Data
birds

birds

active ARFF Publicly available Visibility: public Uploaded 14-03-2019 by Quay Au
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  • 2019_multioutput_paper Human Activities Social Media
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Multi-label dataset. The birds dataset consists of 327 audio recordings of 12 different vocalizing bird species. Each sound can be assigned to various bird species.

279 features

Brown.Creeper (target)nominal2 unique values
0 missing
Pacific.Wren (target)nominal2 unique values
0 missing
Pacific.slope.Flycatcher (target)nominal2 unique values
0 missing
Red.breasted.Nuthatch (target)nominal2 unique values
0 missing
Dark.eyed.Junco (target)nominal2 unique values
0 missing
Olive.sided.Flycatcher (target)nominal2 unique values
0 missing
Hermit.Thrush (target)nominal2 unique values
0 missing
Chestnut.backed.Chickadee (target)nominal2 unique values
0 missing
Varied.Thrush (target)nominal2 unique values
0 missing
Hermit.Warbler (target)nominal2 unique values
0 missing
Swainson.s.Thrush (target)nominal2 unique values
0 missing
Hammond.s.Flycatcher (target)nominal2 unique values
0 missing
Western.Tanager (target)nominal2 unique values
0 missing
Black.headed.Grosbeak (target)nominal2 unique values
0 missing
Golden.Crowned.Kinglet (target)nominal2 unique values
0 missing
Warbling.Vireo (target)nominal2 unique values
0 missing
MacGillivray.s.Warbler (target)nominal2 unique values
0 missing
Stellar.s.Jay (target)nominal2 unique values
0 missing
Common.Nighthawk (target)nominal2 unique values
0 missing
audio.ssd1numeric639 unique values
0 missing
mean_rect_volumenumeric302 unique values
0 missing
audio.ssd2numeric643 unique values
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std_rect_volumenumeric273 unique values
0 missing
audio.ssd3numeric643 unique values
0 missing
hasSegmentsnominal2 unique values
0 missing
audio.ssd4numeric644 unique values
0 missing
locationnominal12 unique values
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audio.ssd5numeric644 unique values
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audio.ssd6numeric644 unique values
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audio.ssd7numeric642 unique values
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audio.ssd8numeric644 unique values
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audio.ssd9numeric645 unique values
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audio.ssd10numeric644 unique values
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audio.ssd11numeric641 unique values
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audio.ssd12numeric642 unique values
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audio.ssd13numeric642 unique values
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audio.ssd14numeric645 unique values
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audio.ssd15numeric643 unique values
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audio.ssd16numeric645 unique values
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audio.ssd17numeric643 unique values
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audio.ssd18numeric643 unique values
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audio.ssd19numeric642 unique values
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audio.ssd20numeric641 unique values
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audio.ssd21numeric637 unique values
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audio.ssd22numeric360 unique values
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audio.ssd25numeric569 unique values
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audio.ssd26numeric538 unique values
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audio.ssd27numeric594 unique values
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audio.ssd28numeric599 unique values
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audio.ssd29numeric607 unique values
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audio.ssd30numeric599 unique values
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audio.ssd31numeric596 unique values
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audio.ssd32numeric588 unique values
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audio.ssd33numeric570 unique values
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audio.ssd34numeric550 unique values
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audio.ssd35numeric546 unique values
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audio.ssd36numeric540 unique values
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audio.ssd37numeric542 unique values
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audio.ssd38numeric559 unique values
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audio.ssd39numeric576 unique values
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audio.ssd40numeric575 unique values
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audio.ssd41numeric587 unique values
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audio.ssd42numeric587 unique values
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audio.ssd43numeric481 unique values
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audio.ssd44numeric413 unique values
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audio.ssd45numeric354 unique values
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audio.ssd46numeric139 unique values
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audio.ssd49numeric645 unique values
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audio.ssd50numeric645 unique values
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audio.ssd51numeric645 unique values
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audio.ssd52numeric645 unique values
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audio.ssd53numeric645 unique values
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audio.ssd54numeric645 unique values
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audio.ssd55numeric645 unique values
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audio.ssd56numeric645 unique values
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audio.ssd57numeric643 unique values
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audio.ssd58numeric645 unique values
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audio.ssd59numeric645 unique values
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audio.ssd60numeric645 unique values
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audio.ssd61numeric645 unique values
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audio.ssd62numeric645 unique values
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audio.ssd63numeric644 unique values
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audio.ssd64numeric645 unique values
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audio.ssd65numeric645 unique values
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audio.ssd66numeric645 unique values
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audio.ssd67numeric645 unique values
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audio.ssd68numeric645 unique values
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audio.ssd69numeric645 unique values
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audio.ssd70numeric633 unique values
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audio.ssd73numeric645 unique values
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audio.ssd74numeric645 unique values
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audio.ssd75numeric645 unique values
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audio.ssd76numeric645 unique values
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audio.ssd77numeric645 unique values
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audio.ssd78numeric645 unique values
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audio.ssd79numeric645 unique values
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audio.ssd80numeric645 unique values
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audio.ssd81numeric645 unique values
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audio.ssd82numeric645 unique values
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audio.ssd83numeric645 unique values
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audio.ssd84numeric645 unique values
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audio.ssd85numeric645 unique values
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audio.ssd86numeric645 unique values
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audio.ssd87numeric645 unique values
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audio.ssd88numeric645 unique values
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audio.ssd89numeric645 unique values
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audio.ssd90numeric645 unique values
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audio.ssd91numeric645 unique values
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audio.ssd92numeric645 unique values
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audio.ssd93numeric645 unique values
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audio.ssd94numeric633 unique values
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audio.ssd97numeric496 unique values
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audio.ssd98numeric604 unique values
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audio.ssd99numeric638 unique values
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audio.ssd100numeric643 unique values
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audio.ssd101numeric643 unique values
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audio.ssd102numeric645 unique values
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audio.ssd103numeric643 unique values
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audio.ssd104numeric642 unique values
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audio.ssd105numeric644 unique values
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audio.ssd106numeric642 unique values
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audio.ssd107numeric641 unique values
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audio.ssd108numeric643 unique values
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audio.ssd109numeric641 unique values
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audio.ssd110numeric644 unique values
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audio.ssd111numeric644 unique values
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audio.ssd112numeric644 unique values
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audio.ssd113numeric644 unique values
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audio.ssd114numeric642 unique values
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audio.ssd115numeric641 unique values
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audio.ssd116numeric642 unique values
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audio.ssd117numeric644 unique values
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audio.ssd118numeric67 unique values
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audio.ssd121numeric29 unique values
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audio.ssd122numeric57 unique values
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audio.ssd123numeric153 unique values
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audio.ssd124numeric188 unique values
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audio.ssd125numeric361 unique values
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audio.ssd126numeric361 unique values
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audio.ssd127numeric356 unique values
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audio.ssd128numeric433 unique values
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audio.ssd129numeric398 unique values
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audio.ssd130numeric483 unique values
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audio.ssd131numeric559 unique values
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audio.ssd132numeric602 unique values
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audio.ssd133numeric634 unique values
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audio.ssd134numeric640 unique values
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audio.ssd135numeric642 unique values
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audio.ssd136numeric642 unique values
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audio.ssd137numeric643 unique values
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audio.ssd138numeric644 unique values
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audio.ssd139numeric641 unique values
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audio.ssd140numeric641 unique values
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audio.ssd141numeric632 unique values
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audio.ssd145numeric644 unique values
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audio.ssd146numeric645 unique values
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audio.ssd147numeric645 unique values
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audio.ssd148numeric645 unique values
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audio.ssd149numeric645 unique values
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audio.ssd150numeric645 unique values
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audio.ssd151numeric645 unique values
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audio.ssd152numeric644 unique values
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audio.ssd153numeric645 unique values
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audio.ssd154numeric641 unique values
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audio.ssd155numeric644 unique values
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audio.ssd156numeric643 unique values
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audio.ssd157numeric645 unique values
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audio.ssd158numeric645 unique values
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audio.ssd159numeric645 unique values
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audio.ssd160numeric644 unique values
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audio.ssd161numeric645 unique values
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audio.ssd162numeric645 unique values
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audio.ssd163numeric645 unique values
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audio.ssd164numeric643 unique values
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audio.ssd165numeric644 unique values
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audio.ssd166numeric632 unique values
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cluster1numeric10 unique values
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cluster2numeric17 unique values
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cluster3numeric13 unique values
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cluster4numeric15 unique values
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cluster5numeric5 unique values
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cluster6numeric14 unique values
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cluster7numeric18 unique values
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cluster8numeric12 unique values
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cluster9numeric13 unique values
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cluster10numeric12 unique values
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cluster11numeric18 unique values
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cluster12numeric11 unique values
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cluster13numeric8 unique values
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cluster14numeric14 unique values
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cluster15numeric12 unique values
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cluster16numeric5 unique values
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cluster17numeric15 unique values
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cluster18numeric9 unique values
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cluster19numeric10 unique values
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cluster20numeric12 unique values
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cluster21numeric10 unique values
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cluster22numeric10 unique values
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cluster23numeric13 unique values
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cluster24numeric13 unique values
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cluster25numeric18 unique values
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cluster26numeric15 unique values
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cluster27numeric4 unique values
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cluster28numeric10 unique values
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cluster29numeric13 unique values
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cluster30numeric15 unique values
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cluster31numeric11 unique values
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cluster32numeric6 unique values
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cluster33numeric11 unique values
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cluster34numeric17 unique values
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cluster35numeric16 unique values
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cluster36numeric18 unique values
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cluster37numeric14 unique values
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cluster38numeric14 unique values
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cluster39numeric15 unique values
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cluster40numeric6 unique values
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cluster41numeric15 unique values
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cluster42numeric15 unique values
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cluster43numeric11 unique values
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cluster44numeric7 unique values
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cluster46numeric6 unique values
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cluster47numeric12 unique values
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cluster48numeric12 unique values
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cluster49numeric15 unique values
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cluster50numeric21 unique values
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cluster51numeric13 unique values
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cluster52numeric9 unique values
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cluster53numeric19 unique values
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cluster54numeric9 unique values
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cluster55numeric10 unique values
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cluster56numeric12 unique values
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cluster57numeric13 unique values
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cluster59numeric17 unique values
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cluster60numeric13 unique values
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cluster61numeric22 unique values
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cluster62numeric9 unique values
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cluster63numeric9 unique values
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cluster64numeric21 unique values
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cluster65numeric8 unique values
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cluster66numeric12 unique values
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cluster67numeric13 unique values
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cluster68numeric10 unique values
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cluster69numeric13 unique values
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cluster70numeric8 unique values
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cluster71numeric22 unique values
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cluster72numeric12 unique values
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cluster73numeric21 unique values
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cluster74numeric12 unique values
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cluster75numeric18 unique values
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cluster76numeric19 unique values
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cluster78numeric8 unique values
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cluster79numeric8 unique values
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cluster80numeric12 unique values
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cluster81numeric7 unique values
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cluster82numeric18 unique values
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cluster83numeric16 unique values
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cluster84numeric14 unique values
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cluster85numeric12 unique values
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cluster86numeric15 unique values
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cluster87numeric5 unique values
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cluster88numeric12 unique values
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cluster89numeric10 unique values
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cluster90numeric8 unique values
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cluster91numeric13 unique values
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cluster92numeric5 unique values
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cluster93numeric11 unique values
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cluster94numeric10 unique values
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cluster95numeric5 unique values
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cluster96numeric17 unique values
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cluster97numeric5 unique values
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cluster98numeric23 unique values
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cluster99numeric9 unique values
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cluster100numeric15 unique values
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segmentsnumeric25 unique values
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mean_rect_widthnumeric261 unique values
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std_rect_widthnumeric252 unique values
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mean_rect_heightnumeric240 unique values
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std_rect_heightnumeric247 unique values
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Show first 100 features

62 properties

NumberOfInstances
645
Number of instances (rows) of the dataset.
NumberOfFeatures
279
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
258
Number of numeric attributes.
NumberOfSymbolicFeatures
21
Number of nominal attributes.
ClassEntropy
Entropy of the target attribute values.
MeanNoiseToSignalRatio
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
Quartile2AttributeEntropy
Second quartile (Median) of entropy among attributes.
Dimensionality
0.43
Number of attributes divided by the number of instances.
MeanNominalAttDistinctValues
2.48
Average number of distinct values among the attributes of the nominal type.
Quartile2KurtosisOfNumericAtts
51.35
Second quartile (Median) of kurtosis among attributes of the numeric type.
EquivalentNumberOfAtts
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
MeanSkewnessOfNumericAtts
7.22
Mean skewness among attributes of the numeric type.
Quartile2MeansOfNumericAtts
0.02
Second quartile (Median) of means among attributes of the numeric type.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
MeanStdDevOfNumericAtts
50.09
Mean standard deviation of attributes of the numeric type.
Quartile2MutualInformation
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinAttributeEntropy
Minimal entropy among attributes.
Quartile2SkewnessOfNumericAtts
6.07
Second quartile (Median) of skewness among attributes of the numeric type.
MaxAttributeEntropy
Maximum entropy among attributes.
MinKurtosisOfNumericAtts
-0.55
Minimum kurtosis among attributes of the numeric type.
PercentageOfBinaryFeatures
7.17
Percentage of binary attributes.
Quartile2StdDevOfNumericAtts
0.06
Second quartile (Median) of standard deviation of attributes of the numeric type.
MaxKurtosisOfNumericAtts
610.68
Maximum kurtosis among attributes of the numeric type.
MinMeansOfNumericAtts
0
Minimum of means among attributes of the numeric type.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
Quartile3AttributeEntropy
Third quartile of entropy among attributes.
MaxMeansOfNumericAtts
3260.65
Maximum of means among attributes of the numeric type.
MinMutualInformation
Minimal mutual information between the nominal attributes and the target attribute.
PercentageOfMissingValues
0
Percentage of missing values.
Quartile3KurtosisOfNumericAtts
139.79
Third quartile of kurtosis among attributes of the numeric type.
MaxMutualInformation
Maximum mutual information between the nominal attributes and the target attribute.
MinNominalAttDistinctValues
2
The minimal number of distinct values among attributes of the nominal type.
PercentageOfNumericFeatures
92.47
Percentage of numeric attributes.
Quartile3MeansOfNumericAtts
0.31
Third quartile of means among attributes of the numeric type.
MaxNominalAttDistinctValues
12
The maximum number of distinct values among attributes of the nominal type.
MinSkewnessOfNumericAtts
0.31
Minimum skewness among attributes of the numeric type.
PercentageOfSymbolicFeatures
7.53
Percentage of nominal attributes.
Quartile3MutualInformation
Third quartile of mutual information between the nominal attributes and the target attribute.
MaxSkewnessOfNumericAtts
24.44
Maximum skewness among attributes of the numeric type.
MinStdDevOfNumericAtts
0
Minimum standard deviation of attributes of the numeric type.
Quartile1AttributeEntropy
First quartile of entropy among attributes.
Quartile3SkewnessOfNumericAtts
10.86
Third quartile of skewness among attributes of the numeric type.
MaxStdDevOfNumericAtts
9981.12
Maximum standard deviation of attributes of the numeric type.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
Quartile1KurtosisOfNumericAtts
8.44
First quartile of kurtosis among attributes of the numeric type.
Quartile3StdDevOfNumericAtts
0.26
Third quartile of standard deviation of attributes of the numeric type.
MeanAttributeEntropy
Average entropy of the attributes.
MinorityClassSize
Number of instances belonging to the least frequent class.
Quartile1MeansOfNumericAtts
0
First quartile of means among attributes of the numeric type.
StdvNominalAttDistinctValues
2.18
Standard deviation of the number of distinct values among attributes of the nominal type.
MeanKurtosisOfNumericAtts
91.58
Mean kurtosis among attributes of the numeric type.
NumberOfBinaryFeatures
20
Number of binary attributes.
Quartile1MutualInformation
First quartile of mutual information between the nominal attributes and the target attribute.
MeanMeansOfNumericAtts
18.68
Mean of means among attributes of the numeric type.
Quartile1SkewnessOfNumericAtts
2.48
First quartile of skewness among attributes of the numeric type.
AutoCorrelation
Average class difference between consecutive instances.
MeanMutualInformation
Average mutual information between the nominal attributes and the target attribute.
Quartile1StdDevOfNumericAtts
0.03
First quartile of standard deviation of attributes of the numeric type.
Show all 62 properties

9 tasks

Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
Clustering on birds
0 runs - estimation_procedure: 50 times Clustering
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