cleaned_data.csv

Age,Primary streaming service,Hours per day,While working,Instrumentalist,Composer,Fav genre,Exploratory,Foreign languages,BPM,Frequency [Classical],Frequency [Country],Frequency [EDM],Frequency [Folk],Frequency [Gospel],Frequency [Hip hop],Frequency [Jazz],Frequency [K pop],Frequency [Latin],Frequency [Lofi],Frequency [Metal],Frequency [Pop],Frequency [R&B],Frequency [Rap],Frequency [Rock],Frequency [Video game music],Anxiety,Depression,Insomnia,OCD,Music effects
18,Spotify,4,No,No,No,Video game music,No,Yes,132,Never,Never,Very frequently,Never,Never,Rarely,Rarely,Very frequently,Never,Sometimes,Sometimes,Rarely,Never,Rarely,Rarely,Very frequently,7,7,10,2,No effect
61,YouTube Music,2.5,Yes,No,Yes,Jazz,Yes,Yes,84,Sometimes,Never,Never,Rarely,Sometimes,Never,Very frequently,Sometimes,Very frequently,Sometimes,Never,Sometimes,Sometimes,Never,Never,Never,9,7,3,3,Improve
18,Spotify,4,Yes,No,No,R&B,Yes,No,107,Never,Never,Rarely,Never,Rarely,Very frequently,Never,Very frequently,Sometimes,Sometimes,Never,Sometimes,Very frequently,Very frequently,Never,Rarely,7,2,5,9,Improve
18,Spotify,5,Yes,Yes,Yes,Jazz,Yes,Yes,86,Rarely,Sometimes,Never,Never,Never,Sometimes,Very frequently,Very frequently,Rarely,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,Very frequently,Never,8,8,7,7,Improve
18,YouTube Music,3,Yes,Yes,No,Video game music,Yes,Yes,66,Sometimes,Never,Rarely,Sometimes,Rarely,Rarely,Sometimes,Never,Rarely,Rarely,Rarely,Rarely,Rarely,Never,Never,Sometimes,4,8,6,0,Improve
21,Spotify,1,Yes,No,No,K pop,Yes,Yes,95,Never,Never,Rarely,Never,Never,Very frequently,Rarely,Very frequently,Never,Sometimes,Never,Sometimes,Sometimes,Rarely,Never,Rarely,5,3,5,3,Improve
19,Spotify,6,Yes,No,No,Rock,No,No,94,Never,Very frequently,Never,Sometimes,Never,Never,Never,Never,Never,Never,Very frequently,Never,Never,Never,Very frequently,Never,2,0,0,0,Improve
18,I do not use a streaming service.,1,Yes,No,No,R&B,Yes,Yes,155,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Rarely,Never,Rarely,Rarely,Never,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,2,2,5,1,Improve
18,Spotify,3,Yes,Yes,No,Country,Yes,No,110.1904762,Never,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Never,Rarely,Rarely,Never,Rarely,Never,7,7,4,7,No effect
19,YouTube Music,8,Yes,No,No,EDM,Yes,No,125,Rarely,Never,Very frequently,Never,Never,Sometimes,Rarely,Rarely,Rarely,Rarely,Never,Rarely,Rarely,Sometimes,Rarely,Rarely,1,0,0,1,Improve
19,Spotify,2,Yes,No,No,Country,Yes,No,88,Never,Very frequently,Rarely,Sometimes,Never,Sometimes,Never,Never,Never,Rarely,Never,Rarely,Never,Very frequently,Never,Never,2,1,2,0,Improve
18,Spotify,4,Yes,Yes,No,Jazz,Yes,Yes,148,Very frequently,Rarely,Never,Never,Never,Never,Very frequently,Never,Sometimes,Rarely,Sometimes,Sometimes,Never,Never,Sometimes,Rarely,6,4,7,0,Improve
17,Spotify,2,No,No,No,Pop,Yes,Yes,118.9072165,Rarely,Rarely,Never,Never,Never,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Rarely,7,5,4,1,Worsen
16,Spotify,8,Yes,No,No,Hip hop,Yes,Yes,103,Never,Never,Never,Never,Never,Very frequently,Never,Never,Never,Never,Never,Never,Sometimes,Very frequently,Never,Rarely,8,8,4,3,Improve
16,Spotify,12,Yes,No,Yes,Hip hop,Yes,Yes,120,Rarely,Never,Sometimes,Rarely,Never,Very frequently,Rarely,Never,Never,Never,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Never,5,7,10,0,Improve
15,Spotify,3,No,No,No,Hip hop,No,No,120,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Never,Rarely,Rarely,Sometimes,Very frequently,Rarely,Never,7,3,0,2,Improve
15,Apple Music,8,Yes,No,No,Hip hop,Yes,Yes,120,Rarely,Never,Sometimes,Rarely,Never,Very frequently,Sometimes,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Rarely,Very frequently,Sometimes,Sometimes,6,9,3,0,Improve
17,Spotify,4,Yes,No,No,Rap,Yes,No,125,Never,Rarely,Rarely,Never,Never,Sometimes,Never,Never,Never,Rarely,Rarely,Sometimes,Never,Very frequently,Sometimes,Never,10,10,2,4,Improve
19,I do not use a streaming service.,5,Yes,No,No,R&B,Yes,Yes,118,Rarely,Rarely,Sometimes,Very frequently,Rarely,Very frequently,Sometimes,Never,Never,Rarely,Rarely,Rarely,Very frequently,Very frequently,Sometimes,Rarely,6,7,5,4,Improve
18,Spotify,2,Yes,No,No,Pop,No,Yes,79,Rarely,Rarely,Sometimes,Never,Never,Rarely,Never,Rarely,Sometimes,Never,Never,Very frequently,Never,Never,Never,Rarely,3,3,8,6,No effect
16,Other streaming service,3,Yes,Yes,Yes,Rock,Yes,Yes,84,Rarely,Rarely,Never,Rarely,Sometimes,Sometimes,Sometimes,Never,Rarely,Never,Sometimes,Never,Sometimes,Rarely,Very frequently,Sometimes,10,6,8,10,Improve
18,Spotify,2,No,No,No,Pop,Yes,Yes,169,Sometimes,Rarely,Rarely,Very frequently,Rarely,Rarely,Rarely,Very frequently,Never,Sometimes,Never,Very frequently,Sometimes,Sometimes,Sometimes,Never,7,4,2,5,Improve
14,Spotify,12,Yes,Yes,Yes,Rock,Yes,Yes,136,Sometimes,Sometimes,Rarely,Rarely,Rarely,Very frequently,Sometimes,Never,Never,Very frequently,Never,Very frequently,Very frequently,Very frequently,Very frequently,Sometimes,8,6,10,5,Improve
18,YouTube Music,6,Yes,Yes,Yes,Pop,No,Yes,101,Sometimes,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Never,Never,Never,Never,Very frequently,Sometimes,Sometimes,Never,Never,3,2,1,2,Improve
17,Spotify,2,Yes,Yes,No,Pop,Yes,Yes,126,Never,Very frequently,Rarely,Rarely,Never,Never,Rarely,Sometimes,Very frequently,Rarely,Rarely,Very frequently,Rarely,Never,Sometimes,Sometimes,6,6,4,5,Improve
17,Apple Music,1,Yes,No,No,Pop,Yes,No,183,Rarely,Never,Never,Rarely,Never,Never,Sometimes,Never,Never,Never,Sometimes,Sometimes,Never,Never,Sometimes,Never,8,2,1,5,Improve
20,Apple Music,5,Yes,Yes,No,Rock,Yes,Yes,124.0529801,Never,Rarely,Rarely,Very frequently,Never,Very frequently,Sometimes,Never,Sometimes,Sometimes,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,7,7,2,0,Improve
19,Spotify,2,Yes,No,No,Classical,No,No,120,Very frequently,Never,Never,Never,Never,Rarely,Rarely,Never,Never,Sometimes,Never,Very frequently,Never,Never,Never,Very frequently,4,4,4,3,No effect
19,Spotify,6,Yes,Yes,No,Metal,Yes,Yes,139.1025641,Never,Never,Never,Rarely,Never,Rarely,Sometimes,Rarely,Never,Sometimes,Very frequently,Sometimes,Never,Never,Sometimes,Sometimes,9,8,2,3,Improve
17,Spotify,4,No,No,No,Rock,Yes,Yes,142,Rarely,Rarely,Rarely,Very frequently,Never,Sometimes,Rarely,Rarely,Never,Rarely,Rarely,Very frequently,Rarely,Sometimes,Very frequently,Rarely,5,6,6,1,Improve
16,Spotify,1,Yes,No,No,Classical,No,No,75,Very frequently,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Rarely,0,0,0,0,No effect
18,Spotify,5,Yes,Yes,No,Pop,Yes,No,120,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Rarely,Very frequently,Sometimes,Sometimes,Rarely,Never,3,2,1,1,Improve
21,Spotify,4,Yes,No,No,Pop,No,Yes,89,Never,Never,Rarely,Never,Never,Sometimes,Never,Rarely,Rarely,Never,Never,Very frequently,Never,Rarely,Never,Never,6,8,0,2,Improve
17,Other streaming service,3,Yes,No,No,Pop,Yes,No,118.9072165,Never,Never,Sometimes,Never,Never,Very frequently,Rarely,Sometimes,Never,Never,Rarely,Very frequently,Sometimes,Very frequently,Very frequently,Never,2,0,4,0,No effect
26,Other streaming service,0.5,No,No,No,Rock,No,Yes,140,Rarely,Never,Rarely,Sometimes,Never,Never,Rarely,Never,Never,Never,Never,Rarely,Never,Never,Very frequently,Never,9,8,1,0,No effect
20,Spotify,4,Yes,No,No,EDM,Yes,No,161,Rarely,Rarely,Very frequently,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Never,Sometimes,Rarely,Very frequently,Very frequently,Sometimes,Very frequently,Rarely,7,2,8,6,Improve
23,YouTube Music,2,Yes,Yes,Yes,Video game music,Yes,No,80,Sometimes,Rarely,Never,Rarely,Sometimes,Never,Sometimes,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,4,2,3,4,Improve
18,Spotify,5,Yes,Yes,No,Rock,Yes,No,130,Very frequently,Never,Never,Sometimes,Never,Sometimes,Sometimes,Rarely,Never,Sometimes,Very frequently,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,7,6,5,0,Improve
37,YouTube Music,0.25,No,No,No,Video game music,Yes,No,147,Very frequently,Rarely,Never,Rarely,Never,Rarely,Sometimes,Never,Rarely,Never,Never,Very frequently,Sometimes,Never,Sometimes,Sometimes,3,2,10,0,No effect
17,Spotify,3,Yes,No,No,Classical,Yes,Yes,120,Very frequently,Never,Very frequently,Never,Never,Very frequently,Sometimes,Sometimes,Rarely,Sometimes,Never,Sometimes,Very frequently,Very frequently,Rarely,Sometimes,6,6,8,2,Improve
18,Spotify,4,Yes,No,No,Metal,Yes,Yes,77,Rarely,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Never,Very frequently,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,1,0,8,2,No effect
17,I do not use a streaming service.,1,Yes,Yes,Yes,Folk,No,No,118,Never,Sometimes,Rarely,Very frequently,Never,Rarely,Never,Never,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,7,3,1,5,Improve
36,Spotify,1,No,Yes,Yes,Classical,No,No,132,Very frequently,Sometimes,Never,Rarely,Never,Never,Never,Never,Never,Never,Sometimes,Rarely,Never,Never,Sometimes,Never,8,9,3,0,No effect
24,Spotify,3,Yes,No,No,Rock,Yes,Yes,115,Rarely,Never,Rarely,Sometimes,Never,Never,Never,Rarely,Never,Very frequently,Rarely,Sometimes,Never,Never,Very frequently,Sometimes,9,6,4,3,Improve
18,Spotify,5,Yes,No,Yes,Metal,Yes,Yes,157,Never,Never,Rarely,Rarely,Never,Very frequently,Rarely,Never,Rarely,Rarely,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,Never,7,9,5,0,Improve
19,Spotify,3,Yes,No,No,Pop,No,Yes,90,Sometimes,Rarely,Sometimes,Never,Never,Very frequently,Sometimes,Rarely,Never,Sometimes,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,7,4,2,4,No effect
17,Apple Music,2,Yes,Yes,No,EDM,Yes,No,128,Never,Rarely,Very frequently,Never,Never,Rarely,Never,Never,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,0,0,0,0,Improve
16,Spotify,6,Yes,No,No,K pop,Yes,Yes,169,Rarely,Never,Never,Rarely,Sometimes,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,Never,Sometimes,Very frequently,Very frequently,Rarely,Never,7,8,7,5,Improve
23,Apple Music,1,No,No,No,Rap,No,Yes,140,Sometimes,Rarely,Sometimes,Rarely,Never,Very frequently,Very frequently,Never,Never,Never,Sometimes,Rarely,Rarely,Very frequently,Very frequently,Rarely,10,6,3,10,No effect
23,Spotify,12,Yes,No,No,Pop,Yes,Yes,96,Very frequently,Rarely,Never,Very frequently,Never,Rarely,Sometimes,Rarely,Rarely,Rarely,Never,Very frequently,Sometimes,Rarely,Rarely,Never,3,7,5,5,No effect
22,Spotify,4,Yes,No,Yes,Rock,Yes,Yes,126,Rarely,Never,Rarely,Sometimes,Never,Rarely,Rarely,Never,Never,Rarely,Sometimes,Very frequently,Sometimes,Rarely,Very frequently,Rarely,8,7,4,3,Improve
16,Apple Music,2,Yes,Yes,No,Classical,Yes,No,114.575,Very frequently,Never,Never,Never,Never,Rarely,Sometimes,Never,Never,Never,Never,Rarely,Rarely,Rarely,Sometimes,Rarely,0,0,1,3,Improve
18,Spotify,6,Yes,No,No,Rock,Yes,No,91,Rarely,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Sometimes,Very frequently,Never,8,6,2,10,No effect
23,Spotify,7,Yes,No,No,Folk,Yes,Yes,55,Rarely,Very frequently,Never,Very frequently,Very frequently,Sometimes,Rarely,Never,Rarely,Never,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,6,4,2,3,Improve
23,I do not use a streaming service.,1,Yes,Yes,No,Video game music,No,No,85,Sometimes,Sometimes,Sometimes,Rarely,Never,Rarely,Sometimes,Rarely,Rarely,Very frequently,Never,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,7,0,0,2,Improve
19,YouTube Music,1,No,Yes,No,K pop,Yes,Yes,160,Never,Never,Never,Never,Never,Never,Sometimes,Very frequently,Never,Never,Never,Never,Never,Never,Never,Rarely,10,1,0,0,Improve
22,Pandora,1,No,Yes,No,Rock,Yes,No,108,Rarely,Never,Sometimes,Rarely,Never,Never,Very frequently,Never,Never,Never,Never,Sometimes,Rarely,Never,Very frequently,Rarely,8,7,0,5,Improve
15,Other streaming service,2,Yes,Yes,No,Rock,No,No,156,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Never,Rarely,Sometimes,Sometimes,Never,Never,Very frequently,Sometimes,3,2,6,7,Improve
25,Spotify,2,No,No,No,Metal,No,Yes,170,Rarely,Rarely,Rarely,Sometimes,Never,Rarely,Never,Rarely,Never,Rarely,Very frequently,Sometimes,Never,Rarely,Very frequently,Very frequently,5,5,3,1,No effect
32,Spotify,5,Yes,No,No,Rock,No,Yes,91,Sometimes,Never,Rarely,Sometimes,Never,Sometimes,Rarely,Rarely,Never,Never,Very frequently,Very frequently,Very frequently,Rarely,Very frequently,Never,10,10,3,1,Worsen
36,Spotify,6,Yes,No,No,Metal,Yes,Yes,174,Very frequently,Never,Rarely,Very frequently,Never,Never,Never,Sometimes,Never,Rarely,Very frequently,Rarely,Never,Never,Sometimes,Very frequently,5,4,10,2,Improve
24,Spotify,3,No,No,No,Rock,Yes,Yes,130,Sometimes,Sometimes,Never,Rarely,Never,Never,Rarely,Never,Rarely,Never,Very frequently,Very frequently,Never,Never,Very frequently,Never,0,0,8,0,No effect
29,Spotify,4,No,No,No,Hip hop,Yes,No,140,Rarely,Sometimes,Rarely,Never,Rarely,Very frequently,Rarely,Rarely,Rarely,Rarely,Never,Sometimes,Sometimes,Sometimes,Sometimes,Never,8,8,5,10,Improve
41,Apple Music,3,Yes,Yes,Yes,Metal,Yes,Yes,130,Sometimes,Never,Sometimes,Never,Never,Rarely,Rarely,Never,Never,Sometimes,Sometimes,Sometimes,Never,Rarely,Rarely,Never,10,7,8,0,Improve
36,I do not use a streaming service.,2,Yes,Yes,Yes,Rock,Yes,No,127,Sometimes,Rarely,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Never,Never,Never,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Sometimes,7,3,1,1,Improve
19,YouTube Music,3,Yes,No,No,Rock,Yes,No,160,Rarely,Sometimes,Sometimes,Rarely,Never,Sometimes,Rarely,Never,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,Rarely,8,7,4,0,Improve
31,Spotify,2,Yes,No,No,Rock,Yes,Yes,124.0529801,Never,Sometimes,Never,Rarely,Sometimes,Never,Sometimes,Rarely,Never,Never,Sometimes,Very frequently,Never,Never,Very frequently,Never,10,2,0,5,No effect
16,Spotify,4,Yes,No,No,Rock,No,Yes,124.0529801,Sometimes,Rarely,Rarely,Sometimes,Never,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Rarely,Rarely,Very frequently,Very frequently,9,8,1,2,Improve
26,Spotify,2,Yes,Yes,Yes,Hip hop,Yes,Yes,165,Rarely,Rarely,Very frequently,Rarely,Rarely,Very frequently,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Very frequently,Very frequently,Rarely,6,3,1,1,Improve
22,Apple Music,0.5,No,No,No,Hip hop,No,No,113,Sometimes,Never,Never,Never,Never,Very frequently,Rarely,Never,Rarely,Never,Never,Sometimes,Sometimes,Very frequently,Never,Never,7,7,0,1,No effect
16,Spotify,5,Yes,Yes,Yes,Jazz,Yes,Yes,167,Sometimes,Rarely,Never,Never,Rarely,Rarely,Very frequently,Very frequently,Rarely,Never,Never,Very frequently,Rarely,Very frequently,Sometimes,Never,7,7,8,4,Improve
17,Spotify,5,Yes,No,No,Metal,Yes,Yes,95,Never,Sometimes,Rarely,Rarely,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Very frequently,Sometimes,4,1,0,0,Improve
19,Spotify,10,Yes,No,No,R&B,Yes,Yes,110,Never,Rarely,Very frequently,Never,Never,Sometimes,Never,Very frequently,Never,Never,Never,Rarely,Very frequently,Rarely,Never,Never,7,2,1,5,Improve
18,YouTube Music,2,No,No,No,EDM,No,Yes,150,Sometimes,Rarely,Very frequently,Never,Rarely,Rarely,Rarely,Never,Never,Sometimes,Never,Very frequently,Rarely,Sometimes,Rarely,Very frequently,9,0,5,10,Improve
18,YouTube Music,4,Yes,No,No,Hip hop,Yes,Yes,93,Never,Never,Rarely,Never,Never,Very frequently,Sometimes,Sometimes,Rarely,Sometimes,Never,Very frequently,Very frequently,Very frequently,Sometimes,Rarely,2,7,1,1,Improve
19,Spotify,5,No,Yes,Yes,Rock,Yes,Yes,90,Rarely,Never,Never,Rarely,Never,Sometimes,Very frequently,Never,Very frequently,Rarely,Sometimes,Rarely,Sometimes,Rarely,Very frequently,Rarely,10,8,7,0,Improve
19,Spotify,3,Yes,No,No,Jazz,Yes,No,118,Rarely,Never,Rarely,Never,Never,Very frequently,Very frequently,Rarely,Sometimes,Very frequently,Never,Sometimes,Sometimes,Sometimes,Rarely,Very frequently,3,0,0,0,Improve
22,Spotify,2,Yes,No,No,K pop,Yes,Yes,126,Never,Never,Very frequently,Never,Never,Sometimes,Never,Very frequently,Never,Never,Never,Sometimes,Never,Sometimes,Very frequently,Rarely,7,8,5,1,No effect
16,Spotify,2.5,Yes,Yes,Yes,Rock,Yes,Yes,103,Rarely,Sometimes,Never,Very frequently,Never,Rarely,Sometimes,Never,Sometimes,Sometimes,Rarely,Very frequently,Rarely,Never,Very frequently,Rarely,2,1,0,0,Improve
19,Spotify,3,Yes,No,No,R&B,Yes,Yes,77,Rarely,Never,Sometimes,Never,Never,Very frequently,Rarely,Very frequently,Rarely,Rarely,Rarely,Very frequently,Very frequently,Very frequently,Rarely,Very frequently,5,4,0,1,Improve
37,Spotify,1,Yes,No,No,Rock,No,No,115,Rarely,Rarely,Rarely,Rarely,Never,Rarely,Rarely,Rarely,Never,Rarely,Rarely,Sometimes,Rarely,Rarely,Very frequently,Never,9,10,6,10,No effect
14,Spotify,7,Yes,Yes,No,Jazz,No,No,110,Rarely,Never,Very frequently,Never,Never,Never,Very frequently,Never,Sometimes,Never,Never,Sometimes,Never,Never,Very frequently,Very frequently,2,0,0,0,Improve
33,I do not use a streaming service.,1,No,No,No,Metal,No,Yes,139.1025641,Rarely,Sometimes,Sometimes,Never,Never,Sometimes,Never,Never,Rarely,Never,Very frequently,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,5,2,5,1,Improve
26,Spotify,1,No,No,No,R&B,No,No,113,Rarely,Sometimes,Never,Sometimes,Never,Very frequently,Very frequently,Never,Never,Never,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Never,3,2,0,0,No effect
32,Spotify,3,Yes,No,No,Hip hop,No,No,157,Never,Never,Rarely,Never,Never,Very frequently,Never,Never,Sometimes,Rarely,Never,Sometimes,Very frequently,Very frequently,Rarely,Never,2,0,7,0,No effect
30,Spotify,5,Yes,Yes,No,Metal,Yes,No,160,Sometimes,Rarely,Never,Sometimes,Never,Rarely,Never,Never,Never,Never,Very frequently,Sometimes,Never,Never,Very frequently,Never,7,6,6,2,No effect
43,I do not use a streaming service.,6,Yes,Yes,Yes,Video game music,Yes,Yes,109,Sometimes,Rarely,Very frequently,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Very frequently,Rarely,Sometimes,Rarely,Never,Sometimes,Very frequently,5,4,8,3,No effect
24,Spotify,4,Yes,No,No,Classical,Yes,Yes,175,Very frequently,Rarely,Rarely,Never,Never,Rarely,Rarely,Never,Never,Never,Sometimes,Very frequently,Rarely,Never,Very frequently,Rarely,4,6,5,3,Improve
36,YouTube Music,1,Yes,No,No,Rock,Yes,No,110,Sometimes,Rarely,Never,Never,Never,Never,Never,Never,Never,Never,Rarely,Sometimes,Rarely,Rarely,Very frequently,Never,6,2,3,1,Improve
19,YouTube Music,4,Yes,No,No,Video game music,Yes,No,162,Rarely,Never,Rarely,Never,Never,Rarely,Sometimes,Never,Never,Sometimes,Never,Sometimes,Never,Never,Rarely,Very frequently,8,2,1,6,Improve
22,Spotify,10,Yes,No,No,Metal,Yes,Yes,189,Rarely,Very frequently,Never,Very frequently,Never,Never,Rarely,Never,Never,Never,Very frequently,Rarely,Never,Rarely,Sometimes,Sometimes,9,6,0,6,Improve
20,Spotify,3,No,No,Yes,EDM,Yes,Yes,121,Rarely,Sometimes,Very frequently,Never,Never,Sometimes,Never,Rarely,Never,Sometimes,Never,Sometimes,Never,Sometimes,Sometimes,Rarely,0,3,7,0,Improve
31,Spotify,2,No,No,No,Rock,Yes,No,200,Rarely,Rarely,Never,Rarely,Never,Rarely,Rarely,Never,Never,Rarely,Sometimes,Sometimes,Never,Rarely,Very frequently,Never,8,9,6,2,Improve
19,Spotify,4,Yes,No,No,Metal,Yes,Yes,105,Sometimes,Never,Never,Never,Never,Sometimes,Sometimes,Rarely,Never,Never,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Rarely,4,1,1,1,Improve
15,Spotify,8,Yes,No,No,Rock,No,No,193,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Sometimes,Rarely,Never,Never,Very frequently,Rarely,8,7,5,0,Improve
18,Spotify,2,No,Yes,Yes,Metal,Yes,Yes,149,Never,Never,Rarely,Never,Never,Sometimes,Never,Never,Never,Never,Very frequently,Sometimes,Never,Rarely,Very frequently,Rarely,3,4,6,1,Improve
25,I do not use a streaming service.,0.5,No,Yes,No,Classical,No,No,140,Very frequently,Never,Never,Never,Rarely,Never,Sometimes,Never,Sometimes,Never,Rarely,Rarely,Rarely,Never,Very frequently,Sometimes,1,1,3,1,Improve
17,Apple Music,5,Yes,No,No,Metal,Yes,No,134,Never,Rarely,Never,Never,Never,Sometimes,Never,Never,Never,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,10,8,6,7,No effect
28,YouTube Music,1,No,No,No,Rock,Yes,No,120,Rarely,Never,Very frequently,Sometimes,Never,Never,Never,Never,Never,Rarely,Rarely,Rarely,Never,Never,Sometimes,Rarely,6,6,2,0,No effect
20,Spotify,3,Yes,No,No,Rock,Yes,Yes,170,Never,Never,Rarely,Never,Never,Rarely,Never,Sometimes,Never,Rarely,Rarely,Sometimes,Sometimes,Rarely,Very frequently,Sometimes,6,7,0,0,Improve
21,YouTube Music,2,Yes,Yes,No,Metal,Yes,Yes,107,Sometimes,Rarely,Never,Very frequently,Never,Never,Rarely,Never,Never,Rarely,Very frequently,Rarely,Never,Rarely,Sometimes,Very frequently,8,4,10,0,No effect
41,Spotify,3,Yes,No,No,Pop,No,Yes,113,Sometimes,Never,Rarely,Rarely,Rarely,Very frequently,Sometimes,Rarely,Rarely,Never,Rarely,Very frequently,Very frequently,Sometimes,Very frequently,Never,9,7,6,2,No effect
20,Spotify,2,Yes,Yes,No,Pop,Yes,No,126,Never,Never,Sometimes,Never,Never,Rarely,Never,Never,Never,Never,Never,Very frequently,Never,Rarely,Very frequently,Sometimes,7,4,6,5,Improve
34,Other streaming service,4,Yes,No,No,Metal,Yes,Yes,161,Rarely,Never,Sometimes,Never,Never,Sometimes,Rarely,Never,Never,Never,Very frequently,Rarely,Never,Sometimes,Sometimes,Rarely,6,7,0,0,No effect
21,YouTube Music,3,Yes,No,Yes,Metal,Yes,No,139.1025641,Sometimes,Rarely,Never,Sometimes,Never,Never,Never,Never,Never,Never,Very frequently,Very frequently,Never,Never,Very frequently,Rarely,10,0,10,10,Improve
23,Spotify,2,Yes,No,No,Metal,Yes,Yes,100,Rarely,Never,Never,Rarely,Never,Never,Never,Never,Never,Sometimes,Very frequently,Rarely,Never,Never,Sometimes,Rarely,6,3,0,1,Improve
16,Spotify,3,No,No,No,Pop,No,No,140,Rarely,Never,Never,Never,Never,Sometimes,Rarely,Never,Rarely,Never,Never,Very frequently,Sometimes,Rarely,Never,Never,7,5,5,3,Improve
19,YouTube Music,4,Yes,No,No,Pop,Yes,No,156,Rarely,Rarely,Rarely,Rarely,Never,Sometimes,Rarely,Rarely,Never,Never,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Sometimes,7,10,5,0,Improve
22,Spotify,2,Yes,Yes,No,Rock,Yes,Yes,98,Sometimes,Never,Never,Rarely,Never,Sometimes,Sometimes,Never,Sometimes,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,8,6,0,0,Improve
19,Spotify,8,Yes,No,No,K pop,Yes,Yes,100,Very frequently,Never,Rarely,Never,Never,Sometimes,Sometimes,Very frequently,Never,Very frequently,Never,Very frequently,Sometimes,Rarely,Rarely,Rarely,4,3,0,0,Improve
23,Spotify,4,Yes,No,No,Hip hop,Yes,Yes,78,Rarely,Never,Sometimes,Sometimes,Never,Very frequently,Rarely,Very frequently,Sometimes,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Sometimes,7,6,7,5,Improve
23,Spotify,2,No,Yes,No,Metal,No,Yes,117,Never,Never,Rarely,Never,Never,Rarely,Rarely,Never,Never,Never,Very frequently,Never,Never,Rarely,Sometimes,Never,7,3,2,3,Improve
22,Spotify,1,No,No,Yes,EDM,Yes,No,128,Never,Never,Very frequently,Never,Rarely,Sometimes,Sometimes,Never,Never,Never,Never,Very frequently,Very frequently,Sometimes,Sometimes,Never,2,7,5,0,Improve
17,Spotify,3,Yes,No,No,Rock,Yes,No,130,Rarely,Sometimes,Sometimes,Sometimes,Never,Rarely,Rarely,Rarely,Never,Very frequently,Sometimes,Very frequently,Very frequently,Sometimes,Very frequently,Sometimes,7,8,6,5,Improve
28,Spotify,0.5,No,No,No,Folk,Yes,No,130,Rarely,Sometimes,Never,Very frequently,Never,Rarely,Rarely,Never,Never,Never,Never,Sometimes,Never,Rarely,Very frequently,Rarely,4,7,1,0,Improve
23,Spotify,2,No,No,No,Rock,Yes,Yes,124.0529801,Never,Never,Never,Never,Never,Sometimes,Never,Sometimes,Never,Never,Very frequently,Very frequently,Never,Sometimes,Very frequently,Sometimes,7,8,5,1,No effect
19,Apple Music,3,Yes,No,No,Rock,Yes,Yes,126,Never,Sometimes,Sometimes,Never,Never,Very frequently,Never,Never,Never,Rarely,Rarely,Rarely,Rarely,Sometimes,Very frequently,Sometimes,5,2,8,6,Improve
17,Spotify,2,Yes,Yes,Yes,Hip hop,Yes,Yes,122,Rarely,Never,Sometimes,Sometimes,Never,Very frequently,Sometimes,Rarely,Rarely,Rarely,Very frequently,Rarely,Rarely,Very frequently,Very frequently,Never,10,7,4,2,Improve
21,YouTube Music,1,No,No,No,Rock,Yes,No,179,Never,Rarely,Never,Rarely,Never,Sometimes,Rarely,Never,Never,Very frequently,Sometimes,Rarely,Sometimes,Sometimes,Very frequently,Rarely,6,5,0,0,No effect
29,Other streaming service,5,Yes,No,No,Jazz,Yes,Yes,200,Rarely,Never,Never,Rarely,Never,Never,Very frequently,Never,Rarely,Rarely,Rarely,Never,Sometimes,Never,Very frequently,Sometimes,7,2,3,1,Improve
22,Spotify,10,No,Yes,Yes,EDM,No,Yes,128,Sometimes,Sometimes,Very frequently,Very frequently,Never,Never,Rarely,Never,Never,Never,Rarely,Never,Rarely,Never,Sometimes,Sometimes,4,7,7,3,Improve
18,Spotify,4,Yes,Yes,Yes,Pop,Yes,Yes,130,Sometimes,Rarely,Sometimes,Rarely,Never,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Rarely,Rarely,Very frequently,Very frequently,4,5,6,5,Improve
13,Spotify,2,Yes,Yes,Yes,Rock,Yes,No,120,Rarely,Never,Sometimes,Very frequently,Rarely,Sometimes,Never,Never,Never,Sometimes,Sometimes,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,7,10,5,6,Worsen
24,Spotify,1,No,No,No,Metal,Yes,No,86,Sometimes,Never,Rarely,Rarely,Never,Rarely,Never,Never,Never,Never,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,6,4,5,0,Improve
35,Spotify,6,Yes,No,No,Rock,Yes,Yes,166,Sometimes,Rarely,Sometimes,Very frequently,Never,Rarely,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Sometimes,4,1,3,1,No effect
29,YouTube Music,1,Yes,Yes,No,Video game music,Yes,No,110,Sometimes,Never,Never,Rarely,Sometimes,Never,Rarely,Never,Never,Never,Never,Sometimes,Rarely,Never,Sometimes,Sometimes,6,6,1,2,Improve
28,Spotify,6,Yes,No,No,Rock,No,No,144,Sometimes,Rarely,Never,Sometimes,Never,Rarely,Rarely,Never,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Very frequently,Very frequently,10,8,7,1,Improve
32,Spotify,7,Yes,No,No,Pop,Yes,Yes,120,Sometimes,Never,Rarely,Never,Never,Sometimes,Rarely,Never,Never,Rarely,Rarely,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,10,8,2,8,Improve
32,Other streaming service,1,No,No,No,EDM,Yes,No,120,Rarely,Never,Very frequently,Rarely,Rarely,Sometimes,Rarely,Never,Rarely,Rarely,Never,Sometimes,Rarely,Rarely,Rarely,Never,3,6,2,0,No effect
21,Spotify,3,Yes,Yes,No,Rock,Yes,No,160,Never,Never,Never,Very frequently,Never,Sometimes,Never,Never,Never,Sometimes,Very frequently,Rarely,Never,Rarely,Very frequently,Sometimes,8,9,2,0,Improve
18,Spotify,2,Yes,Yes,No,Video game music,No,Yes,101,Never,Never,Sometimes,Never,Never,Rarely,Never,Never,Never,Rarely,Never,Rarely,Never,Never,Sometimes,Very frequently,8,3,8,7,Improve
19,Spotify,3,Yes,Yes,No,Classical,Yes,No,122,Very frequently,Rarely,Never,Never,Never,Never,Never,Rarely,Never,Sometimes,Never,Very frequently,Never,Never,Rarely,Sometimes,3,3,1,2,Improve
18,Apple Music,2,Yes,Yes,No,Pop,Yes,Yes,118.9072165,Rarely,Rarely,Never,Never,Never,Rarely,Never,Very frequently,Rarely,Rarely,Rarely,Very frequently,Rarely,Rarely,Rarely,Never,6,5,2,0,Improve
16,YouTube Music,3,Yes,No,Yes,Pop,No,No,118.9072165,Rarely,Sometimes,Sometimes,Never,Never,Rarely,Never,Sometimes,Never,Sometimes,Never,Very frequently,Never,Rarely,Very frequently,Rarely,0,0,4,0,No effect
25,Spotify,1.5,Yes,No,No,Pop,No,No,61,Sometimes,Rarely,Rarely,Sometimes,Never,Rarely,Never,Never,Never,Rarely,Rarely,Very frequently,Very frequently,Rarely,Very frequently,Never,6,5,0,2,Improve
17,Spotify,4,Yes,No,No,Lofi,Yes,Yes,79,Very frequently,Never,Never,Never,Sometimes,Sometimes,Rarely,Sometimes,Never,Very frequently,Never,Very frequently,Sometimes,Sometimes,Rarely,Very frequently,3,8,0,0,Improve
16,Spotify,2,Yes,No,No,Rap,Yes,Yes,126,Very frequently,Never,Never,Never,Never,Very frequently,Never,Sometimes,Never,Rarely,Never,Very frequently,Very frequently,Very frequently,Never,Sometimes,1,8,0,0,No effect
27,Spotify,10,Yes,No,No,Metal,Yes,Yes,185,Sometimes,Never,Sometimes,Never,Never,Sometimes,Rarely,Never,Never,Rarely,Very frequently,Very frequently,Rarely,Sometimes,Very frequently,Rarely,5,6,6,3,Improve
53,Spotify,7,Yes,No,No,Pop,Yes,Yes,92,Very frequently,Sometimes,Very frequently,Rarely,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Rarely,Very frequently,Very frequently,Rarely,Very frequently,Rarely,0,0,0,0,Improve
25,Spotify,1,Yes,No,No,EDM,No,No,107,Never,Never,Very frequently,Never,Never,Rarely,Never,Rarely,Never,Rarely,Never,Never,Never,Never,Rarely,Rarely,0,8,0,0,Improve
34,Spotify,2,No,No,No,Metal,No,No,120,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Sometimes,Never,3,7,0,0,Improve
22,Other streaming service,6,Yes,Yes,Yes,Jazz,Yes,Yes,140,Sometimes,Rarely,Very frequently,Very frequently,Rarely,Very frequently,Very frequently,Rarely,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,Sometimes,Sometimes,8,8,8,5,Improve
17,Spotify,2,Yes,Yes,Yes,Jazz,Yes,No,94,Sometimes,Never,Never,Never,Never,Rarely,Sometimes,Never,Never,Rarely,Sometimes,Very frequently,Never,Rarely,Very frequently,Rarely,5,2,3,4,Improve
26,Spotify,3,Yes,Yes,No,Folk,Yes,No,160,Rarely,Rarely,Never,Very frequently,Rarely,Rarely,Sometimes,Never,Never,Rarely,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,8,8,3,0,Improve
19,Spotify,8,Yes,No,No,EDM,Yes,No,174,Never,Never,Very frequently,Never,Never,Sometimes,Never,Rarely,Never,Never,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Never,6,8,8,0,Improve
21,Spotify,3,Yes,No,No,Pop,Yes,Yes,136,Rarely,Very frequently,Sometimes,Rarely,Never,Very frequently,Rarely,Never,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Sometimes,6,8,6,0,Worsen
32,Spotify,3,Yes,Yes,Yes,Rock,Yes,Yes,144,Rarely,Rarely,Sometimes,Very frequently,Never,Sometimes,Rarely,Never,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,Rarely,Very frequently,Rarely,6,6,7,5,Improve
21,I do not use a streaming service.,3,Yes,No,No,Rock,No,No,77,Never,Never,Never,Sometimes,Sometimes,Sometimes,Sometimes,Never,Rarely,Never,Rarely,Rarely,Rarely,Sometimes,Very frequently,Very frequently,9,10,3,0,No effect
25,Spotify,2,No,Yes,No,Pop,No,No,120,Rarely,Never,Never,Rarely,Never,Sometimes,Never,Never,Sometimes,Never,Never,Very frequently,Sometimes,Very frequently,Very frequently,Rarely,7,7,5,0,Improve
26,Spotify,1,No,No,No,Rock,No,No,124.0529801,Rarely,Never,Rarely,Rarely,Never,Rarely,Rarely,Never,Never,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Never,10,7,2,8,No effect
21,Spotify,2,Yes,Yes,No,Metal,Yes,Yes,139.1025641,Rarely,Never,Never,Sometimes,Never,Rarely,Never,Never,Never,Rarely,Very frequently,Rarely,Never,Rarely,Very frequently,Sometimes,1,3,0,6,No effect
17,Spotify,2,Yes,Yes,No,Pop,No,Yes,118.9072165,Rarely,Never,Never,Never,Never,Rarely,Very frequently,Very frequently,Never,Very frequently,Never,Very frequently,Very frequently,Sometimes,Never,Sometimes,5,3,2,1,Improve
28,I do not use a streaming service.,4,Yes,No,No,Rock,Yes,Yes,194,Rarely,Sometimes,Rarely,Rarely,Never,Sometimes,Sometimes,Rarely,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Sometimes,6,8,1,6,Improve
41,YouTube Music,4,Yes,No,No,Pop,Yes,No,60,Rarely,Never,Sometimes,Very frequently,Never,Very frequently,Sometimes,Rarely,Rarely,Sometimes,Rarely,Very frequently,Very frequently,Sometimes,Very frequently,Rarely,7,2,0,7,Improve
18,Spotify,1,Yes,Yes,No,Metal,Yes,Yes,190,Rarely,Never,Rarely,Never,Never,Sometimes,Never,Never,Never,Never,Very frequently,Rarely,Never,Sometimes,Very frequently,Sometimes,6,9,9,0,Improve
22,Spotify,2,No,No,No,R&B,No,Yes,87,Sometimes,Never,Never,Never,Never,Rarely,Never,Very frequently,Very frequently,Sometimes,Never,Sometimes,Very frequently,Rarely,Rarely,Sometimes,1,1,4,1,No effect
49,Other streaming service,1,Yes,No,No,EDM,Yes,No,156,Sometimes,Never,Very frequently,Sometimes,Never,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Sometimes,8,8,2,0,Improve
21,Spotify,3,Yes,Yes,Yes,Metal,Yes,No,150,Sometimes,Rarely,Rarely,Sometimes,Never,Rarely,Rarely,Rarely,Never,Sometimes,Very frequently,Very frequently,Rarely,Sometimes,Very frequently,Sometimes,3,3,7,0,No effect
27,Spotify,10,Yes,No,No,Metal,Yes,Yes,194,Never,Rarely,Sometimes,Sometimes,Never,Sometimes,Rarely,Rarely,Rarely,Sometimes,Very frequently,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,8,8,3,0,Improve
19,Spotify,1,No,No,Yes,Metal,Yes,Yes,160,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Sometimes,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Never,6,4,0,3,No effect
27,Spotify,3,Yes,No,No,Metal,Yes,Yes,171,Sometimes,Never,Never,Rarely,Never,Sometimes,Rarely,Never,Never,Rarely,Very frequently,Never,Rarely,Sometimes,Sometimes,Rarely,1,0,0,0,Improve
27,Spotify,1.5,Yes,No,No,Rock,No,No,95,Never,Never,Never,Rarely,Never,Sometimes,Never,Rarely,Never,Rarely,Very frequently,Sometimes,Never,Sometimes,Very frequently,Sometimes,5,5,4,4,Improve
42,YouTube Music,2.5,Yes,Yes,No,Rock,No,Yes,148,Sometimes,Rarely,Very frequently,Rarely,Never,Sometimes,Very frequently,Never,Rarely,Rarely,Sometimes,Rarely,Rarely,Rarely,Sometimes,Rarely,8,8,7,6,Improve
60,Pandora,2,Yes,No,No,Gospel,No,No,119,Rarely,Sometimes,Never,Rarely,Very frequently,Never,Never,Never,Rarely,Never,Never,Sometimes,Rarely,Never,Sometimes,Never,3,0,2,0,Improve
19,YouTube Music,5,Yes,No,No,Metal,No,Yes,136,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Never,Never,Very frequently,Very frequently,Never,Never,Sometimes,Very frequently,Sometimes,0,5,1,0,No effect
20,Apple Music,2,Yes,No,No,Pop,Yes,No,141,Rarely,Never,Never,Rarely,Never,Sometimes,Rarely,Never,Never,Sometimes,Never,Very frequently,Sometimes,Rarely,Sometimes,Rarely,6,3,0,0,Improve
28,Spotify,2,No,No,Yes,Metal,No,No,146,Rarely,Never,Never,Rarely,Never,Rarely,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Sometimes,Rarely,1,7,5,1,Improve
18,Spotify,2,Yes,No,No,R&B,No,Yes,164,Sometimes,Never,Never,Never,Never,Rarely,Never,Never,Never,Rarely,Never,Very frequently,Very frequently,Rarely,Never,Never,5,6,0,1,No effect
34,Spotify,1,Yes,No,No,Rock,Yes,Yes,124.0529801,Rarely,Never,Very frequently,Never,Never,Never,Never,Very frequently,Never,Rarely,Very frequently,Rarely,Never,Never,Very frequently,Very frequently,1,0,0,0,No effect
18,YouTube Music,1.5,Yes,No,No,Pop,Yes,No,118.9072165,Never,Rarely,Rarely,Never,Never,Rarely,Very frequently,Sometimes,Rarely,Very frequently,Never,Very frequently,Sometimes,Rarely,Rarely,Very frequently,8,6,5,2,Improve
21,Spotify,5,Yes,Yes,Yes,Folk,Yes,Yes,128,Sometimes,Rarely,Never,Very frequently,Rarely,Rarely,Sometimes,Never,Rarely,Sometimes,Rarely,Very frequently,Sometimes,Rarely,Very frequently,Rarely,9,4,0,3,Improve
38,Spotify,0.5,No,No,No,Rock,Yes,Yes,124.0529801,Never,Never,Rarely,Sometimes,Rarely,Sometimes,Rarely,Never,Sometimes,Never,Never,Very frequently,Sometimes,Rarely,Very frequently,Never,4,6,6,4,Improve
17,Spotify,2,Yes,No,No,Rock,No,Yes,124.0529801,Never,Rarely,Rarely,Rarely,Never,Never,Never,Rarely,Never,Sometimes,Rarely,Sometimes,Never,Rarely,Very frequently,Very frequently,7,3,1,5,Improve
35,Other streaming service,0.5,No,No,No,Pop,No,No,118.9072165,Sometimes,Never,Never,Sometimes,Never,Never,Never,Never,Never,Rarely,Never,Very frequently,Rarely,Never,Sometimes,Rarely,10,3,1,0,No effect
21,I do not use a streaming service.,2,Yes,No,No,Rock,No,Yes,101,Rarely,Sometimes,Rarely,Sometimes,Never,Very frequently,Rarely,Never,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Rarely,8,8,3,0,Improve
25,Apple Music,2.5,Yes,No,No,R&B,No,No,114.1666667,Rarely,Never,Never,Rarely,Rarely,Sometimes,Rarely,Never,Very frequently,Very frequently,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Sometimes,7,6,5,4,Improve
18,Spotify,2,Yes,Yes,No,K pop,Yes,Yes,98,Very frequently,Never,Never,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Rarely,Very frequently,Never,Sometimes,Very frequently,Sometimes,Never,Rarely,7,2,3,5,Improve
16,Apple Music,2,No,No,No,Pop,Yes,No,145,Never,Sometimes,Rarely,Sometimes,Rarely,Rarely,Never,Rarely,Never,Sometimes,Never,Very frequently,Rarely,Rarely,Very frequently,Rarely,10,3.5,5,10,Improve
19,Spotify,1,Yes,No,No,Pop,Yes,Yes,94,Rarely,Sometimes,Rarely,Rarely,Never,Sometimes,Rarely,Never,Never,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Very frequently,Never,7,5,1,2,Improve
31,Spotify,4,Yes,Yes,No,Classical,No,Yes,103,Very frequently,Never,Rarely,Never,Rarely,Sometimes,Rarely,Never,Sometimes,Never,Sometimes,Rarely,Never,Sometimes,Sometimes,Never,6,8,9,5,Improve
26,Spotify,5,Yes,No,No,Rock,No,No,124.0529801,Never,Never,Sometimes,Never,Never,Never,Never,Never,Never,Never,Never,Very frequently,Never,Never,Very frequently,Never,2,9,2,1,No effect
16,Spotify,2,Yes,Yes,Yes,Rock,No,No,112,Rarely,Never,Very frequently,Rarely,Never,Never,Never,Never,Never,Rarely,Rarely,Sometimes,Rarely,Never,Very frequently,Very frequently,7,4,10,2,Improve
26,Spotify,2,Yes,Yes,No,Rock,Yes,Yes,124.0529801,Very frequently,Rarely,Rarely,Very frequently,Never,Rarely,Never,Never,Never,Sometimes,Sometimes,Rarely,Never,Rarely,Very frequently,Very frequently,7,5,6,0,Improve
17,Spotify,2,Yes,No,No,R&B,Yes,Yes,118,Rarely,Rarely,Never,Never,Sometimes,Sometimes,Rarely,Very frequently,Never,Rarely,Never,Sometimes,Very frequently,Sometimes,Never,Rarely,6,1,0,0,Improve
20,Apple Music,4,Yes,No,No,R&B,Yes,Yes,113,Sometimes,Rarely,Never,Rarely,Never,Sometimes,Sometimes,Rarely,Never,Rarely,Never,Sometimes,Very frequently,Very frequently,Very frequently,Rarely,9,10,3,0,Improve
30,Spotify,1,No,Yes,No,Rock,Yes,No,162,Sometimes,Sometimes,Rarely,Sometimes,Never,Rarely,Never,Never,Never,Never,Sometimes,Sometimes,Never,Rarely,Very frequently,Never,8,5,8,9,Improve
26,Other streaming service,4,Yes,No,No,Pop,No,No,118.9072165,Rarely,Very frequently,Rarely,Never,Never,Rarely,Rarely,Never,Sometimes,Never,Rarely,Very frequently,Rarely,Never,Sometimes,Never,8,7,7,3,Improve
19,Spotify,5,Yes,No,No,Rock,Yes,Yes,111,Sometimes,Rarely,Never,Sometimes,Rarely,Rarely,Sometimes,Rarely,Rarely,Rarely,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Sometimes,9,9,9,3,No effect
33,Spotify,7,Yes,No,No,Rock,Yes,Yes,134,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Very frequently,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,Very frequently,Sometimes,9,3,7,8,Improve
28,YouTube Music,2,Yes,No,No,Rock,Yes,No,172,Never,Rarely,Rarely,Rarely,Never,Sometimes,Never,Rarely,Never,Sometimes,Rarely,Sometimes,Very frequently,Rarely,Very frequently,Rarely,10,8,6,2,Improve
25,Spotify,3,Yes,No,No,Rock,Yes,Yes,180,Rarely,Never,Sometimes,Sometimes,Never,Rarely,Never,Rarely,Never,Sometimes,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Sometimes,9,6,3,0,Improve
22,YouTube Music,2,Yes,No,No,Pop,No,No,120,Rarely,Never,Rarely,Rarely,Rarely,Rarely,Rarely,Never,Never,Rarely,Never,Very frequently,Rarely,Rarely,Sometimes,Sometimes,7,7,8,3,Improve
19,Spotify,3,Yes,No,Yes,Rock,Yes,Yes,76,Sometimes,Never,Sometimes,Sometimes,Never,Never,Never,Never,Never,Rarely,Rarely,Rarely,Rarely,Never,Very frequently,Rarely,9,10,4,0,Improve
44,Other streaming service,3,Yes,No,No,Folk,Yes,Yes,130,Rarely,Rarely,Rarely,Very frequently,Rarely,Sometimes,Rarely,Never,Rarely,Sometimes,Never,Rarely,Sometimes,Sometimes,Rarely,Sometimes,9,9,8,2,Improve
22,Spotify,3,Yes,No,No,Rock,No,No,124.0529801,Never,Rarely,Never,Very frequently,Never,Rarely,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Very frequently,Rarely,9,10,3,9,Improve
26,Spotify,5,Yes,Yes,Yes,Metal,Yes,Yes,109,Sometimes,Rarely,Very frequently,Rarely,Rarely,Rarely,Sometimes,Sometimes,Never,Rarely,Very frequently,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,10,9,8,8,Improve
23,I do not use a streaming service.,6,Yes,No,Yes,Classical,No,Yes,96,Very frequently,Never,Never,Rarely,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Never,Never,Never,Rarely,6,5,6,8,Improve
17,Spotify,2,No,No,No,R&B,No,Yes,148,Sometimes,Never,Rarely,Never,Never,Very frequently,Rarely,Rarely,Never,Rarely,Never,Sometimes,Very frequently,Sometimes,Never,Rarely,8,6,10,3,Improve
42,YouTube Music,2,No,No,No,Metal,Yes,No,139.1025641,Sometimes,Rarely,Sometimes,Rarely,Never,Sometimes,Never,Never,Never,Never,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,8,3,6,4,Improve
30,Spotify,1,No,Yes,No,Rock,Yes,No,129,Rarely,Never,Rarely,Rarely,Never,Rarely,Rarely,Never,Rarely,Rarely,Rarely,Very frequently,Rarely,Rarely,Very frequently,Rarely,4,2,1,3,Improve
35,Spotify,1,Yes,No,No,Pop,Yes,Yes,81,Sometimes,Rarely,Sometimes,Rarely,Never,Sometimes,Rarely,Rarely,Never,Never,Never,Very frequently,Rarely,Rarely,Sometimes,Rarely,2,1,1,1,No effect
20,Spotify,3,No,No,No,Rock,Yes,No,136,Never,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Very frequently,Very frequently,Never,Sometimes,Very frequently,Rarely,10,10,7,3,Improve
18,Spotify,3,Yes,No,No,Rap,Yes,Yes,155,Rarely,Never,Never,Sometimes,Never,Very frequently,Sometimes,Never,Sometimes,Sometimes,Never,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,8,9,0,0,Improve
21,Spotify,1,No,No,No,Pop,No,Yes,118.9072165,Never,Never,Sometimes,Never,Never,Rarely,Never,Sometimes,Sometimes,Rarely,Never,Very frequently,Sometimes,Rarely,Sometimes,Rarely,4,9,6,2,No effect
19,Spotify,6,Yes,No,No,Rock,Yes,Yes,52,Never,Never,Rarely,Very frequently,Never,Rarely,Rarely,Never,Very frequently,Rarely,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,Rarely,4,2,0,0,Improve
37,Spotify,4,Yes,No,No,Rock,Yes,No,97,Rarely,Sometimes,Sometimes,Sometimes,Never,Very frequently,Rarely,Never,Never,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,Never,9,2,7,7,Improve
31,Spotify,2,Yes,No,No,Metal,Yes,Yes,92,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Rarely,Rarely,Sometimes,Very frequently,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,8,6,7,5,Improve
29,Spotify,2,Yes,Yes,No,Folk,Yes,Yes,100,Never,Sometimes,Rarely,Very frequently,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Very frequently,Rarely,Very frequently,Rarely,6,5,4,2,Improve
20,Spotify,3,Yes,No,No,Rock,Yes,Yes,120,Sometimes,Rarely,Rarely,Very frequently,Never,Rarely,Sometimes,Never,Never,Sometimes,Sometimes,Very frequently,Rarely,Rarely,Very frequently,Sometimes,8,5,2,3,Improve
36,I do not use a streaming service.,8,Yes,Yes,Yes,Video game music,No,Yes,143,Sometimes,Rarely,Sometimes,Rarely,Never,Rarely,Rarely,Never,Never,Never,Very frequently,Rarely,Never,Rarely,Sometimes,Very frequently,7,6,6,1,No effect
18,Spotify,3,Yes,Yes,No,Rock,Yes,No,118,Sometimes,Never,Never,Rarely,Never,Never,Sometimes,Never,Never,Rarely,Rarely,Sometimes,Never,Never,Very frequently,Rarely,10,2,0,0,Improve
18,Spotify,2,Yes,No,No,K pop,Yes,Yes,130,Rarely,Never,Sometimes,Never,Never,Never,Never,Very frequently,Never,Never,Rarely,Sometimes,Never,Never,Rarely,Never,6,0,0,0,Improve
25,Spotify,7,Yes,No,No,Pop,No,Yes,120,Never,Sometimes,Very frequently,Rarely,Rarely,Sometimes,Never,Very frequently,Rarely,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Rarely,Sometimes,2,0,1,0,Improve
31,YouTube Music,9,Yes,No,No,Pop,Yes,Yes,158,Rarely,Rarely,Rarely,Sometimes,Never,Never,Rarely,Rarely,Rarely,Very frequently,Sometimes,Very frequently,Never,Rarely,Sometimes,Sometimes,9,0,2,0,Improve
17,Spotify,2,Yes,No,No,Pop,Yes,Yes,160,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Never,Never,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Never,5,4,1,1,Improve
21,Spotify,1,Yes,No,No,Folk,No,Yes,109.5384615,Never,Rarely,Never,Very frequently,Never,Rarely,Sometimes,Never,Never,Rarely,Rarely,Rarely,Never,Never,Sometimes,Very frequently,8,4,0,1,Improve
30,Other streaming service,1,No,No,No,Country,No,No,119,Never,Very frequently,Never,Never,Never,Sometimes,Never,Never,Never,Never,Never,Very frequently,Rarely,Sometimes,Sometimes,Rarely,8,10,2,0,Improve
40,Apple Music,2,Yes,No,No,Metal,Yes,Yes,120,Sometimes,Never,Sometimes,Rarely,Never,Rarely,Rarely,Never,Never,Rarely,Very frequently,Rarely,Rarely,Rarely,Very frequently,Never,3,6,2,1,No effect
64,I do not use a streaming service.,4,Yes,No,No,Rock,No,No,200,Sometimes,Rarely,Sometimes,Rarely,Never,Rarely,Sometimes,Rarely,Rarely,Never,Rarely,Sometimes,Rarely,Rarely,Sometimes,Rarely,4,4,2,1,Improve
14,Spotify,2,Yes,Yes,No,Rock,Yes,Yes,136,Rarely,Never,Never,Sometimes,Never,Sometimes,Rarely,Never,Never,Never,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,Rarely,7,5,2,6,Improve
26,YouTube Music,6,Yes,No,No,Rock,Yes,No,104,Sometimes,Never,Never,Rarely,Never,Rarely,Sometimes,Never,Never,Never,Rarely,Sometimes,Never,Rarely,Very frequently,Never,3,2,0,0,No effect
35,Spotify,4,Yes,Yes,Yes,Country,Yes,Yes,90,Rarely,Very frequently,Rarely,Sometimes,Rarely,Very frequently,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Never,9,9,5,1,Improve
33,Other streaming service,1,No,No,No,Rock,No,No,120,Never,Never,Never,Never,Never,Sometimes,Never,Never,Rarely,Never,Never,Sometimes,Rarely,Rarely,Very frequently,Never,3,10,4,1,No effect
30,Spotify,6,Yes,No,No,Folk,Yes,Yes,89,Sometimes,Rarely,Never,Very frequently,Rarely,Never,Rarely,Never,Never,Sometimes,Sometimes,Rarely,Never,Never,Very frequently,Never,9,0,5,0,No effect
27,Spotify,5,Yes,No,Yes,Folk,Yes,Yes,140,Rarely,Never,Sometimes,Very frequently,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Sometimes,Very frequently,Sometimes,Never,Very frequently,Very frequently,0,9,4,0,Improve
53,I do not use a streaming service.,1.5,No,No,No,Pop,Yes,Yes,92,Rarely,Never,Very frequently,Sometimes,Never,Sometimes,Never,Rarely,Sometimes,Never,Never,Very frequently,Rarely,Sometimes,Sometimes,Never,2,2,2,1,No effect
23,Spotify,5,Yes,Yes,Yes,Metal,Yes,Yes,120,Sometimes,Rarely,Never,Rarely,Never,Never,Rarely,Never,Never,Never,Very frequently,Rarely,Never,Never,Very frequently,Never,6,9,2,1,Improve
25,Spotify,2,Yes,No,Yes,EDM,Yes,No,128,Rarely,Rarely,Very frequently,Rarely,Never,Sometimes,Sometimes,Sometimes,Never,Rarely,Very frequently,Very frequently,Rarely,Sometimes,Very frequently,Rarely,6,4,1,0,Improve
16,Apple Music,4,Yes,Yes,No,K pop,Yes,Yes,140,Very frequently,Rarely,Rarely,Sometimes,Rarely,Very frequently,Sometimes,Very frequently,Sometimes,Very frequently,Very frequently,Very frequently,Sometimes,Rarely,Sometimes,Rarely,8,9,4,0,Improve
18,Spotify,2,Yes,Yes,Yes,Rock,Yes,No,124.0529801,Never,Never,Rarely,Rarely,Never,Rarely,Never,Never,Never,Rarely,Never,Rarely,Never,Rarely,Very frequently,Never,6,7,4,3,Improve
29,Spotify,5,Yes,Yes,Yes,Classical,Yes,Yes,114.575,Very frequently,Never,Never,Rarely,Never,Never,Rarely,Never,Never,Never,Rarely,Sometimes,Rarely,Never,Sometimes,Never,7,2,2,0,Improve
31,YouTube Music,6,Yes,No,No,EDM,Yes,Yes,136,Rarely,Rarely,Very frequently,Rarely,Never,Sometimes,Never,Never,Never,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,8,6,5,6,No effect
31,Spotify,1,No,No,No,Rock,No,Yes,132,Sometimes,Rarely,Never,Never,Never,Rarely,Never,Never,Sometimes,Never,Sometimes,Rarely,Rarely,Rarely,Very frequently,Sometimes,3,10,0,0,Worsen
38,Spotify,6,Yes,Yes,No,Pop,Yes,Yes,107,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Rarely,Sometimes,Sometimes,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Never,9,4,9,7,Improve
17,Spotify,4,No,Yes,No,Classical,Yes,Yes,135,Very frequently,Never,Never,Never,Never,Very frequently,Very frequently,Rarely,Very frequently,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Never,Rarely,7,9,2,8,Worsen
25,Apple Music,2,No,No,No,EDM,No,Yes,171,Never,Sometimes,Very frequently,Rarely,Never,Never,Never,Never,Never,Never,Rarely,Sometimes,Never,Never,Very frequently,Rarely,10,3,1,4,Improve
15,Spotify,2,Yes,No,No,EDM,No,No,171,Never,Never,Very frequently,Never,Never,Sometimes,Never,Never,Never,Never,Never,Rarely,Rarely,Sometimes,Never,Rarely,9,6,1,7,No effect
16,Spotify,4,Yes,No,Yes,Lofi,Yes,No,85,Rarely,Rarely,Very frequently,Rarely,Never,Rarely,Rarely,Never,Never,Very frequently,Rarely,Sometimes,Never,Rarely,Rarely,Very frequently,7,1,3,5,Improve
20,Spotify,2,Yes,Yes,No,EDM,No,Yes,174,Sometimes,Never,Very frequently,Never,Never,Sometimes,Never,Sometimes,Never,Never,Never,Sometimes,Never,Never,Sometimes,Sometimes,9,7,5,7,Improve
23,Other streaming service,6,Yes,No,No,Rap,Yes,Yes,87,Never,Never,Sometimes,Sometimes,Never,Rarely,Never,Sometimes,Sometimes,Never,Never,Very frequently,Very frequently,Sometimes,Rarely,Never,3,1,2,7,Improve
22,Spotify,3,Yes,No,No,Hip hop,Yes,Yes,77,Rarely,Never,Sometimes,Rarely,Never,Very frequently,Rarely,Never,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,Very frequently,Sometimes,Rarely,6,6,8,0,Improve
15,I do not use a streaming service.,5,Yes,No,No,Rock,Yes,Yes,126,Rarely,Never,Very frequently,Rarely,Never,Never,Never,Never,Never,Sometimes,Rarely,Very frequently,Never,Never,Very frequently,Sometimes,10,6,0,4,Improve
17,I do not use a streaming service.,0.5,Yes,Yes,No,Video game music,No,Yes,136,Rarely,Sometimes,Sometimes,Never,Never,Never,Rarely,Never,Never,Never,Rarely,Sometimes,Rarely,Rarely,Sometimes,Very frequently,6,3,1,1,Improve
22,YouTube Music,1,Yes,No,No,Video game music,Yes,Yes,80,Rarely,Never,Rarely,Sometimes,Never,Rarely,Never,Never,Never,Sometimes,Never,Rarely,Never,Never,Rarely,Very frequently,3,3,0,7,No effect
21,Spotify,10,Yes,No,No,Metal,Yes,Yes,92,Never,Rarely,Rarely,Never,Never,Very frequently,Never,Rarely,Never,Never,Very frequently,Sometimes,Sometimes,Very frequently,Very frequently,Sometimes,9,10,2,2,No effect
19,Spotify,2,Yes,No,No,Pop,No,Yes,120,Rarely,Never,Sometimes,Rarely,Never,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Never,Very frequently,Very frequently,Sometimes,Very frequently,Very frequently,7,5,0,2,No effect
32,Apple Music,0.5,No,No,No,Classical,Yes,No,114.575,Very frequently,Never,Sometimes,Rarely,Never,Never,Rarely,Never,Never,Never,Sometimes,Rarely,Never,Never,Very frequently,Rarely,3,0,4,4,No effect
34,YouTube Music,1,No,No,No,Rock,No,Yes,138,Rarely,Never,Never,Sometimes,Never,Rarely,Never,Never,Rarely,Never,Never,Rarely,Never,Sometimes,Very frequently,Never,9,9,6,4,Improve
18,I do not use a streaming service.,2,Yes,Yes,No,Metal,Yes,Yes,150,Sometimes,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Rarely,Very frequently,Sometimes,5,7,7,2,Improve
21,Spotify,3,Yes,No,No,Country,Yes,No,108,Rarely,Very frequently,Never,Sometimes,Rarely,Rarely,Never,Never,Never,Never,Rarely,Sometimes,Never,Never,Very frequently,Sometimes,0,8,0,5,Improve
20,Spotify,3,No,No,No,Country,Yes,Yes,119,Rarely,Very frequently,Rarely,Sometimes,Never,Sometimes,Rarely,Sometimes,Never,Never,Never,Very frequently,Very frequently,Rarely,Sometimes,Never,8,4,3,4,Improve
19,Spotify,2,Yes,No,No,Country,Yes,No,125,Rarely,Very frequently,Rarely,Sometimes,Rarely,Never,Never,Never,Rarely,Rarely,Sometimes,Rarely,Never,Never,Sometimes,Never,7,2,0,7,No effect
25,I do not use a streaming service.,1,No,No,No,Pop,No,Yes,118.9072165,Rarely,Never,Never,Rarely,Never,Rarely,Rarely,Never,Never,Rarely,Rarely,Very frequently,Rarely,Rarely,Very frequently,Very frequently,9,9,6,9,No effect
31,Spotify,8,Yes,Yes,No,Classical,Yes,Yes,114.575,Very frequently,Never,Rarely,Rarely,Never,Never,Sometimes,Never,Never,Never,Never,Never,Never,Never,Rarely,Rarely,5,7,5,4,Improve
21,Spotify,1,Yes,Yes,No,Pop,Yes,Yes,85,Very frequently,Rarely,Rarely,Sometimes,Never,Rarely,Never,Sometimes,Never,Rarely,Very frequently,Very frequently,Sometimes,Very frequently,Sometimes,Very frequently,5,1,0,0,Improve
31,YouTube Music,1,No,No,Yes,Folk,Yes,Yes,113,Very frequently,Never,Never,Sometimes,Never,Rarely,Never,Never,Rarely,Never,Never,Never,Never,Never,Sometimes,Never,4,1,3,0,Improve
20,YouTube Music,1,No,No,No,Pop,Yes,No,86,Rarely,Never,Never,Rarely,Never,Never,Never,Never,Never,Rarely,Rarely,Very frequently,Never,Never,Sometimes,Never,3,5,3,0,Improve
19,Spotify,5,Yes,Yes,No,Rock,Yes,No,141,Sometimes,Rarely,Never,Never,Never,Rarely,Sometimes,Never,Never,Never,Very frequently,Sometimes,Sometimes,Rarely,Very frequently,Never,2,2,0,6,Improve
19,Other streaming service,5,Yes,No,No,EDM,Yes,Yes,97,Rarely,Never,Very frequently,Sometimes,Never,Sometimes,Rarely,Never,Sometimes,Very frequently,Very frequently,Rarely,Never,Very frequently,Sometimes,Rarely,0,1,3,5,Improve
23,Spotify,4,Yes,No,No,Metal,Yes,Yes,139.1025641,Rarely,Sometimes,Sometimes,Never,Never,Sometimes,Never,Rarely,Never,Sometimes,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Rarely,7,8,6,2,Improve
24,I do not use a streaming service.,8,Yes,No,Yes,Video game music,Yes,No,120,Sometimes,Rarely,Very frequently,Rarely,Rarely,Very frequently,Very frequently,Rarely,Rarely,Very frequently,Very frequently,Rarely,Rarely,Sometimes,Very frequently,Very frequently,6,4,8,8,Improve
20,Other streaming service,0.7,No,No,No,Rock,No,No,144,Rarely,Never,Never,Never,Never,Never,Never,Never,Never,Sometimes,Rarely,Very frequently,Rarely,Never,Very frequently,Rarely,5,6,8,2,Improve
15,Spotify,3,No,No,No,Video game music,No,No,84,Rarely,Rarely,Sometimes,Rarely,Rarely,Sometimes,Rarely,Never,Never,Very frequently,Rarely,Very frequently,Never,Never,Very frequently,Very frequently,6,6,2,6,No effect
17,Spotify,7,Yes,No,No,Hip hop,No,Yes,84,Never,Never,Rarely,Never,Rarely,Very frequently,Never,Never,Never,Rarely,Rarely,Rarely,Rarely,Very frequently,Rarely,Rarely,8,9,3,4,Improve
20,I do not use a streaming service.,1.5,No,Yes,Yes,Video game music,No,Yes,60,Very frequently,Never,Never,Rarely,Rarely,Never,Never,Never,Sometimes,Never,Never,Never,Never,Never,Never,Very frequently,8,4,3,3,Worsen
14,Spotify,4,Yes,Yes,Yes,Video game music,Yes,Yes,81,Sometimes,Never,Sometimes,Rarely,Never,Rarely,Sometimes,Sometimes,Never,Very frequently,Never,Sometimes,Rarely,Rarely,Never,Very frequently,8,6,5,7,Improve
24,Spotify,4,Yes,No,No,Metal,Yes,Yes,150,Sometimes,Rarely,Never,Rarely,Rarely,Rarely,Never,Never,Never,Never,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Never,8,8,7,7,Improve
14,Other streaming service,10,Yes,No,Yes,Video game music,No,No,95,Rarely,Never,Sometimes,Never,Never,Sometimes,Rarely,Never,Never,Very frequently,Sometimes,Never,Never,Sometimes,Rarely,Very frequently,5,2,5,0,Improve
23,Spotify,2,Yes,Yes,Yes,Rock,Yes,No,138,Very frequently,Never,Rarely,Rarely,Never,Sometimes,Sometimes,Never,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Very frequently,Sometimes,6,8,4,2,No effect
28,Apple Music,2,Yes,No,No,Rock,No,No,124.0529801,Rarely,Never,Never,Rarely,Never,Never,Sometimes,Rarely,Never,Sometimes,Rarely,Sometimes,Rarely,Never,Very frequently,Rarely,7,5,2,1,No effect
22,Spotify,6,Yes,No,No,Jazz,Yes,Yes,140,Sometimes,Rarely,Very frequently,Rarely,Rarely,Rarely,Very frequently,Sometimes,Never,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Very frequently,Sometimes,8,8,7,1,Improve
25,Spotify,0.5,Yes,Yes,No,Rock,Yes,Yes,139,Rarely,Never,Very frequently,Never,Never,Rarely,Never,Rarely,Never,Never,Rarely,Sometimes,Rarely,Rarely,Very frequently,Sometimes,10,2,0,0,Improve
27,Spotify,2,Yes,Yes,Yes,Pop,Yes,Yes,100,Sometimes,Rarely,Very frequently,Never,Never,Sometimes,Very frequently,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Rarely,Sometimes,Sometimes,8,7,7,5,Improve
18,Spotify,5,Yes,No,No,Rock,Yes,Yes,124.0529801,Rarely,Never,Rarely,Rarely,Never,Rarely,Never,Rarely,Never,Rarely,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,Very frequently,8,8,8,6,Improve
17,Apple Music,3,Yes,Yes,Yes,Pop,Yes,No,120,Rarely,Rarely,Never,Sometimes,Never,Sometimes,Very frequently,Never,Rarely,Never,Sometimes,Very frequently,Very frequently,Very frequently,Very frequently,Never,8,10,9,2,Improve
23,Other streaming service,4.5,Yes,No,No,Rock,No,Yes,124.0529801,Sometimes,Rarely,Never,Sometimes,Rarely,Sometimes,Rarely,Rarely,Never,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,6,1,8,4,No effect
40,Other streaming service,3,Yes,No,No,Rock,Yes,Yes,178,Sometimes,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Sometimes,Sometimes,Rarely,Never,Sometimes,Never,0,4,4,0,Improve
27,Spotify,20,Yes,No,No,Rock,Yes,Yes,124.0529801,Sometimes,Rarely,Sometimes,Rarely,Never,Rarely,Never,Sometimes,Rarely,Sometimes,Very frequently,Rarely,Never,Rarely,Very frequently,Sometimes,8,10,10,8,No effect
18,Spotify,1,No,No,No,Pop,Yes,No,100,Rarely,Rarely,Never,Rarely,Rarely,Sometimes,Never,Never,Never,Never,Never,Very frequently,Rarely,Sometimes,Sometimes,Rarely,3,2,0,1,No effect
16,Spotify,2.5,No,Yes,Yes,Metal,Yes,No,110,Never,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Very frequently,Never,Never,Rarely,Very frequently,Sometimes,5,3,3,1,Improve
18,Spotify,1,No,No,No,Rock,Yes,Yes,108,Sometimes,Rarely,Never,Sometimes,Never,Sometimes,Never,Never,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Rarely,8,9,6,1,Improve
23,Spotify,2,No,Yes,No,Jazz,No,Yes,124.4736842,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,10,3,0,10,No effect
15,I do not use a streaming service.,5,Yes,Yes,No,Metal,Yes,No,161,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Rarely,Sometimes,Never,6,7,8,2,Improve
20,Apple Music,3,Yes,Yes,No,Metal,Yes,No,200,Sometimes,Rarely,Never,Never,Never,Rarely,Sometimes,Never,Never,Rarely,Very frequently,Rarely,Never,Rarely,Very frequently,Sometimes,7,4,7,0,Improve
16,Spotify,3,Yes,Yes,No,Rock,Yes,No,124.0529801,Never,Rarely,Never,Rarely,Never,Never,Never,Never,Sometimes,Never,Rarely,Rarely,Rarely,Rarely,Very frequently,Rarely,9,8,6,2,Improve
16,Spotify,0.5,No,No,No,Rock,No,Yes,156,Sometimes,Never,Rarely,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Sometimes,Never,Never,Very frequently,Sometimes,8,0,0,0,Improve
20,Apple Music,8,Yes,Yes,Yes,Country,Yes,No,120,Never,Very frequently,Never,Sometimes,Never,Rarely,Never,Never,Never,Never,Never,Rarely,Rarely,Rarely,Sometimes,Never,8,9,2,5,No effect
33,Spotify,2,Yes,No,No,Metal,Yes,Yes,139.1025641,Rarely,Rarely,Never,Rarely,Never,Sometimes,Never,Never,Never,Never,Very frequently,Never,Never,Sometimes,Sometimes,Sometimes,7,2,3,0,Improve
22,Spotify,3,Yes,Yes,Yes,Rock,Yes,Yes,90,Never,Very frequently,Rarely,Sometimes,Never,Rarely,Sometimes,Never,Very frequently,Never,Rarely,Sometimes,Very frequently,Sometimes,Very frequently,Never,10,10,4,0,Improve
21,Spotify,3,Yes,No,No,Hip hop,Yes,Yes,85,Never,Never,Rarely,Never,Never,Very frequently,Rarely,Never,Never,Sometimes,Never,Very frequently,Very frequently,Very frequently,Very frequently,Never,8,8,3,3,Improve
21,Apple Music,5,Yes,Yes,No,Metal,Yes,Yes,171,Rarely,Never,Sometimes,Never,Never,Very frequently,Sometimes,Never,Never,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,8,7,7,4,Improve
29,Apple Music,1.5,Yes,No,Yes,Rock,Yes,Yes,108,Rarely,Never,Sometimes,Never,Never,Rarely,Rarely,Never,Never,Never,Rarely,Very frequently,Very frequently,Very frequently,Very frequently,Never,8,7,1,2,Improve
56,I do not use a streaming service.,1,Yes,No,No,Pop,No,No,105,Never,Rarely,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Sometimes,Sometimes,Never,Sometimes,Never,6,5,10,2,No effect
17,Spotify,2,Yes,Yes,No,Pop,Yes,No,76,Sometimes,Never,Never,Never,Never,Rarely,Rarely,Never,Never,Rarely,Never,Very frequently,Rarely,Rarely,Never,Rarely,7,6,0,4,Improve
22,Spotify,1,Yes,No,No,Pop,No,No,108,Rarely,Rarely,Sometimes,Never,Never,Never,Rarely,Never,Never,Never,Never,Very frequently,Never,Never,Rarely,Rarely,7,4,0,0,Improve
26,Spotify,4,Yes,No,No,Pop,Yes,Yes,140,Sometimes,Sometimes,Rarely,Rarely,Never,Sometimes,Never,Rarely,Never,Rarely,Never,Very frequently,Rarely,Rarely,Very frequently,Rarely,8,7,2,10,No effect
30,Spotify,1,Yes,No,No,EDM,Yes,Yes,200,Never,Never,Very frequently,Never,Never,Sometimes,Never,Never,Never,Never,Rarely,Never,Never,Sometimes,Never,Never,4,4,4,0,Improve
49,Spotify,2,Yes,No,No,Folk,Yes,No,147,Rarely,Rarely,Sometimes,Very frequently,Never,Sometimes,Rarely,Never,Never,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Rarely,0,0,2,0,No effect
22,Spotify,2,Yes,Yes,Yes,EDM,Yes,Yes,120,Rarely,Sometimes,Very frequently,Sometimes,Rarely,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,Very frequently,6,4,0,1,Improve
32,Spotify,2,No,No,No,Rock,Yes,No,158,Never,Rarely,Sometimes,Rarely,Never,Sometimes,Never,Never,Never,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Never,4,7,0,0,Improve
32,I do not use a streaming service.,1,No,No,No,Rock,No,No,110,Rarely,Sometimes,Never,Sometimes,Never,Never,Never,Never,Rarely,Never,Sometimes,Very frequently,Rarely,Never,Very frequently,Never,8,4,3,0,No effect
22,YouTube Music,6,Yes,No,No,Country,Yes,No,103,Never,Very frequently,Never,Rarely,Never,Sometimes,Never,Never,Rarely,Never,Sometimes,Never,Never,Sometimes,Very frequently,Rarely,5,5,3,3,Improve
17,Spotify,2,Yes,No,No,Rock,Yes,Yes,93,Never,Rarely,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Rarely,Rarely,Rarely,Very frequently,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,0,8,0,0,Improve
21,Spotify,4,Yes,Yes,No,Rock,Yes,No,62,Rarely,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Rarely,Very frequently,Rarely,Never,Very frequently,Never,7,4,6,1,Improve
17,Spotify,1.5,Yes,No,No,Rock,Yes,Yes,180,Very frequently,Never,Rarely,Rarely,Never,Never,Never,Never,Very frequently,Rarely,Rarely,Sometimes,Sometimes,Rarely,Very frequently,Rarely,8,7,7,3,No effect
25,Spotify,3,Yes,No,No,Metal,No,No,150,Sometimes,Sometimes,Rarely,Rarely,Never,Never,Never,Never,Never,Never,Very frequently,Sometimes,Sometimes,Never,Very frequently,Sometimes,9,8,6,2,Improve
15,Spotify,4,Yes,No,Yes,Rock,Yes,No,105,Never,Never,Rarely,Never,Never,Rarely,Never,Sometimes,Never,Very frequently,Sometimes,Very frequently,Sometimes,Rarely,Very frequently,Never,8,6,4,0,Improve
13,Spotify,10,Yes,No,No,Rap,Yes,No,140,Never,Never,Rarely,Never,Never,Sometimes,Never,Never,Never,Sometimes,Never,Rarely,Rarely,Very frequently,Never,Rarely,7,2,0,8,Improve
38,Spotify,3,Yes,No,No,Rock,No,Yes,124.0529801,Very frequently,Rarely,Never,Rarely,Never,Never,Sometimes,Never,Rarely,Never,Very frequently,Sometimes,Rarely,Never,Very frequently,Never,6,7,7,7,No effect
23,Apple Music,3,No,No,No,Rock,Yes,No,161,Rarely,Never,Sometimes,Sometimes,Never,Rarely,Never,Never,Never,Rarely,Rarely,Sometimes,Never,Never,Very frequently,Sometimes,7,6,4,2,Improve
17,Spotify,3,Yes,No,No,Pop,Yes,Yes,120,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Rarely,Very frequently,Never,Very frequently,Never,Very frequently,Very frequently,Very frequently,Very frequently,Rarely,1,1,1,0,Improve
59,YouTube Music,2,Yes,No,No,Pop,Yes,No,103,Rarely,Never,Very frequently,Rarely,Never,Rarely,Sometimes,Rarely,Rarely,Rarely,Never,Very frequently,Very frequently,Rarely,Sometimes,Never,1,1,3,0,Improve
22,Spotify,2,Yes,Yes,Yes,Pop,Yes,No,72,Rarely,Rarely,Never,Rarely,Rarely,Sometimes,Sometimes,Never,Rarely,Rarely,Never,Very frequently,Very frequently,Sometimes,Sometimes,Rarely,2,7,1,2,Improve
17,Apple Music,3,Yes,No,No,Pop,Yes,Yes,113,Sometimes,Rarely,Never,Never,Never,Very frequently,Sometimes,Very frequently,Rarely,Never,Never,Very frequently,Rarely,Very frequently,Sometimes,Rarely,6,2,3,1,No effect
27,Spotify,2,No,No,No,Pop,No,No,120,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Rarely,Very frequently,Never,Sometimes,Sometimes,Rarely,7,7,3,2,No effect
23,Spotify,5,Yes,Yes,No,Video game music,No,No,95,Sometimes,Never,Sometimes,Never,Never,Rarely,Rarely,Rarely,Never,Sometimes,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,8,7,0,3,No effect
15,Spotify,6,Yes,No,No,Rock,No,No,97,Rarely,Never,Sometimes,Rarely,Never,Sometimes,Rarely,Never,Never,Rarely,Rarely,Sometimes,Sometimes,Never,Very frequently,Sometimes,8,3,5,2,Improve
22,Spotify,3,Yes,Yes,Yes,EDM,Yes,No,140,Rarely,Rarely,Very frequently,Sometimes,Rarely,Sometimes,Rarely,Never,Never,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,5,4,2,0,Improve
23,Spotify,5,Yes,No,No,Lofi,Yes,Yes,120,Very frequently,Rarely,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Rarely,Rarely,Very frequently,Rarely,Very frequently,Very frequently,Rarely,Very frequently,Very frequently,7,10,10,1,Improve
19,Spotify,5,Yes,No,No,Country,Yes,Yes,118,Rarely,Very frequently,Never,Very frequently,Sometimes,Rarely,Sometimes,Never,Very frequently,Rarely,Never,Sometimes,Sometimes,Rarely,Sometimes,Never,7,6,8,4,Improve
32,Spotify,6,Yes,No,No,Rock,No,No,91,Never,Rarely,Sometimes,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Sometimes,Rarely,Rarely,Very frequently,Rarely,8,7,0,9,Improve
40,Spotify,6,Yes,No,No,Rock,Yes,Yes,128,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Never,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,10,7,3,3,No effect
21,Spotify,3,Yes,No,No,Country,Yes,No,86,Never,Very frequently,Rarely,Sometimes,Rarely,Sometimes,Never,Never,Never,Never,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Never,6,5,5,3,Improve
21,Spotify,10,Yes,No,No,Rock,Yes,Yes,107,Rarely,Never,Very frequently,Sometimes,Never,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,8,7,6,8,No effect
23,Spotify,2,Yes,No,No,Video game music,Yes,Yes,180,Sometimes,Never,Very frequently,Never,Never,Rarely,Rarely,Sometimes,Never,Sometimes,Never,Very frequently,Rarely,Sometimes,Sometimes,Very frequently,10,7,7,3,Worsen
35,Spotify,3,No,Yes,No,Folk,Yes,No,0,Sometimes,Sometimes,Never,Sometimes,Never,Never,Rarely,Never,Never,Rarely,Never,Rarely,Never,Never,Sometimes,Sometimes,8,2,2,8,No effect
18,Spotify,1.5,No,No,No,Hip hop,No,No,150,Never,Never,Never,Never,Never,Sometimes,Sometimes,Never,Never,Sometimes,Never,Very frequently,Never,Sometimes,Sometimes,Never,3,7,4,0,Improve
21,I do not use a streaming service.,10,Yes,No,No,Pop,Yes,No,112,Never,Rarely,Never,Never,Never,Rarely,Never,Never,Never,Never,Never,Sometimes,Rarely,Never,Sometimes,Never,9,7,5,5,Improve
23,Spotify,3,Yes,Yes,Yes,Rock,Yes,Yes,66,Rarely,Rarely,Never,Very frequently,Never,Sometimes,Sometimes,Never,Never,Never,Very frequently,Very frequently,Very frequently,Sometimes,Very frequently,Never,10,7,0,10,Improve
13,Spotify,2.5,Yes,No,No,Folk,No,No,118,Never,Sometimes,Never,Very frequently,Never,Never,Never,Never,Never,Never,Never,Very frequently,Never,Never,Never,Never,8,0,0,3,Improve
19,Spotify,3,Yes,No,No,K pop,Yes,Yes,110,Sometimes,Rarely,Rarely,Sometimes,Never,Rarely,Never,Very frequently,Never,Sometimes,Never,Very frequently,Very frequently,Very frequently,Very frequently,Never,6,0,3,0,Improve
33,YouTube Music,0.5,Yes,Yes,No,Rock,No,No,80,Sometimes,Never,Rarely,Never,Never,Never,Rarely,Never,Never,Rarely,Sometimes,Rarely,Never,Never,Sometimes,Rarely,7,9,4,6,Improve
18,Spotify,16,Yes,No,Yes,Jazz,Yes,Yes,90,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Rarely,3,2,5,6,Improve
17,YouTube Music,6,Yes,Yes,No,Classical,Yes,Yes,120,Very frequently,Rarely,Never,Never,Never,Rarely,Sometimes,Rarely,Never,Sometimes,Never,Very frequently,Never,Never,Never,Rarely,4,2,0,0,Improve
16,Spotify,3,Yes,No,No,EDM,Yes,Yes,100,Rarely,Never,Very frequently,Never,Never,Very frequently,Sometimes,Very frequently,Never,Rarely,Sometimes,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,4,2,0,0,Improve
18,YouTube Music,0.5,No,No,No,Rock,Yes,No,66,Rarely,Never,Never,Sometimes,Never,Never,Never,Never,Never,Never,Never,Sometimes,Rarely,Never,Very frequently,Never,5,3,1,0,No effect
19,Spotify,5,Yes,No,No,K pop,Yes,Yes,158,Rarely,Sometimes,Sometimes,Never,Never,Rarely,Rarely,Very frequently,Rarely,Never,Never,Very frequently,Very frequently,Rarely,Rarely,Rarely,4,2,2,1,Improve
15,YouTube Music,2,No,Yes,No,Rap,Yes,Yes,105,Very frequently,Sometimes,Never,Very frequently,Sometimes,Very frequently,Sometimes,Sometimes,Never,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,Sometimes,Very frequently,4,0,6,5,No effect
25,Spotify,2,Yes,No,No,Lofi,Yes,Yes,91,Sometimes,Rarely,Sometimes,Rarely,Never,Very frequently,Very frequently,Rarely,Sometimes,Very frequently,Never,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,7,8,6,2,Improve
24,Other streaming service,1.5,Yes,No,No,Video game music,No,Yes,171,Sometimes,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Sometimes,Very frequently,Very frequently,3,4,1,1,Improve
23,Spotify,1,Yes,Yes,No,Jazz,Yes,No,150,Rarely,Rarely,Very frequently,Never,Rarely,Never,Very frequently,Rarely,Rarely,Never,Sometimes,Rarely,Sometimes,Never,Very frequently,Sometimes,9,7,2,1,Improve
16,Spotify,10,Yes,Yes,No,EDM,Yes,Yes,180,Rarely,Rarely,Very frequently,Sometimes,Never,Rarely,Sometimes,Rarely,Never,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,10,9,3,2,Improve
25,YouTube Music,2,Yes,No,No,Metal,Yes,Yes,139.1025641,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Sometimes,Never,Rarely,Rarely,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Sometimes,9,9,7,3,Improve
16,Spotify,15,Yes,Yes,Yes,EDM,Yes,No,85,Rarely,Never,Very frequently,Never,Never,Rarely,Rarely,Never,Never,Rarely,Sometimes,Sometimes,Never,Very frequently,Very frequently,Sometimes,8,10,9,2,Improve
20,I do not use a streaming service.,0.5,No,No,No,Metal,Yes,Yes,150,Sometimes,Rarely,Sometimes,Never,Never,Sometimes,Sometimes,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,8,9,6,4,Improve
17,Spotify,3,Yes,No,No,Metal,Yes,No,104,Never,Rarely,Rarely,Never,Sometimes,Sometimes,Never,Never,Never,Never,Very frequently,Never,Rarely,Sometimes,Very frequently,Never,5,6,9,9,Improve
29,I do not use a streaming service.,2,Yes,No,No,Metal,Yes,No,139.1025641,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Very frequently,Sometimes,Never,Never,Very frequently,Never,9,3,7,2,Improve
20,Spotify,4,Yes,No,No,Hip hop,Yes,No,85,Never,Rarely,Very frequently,Rarely,Never,Very frequently,Never,Never,Never,Never,Never,Sometimes,Sometimes,Very frequently,Sometimes,Never,3,2,1,6,Improve
16,Spotify,2,Yes,No,No,Folk,Yes,No,109.5384615,Never,Never,Never,Very frequently,Never,Rarely,Never,Never,Never,Never,Sometimes,Very frequently,Never,Rarely,Sometimes,Never,7,7,4,0,Improve
21,Spotify,1,Yes,No,No,Rock,Yes,No,147,Rarely,Sometimes,Sometimes,Sometimes,Never,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Very frequently,Never,Sometimes,Very frequently,Very frequently,7,9,1,2,Improve
43,Spotify,1,Yes,No,No,Pop,Yes,No,134,Sometimes,Never,Never,Sometimes,Rarely,Sometimes,Rarely,Never,Never,Rarely,Never,Very frequently,Rarely,Rarely,Sometimes,Never,3,3,0,0,Improve
32,Pandora,2,Yes,Yes,No,Classical,Yes,No,114.575,Very frequently,Sometimes,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Very frequently,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,8,7,5,4,Improve
10,YouTube Music,2,Yes,Yes,No,Pop,Yes,Yes,112,Very frequently,Never,Rarely,Never,Never,Rarely,Rarely,Very frequently,Never,Rarely,Never,Very frequently,Never,Rarely,Never,Very frequently,8,2,1,1,Improve
27,Spotify,3,Yes,No,No,Metal,Yes,Yes,200,Rarely,Rarely,Sometimes,Never,Never,Sometimes,Never,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,Very frequently,4,0,0,0,Improve
24,Spotify,3,Yes,Yes,No,Classical,No,Yes,75,Very frequently,Never,Never,Never,Rarely,Rarely,Never,Never,Sometimes,Rarely,Sometimes,Rarely,Never,Rarely,Never,Never,9,6,1,1,Improve
18,Spotify,2,Yes,No,No,Hip hop,Yes,Yes,20,Rarely,Never,Rarely,Never,Rarely,Very frequently,Rarely,Very frequently,Sometimes,Never,Never,Sometimes,Very frequently,Very frequently,Never,Never,10,7,2,0,Improve
17,Apple Music,7,Yes,No,No,Rock,No,No,140,Never,Never,Never,Never,Never,Never,Never,Never,Never,Sometimes,Never,Very frequently,Never,Never,Very frequently,Sometimes,8,7,7,4,Improve
19,Spotify,6,Yes,No,No,Metal,Yes,No,111,Sometimes,Never,Never,Never,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Very frequently,Sometimes,1,0,0,0,Improve
16,YouTube Music,3,Yes,No,No,Rock,Yes,Yes,150,Sometimes,Never,Sometimes,Never,Never,Rarely,Rarely,Rarely,Never,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Sometimes,5,7,1,4,Improve
64,Other streaming service,5,Yes,No,Yes,Rock,Yes,No,124.0529801,Sometimes,Rarely,Never,Rarely,Sometimes,Sometimes,Very frequently,Sometimes,Never,Rarely,Sometimes,Rarely,Sometimes,Rarely,Very frequently,Never,7,6,9,2,Improve
33,Apple Music,4,Yes,Yes,Yes,Lofi,Yes,Yes,114,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Very frequently,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,8,8,2,2,Improve
32,I do not use a streaming service.,3,Yes,Yes,No,Rock,No,Yes,93,Very frequently,Sometimes,Sometimes,Sometimes,Never,Never,Very frequently,Rarely,Rarely,Never,Very frequently,Rarely,Never,Rarely,Very frequently,Rarely,2,2,8,0,No effect
15,Pandora,2,Yes,Yes,No,Pop,Yes,No,145,Rarely,Sometimes,Never,Never,Never,Never,Never,Rarely,Very frequently,Never,Never,Very frequently,Sometimes,Sometimes,Never,Never,6,0,0,2,Improve
27,YouTube Music,3,Yes,No,No,Metal,Yes,Yes,100,Very frequently,Very frequently,Never,Rarely,Never,Rarely,Never,Never,Never,Never,Very frequently,Sometimes,Never,Rarely,Very frequently,Rarely,2,0,1,0,Improve
20,I do not use a streaming service.,2,Yes,No,No,Rock,Yes,No,114,Rarely,Rarely,Never,Sometimes,Never,Never,Rarely,Never,Never,Never,Rarely,Sometimes,Rarely,Never,Very frequently,Sometimes,6,2,6,7,No effect
23,I do not use a streaming service.,2,Yes,No,No,Pop,Yes,Yes,109,Rarely,Very frequently,Never,Rarely,Very frequently,Very frequently,Sometimes,Rarely,Never,Rarely,Never,Very frequently,Very frequently,Very frequently,Very frequently,Sometimes,6,1,0,5,Improve
19,Apple Music,3,No,Yes,No,Classical,Yes,No,114.575,Very frequently,Rarely,Never,Rarely,Rarely,Sometimes,Rarely,Never,Never,Never,Rarely,Sometimes,Never,Never,Very frequently,Sometimes,7,6,4,0,Improve
12,YouTube Music,2,Yes,Yes,Yes,Classical,No,No,114.575,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Rarely,Never,Rarely,Never,Never,Never,Never,0,0,3,0,Improve
16,Other streaming service,3,Yes,Yes,Yes,Classical,No,No,72,Very frequently,Rarely,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Very frequently,Never,Never,Never,Rarely,9,7,10,6,No effect
17,Other streaming service,0,No,No,No,Video game music,No,Yes,89,Never,Never,Never,Never,Never,Never,Never,Never,Never,Very frequently,Never,Never,Never,Never,Never,Very frequently,10,0,0,0,No effect
14,Spotify,1,Yes,Yes,No,Pop,Yes,No,140,Rarely,Rarely,Very frequently,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,6,6,3,0,Improve
32,Spotify,2,Yes,No,No,Metal,Yes,No,84,Rarely,Rarely,Very frequently,Rarely,Rarely,Rarely,Rarely,Rarely,Never,Sometimes,Very frequently,Sometimes,Rarely,Rarely,Sometimes,Very frequently,4,3,1,6,Improve
20,Spotify,2,Yes,Yes,No,Pop,No,Yes,132,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Rarely,Rarely,Rarely,6,2,2,1,No effect
54,I do not use a streaming service.,6,Yes,No,No,Classical,No,No,114.575,Very frequently,Sometimes,Never,Never,Never,Sometimes,Rarely,Rarely,Rarely,Never,Rarely,Sometimes,Sometimes,Rarely,Rarely,Never,2,2,3,2,Improve
18,Spotify,5,Yes,No,No,K pop,Yes,Yes,124,Never,Rarely,Rarely,Never,Never,Rarely,Rarely,Very frequently,Rarely,Rarely,Never,Very frequently,Rarely,Sometimes,Sometimes,Never,7,4,5,6,Improve
14,Spotify,2,Yes,Yes,No,Classical,Yes,No,181,Very frequently,Never,Never,Never,Never,Rarely,Never,Never,Never,Rarely,Sometimes,Sometimes,Never,Rarely,Very frequently,Rarely,7,5,3,2,Improve
13,Other streaming service,4,Yes,Yes,Yes,Classical,Yes,No,126,Very frequently,Never,Sometimes,Rarely,Never,Never,Rarely,Rarely,Never,Never,Rarely,Very frequently,Never,Never,Sometimes,Sometimes,8,5,10,3,Improve
19,Apple Music,8,Yes,No,Yes,Country,Yes,No,109,Never,Very frequently,Never,Rarely,Never,Never,Never,Never,Never,Never,Rarely,Rarely,Never,Rarely,Sometimes,Rarely,7,5,6,5,Improve
14,Spotify,4,Yes,Yes,No,Classical,Yes,No,106,Very frequently,Never,Rarely,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,6,8,8,2,Improve
18,Apple Music,2,Yes,Yes,No,Rap,Yes,Yes,170,Very frequently,Never,Sometimes,Never,Never,Very frequently,Sometimes,Rarely,Very frequently,Sometimes,Rarely,Sometimes,Sometimes,Very frequently,Rarely,Sometimes,3,2,0,2,Improve
15,Spotify,5,Yes,No,No,Folk,Yes,Yes,87,Rarely,Sometimes,Never,Very frequently,Rarely,Sometimes,Never,Never,Never,Sometimes,Never,Never,Never,Sometimes,Rarely,Rarely,6,7,7,4,Improve
24,YouTube Music,6,Yes,Yes,No,Classical,No,No,114.575,Very frequently,Never,Sometimes,Never,Never,Never,Never,Very frequently,Never,Never,Never,Never,Never,Never,Rarely,Never,6,7,2,0,No effect
17,Apple Music,2,Yes,No,No,Pop,No,Yes,117,Rarely,Never,Never,Never,Never,Rarely,Rarely,Never,Never,Sometimes,Rarely,Very frequently,Very frequently,Never,Never,Sometimes,9,8,4,8,Improve
44,Spotify,2,No,No,No,Rock,Yes,No,105,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Rarely,Never,Never,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Never,7,7,2,1,Improve
23,Spotify,1,No,Yes,No,Rock,Yes,No,124.0529801,Sometimes,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Sometimes,Never,Never,Never,Very frequently,Never,1,0,1,0,Improve
21,Apple Music,1,No,No,No,Rap,No,No,160,Rarely,Rarely,Never,Never,Never,Sometimes,Rarely,Never,Never,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Never,4,3,4,5,Improve
57,Other streaming service,2,No,No,No,R&B,Yes,No,114.1666667,Rarely,Sometimes,Never,Never,Rarely,Sometimes,Sometimes,Never,Never,Never,Never,Sometimes,Sometimes,Sometimes,Rarely,Never,2,0,0,0,Improve
23,Spotify,2,Yes,Yes,No,Rock,Yes,Yes,141,Rarely,Rarely,Never,Very frequently,Never,Rarely,Never,Never,Never,Very frequently,Very frequently,Very frequently,Never,Sometimes,Very frequently,Very frequently,0,5,7,0,No effect
18,Spotify,1,Yes,Yes,No,Pop,No,Yes,105,Sometimes,Rarely,Never,Never,Rarely,Never,Rarely,Never,Sometimes,Rarely,Never,Very frequently,Never,Never,Never,Very frequently,8,7,7,0,Improve
26,Spotify,14,Yes,No,No,Hip hop,Yes,Yes,158,Sometimes,Sometimes,Rarely,Very frequently,Never,Very frequently,Very frequently,Rarely,Rarely,Very frequently,Rarely,Sometimes,Very frequently,Very frequently,Very frequently,Rarely,5,10,8,0,No effect
15,Spotify,3,Yes,Yes,Yes,Classical,Yes,No,118,Very frequently,Never,Never,Never,Never,Never,Never,Rarely,Never,Sometimes,Never,Sometimes,Never,Never,Never,Sometimes,9,6,8,5,Improve
57,YouTube Music,2,Yes,Yes,Yes,Rock,Yes,No,125,Never,Never,Never,Never,Never,Rarely,Sometimes,Never,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Very frequently,Never,2,2,7,0,No effect
12,Spotify,0.5,Yes,Yes,Yes,Classical,Yes,Yes,109,Very frequently,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Never,Sometimes,Never,Never,Never,Never,7,8,6,2,Improve
26,Spotify,6,Yes,No,No,EDM,No,Yes,156,Never,Never,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Rarely,Rarely,Rarely,Never,Rarely,10,10,8,2,No effect
17,Spotify,1,Yes,Yes,No,Country,No,No,105,Never,Very frequently,Never,Rarely,Rarely,Never,Rarely,Never,Never,Never,Rarely,Rarely,Rarely,Never,Sometimes,Rarely,8,5,2,3,Improve
17,Spotify,2,Yes,Yes,No,Classical,Yes,Yes,114.575,Very frequently,Never,Rarely,Never,Never,Never,Never,Rarely,Never,Rarely,Rarely,Sometimes,Rarely,Never,Sometimes,Sometimes,7,8,2,5,Improve
69,Pandora,4,Yes,Yes,Yes,Classical,Yes,Yes,72,Very frequently,Sometimes,Never,Sometimes,Sometimes,Rarely,Very frequently,Rarely,Rarely,Rarely,Never,Sometimes,Sometimes,Never,Very frequently,Never,1,1,2,0,Improve
17,Spotify,3,Yes,Yes,Yes,R&B,Yes,Yes,148,Very frequently,Never,Rarely,Never,Sometimes,Very frequently,Very frequently,Very frequently,Sometimes,Never,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Never,9,10,10,3,No effect
32,Spotify,12,Yes,Yes,Yes,Jazz,Yes,Yes,200,Never,Never,Sometimes,Rarely,Never,Sometimes,Very frequently,Rarely,Never,Sometimes,Never,Rarely,Sometimes,Rarely,Never,Never,9,4,4,4,Improve
22,YouTube Music,3,No,Yes,No,Classical,Yes,No,113,Very frequently,Never,Never,Never,Never,Never,Sometimes,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Never,8,2,4,0,No effect
38,Spotify,1,No,No,No,Metal,Yes,Yes,191,Rarely,Never,Never,Sometimes,Never,Never,Rarely,Never,Never,Never,Very frequently,Never,Never,Never,Sometimes,Rarely,1,1,5,1,Improve
18,YouTube Music,10,Yes,No,No,EDM,Yes,No,140,Never,Never,Very frequently,Sometimes,Never,Sometimes,Never,Never,Never,Sometimes,Never,Very frequently,Very frequently,Very frequently,Never,Never,10,9,9,8,Improve
14,Spotify,5,Yes,Yes,No,Classical,Yes,Yes,40,Very frequently,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Sometimes,Never,Sometimes,Sometimes,Rarely,Rarely,Very frequently,3,0,2,3,Improve
14,Other streaming service,0.5,Yes,Yes,No,Video game music,Yes,Yes,173,Very frequently,Never,Never,Rarely,Never,Never,Rarely,Sometimes,Rarely,Never,Never,Very frequently,Never,Never,Never,Very frequently,4,0,4,0,Improve
19,Spotify,5,Yes,Yes,Yes,Metal,Yes,Yes,180,Rarely,Rarely,Rarely,Rarely,Never,Rarely,Rarely,Never,Rarely,Sometimes,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Sometimes,2,3,5,2,Improve
20,YouTube Music,3,Yes,Yes,Yes,Classical,Yes,No,100,Very frequently,Sometimes,Rarely,Sometimes,Rarely,Rarely,Very frequently,Rarely,Rarely,Never,Rarely,Sometimes,Sometimes,Rarely,Rarely,Rarely,2,3,3,0,Improve
18,Spotify,2,No,No,No,Rock,Yes,No,123,Never,Very frequently,Never,Rarely,Rarely,Rarely,Rarely,Never,Never,Never,Sometimes,Very frequently,Never,Sometimes,Sometimes,Sometimes,8,4,3,0,Improve
31,I do not use a streaming service.,4,Yes,Yes,No,Classical,Yes,Yes,55,Very frequently,Rarely,Never,Rarely,Rarely,Never,Sometimes,Never,Never,Rarely,Rarely,Never,Never,Never,Sometimes,Sometimes,8,8,9,3,Improve
72,Spotify,6,Yes,Yes,Yes,Rock,No,No,77,Never,Sometimes,Never,Never,Never,Never,Very frequently,Never,Sometimes,Never,Never,Rarely,Very frequently,Never,Very frequently,Never,0,1,0,2,Improve
73,Pandora,3,Yes,No,No,R&B,Yes,Yes,4,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Rarely,Very frequently,Never,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Never,5,4,0,1,Improve
16,Spotify,4,Yes,No,No,Pop,Yes,Yes,150,Rarely,Rarely,Sometimes,Sometimes,Rarely,Very frequently,Rarely,Sometimes,Rarely,Sometimes,Rarely,Very frequently,Rarely,Rarely,Rarely,Rarely,7.5,5,7,8.5,Improve
19,YouTube Music,3,No,Yes,No,Rap,Yes,Yes,73,Rarely,Never,Sometimes,Never,Never,Sometimes,Rarely,Never,Never,Rarely,Never,Sometimes,Rarely,Very frequently,Sometimes,Sometimes,3,3,0,0,Improve
16,Spotify,2,Yes,Yes,No,Classical,No,No,155,Very frequently,Rarely,Never,Rarely,Never,Rarely,Rarely,Never,Never,Rarely,Never,Very frequently,Never,Never,Rarely,Rarely,7,5,3,1,Improve
12,Spotify,2,Yes,Yes,Yes,Classical,Yes,Yes,114.575,Very frequently,Rarely,Never,Never,Rarely,Sometimes,Rarely,Rarely,Never,Never,Never,Sometimes,Never,Rarely,Sometimes,Never,8,0,1,6,Improve
39,Spotify,1,Yes,No,No,Hip hop,Yes,Yes,89,Never,Rarely,Rarely,Sometimes,Never,Very frequently,Rarely,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Sometimes,Very frequently,Very frequently,Never,6,4,1,1,Improve
15,Spotify,6,Yes,Yes,No,K pop,Yes,Yes,110,Sometimes,Never,Rarely,Sometimes,Never,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Rarely,Very frequently,Sometimes,Rarely,Very frequently,Never,8,8,7,10,No effect
14,Spotify,9,Yes,No,No,R&B,Yes,Yes,140,Very frequently,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Very frequently,Rarely,Sometimes,Rarely,Very frequently,Very frequently,Very frequently,Rarely,Rarely,10,8,9,5,Improve
21,Spotify,1,No,No,No,Country,No,No,135,Never,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,3,0,2,0,Improve
38,Apple Music,1,Yes,No,No,Video game music,No,No,125,Rarely,Never,Never,Never,Never,Rarely,Sometimes,Rarely,Rarely,Never,Rarely,Sometimes,Rarely,Rarely,Rarely,Very frequently,5,5,7,1,Worsen
23,Spotify,0.5,No,No,Yes,Hip hop,Yes,Yes,110,Sometimes,Sometimes,Rarely,Rarely,Rarely,Very frequently,Rarely,Very frequently,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Very frequently,Rarely,Sometimes,7,7,6,5,Improve
16,Other streaming service,1,No,No,No,EDM,Yes,No,140,Never,Never,Very frequently,Never,Never,Sometimes,Rarely,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,7,4,6,3,Improve
13,Spotify,6,Yes,No,No,Rap,Yes,No,112,Never,Never,Never,Never,Never,Very frequently,Never,Rarely,Never,Rarely,Never,Rarely,Never,Very frequently,Never,Never,4,0,0,2,Worsen
16,Spotify,4,Yes,No,No,Rock,Yes,No,96,Rarely,Sometimes,Sometimes,Sometimes,Never,Sometimes,Rarely,Sometimes,Never,Very frequently,Very frequently,Very frequently,Never,Never,Very frequently,Sometimes,3,0,6,9,Improve
18,Spotify,6,Yes,No,Yes,Rock,Yes,No,124.0529801,Sometimes,Rarely,Rarely,Very frequently,Never,Sometimes,Never,Sometimes,Never,Very frequently,Very frequently,Sometimes,Rarely,Sometimes,Very frequently,Very frequently,5,1,6,0,Improve
21,Spotify,4,Yes,No,No,Metal,Yes,Yes,155,Never,Never,Very frequently,Never,Never,Never,Never,Never,Never,Rarely,Sometimes,Never,Never,Never,Very frequently,Very frequently,10,6,8,0,Improve
17,Spotify,1.5,Yes,No,No,Classical,Yes,Yes,174,Very frequently,Rarely,Never,Rarely,Never,Never,Sometimes,Never,Never,Sometimes,Never,Very frequently,Rarely,Never,Never,Never,7,5,1,2,No effect
24,Apple Music,2,Yes,No,No,Rock,Yes,Yes,93,Rarely,Sometimes,Never,Very frequently,Never,Sometimes,Sometimes,Never,Rarely,Sometimes,Never,Rarely,Rarely,Sometimes,Very frequently,Never,7,7,0,4,No effect
14,Apple Music,2,Yes,No,No,Pop,Yes,No,78,Rarely,Never,Never,Sometimes,Never,Sometimes,Never,Rarely,Very frequently,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Rarely,Never,6,0,0,0,Improve
25,Spotify,4,Yes,No,No,Rock,Yes,Yes,124.0529801,Sometimes,Rarely,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Very frequently,6,2,3,2,Improve
22,Spotify,3,Yes,No,No,Lofi,Yes,Yes,174,Rarely,Very frequently,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Very frequently,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,7,6,7,9,Improve
20,I do not use a streaming service.,4,Yes,No,No,Rock,Yes,Yes,120,Rarely,Never,Sometimes,Never,Never,Rarely,Never,Very frequently,Rarely,Rarely,Sometimes,Very frequently,Rarely,Rarely,Very frequently,Rarely,5,7,7,0,No effect
23,Spotify,2,Yes,No,No,Pop,No,No,75,Sometimes,Rarely,Rarely,Sometimes,Never,Very frequently,Sometimes,Never,Never,Never,Never,Very frequently,Very frequently,Very frequently,Sometimes,Sometimes,7,6,4,3,Improve
61,Pandora,2,Yes,No,No,Rock,Yes,No,94,Never,Never,Never,Rarely,Never,Never,Never,Rarely,Never,Never,Sometimes,Sometimes,Rarely,Never,Sometimes,Never,2,2,2,0,Improve
24,Spotify,6,Yes,No,No,Video game music,No,Yes,180,Sometimes,Never,Sometimes,Very frequently,Never,Never,Never,Rarely,Never,Rarely,Sometimes,Rarely,Never,Never,Very frequently,Very frequently,9,5,0,7,Improve
34,Spotify,0,No,Yes,No,Rock,No,Yes,115,Rarely,Rarely,Never,Sometimes,Never,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Very frequently,Never,3,7,8,0,Worsen
49,Spotify,1,No,No,No,Pop,Yes,No,128,Sometimes,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Very frequently,Never,Very frequently,Very frequently,Very frequently,Sometimes,Never,4,5,9,1,Improve
33,I do not use a streaming service.,4,Yes,Yes,No,Rock,Yes,Yes,112,Rarely,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Never,Never,Very frequently,Rarely,Sometimes,Rarely,Rarely,Very frequently,Very frequently,1,0,7,0,Improve
22,I do not use a streaming service.,2,No,Yes,Yes,Metal,No,No,140,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Rarely,Never,Very frequently,Very frequently,3,2,0,2,No effect
38,Spotify,3,Yes,No,No,Metal,Yes,Yes,143,Rarely,Never,Never,Never,Never,Never,Never,Never,Never,Never,Very frequently,Never,Never,Rarely,Sometimes,Never,1,6,1,2,Improve
23,YouTube Music,4,No,No,No,Hip hop,Yes,No,72,Rarely,Rarely,Never,Rarely,Never,Very frequently,Rarely,Never,Never,Sometimes,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Rarely,8,10,4,0,No effect
34,I do not use a streaming service.,2,No,No,No,Video game music,No,Yes,100,Rarely,Rarely,Rarely,Never,Never,Sometimes,Rarely,Rarely,Never,Rarely,Rarely,Never,Never,Sometimes,Rarely,Very frequently,8,10,10,0,No effect
40,Other streaming service,3,Yes,No,No,Metal,Yes,Yes,120,Never,Never,Never,Never,Never,Never,Sometimes,Never,Sometimes,Never,Very frequently,Rarely,Rarely,Never,Sometimes,Never,3,0,8,1,No effect
27,Spotify,1,No,No,No,Hip hop,Yes,No,111.90625,Sometimes,Never,Rarely,Never,Never,Very frequently,Rarely,Never,Never,Rarely,Never,Sometimes,Very frequently,Very frequently,Never,Never,3,4,1,0,Improve
54,YouTube Music,10,Yes,No,No,Rock,Yes,No,124.0529801,Sometimes,Sometimes,Never,Rarely,Never,Never,Rarely,Never,Never,Never,Rarely,Rarely,Sometimes,Never,Sometimes,Never,2,1,2,2,Improve
16,Spotify,10,No,No,No,Rock,Yes,No,105,Rarely,Very frequently,Never,Very frequently,Rarely,Rarely,Sometimes,Never,Never,Never,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Never,0,0,0,0,No effect
23,I do not use a streaming service.,10,Yes,No,No,Video game music,No,Yes,119,Rarely,Never,Sometimes,Sometimes,Never,Rarely,Never,Sometimes,Never,Sometimes,Rarely,Sometimes,Never,Rarely,Sometimes,Very frequently,8,8,5,0,Improve
35,Spotify,4,No,No,No,Country,Yes,No,110.1904762,Never,Very frequently,Never,Rarely,Never,Never,Never,Never,Never,Never,Sometimes,Sometimes,Never,Never,Sometimes,Rarely,1,1,1,0,No effect
22,YouTube Music,4,Yes,No,No,Folk,Yes,Yes,137,Rarely,Sometimes,Very frequently,Very frequently,Never,Sometimes,Sometimes,Never,Rarely,Sometimes,Very frequently,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,8,7,6,2,Improve
41,Spotify,3,No,No,No,Metal,Yes,Yes,178,Very frequently,Rarely,Never,Rarely,Never,Never,Never,Sometimes,Never,Never,Very frequently,Rarely,Never,Rarely,Sometimes,Very frequently,6,5,4,0,No effect
63,Spotify,2,Yes,No,No,Rock,Yes,No,133,Very frequently,Sometimes,Rarely,Very frequently,Never,Rarely,Sometimes,Never,Rarely,Never,Never,Never,Rarely,Never,Very frequently,Never,5,4,6,2,Improve
28,Spotify,1,No,Yes,No,Rock,Yes,No,72,Rarely,Rarely,Never,Rarely,Never,Rarely,Never,Never,Never,Sometimes,Rarely,Sometimes,Never,Rarely,Sometimes,Never,3,1,0,2,No effect
22,Spotify,6,Yes,Yes,No,Country,Yes,No,110.1904762,Rarely,Very frequently,Sometimes,Very frequently,Rarely,Sometimes,Sometimes,Never,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,4,8,2,2,Improve
58,YouTube Music,1,Yes,No,No,Rock,Yes,No,133,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Never,Rarely,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Never,5,6,3,1,Improve
58,YouTube Music,1,Yes,Yes,Yes,Classical,Yes,No,80,Sometimes,Rarely,Never,Rarely,Sometimes,Rarely,Sometimes,Rarely,Rarely,Never,Never,Rarely,Never,Never,Never,Never,0,0,2,1,Improve
67,Other streaming service,4,Yes,No,No,Rock,No,No,146,Never,Sometimes,Never,Never,Never,Never,Sometimes,Never,Never,Never,Rarely,Never,Rarely,Never,Very frequently,Never,7,6,7,4,Improve
70,I do not use a streaming service.,2,Yes,No,No,Country,No,No,88,Sometimes,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,8,5,6,1,Improve
60,YouTube Music,2,Yes,No,No,Rock,No,Yes,132,Sometimes,Sometimes,Never,Sometimes,Rarely,Never,Rarely,Never,Rarely,Never,Rarely,Sometimes,Sometimes,Rarely,Very frequently,Rarely,4,4,2,0,Improve
15,Spotify,2,Yes,Yes,Yes,Pop,Yes,No,102,Rarely,Rarely,Sometimes,Never,Sometimes,Rarely,Sometimes,Sometimes,Never,Never,Never,Very frequently,Sometimes,Never,Sometimes,Very frequently,9,8,10,9,Improve
18,YouTube Music,6,Yes,No,No,EDM,Yes,Yes,91,Very frequently,Rarely,Very frequently,Rarely,Sometimes,Very frequently,Sometimes,Never,Sometimes,Very frequently,Sometimes,Very frequently,Very frequently,Very frequently,Sometimes,Very frequently,5,5,7,0,Improve
58,Other streaming service,3,Yes,No,No,Hip hop,Yes,Yes,127,Sometimes,Never,Sometimes,Rarely,Sometimes,Very frequently,Very frequently,Never,Sometimes,Very frequently,Never,Rarely,Very frequently,Sometimes,Sometimes,Never,4,6,8,1,Improve
28,Other streaming service,1,Yes,No,No,Lofi,Yes,Yes,82,Sometimes,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,4,8,5,0,Improve
22,Spotify,4,Yes,Yes,No,Lofi,Yes,No,141,Rarely,Rarely,Never,Sometimes,Never,Rarely,Sometimes,Never,Never,Very frequently,Rarely,Sometimes,Rarely,Rarely,Very frequently,Never,9,10,6,7,Improve
49,YouTube Music,0.5,No,No,No,Classical,No,No,114,Very frequently,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Rarely,Rarely,Never,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Rarely,3,2,2,2,Improve
20,YouTube Music,8,Yes,No,No,Rock,Yes,Yes,148,Never,Rarely,Rarely,Sometimes,Never,Never,Rarely,Never,Never,Rarely,Sometimes,Rarely,Sometimes,Never,Very frequently,Sometimes,6,2,2,1,Improve
55,YouTube Music,15,Yes,No,No,Rock,No,No,156,Rarely,Never,Never,Very frequently,Never,Never,Sometimes,Never,Rarely,Never,Never,Rarely,Never,Never,Very frequently,Never,2,0,3,0,No effect
48,Spotify,1.5,Yes,Yes,No,Metal,No,No,185,Rarely,Never,Rarely,Never,Never,Never,Rarely,Never,Never,Never,Sometimes,Never,Rarely,Never,Rarely,Rarely,10,8,0,4,Improve
14,Spotify,2,Yes,Yes,No,K pop,Yes,Yes,114,Sometimes,Never,Rarely,Never,Never,Sometimes,Sometimes,Very frequently,Never,Sometimes,Never,Rarely,Rarely,Rarely,Never,Rarely,4,4,2,2,Improve
18,Spotify,3,Yes,Yes,No,Pop,Yes,Yes,120,Sometimes,Never,Sometimes,Rarely,Never,Very frequently,Sometimes,Very frequently,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Sometimes,7,8,6,2,Improve
25,Spotify,1,Yes,No,No,Pop,Yes,Yes,80,Very frequently,Rarely,Rarely,Rarely,Never,Sometimes,Sometimes,Never,Never,Rarely,Very frequently,Very frequently,Rarely,Sometimes,Sometimes,Sometimes,7,6,5,5,Improve
71,I do not use a streaming service.,0.25,Yes,No,No,Gospel,No,Yes,89.25,Sometimes,Rarely,Never,Rarely,Sometimes,Never,Never,Never,Sometimes,Never,Never,Rarely,Rarely,Never,Rarely,Never,1,0,0,0,Improve
60,YouTube Music,1,No,Yes,Yes,Gospel,No,No,89.25,Sometimes,Rarely,Never,Never,Very frequently,Rarely,Never,Never,Never,Never,Never,Never,Never,Rarely,Rarely,Never,6,2,8,0,Improve
18,I do not use a streaming service.,1,Yes,No,Yes,Video game music,No,No,116,Rarely,Rarely,Sometimes,Sometimes,Never,Rarely,Sometimes,Never,Never,Never,Sometimes,Never,Rarely,Sometimes,Sometimes,Very frequently,4,5,7,0,No effect
19,Spotify,5,Yes,No,No,Hip hop,No,Yes,99,Rarely,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Never,Rarely,Very frequently,Never,Rarely,Sometimes,Sometimes,Very frequently,Rarely,Sometimes,10,7,0,0,Improve
74,I do not use a streaming service.,1,No,No,No,Pop,No,No,129,Rarely,Very frequently,Never,Sometimes,Sometimes,Never,Rarely,Never,Sometimes,Never,Never,Very frequently,Sometimes,Never,Sometimes,Never,4,2,1,0,Improve
36,Pandora,1,Yes,No,No,Hip hop,No,No,131,Sometimes,Never,Never,Never,Never,Very frequently,Never,Never,Never,Never,Never,Very frequently,Sometimes,Sometimes,Sometimes,Never,7,6,2,3,Improve
14,Spotify,7,Yes,No,No,Lofi,Yes,Yes,95,Never,Never,Never,Never,Never,Sometimes,Never,Never,Never,Very frequently,Never,Very frequently,Never,Sometimes,Never,Rarely,3,2,8,0,Improve
20,Spotify,3,No,Yes,Yes,Hip hop,Yes,Yes,80,Very frequently,Rarely,Rarely,Sometimes,Never,Very frequently,Sometimes,Never,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Very frequently,Rarely,10,7,4,3,Improve
19,I do not use a streaming service.,7,Yes,No,No,Rock,No,No,128,Sometimes,Rarely,Never,Rarely,Never,Never,Sometimes,Never,Never,Never,Rarely,Never,Never,Never,Very frequently,Sometimes,7,7,0,0,Improve
29,Spotify,8,Yes,No,No,EDM,No,Yes,140,Rarely,Sometimes,Very frequently,Sometimes,Never,Sometimes,Rarely,Never,Never,Rarely,Sometimes,Never,Never,Very frequently,Very frequently,Very frequently,6,7,4,1,Improve
24,Spotify,2,Yes,No,No,Metal,Yes,No,159,Never,Rarely,Very frequently,Sometimes,Very frequently,Never,Never,Never,Never,Rarely,Very frequently,Rarely,Never,Never,Sometimes,Rarely,7,6,2,7,Improve
18,Apple Music,2,Yes,No,No,Pop,Yes,Yes,104,Rarely,Rarely,Rarely,Rarely,Rarely,Very frequently,Rarely,Rarely,Sometimes,Rarely,Sometimes,Very frequently,Very frequently,Very frequently,Very frequently,Never,6,5,8,0,Improve
21,Spotify,2,Yes,No,No,Rock,Yes,Yes,97,Sometimes,Never,Never,Sometimes,Never,Rarely,Rarely,Rarely,Never,Rarely,Never,Very frequently,Rarely,Rarely,Very frequently,Rarely,10,10,2,3,Improve
19,Spotify,2,Yes,No,No,K pop,Yes,Yes,80,Rarely,Never,Rarely,Never,Never,Sometimes,Sometimes,Very frequently,Never,Sometimes,Never,Sometimes,Very frequently,Rarely,Sometimes,Sometimes,7,6,5,1,Improve
25,Spotify,4,No,No,No,Video game music,Yes,Yes,134,Sometimes,Never,Never,Rarely,Rarely,Never,Never,Rarely,Very frequently,Never,Never,Very frequently,Sometimes,Never,Never,Very frequently,3,0,0,0,Improve
28,Spotify,8,Yes,No,No,Rock,Yes,Yes,124.0529801,Rarely,Rarely,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Rarely,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,8,2,1,0,No effect
27,Other streaming service,4,Yes,No,No,Rap,Yes,No,135,Rarely,Never,Never,Never,Never,Sometimes,Rarely,Sometimes,Never,Sometimes,Never,Rarely,Never,Very frequently,Rarely,Rarely,7,6,6,5,Improve
60,Spotify,1,No,No,No,Rock,Yes,No,129,Sometimes,Rarely,Never,Sometimes,Never,Never,Sometimes,Never,Never,Never,Never,Rarely,Rarely,Never,Sometimes,Never,3,2,5,0,No effect
25,YouTube Music,5,No,No,No,Metal,No,Yes,139.1025641,Rarely,Rarely,Never,Rarely,Never,Never,Never,Never,Never,Never,Very frequently,Sometimes,Never,Never,Sometimes,Rarely,8,2,1,0,Improve
60,Other streaming service,2,Yes,No,No,Rock,No,No,124.0529801,Rarely,Sometimes,Never,Never,Never,Never,Never,Never,Never,Never,Sometimes,Rarely,Sometimes,Never,Very frequently,Never,7,7,2,4,Improve
43,Other streaming service,1,No,No,No,Country,No,No,110,Never,Very frequently,Never,Never,Never,Rarely,Never,Never,Never,Never,Never,Sometimes,Never,Never,Rarely,Never,5,1,1,1,Improve
51,I do not use a streaming service.,5,Yes,No,No,Rock,No,No,180,Sometimes,Rarely,Never,Sometimes,Never,Never,Rarely,Never,Never,Never,Sometimes,Rarely,Rarely,Never,Very frequently,Rarely,1,2,1,0,No effect
63,YouTube Music,8,Yes,No,No,Rock,Yes,No,70,Sometimes,Sometimes,Rarely,Rarely,Never,Never,Rarely,Never,Rarely,Rarely,Never,Sometimes,Rarely,Never,Sometimes,Never,2,1,2,2,Improve
64,YouTube Music,2,Yes,No,No,Classical,No,No,114.575,Very frequently,Never,Rarely,Very frequently,Never,Rarely,Rarely,Never,Rarely,Rarely,Never,Very frequently,Rarely,Never,Rarely,Never,5,2,4,0,Improve
22,Spotify,2,Yes,No,No,Pop,No,No,118.9072165,Sometimes,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Never,Rarely,Never,Very frequently,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Rarely,7,2,1,0,Improve
24,YouTube Music,1,Yes,No,No,Folk,No,Yes,103,Sometimes,Never,Very frequently,Very frequently,Rarely,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Rarely,Sometimes,Rarely,Sometimes,Very frequently,Very frequently,10,10,7,8,Improve
19,Spotify,8,Yes,No,No,Pop,Yes,Yes,99,Rarely,Sometimes,Sometimes,Very frequently,Never,Very frequently,Never,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Sometimes,Very frequently,Very frequently,Rarely,7,2,1,6,Improve
56,Apple Music,8,Yes,No,No,Pop,Yes,No,117,Sometimes,Rarely,Rarely,Sometimes,Never,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Never,6,4,1,0,Improve
20,Spotify,1,No,No,No,EDM,Yes,No,102,Rarely,Never,Very frequently,Never,Never,Sometimes,Never,Rarely,Rarely,Very frequently,Rarely,Very frequently,Never,Never,Never,Never,5,9,6,1,Improve
19,I do not use a streaming service.,1,Yes,Yes,No,Video game music,No,No,127,Very frequently,Never,Never,Rarely,Rarely,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Never,Sometimes,Sometimes,Rarely,Rarely,Very frequently,7,5,7,0,Improve
20,Spotify,8,Yes,No,No,Jazz,Yes,Yes,93,Rarely,Sometimes,Rarely,Very frequently,Never,Sometimes,Very frequently,Rarely,Sometimes,Very frequently,Never,Sometimes,Rarely,Sometimes,Sometimes,Rarely,7,6,7,4,Improve
60,Spotify,2,Yes,No,No,Rock,No,No,124.0529801,Rarely,Rarely,Never,Rarely,Rarely,Never,Rarely,Never,Never,Never,Rarely,Sometimes,Sometimes,Never,Very frequently,Never,0,0,0,0,Improve
65,Apple Music,6,Yes,No,No,R&B,No,Yes,146,Rarely,Rarely,Never,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Never,Never,Sometimes,Very frequently,Never,Sometimes,Never,3,5,0,2,No effect
28,Spotify,3,No,Yes,Yes,Metal,Yes,Yes,0,Very frequently,Never,Rarely,Sometimes,Rarely,Rarely,Very frequently,Rarely,Sometimes,Very frequently,Very frequently,Rarely,Sometimes,Never,Very frequently,Very frequently,8,8,5,2,Improve
18,I do not use a streaming service.,4,Yes,Yes,No,EDM,No,Yes,150,Very frequently,Never,Very frequently,Never,Never,Never,Rarely,Never,Never,Rarely,Never,Sometimes,Never,Rarely,Rarely,Sometimes,8,7,10,6,Improve
42,Spotify,2,Yes,No,No,Rock,No,Yes,85,Rarely,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Never,Sometimes,Rarely,Rarely,Sometimes,Rarely,2,4,5,2,Improve
80,I do not use a streaming service.,3,Yes,Yes,No,Classical,No,No,122,Very frequently,Rarely,Never,Rarely,Never,Never,Rarely,Rarely,Never,Rarely,Rarely,Sometimes,Never,Never,Never,Sometimes,7,3,9,2,Improve
22,I do not use a streaming service.,4,No,No,Yes,Pop,Yes,No,118.9072165,Rarely,Sometimes,Very frequently,Sometimes,Never,Rarely,Never,Never,Never,Never,Rarely,Very frequently,Very frequently,Rarely,Sometimes,Never,8,7,4,4,Improve
56,Other streaming service,2,No,No,No,Jazz,Yes,Yes,120,Sometimes,Never,Sometimes,Sometimes,Rarely,Never,Very frequently,Never,Rarely,Rarely,Rarely,Sometimes,Rarely,Never,Sometimes,Rarely,0,0,0,5,No effect
20,YouTube Music,1,Yes,No,No,Pop,No,Yes,120,Never,Never,Sometimes,Never,Never,Rarely,Sometimes,Very frequently,Rarely,Rarely,Never,Very frequently,Sometimes,Rarely,Rarely,Never,8,6,9,8,Improve
15,Spotify,1,Yes,No,No,Video game music,Yes,Yes,150,Never,Rarely,Sometimes,Never,Never,Sometimes,Rarely,Never,Never,Very frequently,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Very frequently,4,2,3,2,Improve
57,Spotify,2,Yes,Yes,No,Gospel,No,No,174,Sometimes,Never,Never,Rarely,Very frequently,Never,Sometimes,Never,Rarely,Never,Never,Sometimes,Sometimes,Never,Rarely,Never,6,4,10,0,Improve
22,Apple Music,7,Yes,No,No,Pop,Yes,Yes,112,Never,Never,Sometimes,Rarely,Never,Very frequently,Never,Very frequently,Sometimes,Never,Never,Very frequently,Very frequently,Very frequently,Sometimes,Rarely,8,8,10,0,Improve
17,Spotify,5,Yes,No,No,Pop,Yes,Yes,180,Never,Never,Sometimes,Never,Never,Sometimes,Never,Very frequently,Rarely,Rarely,Never,Very frequently,Very frequently,Sometimes,Rarely,Rarely,5,5,5,5,Improve
19,Spotify,3,Yes,No,No,Rock,No,No,121,Never,Very frequently,Never,Rarely,Sometimes,Never,Never,Never,Never,Never,Rarely,Very frequently,Never,Sometimes,Very frequently,Sometimes,10,8,6,2,No effect
50,I do not use a streaming service.,1,No,No,No,Rock,No,No,98,Sometimes,Sometimes,Never,Never,Never,Very frequently,Sometimes,Rarely,Rarely,Never,Rarely,Very frequently,Sometimes,Sometimes,Very frequently,Never,0,0,7,0,Improve
24,Spotify,6,Yes,Yes,Yes,Rock,Yes,Yes,118,Never,Rarely,Sometimes,Very frequently,Never,Rarely,Rarely,Sometimes,Never,Rarely,Very frequently,Sometimes,Never,Rarely,Very frequently,Sometimes,8,8,10,0,Improve
67,Apple Music,2,No,No,No,Rock,Yes,No,124.0529801,Sometimes,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Sometimes,Sometimes,Never,Never,Sometimes,Never,8,2,0,0,No effect
18,Other streaming service,3,Yes,Yes,Yes,Metal,Yes,No,135,Sometimes,Sometimes,Never,Rarely,Rarely,Rarely,Never,Never,Never,Never,Very frequently,Never,Rarely,Rarely,Rarely,Never,7,8,4,10,Improve
20,Spotify,1.5,Yes,No,No,Country,No,No,110.1904762,Rarely,Very frequently,Sometimes,Never,Never,Sometimes,Sometimes,Sometimes,Rarely,Never,Never,Sometimes,Never,Sometimes,Sometimes,Never,0,2,0,1,Improve
15,Spotify,4,Yes,Yes,No,Pop,Yes,No,105,Never,Rarely,Never,Never,Sometimes,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,3,5,4,0,Improve
17,Spotify,2,Yes,Yes,No,Pop,Yes,Yes,122,Rarely,Never,Never,Rarely,Never,Sometimes,Never,Very frequently,Rarely,Never,Never,Very frequently,Never,Sometimes,Never,Never,5,2,3,1,Improve
32,YouTube Music,2,Yes,No,No,Folk,Yes,No,109.5384615,Never,Never,Sometimes,Sometimes,Never,Sometimes,Sometimes,Never,Rarely,Sometimes,Never,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,6,1,0,0,Improve
18,Spotify,2,No,No,No,Rap,Yes,Yes,136,Rarely,Never,Never,Never,Never,Very frequently,Rarely,Never,Never,Never,Rarely,Sometimes,Rarely,Very frequently,Rarely,Very frequently,6,3,4,2,Improve
18,Spotify,1,Yes,Yes,Yes,Rock,Yes,No,165,Sometimes,Never,Sometimes,Never,Never,Rarely,Rarely,Never,Never,Rarely,Very frequently,Sometimes,Never,Rarely,Very frequently,Rarely,5,6,8,2,Improve
18,Spotify,3,Yes,No,No,K pop,Yes,Yes,130,Sometimes,Never,Never,Never,Never,Sometimes,Never,Very frequently,Never,Rarely,Never,Sometimes,Very frequently,Rarely,Sometimes,Rarely,8,4,7,5,Improve
19,Spotify,3,Yes,No,No,Pop,Yes,No,118.9072165,Never,Never,Very frequently,Never,Never,Very frequently,Rarely,Rarely,Rarely,Rarely,Rarely,Very frequently,Sometimes,Very frequently,Rarely,Sometimes,1,1,2,3,Improve
18,Spotify,2,No,Yes,No,Rock,Yes,No,115,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Never,8,3,1,3,Improve
17,Other streaming service,6,Yes,No,Yes,Rap,Yes,No,140,Rarely,Never,Rarely,Never,Sometimes,Very frequently,Sometimes,Never,Never,Sometimes,Never,Sometimes,Sometimes,Very frequently,Rarely,Never,3,3,0,0,Improve
34,Spotify,3,Yes,No,No,Classical,No,Yes,95,Very frequently,Never,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Sometimes,Rarely,Never,Never,Sometimes,Sometimes,0,0,0,0,No effect
18,YouTube Music,3,Yes,No,No,Pop,No,No,150,Rarely,Rarely,Sometimes,Rarely,Never,Very frequently,Rarely,Rarely,Never,Rarely,Rarely,Very frequently,Rarely,Very frequently,Rarely,Sometimes,5,4,2,0,No effect
18,Spotify,2,Yes,No,No,R&B,Yes,No,97,Never,Never,Never,Never,Sometimes,Very frequently,Rarely,Never,Rarely,Rarely,Never,Sometimes,Very frequently,Very frequently,Rarely,Never,2,4,0,0,Improve
18,Spotify,2,Yes,No,Yes,Pop,Yes,No,118.9072165,Sometimes,Rarely,Sometimes,Never,Never,Rarely,Sometimes,Rarely,Never,Sometimes,Never,Very frequently,Rarely,Never,Sometimes,Sometimes,5,7,2,0,Improve
19,Spotify,3,Yes,No,No,Rock,Yes,Yes,122,Sometimes,Rarely,Rarely,Sometimes,Rarely,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Sometimes,Very frequently,Never,4,0,7,0,No effect
25,I do not use a streaming service.,4,Yes,No,No,Pop,Yes,Yes,150,Rarely,Never,Sometimes,Never,Never,Very frequently,Never,Rarely,Rarely,Rarely,Sometimes,Very frequently,Rarely,Very frequently,Very frequently,Rarely,10,8,6,2,No effect
17,Spotify,2,Yes,Yes,Yes,R&B,Yes,No,114.1666667,Very frequently,Rarely,Never,Rarely,Rarely,Rarely,Sometimes,Sometimes,Rarely,Sometimes,Rarely,Very frequently,Very frequently,Rarely,Sometimes,Never,3,3,1,0,Improve
25,Spotify,5,Yes,Yes,No,Rock,Yes,No,125,Sometimes,Sometimes,Rarely,Never,Never,Sometimes,Never,Rarely,Never,Rarely,Sometimes,Sometimes,Never,Sometimes,Very frequently,Sometimes,8,7,2,1,Improve
18,Spotify,2,Yes,No,No,R&B,No,No,96,Sometimes,Rarely,Never,Never,Never,Sometimes,Rarely,Never,Never,Very frequently,Rarely,Very frequently,Very frequently,Sometimes,Very frequently,Rarely,3,3,0,3,Improve
24,Spotify,7,Yes,No,No,Folk,Yes,Yes,137,Sometimes,Rarely,Rarely,Very frequently,Never,Rarely,Rarely,Never,Rarely,Sometimes,Rarely,Very frequently,Rarely,Rarely,Very frequently,Very frequently,10,10,8,10,Improve
16,Spotify,3,Yes,Yes,No,K pop,No,Yes,174,Rarely,Never,Sometimes,Never,Never,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Never,Very frequently,Rarely,Sometimes,Never,Never,10,2,7,8,Improve
18,Spotify,4,Yes,No,No,R&B,Yes,Yes,129,Rarely,Rarely,Rarely,Never,Never,Very frequently,Sometimes,Never,Never,Rarely,Never,Very frequently,Very frequently,Very frequently,Very frequently,Rarely,6,4,1,6,Improve
16,Spotify,3,Yes,No,No,Pop,Yes,No,112,Very frequently,Never,Never,Never,Never,Rarely,Rarely,Never,Never,Never,Never,Very frequently,Very frequently,Never,Sometimes,Never,3,4,6,8,Improve
68,Pandora,1,Yes,No,No,Gospel,No,No,8,Very frequently,Never,Never,Sometimes,Very frequently,Never,Never,Never,Sometimes,Never,Never,Never,Never,Never,Never,Never,10,10,10,0,Improve
21,Spotify,1,No,No,No,R&B,Yes,Yes,81,Never,Never,Never,Never,Rarely,Very frequently,Never,Never,Never,Never,Never,Very frequently,Very frequently,Sometimes,Never,Never,3,0,0,0,Improve
53,Pandora,4,Yes,No,No,R&B,Yes,Yes,153,Rarely,Sometimes,Rarely,Rarely,Rarely,Very frequently,Rarely,Sometimes,Rarely,Never,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Rarely,1,0,0,0,Improve
29,Spotify,4,Yes,No,No,Classical,Yes,No,120,Very frequently,Never,Very frequently,Never,Never,Never,Sometimes,Never,Rarely,Rarely,Never,Sometimes,Never,Never,Rarely,Rarely,5,6,7,7,No effect
29,Spotify,2,Yes,No,No,Pop,No,No,118.9072165,Never,Never,Rarely,Rarely,Never,Very frequently,Never,Never,Never,Sometimes,Rarely,Very frequently,Never,Very frequently,Never,Very frequently,10,8,8,9,Improve
18,Spotify,4,Yes,Yes,No,R&B,Yes,Yes,169,Rarely,Sometimes,Very frequently,Never,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,Rarely,Sometimes,3,0,3,4,Improve
22,Spotify,5,Yes,No,No,EDM,Yes,Yes,138,Never,Never,Very frequently,Never,Never,Very frequently,Never,Never,Never,Very frequently,Never,Very frequently,Very frequently,Very frequently,Very frequently,Sometimes,1,0,0,1,No effect
19,Other streaming service,6,Yes,No,No,Pop,No,No,124,Sometimes,Rarely,Rarely,Rarely,Very frequently,Sometimes,Rarely,Sometimes,Very frequently,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,6,6,0,0,Improve
26,I do not use a streaming service.,1,No,No,No,Pop,No,No,192,Never,Rarely,Sometimes,Sometimes,Never,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Never,Very frequently,Rarely,Rarely,Sometimes,Never,6,4,0,0,Improve
14,Spotify,3,Yes,No,No,Rock,Yes,No,76,Never,Never,Never,Never,Never,Sometimes,Rarely,Never,Never,Never,Rarely,Sometimes,Never,Never,Very frequently,Sometimes,2,6,3,0,Worsen
27,Spotify,1,Yes,No,No,Pop,Yes,Yes,119,Rarely,Rarely,Rarely,Never,Rarely,Sometimes,Rarely,Very frequently,Never,Sometimes,Never,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,8,3,3,3,Improve
26,Spotify,8,No,No,No,Rock,No,Yes,172,Never,Sometimes,Sometimes,Very frequently,Never,Very frequently,Rarely,Very frequently,Never,Never,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,Very frequently,8,10,7,3,No effect
59,Other streaming service,1,No,Yes,No,Rock,No,No,79,Rarely,Never,Never,Rarely,Sometimes,Never,Rarely,Never,Rarely,Never,Never,Rarely,Rarely,Never,Very frequently,Never,1,0,0,1,Improve
30,Spotify,8,Yes,Yes,Yes,Rock,Yes,No,112,Sometimes,Sometimes,Never,Rarely,Never,Sometimes,Sometimes,Never,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Very frequently,Never,8,6,6,8,Improve
27,Spotify,1,Yes,No,No,Pop,Yes,Yes,130,Never,Rarely,Sometimes,Never,Never,Sometimes,Never,Rarely,Sometimes,Never,Never,Very frequently,Sometimes,Sometimes,Sometimes,Never,6,3,1,7,Improve
18,Apple Music,1,No,Yes,No,Rap,Yes,Yes,116,Rarely,Never,Never,Never,Never,Sometimes,Never,Never,Rarely,Sometimes,Never,Sometimes,Never,Very frequently,Never,Sometimes,2,0,3,0,Improve
23,I do not use a streaming service.,10,Yes,Yes,Yes,Metal,No,Yes,165,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Very frequently,Never,Never,Never,Sometimes,Never,0,0,0,0,No effect
18,Spotify,10,Yes,Yes,Yes,Rock,Yes,No,110,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Very frequently,Sometimes,Sometimes,Very frequently,Never,10,10,6,6,Improve
40,Spotify,5,Yes,No,No,Rock,Yes,Yes,174,Sometimes,Sometimes,Sometimes,Sometimes,Never,Very frequently,Rarely,Rarely,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,Very frequently,Very frequently,Rarely,3,0,0,1,Improve
24,Spotify,10,Yes,No,No,Rock,Yes,Yes,180,Sometimes,Never,Never,Rarely,Never,Never,Never,Never,Never,Rarely,Sometimes,Sometimes,Never,Never,Very frequently,Sometimes,7,9,10,0,Improve
23,Spotify,2,Yes,Yes,No,Classical,Yes,Yes,171,Very frequently,Never,Rarely,Rarely,Never,Never,Sometimes,Never,Rarely,Sometimes,Never,Very frequently,Rarely,Never,Very frequently,Never,8,7,6,2,Improve
56,Other streaming service,6,Yes,No,No,R&B,No,No,114.1666667,Never,Never,Never,Never,Never,Sometimes,Rarely,Never,Never,Never,Never,Never,Sometimes,Never,Never,Never,2,0,10,10,Improve
29,Other streaming service,2,Yes,No,No,R&B,Yes,No,70,Rarely,Never,Very frequently,Never,Never,Very frequently,Rarely,Rarely,Sometimes,Sometimes,Never,Very frequently,Very frequently,Rarely,Never,Sometimes,10,7,9,3,No effect
16,Other streaming service,3,Yes,No,No,Pop,No,Yes,120,Never,Never,Never,Never,Never,Very frequently,Never,Very frequently,Never,Never,Never,Very frequently,Sometimes,Never,Never,Never,6,0,0,0,Improve
18,Spotify,8,Yes,Yes,Yes,Gospel,Yes,Yes,56,Rarely,Never,Rarely,Never,Very frequently,Sometimes,Sometimes,Never,Sometimes,Very frequently,Never,Sometimes,Very frequently,Sometimes,Never,Sometimes,3,0,2,2,Improve
21,Spotify,8,Yes,No,No,Lofi,Yes,Yes,162,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,Very frequently,6,5,9,8,Improve
32,Spotify,8,Yes,No,No,Rock,Yes,No,101,Never,Never,Never,Rarely,Never,Sometimes,Never,Never,Never,Never,Sometimes,Rarely,Rarely,Sometimes,Very frequently,Sometimes,7,6,5,8,Improve
22,YouTube Music,8,Yes,Yes,No,Metal,Yes,No,110,Sometimes,Never,Sometimes,Rarely,Rarely,Rarely,Sometimes,Never,Never,Never,Very frequently,Rarely,Rarely,Never,Very frequently,Very frequently,10,7,8,6,Improve
17,Spotify,12,Yes,Yes,No,Latin,Yes,No,172,Very frequently,Never,Rarely,Rarely,Sometimes,Very frequently,Never,Rarely,Very frequently,Rarely,Sometimes,Rarely,Never,Very frequently,Very frequently,Sometimes,0,3,9,5,No effect
18,Spotify,6,Yes,No,No,EDM,Yes,Yes,90,Rarely,Never,Very frequently,Never,Never,Sometimes,Rarely,Very frequently,Very frequently,Very frequently,Never,Very frequently,Very frequently,Very frequently,Rarely,Sometimes,0,2,1,5,Improve
18,Spotify,4,Yes,Yes,No,R&B,No,Yes,135,Sometimes,Rarely,Sometimes,Never,Sometimes,Sometimes,Never,Very frequently,Very frequently,Rarely,Never,Sometimes,Very frequently,Very frequently,Never,Rarely,2,0,0,0,No effect
24,Spotify,8,Yes,No,No,Jazz,Yes,No,81,Very frequently,Never,Rarely,Never,Never,Very frequently,Very frequently,Never,Rarely,Very frequently,Never,Rarely,Sometimes,Sometimes,Very frequently,Rarely,2,2,4,0,No effect
21,Spotify,2,No,No,No,Pop,No,No,170,Rarely,Never,Never,Never,Rarely,Sometimes,Never,Never,Never,Sometimes,Sometimes,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,5,6,3,4,No effect
46,I do not use a streaming service.,1,No,No,No,Rock,No,No,120,Never,Sometimes,Never,Never,Never,Never,Never,Never,Never,Never,Never,Sometimes,Never,Never,Sometimes,Never,0,0,1,0,No effect
18,Spotify,2,Yes,Yes,No,Hip hop,Yes,No,90,Never,Never,Never,Never,Sometimes,Very frequently,Never,Never,Never,Sometimes,Never,Sometimes,Very frequently,Very frequently,Never,Never,5,4,3,7,Improve
16,Spotify,3,Yes,Yes,No,K pop,Yes,Yes,115,Rarely,Never,Rarely,Never,Never,Very frequently,Very frequently,Very frequently,Never,Sometimes,Never,Very frequently,Very frequently,Very frequently,Very frequently,Sometimes,2,7,0,0,Improve
19,I do not use a streaming service.,0,No,No,No,Classical,Yes,Yes,114.575,Very frequently,Rarely,Sometimes,Rarely,Rarely,Sometimes,Rarely,Rarely,Rarely,Rarely,Never,Rarely,Rarely,Rarely,Rarely,Rarely,0,0,0,0,Improve
20,Spotify,2,Yes,Yes,Yes,Rap,Yes,Yes,127.1,Sometimes,Never,Rarely,Never,Never,Sometimes,Sometimes,Never,Never,Rarely,Never,Sometimes,Sometimes,Very frequently,Sometimes,Sometimes,7,5,1,3,Improve
21,Other streaming service,0.1,Yes,Yes,No,Folk,No,Yes,109.5384615,Sometimes,Never,Never,Very frequently,Sometimes,Rarely,Never,Never,Never,Never,Never,Rarely,Never,Rarely,Sometimes,Never,7,5,3,1,No effect
21,Spotify,12,Yes,No,No,Rock,Yes,Yes,160,Sometimes,Rarely,Very frequently,Rarely,Rarely,Sometimes,Sometimes,Rarely,Never,Sometimes,Very frequently,Sometimes,Rarely,Sometimes,Very frequently,Rarely,7,10,4,7,Worsen
20,Spotify,1,Yes,No,No,Pop,Yes,No,121,Rarely,Never,Never,Very frequently,Never,Rarely,Rarely,Rarely,Never,Sometimes,Rarely,Very frequently,Rarely,Rarely,Very frequently,Never,3,2,3,0,Improve
21,Apple Music,1,Yes,No,No,Rock,No,No,105,Sometimes,Never,Rarely,Never,Never,Rarely,Rarely,Never,Never,Never,Rarely,Sometimes,Never,Never,Very frequently,Rarely,5,1,1,9,Improve
25,Spotify,3,Yes,No,No,Rock,No,No,110,Never,Rarely,Never,Sometimes,Never,Never,Never,Never,Never,Sometimes,Never,Rarely,Never,Never,Very frequently,Sometimes,8,9,4,10,Improve
33,Spotify,2,Yes,No,No,Metal,Yes,Yes,134,Rarely,Never,Never,Sometimes,Never,Sometimes,Rarely,Never,Never,Never,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Sometimes,4,8,0,0,Improve
20,Spotify,2,Yes,No,No,Rock,Yes,Yes,148,Rarely,Rarely,Rarely,Rarely,Never,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Very frequently,Very frequently,Sometimes,Sometimes,Very frequently,Rarely,7,9,7,0,Improve
17,Spotify,3,Yes,Yes,No,Rock,Yes,No,120,Sometimes,Sometimes,Sometimes,Never,Never,Never,Never,Rarely,Never,Rarely,Very frequently,Very frequently,Never,Rarely,Very frequently,Never,1,5,6,4,No effect
24,YouTube Music,1,No,No,No,Jazz,Yes,Yes,122,Rarely,Never,Sometimes,Rarely,Never,Never,Sometimes,Rarely,Never,Rarely,Rarely,Sometimes,Rarely,Never,Sometimes,Very frequently,3,2,1,0,No effect
26,Spotify,3,Yes,Yes,Yes,Jazz,Yes,Yes,90,Rarely,Rarely,Rarely,Rarely,Never,Sometimes,Very frequently,Never,Sometimes,Rarely,Very frequently,Rarely,Sometimes,Rarely,Very frequently,Rarely,6,8,0,0,Improve
17,YouTube Music,3,Yes,No,No,Rock,No,No,122,Rarely,Rarely,Never,Rarely,Never,Rarely,Rarely,Never,Never,Rarely,Very frequently,Sometimes,Never,Sometimes,Very frequently,Very frequently,6,3,6,0,Improve
16,Spotify,5,Yes,Yes,Yes,Metal,Yes,Yes,129,Sometimes,Never,Never,Rarely,Never,Rarely,Sometimes,Never,Never,Rarely,Very frequently,Sometimes,Never,Sometimes,Very frequently,Sometimes,7,4,8,0,Improve
27,Spotify,8,Yes,No,No,Metal,Yes,No,132,Never,Never,Rarely,Never,Never,Sometimes,Never,Never,Never,Never,Very frequently,Very frequently,Very frequently,Rarely,Sometimes,Never,2,6,9,1,No effect
28,Spotify,4,Yes,No,No,Hip hop,Yes,Yes,178,Rarely,Sometimes,Sometimes,Rarely,Never,Very frequently,Never,Never,Very frequently,Sometimes,Rarely,Very frequently,Rarely,Very frequently,Sometimes,Rarely,8,5,3,8,Improve
48,I do not use a streaming service.,5,Yes,No,Yes,Rock,Yes,Yes,124.0529801,Very frequently,Sometimes,Sometimes,Very frequently,Never,Sometimes,Rarely,Never,Rarely,Never,Rarely,Rarely,Rarely,Rarely,Very frequently,Rarely,3,3,0,0,Improve
19,Spotify,3,Yes,No,No,Rap,No,Yes,115,Never,Never,Rarely,Rarely,Never,Sometimes,Never,Rarely,Never,Very frequently,Sometimes,Very frequently,Sometimes,Very frequently,Sometimes,Sometimes,7,5,3,3,Improve
21,YouTube Music,4,Yes,No,No,Rock,Yes,Yes,137,Sometimes,Very frequently,Rarely,Very frequently,Never,Sometimes,Never,Never,Never,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Very frequently,Rarely,4,8,2,3,Improve
21,I do not use a streaming service.,1,Yes,Yes,No,Classical,No,No,92,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Rarely,3,0,0,5,Improve
15,Spotify,4,Yes,No,No,Metal,Yes,Yes,140,Rarely,Never,Sometimes,Rarely,Never,Rarely,Never,Rarely,Never,Never,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,10,7,3,2,Improve
20,Spotify,1,No,No,No,Rock,Yes,Yes,130,Sometimes,Sometimes,Rarely,Very frequently,Rarely,Rarely,Very frequently,Never,Never,Never,Never,Very frequently,Rarely,Rarely,Very frequently,Never,10,4,8,0,Improve
22,Spotify,6,Yes,No,No,Folk,Yes,No,63,Never,Rarely,Sometimes,Very frequently,Never,Rarely,Rarely,Never,Sometimes,Sometimes,Never,Rarely,Rarely,Rarely,Very frequently,Sometimes,8,7,7,3,Improve
22,Spotify,2,No,No,No,Rock,No,No,119,Rarely,Never,Never,Never,Never,Rarely,Rarely,Rarely,Never,Never,Very frequently,Very frequently,Never,Never,Very frequently,Sometimes,10,5,2,8,Improve
31,Spotify,1,Yes,No,No,Rock,Yes,No,124.0529801,Very frequently,Rarely,Sometimes,Rarely,Never,Rarely,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Never,Very frequently,Very frequently,Very frequently,9,10,10,6,No effect
20,YouTube Music,4,Yes,Yes,No,Metal,Yes,No,180,Rarely,Sometimes,Never,Never,Never,Never,Rarely,Never,Never,Never,Very frequently,Never,Never,Never,Very frequently,Sometimes,5,2,1,6,Improve
49,I do not use a streaming service.,8,Yes,Yes,Yes,Classical,No,No,68,Very frequently,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Rarely,Rarely,Never,Never,Rarely,Never,4,8,9,1,Improve
42,Spotify,2,Yes,No,No,Metal,Yes,Yes,85,Sometimes,Rarely,Never,Never,Rarely,Rarely,Never,Sometimes,Sometimes,Rarely,Very frequently,Very frequently,Sometimes,Never,Very frequently,Very frequently,7,8,5,3,Improve
26,Spotify,2,Yes,No,No,EDM,Yes,Yes,128,Rarely,Sometimes,Very frequently,Sometimes,Never,Sometimes,Rarely,Never,Sometimes,Rarely,Rarely,Sometimes,Rarely,Sometimes,Very frequently,Never,2,2,0,3,No effect
17,Spotify,10,Yes,No,Yes,K pop,Yes,Yes,150,Rarely,Sometimes,Rarely,Rarely,Never,Very frequently,Never,Very frequently,Rarely,Sometimes,Very frequently,Very frequently,Sometimes,Very frequently,Very frequently,Sometimes,10,3,0,4,Improve
30,I do not use a streaming service.,0,No,No,No,Metal,No,No,0,Rarely,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Sometimes,Never,Never,Rarely,Rarely,Rarely,10,10,10,9,Improve
23,Spotify,6,Yes,No,No,Folk,Yes,Yes,92,Sometimes,Sometimes,Rarely,Sometimes,Never,Sometimes,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,3,7,7,4,No effect
30,Apple Music,3,Yes,No,No,EDM,Yes,Yes,121,Rarely,Never,Very frequently,Never,Rarely,Sometimes,Never,Very frequently,Never,Never,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Never,7,5,7,7,Improve
31,Spotify,2,Yes,No,No,Metal,No,Yes,155,Rarely,Sometimes,Never,Very frequently,Never,Rarely,Rarely,Never,Never,Never,Very frequently,Very frequently,Very frequently,Rarely,Very frequently,Sometimes,7,4,8,8,Improve
42,Other streaming service,0.25,No,Yes,No,Classical,Yes,Yes,150,Very frequently,Rarely,Never,Never,Never,Never,Sometimes,Never,Rarely,Never,Rarely,Sometimes,Rarely,Rarely,Sometimes,Never,7,9,4,5,Improve
34,YouTube Music,2,No,No,No,Metal,Yes,No,136,Sometimes,Rarely,Never,Sometimes,Never,Rarely,Rarely,Rarely,Rarely,Never,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Never,5,9,9,6,Improve
21,YouTube Music,2,Yes,No,No,Pop,Yes,No,121,Sometimes,Never,Very frequently,Rarely,Never,Rarely,Rarely,Rarely,Sometimes,Rarely,Sometimes,Very frequently,Very frequently,Rarely,Sometimes,Sometimes,5,4,10,7,No effect
27,YouTube Music,3,Yes,No,No,Pop,No,No,113,Rarely,Rarely,Rarely,Rarely,Never,Very frequently,Rarely,Rarely,Rarely,Rarely,Rarely,Very frequently,Very frequently,Sometimes,Sometimes,Rarely,7,2,0,1,Improve
18,Spotify,6,Yes,No,No,Folk,Yes,Yes,80,Never,Very frequently,Very frequently,Very frequently,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,8,6,0,2,Improve
26,Spotify,3,No,No,No,Metal,Yes,No,140,Rarely,Very frequently,Never,Very frequently,Rarely,Sometimes,Sometimes,Never,Never,Rarely,Very frequently,Rarely,Rarely,Sometimes,Very frequently,Rarely,1,3,10,0,No effect
37,Spotify,2,Yes,No,No,Rock,Yes,No,100,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Never,8,10,10,2,Worsen
26,Spotify,5,Yes,Yes,No,Folk,Yes,Yes,92,Sometimes,Rarely,Rarely,Very frequently,Never,Very frequently,Very frequently,Never,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Very frequently,Very frequently,Rarely,4,7,6,0,No effect
19,Spotify,4,No,No,No,Pop,No,Yes,120,Never,Never,Sometimes,Never,Never,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Never,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,9,6,3,0,No effect
22,Spotify,4,Yes,No,No,Rock,Yes,No,93,Never,Rarely,Never,Never,Never,Rarely,Never,Never,Never,Rarely,Sometimes,Very frequently,Rarely,Rarely,Very frequently,Very frequently,10,7,4,4,Improve
43,I do not use a streaming service.,0,No,No,No,Rock,No,No,124.0529801,Rarely,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Never,Sometimes,Rarely,Rarely,Sometimes,Never,1,2,2,0,No effect
24,I do not use a streaming service.,12,Yes,Yes,Yes,Rock,Yes,No,136,Sometimes,Rarely,Never,Sometimes,Rarely,Rarely,Rarely,Never,Rarely,Never,Very frequently,Very frequently,Rarely,Rarely,Very frequently,Very frequently,7,10,0,8,Improve
21,I do not use a streaming service.,0.5,No,No,No,Pop,No,No,108,Never,Never,Never,Never,Never,Never,Never,Sometimes,Never,Never,Never,Sometimes,Never,Never,Never,Never,10,2,1,10,Worsen
28,I do not use a streaming service.,1,Yes,No,No,Rock,No,No,147,Rarely,Rarely,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Sometimes,Never,Never,Sometimes,Never,2,1,2,2,Improve
23,YouTube Music,3,Yes,No,No,R&B,Yes,Yes,93,Very frequently,Never,Never,Very frequently,Never,Very frequently,Very frequently,Never,Rarely,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Rarely,3,10,0,0,No effect
20,Apple Music,12,No,No,No,Rock,Yes,Yes,98,Never,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Never,Never,Sometimes,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,7,10,2,0,Improve
17,Spotify,4,Yes,Yes,Yes,Metal,No,No,120,Never,Rarely,Very frequently,Never,Never,Never,Rarely,Never,Never,Rarely,Very frequently,Sometimes,Never,Never,Very frequently,Sometimes,4,2,0,0,Improve
19,Spotify,3,Yes,No,No,R&B,No,No,130,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Never,Never,Never,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,4,2,5,3,Improve
18,YouTube Music,4,No,No,No,Folk,Yes,Yes,123,Sometimes,Very frequently,Sometimes,Very frequently,Rarely,Sometimes,Sometimes,Never,Never,Sometimes,Very frequently,Very frequently,Rarely,Rarely,Very frequently,Very frequently,8,6,4,0,Improve
20,Other streaming service,2,Yes,Yes,Yes,Rock,Yes,No,135,Sometimes,Rarely,Never,Rarely,Never,Never,Rarely,Rarely,Never,Never,Never,Very frequently,Never,Never,Very frequently,Sometimes,2,2,0,0,No effect
27,Spotify,3,Yes,No,No,Rock,Yes,Yes,105,Rarely,Never,Very frequently,Rarely,Never,Rarely,Rarely,Never,Never,Very frequently,Very frequently,Rarely,Rarely,Rarely,Very frequently,Very frequently,8,7,9,3,Improve
26,Spotify,1,Yes,No,No,Rock,Yes,Yes,124.0529801,Rarely,Rarely,Sometimes,Sometimes,Never,Never,Never,Never,Rarely,Very frequently,Rarely,Very frequently,Rarely,Rarely,Very frequently,Sometimes,6,1,0,4,No effect
24,Spotify,2,Yes,No,No,Pop,Yes,Yes,115,Never,Never,Never,Never,Never,Sometimes,Rarely,Rarely,Never,Rarely,Never,Very frequently,Very frequently,Sometimes,Rarely,Rarely,6,6,3,6,Improve
20,Spotify,1,Yes,No,No,K pop,Yes,Yes,120,Sometimes,Never,Rarely,Never,Sometimes,Never,Rarely,Very frequently,Never,Sometimes,Never,Very frequently,Sometimes,Never,Rarely,Never,8,7,1,1,No effect
21,YouTube Music,0.5,Yes,No,No,Pop,Yes,Yes,118.9072165,Never,Rarely,Never,Rarely,Never,Rarely,Rarely,Rarely,Never,Sometimes,Never,Very frequently,Rarely,Rarely,Sometimes,Rarely,5,3,4,1,Improve
16,Spotify,2,Yes,No,No,Video game music,No,No,149,Very frequently,Never,Never,Never,Never,Never,Never,Never,Never,Never,Never,Rarely,Never,Rarely,Never,Very frequently,6,2,4,3,Improve
21,Spotify,11,Yes,Yes,Yes,Metal,Yes,Yes,125,Rarely,Rarely,Sometimes,Rarely,Rarely,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Very frequently,Very frequently,Very frequently,5,6,6,0,Improve
27,Spotify,10,Yes,Yes,Yes,Jazz,Yes,Yes,132,Very frequently,Never,Never,Very frequently,Rarely,Rarely,Very frequently,Rarely,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,6,10,8,1,Improve
17,Spotify,5,Yes,Yes,No,Rock,Yes,No,110,Very frequently,Rarely,Rarely,Sometimes,Rarely,Very frequently,Very frequently,Never,Rarely,Very frequently,Sometimes,Sometimes,Very frequently,Very frequently,Very frequently,Sometimes,7,3,9,7,Improve
21,Spotify,1.5,Yes,Yes,No,Classical,Yes,Yes,110,Very frequently,Rarely,Very frequently,Very frequently,Sometimes,Sometimes,Very frequently,Never,Rarely,Sometimes,Rarely,Very frequently,Rarely,Sometimes,Sometimes,Sometimes,4,6,0,0,No effect
17,Spotify,2,Yes,No,No,Folk,Yes,Yes,116,Very frequently,Sometimes,Never,Very frequently,Sometimes,Rarely,Very frequently,Never,Sometimes,Sometimes,Never,Very frequently,Rarely,Never,Sometimes,Rarely,9,4,0,1,Improve
21,Spotify,3,No,No,No,Rap,Yes,Yes,145,Sometimes,Never,Never,Rarely,Never,Very frequently,Never,Never,Never,Sometimes,Rarely,Sometimes,Sometimes,Very frequently,Rarely,Sometimes,9,7,7,5,Improve
17,YouTube Music,2,No,No,Yes,Rock,Yes,No,124.0529801,Sometimes,Sometimes,Sometimes,Very frequently,Rarely,Sometimes,Sometimes,Never,Never,Never,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,Sometimes,5,10,2,7,No effect
36,YouTube Music,3,Yes,No,No,Country,No,Yes,105,Very frequently,Very frequently,Sometimes,Never,Never,Rarely,Never,Very frequently,Sometimes,Never,Never,Rarely,Sometimes,Never,Never,Never,1,0,1,0,Improve
18,Spotify,4,No,No,No,R&B,Yes,Yes,80,Rarely,Never,Rarely,Never,Sometimes,Very frequently,Never,Very frequently,Never,Rarely,Never,Very frequently,Very frequently,Very frequently,Never,Never,8,7,2,6,Improve
18,Spotify,1,No,No,No,K pop,No,Yes,100,Never,Never,Rarely,Never,Never,Very frequently,Never,Very frequently,Never,Sometimes,Never,Sometimes,Sometimes,Rarely,Rarely,Never,5,1,4,0,Improve
18,Apple Music,5,Yes,Yes,No,Latin,Yes,Yes,73,Very frequently,Sometimes,Rarely,Never,Never,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,Never,Very frequently,Sometimes,Rarely,Sometimes,Never,10,6,0,0,Improve
18,Apple Music,2,Yes,No,No,R&B,Yes,No,80,Never,Never,Never,Never,Never,Sometimes,Never,Very frequently,Never,Never,Never,Very frequently,Very frequently,Very frequently,Never,Never,7,5,5,5,Improve
18,Spotify,7,Yes,No,No,Hip hop,Yes,Yes,111.90625,Very frequently,Rarely,Never,Never,Rarely,Very frequently,Very frequently,Rarely,Never,Sometimes,Never,Sometimes,Sometimes,Sometimes,Rarely,Rarely,3,1,0,3,Improve
18,Spotify,2,Yes,No,No,Rap,Yes,Yes,127.1,Rarely,Never,Rarely,Never,Never,Sometimes,Rarely,Rarely,Never,Sometimes,Never,Sometimes,Rarely,Very frequently,Never,Rarely,5,8,7,4,Improve
18,I do not use a streaming service.,1,Yes,No,No,Classical,No,No,120,Sometimes,Sometimes,Rarely,Rarely,Rarely,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Never,Rarely,Rarely,Rarely,Rarely,Rarely,2,0,0,5,No effect
18,I do not use a streaming service.,1,No,Yes,No,Classical,No,No,117,Very frequently,Never,Sometimes,Never,Never,Sometimes,Rarely,Never,Never,Never,Never,Sometimes,Never,Rarely,Never,Rarely,7,0,0,0,No effect
18,Spotify,4,Yes,No,No,R&B,No,No,114.1666667,Never,Rarely,Never,Never,Never,Very frequently,Never,Never,Never,Very frequently,Never,Sometimes,Very frequently,Sometimes,Never,Never,8,0,0,2,No effect
20,Spotify,6,Yes,No,No,R&B,Yes,Yes,89,Rarely,Never,Never,Rarely,Never,Sometimes,Never,Sometimes,Sometimes,Sometimes,Never,Very frequently,Very frequently,Very frequently,Never,Rarely,4,1,1,0,Improve
19,Spotify,3,Yes,No,No,Hip hop,Yes,No,115,Sometimes,Never,Rarely,Never,Never,Very frequently,Rarely,Rarely,Never,Sometimes,Never,Very frequently,Very frequently,Very frequently,Never,Rarely,3,8,0,2,Improve
17,Spotify,4,Yes,No,No,Hip hop,Yes,No,144,Sometimes,Never,Never,Never,Never,Very frequently,Never,Never,Never,Very frequently,Never,Sometimes,Never,Very frequently,Never,Never,7,0,2,2,Improve
23,Spotify,4,Yes,No,No,Video game music,Yes,Yes,105,Rarely,Rarely,Very frequently,Rarely,Rarely,Rarely,Rarely,Rarely,Never,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,Sometimes,Very frequently,10,8,10,0,Improve
18,YouTube Music,1,Yes,Yes,Yes,Pop,Yes,No,114,Never,Rarely,Never,Sometimes,Rarely,Rarely,Never,Sometimes,Never,Sometimes,Never,Very frequently,Rarely,Sometimes,Sometimes,Never,7,1,1,1,Improve
19,Spotify,2,Yes,Yes,No,Pop,Yes,Yes,145,Rarely,Never,Sometimes,Never,Never,Never,Never,Sometimes,Never,Never,Rarely,Very frequently,Never,Rarely,Sometimes,Sometimes,5,9,1,7,No effect
20,Spotify,5,Yes,Yes,Yes,R&B,Yes,Yes,128,Very frequently,Sometimes,Never,Sometimes,Never,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,Never,Very frequently,Very frequently,Very frequently,Very frequently,Sometimes,10,6,3,8,Improve
16,Spotify,3,No,Yes,No,Rock,Yes,Yes,90,Rarely,Never,Never,Rarely,Never,Sometimes,Sometimes,Never,Sometimes,Never,Never,Never,Sometimes,Sometimes,Very frequently,Never,7,3.5,3.5,5.5,Improve
17,Spotify,4,Yes,Yes,Yes,Country,Yes,Yes,110,Sometimes,Very frequently,Never,Never,Never,Rarely,Sometimes,Very frequently,Rarely,Sometimes,Never,Very frequently,Rarely,Rarely,Sometimes,Never,2,0,0,2,Improve
16,Spotify,9,Yes,No,No,Metal,No,Yes,130,Rarely,Never,Never,Rarely,Never,Never,Never,Rarely,Rarely,Never,Very frequently,Sometimes,Rarely,Rarely,Very frequently,Never,10,10,10,8,Improve
20,YouTube Music,1,Yes,No,No,Pop,No,Yes,118.9072165,Sometimes,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Never,Never,Rarely,Rarely,Very frequently,Rarely,Sometimes,Rarely,Very frequently,8,9,6,5,Worsen
30,YouTube Music,1,Yes,Yes,No,Rock,Yes,Yes,115,Sometimes,Rarely,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Never,Sometimes,Sometimes,Very frequently,Rarely,Rarely,Very frequently,Sometimes,9,7,8,4,Improve
37,Spotify,2,Yes,No,No,Folk,Yes,No,186,Sometimes,Sometimes,Never,Sometimes,Never,Rarely,Sometimes,Never,Never,Never,Rarely,Sometimes,Rarely,Rarely,Sometimes,Sometimes,6,4,5,0,Improve
44,YouTube Music,1.5,No,No,No,Folk,No,No,99,Rarely,Very frequently,Never,Very frequently,Rarely,Sometimes,Never,Never,Never,Never,Never,Rarely,Rarely,Sometimes,Sometimes,Never,8,5,9,4,Improve
21,Spotify,2,Yes,Yes,No,Metal,Yes,Yes,150,Never,Rarely,Rarely,Never,Never,Never,Never,Never,Never,Never,Very frequently,Rarely,Never,Sometimes,Very frequently,Rarely,3,7,0,0,Improve
19,Spotify,4,Yes,Yes,No,Pop,Yes,No,149,Sometimes,Sometimes,Never,Rarely,Never,Never,Never,Never,Never,Sometimes,Never,Very frequently,Never,Never,Never,Never,9,1,0,9,Improve
23,Spotify,1,Yes,Yes,No,Rock,Yes,Yes,124.0529801,Rarely,Rarely,Sometimes,Sometimes,Never,Sometimes,Rarely,Rarely,Never,Sometimes,Sometimes,Very frequently,Sometimes,Sometimes,Very frequently,Very frequently,8,6,1,4,Improve
26,Spotify,1,No,No,No,Country,Yes,No,120,Sometimes,Very frequently,Sometimes,Rarely,Never,Rarely,Never,Never,Never,Never,Rarely,Sometimes,Never,Never,Sometimes,Rarely,4,1,1,6,Improve
18,Spotify,3,Yes,No,No,Video game music,Yes,Yes,140,Sometimes,Never,Never,Never,Never,Rarely,Sometimes,Never,Never,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Very frequently,6,5,3,1,No effect
35,Spotify,4,Yes,Yes,Yes,Hip hop,Yes,No,90,Sometimes,Rarely,Rarely,Sometimes,Never,Very frequently,Very frequently,Never,Sometimes,Very frequently,Rarely,Very frequently,Very frequently,Very frequently,Sometimes,Very frequently,7,8,6,5,Improve
16,Spotify,8,Yes,Yes,Yes,Rock,Yes,No,120,Very frequently,Never,Rarely,Sometimes,Never,Never,Rarely,Rarely,Rarely,Rarely,Rarely,Sometimes,Rarely,Never,Very frequently,Sometimes,8,9,5,10,Improve
23,I do not use a streaming service.,3,Yes,No,No,Rock,No,No,124.0529801,Never,Never,Never,Rarely,Never,Never,Sometimes,Never,Never,Rarely,Never,Sometimes,Rarely,Never,Very frequently,Never,10,5,2,0,Improve
17,YouTube Music,8,Yes,No,No,Pop,Yes,Yes,95,Rarely,Never,Very frequently,Never,Never,Sometimes,Rarely,Never,Never,Very frequently,Never,Very frequently,Never,Rarely,Rarely,Very frequently,5,2,4,7,No effect
29,Apple Music,1,No,No,No,Country,Yes,No,163,Sometimes,Very frequently,Never,Sometimes,Sometimes,Sometimes,Rarely,Never,Rarely,Never,Rarely,Sometimes,Rarely,Rarely,Very frequently,Never,9,3,2,0,No effect
21,Spotify,4,Yes,Yes,Yes,Pop,No,No,97,Rarely,Sometimes,Never,Sometimes,Sometimes,Rarely,Sometimes,Never,Never,Never,Never,Sometimes,Sometimes,Rarely,Sometimes,Never,4,6,3,4,Improve
17,Spotify,1,No,No,No,Metal,Yes,Yes,137,Sometimes,Never,Never,Rarely,Never,Rarely,Rarely,Rarely,Sometimes,Rarely,Very frequently,Sometimes,Never,Rarely,Very frequently,Rarely,9,8,4,0,Improve
23,Spotify,2,No,No,No,Rock,Yes,Yes,124.0529801,Rarely,Never,Rarely,Rarely,Never,Sometimes,Never,Rarely,Rarely,Rarely,Very frequently,Sometimes,Sometimes,Sometimes,Very frequently,Never,5,7,10,2,No effect
17,Spotify,1,Yes,Yes,No,Metal,Yes,Yes,70,Rarely,Never,Rarely,Sometimes,Never,Never,Never,Never,Very frequently,Very frequently,Very frequently,Sometimes,Never,Never,Very frequently,Very frequently,8,3,9,2,No effect
22,Spotify,3,Yes,No,No,Video game music,Yes,Yes,150,Rarely,Rarely,Sometimes,Sometimes,Never,Rarely,Sometimes,Rarely,Rarely,Rarely,Sometimes,Very frequently,Rarely,Rarely,Sometimes,Very frequently,10,10,6,8,Improve
17,Spotify,5,Yes,No,No,Hip hop,Yes,No,168,Rarely,Sometimes,Very frequently,Never,Sometimes,Very frequently,Never,Sometimes,Never,Sometimes,Rarely,Very frequently,Very frequently,Very frequently,Rarely,Rarely,7,7,5,5,Improve
19,Spotify,5,Yes,Yes,No,Pop,Yes,Yes,163,Very frequently,Sometimes,Rarely,Never,Rarely,Rarely,Rarely,Very frequently,Sometimes,Very frequently,Rarely,Very frequently,Rarely,Rarely,Sometimes,Rarely,10,8,1,0,Improve
19,Spotify,4,Yes,No,No,Pop,Yes,Yes,140,Sometimes,Rarely,Sometimes,Never,Never,Sometimes,Sometimes,Rarely,Rarely,Sometimes,Sometimes,Very frequently,Sometimes,Sometimes,Sometimes,Sometimes,8,6,2,0,Improve
16,Spotify,6,Yes,No,No,Pop,Yes,Yes,105,Rarely,Rarely,Sometimes,Rarely,Never,Very frequently,Sometimes,Very frequently,Very frequently,Rarely,Never,Very frequently,Very frequently,Very frequently,Never,Never,10,7,6,10,Improve
19,Spotify,6,Yes,No,No,Pop,Yes,Yes,78,Rarely,Rarely,Rarely,Never,Never,Sometimes,Sometimes,Sometimes,Rarely,Sometimes,Never,Very frequently,Rarely,Rarely,Rarely,Sometimes,6,6,8,0,Improve
13,Spotify,1,Yes,No,No,Video game music,Yes,No,128,Rarely,Sometimes,Never,Rarely,Never,Very frequently,Rarely,Rarely,Rarely,Very frequently,Very frequently,Very frequently,Never,Sometimes,Sometimes,Very frequently,10,10,8,4,Worsen
18,Apple Music,18,Yes,No,No,EDM,Yes,No,90,Sometimes,Rarely,Very frequently,Never,Rarely,Sometimes,Sometimes,Never,Never,Sometimes,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Sometimes,9,8,5,10,Improve
26,YouTube Music,1,Yes,No,No,Metal,Yes,Yes,136,Sometimes,Rarely,Sometimes,Very frequently,Never,Never,Rarely,Never,Never,Rarely,Very frequently,Rarely,Never,Never,Never,Rarely,0,0,0,0,No effect
14,Other streaming service,7,Yes,Yes,No,Country,Yes,No,108,Rarely,Very frequently,Sometimes,Sometimes,Very frequently,Sometimes,Never,Never,Never,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Very frequently,Rarely,7,3,1,2,Improve
21,I do not use a streaming service.,0.5,No,No,No,Pop,Yes,No,95,Never,Rarely,Sometimes,Never,Never,Sometimes,Rarely,Sometimes,Never,Very frequently,Never,Very frequently,Sometimes,Sometimes,Very frequently,Never,6,2,2,0,Improve
21,Spotify,2,Yes,No,No,R&B,Yes,Yes,147,Sometimes,Never,Sometimes,Rarely,Never,Never,Sometimes,Very frequently,Never,Sometimes,Rarely,Sometimes,Very frequently,Sometimes,Sometimes,Sometimes,7,6,4,6,Improve
17,Spotify,2,Yes,Yes,No,Rock,Yes,Yes,120,Very frequently,Rarely,Never,Sometimes,Never,Sometimes,Rarely,Never,Sometimes,Rarely,Rarely,Very frequently,Never,Rarely,Very frequently,Never,7,6,0,9,Improve
18,Spotify,1,Yes,Yes,No,Pop,Yes,Yes,160,Rarely,Rarely,Never,Never,Never,Never,Rarely,Never,Never,Rarely,Never,Very frequently,Never,Never,Sometimes,Sometimes,3,2,2,5,Improve
19,Other streaming service,6,Yes,No,Yes,Rap,Yes,No,120,Rarely,Sometimes,Sometimes,Rarely,Rarely,Very frequently,Rarely,Rarely,Rarely,Sometimes,Rarely,Sometimes,Sometimes,Sometimes,Rarely,Rarely,2,2,2,2,Improve
19,Spotify,5,Yes,Yes,No,Classical,No,No,170,Very frequently,Never,Never,Never,Never,Never,Rarely,Never,Never,Never,Never,Never,Never,Never,Never,Sometimes,2,3,2,1,Improve
29,YouTube Music,2,Yes,No,No,Hip hop,Yes,Yes,98,Sometimes,Rarely,Very frequently,Sometimes,Rarely,Very frequently,Very frequently,Sometimes,Never,Rarely,Never,Sometimes,Very frequently,Very frequently,Very frequently,Rarely,2,2,2,5,Improve