Data
birds

birds

active ARFF Publicly available Visibility: public Uploaded 14-03-2019 by Quay Au
0 likes downloaded by 0 people , 0 total downloads 0 issues 0 downvotes
Issue #Downvotes for this reason By


Loading wiki
Help us complete this description Edit
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
0 missing
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
0 missing
audio.ssd5numeric644 unique values
0 missing
audio.ssd6numeric644 unique values
0 missing
audio.ssd7numeric642 unique values
0 missing
audio.ssd8numeric644 unique values
0 missing
audio.ssd9numeric645 unique values
0 missing
audio.ssd10numeric644 unique values
0 missing
audio.ssd11numeric641 unique values
0 missing
audio.ssd12numeric642 unique values
0 missing
audio.ssd13numeric642 unique values
0 missing
audio.ssd14numeric645 unique values
0 missing
audio.ssd15numeric643 unique values
0 missing
audio.ssd16numeric645 unique values
0 missing
audio.ssd17numeric643 unique values
0 missing
audio.ssd18numeric643 unique values
0 missing
audio.ssd19numeric642 unique values
0 missing
audio.ssd20numeric641 unique values
0 missing
audio.ssd21numeric637 unique values
0 missing
audio.ssd22numeric360 unique values
0 missing
audio.ssd25numeric569 unique values
0 missing
audio.ssd26numeric538 unique values
0 missing
audio.ssd27numeric594 unique values
0 missing
audio.ssd28numeric599 unique values
0 missing
audio.ssd29numeric607 unique values
0 missing
audio.ssd30numeric599 unique values
0 missing
audio.ssd31numeric596 unique values
0 missing
audio.ssd32numeric588 unique values
0 missing
audio.ssd33numeric570 unique values
0 missing
audio.ssd34numeric550 unique values
0 missing
audio.ssd35numeric546 unique values
0 missing
audio.ssd36numeric540 unique values
0 missing
audio.ssd37numeric542 unique values
0 missing
audio.ssd38numeric559 unique values
0 missing
audio.ssd39numeric576 unique values
0 missing
audio.ssd40numeric575 unique values
0 missing
audio.ssd41numeric587 unique values
0 missing
audio.ssd42numeric587 unique values
0 missing
audio.ssd43numeric481 unique values
0 missing
audio.ssd44numeric413 unique values
0 missing
audio.ssd45numeric354 unique values
0 missing
audio.ssd46numeric139 unique values
0 missing
audio.ssd49numeric645 unique values
0 missing
audio.ssd50numeric645 unique values
0 missing
audio.ssd51numeric645 unique values
0 missing
audio.ssd52numeric645 unique values
0 missing
audio.ssd53numeric645 unique values
0 missing
audio.ssd54numeric645 unique values
0 missing
audio.ssd55numeric645 unique values
0 missing
audio.ssd56numeric645 unique values
0 missing
audio.ssd57numeric643 unique values
0 missing
audio.ssd58numeric645 unique values
0 missing
audio.ssd59numeric645 unique values
0 missing
audio.ssd60numeric645 unique values
0 missing
audio.ssd61numeric645 unique values
0 missing
audio.ssd62numeric645 unique values
0 missing
audio.ssd63numeric644 unique values
0 missing
audio.ssd64numeric645 unique values
0 missing
audio.ssd65numeric645 unique values
0 missing
audio.ssd66numeric645 unique values
0 missing
audio.ssd67numeric645 unique values
0 missing
audio.ssd68numeric645 unique values
0 missing
audio.ssd69numeric645 unique values
0 missing
audio.ssd70numeric633 unique values
0 missing
audio.ssd73numeric645 unique values
0 missing
audio.ssd74numeric645 unique values
0 missing
audio.ssd75numeric645 unique values
0 missing
audio.ssd76numeric645 unique values
0 missing
audio.ssd77numeric645 unique values
0 missing
audio.ssd78numeric645 unique values
0 missing
audio.ssd79numeric645 unique values
0 missing
audio.ssd80numeric645 unique values
0 missing
audio.ssd81numeric645 unique values
0 missing
audio.ssd82numeric645 unique values
0 missing
audio.ssd83numeric645 unique values
0 missing
audio.ssd84numeric645 unique values
0 missing
audio.ssd85numeric645 unique values
0 missing
audio.ssd86numeric645 unique values
0 missing
audio.ssd87numeric645 unique values
0 missing
audio.ssd88numeric645 unique values
0 missing
audio.ssd89numeric645 unique values
0 missing
audio.ssd90numeric645 unique values
0 missing
audio.ssd91numeric645 unique values
0 missing
audio.ssd92numeric645 unique values
0 missing
audio.ssd93numeric645 unique values
0 missing
audio.ssd94numeric633 unique values
0 missing
audio.ssd97numeric496 unique values
0 missing
audio.ssd98numeric604 unique values
0 missing
audio.ssd99numeric638 unique values
0 missing
audio.ssd100numeric643 unique values
0 missing
audio.ssd101numeric643 unique values
0 missing
audio.ssd102numeric645 unique values
0 missing
audio.ssd103numeric643 unique values
0 missing
audio.ssd104numeric642 unique values
0 missing
audio.ssd105numeric644 unique values
0 missing
audio.ssd106numeric642 unique values
0 missing
audio.ssd107numeric641 unique values
0 missing
audio.ssd108numeric643 unique values
0 missing
audio.ssd109numeric641 unique values
0 missing
audio.ssd110numeric644 unique values
0 missing
audio.ssd111numeric644 unique values
0 missing
audio.ssd112numeric644 unique values
0 missing
audio.ssd113numeric644 unique values
0 missing
audio.ssd114numeric642 unique values
0 missing
audio.ssd115numeric641 unique values
0 missing
audio.ssd116numeric642 unique values
0 missing
audio.ssd117numeric644 unique values
0 missing
audio.ssd118numeric67 unique values
0 missing
audio.ssd121numeric29 unique values
0 missing
audio.ssd122numeric57 unique values
0 missing
audio.ssd123numeric153 unique values
0 missing
audio.ssd124numeric188 unique values
0 missing
audio.ssd125numeric361 unique values
0 missing
audio.ssd126numeric361 unique values
0 missing
audio.ssd127numeric356 unique values
0 missing
audio.ssd128numeric433 unique values
0 missing
audio.ssd129numeric398 unique values
0 missing
audio.ssd130numeric483 unique values
0 missing
audio.ssd131numeric559 unique values
0 missing
audio.ssd132numeric602 unique values
0 missing
audio.ssd133numeric634 unique values
0 missing
audio.ssd134numeric640 unique values
0 missing
audio.ssd135numeric642 unique values
0 missing
audio.ssd136numeric642 unique values
0 missing
audio.ssd137numeric643 unique values
0 missing
audio.ssd138numeric644 unique values
0 missing
audio.ssd139numeric641 unique values
0 missing
audio.ssd140numeric641 unique values
0 missing
audio.ssd141numeric632 unique values
0 missing
audio.ssd145numeric644 unique values
0 missing
audio.ssd146numeric645 unique values
0 missing
audio.ssd147numeric645 unique values
0 missing
audio.ssd148numeric645 unique values
0 missing
audio.ssd149numeric645 unique values
0 missing
audio.ssd150numeric645 unique values
0 missing
audio.ssd151numeric645 unique values
0 missing
audio.ssd152numeric644 unique values
0 missing
audio.ssd153numeric645 unique values
0 missing
audio.ssd154numeric641 unique values
0 missing
audio.ssd155numeric644 unique values
0 missing
audio.ssd156numeric643 unique values
0 missing
audio.ssd157numeric645 unique values
0 missing
audio.ssd158numeric645 unique values
0 missing
audio.ssd159numeric645 unique values
0 missing
audio.ssd160numeric644 unique values
0 missing
audio.ssd161numeric645 unique values
0 missing
audio.ssd162numeric645 unique values
0 missing
audio.ssd163numeric645 unique values
0 missing
audio.ssd164numeric643 unique values
0 missing
audio.ssd165numeric644 unique values
0 missing
audio.ssd166numeric632 unique values
0 missing
cluster1numeric10 unique values
0 missing
cluster2numeric17 unique values
0 missing
cluster3numeric13 unique values
0 missing
cluster4numeric15 unique values
0 missing
cluster5numeric5 unique values
0 missing
cluster6numeric14 unique values
0 missing
cluster7numeric18 unique values
0 missing
cluster8numeric12 unique values
0 missing
cluster9numeric13 unique values
0 missing
cluster10numeric12 unique values
0 missing
cluster11numeric18 unique values
0 missing
cluster12numeric11 unique values
0 missing
cluster13numeric8 unique values
0 missing
cluster14numeric14 unique values
0 missing
cluster15numeric12 unique values
0 missing
cluster16numeric5 unique values
0 missing
cluster17numeric15 unique values
0 missing
cluster18numeric9 unique values
0 missing
cluster19numeric10 unique values
0 missing
cluster20numeric12 unique values
0 missing
cluster21numeric10 unique values
0 missing
cluster22numeric10 unique values
0 missing
cluster23numeric13 unique values
0 missing
cluster24numeric13 unique values
0 missing
cluster25numeric18 unique values
0 missing
cluster26numeric15 unique values
0 missing
cluster27numeric4 unique values
0 missing
cluster28numeric10 unique values
0 missing
cluster29numeric13 unique values
0 missing
cluster30numeric15 unique values
0 missing
cluster31numeric11 unique values
0 missing
cluster32numeric6 unique values
0 missing
cluster33numeric11 unique values
0 missing
cluster34numeric17 unique values
0 missing
cluster35numeric16 unique values
0 missing
cluster36numeric18 unique values
0 missing
cluster37numeric14 unique values
0 missing
cluster38numeric14 unique values
0 missing
cluster39numeric15 unique values
0 missing
cluster40numeric6 unique values
0 missing
cluster41numeric15 unique values
0 missing
cluster42numeric15 unique values
0 missing
cluster43numeric11 unique values
0 missing
cluster44numeric7 unique values
0 missing
cluster45numeric13 unique values
0 missing
cluster46numeric6 unique values
0 missing
cluster47numeric12 unique values
0 missing
cluster48numeric12 unique values
0 missing
cluster49numeric15 unique values
0 missing
cluster50numeric21 unique values
0 missing
cluster51numeric13 unique values
0 missing
cluster52numeric9 unique values
0 missing
cluster53numeric19 unique values
0 missing
cluster54numeric9 unique values
0 missing
cluster55numeric10 unique values
0 missing
cluster56numeric12 unique values
0 missing
cluster57numeric13 unique values
0 missing
cluster59numeric17 unique values
0 missing
cluster60numeric13 unique values
0 missing
cluster61numeric22 unique values
0 missing
cluster62numeric9 unique values
0 missing
cluster63numeric9 unique values
0 missing
cluster64numeric21 unique values
0 missing
cluster65numeric8 unique values
0 missing
cluster66numeric12 unique values
0 missing
cluster67numeric13 unique values
0 missing
cluster68numeric10 unique values
0 missing
cluster69numeric13 unique values
0 missing
cluster70numeric8 unique values
0 missing
cluster71numeric22 unique values
0 missing
cluster72numeric12 unique values
0 missing
cluster73numeric21 unique values
0 missing
cluster74numeric12 unique values
0 missing
cluster75numeric18 unique values
0 missing
cluster76numeric19 unique values
0 missing
cluster78numeric8 unique values
0 missing
cluster79numeric8 unique values
0 missing
cluster80numeric12 unique values
0 missing
cluster81numeric7 unique values
0 missing
cluster82numeric18 unique values
0 missing
cluster83numeric16 unique values
0 missing
cluster84numeric14 unique values
0 missing
cluster85numeric12 unique values
0 missing
cluster86numeric15 unique values
0 missing
cluster87numeric5 unique values
0 missing
cluster88numeric12 unique values
0 missing
cluster89numeric10 unique values
0 missing
cluster90numeric8 unique values
0 missing
cluster91numeric13 unique values
0 missing
cluster92numeric5 unique values
0 missing
cluster93numeric11 unique values
0 missing
cluster94numeric10 unique values
0 missing
cluster95numeric5 unique values
0 missing
cluster96numeric17 unique values
0 missing
cluster97numeric5 unique values
0 missing
cluster98numeric23 unique values
0 missing
cluster99numeric9 unique values
0 missing
cluster100numeric15 unique values
0 missing
segmentsnumeric25 unique values
0 missing
mean_rect_widthnumeric261 unique values
0 missing
std_rect_widthnumeric252 unique values
0 missing
mean_rect_heightnumeric240 unique values
0 missing
std_rect_heightnumeric247 unique values
0 missing

62 properties

645
Number of instances (rows) of the dataset.
279
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
258
Number of numeric attributes.
21
Number of nominal attributes.
2.48
First quartile of skewness among attributes of the numeric type.
18.68
Mean of means among attributes of the numeric type.
0.03
First quartile of standard deviation of attributes of the numeric type.
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
Second quartile (Median) of entropy among attributes.
Entropy of the target attribute values.
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
51.35
Second quartile (Median) of kurtosis among attributes of the numeric type.
0.43
Number of attributes divided by the number of instances.
2.48
Average number of distinct values among the attributes of the nominal type.
0.02
Second quartile (Median) of means among attributes of the numeric type.
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
7.22
Mean skewness among attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
Percentage of instances belonging to the most frequent class.
50.09
Mean standard deviation of attributes of the numeric type.
6.07
Second quartile (Median) of skewness among attributes of the numeric type.
Number of instances belonging to the most frequent class.
Minimal entropy among attributes.
7.17
Percentage of binary attributes.
0.06
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
-0.55
Minimum kurtosis among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
610.68
Maximum kurtosis among attributes of the numeric type.
0
Minimum of means among attributes of the numeric type.
0
Percentage of missing values.
139.79
Third quartile of kurtosis among attributes of the numeric type.
3260.65
Maximum of means among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
92.47
Percentage of numeric attributes.
0.31
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
2
The minimal number of distinct values among attributes of the nominal type.
7.53
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
12
The maximum number of distinct values among attributes of the nominal type.
0.31
Minimum skewness among attributes of the numeric type.
First quartile of entropy among attributes.
10.86
Third quartile of skewness among attributes of the numeric type.
24.44
Maximum skewness among attributes of the numeric type.
0
Minimum standard deviation of attributes of the numeric type.
8.44
First quartile of kurtosis among attributes of the numeric type.
0.26
Third quartile of standard deviation of attributes of the numeric type.
9981.12
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
0
First quartile of means among attributes of the numeric type.
2.18
Standard deviation of the number of distinct values among attributes of the nominal type.
Average entropy of the attributes.
20
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
91.58
Mean kurtosis among attributes of the numeric type.

1 tasks

0 runs - estimation_procedure: 50 times Clustering
Define a new task