audio.pickle", "Mosquito_Mosquito_controls_sc_audio.pickle", "Chink,clink_Chink,clink_controls_sc_audio.pickle", "Jinglebell_Jinglebell_controls_sc_audio.pickle", "Echo_Echo_controls_sc_audio.pickle", "Electronictuner_Electronictuner_controls_sc_audio.pickle", "Caw_Caw_controls_sc_audio.pickle", "Sinewave_Sinewave_controls_sc_audio.pickle", "Snake_Snake_controls_sc_audio.pickle", "Marimba,xylophone_Marimba,xylophone_controls_sc_audio.pickle", "Reverberation_Reverberation_controls_sc_audio.pickle", "Gobble_Gobble_controls_sc_audio.pickle", "Steelpan_Steelpan_controls_sc_audio.pickle", "Sizzle_Sizzle_controls_sc_audio.pickle", "Clip-clop_Clip-clop_controls_sc_audio.pickle", "Swingmusic_Swingmusic_controls_sc_audio.pickle", "Jackhammer_Jackhammer_controls_sc_audio.pickle", "Stomachrumble_Stomachrumble_controls_sc_audio.pickle", "Hairdryer_Hairdryer_controls_sc_audio.pickle", "Arrow_Arrow_controls_sc_audio.pickle", "Gong_Gong_controls_sc_audio.pickle", "Smokedetector,smokealarm_Smokedetector,smokealarm_controls_sc_audio.pickle", "Afrobeat_Afrobeat_controls_sc_audio.pickle", "Ship_Ship_controls_sc_audio.pickle", "Yip_Yip_controls_sc_audio.pickle", "Bassguitar_Bassguitar_controls_sc_audio.pickle", "Plop_Plop_controls_sc_audio.pickle", "Sadmusic_Sadmusic_controls_sc_audio.pickle", "Tap_Tap_controls_sc_audio.pickle", "Ambulance(siren)_Ambulance(siren)_controls_sc_audio.pickle", "Speech_Speech_controls_sc_audio.pickle", "Bassdrum_Bassdrum_controls_sc_audio.pickle", "Sneeze_Sneeze_controls_sc_audio.pickle", "Subway,metro,underground_Subway,metro,underground_controls_sc_audio.pickle", "Electricpiano_Electricpiano_controls_sc_audio.pickle", "Keyboard(musical)_Keyboard(musical)_controls_sc_audio.pickle", "Babbling_Babbling_controls_sc_audio.pickle", "Lightengine(highfrequency)_Lightengine(highfrequency)_controls_sc_audio.pickle", "Goose_Goose_controls_sc_audio.pickle", "Knock_Knock_controls_sc_audio.pickle", "Progressiverock_Progressiverock_controls_sc_audio.pickle", "Beatboxing_Beatboxing_controls_sc_audio.pickle", "Capgun_Capgun_controls_sc_audio.pickle", "Civildefensesiren_Civildefensesiren_controls_sc_audio.pickle", "Waterfall_Waterfall_controls_sc_audio.pickle", "Percussion_Percussion_controls_sc_audio.pickle", "Rodents,rats,mice_Rodents,rats,mice_controls_sc_audio.pickle", "Mechanisms_Mechanisms_controls_sc_audio.pickle", "Babycry,infantcry_Babycry,infantcry_controls_sc_audio.pickle", "Throatclearing_Throatclearing_controls_sc_audio.pickle", "Fixed-wingaircraft,airplane_Fixed-wingaircraft,airplane_controls_sc_audio.pickle", "Harpsichord_Harpsichord_controls_sc_audio.pickle", "Whoosh,swoosh,swish_Whoosh,swoosh,swish_controls_sc_audio.pickle", "Dubstep_Dubstep_controls_sc_audio.pickle", "Hands_Hands_controls_sc_audio.pickle", "Buzzer_Buzzer_controls_sc_audio.pickle", "Sitar_Sitar_controls_sc_audio.pickle", "New-agemusic_New-agemusic_controls_sc_audio.pickle", "Powertool_Powertool_controls_sc_audio.pickle", "Caralarm_Caralarm_controls_sc_audio.pickle", "Speechsynthesizer_Speechsynthesizer_controls_sc_audio.pickle", "Scissors_Scissors_controls_sc_audio.pickle", "Trickle,dribble_Trickle,dribble_controls_sc_audio.pickle", "Mouse_Mouse_controls_sc_audio.pickle", "Jazz_Jazz_controls_sc_audio.pickle", "Thunk_Thunk_controls_sc_audio.pickle", "Fireworks_Fireworks_controls_sc_audio.pickle", "Hammer_Hammer_controls_sc_audio.pickle", "Fowl_Fowl_controls_sc_audio.pickle", "Grunge_Grunge_controls_sc_audio.pickle", "Chop_Chop_controls_sc_audio.pickle", "Typing_Typing_controls_sc_audio.pickle", "Babylaughter_Babylaughter_controls_sc_audio.pickle", "Rustle_Rustle_controls_sc_audio.pickle", "Doublebass_Doublebass_controls_sc_audio.pickle", "Airconditioning_Airconditioning_controls_sc_audio.pickle", "Single-lensreflexcamera_Single-lensreflexcamera_controls_sc_audio.pickle", "Thememusic_Thememusic_controls_sc_audio.pickle", "Clock_Clock_controls_sc_audio.pickle", "Door_Door_controls_sc_audio.pickle", "Whispering_Whispering_controls_sc_audio.pickle", "Tubularbells_Tubularbells_controls_sc_audio.pickle", "Scrape_Scrape_controls_sc_audio.pickle", "Tendermusic_Tendermusic_controls_sc_audio.pickle", "Draweropenorclose_Draweropenorclose_controls_sc_audio.pickle", 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As you can see, the file is correctly classified as piano and electric piano classes relative to controls. The rest of the classes are arbitrary and likely have some false positives, so feel free to remove some of the models in the models directory to accomplish your use case.

Performance of models

Here are the performance of the models, from least accurate to most accurate.

Model Name Accuracy Standard Deviation Modeltype
Fly,housefly_Fly,housefly_controls_sc_audio 0.5391666666666668 0.0607590871118606 knn
Neigh,whinny_Neigh,whinny_controls_sc_audio 0.5424603174603174 0.06308899839367364 knn
Squeal_Squeal_controls_sc_audio 0.5507936507936508 0.026370234485454197 sk
Shout_Shout_controls_sc_audio 0.5511904761904762 0.1665645945942162 logistic regression
Fire_Fire_controls_sc_audio 0.555952380952381 0.17194220524663026 gaussian-nb
Crackle_Crackle_controls_sc_audio 0.5650793650793651 0.007776157913597362 sk
Bleat_Bleat_controls_sc_audio 0.5682539682539682 0.006349206349206327 sk
Outside,ruralornatural_Outside,ruralornatural_controls_sc_audio 0.5797794117647059 0.08903285375883954 logistic regression
Whitenoise_Whitenoise_controls_sc_audio 0.5932539682539683 0.07245731838922985 decision-tree
Bell_Bell_controls_sc_audio 0.5944444444444444 0.10859973640061793 logistic regression
Buzz_Buzz_controls_sc_audio 0.5968253968253967 0.10793650793650796 adaboost
Pulse_Pulse_controls_sc_audio 0.5988095238095237 0.14704188244423344 hard voting
Slosh_Slosh_controls_sc_audio 0.6 0.1457737973711325 gaussian-nb
Rattle_Rattle_controls_sc_audio 0.6051587301587302 0.15738517472263444 gaussian-nb
Glass_Glass_controls_sc_audio 0.6063492063492063 0.1881245372666572 decision-tree
Moo_Moo_controls_sc_audio 0.6079365079365079 0.12694443824210921 hard voting
Scrape_Scrape_controls_sc_audio 0.6087301587301588 0.2253968253968254 gradient boosting
Snake_Snake_controls_sc_audio 0.6095238095238095 0.12360585608845578 random forest
Alarm_Alarm_controls_sc_audio 0.611111111111111 0.19465084607328867 logistic regression
Clip-clop_Clip-clop_controls_sc_audio 0.6115079365079366 0.16315460627269146 random forest
Animal_Animal_controls_sc_audio 0.6165522763669641 0.04032022431311725 knn
Clapping_Clapping_controls_sc_audio 0.619047619047619 0.1412609235637269 adaboost
Horse_Horse_controls_sc_audio 0.6202020202020202 0.19362348007281188 gaussian-nb
Microwaveoven_Microwaveoven_controls_sc_audio 0.6202380952380953 0.09991492980170137 decision-tree
Sheep_Sheep_controls_sc_audio 0.6214285714285714 0.13044273119821195 gradient boosting
Hum_Hum_controls_sc_audio 0.6219780219780219 0.09953399449867475 knn
Pig_Pig_controls_sc_audio 0.6226190476190475 0.08464947064110084 random forest
Creak_Creak_controls_sc_audio 0.6238095238095238 0.1493751156319821 random forest
Bow-wow_Bow-wow_controls_sc_audio 0.6246031746031745 0.13368599430877576 knn
Livestock,farmanimals,workinganimals_Livestock,farmanimals,workinganimals_controls_sc_audio 0.6246568627450981 0.03805247898951148 hard voting
Inside,largeroomorhall_Inside,largeroomorhall_controls_sc_audio 0.6256709956709956 0.10152725169949675 gaussian-nb
Echo_Echo_controls_sc_audio 0.6285714285714284 0.2138089935299395 logistic regression
Femalesinging_Femalesinging_controls_sc_audio 0.6285714285714287 0.11070219539150918 knn
Door_Door_controls_sc_audio 0.6333333333333333 0.08079466429027214 adaboost
Growling_Growling_controls_sc_audio 0.6333333333333333 0.08079466429027216 knn
Tubularbells_Tubularbells_controls_sc_audio 0.6333333333333333 0.1379412113103904 knn
Mainshum_Mainshum_controls_sc_audio 0.6333333333333334 0.11967032904743341 knn
Burst,pop_Burst,pop_controls_sc_audio 0.6341269841269841 0.2517656220484684 random forest
Insect_Insect_controls_sc_audio 0.6346320346320347 0.14793716884164887 gaussian-nb
Radio_Radio_controls_sc_audio 0.6349206349206349 0.23414716082013684 decision-tree
Music_Music_controls_sc_audio 0.6349478387347549 0.026775070319852455 logistic regression
Malletpercussion_Malletpercussion_controls_sc_audio 0.6369047619047619 0.06692128248835807 hard voting
MusicofLatinAmerica_MusicofLatinAmerica_controls_sc_audio 0.6369047619047619 0.15856141824545172 knn
Breathing_Breathing_controls_sc_audio 0.6380952380952382 0.05714285714285716 hard voting
Wildanimals_Wildanimals_controls_sc_audio 0.6380952380952382 0.20213025244103625 knn
Rattle(instrument)_Rattle(instrument)_controls_sc_audio 0.6404761904761905 0.047708249784556865 knn
Chink,clink_Chink,clink_controls_sc_audio 0.6412698412698413 0.08786255557522572 adaboost
Smash,crash_Smash,crash_controls_sc_audio 0.6412698412698413 0.08786255557522572 gradient boosting
Coo_Coo_controls_sc_audio 0.6428571428571429 0.1577549406997852 gaussian-nb
Tambourine_Tambourine_controls_sc_audio 0.6428571428571429 0.1784567533022882 logistic regression
Slidingdoor_Slidingdoor_controls_sc_audio 0.6444444444444445 0.06853026395213621 knn
Toot_Toot_controls_sc_audio 0.6460317460317461 0.09933008156928265 adaboost
Outside,urbanormanmade_Outside,urbanormanmade_controls_sc_audio 0.646401515151515 0.07026387526407724 gaussian-nb
Ping_Ping_controls_sc_audio 0.6476190476190476 0.06459361888690734 gradient boosting
Basketballbounce_Basketballbounce_controls_sc_audio 0.65 0.2 hard voting
Musicalinstrument_Musicalinstrument_controls_sc_audio 0.6501863354037267 0.04685526636548159 gaussian-nb
Cowbell_Cowbell_controls_sc_audio 0.6515873015873016 0.07679981208509806 gradient boosting
Inside,publicspace_Inside,publicspace_controls_sc_audio 0.653968253968254 0.21517159622641957 knn
Pour_Pour_controls_sc_audio 0.6555555555555554 0.15660582437369686 gaussian-nb
Skidding_Skidding_controls_sc_audio 0.655952380952381 0.1568720610478965 random forest
Clock_Clock_controls_sc_audio 0.6563492063492063 0.11871249125829522 gaussian-nb
Fart_Fart_controls_sc_audio 0.6563492063492063 0.1688369654041237 knn
Electricpiano_Electricpiano_controls_sc_audio 0.657936507936508 0.10998293461155562 logistic regression
Blender_Blender_controls_sc_audio 0.6583333333333333 0.0927960727138337 hard voting
Spray_Spray_controls_sc_audio 0.6583333333333333 0.1452966314513558 knn
Traditionalmusic_Traditionalmusic_controls_sc_audio 0.6583333333333333 0.16541194367732673 knn
Boat,Watervehicle_Boat,Watervehicle_controls_sc_audio 0.6585105083088953 0.06257911638839117 logistic regression
Percussion_Percussion_controls_sc_audio 0.6588235294117648 0.06056253024110002 hard voting
Printer_Printer_controls_sc_audio 0.6591269841269841 0.12625285470331238 gaussian-nb
Vehiclehorn,carhorn,honking_Vehiclehorn,carhorn,honking_controls_sc_audio 0.6591269841269841 0.16864098944425018 logistic regression
Tap_Tap_controls_sc_audio 0.6595238095238096 0.19289388244996605 decision-tree
Snort_Snort_controls_sc_audio 0.6603174603174603 0.1280117152613076 logistic regression
Television_Television_controls_sc_audio 0.6619047619047619 0.19886298112210574 logistic regression
Churchbell_Churchbell_controls_sc_audio 0.6623015873015874 0.22807071479000185 gaussian-nb
Pluckedstringinstrument_Pluckedstringinstrument_controls_sc_audio 0.6632456140350877 0.042849913328679094 adaboost
Icecreamtruck,icecreamvan_Icecreamtruck,icecreamvan_controls_sc_audio 0.6642857142857143 0.17401325307256904 random forest
Electrictoothbrush_Electrictoothbrush_controls_sc_audio 0.6654761904761906 0.0632634774075544 logistic regression
Water_Water_controls_sc_audio 0.6664332399626517 0.08412577164657657 knn
Gush_Gush_controls_sc_audio 0.6666666666666666 0.1257880174994219 hard voting
Birdvocalization,birdcall,birdsong_Birdvocalization,birdcall,birdsong_controls_sc_audio 0.6666666666666667 0.07388575599039104 adaboost
Keysjangling_Keysjangling_controls_sc_audio 0.6666666666666667 0.0875177698545411 adaboost
Inside,smallroom_Inside,smallroom_controls_sc_audio 0.6680029861888764 0.021672207908822894 random forest
Roaringcats(lions,tigers)_Roaringcats(lions,tigers)_controls_sc_audio 0.6698412698412698 0.12311567891850994 gaussian-nb
Airhorn,truckhorn_Airhorn,truckhorn_controls_sc_audio 0.6730158730158731 0.1093280975093496 gaussian-nb
Sawing_Sawing_controls_sc_audio 0.6738095238095237 0.06004533434723093 random forest
Motorcycle_Motorcycle_controls_sc_audio 0.6746031746031745 0.16403823089223887 random forest
Mouse_Mouse_controls_sc_audio 0.6749999999999999 0.22257766358404119 knn
Bellow_Bellow_controls_sc_audio 0.675 0.1 adaboost
Housemusic_Housemusic_controls_sc_audio 0.675 0.12747548783981963 knn
Roar_Roar_controls_sc_audio 0.675 0.1695582495781317 knn
Whip_Whip_controls_sc_audio 0.6753968253968254 0.13056460141383358 gaussian-nb
Machinegun_Machinegun_controls_sc_audio 0.6761904761904762 0.26289315660812324 gaussian-nb
Draweropenorclose_Draweropenorclose_controls_sc_audio 0.6773809523809524 0.03375582590180436 gaussian-nb
Squish_Squish_controls_sc_audio 0.6801587301587302 0.1128994406481478 hard voting
Tick-tock_Tick-tock_controls_sc_audio 0.6801587301587302 0.1202479172477376 hard voting
Speech_Speech_controls_sc_audio 0.6802220708103061 0.010800269230362968 logistic regression
Sizzle_Sizzle_controls_sc_audio 0.6805555555555555 0.19492974747325614 random forest
Drum_Drum_controls_sc_audio 0.6806666666666666 0.057836935526626165 logistic regression
Childspeech,kidspeaking_Childspeech,kidspeaking_controls_sc_audio 0.6811145510835913 0.09009234730088819 gaussian-nb
Bird_Bird_controls_sc_audio 0.6822134387351778 0.05418624921474027 logistic regression
Jinglebell_Jinglebell_controls_sc_audio 0.6825396825396824 0.11707358041006842 knn
Cacophony_Cacophony_controls_sc_audio 0.6825396825396826 0.1104287436884196 gradient boosting
Mosquito_Mosquito_controls_sc_audio 0.6833333333333333 0.12527746981977425 adaboost
Run_Run_controls_sc_audio 0.6833333333333333 0.1527525231651947 logistic regression
Chirptone_Chirptone_controls_sc_audio 0.6849206349206349 0.16979954241897746 gradient boosting
Emergencyvehicle_Emergencyvehicle_controls_sc_audio 0.6860681114551084 0.11124162561136779 gradient boosting
Wood_Wood_controls_sc_audio 0.6862789384528515 0.08689517865166056 hard voting
Hiss_Hiss_controls_sc_audio 0.6873626373626374 0.0941071195768474 gaussian-nb
Mandolin_Mandolin_controls_sc_audio 0.6876984126984127 0.07765620560252419 gaussian-nb
Duck_Duck_controls_sc_audio 0.6888888888888889 0.11340045142534445 knn
Meow_Meow_controls_sc_audio 0.6888888888888889 0.11340045142534445 random forest
Country_Country_controls_sc_audio 0.6896825396825397 0.1500902558730489 random forest
Mechanisms_Mechanisms_controls_sc_audio 0.6897619047619048 0.12001417149880347 decision-tree
Saxophone_Saxophone_controls_sc_audio 0.6904761904761905 0.1035782701626486 gaussian-nb
Goose_Goose_controls_sc_audio 0.6911111111111111 0.10650740425197595 knn
Crying,sobbing_Crying,sobbing_controls_sc_audio 0.6916666666666667 0.11666666666666668 gaussian-nb
Drip_Drip_controls_sc_audio 0.6916666666666667 0.2 logistic regression
Helicopter_Helicopter_controls_sc_audio 0.692063492063492 0.1734739821246254 hard voting
Marimba,xylophone_Marimba,xylophone_controls_sc_audio 0.6927272727272727 0.11360363164955135 logistic regression
Bee,wasp,etc._Bee,wasp,etc._controls_sc_audio 0.6928571428571428 0.1660153562580265 knn
Ringtone_Ringtone_controls_sc_audio 0.6932539682539682 0.10855622747014451 hard voting
Typewriter_Typewriter_controls_sc_audio 0.6932539682539682 0.1187403441858098 knn
Telephonedialing,DTMF_Telephonedialing,DTMF_controls_sc_audio 0.694047619047619 0.043513492577373976 knn
Single-lensreflexcamera_Single-lensreflexcamera_controls_sc_audio 0.6952380952380952 0.09331389496316869 adaboost
Slap,smack_Slap,smack_controls_sc_audio 0.6952380952380953 0.10795984808337748 adaboost
Windinstrument,woodwindinstrument_Windinstrument,woodwindinstrument_controls_sc_audio 0.6956439393939393 0.06460415775525118 gaussian-nb
Gasp_Gasp_controls_sc_audio 0.6984126984126984 0.1447841809649699 gaussian-nb
Pinknoise_Pinknoise_controls_sc_audio 0.6984126984126984 0.170662603882103 gaussian-nb
Acapella_Acapella_controls_sc_audio 0.6996031746031747 0.051367051191379076 adaboost
Burping,eructation_Burping,eructation_controls_sc_audio 0.7 0.1274754878398196 decision-tree
Femalespeech,womanspeaking_Femalespeech,womanspeaking_controls_sc_audio 0.7 0.1695582495781317 gaussian-nb
Gurgling_Gurgling_controls_sc_audio 0.7 0.1695582495781317 gaussian-nb
Pulleys_Pulleys_controls_sc_audio 0.7 0.2318404623873926 logistic regression
Car_Car_controls_sc_audio 0.7000693000693001 0.05437896557292015 hard voting
Dog_Dog_controls_sc_audio 0.7005415499533146 0.07139205965268808 gradient boosting
Ding-dong_Ding-dong_controls_sc_audio 0.7011904761904761 0.04885305840162665 knn
Chicken,rooster_Chicken,rooster_controls_sc_audio 0.703030303030303 0.06470956516382616 knn
Cluck_Cluck_controls_sc_audio 0.7047619047619047 0.09233675918888246 gaussian-nb
Firecracker_Firecracker_controls_sc_audio 0.7047619047619047 0.09233675918888246 knn
Goat_Goat_controls_sc_audio 0.7047619047619047 0.17692539419800346 random forest
Cutlery,silverware_Cutlery,silverware_controls_sc_audio 0.7055555555555555 0.19421593310593657 gradient boosting
Stomachrumble_Stomachrumble_controls_sc_audio 0.7059523809523809 0.12329333787976089 decision-tree
Zing_Zing_controls_sc_audio 0.7059523809523809 0.14646244284980667 random forest
Camera_Camera_controls_sc_audio 0.705952380952381 0.12360585608845578 logistic regression
Cattle,bovinae_Cattle,bovinae_controls_sc_audio 0.7067460317460318 0.055248585028435285 random forest
Vehicle_Vehicle_controls_sc_audio 0.7073054706082229 0.03255966435828056 logistic regression
Tabla_Tabla_controls_sc_audio 0.7075396825396825 0.12816661727542253 gaussian-nb
Trumpet_Trumpet_controls_sc_audio 0.7075396825396825 0.23222119150461837 random forest
Whoosh,swoosh,swish_Whoosh,swoosh,swish_controls_sc_audio 0.707936507936508 0.1769253941980035 knn
Bang_Bang_controls_sc_audio 0.7083333333333333 0.052704627669472995 gaussian-nb
Hoot_Hoot_controls_sc_audio 0.7083333333333333 0.0950146187582615 knn
Telephone_Telephone_controls_sc_audio 0.7083333333333333 0.12360330811826105 knn
Rub_Rub_controls_sc_audio 0.7088888888888888 0.07316478948068593 hard voting
Singing_Singing_controls_sc_audio 0.7100099206349206 0.08037145557519358 gaussian-nb
Song_Song_controls_sc_audio 0.7103030303030302 0.08983291181805042 logistic regression
Powerwindows,electricwindows_Powerwindows,electricwindows_controls_sc_audio 0.711111111111111 0.10306465448093922 logistic regression
Tiresqueal_Tiresqueal_controls_sc_audio 0.7123015873015873 0.18244476483216407 gradient boosting
Artilleryfire_Artilleryfire_controls_sc_audio 0.7126984126984126 0.07345451404550216 hard voting
Reverberation_Reverberation_controls_sc_audio 0.7126984126984126 0.107914621964129 hard voting
Cat_Cat_controls_sc_audio 0.7133333333333333 0.055239378063921846 hard voting
Owl_Owl_controls_sc_audio 0.7134920634920635 0.12464108209143225 knn
Tools_Tools_controls_sc_audio 0.7138461538461538 0.06498065255982424 gradient boosting
Crow_Crow_controls_sc_audio 0.7166666666666667 0.11303883305208781 gradient boosting
Zipper(clothing)_Zipper(clothing)_controls_sc_audio 0.7166666666666667 0.11303883305208781 hard voting
Chop_Chop_controls_sc_audio 0.7174603174603174 0.1388866212966816 logistic regression
Christmasmusic_Christmasmusic_controls_sc_audio 0.7174603174603175 0.1054809379418168 random forest
Chatter_Chatter_controls_sc_audio 0.7178571428571429 0.16536909861128893 hard voting
Jingle(music)_Jingle(music)_controls_sc_audio 0.7178571428571429 0.16536909861128893 knn
Frog_Frog_controls_sc_audio 0.7182539682539681 0.10426771365025392 gaussian-nb
Steelguitar,slideguitar_Steelguitar,slideguitar_controls_sc_audio 0.7182539682539681 0.16491903080632095 gaussian-nb
Carnaticmusic_Carnaticmusic_controls_sc_audio 0.719047619047619 0.0954164995691137 gaussian-nb
Timpani_Timpani_controls_sc_audio 0.719047619047619 0.15565270694769856 logistic regression
Sanding_Sanding_controls_sc_audio 0.7198412698412698 0.08969834107178618 decision-tree
Splash,splatter_Splash,splatter_controls_sc_audio 0.7206349206349205 0.2593866440103555 gaussian-nb
Toiletflush_Toiletflush_controls_sc_audio 0.7214285714285714 0.14223076965528483 logistic regression
Electricshaver,electricrazor_Electricshaver,electricrazor_controls_sc_audio 0.7218253968253967 0.1362585392508318 logistic regression
Lawnmower_Lawnmower_controls_sc_audio 0.7218253968253967 0.2074998444267798 random forest
Boiling_Boiling_controls_sc_audio 0.7218253968253968 0.056125197486467125 logistic regression
Quack_Quack_controls_sc_audio 0.7222222222222222 0.13522957160708982 gaussian-nb
Airconditioning_Airconditioning_controls_sc_audio 0.7226190476190476 0.07946818699180301 gaussian-nb
Vibration_Vibration_controls_sc_audio 0.7226190476190476 0.07946818699180301 logistic regression
Yodeling_Yodeling_controls_sc_audio 0.7226190476190476 0.13716848305556262 random forest
Watertap,faucet_Watertap,faucet_controls_sc_audio 0.7236363636363636 0.1265404619937016 adaboost
Childrenplaying_Childrenplaying_controls_sc_audio 0.7238095238095238 0.06998542122237651 adaboost
Harmonica_Harmonica_controls_sc_audio 0.7238095238095238 0.06998542122237651 gaussian-nb
Reversingbeeps_Reversingbeeps_controls_sc_audio 0.7238095238095238 0.16174906924262855 hard voting
Steelpan_Steelpan_controls_sc_audio 0.7238095238095238 0.20612930896187845 logistic regression
Thump,thud_Thump,thud_controls_sc_audio 0.7238095238095239 0.09917777366230669 adaboost
Fireworks_Fireworks_controls_sc_audio 0.725 0.1224744871391589 adaboost
Screaming_Screaming_controls_sc_audio 0.725 0.1224744871391589 knn
Explosion_Explosion_controls_sc_audio 0.7253968253968254 0.1403303879701609 gradient boosting
Giggle_Giggle_controls_sc_audio 0.726984126984127 0.16840364710952183 hard voting
Rockmusic_Rockmusic_controls_sc_audio 0.7272222222222222 0.12237868772738389 knn
Enginestarting_Enginestarting_controls_sc_audio 0.7281746031746033 0.08211505548996743 gaussian-nb
Pigeon,dove_Pigeon,dove_controls_sc_audio 0.7281746031746033 0.12891635097223691 logistic regression
Harmonic_Harmonic_controls_sc_audio 0.7289682539682539 0.18841309958369185 logistic regression
Shufflingcards_Shufflingcards_controls_sc_audio 0.7309523809523809 0.11684874033516081 gaussian-nb
Whack,thwack_Whack,thwack_controls_sc_audio 0.7317460317460318 0.038276684291388884 random forest
Babycry,infantcry_Babycry,infantcry_controls_sc_audio 0.7333333333333333 0.08579691784155835 random forest
Rainonsurface_Rainonsurface_controls_sc_audio 0.7333333333333334 0.10306465448093921 knn
Rowboat,canoe,kayak_Rowboat,canoe,kayak_controls_sc_audio 0.7345238095238096 0.12326140371484738 gaussian-nb
Slam_Slam_controls_sc_audio 0.7345238095238096 0.1304970438670926 gradient boosting
Soundeffect_Soundeffect_controls_sc_audio 0.7353174603174604 0.2210841036845264 knn
MusicofBollywood_MusicofBollywood_controls_sc_audio 0.7357142857142858 0.1309307341415954 gaussian-nb
Brassinstrument_Brassinstrument_controls_sc_audio 0.7362328513162775 0.06545830055218035 logistic regression
Gunshot,gunfire_Gunshot,gunfire_controls_sc_audio 0.7364577451533973 0.09819117564665901 hard voting
Snaredrum_Snaredrum_controls_sc_audio 0.7371794871794871 0.1440240684100884 gaussian-nb
Ship_Ship_controls_sc_audio 0.7384920634920634 0.12459559172154697 hard voting
Piano_Piano_controls_sc_audio 0.7387878787878788 0.08806458936954427 adaboost
Ambulance(siren)_Ambulance(siren)_controls_sc_audio 0.7394444444444443 0.09597453365925314 logistic regression
Snicker_Snicker_controls_sc_audio 0.7396825396825397 0.11205944504585895 random forest
Caralarm_Caralarm_controls_sc_audio 0.7400793650793651 0.22507382400773385 hard voting
Classicalmusic_Classicalmusic_controls_sc_audio 0.7404761904761905 0.10273410238275812 adaboost
Independentmusic_Independentmusic_controls_sc_audio 0.7412698412698413 0.02425509014275575 adaboost
Liquid_Liquid_controls_sc_audio 0.7412698412698413 0.02425509014275575 gradient boosting
Mechanicalfan_Mechanicalfan_controls_sc_audio 0.7412698412698413 0.1437012101302384 logistic regression
Boing_Boing_controls_sc_audio 0.7416666666666667 0.06666666666666668 gaussian-nb
Caw_Caw_controls_sc_audio 0.7416666666666667 0.10341394704992381 hard voting
Oink_Oink_controls_sc_audio 0.7416666666666667 0.1301708279317776 knn
Rustle_Rustle_controls_sc_audio 0.7416666666666667 0.1522972240208089 logistic regression
Squeak_Squeak_controls_sc_audio 0.7416666666666667 0.21953233120532484 logistic regression
Domesticanimals,pets_Domesticanimals,pets_controls_sc_audio 0.7420604203623071 0.056216548281971236 hard voting
Drummachine_Drummachine_controls_sc_audio 0.7432539682539682 0.1623185654953233 decision-tree
Drumroll_Drumroll_controls_sc_audio 0.7433333333333334 0.16384274303259344 gaussian-nb
Pump(liquid)_Pump(liquid)_controls_sc_audio 0.7448412698412699 0.07618220854613623 hard voting
Guitar_Guitar_controls_sc_audio 0.7448880105401845 0.03819311865695462 hard voting
Bus_Bus_controls_sc_audio 0.746031746031746 0.06582997255024671 adaboost
Dentaldrill,dentist'sdrill_Dentaldrill,dentist'sdrill_controls_sc_audio 0.746031746031746 0.1192062435271021 logistic regression
Gears_Gears_controls_sc_audio 0.746031746031746 0.14373627203392728 logistic regression
Hammer_Hammer_controls_sc_audio 0.746031746031746 0.17474741516854456 logistic regression
Scissors_Scissors_controls_sc_audio 0.746031746031746 0.19231912674109156 random forest
Didgeridoo_Didgeridoo_controls_sc_audio 0.7468253968253968 0.02843884582090304 knn
Chirp,tweet_Chirp,tweet_controls_sc_audio 0.7476190476190476 0.14234033502509644 knn
Noise_Noise_controls_sc_audio 0.7484126984126984 0.13840846615052707 hard voting
Woodblock_Woodblock_controls_sc_audio 0.7503968253968254 0.11505473190108012 hard voting
Bicycle_Bicycle_controls_sc_audio 0.7511904761904762 0.13140614025282504 knn
Rimshot_Rimshot_controls_sc_audio 0.7521212121212122 0.0868518893790183 logistic regression
Thememusic_Thememusic_controls_sc_audio 0.7523809523809524 0.1547435886597326 adaboost
Thunk_Thunk_controls_sc_audio 0.7523809523809524 0.20198139830383138 hard voting
Sitar_Sitar_controls_sc_audio 0.7523809523809525 0.14394646411116996 random forest
Rustlingleaves_Rustlingleaves_controls_sc_audio 0.7531746031746033 0.06390737187046791 logistic regression
Carpassingby_Carpassingby_controls_sc_audio 0.7547619047619047 0.19374103413938368 random forest
Pant_Pant_controls_sc_audio 0.7555555555555555 0.1663564762739543 knn
New-agemusic_New-agemusic_controls_sc_audio 0.7559523809523809 0.0917516612761795 gaussian-nb
Policecar(siren)_Policecar(siren)_controls_sc_audio 0.7559523809523809 0.0917516612761795 logistic regression
Stream_Stream_controls_sc_audio 0.7559523809523809 0.1041921737478146 logistic regression
Rain_Rain_controls_sc_audio 0.7561904761904762 0.0957320523666976 gaussian-nb
Gospelmusic_Gospelmusic_controls_sc_audio 0.7567460317460318 0.09599238337971726 gradient boosting
Turkey_Turkey_controls_sc_audio 0.7567460317460318 0.1318248951186424 random forest
Fowl_Fowl_controls_sc_audio 0.7574615384615384 0.0764073480775029 hard voting
Battlecry_Battlecry_controls_sc_audio 0.7583333333333333 0.10341394704992381 adaboost
Dancemusic_Dancemusic_controls_sc_audio 0.7583333333333333 0.1522972240208089 gaussian-nb
Fingersnapping_Fingersnapping_controls_sc_audio 0.7583333333333333 0.17159383568311667 hard voting
Sonar_Sonar_controls_sc_audio 0.7583333333333333 0.1715938356831167 logistic regression
Racecar,autoracing_Racecar,autoracing_controls_sc_audio 0.759126984126984 0.16867460149416816 decision-tree
Sewingmachine_Sewingmachine_controls_sc_audio 0.7595238095238095 0.18760400659501222 hard voting
Siren_Siren_controls_sc_audio 0.76 0.09158692963776752 gaussian-nb
Wind_Wind_controls_sc_audio 0.7601731601731603 0.11686227167014779 gaussian-nb
Motorvehicle(road)_Motorvehicle(road)_controls_sc_audio 0.7607142857142858 0.1265717510476382 gaussian-nb
Excitingmusic_Excitingmusic_controls_sc_audio 0.7619047619047619 0.11313352178543148 gaussian-nb
Firealarm_Firealarm_controls_sc_audio 0.7626984126984127 0.17468252165321585 gaussian-nb
Whimper_Whimper_controls_sc_audio 0.7630952380952382 0.1778716447201882 hard voting
Soundtrackmusic_Soundtrackmusic_controls_sc_audio 0.7634920634920634 0.11112811661249035 adaboost
Whalevocalization_Whalevocalization_controls_sc_audio 0.7650793650793651 0.19216185333868643 random forest
Vocalmusic_Vocalmusic_controls_sc_audio 0.7662698412698413 0.12658916752369115 hard voting
Cough_Cough_controls_sc_audio 0.7666666666666666 0.09354143466934854 random forest
Hands_Hands_controls_sc_audio 0.7666666666666667 0.08579691784155835 decision-tree
Jingle,tinkle_Jingle,tinkle_controls_sc_audio 0.7666666666666667 0.08579691784155835 gaussian-nb
MiddleEasternmusic_MiddleEasternmusic_controls_sc_audio 0.7666666666666667 0.11666666666666667 hard voting
Sailboat,sailingship_Sailboat,sailingship_controls_sc_audio 0.7666666666666667 0.14092945437739804 knn
Shuffle_Shuffle_controls_sc_audio 0.7666666666666667 0.2306392083849675 random forest
Croak_Croak_controls_sc_audio 0.7670634920634921 0.09613991022525677 adaboost
Rodents,rats,mice_Rodents,rats,mice_controls_sc_audio 0.7682539682539682 0.15506888561041032 knn
Acousticguitar_Acousticguitar_controls_sc_audio 0.7682539682539683 0.08786255557522568 adaboost
Mantra_Mantra_controls_sc_audio 0.7682539682539683 0.08786255557522568 knn
Wail,moan_Wail,moan_controls_sc_audio 0.7682539682539683 0.11988068310158223 logistic regression
Steamwhistle_Steamwhistle_controls_sc_audio 0.7683333333333333 0.189212141703172 gradient boosting
Doublebass_Doublebass_controls_sc_audio 0.7690476190476191 0.06449603064733345 hard voting
Filing(rasp)_Filing(rasp)_controls_sc_audio 0.7690476190476191 0.11100902339622769 random forest
Chime_Chime_controls_sc_audio 0.7694444444444444 0.09686442096757053 knn
Snoring_Snoring_controls_sc_audio 0.7698412698412699 0.04807978168527287 gaussian-nb
Waterfall_Waterfall_controls_sc_audio 0.7698412698412699 0.04807978168527287 knn
Writing_Writing_controls_sc_audio 0.7698412698412699 0.1495773839922507 random forest
Strum_Strum_controls_sc_audio 0.7718253968253969 0.17715487528214058 hard voting
Synthesizer_Synthesizer_controls_sc_audio 0.7726190476190476 0.08095238095238094 adaboost
Railroadcar,trainwagon_Railroadcar,trainwagon_controls_sc_audio 0.7728695652173914 0.041544473630375355 random forest
Electronicorgan_Electronicorgan_controls_sc_audio 0.7734126984126984 0.12444383705715072 knn
Disco_Disco_controls_sc_audio 0.7746031746031745 0.17885163201273999 knn
Funnymusic_Funnymusic_controls_sc_audio 0.7746031746031746 0.07605808603625992 gaussian-nb
Skateboard_Skateboard_controls_sc_audio 0.7746031746031747 0.11810206500151287 logistic regression
Theremin_Theremin_controls_sc_audio 0.7746031746031747 0.11810206500151287 logistic regression
Beep,bleep_Beep,bleep_controls_sc_audio 0.775 0.07264831572567791 hard voting
Caterwaul_Caterwaul_controls_sc_audio 0.775 0.07264831572567791 knn
Folkmusic_Folkmusic_controls_sc_audio 0.775 0.1457737973711325 knn
Throatclearing_Throatclearing_controls_sc_audio 0.775 0.1457737973711325 random forest
Whistling_Whistling_controls_sc_audio 0.775 0.1457737973711325 sk
Distortion_Distortion_controls_sc_audio 0.7753968253968253 0.11086565859399372 logistic regression
Malesinging_Malesinging_controls_sc_audio 0.7753968253968254 0.08457502733179185 knn
Musicforchildren_Musicforchildren_controls_sc_audio 0.7777777777777778 0.11962821385026522 gaussian-nb
Telephonebellringing_Telephonebellringing_controls_sc_audio 0.7777777777777778 0.19697894676175962 gradient boosting
Clatter_Clatter_controls_sc_audio 0.7781746031746033 0.08015873015873015 gaussian-nb
Chainsaw_Chainsaw_controls_sc_audio 0.778968253968254 0.08477215917996458 gaussian-nb
Steam_Steam_controls_sc_audio 0.778968253968254 0.14243544461647872 random forest
Cupboardopenorclose_Cupboardopenorclose_controls_sc_audio 0.7797619047619048 0.1357351696546593 knn
Wheeze_Wheeze_controls_sc_audio 0.7797619047619048 0.1357351696546593 logistic regression
Coin(dropping)_Coin(dropping)_controls_sc_audio 0.7797619047619049 0.0855156428384189 logistic regression
Keyboard(musical)_Keyboard(musical)_controls_sc_audio 0.7802889576883385 0.11736718289193313 hard voting
Ambientmusic_Ambientmusic_controls_sc_audio 0.780952380952381 0.11427331281920437 decision-tree
Birdflight,flappingwings_Birdflight,flappingwings_controls_sc_audio 0.7809523809523811 0.11681504439983552 adaboost
Scratching(performancetechnique)_Scratching(performancetechnique)_controls_sc_audio 0.7809523809523811 0.1476787726934985 knn
Squawk_Squawk_controls_sc_audio 0.7809523809523811 0.1476787726934985 random forest
Trainwhistle_Trainwhistle_controls_sc_audio 0.7817460317460319 0.11528443687566628 random forest
Crushing_Crushing_controls_sc_audio 0.7825396825396825 0.08052329481467167 adaboost
Mediumengine(midfrequency)_Mediumengine(midfrequency)_controls_sc_audio 0.7825396825396825 0.1629286021632551 decision-tree
Trainhorn_Trainhorn_controls_sc_audio 0.7825396825396825 0.16597835950094622 gaussian-nb
Flamenco_Flamenco_controls_sc_audio 0.7841269841269842 0.14289241187208762 gaussian-nb
Powertool_Powertool_controls_sc_audio 0.7842424242424243 0.08277800888659415 knn
Canidae,dogs,wolves_Canidae,dogs,wolves_controls_sc_audio 0.7845238095238095 0.1321589436797897 adaboost
Accordion_Accordion_controls_sc_audio 0.7857142857142857 0.16170330603816818 knn
Choruseffect_Choruseffect_controls_sc_audio 0.7880952380952382 0.036161224602839714 gradient boosting
Cricket_Cricket_controls_sc_audio 0.7880952380952382 0.14512312215677453 logistic regression
Tapping(guitartechnique)_Tapping(guitartechnique)_controls_sc_audio 0.7884920634920635 0.19663329078669112 logistic regression
Bathtub(fillingorwashing)_Bathtub(fillingorwashing)_controls_sc_audio 0.7892857142857143 0.1815466432448405 decision-tree
Jazz_Jazz_controls_sc_audio 0.7892857142857144 0.17068290207640743 logistic regression
Chant_Chant_controls_sc_audio 0.7904761904761906 0.07197323205558495 decision-tree
Crack_Crack_controls_sc_audio 0.7904761904761906 0.07197323205558495 gaussian-nb
Gargling_Gargling_controls_sc_audio 0.7904761904761906 0.07197323205558495 hard voting
Rockandroll_Rockandroll_controls_sc_audio 0.7904761904761906 0.07197323205558495 hard voting
Shofar_Shofar_controls_sc_audio 0.7904761904761906 0.08302664654363186 hard voting
Throbbing_Throbbing_controls_sc_audio 0.7904761904761906 0.11551368507085874 hard voting
Trancemusic_Trancemusic_controls_sc_audio 0.7904761904761906 0.11551368507085874 logistic regression
Trickle,dribble_Trickle,dribble_controls_sc_audio 0.7904761904761906 0.1227057021592869 logistic regression
Vacuumcleaner_Vacuumcleaner_controls_sc_audio 0.7904761904761906 0.1227057021592869 logistic regression
Whistle_Whistle_controls_sc_audio 0.7904761904761906 0.1523809523809524 random forest
Hammondorgan_Hammondorgan_controls_sc_audio 0.7911111111111111 0.1451095797094623 hard voting
Cello_Cello_controls_sc_audio 0.7916666666666666 0.09702360664762764 random forest
Raindrop_Raindrop_controls_sc_audio 0.7944444444444445 0.12589187992916287 knn
Chuckle,chortle_Chuckle,chortle_controls_sc_audio 0.7964285714285715 0.12555997022319249 logistic regression
Foghorn_Foghorn_controls_sc_audio 0.7968253968253968 0.1556527069476986 knn
Flute_Flute_controls_sc_audio 0.7968253968253969 0.08888888888888886 knn
Knock_Knock_controls_sc_audio 0.7968253968253969 0.08888888888888886 logistic regression
Windchime_Windchime_controls_sc_audio 0.7968253968253969 0.12674580811223574 logistic regression
Cymbal_Cymbal_controls_sc_audio 0.7972222222222223 0.1277777777777778 gaussian-nb
Flap_Flap_controls_sc_audio 0.7984126984126985 0.09301810767129862 decision-tree
Smokedetector,smokealarm_Smokedetector,smokealarm_controls_sc_audio 0.7984126984126985 0.18858853003529072 logistic regression
Beatboxing_Beatboxing_controls_sc_audio 0.8 0.04844521416518047 adaboost
Bowedstringinstrument_Bowedstringinstrument_controls_sc_audio 0.8 0.1274754878398196 hard voting
Ding_Ding_controls_sc_audio 0.8 0.1274754878398196 hard voting
Hubbub,speechnoise,speechbabble_Hubbub,speechnoise,speechbabble_controls_sc_audio 0.8 0.12747548783981963 logistic regression
Scratch_Scratch_controls_sc_audio 0.8 0.1695582495781317 logistic regression
Techno_Techno_controls_sc_audio 0.8 0.19378085666072192 logistic regression
Zither_Zither_controls_sc_audio 0.8003968253968253 0.15230859723977136 gradient boosting
Gong_Gong_controls_sc_audio 0.8031746031746032 0.11733154674651639 logistic regression
Yip_Yip_controls_sc_audio 0.8031746031746032 0.1537635687404741 random forest
Drill_Drill_controls_sc_audio 0.803968253968254 0.08322366177091002 adaboost
Weddingmusic_Weddingmusic_controls_sc_audio 0.803968253968254 0.1729284765430381 gradient boosting
Electronicmusic_Electronicmusic_controls_sc_audio 0.8047619047619048 0.12358954817149206 knn
Lullaby_Lullaby_controls_sc_audio 0.8047619047619048 0.13941284389568956 logistic regression
Grunt_Grunt_controls_sc_audio 0.8063492063492064 0.14869890068102057 hard voting
Ska_Ska_controls_sc_audio 0.8063492063492064 0.14869890068102057 random forest
Bassguitar_Bassguitar_controls_sc_audio 0.8075396825396826 0.18620373706142745 gradient boosting
Sneeze_Sneeze_controls_sc_audio 0.8076190476190476 0.11670456138697441 adaboost
Thunder_Thunder_controls_sc_audio 0.8083333333333332 0.10628403594282772 gaussian-nb
Electronica_Electronica_controls_sc_audio 0.8083333333333333 0.05 adaboost
Malespeech,manspeaking_Malespeech,manspeaking_controls_sc_audio 0.8083333333333333 0.11666666666666668 gaussian-nb
MusicofAfrica_MusicofAfrica_controls_sc_audio 0.8083333333333333 0.14092945437739804 gradient boosting
Videogamemusic_Videogamemusic_controls_sc_audio 0.8083333333333333 0.16158932858054434 logistic regression
Truck_Truck_controls_sc_audio 0.8084848484848484 0.11584163218185627 adaboost
Ukulele_Ukulele_controls_sc_audio 0.8095238095238095 0.15649215928719032 gaussian-nb
Singingbowl_Singingbowl_controls_sc_audio 0.8103174603174603 0.15025802951795383 gaussian-nb
Reggae_Reggae_controls_sc_audio 0.8107142857142857 0.11157499537009506 adaboost
Railtransport_Railtransport_controls_sc_audio 0.8123333333333334 0.0442919606449949 random forest
Biting_Biting_controls_sc_audio 0.8126984126984127 0.08118547207964709 adaboost
Heavymetal_Heavymetal_controls_sc_audio 0.8126984126984127 0.12146746964894596 gaussian-nb
Psychedelicrock_Psychedelicrock_controls_sc_audio 0.8126984126984127 0.1669008181345386 logistic regression
Hiphopmusic_Hiphopmusic_controls_sc_audio 0.8134920634920635 0.11330042650630427 random forest
Electricguitar_Electricguitar_controls_sc_audio 0.8138888888888889 0.11439589045541113 hard voting
Glockenspiel_Glockenspiel_controls_sc_audio 0.8138888888888889 0.1599575560987552 logistic regression
Stir_Stir_controls_sc_audio 0.8162698412698413 0.10907718921643064 gaussian-nb
Rumble_Rumble_controls_sc_audio 0.8166666666666667 0.12527746981977425 hard voting
Hiccup_Hiccup_controls_sc_audio 0.817063492063492 0.07096853620986715 logistic regression
Jackhammer_Jackhammer_controls_sc_audio 0.817063492063492 0.07096853620986715 random forest
Chopping(food)_Chopping(food)_controls_sc_audio 0.8178571428571428 0.12494896917525643 logistic regression
Airbrake_Airbrake_controls_sc_audio 0.819047619047619 0.11070219539150916 gradient boosting
Electronictuner_Electronictuner_controls_sc_audio 0.819047619047619 0.17405397030949588 knn
Toothbrush_Toothbrush_controls_sc_audio 0.819047619047619 0.21191516531147475 random forest
Electronicdancemusic_Electronicdancemusic_controls_sc_audio 0.8194444444444444 0.11180339887498948 knn
Typing_Typing_controls_sc_audio 0.8194444444444444 0.11180339887498948 logistic regression
Popmusic_Popmusic_controls_sc_audio 0.8198412698412698 0.1473628088429477 adaboost
Gobble_Gobble_controls_sc_audio 0.8206349206349206 0.05882660463557592 logistic regression
Tendermusic_Tendermusic_controls_sc_audio 0.8206349206349206 0.10781388926790839 logistic regression
Train_Train_controls_sc_audio 0.8220000000000001 0.0769805170156709 knn
Fusillade_Fusillade_controls_sc_audio 0.8234126984126984 0.12239989147917732 random forest
Laughter_Laughter_controls_sc_audio 0.8238095238095238 0.07158712561129957 gradient boosting
Crumpling,crinkling_Crumpling,crinkling_controls_sc_audio 0.8242063492063492 0.16962417515251274 logistic regression
Organ_Organ_controls_sc_audio 0.8245098039215687 0.07663083386074433 gradient boosting
Backgroundmusic_Backgroundmusic_controls_sc_audio 0.825 0.1695582495781317 decision-tree
Drumandbass_Drumandbass_controls_sc_audio 0.825 0.18708286933869706 knn
Honk_Honk_controls_sc_audio 0.8253968253968254 0.03888078956798692 decision-tree
Maraca_Maraca_controls_sc_audio 0.8253968253968254 0.09836148180844233 gradient boosting
Syntheticsinging_Syntheticsinging_controls_sc_audio 0.8253968253968254 0.12088528739466521 hard voting
Vibraphone_Vibraphone_controls_sc_audio 0.8253968253968254 0.12088528739466521 hard voting
Walk,footsteps_Walk,footsteps_controls_sc_audio 0.8253968253968254 0.1715461090299212 hard voting
Fieldrecording_Fieldrecording_controls_sc_audio 0.8261904761904761 0.052907407341266505 gaussian-nb
Fill(withliquid)_Fill(withliquid)_controls_sc_audio 0.8261904761904761 0.10470176243835226 logistic regression
Howl_Howl_controls_sc_audio 0.8261904761904761 0.144357203725944 logistic regression
Choir_Choir_controls_sc_audio 0.8269841269841269 0.10166322807463274 adaboost
Whoop_Whoop_controls_sc_audio 0.8269841269841269 0.12358674503154887 decision-tree
Aircraftengine_Aircraftengine_controls_sc_audio 0.8285714285714285 0.1665986255670086 logistic regression
Buzzer_Buzzer_controls_sc_audio 0.8285714285714285 0.20995626366712958 logistic regression
Frenchhorn_Frenchhorn_controls_sc_audio 0.8289682539682539 0.0423024062578934 gaussian-nb
Grunge_Grunge_controls_sc_audio 0.8289682539682539 0.17235383750031036 logistic regression
Bluegrass_Bluegrass_controls_sc_audio 0.8297619047619047 0.11378860138427163 adaboost
Tick_Tick_controls_sc_audio 0.8297619047619047 0.12478502552434774 logistic regression
Violin,fiddle_Violin,fiddle_controls_sc_audio 0.8297619047619047 0.12478502552434774 random forest
Windnoise(microphone)_Windnoise(microphone)_controls_sc_audio 0.8298245614035089 0.10604646823438048 adaboost
Sink(fillingorwashing)_Sink(fillingorwashing)_controls_sc_audio 0.8305555555555555 0.09638528651609707 logistic regression
Blues_Blues_controls_sc_audio 0.8317460317460317 0.10932809750934963 logistic regression
Speechsynthesizer_Speechsynthesizer_controls_sc_audio 0.8317460317460318 0.14183052637262653 decision-tree
Christianmusic_Christianmusic_controls_sc_audio 0.8325396825396825 0.09105910799532359 gradient boosting
Waves,surf_Waves,surf_controls_sc_audio 0.8325396825396825 0.11502187945709405 logistic regression
Babbling_Babbling_controls_sc_audio 0.8333333333333334 0.045643546458763846 gaussian-nb
Funk_Funk_controls_sc_audio 0.8333333333333334 0.12076147288491199 random forest
Shatter_Shatter_controls_sc_audio 0.834920634920635 0.1681640969923686 gaussian-nb
Heavyengine(lowfrequency)_Heavyengine(lowfrequency)_controls_sc_audio 0.8357142857142857 0.10914790564240089 gaussian-nb
Soulmusic_Soulmusic_controls_sc_audio 0.8357142857142857 0.1622545241657221 gaussian-nb
Drumkit_Drumkit_controls_sc_audio 0.8358974358974359 0.07471180658632545 logistic regression
Jetengine_Jetengine_controls_sc_audio 0.836111111111111 0.11600340565456167 random forest
Alarmclock_Alarmclock_controls_sc_audio 0.8384920634920634 0.11028319668883052 gaussian-nb
Dialtone_Dialtone_controls_sc_audio 0.8384920634920634 0.14256804963956593 logistic regression
Sniff_Sniff_controls_sc_audio 0.8388888888888889 0.13653561919382787 knn
Childsinging_Childsinging_controls_sc_audio 0.8412698412698412 0.21224780508503846 gradient boosting
Crunch_Crunch_controls_sc_audio 0.8412698412698413 0.09576573415237051 knn
Dubstep_Dubstep_controls_sc_audio 0.8412698412698413 0.09576573415237051 logistic regression
Clang_Clang_controls_sc_audio 0.8416666666666666 0.0927960727138337 hard voting
Hairdryer_Hairdryer_controls_sc_audio 0.8416666666666666 0.12190615698606495 sk
Patter_Patter_controls_sc_audio 0.8420634920634921 0.06467888781199489 knn
Applause_Applause_controls_sc_audio 0.8448412698412697 0.06631141173112477 adaboost
Motorboat,speedboat_Motorboat,speedboat_controls_sc_audio 0.8448412698412697 0.0966202614916407 gaussian-nb
Rapping_Rapping_controls_sc_audio 0.8448412698412697 0.16019365013307466 gaussian-nb
Harpsichord_Harpsichord_controls_sc_audio 0.8456349206349205 0.04928309427384133 gaussian-nb
Banjo_Banjo_controls_sc_audio 0.8476190476190476 0.03702191679266855 gaussian-nb
Bicyclebell_Bicyclebell_controls_sc_audio 0.8476190476190476 0.03702191679266855 gaussian-nb
Frying(food)_Frying(food)_controls_sc_audio 0.8476190476190476 0.09764162856653777 gradient boosting
Sadmusic_Sadmusic_controls_sc_audio 0.8476190476190476 0.09764162856653777 knn
Swingmusic_Swingmusic_controls_sc_audio 0.8476190476190476 0.09764162856653777 logistic regression
Cashregister_Cashregister_controls_sc_audio 0.8484126984126984 0.036209094347683775 gaussian-nb
Static_Static_controls_sc_audio 0.8484126984126984 0.1253968253968254 logistic regression
Stringsection_Stringsection_controls_sc_audio 0.8492063492063492 0.09387248444487266 hard voting
Heartmurmur_Heartmurmur_controls_sc_audio 0.85 0.09354143466934853 hard voting
Punkrock_Punkrock_controls_sc_audio 0.85 0.09354143466934853 hard voting
Crowd_Crowd_controls_sc_audio 0.8505847953216374 0.07560930863596947 gradient boosting
Happymusic_Happymusic_controls_sc_audio 0.851190476190476 0.03859624258980262 gaussian-nb
Purr_Purr_controls_sc_audio 0.8539682539682539 0.10737482238277947 hard voting
Splinter_Splinter_controls_sc_audio 0.8539682539682539 0.10737482238277947 random forest
Accelerating,revving,vroom_Accelerating,revving,vroom_controls_sc_audio 0.8547619047619047 0.08850540863143269 gaussian-nb
Clickety-clack_Clickety-clack_controls_sc_audio 0.8551515151515151 0.05493166674539744 adaboost
Yell_Yell_controls_sc_audio 0.8575396825396826 0.10771744810780727 hard voting
Pizzicato_Pizzicato_controls_sc_audio 0.8583333333333332 0.07961617026648063 gradient boosting
Effectsunit_Effectsunit_controls_sc_audio 0.8589010989010989 0.05966779991804236 adaboost
Bouncing_Bouncing_controls_sc_audio 0.8603174603174603 0.1629286021632551 hard voting
Ratchet,pawl_Ratchet,pawl_controls_sc_audio 0.8603174603174603 0.1629286021632551 logistic regression
Cheering_Cheering_controls_sc_audio 0.861111111111111 0.10794088459847472 logistic regression
Engine_Engine_controls_sc_audio 0.8616666666666667 0.020602049520483258 hard voting
Bellylaugh_Bellylaugh_controls_sc_audio 0.8630952380952381 0.08074202360863414 random forest
Groan_Groan_controls_sc_audio 0.8634920634920634 0.09123878008380898 adaboost
Humming_Humming_controls_sc_audio 0.8634920634920634 0.09123878008380898 logistic regression
Thunderstorm_Thunderstorm_controls_sc_audio 0.8638888888888889 0.16301556390134678 gaussian-nb
Arrow_Arrow_controls_sc_audio 0.8666666666666666 0.08079466429027216 adaboost
Busysignal_Busysignal_controls_sc_audio 0.8666666666666666 0.08079466429027216 gradient boosting
Whimper(dog)_Whimper(dog)_controls_sc_audio 0.8666666666666666 0.1130388330520878 logistic regression
Opera_Opera_controls_sc_audio 0.8670634920634921 0.09126984126984125 adaboost
Propeller,airscrew_Propeller,airscrew_controls_sc_audio 0.8670634920634921 0.15702456666925377 hard voting
Crowing,cock-a-doodle-doo_Crowing,cock-a-doodle-doo_controls_sc_audio 0.8678571428571429 0.12037356818823369 logistic regression
Civildefensesiren_Civildefensesiren_controls_sc_audio 0.8698412698412697 0.11551368507085874 adaboost
Fireengine,firetruck(siren)_Fireengine,firetruck(siren)_controls_sc_audio 0.8698412698412697 0.11551368507085874 gaussian-nb
Subway,metro,underground_Subway,metro,underground_controls_sc_audio 0.86984126984127 0.09167954970281683 adaboost
Environmentalnoise_Environmentalnoise_controls_sc_audio 0.8706349206349205 0.12066624488887003 gradient boosting
Ocean_Ocean_controls_sc_audio 0.8711111111111112 0.07875575620741931 decision-tree
Salsamusic_Salsamusic_controls_sc_audio 0.8714285714285716 0.11203133672398659 gaussian-nb
Aircraft_Aircraft_controls_sc_audio 0.8733333333333334 0.08305941375396247 random forest
Babylaughter_Babylaughter_controls_sc_audio 0.875 0.11180339887498948 gradient boosting
Bagpipes_Bagpipes_controls_sc_audio 0.875 0.11180339887498948 knn
Doorbell_Doorbell_controls_sc_audio 0.875 0.13693063937629152 random forest
Roll_Roll_controls_sc_audio 0.8761904761904761 0.11551368507085874 gradient boosting
Clarinet_Clarinet_controls_sc_audio 0.8769841269841269 0.07124093520638519 gaussian-nb
Idling_Idling_controls_sc_audio 0.8769841269841269 0.07124093520638519 knn
Heartsounds,heartbeat_Heartsounds,heartbeat_controls_sc_audio 0.8827777777777778 0.07970625081982645 gradient boosting
Trombone_Trombone_controls_sc_audio 0.8827777777777778 0.13730654179518573 logistic regression
Harp_Harp_controls_sc_audio 0.8833333333333332 0.10599324460188285 gaussian-nb
Sidetone_Sidetone_controls_sc_audio 0.8857142857142858 0.10690449676496976 logistic regression
Chewing,mastication_Chewing,mastication_controls_sc_audio 0.8916666666666666 0.0565194165260439 knn
Silence_Silence_controls_sc_audio 0.8916666666666666 0.097182531580755 logistic regression
Conversation_Conversation_controls_sc_audio 0.8928571428571429 0.13170777796132696 logistic regression
Bassdrum_Bassdrum_controls_sc_audio 0.8933333333333333 0.07039570693980955 logistic regression
Computerkeyboard_Computerkeyboard_controls_sc_audio 0.8956349206349206 0.05352878961561032 gradient boosting
Engineknocking_Engineknocking_controls_sc_audio 0.8956349206349206 0.10501712538359978 logistic regression
Sampler_Sampler_controls_sc_audio 0.8956349206349206 0.10501712538359978 random forest
Sigh_Sigh_controls_sc_audio 0.8964285714285716 0.09476070829586856 gradient boosting
Tuningfork_Tuningfork_controls_sc_audio 0.8964285714285716 0.14655917520487993 knn
Bark_Bark_controls_sc_audio 0.8984126984126984 0.0878625555752257 adaboost
Trafficnoise,roadwaynoise_Trafficnoise,roadwaynoise_controls_sc_audio 0.8984126984126984 0.0878625555752257 logistic regression
Angrymusic_Angrymusic_controls_sc_audio 0.8992063492063492 0.09429426501764536 adaboost
Orchestra_Orchestra_controls_sc_audio 0.9 0.09354143466934853 gaussian-nb
Sinewave_Sinewave_controls_sc_audio 0.9019841269841269 0.08646423827151908 knn
Lightengine(highfrequency)_Lightengine(highfrequency)_controls_sc_audio 0.9047619047619048 0.13127665478181164 random forest
Trainwheelssquealing_Trainwheelssquealing_controls_sc_audio 0.9055555555555556 0.11600340565456166 gaussian-nb
Progressiverock_Progressiverock_controls_sc_audio 0.9083333333333332 0.08407081083567532 knn
Clicking_Clicking_controls_sc_audio 0.9142857142857143 0.06998542122237654 gaussian-nb
Eruption_Eruption_controls_sc_audio 0.9142857142857143 0.11428571428571428 gradient boosting
Whispering_Whispering_controls_sc_audio 0.9142857142857143 0.11428571428571428 knn
Narration,monologue_Narration,monologue_controls_sc_audio 0.9166666666666666 0.10540925533894598 hard voting
Breaking_Breaking_controls_sc_audio 0.9206349206349206 0.11178931340735879 decision-tree
Whir_Whir_controls_sc_audio 0.9206349206349206 0.11178931340735879 logistic regression
Childrenshouting_Childrenshouting_controls_sc_audio 0.9214285714285715 0.10202040612204072 logistic regression
Fixed-wingaircraft,airplane_Fixed-wingaircraft,airplane_controls_sc_audio 0.9242063492063493 0.06269841269841271 gaussian-nb
Scarymusic_Scarymusic_controls_sc_audio 0.9242063492063493 0.06269841269841271 logistic regression
Tearing_Tearing_controls_sc_audio 0.9269841269841269 0.06073373482447301 gaussian-nb
Hi-hat_Hi-hat_controls_sc_audio 0.9277777777777778 0.059186877090729215 hard voting
Plop_Plop_controls_sc_audio 0.9416666666666667 0.07264831572567787 gradient boosting
Rhythmandblues_Rhythmandblues_controls_sc_audio 0.9428571428571428 0.11428571428571428 adaboost
Afrobeat_Afrobeat_controls_sc_audio 0.9492063492063492 0.06301407378183878 logistic regression
Changeringing(campanology)_Changeringing(campanology)_controls_sc_audio 0.9555555555555555 0.054433105395181765 adaboost
Dishes,pots,andpans_Dishes,pots,andpans_controls_sc_audio 0.9555555555555555 0.054433105395181765 hard voting
MusicofAsia_MusicofAsia_controls_sc_audio 0.9555555555555555 0.08888888888888889 random forest
Capgun_Capgun_controls_sc_audio 0.975 0.049999999999999996 logistic regression
Boom_Boom_controls_sc_audio 0.9777777777777779 0.04444444444444447 logistic regression

Feedback

Any feedback this repository is greatly appreciated.

  • If you find something that is missing or doesn't work, please consider opening a GitHub issue.
  • If you want to learn more about voice computing, check out Voice Computing in Python book.
  • If you are looking for a framework to start building machine learning models in voice computing, check out Allie.
  • If you'd like to be mentored by someone on our team, check out the Innovation Fellows Program.
  • If you want to talk to me directly, please send me an email @ js@neurolex.co.

License

This repository is licensed under the Apache 2.0 License.

References