Data
Electronic-Music-Features---201802-BeatportTop100

Electronic-Music-Features---201802-BeatportTop100

active ARFF Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) Visibility: public Uploaded 24-03-2022 by Dustin Carrion
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
Context Electronic dance music (EDM) is a genre where thousands of new songs are released every week. The list of EDM subgenres considered is long, but it also evolves according to trends and musical tastes. With this in view, we have retrieved two sets of over 2,000 songs separated by more than a year. Songs belong to the top 100 list of an EDM website taxonomy of more than 20 subgenres that changed in the period considered. Content Each row is an electronic music song. The dataset contains 100 song for each genre among Beatport electronic music genres, they were the top (100) songs of their genres on November 2018. Columns are audio features extracted of a two random minutes sample of the file audio. These features have been extracted using pyAudioAnalysis (https://github.com/tyiannak/pyAudioAnalysis). Acknowledgements Special thanks to the people who made this possible. Javier Arroyo, Laura Prez-Molina y Jaime Snchez-Hernndez. Inspiration These datasets are used in this publication "Automatic subgenre classication in an electronic dance music taxonomy " where we test the effectiveness of automatic classification on these sets and delve into the results.

94 features

Unnamed:_0numeric2900 unique values
0 missing
1-ZCRmnumeric2812 unique values
0 missing
2-Energymnumeric2812 unique values
0 missing
3-EnergyEntropymnumeric2812 unique values
0 missing
4-SpectralCentroidmnumeric2812 unique values
0 missing
5-SpectralSpreadmnumeric2812 unique values
0 missing
6-SpectralEntropymnumeric2812 unique values
0 missing
7-SpectralFluxmnumeric2812 unique values
0 missing
8-SpectralRolloffmnumeric2812 unique values
0 missing
9-MFCCs1mnumeric2812 unique values
0 missing
10-MFCCs2mnumeric2812 unique values
0 missing
11-MFCCs3mnumeric2812 unique values
0 missing
12-MFCCs4mnumeric2812 unique values
0 missing
13-MFCCs5mnumeric2812 unique values
0 missing
14-MFCCs6mnumeric2812 unique values
0 missing
15-MFCCs7mnumeric2812 unique values
0 missing
16-MFCCs8mnumeric2812 unique values
0 missing
17-MFCCs9mnumeric2812 unique values
0 missing
18-MFCCs10mnumeric2812 unique values
0 missing
19-MFCCs11mnumeric2812 unique values
0 missing
20-MFCCs12mnumeric2812 unique values
0 missing
21-MFCCs13mnumeric2812 unique values
0 missing
22-ChromaVector1mnumeric2812 unique values
0 missing
23-ChromaVector2mnumeric2812 unique values
0 missing
24-ChromaVector3mnumeric2812 unique values
0 missing
25-ChromaVector4mnumeric2812 unique values
0 missing
26-ChromaVector5mnumeric2812 unique values
0 missing
27-ChromaVector6mnumeric2812 unique values
0 missing
28-ChromaVector7mnumeric2812 unique values
0 missing
29-ChromaVector8mnumeric2812 unique values
0 missing
30-ChromaVector9mnumeric2812 unique values
0 missing
31-ChromaVector10mnumeric2812 unique values
0 missing
32-ChromaVector11mnumeric2812 unique values
0 missing
33-ChromaVector12mnumeric2812 unique values
0 missing
34-ChromaDeviationmnumeric2812 unique values
0 missing
35-ZCRstdnumeric2812 unique values
0 missing
36-Energystdnumeric2812 unique values
0 missing
37-EnergyEntropystdnumeric2812 unique values
0 missing
38-SpectralCentroidstdnumeric2812 unique values
0 missing
39-SpectralSpreadstdnumeric2812 unique values
0 missing
40-SpectralEntropystdnumeric2812 unique values
0 missing
41-SpectralFluxstdnumeric2812 unique values
0 missing
42-SpectralRolloffstdnumeric2812 unique values
0 missing
43-MFCCs1stdnumeric2812 unique values
0 missing
44-MFCCs2stdnumeric2812 unique values
0 missing
45-MFCCs3stdnumeric2812 unique values
0 missing
46-MFCCs4stdnumeric2812 unique values
0 missing
47-MFCCs5stdnumeric2812 unique values
0 missing
48-MFCCs6stdnumeric2812 unique values
0 missing
49-MFCCs7stdnumeric2812 unique values
0 missing
50-MFCCs8stdnumeric2812 unique values
0 missing
51-MFCCs9stdnumeric2812 unique values
0 missing
52-MFCCs10stdnumeric2812 unique values
0 missing
53-MFCCs11stdnumeric2812 unique values
0 missing
54-MFCCs12stdnumeric2812 unique values
0 missing
55-MFCCs13stdnumeric2812 unique values
0 missing
56-ChromaVector1stdnumeric2812 unique values
0 missing
57-ChromaVector2stdnumeric2812 unique values
0 missing
58-ChromaVector3stdnumeric2812 unique values
0 missing
59-ChromaVector4stdnumeric2812 unique values
0 missing
60-ChromaVector5stdnumeric2812 unique values
0 missing
61-ChromaVector6stdnumeric2812 unique values
0 missing
62-ChromaVector7stdnumeric2812 unique values
0 missing
63-ChromaVector8stdnumeric2812 unique values
0 missing
64-ChromaVector9stdnumeric2812 unique values
0 missing
65-ChromaVector10stdnumeric2812 unique values
0 missing
66-ChromaVector11stdnumeric2812 unique values
0 missing
67-ChromaVector12stdnumeric2812 unique values
0 missing
68-ChromaDeviationstdnumeric2812 unique values
0 missing
69-BPMnumeric15 unique values
0 missing
70-BPMconfnumeric2807 unique values
0 missing
71-BPMessentianumeric2684 unique values
0 missing
72-bpm_histogram_first_peak_bpmnumeric48 unique values
0 missing
73-bpm_histogram_first_peak_weightnumeric2222 unique values
0 missing
74-bpm_histogram_second_peak_bpmnumeric52 unique values
0 missing
75-bpm_histogram_second_peak_spreadnumeric384 unique values
0 missing
76-bpm_histogram_second_peak_weightnumeric1172 unique values
0 missing
77-danceabilitynumeric2811 unique values
0 missing
78-beats_loudness.meannumeric2812 unique values
0 missing
79-beats_loudness.stdevnumeric2813 unique values
0 missing
80-onset_ratenumeric657 unique values
0 missing
81-beats_loudness_band_ratio.mean1numeric2813 unique values
0 missing
82-beats_loudness_band_ratio.mean2numeric2813 unique values
0 missing
83-beats_loudness_band_ratio.mean3numeric2813 unique values
0 missing
84-beats_loudness_band_ratio.mean4numeric2813 unique values
0 missing
85-beats_loudness_band_ratio.mean5numeric2812 unique values
0 missing
86-beats_loudness_band_ratio.mean6numeric2813 unique values
0 missing
87-beats_loudness_band_ratio.stdev1numeric2813 unique values
0 missing
88-beats_loudness_band_ratio.stdev2numeric2813 unique values
0 missing
89-beats_loudness_band_ratio.stdev3numeric2812 unique values
0 missing
90-beats_loudness_band_ratio.stdev4numeric2813 unique values
0 missing
91-beats_loudness_band_ratio.stdev5numeric2813 unique values
0 missing
92-beats_loudness_band_ratio.stdev6numeric2812 unique values
0 missing
classstring29 unique values
0 missing
Show all 94 features

19 properties

NumberOfInstances
2900
Number of instances (rows) of the dataset.
NumberOfFeatures
94
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
93
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
Dimensionality
0.03
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
98.94
Percentage of numeric attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfMissingValues
0
Percentage of missing values.
Show all 19 properties

0 tasks

Define a new task