Clustering of Songs into Dynamic Playlists using Spotify User Data¶

This notebook is one of our assignments in Sabanci University, Data Analytics master program, 2022. Although the playlist used here belongs to me, this notebook was created by the contributions of all the team members below. However, first light on it was shed by my dear friend Alper Aydin a few years ago. I'd like to thank them all.

Project Team:

Atacan Karindas - atacan.karindas@sabanciuniv.edu
Emre Sarac - emresarac@sabanciuniv.edu
Volkan Yurtseven - volkan.yurtseven@sabanciuniv.edu

Business Need¶

Spotify introduced the Daily Mixes in 2016 to recommend known and new songs to its users based on their listening habits.

As Spotify playlists are one of the most valuable features, these dynamic albums were an instant hit.

However, Spotify still has one issue to deal with - organizing liked songs that are not in a playlist.

If you've used Spotify to save like a song (which adds a tag to the song but does not add it to a playlist, the song usually disappears in a huge list of other liked songs that may be completely irrelevant to it.

So what if we could make the user generated playlists dynamic as well? Find which playlist the liked song would fit best and offer the user the opportunity to do it directly to the right playlist?

Hypothesis

We believe, by looking at the different properties of songs, we can create clusters that can group songs that are similar.

Then, we can create a classification model that will help us determine which playlist it would fit best and assign the song to the relevant playlist.

A successful implementation of this approach would automate some tedious tasks for Spotify's users and create a distinct advantage over its competitors.

ML in concise¶

NOTE:Those who are acquainted with ML may skip this part

To keep the notebook short, I'll refer to you a post written by me, which is in Turkish. If you are not Turkish, feel free to check any other links below:

Spotify API¶

https://spotipy.readthedocs.io/en/latest/

https://developer.spotify.com/web-api/

https://medium.com/@samlupton/spotipy-get-features-from-your-favourite-songs-in-python-6d71f0172df0

In [ ]:

# !pip install spotipy
# !pip install forbiddenfruit-->for the extension methods to be able to work
# !pip install pandas_flavor-->for the extension methods to be able to work

Import Libraries¶

In [ ]:

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from spotify_external import *

import spotipy
#import spotipy.oauth2 as oauth2
from spotipy.oauth2 import SpotifyClientCredentials
import spotipy.util as util

In [ ]:

from IPython.core.interactiveshell import InteractiveShell
InteractiveShell.ast_node_interactivity = 'all'

In [ ]:

pd.set_option('display.max_rows',None)  
pd.set_option('display.min_rows',None) 

NOTE: If you want to run the notebook, please now jump to "Reading data" section.

Using API to get the data¶

Set Credentials¶

In [ ]:

from getpass import getpass
client_id =  getpass("client id: ")
client_secret = getpass("client secret: ")
usr='11133966425'

client id: ········
client secret: ········

In [ ]:

#Method2 for playlists. note the scope parameter, #you'll be addressed your redirection uri, copy and paste the link
#user-library-read, playlist-read-private, playlist-modify-private. find others at #https://developer.spotify.com/documentation/general/guides/scopes/
def getToken(scope):    
    token = util.prompt_for_user_token(username=usr,
                               scope=scope, 
                               client_id=client_id,
                               client_secret=client_secret,
                               redirect_uri='http://www.volkanyurtseven.com')
    return token

spm = spotipy.Spotify(auth=getToken('playlist-modify-private')) #handling playlists
sp = spotipy.Spotify(auth=getToken('user-library-read')) #reading from library

Enter the URL you were redirected to: http://www.volkanyurtseven.com/?code=AQDQgRSRpVImIxEoDFU08V7qtyACw3sUkdda1AYBo_wcEx8P56FA916UP7ka8EmJKp7bF462FPJa4TDOGLsX2XPp0nrdm0JekY00EcQQ2a1xG3KsbNx1HFUNeR5SI_jDnAtSQWB4QGo_wFl-HnHU9wHwsrA8nDWUgaCf8xT2Y2Ej4f0rv73sh2hmH9SniupGIzURDEoNZr2v2vQ
Enter the URL you were redirected to: http://www.volkanyurtseven.com/?code=AQCaSNRDEbUCcDPnfBoAsvhqwFlGvX-f9wgtcqyj_ZN0qWoOEK7VCwyYsnd3I6oCMvhhXFX4XV4Y6nufxrhXOVprSYnn2oUOlXhgq9dTYxhqKd3glBE0HI2I6naDRBd9kJVIpu9fPlCbSpo3IxkRlzZ96v1SjzmdTfCsLTovTQUEqgMZZ5AO0tmK_CbccOuNPwMxs34

Getting to know the API¶

In [ ]:

sp.current_user()

Out[ ]:

{'display_name': 'Volkan Yurtseven',
 'external_urls': {'spotify': 'https://open.spotify.com/user/11133966425'},
 'followers': {'href': None, 'total': 11},
 'href': 'https://api.spotify.com/v1/users/11133966425',
 'id': '11133966425',
 'images': [{'height': None,
   'url': 'https://scontent-ams4-1.xx.fbcdn.net/v/t31.18172-1/14409451_10154502155559424_5907727609507222216_o.jpg?stp=dst-jpg_p320x320&_nc_cat=105&ccb=1-7&_nc_sid=0c64ff&_nc_ohc=s_kKjANLgQsAX_89Ms_&_nc_ht=scontent-ams4-1.xx&edm=AP4hL3IEAAAA&oh=00_AT9KWYMe1TTEQFD7tK4lNnP_QrZN2xHKbDXzb7ZESZCrFw&oe=631B1152',
   'width': None}],
 'type': 'user',
 'uri': 'spotify:user:11133966425'}

Spotify's User REST API response is a JSON object that returns information about both the connection and the user.

Data is wrapped in an object list, with each JSON object containing data about user's activities.

In [ ]:

#if we are interested in playlists
pls=sp.current_user_playlists() #returns a dictionary
pls.keys()

Out[ ]:

dict_keys(['href', 'items', 'limit', 'next', 'offset', 'previous', 'total'])

In [ ]:

[x["name"] for x in pls["items"]]

Out[ ]:

['Özgün coşku',
 'Özgün soft',
 'Chillout - Old Classic',
 'Chillout - Instrumental',
 'Chillout - MorningCoffee',
 'Chillout - New Age',
 'Slow pure',
 'Slowish PopRock',
 'Vivid - Classic',
 'Vivid- Instrumental',
 'Vivid- RapHiphop',
 'Vivid - Soft',
 'TürküDeyiş']

In [ ]:

#looking the contents of all these keys, we see that what we need is "items" key
pls["items"][0]

Out[ ]:

{'collaborative': False,
 'description': '',
 'external_urls': {'spotify': 'https://open.spotify.com/playlist/0Ya2oRSIpdA8PRraUqzE5a'},
 'href': 'https://api.spotify.com/v1/playlists/0Ya2oRSIpdA8PRraUqzE5a',
 'id': '0Ya2oRSIpdA8PRraUqzE5a',
 'images': [{'height': 640,
   'url': 'https://mosaic.scdn.co/640/ab67616d0000b27347eeef512120db38f71c18b7ab67616d0000b2735791834cd47fc807d114b778ab67616d0000b2737be3f9174b5aae6c224abdf4ab67616d0000b273d39016a5a111d5897f72f666',
   'width': 640},
  {'height': 300,
   'url': 'https://mosaic.scdn.co/300/ab67616d0000b27347eeef512120db38f71c18b7ab67616d0000b2735791834cd47fc807d114b778ab67616d0000b2737be3f9174b5aae6c224abdf4ab67616d0000b273d39016a5a111d5897f72f666',
   'width': 300},
  {'height': 60,
   'url': 'https://mosaic.scdn.co/60/ab67616d0000b27347eeef512120db38f71c18b7ab67616d0000b2735791834cd47fc807d114b778ab67616d0000b2737be3f9174b5aae6c224abdf4ab67616d0000b273d39016a5a111d5897f72f666',
   'width': 60}],
 'name': 'Özgün coşku',
 'owner': {'display_name': 'Volkan Yurtseven',
  'external_urls': {'spotify': 'https://open.spotify.com/user/11133966425'},
  'href': 'https://api.spotify.com/v1/users/11133966425',
  'id': '11133966425',
  'type': 'user',
  'uri': 'spotify:user:11133966425'},
 'primary_color': None,
 'public': True,
 'snapshot_id': 'MTksYWMyZWM4MGJmMTgzMGM4Yjc1NDc3MGNhYWI0NWJjZTYxMjk0NGJkNQ==',
 'tracks': {'href': 'https://api.spotify.com/v1/playlists/0Ya2oRSIpdA8PRraUqzE5a/tracks',
  'total': 16},
 'type': 'playlist',
 'uri': 'spotify:playlist:0Ya2oRSIpdA8PRraUqzE5a'}

In [ ]:

#if we are interested in liked songs
st=sp.current_user_saved_tracks()
st["items"][0]

Out[ ]:

{'added_at': '2022-07-06T05:23:20Z',
 'track': {'album': {'album_type': 'single',
   'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4FcZfItjVIsfO9TynErl7X'},
     'href': 'https://api.spotify.com/v1/artists/4FcZfItjVIsfO9TynErl7X',
     'id': '4FcZfItjVIsfO9TynErl7X',
     'name': 'Jubël',
     'type': 'artist',
     'uri': 'spotify:artist:4FcZfItjVIsfO9TynErl7X'},
    {'external_urls': {'spotify': 'https://open.spotify.com/artist/71Dhj822M1LGpuryPIV2KO'},
     'href': 'https://api.spotify.com/v1/artists/71Dhj822M1LGpuryPIV2KO',
     'id': '71Dhj822M1LGpuryPIV2KO',
     'name': 'NEIMY',
     'type': 'artist',
     'uri': 'spotify:artist:71Dhj822M1LGpuryPIV2KO'}],
   'available_markets': ['AD',
    'AE',
    'AG',
    'AL',
    'AM',
    'AO',
    'AR',
    'AT',
    'AZ',
    'BA',
    'BB',
    'BD',
    'BE',
    'BF',
    'BG',
    'BH',
    'BI',
    'BJ',
    'BN',
    'BO',
    'BR',
    'BS',
    'BT',
    'BW',
    'BY',
    'BZ',
    'CA',
    'CD',
    'CG',
    'CH',
    'CI',
    'CL',
    'CM',
    'CO',
    'CR',
    'CV',
    'CW',
    'CY',
    'CZ',
    'DE',
    'DJ',
    'DK',
    'DM',
    'DO',
    'DZ',
    'EC',
    'EE',
    'EG',
    'ES',
    'FI',
    'FJ',
    'FM',
    'FR',
    'GA',
    'GD',
    'GE',
    'GH',
    'GM',
    'GN',
    'GQ',
    'GR',
    'GT',
    'GW',
    'GY',
    'HK',
    'HN',
    'HR',
    'HT',
    'HU',
    'ID',
    'IL',
    'IN',
    'IQ',
    'IS',
    'IT',
    'JM',
    'JO',
    'JP',
    'KE',
    'KG',
    'KH',
    'KI',
    'KM',
    'KN',
    'KR',
    'KW',
    'KZ',
    'LA',
    'LB',
    'LC',
    'LI',
    'LK',
    'LR',
    'LS',
    'LT',
    'LU',
    'LV',
    'LY',
    'MA',
    'MC',
    'MD',
    'ME',
    'MG',
    'MH',
    'MK',
    'ML',
    'MN',
    'MO',
    'MR',
    'MT',
    'MU',
    'MV',
    'MW',
    'MX',
    'MY',
    'MZ',
    'NA',
    'NE',
    'NG',
    'NI',
    'NL',
    'NO',
    'NP',
    'NR',
    'OM',
    'PA',
    'PE',
    'PG',
    'PH',
    'PK',
    'PL',
    'PS',
    'PT',
    'PW',
    'PY',
    'QA',
    'RO',
    'RS',
    'RW',
    'SA',
    'SB',
    'SC',
    'SG',
    'SI',
    'SK',
    'SL',
    'SM',
    'SN',
    'SR',
    'ST',
    'SV',
    'SZ',
    'TD',
    'TG',
    'TH',
    'TJ',
    'TL',
    'TN',
    'TO',
    'TR',
    'TT',
    'TV',
    'TW',
    'TZ',
    'UA',
    'UG',
    'US',
    'UY',
    'UZ',
    'VC',
    'VE',
    'VN',
    'VU',
    'WS',
    'XK',
    'ZA',
    'ZM',
    'ZW'],
   'external_urls': {'spotify': 'https://open.spotify.com/album/577x4v0DO2oQcymLzdAyQ8'},
   'href': 'https://api.spotify.com/v1/albums/577x4v0DO2oQcymLzdAyQ8',
   'id': '577x4v0DO2oQcymLzdAyQ8',
   'images': [{'height': 640,
     'url': 'https://i.scdn.co/image/ab67616d0000b2736db52dfa1ca09784ab0bd6e1',
     'width': 640},
    {'height': 300,
     'url': 'https://i.scdn.co/image/ab67616d00001e026db52dfa1ca09784ab0bd6e1',
     'width': 300},
    {'height': 64,
     'url': 'https://i.scdn.co/image/ab67616d000048516db52dfa1ca09784ab0bd6e1',
     'width': 64}],
   'name': 'Dancing In The Moonlight (feat. NEIMY)',
   'release_date': '2018-06-22',
   'release_date_precision': 'day',
   'total_tracks': 1,
   'type': 'album',
   'uri': 'spotify:album:577x4v0DO2oQcymLzdAyQ8'},
  'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4FcZfItjVIsfO9TynErl7X'},
    'href': 'https://api.spotify.com/v1/artists/4FcZfItjVIsfO9TynErl7X',
    'id': '4FcZfItjVIsfO9TynErl7X',
    'name': 'Jubël',
    'type': 'artist',
    'uri': 'spotify:artist:4FcZfItjVIsfO9TynErl7X'},
   {'external_urls': {'spotify': 'https://open.spotify.com/artist/71Dhj822M1LGpuryPIV2KO'},
    'href': 'https://api.spotify.com/v1/artists/71Dhj822M1LGpuryPIV2KO',
    'id': '71Dhj822M1LGpuryPIV2KO',
    'name': 'NEIMY',
    'type': 'artist',
    'uri': 'spotify:artist:71Dhj822M1LGpuryPIV2KO'}],
  'available_markets': ['AD',
   'AE',
   'AG',
   'AL',
   'AM',
   'AO',
   'AR',
   'AT',
   'AZ',
   'BA',
   'BB',
   'BD',
   'BE',
   'BF',
   'BG',
   'BH',
   'BI',
   'BJ',
   'BN',
   'BO',
   'BR',
   'BS',
   'BT',
   'BW',
   'BY',
   'BZ',
   'CA',
   'CD',
   'CG',
   'CH',
   'CI',
   'CL',
   'CM',
   'CO',
   'CR',
   'CV',
   'CW',
   'CY',
   'CZ',
   'DE',
   'DJ',
   'DK',
   'DM',
   'DO',
   'DZ',
   'EC',
   'EE',
   'EG',
   'ES',
   'FI',
   'FJ',
   'FM',
   'FR',
   'GA',
   'GD',
   'GE',
   'GH',
   'GM',
   'GN',
   'GQ',
   'GR',
   'GT',
   'GW',
   'GY',
   'HK',
   'HN',
   'HR',
   'HT',
   'HU',
   'ID',
   'IL',
   'IN',
   'IQ',
   'IS',
   'IT',
   'JM',
   'JO',
   'JP',
   'KE',
   'KG',
   'KH',
   'KI',
   'KM',
   'KN',
   'KR',
   'KW',
   'KZ',
   'LA',
   'LB',
   'LC',
   'LI',
   'LK',
   'LR',
   'LS',
   'LT',
   'LU',
   'LV',
   'LY',
   'MA',
   'MC',
   'MD',
   'ME',
   'MG',
   'MH',
   'MK',
   'ML',
   'MN',
   'MO',
   'MR',
   'MT',
   'MU',
   'MV',
   'MW',
   'MX',
   'MY',
   'MZ',
   'NA',
   'NE',
   'NG',
   'NI',
   'NL',
   'NO',
   'NP',
   'NR',
   'OM',
   'PA',
   'PE',
   'PG',
   'PH',
   'PK',
   'PL',
   'PS',
   'PT',
   'PW',
   'PY',
   'QA',
   'RO',
   'RS',
   'RW',
   'SA',
   'SB',
   'SC',
   'SG',
   'SI',
   'SK',
   'SL',
   'SM',
   'SN',
   'SR',
   'ST',
   'SV',
   'SZ',
   'TD',
   'TG',
   'TH',
   'TJ',
   'TL',
   'TN',
   'TO',
   'TR',
   'TT',
   'TV',
   'TW',
   'TZ',
   'UA',
   'UG',
   'US',
   'UY',
   'UZ',
   'VC',
   'VE',
   'VN',
   'VU',
   'WS',
   'XK',
   'ZA',
   'ZM',
   'ZW'],
  'disc_number': 1,
  'duration_ms': 164009,
  'explicit': False,
  'external_ids': {'isrc': 'UK8E21801201'},
  'external_urls': {'spotify': 'https://open.spotify.com/track/4GSDkZt7GcmzBWmsMcpaVO'},
  'href': 'https://api.spotify.com/v1/tracks/4GSDkZt7GcmzBWmsMcpaVO',
  'id': '4GSDkZt7GcmzBWmsMcpaVO',
  'is_local': False,
  'name': 'Dancing In The Moonlight (feat. NEIMY)',
  'popularity': 76,
  'preview_url': 'https://p.scdn.co/mp3-preview/9bee18ad9595fc18fdb01d90b621d3e786332b8e?cid=8a5b454814e848dd8cae774d36a56926',
  'track_number': 1,
  'type': 'track',
  'uri': 'spotify:track:4GSDkZt7GcmzBWmsMcpaVO'}}

In [ ]:

#Collecting the list of likes songs
#Trace errors can be disregarded
likedsongs=[]
for i in range(15):  #14 is enough, because i know i have just about 650 songs  
    temp=sp.current_user_saved_tracks(limit=50,offset=i*50) #we have to loop through as it returns max 50 songs at each run
    likedsongs.extend((x["track"]["id"],x["track"]["name"],x["track"]["artists"][0]["name"]) for x in temp["items"])
likedsongs[0]
len(likedsongs)

Out[ ]:

('4GSDkZt7GcmzBWmsMcpaVO', 'Dancing In The Moonlight (feat. NEIMY)', 'Jubël')

Out[ ]:

Getting Tracks of a Playlist¶

Moving forward, we'll create the following function to creates a list of liked songs.

In [ ]:

def GetSongsInPlaylist(username):
    pls = sp.user_playlists(username)
    pl_items=pls["items"]
    playlists=[]
    songlist=[]
    for item in pl_items:
        if item["owner"]["id"]==usr:
            playlists.append(item['id'])
    
    for pli in playlists:        
        pl=sp.user_playlist(username,pli)
        songs=pl["tracks"]['items']
        for i in range(len(songs)):
            song=songs[i]['track']
            if song["id"] not in [x for x,y in songlist]: #control for duplicates. we're simply getting the first playlist
                songlist.append((song["id"],pl["name"]))
    
    return songlist

In [ ]:

#disregard the error
playlistsongs=GetSongsInPlaylist(usr)
playlistsongs[0]
len(playlistsongs)

Out[ ]:

('1tLORE7MX4xLeh5KG3ACw0', 'Özgün coşku')

Out[ ]:

Let's find the songs that are in the library but not added to playlists and vice versa:

In [ ]:

plss=[s for s,_ in playlistsongs]
ls=[s for s,_,_2 in likedsongs]
diff1=set(ls).difference(set(plss))
len(diff1)

Out[ ]:

In [ ]:

diff2=set(plss).difference(set(ls))
len(diff2)

Out[ ]:

We'll cross-append the missing songs later.

Getting the attributes of songs¶

In [ ]:

sp.audio_features(["2c0zRRIEPc6euLBiWzEW6O"])

Out[ ]:

[{'danceability': 0.563,
  'energy': 0.0026,
  'key': 2,
  'loudness': -32.693,
  'mode': 0,
  'speechiness': 0.372,
  'acousticness': 0.993,
  'instrumentalness': 0.973,
  'liveness': 0.0695,
  'valence': 0.0504,
  'tempo': 96.809,
  'type': 'audio_features',
  'id': '2c0zRRIEPc6euLBiWzEW6O',
  'uri': 'spotify:track:2c0zRRIEPc6euLBiWzEW6O',
  'track_href': 'https://api.spotify.com/v1/tracks/2c0zRRIEPc6euLBiWzEW6O',
  'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2c0zRRIEPc6euLBiWzEW6O',
  'duration_ms': 182693,
  'time_signature': 4}]

In [ ]:

#combining songs with their attributes
df_songs=pd.DataFrame(likedsongs,columns=["id","SongName","Artist"])
df_pls=pd.DataFrame(playlistsongs,columns=["id","playlist"]).drop_duplicates()
list_=[sp.audio_features(s)[0] for s in ls]
df_attr=pd.DataFrame(list_) 
finalDf=pd.concat([df_attr,df_songs.drop("id",axis=1)],axis=1)
finalDf=finalDf.merge(df_pls,on="id",how="left")
finalDf.drop(["analysis_url","track_href","uri","type","duration_ms"],inplace=True,axis=1) #remove unnecessary features
finalDf.sample(5) #let's see any 5 tracks

Out[ ]:

	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	id	time_signature	SongName	Artist	playlist
193	0.658	0.2460	11	-13.133	0	0.0297	0.673	0.000001	0.1130	0.2670	110.057	5tqjXqatzjb25QqXgKirzy	4	It's a Sin	James Farrelli	NaN
198	0.649	0.8440	2	-5.349	0	0.0688	0.482	0.000307	0.1600	0.9280	165.951	0xNW1WrxJP3USOL2r0gqHE	4	Mod	Mustafa Sandal	NaN
159	0.346	0.0098	1	-32.212	1	0.0438	0.990	0.909000	0.0746	0.0394	119.992	0IlmPZGIQb1j1eOV0q3RZ9	3	Nocturnes, Op. 9: No. 1 in B-Flat Minor	Frédéric Chopin	NaN
570	0.734	0.4430	7	-10.873	1	0.0270	0.657	0.000001	0.2510	0.5520	118.021	5h3B2E7tSVOSkvfwp5JxhX	3	Beni Al	Pinhani	Slowish PopRock
33	0.433	0.5640	9	-8.917	0	0.0405	0.713	0.275000	0.1170	0.8550	192.073	01Q55Xv60Gr56abx5ad5vK	3	La valse d'Amélie	Yann Tiersen	NaN

In [ ]:

finalDf["Artist-Song"]=finalDf.Artist+"-"+finalDf.SongName
finalDf.set_index("Artist-Song",inplace=True)
finalDf.drop(["Artist","SongName"],axis=1,inplace=True)

In [ ]:

finalDf.head()

Out[ ]:

	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	id	time_signature	playlist
Artist-Song
Jubël-Dancing In The Moonlight (feat. NEIMY)	0.659	0.615	11	-5.865	0	0.0644	0.270	0.000000	0.187	0.193	119.843	4GSDkZt7GcmzBWmsMcpaVO	4	NaN
Camila Cabello-Bam Bam (feat. Ed Sheeran)	0.756	0.697	8	-6.377	1	0.0401	0.182	0.000000	0.333	0.956	94.996	3lDSWvR0FXWGXo7mhDUs3v	4	NaN
Sia-1+1	0.862	0.641	0	-4.109	1	0.0442	0.120	0.000010	0.336	0.674	109.998	71Taskl2O73XfpQtJciJCD	4	NaN
Jabbar-Aldatıldık	0.767	0.658	9	-8.873	0	0.0557	0.511	0.002700	0.108	0.713	95.001	5E1gxNXvUGvpvUECz54xXm	4	NaN
Sia-Unstoppable	0.468	0.779	9	-4.839	1	0.0779	0.112	0.000373	0.101	0.260	173.799	1yvMUkIOTeUNtNWlWRgANS	4	NaN

Normally, we could have used the finalDf from here on, but in case you want to run the notebook, we decided to export the data, so you can read it and continue from following section.

In [ ]:

finalDf.to_csv("volkans_liked_songs.csv")

Reading data¶

In [ ]:

songs=pd.read_csv("volkans_liked_songs.csv")
songs.set_index("Artist-Song",inplace=True)
songs.head()

Out[ ]:

	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	id	time_signature	playlist
Artist-Song
Jubël-Dancing In The Moonlight (feat. NEIMY)	0.659	0.615	11	-5.865	0	0.0644	0.270	0.000000	0.187	0.193	119.843	4GSDkZt7GcmzBWmsMcpaVO	4	NaN
Camila Cabello-Bam Bam (feat. Ed Sheeran)	0.756	0.697	8	-6.377	1	0.0401	0.182	0.000000	0.333	0.956	94.996	3lDSWvR0FXWGXo7mhDUs3v	4	NaN
Sia-1+1	0.862	0.641	0	-4.109	1	0.0442	0.120	0.000010	0.336	0.674	109.998	71Taskl2O73XfpQtJciJCD	4	NaN
Jabbar-Aldatıldık	0.767	0.658	9	-8.873	0	0.0557	0.511	0.002700	0.108	0.713	95.001	5E1gxNXvUGvpvUECz54xXm	4	NaN
Sia-Unstoppable	0.468	0.779	9	-4.839	1	0.0779	0.112	0.000373	0.101	0.260	173.799	1yvMUkIOTeUNtNWlWRgANS	4	NaN

EDA(Exploratory Data Analysis)¶

We'll begin by discovering the properties of our Spotify data and gain insight into how we can build our ML models.

Discovering patterns, correlations and better understanding how song properties relate to listener behaviour will be the critical goal of this chapter.

General idea about data¶

We will be transforming the original data troughout the EDA process.

We'll also save a copy of the original data for later use.

In [ ]:

df=songs.copy()

In [ ]:

len(df)

Out[ ]:

In [ ]:

#Removing duplicates
dupidx=pd.RangeIndex(len(df))[df.index.isin(df[df.index.duplicated()].index)]
df.iloc[dupidx]

Out[ ]:

	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	id	time_signature	playlist
Artist-Song
Lofi Fruits Music-Faded	0.558	0.391	1	-11.015	0	0.0531	0.946000	0.893000	0.1140	0.2950	74.995	0e03VH9EFeGSAsR3iL4ofV	4	NaN
Lofi Fruits Music-Yesterday	0.696	0.301	5	-12.424	1	0.0379	0.893000	0.923000	0.1080	0.4690	79.991	5Gl78MG2BzmdfGsuuTuNms	4	NaN
Ava Max-So Am I	0.681	0.657	6	-4.671	1	0.0432	0.074800	0.000000	0.3530	0.6280	130.089	2Xnv3GntqbBH1juvUYSpHG	4	NaN
Deniz Tekin-Beni Vur - Akustik	0.474	0.238	1	-9.514	0	0.0448	0.932000	0.000099	0.1150	0.3910	94.496	3oHKg5COeAxdGOU9TByS2X	4	NaN
Lofi Fruits Music-Yesterday	0.690	0.288	5	-12.372	1	0.0398	0.892000	0.901000	0.1090	0.4660	79.974	01TcDiyykkezbkm6TMyd3o	4	NaN
Lofi Fruits Music-Faded	0.558	0.387	1	-11.095	0	0.0468	0.948000	0.893000	0.1130	0.2900	74.972	04zi2kPeY41uQsFHZ3NMxj	4	NaN
Ava Max-So Am I	0.682	0.656	6	-4.670	1	0.0435	0.073700	0.000000	0.3530	0.6070	130.089	0uUNN1nSoUx1A4fkDCWDQ7	4	NaN
Deniz Tekin-Beni Vur - Akustik	0.474	0.238	1	-9.514	0	0.0448	0.932000	0.000099	0.1150	0.3910	94.496	3CPBzUohQI0fVoFFMSZouO	4	NaN
Petula Clark-Downtown	0.498	0.552	4	-9.370	1	0.0399	0.731000	0.000000	0.1340	0.5540	118.427	0X04tUv7mLsFM11MTaVeQ3	4	NaN
Roxette-It Must Have Been Love - From the Film "Pretty Woman"	0.520	0.652	5	-6.655	1	0.0274	0.340000	0.000055	0.2560	0.7220	80.609	6kvoHl80mfCVTv7XnZkjQn	4	NaN
Multitap-Ben Anlarım	0.654	0.655	4	-6.543	0	0.0318	0.206000	0.000000	0.6550	0.6340	115.931	7n9ciL1pgmA62kq42S4MuU	4	NaN
Amy Macdonald-This Is The Life	0.628	0.882	1	-5.024	0	0.0323	0.259000	0.000000	0.0650	0.8530	95.083	2T3jgoAMbBXiMMD8pSc6QL	4	NaN
Indila-Boite En Argent	0.445	0.302	7	-11.870	0	0.0373	0.704000	0.000000	0.1220	0.2670	133.507	5RCr7J4rZgwTJAYOxSXVo5	4	NaN
Indila-Love Story	0.375	0.255	10	-12.279	0	0.0376	0.815000	0.000000	0.0845	0.3310	95.978	6nGeLlakfzlBcFdZXteDq7	3	NaN
Indila-S.O.S	0.531	0.587	6	-6.995	1	0.0328	0.271000	0.000000	0.2280	0.2080	93.023	7FE0ThVWVTIHYKv14xlMVr	4	NaN
Indila-Dernière danse	0.669	0.449	0	-7.658	0	0.0489	0.184000	0.000000	0.0729	0.3270	114.926	65uoaqX5qcjXZRheAj1qQT	4	NaN
Indila-Tourner Dans Le Vide	0.594	0.698	6	-8.645	0	0.0428	0.103000	0.000000	0.1730	0.3760	119.991	1MqzIgGsHP4cNjPboevsfq	4	NaN
Infernal-Self Control	0.650	0.975	6	-3.998	0	0.0632	0.129000	0.000000	0.2910	0.5840	124.010	4lZktVLW9IcnGXdSJGxJTf	4	NaN
Infernal-Self Control	0.598	0.994	6	-2.844	0	0.0478	0.108000	0.006540	0.3280	0.5940	140.024	72SBHObTfEsXOoZgyp74Oq	4	NaN
Israel Kamakawiwo'ole-Over the Rainbow	0.671	0.153	0	-13.569	1	0.0404	0.912000	0.000055	0.0771	0.6580	85.600	3oQomOPRNQ5NVFUmLJHbAV	4	Özgün soft
Lady Gaga-Alejandro	0.626	0.799	11	-6.612	0	0.0460	0.000358	0.001550	0.3600	0.3690	98.992	3clsCV1f1E9u1Fge9ntulk	4	NaN
Lady Gaga-Bad Romance	0.696	0.921	0	-3.755	1	0.0363	0.003140	0.000052	0.0842	0.7140	119.001	0SiywuOBRcynK0uKGWdCnn	4	NaN
Makis Ablianitis-Love Secret	0.600	0.635	2	-9.714	0	0.0327	0.839000	0.859000	0.7430	0.6730	138.021	5UYQixrXEf2UUJOnIcMdBg	4	Chillout - Instrumental
Makis Ablianitis-Love Secret	0.515	0.417	2	-9.845	0	0.0294	0.830000	0.952000	0.1030	0.5390	74.990	3WPtbZU88hUCWOYYuWFN9F	4	Chillout - Instrumental
The Byrds-Mr. Tambourine Man	0.456	0.470	2	-9.564	1	0.0294	0.513000	0.000038	0.4440	0.6390	120.336	2HCaIYjkvWSZzaSKUoOh3d	4	NaN
Israel Kamakawiwo'ole-Over the Rainbow	0.671	0.153	0	-13.569	1	0.0404	0.912000	0.000055	0.0771	0.6580	85.600	4yDjzVhXig9tfO7Zv46FE8	4	Chillout - MorningCoffee
Petula Clark-Downtown	0.480	0.689	4	-7.921	1	0.0645	0.780000	0.000000	0.1490	0.5960	117.409	0ZQ6ckgerHYM5mOUxTl99Q	4	Vivid - Soft
Indila-Mini World	0.563	0.541	11	-8.458	0	0.0359	0.296000	0.000352	0.1040	0.1650	131.947	6xJouIXcEu4BPRT4wGsf11	4	Vivid - Soft
Grup Yorum-Uğurlama	0.625	0.357	7	-17.705	0	0.0388	0.572000	0.000014	0.4560	0.4150	120.611	0urVvOV61Qv2oV4RPZKwtT	4	Özgün coşku
Ahmet Kaya-Acılara Tutunmak	0.533	0.625	0	-10.425	0	0.0448	0.238000	0.008460	0.5360	0.3930	97.978	5JCQV4gjM3t323V1CCiQv3	4	Özgün coşku
Ahmet Kaya-Acılara Tutunmak	0.477	0.478	1	-14.372	1	0.0553	0.607000	0.000643	0.2600	0.5110	98.906	7BDSMnf6TyCoOOMObDCfhM	4	Özgün coşku
Lady Gaga-Bad Romance	0.693	0.924	0	-3.711	1	0.0392	0.003400	0.000044	0.0926	0.7150	118.983	5WFIK6GKHpNXfjlH3BSnep	4	NaN
Lady Gaga-Alejandro	0.626	0.799	11	-6.612	0	0.0460	0.000358	0.001550	0.3600	0.3690	98.992	0iOu4s8w3pE9vbpb1SHXsL	4	NaN
Yann Tiersen-Comptine d'un autre été, l'après-midi	0.484	0.192	2	-15.378	1	0.0465	0.991000	0.908000	0.1060	0.0559	100.084	3YYKrn3iGOAel605Znt3ai	4	Chillout - Instrumental
Roxette-It Must Have Been Love - From the Film "Pretty Woman"	0.520	0.652	5	-6.655	1	0.0274	0.340000	0.000055	0.2560	0.7220	80.609	6qB7YcFpeBEQa0D6QO482y	4	Vivid - Soft
Simon & Garfunkel-The Sound of Silence	0.534	0.235	6	-12.854	1	0.0302	0.885000	0.000003	0.0994	0.3250	106.847	7cmabScTwMw2NjjT2zZ3zj	4	NaN
Simon & Garfunkel-The Sound of Silence	0.435	0.456	6	-10.305	1	0.0279	0.136000	0.000002	0.1240	0.5290	107.529	2LkaNhCrNVmcYgXJeLVmsw	4	Vivid - Soft
Multitap-Ben Anlarım	0.653	0.668	4	-6.542	0	0.0309	0.202000	0.000000	0.5070	0.6630	115.936	3usbNeewitMkSZpbHo6Vey	4	NaN
Grup Yorum-Uğurlama	0.629	0.470	7	-12.992	0	0.0374	0.545000	0.000040	0.2460	0.3800	120.614	0FglgIQyoQ72Yw9FiEhYia	4	NaN
Yann Tiersen-Comptine d'un autre été, l'après-midi	0.484	0.192	2	-15.378	1	0.0465	0.991000	0.908000	0.1060	0.0559	100.084	4O2N861eOnF9q8EtpH8IJu	4	Chillout - Instrumental
Lady Gaga-Bad Romance	0.696	0.921	0	-3.755	1	0.0363	0.003140	0.000052	0.0842	0.7140	119.001	1CZOrmHUUjeDP7N2B4Ba6S	4	NaN
Lady Gaga-Alejandro	0.623	0.793	11	-6.630	0	0.0462	0.000397	0.001500	0.3750	0.3600	98.998	3t4i2ZrrPcIZLgK7VNqD36	4	NaN
Amy Macdonald-This Is The Life	0.628	0.882	1	-5.024	0	0.0323	0.259000	0.000000	0.0650	0.8530	95.083	4oKmnf4t9z2uEw0jN1GJ0z	4	NaN
Lana Del Rey-West Coast	0.543	0.580	6	-7.643	0	0.0381	0.187000	0.032500	0.0921	0.5150	123.160	01xAq8HMYTNqmsbH0ZvPMl	4	NaN
The Byrds-Mr. Tambourine Man	0.481	0.628	2	-6.942	1	0.0336	0.130000	0.015300	0.4170	0.8080	121.560	05AxQjqjE0vFqYqujKaa95	4	NaN
Lana Del Rey-West Coast	0.424	0.624	6	-7.651	0	0.0423	0.190000	0.059700	0.0934	0.4290	123.217	5TOwCJuRa9H82eklOv2nj6	4	Vivid - Soft
Indila-S.O.S	0.531	0.587	6	-6.995	1	0.0328	0.271000	0.000000	0.2280	0.2080	93.023	2xirZKFWVrWiStflf4yYzd	4	NaN
Indila-Dernière danse	0.669	0.449	0	-7.658	0	0.0489	0.184000	0.000000	0.0729	0.3270	114.926	6fhApGZALHXQ5AMrUeQgI3	4	NaN
Indila-Tourner Dans Le Vide	0.594	0.698	6	-8.645	0	0.0428	0.103000	0.000000	0.1730	0.3760	119.991	6oTNIPfJtH4JFTXfuP3cfO	4	NaN
Indila-Love Story	0.375	0.255	10	-12.279	0	0.0376	0.815000	0.000000	0.0845	0.3310	95.978	43l0RVxkRenSlcrnqDlHaD	3	NaN
Indila-Boite En Argent	0.445	0.302	7	-11.870	0	0.0373	0.704000	0.000000	0.1220	0.2670	133.507	1xbLfCAcnrfaEhXg3cMgMU	4	NaN
Indila-Mini World	0.563	0.541	11	-8.458	0	0.0359	0.296000	0.000352	0.1040	0.1650	131.947	7LU4CAHJjhgpoaxo83kDrp	4	NaN
Indila-Dernière danse	0.658	0.457	0	-7.627	0	0.0592	0.183000	0.000000	0.0895	0.2680	114.914	6sn7zCqptRm5JMz9olKqST	4	NaN

In [ ]:

dupdf=pd.DataFrame({"idx":dupidx,"track": df.iloc[dupidx].index})
tobedropped=dupdf[dupdf.duplicated(subset="track")].idx.values
tobedropped

Out[ ]:

array([ 50,  51, 116, 121, 229, 256, 277, 285, 403, 440, 443, 501, 566,
       597, 601, 611, 615, 616, 623, 628, 633, 634, 635, 636, 637, 640,
       641, 642], dtype=int64)

In [ ]:

kept=[x for x in range(650) if x not in tobedropped]
df=df.iloc[kept]

In [ ]:

len(df)

Out[ ]:

As id parameter solely relates to each song, we'll remove it from our dataframe to reduce complexity and noise.

We'll keep the playlist column as we may use it with the purpose of comparison with the cluster labels.

In [ ]:

del df["id"]

In [ ]:

#Fundamental statistics
df.describe() 

Out[ ]:

	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature
count	622.000000	622.000000	622.000000	622.000000	622.000000	622.000000	622.000000	622.000000	622.000000	622.000000	622.000000	622.000000
mean	0.517969	0.482539	5.303859	-10.561047	0.416399	0.046149	0.496174	0.172094	0.174799	0.415225	118.332881	3.881029
std	0.169422	0.233663	3.510181	5.166844	0.493358	0.032740	0.331378	0.330524	0.148717	0.240196	30.578362	0.411580
min	0.063800	0.002600	0.000000	-36.045000	0.000000	0.022400	0.000013	0.000000	0.033100	0.034100	49.885000	1.000000
25%	0.418250	0.299250	2.000000	-12.996000	0.000000	0.030800	0.182250	0.000000	0.096200	0.226250	94.056500	4.000000
50%	0.540500	0.488500	5.000000	-9.519000	0.000000	0.037050	0.495000	0.000097	0.118000	0.382000	118.829500	4.000000
75%	0.643750	0.657000	9.000000	-6.929000	1.000000	0.047375	0.810000	0.050275	0.189000	0.585000	139.146500	4.000000
max	0.904000	0.994000	11.000000	-1.988000	1.000000	0.372000	0.996000	0.980000	0.959000	0.964000	192.073000	5.000000

Some notes about domain specific features:

mode: Major is represented by 1 and minor is 0. So actually these are categorical values, not continous.
key: The estimated overall key of the track. Integers map to pitches using standard Pitch Class notation . E.g. 0 = C, 1 = C♯/D♭, 2 = D, and so on. If no key was detected, the value is -1. These are categoricals as well, but ordinal values.
valence: A measure from 0.0 to 1.0 describing the musical positiveness conveyed by a track. Tracks with high valence sound more positive (e.g. happy, cheerful, euphoric), while tracks with low valence sound more negative (e.g. sad, depressed, angry).
time signature: An estimated overall time signature of a track. The time signature (meter) is a notational convention to specify how many beats are in each bar.

More details about the features as determined by Spotify are available in this page: https://developer.spotify.com/documentation/web-api/reference/tracks/get-audio-features/

NOTE:

Speechiness is explained as follows by Spotify:

Speechiness detects the presence of spoken words in a track. The more exclusively speech-like the recording (e.g. talk show, audio book, poetry), the closer to 1.0 the attribute value. Values above 0.66 describe tracks that are probably made entirely of spoken words. Values between 0.33 and 0.66 describe tracks that may contain both music and speech, either in sections or layered, including such cases as rap music. Values below 0.33 most likely represent music and other non-speech-like tracks.

However, some manual heuristic testing of the data revealed a conflict with the explanation provided and the actual charactistics of the songs.

This indicates a potential quality issue with the Spotify data.

More research showed that other fellow data scientists encountered the same problem. (tazaraz, 2022)*

Therefore, we've decided to remove Speecihiness to avoid quality issues.

“API Endpoint Audio Features Speechiness Returning Incorrect Values.” Community.spotify.com, 1 June 2022, community.spotify.com/t5/Spotify-for-Developers/API-endpoint-Audio-Features-speechiness-returning-incorrect/m-p/5388882. Accessed 13 July 2022.

In [ ]:

del df["speechiness"]

We'll have a look at the value range (min-max) of the features to check if we'll need to scale the data in order to ensure weight balance between features.

In [ ]:

plotRange(df.describe())    

We can see that the min-max ranges of loudness and tempo are much larger than the others without additional statistical test. This will cause them to have a large impact in the decision making process of our ML model.

Therefore, we'll need to scale the data to get more relevant outcomes.

In [ ]:

df.super_info_()

Out[ ]:

	Type	Nunique	#of Missing	MostFreqItem	MostFreqCount	Jubël-Dancing In The Moonlight (feat. NEIMY)
danceability	float64	387	0	0.533	7	0.659
energy	float64	439	0	0.214	5	0.615
key	int64	12	0	9	82	11
loudness	float64	607	0	-9.736	2	-5.865
mode	int64	2	0	0	363	0
acousticness	float64	495	0	0.8	6	0.27
instrumentalness	float64	424	0	0.0	165	0.0
liveness	float64	354	0	0.112	12	0.187
valence	float64	439	0	0.256	5	0.193
tempo	float64	618	0	160.079	2	119.843
time_signature	int64	4	0	4	532	4
playlist	object	14	324	Vivid - Soft	92	NaN

We currently have 12 features, each in number format.

We'll do some frequency based analysis of each future to see how different values relate to our business goal in general and to determine how to treat different numeric features. (e.g. as numeric, ordinal, etc.)

First, we'll check the unique values in features with low cardinality.

In [ ]:

getColumnsInLowCardinality(df,12)

Unique items in column key
[11  8  0  9  4  1  7  5  2  3  6 10]

Unique items in column mode
[0 1]

Unique items in column time_signature
[4 3 1 5]

You may want to consider the numerics with low cardinality as categorical in the analysis

Out[ ]:

['key', 'mode', 'time_signature']

In [ ]:

#Drawing a countplot these 3 features with low cardinality
multicountplot(df,12,colsize=2,fig=(12,5));

In [ ]:

#Plotting the mode of each feature
n=list(df.select_dtypes("number").drop(["mode","time_signature"],axis=1).columns)
plotNumericsByTarget(df,"mode",nums=n,layout=(2,5),figsize=(12,4))

We did not encounter a visible difference when evaluated by mode.

Next, we'll look do some manual evaluation of tracks with mode values {0,1}.

In [ ]:

df[df["mode"]==1]

Out[ ]:

	danceability	energy	key	loudness	mode	acousticness	instrumentalness	liveness	valence	tempo	time_signature	playlist
Artist-Song
Camila Cabello-Bam Bam (feat. Ed Sheeran)	0.7560	0.6970	8	-6.377	1	0.182000	0.000000	0.3330	0.9560	94.996	4	NaN
Sia-1+1	0.8620	0.6410	0	-4.109	1	0.120000	0.000010	0.3360	0.6740	109.998	4	NaN
Sia-Unstoppable	0.4680	0.7790	9	-4.839	1	0.112000	0.000373	0.1010	0.2600	173.799	4	NaN
Angèle-Balance ton quoi	0.7030	0.4420	0	-10.383	1	0.594000	0.000024	0.2760	0.3810	115.932	4	NaN
Angèle-Bruxelles je t’aime	0.7400	0.5670	0	-8.025	1	0.104000	0.000000	0.2370	0.4970	107.998	4	NaN
Saint-Preux-Concerto Pour Une Voix	0.3120	0.2820	1	-13.271	1	0.952000	0.943000	0.1120	0.1130	82.862	4	NaN
Gheorghe Zamfir-Time to Say Goodbye	0.1520	0.4370	7	-7.828	1	0.947000	0.828000	0.1250	0.1870	52.983	4	NaN
Sarah Brightman-Time To Say Goodbye	0.2520	0.5000	5	-7.453	1	0.624000	0.000000	0.1270	0.2030	106.774	4	NaN
Tarlan Gazanferoğlu-Silk Road	0.2350	0.3890	7	-6.691	1	0.893000	0.008950	0.0704	0.3680	138.507	4	NaN
Céline Dion-The Power of Love	0.5460	0.5190	8	-9.072	1	0.360000	0.000460	0.2400	0.2470	140.054	4	NaN
Céline Dion-Pour que tu m'aimes encore	0.5370	0.6020	2	-8.937	1	0.326000	0.000115	0.0548	0.5090	180.077	4	NaN
Emilíana Torrini-Sounds of silence	0.5790	0.5150	0	-8.079	1	0.572000	0.000003	0.2270	0.2090	92.033	4	NaN
Lofi Fruits Music-Pastel Reflections	0.6280	0.1080	11	-21.562	1	0.931000	0.913000	0.1810	0.1690	114.049	4	NaN
Lofi Fruits Music-Yesterday	0.6960	0.3010	5	-12.424	1	0.893000	0.923000	0.1080	0.4690	79.991	4	NaN
Lofi Fruits Music-Hotel California	0.6540	0.3410	0	-16.431	1	0.921000	0.891000	0.1180	0.0916	123.777	4	NaN
Sam Brown-Stop	0.3260	0.3000	9	-13.671	1	0.443000	0.000000	0.1390	0.3910	185.630	3	NaN
Ava Max-So Am I	0.6810	0.6570	6	-4.671	1	0.074800	0.000000	0.3530	0.6280	130.089	4	NaN
Atomic Kitten-Eternal Flame	0.5810	0.5900	2	-6.836	1	0.066400	0.003020	0.0537	0.3970	83.302	4	NaN
Lofi Fruits Music-Memories	0.7230	0.3200	11	-12.830	1	0.960000	0.933000	0.1060	0.4640	75.005	4	NaN
Lofi Fruits Music-Shallow	0.5410	0.3670	7	-16.679	1	0.198000	0.847000	0.1420	0.3100	173.983	4	NaN
Lofi Fruits Music-Bubbly	0.6710	0.2650	9	-14.558	1	0.951000	0.899000	0.1160	0.2960	119.972	4	NaN
Lofi Fruits Music-Over the rainbow	0.7040	0.1910	0	-15.343	1	0.907000	0.912000	0.0699	0.2970	79.971	4	NaN
Lofi Fruits Music-Chandelier	0.5600	0.5270	1	-10.628	1	0.776000	0.867000	0.1310	0.2310	159.862	4	NaN
Lofi Fruits Music-Dancing in the Moonlight	0.6050	0.3360	9	-13.519	1	0.953000	0.936000	0.1010	0.4680	180.102	4	NaN
Lofi Fruits Music-Can't Help Falling in Love	0.2730	0.3160	0	-15.904	1	0.887000	0.873000	0.1130	0.0981	80.720	3	NaN
Mark Davies-Take on Me	0.5780	0.6200	9	-7.660	1	0.729000	0.858000	0.1490	0.5950	162.115	4	NaN
Ely Bruna-Take On Me	0.6380	0.3910	7	-9.463	1	0.829000	0.000605	0.1280	0.1790	110.056	4	NaN
Andre Fenrir-Take on Me (The Last of Us Part 2)	0.6070	0.0991	11	-18.999	1	0.857000	0.000025	0.1400	0.2230	116.330	4	NaN
Yeliz-Yalan	0.4250	0.6780	9	-3.655	1	0.322000	0.000000	0.1120	0.4070	129.352	4	NaN
Bumerang-Sensiz Yıllarda	0.6590	0.9250	1	-7.863	1	0.203000	0.000277	0.2040	0.7910	129.815	4	NaN
Luigi Boccherini-String Quintet in E Major, Op. 13, No. 5: III. Minuetto	0.4980	0.0789	9	-22.491	1	0.926000	0.514000	0.2360	0.6130	99.211	4	NaN
Charles Gounod-Ave Maria: Arr. From Bach's Prelude No.1 BWV 846	0.1130	0.1470	0	-19.134	1	0.992000	0.875000	0.0808	0.0648	85.957	3	NaN
Antonín Dvořák-4 Romantic Pieces, Op. 75, B. 150: I. Allegro moderato (Arr. Soltani For Solo Cello and Cello Ensemble)	0.2070	0.0591	10	-27.056	1	0.786000	0.911000	0.1190	0.1710	115.151	4	NaN
2CELLOS-Despacito	0.6290	0.4030	2	-9.124	1	0.836000	0.776000	0.3130	0.5570	91.094	4	NaN
2CELLOS-Imagine	0.3560	0.0823	0	-21.044	1	0.843000	0.861000	0.0940	0.4560	127.130	4	NaN
2CELLOS-Moon River	0.1780	0.2480	7	-14.361	1	0.964000	0.929000	0.1090	0.0778	78.247	3	NaN
2CELLOS-May it Be	0.1700	0.2740	7	-14.759	1	0.924000	0.882000	0.1130	0.0394	78.858	4	NaN
Lost Frequencies-Sun is Shining	0.6190	0.8520	1	-7.096	1	0.006810	0.021000	0.1080	0.2090	121.985	4	NaN
Ava Max-Who's Laughing Now	0.6480	0.6410	7	-5.521	1	0.005650	0.000004	0.1090	0.5050	184.021	4	NaN
Ava Max-Salt	0.6930	0.8350	6	-3.242	1	0.131000	0.000000	0.0730	0.7430	128.057	4	NaN
Mr. Big-Wild World - 2009 Remastered Version	0.5730	0.7220	5	-6.518	1	0.182000	0.000000	0.2900	0.5900	144.209	4	NaN
Aşkın Nur Yengi-Bir Zaman Hatası	0.7140	0.6320	0	-7.014	1	0.396000	0.000003	0.0584	0.7460	91.978	4	NaN
Queen-We Are The Champions - Remastered 2011	0.2680	0.4590	10	-6.940	1	0.378000	0.000000	0.1180	0.1750	64.177	4	NaN
The Beatles-Yesterday - Remastered 2009	0.3320	0.1790	5	-11.830	1	0.879000	0.000000	0.0886	0.3150	96.529	4	NaN
The Beatles-Here Comes The Sun - Remastered 2009	0.5570	0.5400	9	-10.484	1	0.033900	0.002480	0.1790	0.3940	129.171	4	NaN
The Beatles-Let It Be - Remastered 2009	0.4430	0.4030	0	-8.339	1	0.631000	0.000000	0.1110	0.4100	143.462	4	NaN
Queen-I Want To Break Free - Single Remix	0.7950	0.4350	4	-8.927	1	0.084100	0.000260	0.0763	0.5960	108.950	4	NaN
Queen-Radio Ga Ga - Remastered 2011	0.7440	0.5020	5	-7.719	1	0.183000	0.000228	0.1890	0.6600	112.344	4	NaN
Queen-Love Of My Life - Remastered 2011	0.3290	0.1790	5	-11.589	1	0.933000	0.000005	0.1150	0.2550	154.175	4	NaN
Pet Shop Boys-Go West - 2003 Remaster	0.5350	0.9510	7	-5.859	1	0.017400	0.000010	0.3450	0.4440	120.720	4	Vivid - Soft
The Beatles-Hey Jude	0.4620	0.6320	5	-7.438	1	0.091000	0.000000	0.3970	0.5850	74.268	4	NaN
Feridun Düzağaç-Düşler Sokağı	0.6010	0.4820	10	-13.147	1	0.118000	0.000037	0.9020	0.6710	99.555	4	NaN
Irene Cara-What A Feeling	0.5320	0.7290	10	-6.840	1	0.382000	0.000000	0.3660	0.5950	121.970	4	NaN
The Everly Brothers-Bye Bye Love	0.5470	0.5230	9	-9.176	1	0.724000	0.000000	0.1030	0.8900	169.598	4	NaN
The Ronettes-Be My Baby	0.5110	0.7690	4	-7.032	1	0.181000	0.000000	0.0921	0.8180	129.657	4	NaN
Otis Redding-Stand by Me	0.8830	0.4640	10	-11.251	1	0.279000	0.000015	0.0744	0.9250	111.548	4	NaN
Petula Clark-Downtown	0.4980	0.5520	4	-9.370	1	0.731000	0.000000	0.1340	0.5540	118.427	4	NaN
Marc Almond-Something's Gotten Hold of My Heart	0.5650	0.4920	4	-12.548	1	0.148000	0.000000	0.0684	0.3640	98.247	4	NaN
Yusuf / Cat Stevens-Wild World	0.4840	0.5080	0	-9.308	1	0.376000	0.000791	0.0961	0.5540	151.867	4	NaN
John Lennon-Woman - Remastered 2010	0.5880	0.6560	3	-6.373	1	0.378000	0.002270	0.0420	0.7460	79.701	4	NaN
Bob Dylan-Mr. Tambourine Man	0.3900	0.3100	5	-14.545	1	0.794000	0.000000	0.3790	0.5840	177.515	4	NaN
Farid Bang-Maghreb Gang (feat. French Montana & Khaled)	0.7380	0.5680	8	-5.341	1	0.024600	0.000000	0.1460	0.3990	99.933	4	NaN
Groove Coverage-Moonlight Shadow - Alternate Radio Version	0.5160	0.8760	9	-5.231	1	0.243000	0.000000	0.1010	0.4660	140.045	4	NaN
Neil Diamond-Girl, You'll Be A Woman Soon	0.5150	0.6410	5	-5.573	1	0.567000	0.064200	0.3220	0.6550	109.558	4	NaN
Dakota Lynne-Rain ~ Priscilla Ahn (cover by Dakota Lynne)	0.6340	0.0197	0	-18.491	1	0.955000	0.000000	0.1170	0.2410	93.782	4	NaN
Priscilla Ahn-Wallflower	0.4490	0.3480	1	-9.662	1	0.299000	0.000002	0.1170	0.1680	71.133	4	NaN
Priscilla Ahn-Deep Inside My Heart	0.5830	0.2460	8	-13.088	1	0.889000	0.001720	0.1060	0.3080	116.950	4	NaN
Priscilla Ahn-I See You	0.4520	0.2000	10	-12.740	1	0.846000	0.000444	0.1160	0.2270	144.698	4	NaN
Priscilla Ahn-Find My Way Back Home	0.6850	0.0925	11	-13.518	1	0.964000	0.000002	0.1060	0.4130	113.837	4	NaN
Priscilla Ahn-I Am Not Alone	0.5680	0.1800	7	-11.707	1	0.758000	0.000062	0.1110	0.2280	112.033	4	NaN
Priscilla Ahn-Fine On The Outside	0.4950	0.1850	9	-13.824	1	0.692000	0.004030	0.1090	0.1960	101.890	4	NaN
Frédéric Chopin-Nocturnes, Op. 9: No. 1 in B-Flat Minor	0.3460	0.0098	1	-32.212	1	0.990000	0.909000	0.0746	0.0394	119.992	3	NaN
Erasure-Always - 2009 Remastered Version	0.5740	0.8440	5	-6.673	1	0.220000	0.000002	0.2250	0.2040	103.031	4	NaN
Benassi Bros.-Every Single Day - Club Version	0.5980	0.6000	5	-3.106	1	0.142000	0.000083	0.0827	0.3480	130.007	4	NaN
Benassi Bros.-Every Single Day - Radio Edit	0.6800	0.7930	0	-2.827	1	0.165000	0.000000	0.2380	0.6140	130.038	4	NaN
Hasret Gültekin-Derman Sendedir	0.6160	0.5770	9	-11.834	1	0.763000	0.128000	0.1310	0.7420	156.543	3	NaN
Sacred Spirit-Yeha Noha (Wishes Of Happiness And Prosperity)	0.5760	0.3840	3	-16.737	1	0.310000	0.026700	0.1130	0.5130	94.015	4	NaN
Enya-May It Be	0.1290	0.1790	9	-17.081	1	0.980000	0.013000	0.1340	0.0735	59.407	4	NaN
ERA-Divano	0.6570	0.5720	8	-7.303	1	0.536000	0.024100	0.0782	0.0917	102.779	4	NaN
Urge Overkill-Girl, You'll Be a Woman Soon	0.5140	0.5840	5	-13.049	1	0.069800	0.000183	0.2050	0.5580	114.142	4	NaN
Simon & Garfunkel-The Boxer	0.4390	0.4880	11	-14.464	1	0.702000	0.000339	0.1600	0.6290	93.017	4	NaN
Lisa Gerrard-Now We Are Free - Maximus Mix	0.5100	0.7920	9	-10.726	1	0.032900	0.300000	0.1020	0.3570	138.012	4	NaN
Marc Streitenfeld-Max-a-million	0.3910	0.1350	0	-20.708	1	0.781000	0.778000	0.0973	0.2220	100.029	4	NaN
André Rieu-Memory - From "Cats"	0.0638	0.3120	10	-12.236	1	0.444000	0.727000	0.1020	0.0369	59.425	4	NaN
Johann Sebastian Bach-J.S. Bach: Orchestral Suite No. 3 in D Major, BWV 1068: 2. Air	0.2130	0.2220	2	-17.821	1	0.924000	0.818000	0.1700	0.0823	65.830	4	NaN
Giovanni-Nabuco	0.4210	0.1720	2	-13.361	1	0.956000	0.947000	0.1410	0.2440	131.538	4	NaN
Anni B Sweet-Take on Me	0.7080	0.2880	11	-11.820	1	0.866000	0.005250	0.1330	0.4330	119.988	4	NaN
Graziella Schazad-Take on Me	0.6840	0.3660	11	-9.161	1	0.750000	0.000002	0.1030	0.4090	119.974	4	NaN
Piano Bar-Take on Me - Piano Version	0.5610	0.0807	9	-23.839	1	0.987000	0.895000	0.1010	0.3660	144.055	4	NaN
Roxette-It Must Have Been Love - From the Film "Pretty Woman"	0.5200	0.6520	5	-6.655	1	0.340000	0.000055	0.2560	0.7220	80.609	4	NaN
Guns N' Roses-November Rain	0.2940	0.6410	11	-9.316	1	0.016300	0.220000	0.1120	0.2260	79.759	4	NaN
Guns N' Roses-Don't Cry (Original)	0.4560	0.5900	11	-8.638	1	0.001820	0.003790	0.1040	0.2430	124.635	4	NaN
Fiona Apple-Across the Universe	0.5780	0.4810	4	-10.545	1	0.431000	0.002990	0.0951	0.5480	129.881	4	Chillout - MorningCoffee
ABBA-Fernando	0.3540	0.5350	9	-8.876	1	0.627000	0.000003	0.0808	0.4340	110.821	4	Slowish PopRock
ABBA-One Of Us	0.6520	0.3970	7	-15.245	1	0.478000	0.000946	0.0679	0.8580	82.235	4	NaN
ABBA-Super Trouper	0.7640	0.6260	0	-8.274	1	0.457000	0.000006	0.2010	0.9610	118.340	4	NaN
ABBA-The Winner Takes It All	0.4540	0.7880	6	-6.748	1	0.574000	0.000766	0.0859	0.5200	126.150	4	Slow pure
ABBA-Dancing Queen	0.5430	0.8700	9	-6.514	1	0.358000	0.000939	0.7920	0.7540	100.804	4	NaN
Indila-S.O.S	0.5310	0.5870	6	-6.995	1	0.271000	0.000000	0.2280	0.2080	93.023	4	NaN
INNA-Cola Song (feat. J Balvin)	0.7930	0.8960	7	-3.072	1	0.013600	0.000011	0.1050	0.8420	125.063	4	NaN
Israel Kamakawiwo'ole-What A Wonderful World	0.5360	0.2790	0	-10.786	1	0.873000	0.000816	0.1180	0.3720	79.998	4	Slowish PopRock
Israel Kamakawiwo'ole-Over the Rainbow	0.6710	0.1530	0	-13.569	1	0.912000	0.000055	0.0771	0.6580	85.600	4	Özgün soft
John Lennon-Imagine - Remastered 2010	0.5470	0.2570	0	-12.358	1	0.907000	0.183000	0.0935	0.1690	75.752	4	Chillout - MorningCoffee
Kargo-Öyle Sarhoş Olsam ki	0.6830	0.5900	0	-6.575	1	0.640000	0.000004	0.1480	0.6430	119.969	4	Slowish PopRock
Kargo-Yıllar Sonra	0.5170	0.4400	0	-8.549	1	0.452000	0.000047	0.2350	0.3820	132.246	4	Slowish PopRock
The Oak Ridge Boys-Thank God For Kids	0.5080	0.4340	2	-8.292	1	0.701000	0.000000	0.1330	0.3320	139.121	4	Slowish PopRock
Ashik Mahsuni Serif, Musa Eroglu-Çesmi Siyahim	0.5780	0.2880	4	-19.713	1	0.878000	0.000036	0.3830	0.5050	124.829	4	TürküDeyiş
Selda Bağcan-Minnet Eylemem	0.4510	0.1990	8	-11.153	1	0.969000	0.000060	0.1750	0.3070	87.866	4	TürküDeyiş
Lady Gaga-Bad Romance	0.6960	0.9210	0	-3.755	1	0.003140	0.000052	0.0842	0.7140	119.001	4	NaN
Madonna-Like a Prayer	0.6240	0.8420	5	-5.285	1	0.264000	0.000021	0.1810	0.2570	111.037	4	NaN
Makis Ablianitis-Astro krifo	0.3760	0.4020	0	-10.327	1	0.793000	0.000006	0.0970	0.4110	185.699	4	Chillout - Instrumental
maNga-Dursun Zaman (feat. Göksel)	0.4060	0.9010	2	-5.671	1	0.085000	0.000017	0.0499	0.4570	185.986	4	NaN
Marc Anthony-You Sang To Me	0.5780	0.8940	10	-5.420	1	0.010300	0.000003	0.2160	0.7410	165.980	4	Slowish PopRock
Black-Wonderful Life	0.7200	0.5210	7	-12.468	1	0.705000	0.360000	0.2140	0.8230	106.055	4	NaN
Maria McKee-Show Me Heaven - From "Days Of Thunder"	0.5000	0.4550	8	-10.483	1	0.136000	0.003630	0.0646	0.5630	155.935	4	Slow pure
Johann Pachelbel-Kanon und Gigue	0.3540	0.2300	2	-18.279	1	0.800000	0.003800	0.0854	0.5200	152.102	4	Vivid - Classic
U2-Kite	0.4310	0.6580	4	-5.952	1	0.013800	0.086400	0.6570	0.2000	134.035	4	Slowish PopRock
The Byrds-Mr. Tambourine Man	0.4560	0.4700	2	-9.564	1	0.513000	0.000038	0.4440	0.6390	120.336	4	NaN
Duran Duran-Come Undone	0.5420	0.7930	8	-8.203	1	0.042300	0.000004	0.0814	0.7080	173.931	4	Vivid - Soft
Paul McCartney-Freedom - Studio Mix	0.4300	0.8600	7	-5.163	1	0.089500	0.000000	0.4130	0.8240	104.767	4	Vivid - Soft
Pet Shop Boys-Always on My Mind	0.5330	0.7830	7	-10.610	1	0.011600	0.056500	0.1860	0.7260	124.874	4	Vivid - Soft
Diddy-I'll Be Missing You (feat. Faith Evans & 112) - 2014 Remaster	0.8330	0.6190	7	-5.595	1	0.111000	0.000021	0.1590	0.9010	109.920	4	Vivid - Soft
Procol Harum-A Whiter Shade of Pale - Original Single Version	0.2490	0.6600	0	-6.905	1	0.504000	0.002600	0.0891	0.4350	149.813	4	Slow pure
R.E.M.-Everybody Hurts	0.2540	0.3830	2	-8.036	1	0.614000	0.023700	0.1720	0.1780	188.200	3	Slowish PopRock
Regina-Day by Day - Ghosts Radio Edit	0.6820	0.8090	0	-6.712	1	0.085800	0.000002	0.1760	0.8050	130.191	4	NaN
Richard Marx-Right Here Waiting	0.3950	0.2520	0	-13.589	1	0.800000	0.000000	0.1010	0.1260	177.679	4	Slow pure
Rihanna-Hard	0.3100	0.7460	1	-3.599	1	0.012100	0.000000	0.6490	0.1630	182.032	4	Vivid- RapHiphop
Rubén Del Rio-La Gallareta	0.7730	0.8560	10	-4.037	1	0.359000	0.000003	0.0746	0.8210	82.392	4	Vivid - Soft
Roxette-Vulnerable	0.5530	0.6580	1	-5.862	1	0.121000	0.000244	0.0969	0.4440	134.004	4	Slowish PopRock
Done Again-Independent Love Song [In the Style of "Scarlet"]	0.3590	0.3940	8	-13.173	1	0.380000	0.000019	0.1030	0.2670	160.085	4	Vivid - Soft
Scorpions-Send Me An Angel	0.1530	0.4170	1	-11.587	1	0.434000	0.000622	0.2110	0.1660	80.870	3	Slowish PopRock
Sezen Aksu-Haydi Gel Benimle Ol	0.6410	0.7950	2	-6.605	1	0.609000	0.000000	0.3020	0.5200	119.750	4	Vivid - Soft
Barbra Streisand-Memory	0.2800	0.2770	3	-11.608	1	0.736000	0.000010	0.1200	0.1090	108.656	5	Slow pure
Suede-Saturday Night	0.5130	0.8460	8	-6.567	1	0.058600	0.000116	0.2140	0.3210	116.374	4	Slowish PopRock
Teoman-O	0.4490	0.5130	7	-9.177	1	0.314000	0.000611	0.2970	0.7410	149.957	4	Slowish PopRock
Whitney Houston-I Will Always Love You	0.3320	0.2140	4	-12.518	1	0.845000	0.000006	0.0839	0.1100	67.531	4	Slow pure
Metric-Eclipse (All Yours)	0.4510	0.3250	11	-11.558	1	0.764000	0.000043	0.2270	0.2560	119.749	4	Slowish PopRock
The Cardigans-Lovefool	0.7040	0.6360	9	-6.029	1	0.034400	0.000000	0.3500	0.8900	111.845	4	Vivid - Soft
Shania Twain-Any Man Of Mine	0.5920	0.7250	8	-8.698	1	0.207000	0.000000	0.1480	0.7840	78.235	4	Vivid - Soft
Joan Osborne-One Of Us	0.3160	0.4990	9	-7.899	1	0.010800	0.000018	0.1260	0.4030	174.782	4	Vivid - Soft
The Beatles-Hey Jude - Remastered 2015	0.3860	0.6070	10	-7.700	1	0.011200	0.000014	0.0880	0.5320	147.207	4	Vivid - Soft
Eagles-Hotel California - 2013 Remaster	0.5790	0.5080	2	-9.484	1	0.005740	0.000494	0.0575	0.6090	147.125	4	Vivid - Soft
Dido-White Flag	0.5090	0.5370	5	-6.834	1	0.347000	0.000007	0.0805	0.3110	170.030	4	Vivid - Soft
Shania Twain-You're Still The One	0.5850	0.4940	3	-8.751	1	0.363000	0.000000	0.0886	0.6340	133.822	4	Vivid - Soft
Fools Garden-Lemon Tree	0.6630	0.4750	1	-8.834	1	0.643000	0.000000	0.1220	0.6440	143.175	4	Vivid - Soft
Scorpions-Wind Of Change	0.4520	0.5240	0	-10.108	1	0.315000	0.000000	0.1030	0.2460	151.505	4	Vivid - Soft
Ezhel-Olay	0.8780	0.4400	8	-7.476	1	0.094500	0.000000	0.1270	0.1290	143.952	4	Vivid- RapHiphop
Grup Yorum-Haziranda Ölmek Zor	0.4190	0.2750	10	-14.928	1	0.810000	0.000000	0.0668	0.1690	120.671	4	Özgün coşku
Nilipek.-Koşuyolu	0.6250	0.0645	7	-24.433	1	0.898000	0.008990	0.1100	0.3170	122.190	4	Chillout - MorningCoffee
The Robby Cool Orchestra-Forest Gump Main Theme	0.4380	0.0871	7	-22.814	1	0.976000	0.978000	0.0866	0.2620	106.763	4	Chillout - Instrumental
Bryan Adams-Have You Ever Really Loved A Woman?	0.5700	0.4780	7	-10.185	1	0.536000	0.000013	0.0931	0.3580	145.517	3	Slowish PopRock
Bryan Adams-(Everything I Do) I Do It For You	0.5330	0.3600	1	-12.633	1	0.080500	0.000010	0.0631	0.2990	131.229	4	Slowish PopRock
Zeki Müren-Sorma Ne Haldeyim	0.4070	0.4730	0	-9.736	1	0.869000	0.000024	0.2790	0.4170	85.741	5	Slow pure
Duran Duran-Perfect Day	0.3490	0.5440	10	-9.116	1	0.239000	0.000068	0.5000	0.2180	144.133	3	Slowish PopRock
Vangelis-Conquest of Paradise	0.4300	0.2950	2	-14.255	1	0.698000	0.569000	0.2260	0.1590	74.014	3	Chillout - Instrumental
Westlife-Seasons in the Sun	0.5970	0.5580	6	-6.220	1	0.197000	0.000030	0.2410	0.5350	87.974	4	Vivid - Soft
Yanni-In The Morning Light	0.3430	0.1310	9	-20.507	1	0.981000	0.903000	0.0700	0.1770	104.798	4	Chillout - Instrumental
Ennio Morricone-Once Upon a Time in the West - Main Theme	0.1230	0.2140	2	-10.946	1	0.836000	0.676000	0.1300	0.0451	90.408	4	Chillout - Instrumental
Zeki Müren-Gitme Sana Muhtacım	0.2700	0.3840	11	-14.961	1	0.063900	0.000618	0.1170	0.4100	175.590	4	Slow pure
Neşet Ertaş-Allı Turnam	0.3090	0.2830	5	-9.423	1	0.944000	0.010000	0.1090	0.1810	72.795	4	TürküDeyiş
Zülfü Livaneli-Güneş Topla Benim İçin	0.7100	0.5290	11	-10.070	1	0.810000	0.004400	0.0812	0.3660	124.682	4	NaN
Cem Karaca-Deniz Üstü Köpürür	0.4130	0.4270	8	-12.972	1	0.694000	0.096100	0.1540	0.2310	101.426	3	NaN
Cem Karaca-Islak Islak	0.6520	0.5670	5	-11.678	1	0.110000	0.000000	0.0626	0.7320	109.954	4	NaN
Bülent Ortaçgil-Sensiz Olmaz	0.5570	0.4050	9	-13.414	1	0.538000	0.000064	0.9590	0.3240	127.098	4	Özgün soft
Fikret Kızılok-Yeter Ki	0.5760	0.2630	7	-17.049	1	0.799000	0.007020	0.1180	0.6170	82.460	4	Özgün soft
Bülent Ortaçgil-Çiçekler Su İster	0.6020	0.3090	0	-19.201	1	0.429000	0.000127	0.1260	0.5060	156.159	4	Özgün soft
Zülfü Livaneli-Karlı Kayın Ormanı	0.4070	0.4580	0	-9.276	1	0.529000	0.000206	0.1730	0.2800	109.708	4	Özgün soft
2CELLOS-Now We are Free	0.1760	0.2580	7	-14.569	1	0.941000	0.911000	0.0810	0.0529	137.383	4	Chillout - Instrumental
All In One-The Last Mohican	0.6950	0.7100	7	-7.475	1	0.043400	0.706000	0.0908	0.5060	145.002	4	NaN
Tina Guo-The Gael (From "Last of the Mohicans")	0.2480	0.5660	0	-9.432	1	0.291000	0.788000	0.1060	0.3620	153.576	3	Vivid- Instrumental
Alban Fuam-The Last of the Mohicans (Main Theme) / Porthole of Kelp - From "The Last of Mohicans"	0.3290	0.4450	0	-8.944	1	0.802000	0.794000	0.1000	0.2900	107.906	4	Vivid- Instrumental
Trevor Jones-Promontory	0.3660	0.2140	0	-17.448	1	0.086500	0.967000	0.0857	0.2840	51.566	4	Vivid- Instrumental
VioDance-The Last Of The Mohicans	0.2280	0.4570	0	-10.821	1	0.604000	0.778000	0.1040	0.1970	94.181	4	Vivid- Instrumental
Pat Boone-Speedy Gonzales	0.5890	0.4470	11	-12.912	1	0.821000	0.000000	0.0999	0.7890	146.845	4	Vivid - Soft
The Police-Every Breath You Take	0.8200	0.4520	1	-9.796	1	0.543000	0.002940	0.0714	0.7400	117.401	4	Vivid - Soft
Joanna Wang-Wild World - Acoustic Version	0.6700	0.3060	2	-11.032	1	0.800000	0.000001	0.0829	0.6100	139.949	4	Vivid - Soft
Shania Twain-From This Moment On	0.3050	0.3230	7	-9.396	1	0.483000	0.000000	0.1070	0.1030	135.803	4	Vivid - Soft
Beyoncé-Drunk in Love Remix (feat. Jay-Z & Kanye West)	0.5080	0.7630	8	-3.580	1	0.160000	0.000000	0.1180	0.4760	139.653	4	NaN
Khaled-C’est la vie	0.6230	0.9150	3	-5.349	1	0.016700	0.000000	0.3610	0.8380	129.961	4	NaN
Pitbull-Rain Over Me (feat. Marc Anthony)	0.6100	0.9060	0	-2.117	1	0.004160	0.000000	0.7580	0.2940	127.916	4	NaN
Oasis-Don't Look Back in Anger - Remastered	0.3270	0.9380	0	-3.237	1	0.070800	0.000004	0.1480	0.3260	162.937	4	NaN
INNA-Un Momento - Play & Win Radio Version	0.7110	0.9430	0	-3.785	1	0.115000	0.001990	0.2990	0.9350	128.088	4	NaN
Don Omar-Danza Kuduro	0.6990	0.9170	0	-4.897	1	0.078000	0.000000	0.0650	0.8890	130.040	4	NaN
Ömer Danış-Köyümün Yağmurları	0.4750	0.3500	8	-16.023	1	0.528000	0.000842	0.3750	0.3830	143.717	4	Özgün soft
Ali Ekber Çiçek-Haydar Haydar	0.3750	0.6730	9	-4.727	1	0.802000	0.094700	0.0706	0.4210	125.960	5	TürküDeyiş
Fikret Kızılok-Gönül	0.5320	0.0561	7	-23.512	1	0.850000	0.006110	0.1110	0.2900	148.148	3	Özgün soft
Eric Clapton-Wonderful Tonight	0.5720	0.2140	7	-15.625	1	0.649000	0.129000	0.1250	0.4850	95.542	4	Slow pure
Eric Clapton-Tears in Heaven - Acoustic; Live at MTV Unplugged, Bray Film Studios, Windsor, England, UK, 1/16/1992; 2013 Remaster	0.6950	0.3360	9	-12.999	1	0.800000	0.002640	0.7010	0.4220	79.109	4	Slow pure
Ufuk Beydemir-Ay Tenli Kadın	0.5330	0.5410	6	-7.854	1	0.217000	0.000004	0.1100	0.3350	144.135	4	Slowish PopRock
Ingrid St-Pierre-Les épousailles	0.5770	0.3460	0	-9.995	1	0.849000	0.000000	0.0674	0.5560	129.868	4	Chillout - MorningCoffee
Les sœurs Boulay-La mort des étoiles	0.4560	0.1530	9	-16.021	1	0.887000	0.000011	0.1180	0.3140	92.342	4	Chillout - MorningCoffee
Fikret Kızılok-Sevda Çiçeği	0.6470	0.1080	8	-21.204	1	0.886000	0.470000	0.1120	0.4170	121.499	4	Özgün soft
Fikret Kızılok-Bu Kalp Seni Unutur mu	0.7020	0.1050	7	-22.333	1	0.848000	0.000054	0.3060	0.5630	109.289	4	Özgün soft
Levent Yüksel-Beni Bırakın	0.6920	0.2860	3	-14.219	1	0.105000	0.000000	0.0786	0.6870	176.431	4	Vivid - Soft
Eric Clapton-Tears in Heaven	0.4980	0.2420	9	-12.238	1	0.835000	0.536000	0.1330	0.3120	153.744	4	Slow pure
Levent Yüksel-Medcezir	0.6970	0.2860	2	-14.804	1	0.587000	0.000006	0.0871	0.4280	80.140	4	Slow pure
George Benson-You Are the Love of My Life	0.4130	0.4460	4	-8.798	1	0.355000	0.000024	0.1380	0.2260	127.979	4	Slow pure
Eva Cassidy-Fields Of Gold	0.4610	0.0859	9	-14.676	1	0.974000	0.000001	0.0770	0.3100	79.817	4	Slow pure
Grup Yorum-Çav Bella	0.5500	0.3040	10	-13.887	1	0.870000	0.000000	0.0997	0.6250	68.302	4	NaN
Zülfü Livaneli-Yiğidim Aslanım	0.2480	0.0123	0	-24.446	1	0.948000	0.000244	0.1390	0.0926	83.296	3	NaN
Johann Pachelbel-Canon in D	0.1510	0.1250	2	-20.414	1	0.808000	0.308000	0.1210	0.2900	150.812	4	NaN
Johann Sebastian Bach-Partita No. 1 In B Flat Major, BWV 825: Prelude	0.3500	0.1040	10	-25.867	1	0.994000	0.904000	0.1250	0.6340	97.929	4	Chillout - Old Classic
Enya-Only Time	0.4180	0.2490	3	-13.744	1	0.841000	0.661000	0.1120	0.2130	82.803	4	Chillout - New Age
Ceza-Neyim Var Ki (feat. Sagopa K)	0.9040	0.4620	2	-12.017	1	0.138000	0.000000	0.1390	0.6920	90.022	4	Vivid- RapHiphop
Dr. Dre-Still D.R.E.	0.8160	0.7750	11	-3.323	1	0.160000	0.000310	0.0543	0.5270	93.431	4	Vivid- RapHiphop
Yann Tiersen-Comptine d'un autre été, l'après-midi	0.4840	0.1920	2	-15.378	1	0.991000	0.908000	0.1060	0.0559	100.084	4	Chillout - Instrumental
Elvis Presley-Suspicious Minds	0.4870	0.3820	7	-10.889	1	0.042200	0.000005	0.4110	0.7140	116.557	4	Vivid - Soft
Elvis Presley-Can't Help Falling in Love	0.3960	0.2930	2	-14.062	1	0.941000	0.000196	0.1050	0.3430	100.307	3	Slow pure
Ennio Morricone-Gabriel's Oboe from The Mission - Excerpt	0.1490	0.2750	2	-12.602	1	0.978000	0.894000	0.0889	0.0854	82.552	3	Chillout - Instrumental
Mauricio Galbardi-Porto Fino	0.6610	0.0812	4	-17.953	1	0.987000	0.725000	0.1100	0.3280	168.177	4	Chillout - Instrumental
Bette Midler-To Deserve You	0.6450	0.5730	5	-9.421	1	0.142000	0.003280	0.0962	0.2460	102.979	4	Vivid - Soft
Roxette-Spending My Time	0.4200	0.5740	4	-5.149	1	0.238000	0.000115	0.1270	0.2180	170.549	4	Vivid - Soft
The Connells-'74-'75	0.5300	0.5900	11	-9.169	1	0.183000	0.002270	0.0675	0.4300	144.202	4	Vivid - Soft
Pitbull-Feel This Moment (feat. Christina Aguilera)	0.6730	0.7580	7	-3.632	1	0.039000	0.000000	0.3410	0.5420	135.956	4	NaN
Yanni-The End Of August	0.1460	0.3810	1	-9.806	1	0.980000	0.905000	0.8830	0.0753	92.949	4	Chillout - Instrumental
The Monkees-Daydream Believer	0.5100	0.4880	7	-10.304	1	0.256000	0.000000	0.1100	0.6490	125.683	4	Vivid - Soft
LP-Other People	0.5460	0.6650	11	-5.091	1	0.084200	0.000000	0.1420	0.5060	90.983	4	NaN
LP-Halo - Live	0.4240	0.7200	9	-8.605	1	0.006660	0.000000	0.6740	0.0523	145.000	4	Vivid - Soft
Lenka-Everything at Once	0.7660	0.4660	0	-8.036	1	0.332000	0.003780	0.3790	0.8390	145.003	4	Vivid - Soft
Lenka-Trouble Is a Friend	0.6570	0.8300	8	-5.174	1	0.031800	0.000039	0.1220	0.6530	118.026	4	Vivid - Soft
Lenka-The Show	0.7530	0.5900	0	-4.144	1	0.259000	0.000000	0.0836	0.5930	123.028	4	Chillout - MorningCoffee
Joy Williams-Sweet Love of Mine (Acoustic)	0.5650	0.1360	11	-12.179	1	0.943000	0.000002	0.0952	0.3490	83.013	4	Chillout - MorningCoffee
Kina Grannis-Beyond The Sea	0.6760	0.1180	7	-11.443	1	0.935000	0.000000	0.2920	0.5170	103.948	4	Chillout - MorningCoffee
Luis Fonsi-Échame La Culpa	0.7330	0.8920	0	-3.641	1	0.037600	0.000000	0.1370	0.6750	95.989	4	NaN
Alan Walker-Alone	0.6760	0.9290	10	-3.194	1	0.186000	0.000405	0.1210	0.1570	97.019	4	NaN
Alan Walker-Faded	0.5890	0.6510	6	-5.097	1	0.029100	0.000003	0.1110	0.1660	90.011	4	NaN
Dynoro-In My Mind	0.6940	0.7700	6	-5.335	1	0.176000	0.000011	0.1180	0.1630	125.905	4	NaN
Blackmore's Night-Moonlight Shadow - 2017 Version	0.6160	0.2550	3	-9.226	1	0.752000	0.000000	0.1120	0.4360	121.407	4	Vivid - Soft
Mike Oldfield-Moonlight Shadow - Remastered	0.6250	0.7030	4	-9.863	1	0.262000	0.000001	0.2310	0.7910	128.389	4	NaN
Mike Oldfield-Moonlight Shadow	0.6110	0.7200	4	-8.359	1	0.291000	0.000000	0.3560	0.8000	128.594	4	Vivid - Soft
Enya-Caribbean Blue - 2009 Remaster	0.3930	0.4140	4	-12.262	1	0.807000	0.958000	0.1180	0.6770	157.626	3	Chillout - Instrumental
Roque Baños-Vuelta a la Vida	0.1920	0.1440	7	-17.961	1	0.825000	0.871000	0.1220	0.0572	136.141	3	Chillout - Instrumental
U2-One	0.3920	0.5340	0	-8.793	1	0.245000	0.001040	0.1550	0.3250	181.305	4	Chillout - MorningCoffee
Priscilla Ahn-Dream	0.5120	0.2480	2	-10.359	1	0.750000	0.000030	0.1140	0.1580	109.692	3	Chillout - MorningCoffee
Simon & Garfunkel-The Sound of Silence	0.5340	0.2350	6	-12.854	1	0.885000	0.000003	0.0994	0.3250	106.847	4	NaN
Georges Bizet-Carmen Suite No. 2: Habanera. Allegretto quasi Andantino (Act I)	0.4250	0.0928	7	-21.333	1	0.925000	0.127000	0.1330	0.5050	124.611	4	NaN
Tanju Okan-Öyle Sarhoş Olsam ki	0.5730	0.5780	10	-5.548	1	0.847000	0.000051	0.1060	0.7180	113.202	4	NaN
Duman-Senden Daha Güzel	0.7750	0.4380	4	-5.608	1	0.029800	0.001030	0.0415	0.6430	88.719	4	NaN
Pinhani-Ne Güzel Güldün	0.2640	0.4820	10	-7.711	1	0.461000	0.000064	0.1510	0.1850	51.722	4	Vivid - Soft
The Cranberries-Linger	0.4390	0.4340	7	-14.918	1	0.078300	0.000049	0.1400	0.2040	94.845	4	Vivid - Soft
Kina Grannis-Can’t Help Falling in Love	0.2660	0.0596	0	-18.515	1	0.905000	0.000071	0.1320	0.1430	181.740	3	Chillout - MorningCoffee
Ed Sheeran-Candle In The Wind - 2018 Version	0.5490	0.4490	4	-10.479	1	0.732000	0.000000	0.1170	0.5060	76.028	5	Vivid - Soft
Lotte Kestner-Halo	0.5760	0.1210	9	-17.343	1	0.952000	0.001110	0.1000	0.0630	116.826	4	Chillout - MorningCoffee
Sedef Sebüktekin-Sen Istersin	0.7820	0.3430	2	-16.165	1	0.753000	0.005770	0.0844	0.5010	99.970	4	Chillout - MorningCoffee
Pinhani-Beni Al	0.7340	0.4430	7	-10.873	1	0.657000	0.000001	0.2510	0.5520	118.021	3	Slowish PopRock
Dolu Kadehi Ters Tut-Belki	0.6360	0.4560	7	-11.580	1	0.394000	0.001310	0.1200	0.2810	149.952	4	NaN
Simge Pınar-Sangria	0.5080	0.4960	4	-9.374	1	0.037700	0.000990	0.3770	0.1810	141.973	4	NaN
Manian-Like a Prayer - Cascada Radio Edit	0.6430	0.9940	5	-7.270	1	0.003370	0.000120	0.1820	0.5460	140.027	4	NaN
Hoobastank-The Reason	0.4470	0.6680	4	-4.683	1	0.012700	0.000000	0.1520	0.0695	82.904	4	Vivid - Soft
Keith Richards-Bittersweet Symphony	0.3510	0.8670	9	-6.352	1	0.000013	0.916000	0.2140	0.4070	171.019	4	NaN
Henrik Janson-Chi Mai	0.6290	0.2620	2	-10.763	1	0.925000	0.822000	0.0892	0.0683	83.888	3	Chillout - Instrumental
Sia-Chandelier	0.3990	0.7870	1	-2.880	1	0.019700	0.000061	0.0685	0.5720	117.089	5	NaN
Luis Fonsi-Despacito (Featuring Daddy Yankee)	0.6600	0.7860	2	-4.757	1	0.209000	0.000000	0.1120	0.8460	177.833	4	NaN
Allison Mareek-Sound of Silence	0.4610	0.1340	10	-14.981	1	0.882000	0.000000	0.3270	0.2180	89.682	4	Chillout - MorningCoffee
Van Morrison-Brown Eyed Girl	0.5780	0.6100	7	-9.643	1	0.079800	0.000000	0.2610	0.8270	74.812	4	NaN
Lana Del Rey-Big Eyes	0.2960	0.3310	10	-12.761	1	0.814000	0.000942	0.0939	0.0550	93.874	4	NaN
Indila-Feuille d'automne	0.5330	0.4370	2	-6.662	1	0.019900	0.000002	0.1750	0.0747	87.520	4	Vivid - Soft
Lana Del Rey-Radio	0.4230	0.8570	2	-5.173	1	0.188000	0.000026	0.1050	0.1960	75.024	4	NaN
Lana Del Rey-Lucky Ones	0.3750	0.4160	0	-7.149	1	0.778000	0.000002	0.2300	0.2710	134.923	4	NaN

In [ ]:

df[df["mode"]==0]

Out[ ]:

	danceability	energy	key	loudness	mode	acousticness	instrumentalness	liveness	valence	tempo	time_signature	playlist
Artist-Song
Jubël-Dancing In The Moonlight (feat. NEIMY)	0.6590	0.61500	11	-5.865	0	0.270000	0.000000	0.1870	0.1930	119.843	4	NaN
Jabbar-Aldatıldık	0.7670	0.65800	9	-8.873	0	0.511000	0.002700	0.1080	0.7130	95.001	4	NaN
Aşkın Nur Yengi-Başka Birşey	0.6510	0.63700	4	-16.587	0	0.273000	0.000004	0.3040	0.6790	116.467	4	NaN
INNA-UP	0.8110	0.67800	0	-6.129	0	0.038200	0.000000	0.1320	0.8840	98.044	4	NaN
Pinhani-Dünyadan Uzak	0.5830	0.54200	11	-8.366	0	0.029000	0.000002	0.0824	0.3540	102.940	4	NaN
Leo Rojas-El Condor Pasa	0.4850	0.70300	9	-6.631	0	0.168000	0.003710	0.9420	0.4100	80.982	4	NaN
Zeynep Bastık-Marlon Brando	0.7570	0.69600	11	-9.406	0	0.092500	0.005510	0.1290	0.5260	93.003	4	NaN
2CELLOS-The Sound of Silence	0.1870	0.13200	2	-17.579	0	0.828000	0.822000	0.1110	0.2430	147.614	4	NaN
Lofi Fruits Music-Faded	0.5580	0.39100	1	-11.015	0	0.946000	0.893000	0.1140	0.2950	74.995	4	NaN
Lofi Fruits Music-Bad Romance	0.5120	0.29800	9	-13.376	0	0.458000	0.866000	0.1330	0.0799	77.984	4	NaN
Lofi Fruits Music-Swan Lake	0.5680	0.05870	9	-21.865	0	0.899000	0.906000	0.1040	0.0459	90.010	4	NaN
Lofi Fruits Music-Gangsta's Paradise	0.6440	0.38100	0	-7.425	0	0.497000	0.898000	0.1100	0.1840	150.029	4	NaN
Badem-Sen Ağlama	0.5860	0.65600	1	-5.694	0	0.096900	0.000379	0.1240	0.3330	131.912	4	NaN
Yann Tiersen-La valse des vieux os	0.4820	0.24900	3	-11.357	0	0.932000	0.031100	0.2250	0.4450	121.657	3	NaN
Yann Tiersen-La valse d'Amélie - Version orchestre	0.1950	0.33500	9	-8.681	0	0.852000	0.131000	0.1170	0.2520	63.152	4	NaN
Yann Tiersen-Les jours tristes - Instrumental	0.7340	0.33900	7	-8.123	0	0.807000	0.186000	0.0801	0.9520	100.104	3	NaN
Yann Tiersen-La valse d'Amélie - Version piano	0.1940	0.17900	9	-16.836	0	0.988000	0.860000	0.0819	0.1790	177.667	3	NaN
Yann Tiersen-La valse d'Amélie	0.4330	0.56400	9	-8.917	0	0.713000	0.275000	0.1170	0.8550	192.073	3	NaN
BELLSAINT-Losing My Religion	0.2970	0.64400	7	-7.175	0	0.009510	0.036400	0.1380	0.0604	121.308	4	NaN
Passenger-Losing My Religion (Cover)	0.7550	0.64300	9	-9.097	0	0.026400	0.000035	0.2670	0.4710	126.035	4	NaN
Chill Fruits Music-I've Never Been There	0.6680	0.23300	1	-18.672	0	0.937000	0.934000	0.0901	0.3360	121.211	4	NaN
MFÖ-Ele Güne Karşı	0.5070	0.73100	4	-11.031	0	0.082200	0.000042	0.2770	0.7570	147.687	3	Vivid - Soft
Ava Max-Take You To Hell	0.5010	0.68200	0	-4.664	0	0.135000	0.000000	0.1450	0.5030	173.926	4	NaN
Deniz Tekin-Beni Vur - Akustik	0.4740	0.23800	1	-9.514	0	0.932000	0.000099	0.1150	0.3910	94.496	4	NaN
Basshunter-Boten Anna - Radio edit	0.4640	0.97100	9	-5.546	0	0.063500	0.000108	0.0730	0.2650	140.179	4	NaN
Selda Bağcan-Gesi Bağları	0.4060	0.26100	5	-12.098	0	0.987000	0.422000	0.1110	0.4260	124.094	4	Özgün soft
Lofi Fruits Music-Asgore	0.7040	0.37400	1	-11.518	0	0.858000	0.925000	0.1110	0.2850	89.995	4	NaN
Lofi Fruits Music-Evil Morty	0.6020	0.34700	0	-9.793	0	0.900000	0.944000	0.3860	0.1730	139.974	4	NaN
Lofi Fruits Music-Bella Ciao	0.7030	0.33900	8	-12.575	0	0.508000	0.851000	0.1020	0.3700	84.024	4	NaN
The Cranberries-Promises	0.5010	0.86400	4	-3.231	0	0.062800	0.000000	0.1690	0.2470	130.061	4	NaN
Gökçe Kılınçer-Yalan	0.3100	0.57600	3	-7.245	0	0.006880	0.000007	0.2490	0.2280	132.040	4	NaN
Seha Okuş-Hasretinle Yandı Gönlüm	0.4340	0.26500	5	-9.166	0	0.981000	0.000332	0.1100	0.4920	87.304	4	NaN
Özge Öz-Hasretinle Yandı Gönlüm	0.3390	0.23100	4	-11.274	0	0.987000	0.004230	0.1130	0.4570	159.282	4	NaN
Cihat Aşkın-Hasretinle Yandı Gönlüm	0.2750	0.28600	2	-13.389	0	0.983000	0.898000	0.1070	0.2560	108.083	4	NaN
İnan Tat-Polyushka Polye	0.5740	0.73000	7	-10.455	0	0.663000	0.947000	0.1580	0.5850	106.964	4	NaN
Efkan Şeşen-Polyushka Polye	0.4540	0.54600	9	-9.748	0	0.179000	0.886000	0.1070	0.2870	124.842	4	NaN
Joaquín Rodrigo-Rodrigo: Concierto de Aranjuez: II. Adagio	0.2530	0.09800	11	-19.878	0	0.930000	0.862000	0.1220	0.0620	84.865	4	NaN
Pinhani-Derdim Dostum Benim	0.3500	0.25800	9	-10.287	0	0.875000	0.000000	0.1300	0.4030	88.025	4	NaN
Beyoncé-Drunk in Love (feat. Jay-Z)	0.5830	0.62100	5	-6.902	0	0.009720	0.001060	0.1810	0.3990	140.036	4	NaN
Ava Max-H.E.A.V.E.N	0.5920	0.64300	9	-6.928	0	0.296000	0.080100	0.1860	0.6210	119.971	4	NaN
2CELLOS-Shape of My Heart	0.2600	0.27400	2	-12.868	0	0.886000	0.897000	0.1010	0.2370	158.919	4	NaN
2CELLOS-Game of Thrones Medley	0.1190	0.59400	5	-9.736	0	0.934000	0.910000	0.1050	0.1470	84.566	4	NaN
Silience-I Don't Wanna Know	0.7490	0.72800	11	-8.029	0	0.235000	0.012500	0.3900	0.5380	119.995	4	NaN
Mario Winans-I Don't Wanna Know (feat. Enya & P. Diddy) - 2016 Remaster	0.8330	0.51500	11	-5.000	0	0.347000	0.001560	0.1160	0.4000	97.007	4	NaN
Sean Finn-Infinity 2018	0.6570	0.81300	7	-4.096	0	0.030000	0.103000	0.3340	0.1420	128.012	4	NaN
Ava Max-OMG What's Happening	0.6980	0.85400	9	-3.840	0	0.101000	0.000000	0.1070	0.9310	124.042	4	NaN
Grup Vitamin-İstanbul'da	0.5310	0.52100	6	-10.215	0	0.546000	0.000000	0.4020	0.4860	154.178	4	NaN
Sting-Shape Of My Heart	0.5370	0.37300	6	-10.081	0	0.691000	0.000915	0.0830	0.2440	83.936	4	NaN
Deniz Arcak-Vurur	0.6210	0.46800	5	-14.004	0	0.178000	0.000093	0.0679	0.5360	99.721	4	NaN
Metin Özülkü-Seninle Olmak Var Ya (Dayanamam Sana Ben)	0.6230	0.33400	7	-12.091	0	0.823000	0.000000	0.2070	0.5480	76.993	4	NaN
Bora Öztoprak-Başıma Belamısın	0.6670	0.56800	0	-9.659	0	0.332000	0.000000	0.1020	0.6410	88.996	4	NaN
Athena-Senden, Benden, Bizden	0.8580	0.50100	2	-8.946	0	0.206000	0.000015	0.0450	0.9160	112.134	4	NaN
Nilüfer-Haram Geceler	0.5740	0.21500	2	-16.316	0	0.866000	0.000001	0.1270	0.2940	95.742	4	NaN
Bora Öztoprak-Seni Seviyorum	0.4750	0.34300	7	-14.213	0	0.189000	0.000000	0.3670	0.3840	80.038	4	NaN
Evgeny Grinko-Field	0.1910	0.08590	9	-21.876	0	0.988000	0.902000	0.1150	0.2920	161.210	4	NaN
Alan Walker-Alone, Pt. II	0.6700	0.66800	3	-4.306	0	0.536000	0.000000	0.1330	0.6080	88.033	4	NaN
Pedro Capó-Calma - Remix	0.8260	0.77300	11	-4.218	0	0.323000	0.000000	0.1430	0.7610	126.899	4	NaN
Queen-We Are The Champions - Live Aid	0.3160	0.86000	7	-5.038	0	0.175000	0.000049	0.9020	0.1950	100.888	3	NaN
Queen-Bohemian Rhapsody	0.3900	0.39700	0	-9.963	0	0.287000	0.000000	0.2070	0.2460	144.031	4	NaN
Queen-The Show Must Go On - Remastered 2011	0.4260	0.68700	11	-6.926	0	0.409000	0.000000	0.1120	0.1890	84.141	4	NaN
Antonio De Lucena-La Isla Bonita	0.7080	0.51100	2	-12.362	0	0.626000	0.929000	0.0810	0.8910	100.330	4	NaN
Master Guitar-La Isla Bonita	0.5510	0.50200	2	-17.543	0	0.525000	0.800000	0.1010	0.7980	100.321	4	NaN
Aventura-Obsesion	0.8040	0.56000	1	-6.912	0	0.416000	0.000000	0.0608	0.7680	133.682	4	NaN
Akon-Lonely	0.6240	0.57200	5	-7.531	0	0.322000	0.000000	0.3140	0.5700	90.067	4	NaN
Surf Mesa-ily (i love you baby) (feat. Emilee)	0.6740	0.77400	11	-7.567	0	0.068600	0.001880	0.3930	0.3300	112.050	4	NaN
Lana Del Rey-Young And Beautiful	0.3240	0.41600	11	-8.920	0	0.262000	0.000037	0.1100	0.1510	113.986	4	NaN
Arnon-G Paradise	0.5960	0.85700	2	-4.331	0	0.031500	0.000000	0.1770	0.1670	126.203	4	NaN
Deniz Tekin-Bende Bir Problem Var - Akustik	0.5620	0.20300	8	-9.343	0	0.893000	0.000048	0.0959	0.3510	167.810	4	NaN
Deniz Tekin-Bende Bir Problem Var	0.6950	0.55400	7	-6.690	0	0.731000	0.009540	0.1470	0.2360	95.008	4	NaN
Cirque du Soleil-Alegria	0.5670	0.58500	2	-10.265	0	0.191000	0.000031	0.2410	0.3830	83.931	4	NaN
DJ BoBo-Everybody	0.7010	0.87500	10	-4.475	0	0.294000	0.000000	0.0793	0.7940	99.993	4	NaN
Feridun Düzağaç-Buralardan Gitme	0.5760	0.83500	1	-7.434	0	0.077800	0.000817	0.0972	0.4910	132.079	4	NaN
Feridun Düzağaç-Beni Bırakma	0.7050	0.49300	3	-7.775	0	0.704000	0.000319	0.1220	0.3800	127.970	4	NaN
Feridun Düzağaç-Alev Alev	0.5480	0.53200	1	-8.758	0	0.115000	0.000014	0.1250	0.3690	124.053	4	NaN
Düş Sokağı Sakinleri-Gayret Et Guzelim	0.5620	0.33600	6	-11.111	0	0.790000	0.000004	0.0892	0.3810	143.944	4	NaN
Düş Sokağı Sakinleri-Sevdan Bir Ates	0.5610	0.47300	6	-7.478	0	0.602000	0.000004	0.0978	0.3750	123.892	4	NaN
Teoman-Aşk Kırıntıları	0.2570	0.67900	5	-4.673	0	0.051500	0.000619	0.2080	0.3780	171.721	3	NaN
The Moody Blues-Nights In White Satin - Single Version / Mono	0.1950	0.48300	4	-4.991	0	0.465000	0.497000	0.0686	0.1730	84.710	4	NaN
Boney M.-Daddy Cool	0.7630	0.77700	5	-6.932	0	0.281000	0.790000	0.1340	0.9290	124.431	4	NaN
Khaled-Aïcha - Version Mixte	0.5920	0.65700	7	-8.013	0	0.220000	0.000006	0.0912	0.4840	170.164	4	NaN
MaxRiven-Astronomia	0.8010	0.70500	7	-7.398	0	0.400000	0.698000	0.0811	0.2060	125.014	4	NaN
Alan Walker-On My Way	0.5090	0.68900	1	-4.929	0	0.020900	0.000000	0.3010	0.2970	170.087	4	NaN
Ramin Djawadi-Mako (feat. Priscilla Ahn)	0.1310	0.09010	0	-17.150	0	0.971000	0.980000	0.0940	0.0341	61.467	3	NaN
Priscilla Ahn-Marnie	0.2030	0.05160	9	-19.448	0	0.964000	0.277000	0.0861	0.0976	78.189	3	NaN
Erik Satie-Gnossienne No. 1	0.3760	0.00579	5	-31.615	0	0.996000	0.944000	0.0882	0.0369	71.827	4	NaN
Tomaso Albinoni-Adagio in G Minor	0.0990	0.27900	7	-12.939	0	0.743000	0.903000	0.1140	0.0464	89.755	1	NaN
Erasure-Love to Hate You	0.6220	0.71200	6	-11.585	0	0.018300	0.018400	0.4030	0.8700	119.955	4	NaN
Yavuz Bingöl-Akşam Olur Karanlığa	0.5330	0.33800	6	-9.142	0	0.879000	0.000000	0.0696	0.3350	99.978	3	NaN
Musa Eroğlu-Halil İbrahim	0.7280	0.32400	0	-14.867	0	0.824000	0.000013	0.4970	0.5380	112.921	4	NaN
Ramin Djawadi-Main Title - From The "Game Of Thrones" Soundtrack	0.1970	0.60300	5	-16.116	0	0.302000	0.794000	0.1060	0.2320	169.881	3	NaN
James Horner-For The Love Of A Princess	0.1870	0.06020	9	-25.767	0	0.408000	0.922000	0.1220	0.0362	68.751	4	NaN
David Arkenstone-Call Of The Sea	0.4750	0.56300	4	-13.009	0	0.011500	0.777000	0.0541	0.3680	179.655	4	NaN
Karl Jenkins-Adiemus	0.2950	0.40800	4	-16.632	0	0.804000	0.148000	0.1650	0.1640	150.454	3	NaN
Can Gox-Ah Be Ah	0.6710	0.62200	9	-6.995	0	0.298000	0.000016	0.0880	0.5760	105.022	4	NaN
Grup Abdal-Ervah-ı Ezelde	0.5480	0.36900	6	-7.226	0	0.676000	0.000000	0.1080	0.3820	79.879	4	NaN
Cem Karaca-Çok Yorgunum	0.2800	0.29500	9	-10.871	0	0.971000	0.027900	0.0929	0.0683	97.299	4	NaN
Hasret Gültekin-Eklemedir Koca Kavak	0.5760	0.41800	4	-12.114	0	0.720000	0.000000	0.0793	0.4930	90.318	4	NaN
Jean-Laurent Ducroiset-Now We Are Free (From "Gladiator")	0.2010	0.41600	7	-6.701	0	0.741000	0.474000	0.1450	0.1860	149.307	4	NaN
Lisa Gerrard-Not Yet	0.0947	0.01230	4	-31.129	0	0.962000	0.319000	0.1020	0.0366	86.902	3	NaN
Makali-Sur Les Chemins	0.8910	0.39300	5	-10.567	0	0.162000	0.002630	0.1160	0.5610	124.024	4	NaN
Alizée-Moi... Lolita	0.6280	0.88800	11	-3.740	0	0.051900	0.000191	0.2330	0.5770	107.958	4	NaN
Mireille Mathieu-Un dernier mot d'amour	0.3740	0.25600	4	-9.269	0	0.963000	0.000008	0.1140	0.2560	123.257	3	NaN
José María Cano-Hijo de la Luna	0.2300	0.53700	5	-7.003	0	0.917000	0.051500	0.0822	0.1290	169.411	3	NaN
James Farrelli-It's a Sin	0.6580	0.24600	11	-13.133	0	0.673000	0.000001	0.1130	0.2670	110.057	4	NaN
UNDRESSD-Forever Young	0.5940	0.72500	8	-7.225	0	0.037500	0.000011	0.2370	0.5720	122.983	4	NaN
Mustafa Sandal-Mod	0.6490	0.84400	2	-5.349	0	0.482000	0.000307	0.1600	0.9280	165.951	4	NaN
The Rolling Stones-Angie	0.4290	0.55400	9	-6.128	0	0.670000	0.000152	0.1050	0.4070	136.302	4	NaN
Cem Adrian-Sarı Gelin (Konser Kaydı)	0.3780	0.33700	4	-6.932	0	0.967000	0.000000	0.7410	0.0916	93.846	4	NaN
Grup Yorum-Berivan	0.5890	0.35300	2	-15.527	0	0.602000	0.000030	0.1740	0.3560	127.318	4	NaN
Multitap-Ben Anlarım	0.6540	0.65500	4	-6.543	0	0.206000	0.000000	0.6550	0.6340	115.931	4	NaN
Güler Duman-Türkülerle Gömün Beni	0.5190	0.47600	5	-9.350	0	0.588000	0.000004	0.4310	0.5640	77.080	4	NaN
Ahmet Aslan-Minnet Eylemem	0.4530	0.22200	1	-10.649	0	0.951000	0.003120	0.1120	0.1200	92.417	4	TürküDeyiş
Emre Sertkaya-Minnet Eylemem	0.2560	0.32400	4	-13.145	0	0.911000	0.004450	0.1180	0.3160	150.810	1	TürküDeyiş
MFÖ-Güllerin İçinden	0.5140	0.22700	2	-14.423	0	0.685000	0.000067	0.0727	0.3870	139.155	4	Slowish PopRock
Craig David-Walking Away	0.5960	0.68800	9	-6.367	0	0.196000	0.000000	0.1210	0.8170	172.837	4	Slowish PopRock
Blackmore's Night-Home Again	0.5320	0.62600	7	-5.314	0	0.257000	0.000000	0.8070	0.2680	116.953	4	NaN
Blackmore's Night-Greensleeves	0.4730	0.55000	9	-8.551	0	0.271000	0.046600	0.0925	0.3020	165.031	4	NaN
Blackmore's Night-Under a Violet Moon	0.6010	0.67600	0	-7.933	0	0.469000	0.000024	0.1050	0.6610	85.455	4	NaN
Amy Macdonald-This Is The Life	0.6280	0.88200	1	-5.024	0	0.259000	0.000000	0.0650	0.8530	95.083	4	NaN
Secret Garden-Adagio	0.1150	0.32800	7	-11.154	0	0.911000	0.771000	0.1010	0.0611	51.096	4	Chillout - Instrumental
a-ha-Take on Me	0.5730	0.90200	6	-7.638	0	0.018000	0.001250	0.0928	0.8760	84.412	4	NaN
Indila-Boite En Argent	0.4450	0.30200	7	-11.870	0	0.704000	0.000000	0.1220	0.2670	133.507	4	NaN
Indila-Love Story	0.3750	0.25500	10	-12.279	0	0.815000	0.000000	0.0845	0.3310	95.978	3	NaN
Indila-Dernière danse	0.6690	0.44900	0	-7.658	0	0.184000	0.000000	0.0729	0.3270	114.926	4	NaN
Indila-Tourner Dans Le Vide	0.5940	0.69800	6	-8.645	0	0.103000	0.000000	0.1730	0.3760	119.991	4	NaN
Infernal-Self Control	0.6500	0.97500	6	-3.998	0	0.129000	0.000000	0.2910	0.5840	124.010	4	NaN
INNA-INNdiA (feat. Play & Win)	0.6950	0.71400	2	-3.700	0	0.099700	0.000107	0.2690	0.6900	156.045	4	NaN
INNA-Caliente	0.8520	0.72800	9	-4.697	0	0.039300	0.002670	0.0644	0.8160	129.973	4	NaN
Jason Donovan-Sealed with a Kiss	0.5320	0.54200	4	-7.961	0	0.503000	0.000000	0.1730	0.5390	95.970	4	Slowish PopRock
Sezen Aksu-Kalbim Ege'de Kaldı	0.4450	0.12100	6	-18.745	0	0.539000	0.000000	0.0978	0.2910	162.926	3	Özgün soft
Kalwi & Remi-Explosion	0.6050	0.88200	9	-3.028	0	0.000031	0.614000	0.1350	0.4180	140.026	4	NaN
Kayahan-Esmer Günler	0.3680	0.39600	9	-14.057	0	0.889000	0.000000	0.2870	0.3670	171.652	3	Slowish PopRock
Gheorghe Zamfir-The Lonely Shepherd	0.4340	0.30400	2	-10.799	0	0.841000	0.792000	0.1000	0.1080	66.486	4	Chillout - Instrumental
Lady Gaga-Alejandro	0.6260	0.79900	11	-6.612	0	0.000358	0.001550	0.3600	0.3690	98.992	4	NaN
Lasgo-Something	0.6440	0.98100	7	-6.644	0	0.027100	0.000097	0.1100	0.3790	140.012	4	NaN
Madonna-American Pie	0.6310	0.73400	5	-7.480	0	0.348000	0.000000	0.1350	0.5910	124.036	4	NaN
Makis Ablianitis-Love Secret	0.6000	0.63500	2	-9.714	0	0.839000	0.859000	0.7430	0.6730	138.021	4	Chillout - Instrumental
Makis Ablianitis-Sun Walk	0.7570	0.58900	4	-9.329	0	0.435000	0.811000	0.2640	0.4660	120.011	4	Chillout - Instrumental
Makis Ablianitis-Bahar	0.4870	0.45600	9	-12.057	0	0.858000	0.945000	0.1090	0.1570	100.056	4	Chillout - Instrumental
Makis Ablianitis-Uranos	0.6660	0.64800	5	-8.438	0	0.693000	0.392000	0.4960	0.5110	159.964	4	Chillout - Instrumental
Mazhar Alanson-Ah Bu Ben	0.5640	0.52300	4	-8.087	0	0.480000	0.000000	0.1820	0.2140	130.092	4	Slowish PopRock
Mazhar Alanson-Yandım	0.6300	0.39000	4	-8.771	0	0.581000	0.000038	0.1530	0.2630	65.983	3	Slowish PopRock
Mecano-Hijo de la Luna	0.4570	0.51300	1	-7.961	0	0.697000	0.000001	0.0552	0.5740	179.006	3	Chillout - New Age
Metallica-Mama Said	0.4480	0.50400	8	-7.749	0	0.017100	0.000849	0.3800	0.3910	135.254	4	Slowish PopRock
Ludwig van Beethoven-Moonlight Sonata (First Movement from Piano Sonata No. 14, Op. 27 No. 2)	0.2160	0.19900	1	-20.583	0	0.991000	0.916000	0.0950	0.3390	178.876	3	Chillout - Old Classic
Michel Fugain & Le Big Bazar-Une belle histoire	0.3950	0.57800	9	-7.728	0	0.470000	0.000000	0.1710	0.6890	166.227	4	NaN
George Frideric Handel-Suite in B-Flat Major, HWV 434: IV. Menuet	0.4060	0.00645	7	-32.739	0	0.994000	0.935000	0.0895	0.1110	59.156	4	Chillout - Instrumental
Mono-Life In Mono	0.4890	0.77500	4	-8.489	0	0.009520	0.552000	0.4100	0.4550	169.940	4	Slow pure
Mustafa Sandal-Jest Oldu	0.7140	0.78400	10	-11.064	0	0.578000	0.000197	0.1040	0.9240	95.084	4	NaN
Nick Cave & The Bad Seeds-Where the Wild Roses Grow - 2011 - Remaster	0.3360	0.47000	7	-10.541	0	0.378000	0.003320	0.0953	0.1630	154.649	3	Chillout - MorningCoffee
Nil Özalp-Kalp Boş	0.6250	0.85600	6	-6.022	0	0.068500	0.000531	0.0694	0.4810	130.010	4	NaN
Nilüfer-Esmer Günler	0.3520	0.24600	9	-12.178	0	0.608000	0.000000	0.0768	0.2470	85.636	3	Slow pure
No Doubt-Don't Speak	0.5220	0.70700	5	-7.113	0	0.240000	0.000020	0.1560	0.5720	76.050	4	Vivid - Soft
Duran Duran-Ordinary World	0.4720	0.65200	1	-10.171	0	0.013100	0.000011	0.1400	0.4010	140.124	4	Vivid - Soft
Shirley Bassey-If You Go Away (Ne Me Quitte Pas)	0.3480	0.22400	6	-12.275	0	0.798000	0.000000	0.1710	0.1640	173.498	4	Slow pure
Frank Sinatra-If You Go Away	0.2450	0.19100	7	-13.659	0	0.842000	0.000014	0.1310	0.1640	83.532	4	Slow pure
Pet Shop Boys-It's a Sin - 2001 Remaster	0.5380	0.86000	0	-5.916	0	0.252000	0.000527	0.2470	0.2910	127.153	4	Vivid - Soft
Hans Zimmer-Cornfield Chase	0.3300	0.22900	9	-16.442	0	0.948000	0.973000	0.0998	0.0593	96.158	4	Chillout - Instrumental
Robert Miles-One & One (feat. Maria Nayler)	0.6440	0.69000	2	-9.868	0	0.044800	0.000582	0.1130	0.7910	120.065	4	Vivid - Soft
Scarlet-Independent Love Song	0.4520	0.29800	10	-11.318	0	0.432000	0.000000	0.0892	0.2300	79.022	4	NaN
Scorpions-Yellow Raven	0.4200	0.28300	8	-17.748	0	0.161000	0.011500	0.1130	0.3020	128.349	4	Slowish PopRock
Scorpions-White Dove - Studio Track	0.5830	0.49600	9	-7.654	0	0.531000	0.000000	0.0622	0.2360	136.002	4	Slowish PopRock
Sezen Aksu-Firuze	0.3390	0.78100	4	-5.469	0	0.653000	0.000118	0.2700	0.5280	79.270	4	Slow pure
Sezen Aksu-Geri Dön	0.4240	0.48900	5	-7.110	0	0.768000	0.000000	0.2850	0.3180	136.254	3	Slow pure
Sezen Aksu-Zalim	0.6500	0.72300	4	-6.680	0	0.221000	0.000000	0.2130	0.8890	109.994	4	Vivid - Soft
Sezen Aksu-Her Şeyi Yak	0.5700	0.36600	2	-8.898	0	0.824000	0.000016	0.2960	0.4540	106.900	4	NaN
Sezen Aksu-Vazgeçtim	0.4800	0.21700	0	-11.520	0	0.784000	0.000769	0.1120	0.1880	140.601	4	Slow pure
Steve Miller Band-Serenade	0.5370	0.76700	9	-11.760	0	0.206000	0.000797	0.0589	0.9110	116.804	4	Vivid - Soft
Tarkan-Dudu	0.7070	0.86400	4	-7.053	0	0.028900	0.000020	0.0331	0.9200	90.998	4	Vivid - Soft
Tasmin Archer-Sleeping Satellite	0.6000	0.82400	5	-9.864	0	0.171000	0.000225	0.2580	0.7490	96.075	4	Vivid - Soft
t.A.T.u.-All About Us	0.4920	0.88800	7	-4.631	0	0.426000	0.000003	0.3160	0.7930	162.137	4	NaN
Teoman-Ne Ekmek Ne De Su	0.5280	0.57100	10	-12.537	0	0.385000	0.000266	0.0575	0.6720	79.985	4	Slowish PopRock
Teoman-Kupa Kızı Ve Sinek Valesi	0.5860	0.77300	8	-5.724	0	0.018700	0.000000	0.3140	0.3690	94.830	4	Slowish PopRock
Teoman-İstanbul'da Sonbahar	0.4860	0.14500	5	-16.369	0	0.913000	0.852000	0.1110	0.1610	84.162	4	Chillout - MorningCoffee
U2-Staring At The Sun	0.5330	0.70200	9	-8.504	0	0.054900	0.022100	0.2700	0.5150	140.201	4	Slowish PopRock
U2-Beautiful Day	0.5360	0.92800	11	-6.492	0	0.015400	0.001340	0.2000	0.3890	136.258	4	Vivid - Soft
Çelik-Öyle Bir Geçer Zamanki	0.5960	0.52100	5	-9.602	0	0.338000	0.000003	0.0921	0.8480	130.116	4	Vivid - Soft
Indila-Mini World	0.5630	0.54100	11	-8.458	0	0.296000	0.000352	0.1040	0.1650	131.947	4	Vivid - Soft
Nirvana-The Man Who Sold The World	0.4830	0.75300	1	-8.937	0	0.425000	0.000142	0.2570	0.4200	115.102	4	Vivid - Soft
Kenan Doğulu-Tutamıyorum Zamanı	0.7010	0.63700	10	-9.249	0	0.197000	0.000000	0.0804	0.7890	144.950	4	Vivid - Soft
Aaron Krause-Every Breath You Take (feat. Liza Anne)	0.3250	0.20100	6	-11.595	0	0.758000	0.000000	0.0977	0.1720	81.869	4	Vivid - Soft
Coldplay-Viva La Vida	0.4860	0.61700	5	-7.115	0	0.095400	0.000003	0.1090	0.4170	138.015	4	Vivid - Soft
Alphaville-Forever Young	0.4890	0.48300	9	-9.466	0	0.420000	0.002800	0.2360	0.3330	136.822	4	Vivid - Soft
Şebnem Ferah-Sigara	0.3470	0.53000	2	-7.928	0	0.623000	0.000000	0.0666	0.3250	171.281	4	Vivid - Soft
Queen-Bohemian Rhapsody - Remastered 2011	0.4140	0.40400	0	-9.928	0	0.271000	0.000000	0.3000	0.2240	71.105	4	Vivid - Soft
Darren Hayes-Insatiable	0.6700	0.84700	0	-5.449	0	0.097400	0.000000	0.0842	0.8520	143.872	4	Vivid - Soft
Demet Sağıroğlu-Arnavut Kaldırımı	0.7170	0.67800	5	-9.813	0	0.362000	0.000000	0.1410	0.3700	105.002	4	Vivid - Soft
Feride Hilal Akın-Yok Yok	0.6980	0.42200	0	-7.899	0	0.660000	0.000000	0.1420	0.1420	75.803	4	Vivid- RapHiphop
Mert Şenel-Şaraplar ve Kadınlar	0.6210	0.52100	8	-9.526	0	0.568000	0.000000	0.1330	0.4660	78.450	4	Vivid- RapHiphop
Murda-AYA	0.7430	0.68000	5	-4.344	0	0.113000	0.123000	0.1830	0.6940	180.059	4	Vivid- RapHiphop
Grup Yorum-Daglara Gel Daglara	0.5970	0.56600	11	-11.922	0	0.174000	0.031700	0.1610	0.8510	105.853	4	Özgün coşku
Grup Yorum-Uğurlama	0.6250	0.35700	7	-17.705	0	0.572000	0.000014	0.4560	0.4150	120.611	4	Özgün coşku
Ahmet Kaya-Giderim	0.5530	0.78900	0	-5.202	0	0.626000	0.000010	0.1310	0.4300	104.978	4	Özgün coşku
Grup Yorum-Sibel Yalçın Destanı	0.4360	0.33900	4	-16.597	0	0.593000	0.000341	0.3570	0.2850	116.018	4	Özgün coşku
Ahmet Kaya-Acılara Tutunmak	0.5330	0.62500	0	-10.425	0	0.238000	0.008460	0.5360	0.3930	97.978	4	Özgün coşku
Soundtrack Orchestra-The Last of The Mohicans - Fender Guitar	0.3560	0.36000	2	-16.776	0	0.748000	0.026000	0.1420	0.7720	90.821	4	Chillout - Instrumental
Secret Garden-Nocturne	0.2190	0.29800	2	-11.520	0	0.944000	0.254000	0.0940	0.1540	79.136	3	Chillout - Instrumental
Kitaro-Silk Road - Live	0.1710	0.37400	4	-12.375	0	0.663000	0.300000	0.7120	0.0548	134.726	4	Chillout - Instrumental
Yanni-One Man's Dream	0.3630	0.11500	0	-20.386	0	0.984000	0.975000	0.1350	0.1880	122.598	4	Chillout - Instrumental
Kitaro-Caravansary	0.4140	0.26700	9	-13.142	0	0.499000	0.868000	0.0609	0.1080	121.870	4	Chillout - Instrumental
Hans Zimmer-Chevaliers De Sangreal - From The Da Vinci Code Original Motion Picture Soundtrack	0.1690	0.22200	7	-15.954	0	0.528000	0.964000	0.1070	0.0397	110.877	4	Chillout - Instrumental
Yanni-Prelude (Live)	0.1270	0.20400	11	-14.330	0	0.968000	0.455000	0.2430	0.0397	84.345	3	Chillout - Instrumental
Yanni-Until the Last Moment - Live	0.2210	0.25800	6	-16.305	0	0.941000	0.883000	0.6790	0.0486	96.001	4	Chillout - Instrumental
Yedi Karanfil-Yunus	0.5790	0.56300	0	-7.458	0	0.183000	0.000220	0.0633	0.4530	117.919	4	Chillout - Instrumental
Yedi Karanfil-Gözlerin	0.5760	0.35200	11	-13.563	0	0.380000	0.771000	0.1720	0.3220	107.060	3	Chillout - Instrumental
Yedi Karanfil-Devlerin Aşkı	0.6210	0.49000	9	-11.036	0	0.675000	0.577000	0.1070	0.2820	134.012	4	Chillout - Instrumental
Yedi Karanfil-Gesi Bağları - 1. Kısım	0.5880	0.26800	5	-11.194	0	0.709000	0.000011	0.1920	0.3240	119.982	4	TürküDeyiş
Oya-Bana Bir Masal Anlat Baba	0.5600	0.31200	4	-14.399	0	0.792000	0.000025	0.0835	0.4640	77.443	4	Özgün soft
Yeni Türkü-Maskeli Balo	0.6090	0.43500	4	-10.651	0	0.669000	0.000000	0.1690	0.7690	92.632	4	Vivid - Soft
Yeni Türkü-Yağmurun Elleri	0.5250	0.19300	4	-18.782	0	0.680000	0.000000	0.1470	0.4620	94.389	3	Özgün soft
Yeni Türkü-Olmasa Mektubun	0.5460	0.19200	11	-17.624	0	0.483000	0.000000	0.1110	0.2640	107.118	4	Özgün soft
Yeni Türkü-Fırtına	0.6550	0.41100	3	-14.631	0	0.276000	0.000006	0.2270	0.8140	97.675	4	Özgün soft
Yeni Türkü-Karanfil	0.6450	0.61400	9	-8.265	0	0.476000	0.000000	0.3320	0.8600	88.104	4	Özgün soft
Simon & Garfunkel-El Condor Pasa (If I Could)	0.3300	0.21400	4	-17.699	0	0.836000	0.070100	0.1780	0.2750	147.795	4	Chillout - MorningCoffee
James Horner-A Gift Of A Thistle	0.0828	0.01200	9	-36.045	0	0.900000	0.812000	0.0875	0.0578	169.895	3	Chillout - Instrumental
Secret Garden-Song From A Secret Garden	0.2260	0.30300	0	-10.866	0	0.897000	0.878000	0.1620	0.0940	66.727	4	Chillout - Instrumental
Yüksek Sadakat-Belki Üstümüzden Bir Kuş Geçer	0.5180	0.67600	9	-5.382	0	0.168000	0.000001	0.4360	0.6000	100.056	4	Vivid - Soft
Yusuf Güney-Aşkım Aşklarından Bulasın	0.7390	0.79400	9	-4.964	0	0.333000	0.000000	0.1060	0.7920	157.848	4	Vivid - Soft
Ahmet Kaya-Ağladıkça	0.5920	0.63200	4	-9.577	0	0.799000	0.000176	0.2610	0.5900	127.964	4	Özgün coşku
Ahmet Kaya-Başım Belada	0.6850	0.37100	11	-17.811	0	0.720000	0.000019	0.2890	0.8870	117.590	4	Özgün coşku
Ahmet Kaya-Beni Vur	0.6290	0.53300	2	-10.212	0	0.469000	0.001420	0.1040	0.6140	92.045	4	Özgün coşku
Zülfü Livaneli-Hoş Geldin Bebek	0.4750	0.49700	2	-9.194	0	0.659000	0.002750	0.3160	0.2720	142.394	4	Özgün soft
Zülfü Livaneli-Böyledir Bizim Sevdamız	0.4600	0.36400	11	-10.824	0	0.477000	0.000049	0.2090	0.1240	78.419	3	Özgün coşku
Zülfü Livaneli-Özgürlük - Live	0.4070	0.74400	11	-6.563	0	0.631000	0.000000	0.9300	0.4990	137.920	4	Özgün soft
Zülfü Livaneli-Yiğidim Aslanım - Live	0.4550	0.75400	0	-6.300	0	0.583000	0.000053	0.8850	0.3680	120.575	4	Özgün soft
Zülfü Livaneli-Gözlerin	0.4960	0.46500	11	-9.169	0	0.125000	0.010900	0.1500	0.3990	102.105	3	Özgün soft
Ayten Alpman-Ben Böyleyim	0.4050	0.40900	5	-11.461	0	0.945000	0.162000	0.1130	0.5630	114.922	3	Slow pure
Ayla Dikmen-Anlamazdın	0.3240	0.57300	11	-7.224	0	0.751000	0.001270	0.5480	0.4330	116.735	4	Slow pure
Ahmet Kaya-Yollarına Baka Baka	0.4240	0.41600	9	-14.435	0	0.600000	0.000002	0.2100	0.4470	116.519	4	Özgün coşku
Barış Manço-Gül Pembe	0.5120	0.31900	4	-10.944	0	0.835000	0.000002	0.1090	0.2560	75.027	4	Özgün soft
Ahmet Kaya-Kum Gibi	0.6670	0.57100	0	-10.626	0	0.589000	0.000513	0.0930	0.5980	92.018	4	Özgün coşku
Edip Akbayram-Hasretinle Yandı Gönlüm	0.2310	0.64500	10	-6.678	0	0.240000	0.000005	0.1290	0.4310	176.051	4	NaN
New World Orchestra-Last of the Mohicans	0.0671	0.28400	2	-13.228	0	0.617000	0.852000	0.0550	0.0606	49.885	4	Vivid- Instrumental
Yıldız Usmonova-Seni Severdim (feat. Yaşar )	0.5910	0.66200	5	-3.748	0	0.112000	0.000000	0.1330	0.4420	147.191	4	Vivid - Soft
Laura Branigan-Self Control	0.8140	0.68600	6	-12.172	0	0.219000	0.003820	0.1550	0.7780	106.679	4	Vivid - Soft
The Cranberries-Animal Instinct	0.6100	0.85000	4	-5.411	0	0.089000	0.000000	0.2560	0.6040	132.174	4	Vivid - Soft
Kaan Tangöze-Bekle Dedi Gitti - Çizik	0.5930	0.28800	4	-12.121	0	0.866000	0.000000	0.0866	0.4470	128.302	4	Vivid - Soft
LP-Forever for Now	0.5470	0.34100	4	-10.072	0	0.904000	0.001490	0.0953	0.0647	137.052	3	Vivid - Soft
Maroon 5-This Love	0.7120	0.86200	5	-4.612	0	0.052500	0.000000	0.0930	0.8090	95.051	4	Vivid - Soft
Kalben-Haydi Söyle	0.4750	0.31800	4	-4.836	0	0.800000	0.000000	0.1680	0.3170	81.050	4	Vivid - Soft
Müslüm Gürses-Affet	0.4240	0.66600	7	-6.683	0	0.396000	0.000169	0.1200	0.2750	160.079	4	Vivid - Soft
The Mamas & The Papas-California Dreamin' - Single Version	0.5520	0.60800	1	-9.786	0	0.352000	0.000000	0.0533	0.6370	112.367	4	Vivid - Soft
Canozan-Mutlu Olmak Zordur Derler (Akustik)	0.5250	0.27200	11	-9.561	0	0.792000	0.000005	0.1110	0.3250	95.044	4	Slowish PopRock
Gripin-Böyle Kahpedir Dünya	0.5900	0.85700	3	-5.174	0	0.031800	0.000023	0.0882	0.6520	123.012	4	Slowish PopRock
Gripin-Sor Bana Sor	0.5010	0.27100	4	-12.777	0	0.803000	0.000003	0.1190	0.2410	149.702	4	Slowish PopRock
Gripin-Beş	0.5870	0.57500	0	-6.628	0	0.475000	0.000000	0.1120	0.2940	87.929	4	Slowish PopRock
Gripin-Aşk Nerden Nereye	0.5940	0.58800	4	-6.040	0	0.535000	0.000000	0.1650	0.4080	139.979	4	Slowish PopRock
Gripin-Durma Yağmur Durma	0.5800	0.56700	6	-6.258	0	0.426000	0.000000	0.0947	0.3080	141.883	4	Slowish PopRock
Amalya-Ella elle l'a	0.6540	0.67300	4	-9.750	0	0.037400	0.015300	0.0962	0.6390	99.987	4	NaN
Ed Sheeran-Shape of You	0.8250	0.65200	1	-3.183	0	0.581000	0.000000	0.0931	0.9310	95.977	4	Vivid - Soft
R.E.M.-Losing My Religion	0.6660	0.85500	9	-5.051	0	0.179000	0.000001	0.0987	0.8030	125.639	4	NaN
Madonna-La Isla Bonita	0.7240	0.82200	1	-4.374	0	0.304000	0.000014	0.0553	0.9640	99.900	4	NaN
MIKA-Relax, Take It Easy	0.6940	0.69400	6	-8.210	0	0.058000	0.012600	0.1290	0.6080	121.876	4	NaN
Neşet Ertaş-Neredesin Sen	0.4580	0.32400	4	-9.524	0	0.929000	0.000000	0.0887	0.3230	151.600	4	TürküDeyiş
Yaşar-Az Bana Gönder	0.5480	0.53700	9	-6.737	0	0.761000	0.000278	0.1340	0.3820	113.830	5	Özgün soft
Cengiz Özkan-Bir Ay Doğar	0.4880	0.21500	2	-13.636	0	0.913000	0.000000	0.1280	0.4440	134.723	5	TürküDeyiş
Grup Yorum-Cemo	0.4400	0.40600	0	-15.910	0	0.395000	0.000010	0.2610	0.6060	73.760	4	Özgün coşku
Zara-Dostum Dostum	0.6870	0.43300	1	-10.185	0	0.821000	0.020700	0.0987	0.6430	127.970	4	TürküDeyiş
Reynmen-Ela	0.7620	0.57700	8	-6.768	0	0.406000	0.000000	0.0936	0.5330	130.080	4	Vivid- RapHiphop
Deeperise-Uzun Uzun (feat. Jabbar)	0.7250	0.59900	9	-8.966	0	0.584000	0.149000	0.1130	0.4940	95.006	4	Vivid - Soft
Grup Yorum-Drama Köprüsü	0.5770	0.39200	0	-7.490	0	0.700000	0.000000	0.1700	0.4690	110.126	5	Özgün coşku
Madonna-Hung Up	0.6490	0.64700	9	-7.695	0	0.003900	0.161000	0.0686	0.4050	125.020	4	NaN
Kenan Doğulu-Aşk Oyunu	0.4890	0.33100	2	-11.098	0	0.645000	0.000000	0.2250	0.5090	137.396	4	Vivid - Soft
Asya-Beni Aldattın	0.6450	0.39900	5	-15.384	0	0.433000	0.000000	0.1890	0.5440	80.072	4	Vivid - Soft
Tarkan-Salına Salına Sinsice	0.6490	0.80700	3	-9.757	0	0.061300	0.000005	0.0648	0.7610	171.997	4	Vivid - Soft
Fatih Erkoç-Ellerim Bomboş	0.6830	0.41800	2	-11.428	0	0.369000	0.000000	0.6170	0.7470	163.965	4	Slow pure
Levent Yüksel-Yeter Ki Onursuz Olmasın Aşk	0.6660	0.57500	5	-12.247	0	0.144000	0.000000	0.1080	0.2770	119.285	4	Vivid - Soft
Tarkan-Kış Güneşi	0.6520	0.70600	11	-13.407	0	0.015800	0.000000	0.0843	0.8920	91.024	4	Vivid - Soft
Mustafa Sandal-Gidenlerden	0.6490	0.42700	4	-16.206	0	0.479000	0.000248	0.0954	0.7880	180.015	4	Vivid - Soft
Nazan Öncel-Gitme Kal Bu Şehirde	0.4440	0.32400	11	-18.183	0	0.194000	0.000000	0.0667	0.4710	190.971	4	Slow pure
Shawn Colvin-Sunny Came Home	0.5580	0.57900	11	-8.050	0	0.342000	0.008310	0.0989	0.4030	167.812	4	Vivid - Soft
Simge Pınar-Biz Hep Aynı	0.4840	0.42800	2	-10.026	0	0.077000	0.000003	0.1160	0.1720	160.079	3	Vivid - Soft
Edip Akbayram-Çeşmi Siyahım	0.6360	0.32200	9	-16.586	0	0.856000	0.000011	0.0858	0.3810	110.673	4	Özgün coşku
Ahmet Kaya-Kendine İyi Bak	0.6500	0.49600	0	-14.114	0	0.585000	0.022100	0.1900	0.8520	118.658	4	NaN
André Rieu-Love Theme (from "Romeo and Juliet")	0.2360	0.22400	7	-13.578	0	0.835000	0.843000	0.2320	0.0767	75.826	3	Chillout - Instrumental
Leonard Rosenman-Barry Lyndon: Sarabande (arr. L. Rosenman for orchestra)	0.1750	0.11500	2	-17.094	0	0.619000	0.898000	0.1210	0.0792	172.535	3	Chillout - Old Classic
The Trouble Notes-Adriano	0.7700	0.80500	2	-6.865	0	0.493000	0.789000	0.0816	0.9560	124.963	4	Vivid- Instrumental
Erik Satie-Gnossienne: No. 1	0.4240	0.00798	5	-28.345	0	0.996000	0.925000	0.0983	0.0794	124.166	3	Chillout - Old Classic
Titiyo-Come Along	0.6450	0.78700	5	-4.707	0	0.064100	0.513000	0.3410	0.9060	84.116	4	Vivid - Soft
Zeynep Sağdaş-Yarım Kalanlara Rağmen	0.6410	0.44600	5	-6.934	0	0.573000	0.000000	0.1180	0.2450	109.978	4	Slow pure
Party Tyme Karaoke-Hey Baby (Drop It To The Floor) [Made Popular By Pitbull ft. T-Pain] [Karaoke Version]	0.7690	0.58000	10	-9.721	0	0.100000	0.000043	0.0437	0.8920	128.079	4	NaN
Adele-Skyfall	0.3460	0.55200	0	-6.864	0	0.417000	0.000000	0.1140	0.0789	75.881	4	Vivid - Soft
Sezen Aksu-Mia Pista Apo Fosforo / Her Şeyi Yak - Canlı	0.3280	0.45400	2	-10.384	0	0.477000	0.000000	0.5030	0.3110	135.860	5	Vivid - Soft
Reamonn-Tonight	0.5400	0.70000	4	-4.327	0	0.319000	0.000000	0.1640	0.2080	145.092	4	Vivid - Soft
Mabel Matiz-Gel	0.4370	0.55600	5	-7.224	0	0.426000	0.000000	0.1440	0.7190	176.116	4	Vivid - Soft
Alphaville-Forever Young - 2019 Remaster	0.4830	0.47100	9	-9.711	0	0.397000	0.000336	0.3310	0.2910	137.012	4	Vivid - Soft
Lisa Hannigan-Snow	0.2960	0.39200	4	-12.987	0	0.784000	0.413000	0.1260	0.2750	84.359	4	Chillout - MorningCoffee
Joy Williams-Ordinary World	0.5200	0.17200	4	-11.422	0	0.972000	0.000006	0.1090	0.0746	67.007	4	Chillout - MorningCoffee
Nilipek.-Havada Bir Hinlik Var	0.4960	0.07990	4	-20.419	0	0.946000	0.005510	0.0888	0.1460	151.573	3	Chillout - MorningCoffee
Aşkın Nur Yengi-Yalancı Bahar	0.5750	0.72600	5	-8.306	0	0.606000	0.000000	0.1580	0.6250	79.943	4	Slow pure
Clean Bandit-Rockabye (feat. Sean Paul & Anne-Marie)	0.7200	0.76300	9	-4.068	0	0.406000	0.000000	0.1800	0.7420	101.965	4	NaN
Arash-Pure Love (feat. Helena)	0.6870	0.76600	2	-3.058	0	0.211000	0.000000	0.0915	0.6710	90.101	4	Vivid - Soft
Dana Winner-Moonlight Shadow	0.5930	0.58500	1	-7.104	0	0.324000	0.000000	0.1400	0.2800	128.031	4	Vivid - Soft
Marcel Depuis-Sonata Pathétique	0.7100	0.05000	11	-23.245	0	0.967000	0.806000	0.1160	0.1420	115.298	4	Chillout - Instrumental
Isgaard-...Where The River Will Flow	0.3830	0.54300	6	-10.106	0	0.259000	0.027400	0.9320	0.2290	145.901	4	Vivid- Instrumental
Priscilla Ahn-Vampire	0.2670	0.10700	4	-15.426	0	0.958000	0.961000	0.1480	0.0355	76.477	3	Chillout - MorningCoffee
Katie Melua-Wonderful Life	0.9040	0.34100	6	-12.088	0	0.792000	0.021000	0.0977	0.4470	105.179	4	Chillout - MorningCoffee
Pyotr Ilyich Tchaikovsky-Tchaikovsky: Swan Lake, Op. 20, Act II: No. 10, Scene. Moderato	0.1360	0.16400	4	-18.756	0	0.911000	0.916000	0.1090	0.0710	58.303	4	Chillout - Old Classic
Orchestra Di Padova E Del Veneto & Peter Maag-Symphony No. 7 Op. 92: II. Allegretto (Beethoven)	0.2570	0.02140	4	-24.139	0	0.926000	0.248000	0.0749	0.0479	128.491	4	Chillout - Old Classic
Haris Alexiou-Mia Pista Apo Fosforo	0.5260	0.50700	2	-8.532	0	0.653000	0.000114	0.1000	0.5130	105.717	4	NaN
Düşbaz-Bahar	0.5720	0.82400	7	-6.077	0	0.671000	0.000000	0.2380	0.2130	91.979	4	NaN
yirmi7-Muhtemel Aşk	0.4770	0.60600	2	-7.370	0	0.300000	0.000031	0.1680	0.2470	99.924	4	NaN
Emel Sayın-Duydum Ki Unutmuşsun	0.2600	0.30500	4	-11.131	0	0.909000	0.000356	0.1270	0.4280	172.130	3	NaN
mor ve ötesi-Bir Derdim Var	0.5860	0.89000	11	-1.988	0	0.012000	0.005080	0.1140	0.4260	119.062	4	NaN
Zeki Müren-Şimdi Uzaklardasın	0.3410	0.32200	4	-17.791	0	0.666000	0.001270	0.1300	0.1990	155.787	3	NaN
Isigin Yansimasi-Birdenbire	0.4600	0.55000	9	-7.710	0	0.367000	0.000003	0.0895	0.2920	130.133	4	Slowish PopRock
Model-Değmesin Ellerimiz	0.6150	0.75700	2	-6.506	0	0.123000	0.000000	0.2750	0.5560	99.960	3	NaN
Model-Değmesin Ellerimiz - Akustik	0.6020	0.49400	2	-6.843	0	0.736000	0.000000	0.1690	0.4000	99.816	3	NaN
Model-Pembe Mezarlık	0.5380	0.84000	8	-6.384	0	0.225000	0.000000	0.1290	0.7180	140.024	4	NaN
Delerium-Silence - DJ Tiësto's In Search Of Sunrise Remix	0.6010	0.85000	11	-7.336	0	0.001340	0.507000	0.0663	0.1550	137.984	4	NaN
Disturbed-The Sound of Silence	0.3220	0.28000	6	-9.367	0	0.468000	0.000001	0.1020	0.1750	85.794	4	Vivid - Soft
Yaşlı Amca-Ve Ben	0.3990	0.55600	8	-6.202	0	0.599000	0.000002	0.1450	0.2780	175.944	4	NaN
Can Kazaz-Sürsün Bahar	0.5950	0.25600	6	-13.377	0	0.606000	0.002170	0.2430	0.2820	115.827	4	NaN
Pinhani-Hele Bi Gel	0.6800	0.57600	9	-8.637	0	0.324000	0.000000	0.0448	0.6240	146.037	1	NaN
Can Kazaz-Keşke Uyuyabilsem	0.5530	0.46800	11	-10.812	0	0.508000	0.000010	0.1010	0.5250	72.973	4	NaN
Vera-Saklanır Nisan	0.5240	0.68000	6	-5.118	0	0.063900	0.000000	0.1060	0.3630	170.013	3	NaN
Kenan Doğulu-Yapma	0.6850	0.65600	11	-7.364	0	0.362000	0.441000	0.3490	0.6720	142.956	4	NaN
Gökhan Türkmen-Olmadı	0.4880	0.34500	7	-12.293	0	0.769000	0.000000	0.3360	0.3700	124.988	4	NaN
Melisa Karakurt-Bir Fırtına Tuttu Bizi	0.5530	0.10700	5	-11.305	0	0.977000	0.000088	0.1130	0.1170	89.872	4	NaN
Fikri Karayel-Hayal Edemezsin	0.5260	0.51000	9	-8.297	0	0.888000	0.000000	0.2670	0.3810	67.245	4	NaN
Jabbar-Cesaretsizce Olmuyor	0.8020	0.58500	6	-6.871	0	0.550000	0.000345	0.1050	0.7890	98.005	4	NaN
Nazan Öncel-Kimler Gelmiş	0.5890	0.78500	6	-6.787	0	0.284000	0.000000	0.3590	0.7150	79.984	4	NaN
Yalın-Sensiz Olmaz	0.6120	0.56000	0	-7.185	0	0.450000	0.000000	0.1190	0.3170	145.897	4	NaN
Tuna Kiremitçi-Birden Geldin Aklıma	0.6600	0.60300	2	-7.228	0	0.264000	0.000008	0.0882	0.5340	163.991	4	NaN
Moldoni-Cornfield Chase	0.4080	0.22700	9	-13.122	0	0.922000	0.932000	0.3220	0.1320	115.936	3	NaN
Burcu Güneş-Yansın Geceler	0.2900	0.71200	4	-5.560	0	0.413000	0.000000	0.1120	0.2870	169.288	4	NaN
Nilipek.-Son Mektup	0.6430	0.21800	4	-10.938	0	0.882000	0.000000	0.1370	0.4000	109.347	4	NaN
Nilipek.-Gözleri Aşka Gülen	0.4280	0.15600	9	-18.923	0	0.742000	0.003500	0.1150	0.0398	141.261	4	NaN
Sedef Sebüktekin-Bul Beni	0.6920	0.51300	4	-10.972	0	0.775000	0.842000	0.4090	0.0648	124.942	4	NaN
심현정-The last waltz	0.2020	0.26200	0	-14.071	0	0.385000	0.886000	0.6160	0.2130	121.132	3	Chillout - Instrumental
Burcu Güneş-Minnet Eylemem	0.5370	0.35200	0	-8.895	0	0.803000	0.000000	0.1720	0.2080	123.928	4	NaN
Nil Karaibrahimgil-Bu Mudur - Akustik Versiyon	0.7370	0.42300	4	-7.133	0	0.674000	0.000000	0.0924	0.4700	109.931	4	NaN
Redd-Prensesin Uykusuyum	0.4020	0.31300	7	-13.139	0	0.453000	0.001530	0.0902	0.2000	145.136	4	Chillout - MorningCoffee
Canozan-Bul Beni (Akustik)	0.7120	0.37500	6	-13.681	0	0.836000	0.069000	0.1150	0.2710	122.063	4	Chillout - MorningCoffee
Amason-California Dreamin'	0.7720	0.40900	9	-9.226	0	0.764000	0.003230	0.1010	0.3380	109.978	4	NaN
Yüzyüzeyken Konuşuruz-Dinle Beni Bi'	0.5580	0.68000	9	-9.301	0	0.560000	0.905000	0.1070	0.5420	91.967	4	NaN
Tuğçe Şenoğul-Kaptan	0.5130	0.55000	4	-7.820	0	0.236000	0.002390	0.1790	0.2620	94.987	4	NaN
Son Feci Bisiklet-Pazar Ve Ertesi	0.6840	0.51600	2	-8.066	0	0.547000	0.000003	0.0758	0.7460	104.975	4	NaN
Mabel Matiz-Boyalı Da Saçların	0.4930	0.60900	11	-7.344	0	0.292000	0.000122	0.1550	0.1950	100.034	4	NaN
Marcel Depuis-Pavane, Op. 50	0.6670	0.07920	6	-22.079	0	0.962000	0.924000	0.1110	0.1210	127.962	4	Chillout - Instrumental
Antonio Vivaldi-Vivaldi: The Four Seasons, Violin Concerto in F Minor, Op. 8 No. 4, RV 297 "Winter": I. Allegro non molto	0.5130	0.25400	5	-16.220	0	0.922000	0.272000	0.1810	0.3410	144.858	4	Vivid - Classic
Francesco Geminiani-Concerto Grosso in D Minor for 2 violins, cello and strings (after La Follia)	0.3490	0.10700	2	-21.046	0	0.800000	0.506000	0.2020	0.2230	119.944	3	Vivid - Classic
Escala-Sarabande	0.2940	0.47800	2	-8.370	0	0.168000	0.556000	0.1770	0.0642	134.128	3	Vivid - Classic
George Frideric Handel-La grande sarabande pour cordes et basse continue	0.0842	0.11700	2	-19.928	0	0.874000	0.931000	0.1000	0.0395	169.027	5	Chillout - Old Classic
Francesco Geminiani-Concerto Grosso No. 12 in D Minor (after Corelli's Sonata, Op. 5, No. 12, "La Follia"): I. Adagio - II. Allegro - III. Adagio	0.2150	0.32500	1	-11.660	0	0.516000	0.101000	0.3650	0.1660	70.036	3	Vivid - Classic
George Frideric Handel-Keyboard Suite in D Minor, HWV 437: III. Sarabande (Arr. for Chamber Orchestra)	0.2210	0.02360	2	-26.007	0	0.943000	0.865000	0.2780	0.1980	171.121	3	Chillout - Old Classic
George Frideric Handel-Sarabande from Keyboard Suite No.11 in D Minor (opening) - 1996 Remastered Version	0.5630	0.00260	2	-32.693	0	0.993000	0.973000	0.0695	0.0504	96.809	4	Chillout - Old Classic
Tomas Hilber-Game of Thrones Theme	0.8140	0.11400	0	-19.220	0	0.979000	0.969000	0.1110	0.3830	120.244	3	Chillout - Instrumental
Zaz-Je veux	0.5250	0.80700	2	-6.366	0	0.251000	0.000000	0.0504	0.7410	155.397	4	NaN
David Guetta-Flames	0.6090	0.72600	5	-4.346	0	0.072300	0.000008	0.0895	0.3620	93.958	4	NaN
Sia-Cheap Thrills	0.6280	0.69800	6	-5.608	0	0.047200	0.001430	0.0907	0.7320	89.976	4	NaN
Cutting Crew-(I Just) Died In Your Arms	0.6320	0.72700	11	-11.209	0	0.011900	0.000076	0.0678	0.4990	124.919	4	Vivid - Soft
Lana Del Rey-West Coast	0.5430	0.58000	6	-7.643	0	0.187000	0.032500	0.0921	0.5150	123.160	4	NaN
Escala-Chi Mai	0.3420	0.15900	6	-14.757	0	0.809000	0.626000	0.0800	0.0440	90.076	3	NaN
Indila-Boite en argent	0.4670	0.29900	7	-11.833	0	0.700000	0.000000	0.1180	0.2560	133.879	4	Vivid - Soft
LP-Lost on You	0.4370	0.70800	5	-6.613	0	0.111000	0.000000	0.1140	0.6870	173.974	4	NaN
Indila-Run Run	0.8100	0.53700	11	-5.776	0	0.015700	0.000149	0.0751	0.5160	99.984	4	NaN
Indila-Ego	0.7480	0.75200	5	-6.828	0	0.018500	0.000005	0.1180	0.7300	86.005	4	NaN
Lana Del Rey-Born To Die	0.4280	0.62600	4	-6.639	0	0.222000	0.000082	0.2770	0.3790	86.020	4	NaN
Birsen Tezer-Balıkesir	0.3770	0.35600	7	-10.273	0	0.964000	0.000098	0.1040	0.4840	172.072	3	NaN
Lana Del Rey-Video Games	0.2360	0.24900	6	-9.595	0	0.811000	0.000001	0.0870	0.1810	72.847	5	NaN
Lana Del Rey-Summertime Sadness	0.5650	0.65400	1	-6.826	0	0.054200	0.000002	0.1220	0.2350	111.968	4	NaN
Lana Del Rey-This Is What Makes Us Girls	0.5340	0.84200	2	-7.031	0	0.090400	0.038800	0.2030	0.4410	138.004	4	NaN

We found the results of our evaluation to be unclear and were unable to create a business justification for the mode feature.

Therefore, we've decided not to use it in our future studies and will remove it.

In [ ]:

del df["mode"]

We'll repeat the same evaluation for the key to assess its impact and relevance.

In [ ]:

n=list(df.select_dtypes("number").drop(["key","time_signature"],axis=1).columns)
plotNumericsByTarget(df,"key",nums=n,layout=(2,5),figsize=(12,4))

We can see that the frequency of tracks fluctuate with changes in key parameter, potentially indicating that this feature may serve as a valid predictor.

Therefore, we'll keep it.

Finally, we'll do the same test for time signature.

In [ ]:

n=list(df.select_dtypes("number").drop(["time_signature"],axis=1).columns)
plotNumericsByTarget(df,"time_signature",nums=n,layout=(2,5),figsize=(12,4))

time_signature also seems important as numbers change for each value.

Eyeball Evaluation of Min and Max values of Tracks for Each Features¶

We'll do an eyeball evaluation of the min and max values of tracks for each numeric feature. This will help us to better understand how these values change in our dataset.

The following function returns 5 entries for both min and max values each.

In [ ]:

for c in df.select_dtypes("number").columns:
    df[[c]].sort_values(by=c).head_and_tail_()

Out[ ]:

	danceability
Artist-Song
André Rieu-Memory - From "Cats"	0.0638
New World Orchestra-Last of the Mohicans	0.0671
James Horner-A Gift Of A Thistle	0.0828
George Frideric Handel-La grande sarabande pour cordes et basse continue	0.0842
Lisa Gerrard-Not Yet	0.0947
Ezhel-Olay	0.8780
Otis Redding-Stand by Me	0.8830
Makali-Sur Les Chemins	0.8910
Ceza-Neyim Var Ki (feat. Sagopa K)	0.9040
Katie Melua-Wonderful Life	0.9040

Out[ ]:

	energy
Artist-Song
George Frideric Handel-Sarabande from Keyboard Suite No.11 in D Minor (opening) - 1996 Remastered Version	0.00260
Erik Satie-Gnossienne No. 1	0.00579
George Frideric Handel-Suite in B-Flat Major, HWV 434: IV. Menuet	0.00645
Erik Satie-Gnossienne: No. 1	0.00798
Frédéric Chopin-Nocturnes, Op. 9: No. 1 in B-Flat Minor	0.00980
Pet Shop Boys-Go West - 2003 Remaster	0.95100
Basshunter-Boten Anna - Radio edit	0.97100
Infernal-Self Control	0.97500
Lasgo-Something	0.98100
Manian-Like a Prayer - Cascada Radio Edit	0.99400

Out[ ]:

	key
Artist-Song
Lana Del Rey-Lucky Ones	0
Ahmet Kaya-Giderim	0
Ahmet Kaya-Acılara Tutunmak	0
Yanni-One Man's Dream	0
Zeki Müren-Sorma Ne Haldeyim	0
Zeki Müren-Gitme Sana Muhtacım	11
Yeni Türkü-Olmasa Mektubun	11
Yedi Karanfil-Gözlerin	11
Grup Yorum-Daglara Gel Daglara	11
U2-Beautiful Day	11

Out[ ]:

	loudness
Artist-Song
James Horner-A Gift Of A Thistle	-36.045
George Frideric Handel-Suite in B-Flat Major, HWV 434: IV. Menuet	-32.739
George Frideric Handel-Sarabande from Keyboard Suite No.11 in D Minor (opening) - 1996 Remastered Version	-32.693
Frédéric Chopin-Nocturnes, Op. 9: No. 1 in B-Flat Minor	-32.212
Erik Satie-Gnossienne No. 1	-31.615
Kalwi & Remi-Explosion	-3.028
Sia-Chandelier	-2.880
Benassi Bros.-Every Single Day - Radio Edit	-2.827
Pitbull-Rain Over Me (feat. Marc Anthony)	-2.117
mor ve ötesi-Bir Derdim Var	-1.988

Out[ ]:

	acousticness
Artist-Song
Keith Richards-Bittersweet Symphony	0.000013
Kalwi & Remi-Explosion	0.000031
Lady Gaga-Alejandro	0.000358
Delerium-Silence - DJ Tiësto's In Search Of Sunrise Remix	0.001340
Guns N' Roses-Don't Cry (Original)	0.001820
George Frideric Handel-Sarabande from Keyboard Suite No.11 in D Minor (opening) - 1996 Remastered Version	0.993000
George Frideric Handel-Suite in B-Flat Major, HWV 434: IV. Menuet	0.994000
Johann Sebastian Bach-Partita No. 1 In B Flat Major, BWV 825: Prelude	0.994000
Erik Satie-Gnossienne: No. 1	0.996000
Erik Satie-Gnossienne No. 1	0.996000

Out[ ]:

	instrumentalness
Artist-Song
Jubël-Dancing In The Moonlight (feat. NEIMY)	0.000
Yeni Türkü-Olmasa Mektubun	0.000
Yeni Türkü-Yağmurun Elleri	0.000
DJ BoBo-Everybody	0.000
The Beatles-Hey Jude	0.000
Hans Zimmer-Cornfield Chase	0.973
George Frideric Handel-Sarabande from Keyboard Suite No.11 in D Minor (opening) - 1996 Remastered Version	0.973
Yanni-One Man's Dream	0.975
The Robby Cool Orchestra-Forest Gump Main Theme	0.978
Ramin Djawadi-Mako (feat. Priscilla Ahn)	0.980

Out[ ]:

	liveness
Artist-Song
Tarkan-Dudu	0.0331
Duman-Senden Daha Güzel	0.0415
John Lennon-Woman - Remastered 2010	0.0420
Party Tyme Karaoke-Hey Baby (Drop It To The Floor) [Made Popular By Pitbull ft. T-Pain] [Karaoke Version]	0.0437
Pinhani-Hele Bi Gel	0.0448
Queen-We Are The Champions - Live Aid	0.9020
Zülfü Livaneli-Özgürlük - Live	0.9300
Isgaard-...Where The River Will Flow	0.9320
Leo Rojas-El Condor Pasa	0.9420
Bülent Ortaçgil-Sensiz Olmaz	0.9590

Out[ ]:

	valence
Artist-Song
Ramin Djawadi-Mako (feat. Priscilla Ahn)	0.0341
Priscilla Ahn-Vampire	0.0355
James Horner-For The Love Of A Princess	0.0362
Lisa Gerrard-Not Yet	0.0366
André Rieu-Memory - From "Cats"	0.0369
Yann Tiersen-Les jours tristes - Instrumental	0.9520
The Trouble Notes-Adriano	0.9560
Camila Cabello-Bam Bam (feat. Ed Sheeran)	0.9560
ABBA-Super Trouper	0.9610
Madonna-La Isla Bonita	0.9640

Out[ ]:

	tempo
Artist-Song
New World Orchestra-Last of the Mohicans	49.885
Secret Garden-Adagio	51.096
Trevor Jones-Promontory	51.566
Pinhani-Ne Güzel Güldün	51.722
Gheorghe Zamfir-Time to Say Goodbye	52.983
Makis Ablianitis-Astro krifo	185.699
maNga-Dursun Zaman (feat. Göksel)	185.986
R.E.M.-Everybody Hurts	188.200
Nazan Öncel-Gitme Kal Bu Şehirde	190.971
Yann Tiersen-La valse d'Amélie	192.073

Out[ ]:

	time_signature
Artist-Song
Tomaso Albinoni-Adagio in G Minor	1
Emre Sertkaya-Minnet Eylemem	1
Pinhani-Hele Bi Gel	1
Mazhar Alanson-Yandım	3
Nick Cave & The Bad Seeds-Where the Wild Roses Grow - 2011 - Remaster	3
George Frideric Handel-La grande sarabande pour cordes et basse continue	5
Sia-Chandelier	5
Lana Del Rey-Video Games	5
Sezen Aksu-Mia Pista Apo Fosforo / Her Şeyi Yak - Canlı	5
Grup Yorum-Drama Köprüsü	5

Checking for null values¶

In [ ]:

df.isnull().any()

Out[ ]:

danceability        False
energy              False
key                 False
loudness            False
acousticness        False
instrumentalness    False
liveness            False
valence             False
tempo               False
time_signature      False
playlist             True
dtype: bool

We only encounter null values in the playlist feature, however this is not an issue - we keep the playlist feature to verify the outcome of our clustering attemps.

correlation¶

In [ ]:

GetOnlyOneTriangleInCorr(df,None,diagonal=False,heatmap=True)

Several Observations:

There are a few higly correlated features, which is an indicator for us to employ dimension reduction.
We see that our previous argument regarding speechiness gained some merit here, as instrumentalness and speechiness should be by definition correlated but our Pearson test indicates otherwise. (EDIT: After we removed the speechiness, we are no more able to see it here.)
We also validate some of our expected scenarios, e.g. acousticness and energy have a strong negative correlation - which is to be expected.

In [ ]:

#scatter matrix
from pandas.plotting import scatter_matrix
axes=scatter_matrix(df.select_dtypes(np.number).drop(["key"],axis=1), alpha=0.2, figsize=(10, 10), diagonal='kde')
for ax in axes.flatten():
    ax.xaxis.label.set_rotation(90)
    ax.yaxis.label.set_rotation(0)
    ax.yaxis.label.set_ha('right')

plt.tight_layout()
plt.gcf().subplots_adjust(wspace=0, hspace=0)
plt.show()

Some Observations:

Pairwise comparisons show that there is no discernable linear or polynomial correlation between most features.
As expected, loudness and energy has a negative linear correlation with acousticness, while loudness and energy seem to have positive polynomial correlation.
Some features may have issues outliers, as some charts display massive difference between majority of data points and a smaller group of data with almost nothing in between.

Histograms¶

Lets plot histograms to check for skewness and outliers

In [ ]:

df.hist(figsize=(12,8))
plt.tight_layout();

Some Observations:

Majority of the data points contain an instrumentalness value between zero and one. We believe instead of using a numeric value, we can create a boolean flag to seperate songs as instrumental or not, or 3 values like 0,1,2.
Liveliness and loudness features has a right/left skewness. As we're going to scale the data, it would be best to do a log transformation before processing.

In [ ]:

#Histograms after log transformation of loudness and liveness
plt.figure(figsize=(8,3))
plt.subplot(121)
plt.hist(np.log(np.abs(df.loudness.values)))

plt.subplot(122)
plt.hist(np.log(df.liveness.values*100))

plt.show();

Log transformation seems to have brought the data distribution closer to normal. We'll replace the original data with the log transformed version.

In [ ]:

df.loudness=np.log(np.abs(df.loudness.values))
df.liveness=np.log(df.liveness.values*100)

outlier check¶

In [ ]:

#now lets check if any outliers exists. since the scales are various, we'll draw charts for each
plt.figure(figsize=(12,6))
df.plot(kind="box", subplots = True,figsize=(16,6),rot=45)
plt.tight_layout()
plt.show();

<Figure size 864x432 with 0 Axes>

Let's see how many outliers each feature has:

In [ ]:

#Taking into account that the columns may have several distinct values
outliers_IQR(df,df.drop(["key","playlist"],axis=1).columns,thresh=0.25)

2 outliers exists in feature 'danceability'
3 outliers exists in feature 'loudness'
144 outliers exists in feature 'instrumentalness'
25 outliers exists in feature 'liveness'
90 outliers exists in feature 'time_signature'

We'll split instrumentalness into 10 ranges of same distance to gain a better understanding of how these outliers are distributed.

This feature has the highest number of outliers in the dataset, much higher than most other features.

In [ ]:

pd.cut(df["instrumentalness"], 10).value_counts().sort_index()

Out[ ]:

(-0.00098, 0.098]    475
(0.098, 0.196]        13
(0.196, 0.294]         6
(0.294, 0.392]         6
(0.392, 0.49]          6
(0.49, 0.588]         10
(0.588, 0.686]         4
(0.686, 0.784]        10
(0.784, 0.882]        34
(0.882, 0.98]         58
Name: instrumentalness, dtype: int64

In [ ]:

df["instrumentalness"].hist(bins=50);

Let's get some samples for the sake of a better evaluation.

In [ ]:

df["inst_range"]=pd.cut(df["instrumentalness"], 10).map(str)
df[df["inst_range"]=='(0.098, 0.196]']

Out[ ]:

	danceability	energy	key	loudness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	playlist	inst_range
Artist-Song
Yann Tiersen-La valse d'Amélie - Version orchestre	0.195	0.3350	9	2.161137	0.8520	0.131	2.459589	0.252	63.152	4	NaN	(0.098, 0.196]
Yann Tiersen-Les jours tristes - Instrumental	0.734	0.3390	7	2.094700	0.8070	0.186	2.080691	0.952	100.104	3	NaN	(0.098, 0.196]
Sean Finn-Infinity 2018	0.657	0.8130	7	1.410011	0.0300	0.103	3.508556	0.142	128.012	4	NaN	(0.098, 0.196]
Hasret Gültekin-Derman Sendedir	0.616	0.5770	9	2.470977	0.7630	0.128	2.572612	0.742	156.543	3	NaN	(0.098, 0.196]
Karl Jenkins-Adiemus	0.295	0.4080	4	2.811329	0.8040	0.148	2.803360	0.164	150.454	3	NaN	(0.098, 0.196]
John Lennon-Imagine - Remastered 2010	0.547	0.2570	0	2.514304	0.9070	0.183	2.235376	0.169	75.752	4	Chillout - MorningCoffee	(0.098, 0.196]
Murda-AYA	0.743	0.6800	5	1.468796	0.1130	0.123	2.906901	0.694	180.059	4	Vivid- RapHiphop	(0.098, 0.196]
Ayten Alpman-Ben Böyleyim	0.405	0.4090	5	2.438950	0.9450	0.162	2.424803	0.563	114.922	3	Slow pure	(0.098, 0.196]
Eric Clapton-Wonderful Tonight	0.572	0.2140	7	2.748872	0.6490	0.129	2.525729	0.485	95.542	4	Slow pure	(0.098, 0.196]
Deeperise-Uzun Uzun (feat. Jabbar)	0.725	0.5990	9	2.193440	0.5840	0.149	2.424803	0.494	95.006	4	Vivid - Soft	(0.098, 0.196]
Madonna-Hung Up	0.649	0.6470	9	2.040571	0.0039	0.161	1.925707	0.405	125.020	4	NaN	(0.098, 0.196]
Georges Bizet-Carmen Suite No. 2: Habanera. Allegretto quasi Andantino (Act I)	0.425	0.0928	7	3.060255	0.9250	0.127	2.587764	0.505	124.611	4	NaN	(0.098, 0.196]
Francesco Geminiani-Concerto Grosso No. 12 in D Minor (after Corelli's Sonata, Op. 5, No. 12, "La Follia"): I. Adagio - II. Allegro - III. Adagio	0.215	0.3250	1	2.456164	0.5160	0.101	3.597312	0.166	70.036	3	Vivid - Classic	(0.098, 0.196]

Spotify suggests using the value of 0.5 to seperate how instrumental a song is. However, we suspect there may be some songs that were not correctly tagged by Spotify due some of the anomalies we've mentioned in the previous sections.

In our case, the majority of our outliers are above the 0.7 levels, which we'll use as our threshold.

In [ ]:

df[df.instrumentalness>0.7]["instrumentalness"].hist();

In [ ]:

df[df.instrumentalness>0.7]["instrumentalness"].plot.box();

Further look into outliers of instrumentalness, we note that what we're dealing here is not a case of outliers, but effectively having two different categories containing songs grouped together.

So, instead of considering instrumentalness as a numeric value, using it as a flag would make better sense.

As this flag would infer ordinality (like t-shirt sizes, but for instrumentalness of a song), we will also not be one hot encoding this feature when preparing our data for modeling.

In [ ]:

df["DegreeofInstrumentality"]=np.where(df.instrumentalness>0.7,2,np.where(df.instrumentalness>0.01,1,0))

In [ ]:

df["DegreeofInstrumentality"].value_counts()

Out[ ]:

0    442
2    101
1     79
Name: DegreeofInstrumentality, dtype: int64

In [ ]:

#Checking if our transformation made sense

plt.figure(figsize=(8,6))
ax1=plt.subplot(121)
ax1=df[df.DegreeofInstrumentality==1]["instrumentalness"].plot.box()
ax1.set_title("Degree=1")

ax1=plt.subplot(122);
ax2=df[df.DegreeofInstrumentality==2]["instrumentalness"].plot.box()
ax2.set_title("Degree=2")

plt.show();

In [ ]:

plt.figure(figsize=(8,4))
ax1=plt.subplot(121)
ax1=df[df.DegreeofInstrumentality==1]["instrumentalness"].hist()
ax1.set_title("Degree=1")

ax1=plt.subplot(122);
ax2=df[df.DegreeofInstrumentality==2]["instrumentalness"].hist()
ax2.set_title("Degree=2")

plt.show();

We see a much better distribution and outliers are no longer impacting the data.

A quick look into other features with outliers - time_signature and liveliness - shows that we may not need a similar transformation for them as the outliers are both low in number and are not distributed in such a specific pattern.

In [ ]:

#Removing the original numeric "instrumentalness" feature to avoid multicollinearity issues
del df["instrumentalness"]

In [ ]:

df.head()

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality
Artist-Song
Jubël-Dancing In The Moonlight (feat. NEIMY)	0.659	0.615	11	1.769002	0.270	2.928524	0.193	119.843	4	NaN	(-0.00098, 0.098]	0
Camila Cabello-Bam Bam (feat. Ed Sheeran)	0.756	0.697	8	1.852698	0.182	3.505557	0.956	94.996	4	NaN	(-0.00098, 0.098]	0
Sia-1+1	0.862	0.641	0	1.413180	0.120	3.514526	0.674	109.998	4	NaN	(-0.00098, 0.098]	0
Jabbar-Aldatıldık	0.767	0.658	9	2.183013	0.511	2.379546	0.713	95.001	4	NaN	(-0.00098, 0.098]	0
Sia-Unstoppable	0.468	0.779	9	1.576708	0.112	2.312535	0.260	173.799	4	NaN	(-0.00098, 0.098]	0

Clustering¶

In this section, we'll attempt to find groups of songs that are similar. This will help us determine the song-playlist mapping in the next section.

We'll evaluate different ways for preprocessing the data and different clustering algorithms to find the most suitable one.

Scaling¶

In our EDA studies, we had seen that our features have a variety of scales / ranges. Therefore, we'll need to scale our data before applying any clustering method.

We'll evaluate the following scalers:

MinMaxScaler
StandardScaler
RobustScaler

Our initial hypothesis is that to handle the existence of outliers, our best bet would be using the RobustScaler as it is robust against outliers.

However, we'll use the scientific method of trial-and-error to determine which works best with our current dataset.

In [ ]:

from sklearn.preprocessing import RobustScaler,StandardScaler,MinMaxScaler
ms=MinMaxScaler()
rs=RobustScaler()
ss=StandardScaler()

X=df.select_dtypes("number")
X_ms=ms.fit_transform(X)
X_rs=rs.fit_transform(X)
X_ss=ss.fit_transform(X)

In [ ]:

#CONVERT TO DF AGAIN FOR NAMING COLUMNS
X_ms = pd.DataFrame(X_ms, columns=X.columns)
X_rs = pd.DataFrame(X_rs, columns=X.columns)
X_ss = pd.DataFrame(X_ss, columns=X.columns)

In [ ]:

plt.figure(figsize=(14,18))
ax1=plt.subplot(411)
ax1=sns.boxplot(data=X)
ax1.set_title("No scale")
ax1.set_xticklabels(ax1.get_xticklabels(),rotation=45)

ax2=plt.subplot(412)
ax2=sns.boxplot(data=X_ms)
ax2.set_title("Minmax Scaled")
ax2.set_xticklabels(ax2.get_xticklabels(),rotation=45)

ax3=plt.subplot(413)
ax3=sns.boxplot(data=X_rs)
ax3.set_title("Robust Scaled")
ax3.set_xticklabels(ax3.get_xticklabels(),rotation=45)

ax4=plt.subplot(414)
ax4=sns.boxplot(data=X_ss)
ax4.set_title("Standard Scaled")
ax4.set_xticklabels(ax4.get_xticklabels(),rotation=45)

plt.tight_layout()
plt.show();

Eyeball Evaluation of Scalers

No Scale: Once again, we can clearly see that the data ranges are not suitable for clustering as features with higher ranges / values will weigh higher in the decision process of the clustering algorithm.
MinMaxScaler: We can see that the values of the features are scaled to a similar level, yet we can still see some small differences in ranges. As we want our features to have the same level of influence, this may be a potential issue.
RobustScaler: We can now see a more uniform range among the different features, while handling the outliers up to a point. This seems preferable to first two options.
StandardScaler: This scaler performed as we expected - when features were standardized, we obtained a much more preferred results - which is very similar to the outcome of the RobustScaler. We believe this could also be one of the best options.

PCA¶

As we mentioned in our EDA studies, several features had high correlation values, signalling the potential for dimension reduction.

We'll evaluate PCA as a method for dimension reduction and check the explained variance ratio to make sure that we don't lose pertinent information.

In [ ]:

from sklearn.decomposition import PCA

for nc in [2, 0.95]:
    for s in [X_ms, X_rs, X_ss]:
        pca = PCA(n_components=nc, random_state=42)
        X_pca = pca.fit_transform(s)
        print(pca.n_components_, ",",sum(pca.explained_variance_ratio_))

2 , 0.5596711342261101
2 , 0.5338168544418285
2 , 0.47155490520962107
8 , 0.9779597286478481
8 , 0.9604730299589932
8 , 0.9516818038238041

With 2 features, we cover less than half of the information.

In order to ensure at least 95% of the data is explained, we'll need to use 8 of our features.

As we already have 10 relevant features, PCA does not seem like a good idea.

With 8 features, we wont be able to visualize the results for an eyeball test either.

As a matter of fact, we'd better use t-SNE rather than PCA for visualizing. (see https://towardsdatascience.com/why-you-are-using-t-sne-wrong-502412aab0c0)

Clustering Tendency Evaluation¶

Eyeball test with t-SNE i¶

We'll apply tSNE to better visualize the multidimensional dataset.

First, we'll plot each scaled dataset to better understand how they look and perform a basic eyeball evaluation on the data could be clustered.

In [ ]:

%mgc_suppresswarning FutureWarning

In [ ]:

from sklearn.manifold import TSNE
tsne=TSNE(n_components=2, random_state=42)
X_tsne = tsne.fit_transform(X_ss)
plt.scatter(X_tsne[:,0],X_tsne[:,1]);

StandardScaled: We can see that there could be two small and one large clusters that could be considered seperable.

In [ ]:

X_tsne = tsne.fit_transform(X_ms)
plt.scatter(X_tsne[:,0],X_tsne[:,1]);

MinMaxScaler: We can see about 2-4 small clusters on the top-right, with a single large one on the bottom left. Seperability seems better than StandardScaler.

In [ ]:

X_tsne = tsne.fit_transform(X_rs)
plt.scatter(X_tsne[:,0],X_tsne[:,1]);

RobustScaler: Like StandardScaler, seperability is not visible in this case.

Result:

Best seperability appears to exist in the MinMaxScaler applied dataset when evaluated with an eyeball test. We could easily identify 2-4 different clusters.

On the other hand, as the owner of this track list, Volkan prefers 8-10 different clusters - as is the real life scenario.

In our future work, we'll consider k = 8 in the parameter space.

Hopkins Test¶

Hopkins Statistic is used to evaluate the clustering tendency of a dataset.

We'd like to attempt to validate our assumptions from the eyeball test with a statistics test to make sure we're not making unrealistic claims.

Below is the Hopkins statistic for each scaled dataset in the following order:

MinMaxScaler
RobustScaler
StandardScaler

In [ ]:

CheckForClusteringTendencyWithHopkins(X_ms,42)

Out[ ]:

0.6919214676997223

In [ ]:

CheckForClusteringTendencyWithHopkins(X_rs,42)

Out[ ]:

0.6992318412591638

In [ ]:

CheckForClusteringTendencyWithHopkins(X_ss,42)

Out[ ]:

0.7132144899752615

Hopkins statistic for each of these datasets are quite close.

Our eyeball test claimed that MinMaxScaler dataset would present the best opportunity for clustering, however in this case it didn't have the highest score.

However, scores for each option are very close and they all can be tried out.

Creating the Models¶

KMeans¶

Our K-Means clustering efforts can be summarized in the following steps:

Draw an Elbow Plot to determine the possible k values for each scaled dataset.
Identify clusters for each dataset using the K-Means Clustering algorithm.
Evaluate the results.

Deciding the k number of clusters¶

In [ ]:

#MinMaxScaler
cls = range(2,11) #possible number of clusters
draw_elbow(cls,X_ms)

k value for MinMaxScaler: 3 and 4 appear to be possible values.

In [ ]:

#RobustScaler
draw_elbow(cls,X_rs)

k value for RobustScaler: 4 and 7 appear to be good candidates.

In [ ]:

#StandardScaler
draw_elbow(cls,X_ss)

k value for StandardScaler dataset: It is difficult to identify a good value but [3,5,6,9] appear to be viable candidates.

Evaluating Potential k Values¶

Elbow Method helps us decide a good k number for K-Means clustering.

However, our dataset vs. resource capacity presents an opportunity for us to test each k within our range by applying the clustering and observing the changes in the Silhouette Score.

In [ ]:

draw_sihoutte(cls,X_ms,True,False) 

In [ ]:

draw_sihoutte(cls,X_rs,True,False) 

In [ ]:

draw_sihoutte(cls,X_ss,True,False) 

Evaluation of the Silhouette Score Test

Either our datasets or K-Means algorithm may not be optimal for our clustering attempt. Silhouette Score for each trial is low from the start and keeps falling as we increase the number of clusters.

Obviously, Silhouette Score is not a definitive measure but it acts as an indicator. We may need to work on the data more to get better results.

NEXT: Eyeball Test for each k with dimension reduction

In order to better understand how our data is seperated, we'll apply PCA to reduce the dimensions to two and do an eyeball evaluation on how the data is clustered in the previous experiment.

Once again, we'll use the k range of (2,10) and apply K-Means Clustering algorithm on MinMaxScaler dataset.

In [ ]:

pca = PCA(n_components=2, random_state=42)
X_pca = pca.fit_transform(X_ms)
draw_sihoutte(cls,X_pca,False,False) 

For n_clusters = 2 The average silhouette_score is : 0.43024536056843654

For n_clusters = 3 The average silhouette_score is : 0.37992370644839324

For n_clusters = 4 The average silhouette_score is : 0.3793283431369946

For n_clusters = 5 The average silhouette_score is : 0.37961852063131657

For n_clusters = 6 The average silhouette_score is : 0.3919657827305214

For n_clusters = 7 The average silhouette_score is : 0.3871029479512915

For n_clusters = 8 The average silhouette_score is : 0.38436975050498395

For n_clusters = 9 The average silhouette_score is : 0.3857594978995505

For n_clusters = 10 The average silhouette_score is : 0.3992649584515623

Best score is 0.43024536056843654 for 2

Best option still seems to be k = 2, however we know from our business knowledge that it should be more.

During our EDA study, we had noticed that applying PCA would help us better visualize but also cost us relevant information.

Therefore, we'll once again use our draw_silhouette() function without applying PCA to better understand how we can select the optimal k value. (This time, plots on the right block should be disregarded)

In [ ]:

draw_sihoutte(cls,X_ms.values,False,False) 

For n_clusters = 2 The average silhouette_score is : 0.3149482243079907

For n_clusters = 3 The average silhouette_score is : 0.21872408667366364

For n_clusters = 4 The average silhouette_score is : 0.19738945921261777

For n_clusters = 5 The average silhouette_score is : 0.16809732905648317

For n_clusters = 6 The average silhouette_score is : 0.16135468310539638

For n_clusters = 7 The average silhouette_score is : 0.15900602674039271

For n_clusters = 8 The average silhouette_score is : 0.15775232880355403

For n_clusters = 9 The average silhouette_score is : 0.14838476198938036

For n_clusters = 10 The average silhouette_score is : 0.1554081028297031

Best score is 0.3149482243079907 for 2

Final Evaluation of our k value determination attempts

Values within our potential k range have very similar silhouette scores. Therefore, we can try all of them in our clustering models.

Applying the Model¶

We want instrumentalness and loudness to be more decisive/effective in forming the clusters, we'll adjust their weights.

We've discovered some literature where there are some analytic methods to supply weights(*) but we prefer to use simple way by just multiplying them with some scalars.

For further study on how weights can be adjusted, see below:

In [ ]:

w=np.ones(10)
w[[3,9]]=2 #degreeofinstrumental and loudness
w

Out[ ]:

array([1., 1., 1., 2., 1., 1., 1., 1., 1., 2.])

In [ ]:

X_ms_weighted=X_ms.values*w

In [ ]:

kmeans = KMeans(n_clusters=4)
kmeans.fit(X_ms_weighted)

Out[ ]:

KMeans(n_clusters=4)

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In [ ]:

kmeans.labels_.valuecounts_()

Out[ ]:

array([[  0, 196],
       [  1, 101],
       [  2, 246],
       [  3,  79]], dtype=int64)

Evaluation of our K-Means Clustering Model

We selected MinMaxScaler dataset for our final model and chose k = 4 based on our evaluation of the Elbow Plot.

Based on our business case, we were hoping to see a larger number of clusters, however our previous work shows us that we do not get better seperated groups with a higher k value.

Looking at the value counts, we obtained a result similar to the one we expected in our eyeball test - one relatively large cluster with 3 smaller ones.

Next, we'll try to shed some light into why the data was seperated into these four clusters.

Explaining the results¶

To explain the clustering result better, we will fit a classifier model whose output matches the same labels provided by the clustering and compute SHAP values based on this classifier model.

We will be using the Random Forest Classifier. As there is no need to do scaling before fitting a Random Forest Classifier, we can use the original data directly.

Since the goal of the classifier is to better understand the clustering and there is no issue of overfitting, we will use all the datasets to do the fit.

For the sake of explianability and other reasons mentioned above, we will not apply PCA.

In [ ]:

from sklearn.ensemble import RandomForestClassifier
clf=RandomForestClassifier(random_state=42)
clf.fit(X_ms_weighted,kmeans.labels_)

Out[ ]:

RandomForestClassifier(random_state=42)

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In [ ]:

%mgc_suppresswarning DeprecationWarning

In [ ]:

import shap
explainer= shap.TreeExplainer(clf, data=X_ms_weighted, feature_perturbation='interventional')
shap_values = explainer.shap_values(X_ms_weighted,check_additivity=False)
shap.summary_plot(shap_values, X_ms_weighted, X.columns)

 98%|===================| 2450/2488 [01:03<00:00]

We leave the explaining the chart to final model part.

DBSCAN¶

We'll use our Epsilon Decider function to find the ideal range of values for each dataset.

Let's assume min_samples = 10 as Volkan prefers at least 10 tracks to be in a playlist.

On the other hand, one of the wide-spread view is to multipy the number of features with 2. So we can also include the number 20 in the paramgrid.

In the following plots we'll take only 10.

Determining eps values

In [ ]:

k=11 #(10+1)
drawEpsilonDecider(X_ms_weighted,k)

In [ ]:

X_rs_weighted=X_rs*w
drawEpsilonDecider(X_rs_weighted,k)

In [ ]:

X_ss_weighted=X_ss*w
drawEpsilonDecider(X_ss_weighted,k)

We notice that for each dataset, the edge of the bend is at different eps levels. Therefore, we can choose the following values to evaluate: [0.5, 1, 1.5, 2]

Model Selection with ParameterGrid¶

ParameterGrid is GridSearch's unsupervised version. More info is here.

Feature Selection¶

Manuel Check via Business Case¶

We already removed some of the features above.

As for multicollinearity, we cant see any in the correlation list, so no need to remove any more fatures.

Variance Threshold¶

In [ ]:

#We can't use standard scaler here, as we need the different variances to exist
np.var(X_ms_weighted,axis=0)

Out[ ]:

array([0.04059539, 0.05546025, 0.10166579, 0.10690867, 0.11052024,
       0.03174015, 0.06661332, 0.04617466, 0.01057035, 0.57243256])

In [ ]:

from sklearn.feature_selection import VarianceThreshold
sel = VarianceThreshold(threshold=0.05)
sel.fit(X_ms_weighted)
list(zip(X.columns,sel.get_support()))

Out[ ]:

VarianceThreshold(threshold=0.05)

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Out[ ]:

[('danceability', False),
 ('energy', True),
 ('key', True),
 ('loudness', True),
 ('acousticness', True),
 ('liveness', False),
 ('valence', True),
 ('tempo', False),
 ('time_signature', False),
 ('DegreeofInstrumentality', True)]

We'll add these features above to the following method's outcome:

In [ ]:

VT_idx=[e for e,x in enumerate(sel.get_support()) if x]
VT_idx

Out[ ]:

[1, 2, 3, 4, 6, 9]

Random greedy approach¶

In [ ]:

#We'll create a combination of all feature spaces, except one which will be added manually later
from itertools import combinations
comb_list=[]
for i in range(2,10):
    combs=combinations(X.columns,i)
    comb_list.extend(combs)

In [ ]:

#Let's choose 40 different combinations of features
np.random.seed(42)
n=40
features_list=np.random.choice(np.array(comb_list,dtype="object"),size=n,replace=False) 

In [ ]:

#Ensuring "loudness" and "instrumentalness" is in the feature list
features_list_final=[]
for f in features_list:
    if 'loudness' not in f:
        f=[x for x in f]+['loudness']
    if 'DegreeofInstrumentality' not in f:
        f=[x for x in f]+['DegreeofInstrumentality']
    features_list_final.append(f)

In [ ]:

len(features_list_final)

Out[ ]:

In [ ]:

#Checking to make sure full list is included
if features_list_final.getLongestInnerList_()[1]<9:
    features_list_final.append(X.columns)

In [ ]:

features_list_final_colindex=[[list(X.columns).index(y) for y in x] for x in features_list_final]    

In [ ]:

len(features_list_final_colindex)

Out[ ]:

In [ ]:

#Making sure that the variance threshold output is added
if VT_idx not in features_list_final_colindex:
    features_list_final_colindex.append(VT_idx)

In [ ]:

len(features_list_final_colindex)

Out[ ]:

Model Selection¶

In this section, we'll try to select the best hyperparameters and the clustering algorithm.

We'll include all scalers, along with K-Means, DBScan and Agglomerative clustering algorithms.

We did not see the need to do a seperate section for Agglomerative Clustering, instead we'll evaluate it here using our learnings from our previous work.

We'll evaluate each of these trials with the Silhouette Score, Calinski Harabasz Score and Davie Bouldin Score. Decision criteria will be custom score we generated by multiplying / dividing (for Davie Bouldin) the scores with each other.

In [ ]:

from sklearn.model_selection import ParameterGrid
scalers=[StandardScaler(),RobustScaler(),MinMaxScaler()]
weights=[1, 1.5] #degreeofinstrumental and loudness weights   
param_grid = [
             {'scl':scalers, 'nc':[4,8], 'max_iter':[50,100], 'n_init':[3,10],'wgh':weights}, #KMeans
             {'scl':scalers, 'eps': [0.5, 1, 1.5, 2], 'min_samples': [10,20],'wgh':weights}, #DBSCAN             
             {'scl':scalers, 'nc':[4,8], 'linkage': ["ward","single","average","complete"],'wgh':weights} #Agglomerative             
             ]
#Number of combinations of this param_grid values
len(ParameterGrid(param_grid))

Out[ ]:

In [ ]:

%%time
from multiprocessing import Pool
from tqdm.notebook import tqdm
from spotify_parallel import run_grid_parallel

Xs=[X]*len(features_list_final_colindex)
param_grids=[param_grid]*len(features_list_final_colindex)
inputs = zip(features_list_final_colindex, param_grids, Xs)
if __name__ == '__main__':
    with Pool() as p:
        r = list(tqdm(p.imap(run_grid_parallel, inputs), total=len(features_list_final_colindex)))            

HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=41.0), HTML(value='')))

Wall time: 29min 47s

In [ ]:

#Consolidating the results into a final dataframe
finaldf=pd.concat(r,axis=0,ignore_index=True) #except for the last column, which are labels
finaldf.shape

Out[ ]:

(5096, 7)

In [ ]:

finaldf["final"]=finaldf.silhoute*finaldf.calinski_harabasz*(1/finaldf.davie_bouldin) #Davie-Bouldin scoring is inversely proportional
finaldf.drop("labels",axis=1).sort_values("final",ascending=False).head()

Out[ ]:

	Cols	Algo	params	silhoute	calinski_harabasz	davie_bouldin	final
2372	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.385496	823.071514	0.960130	330.466195
2348	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.385496	823.071514	0.960130	330.466195
2384	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.385425	823.093879	0.960127	330.415328
2360	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 50, 'n_init': 10, 'nc': 4, 'scl':...	0.385425	823.093879	0.960127	330.415328
1134	(0, 4, 9, 3)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.420884	751.241229	0.973540	324.779115

Initial Evaluation

We noticed that we were not able to improve our scores much compared to our previous work.

Next: We're hoping to improve our results by better tuning our model by narrowing the parameter space down to the best performing values.

In [ ]:

finaldf.drop("labels",axis=1).sort_values("final",ascending=False).head(20)

Out[ ]:

	Cols	Algo	params	silhoute	calinski_harabasz	davie_bouldin	final
2372	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.385496	823.071514	0.960130	330.466195
2348	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.385496	823.071514	0.960130	330.466195
2384	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.385425	823.093879	0.960127	330.415328
2360	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 50, 'n_init': 10, 'nc': 4, 'scl':...	0.385425	823.093879	0.960127	330.415328
1134	(0, 4, 9, 3)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.420884	751.241229	0.973540	324.779115
1122	(0, 4, 9, 3)	KMeans	{'max_iter': 50, 'n_init': 10, 'nc': 4, 'scl':...	0.420884	751.241229	0.973540	324.779115
1146	(0, 4, 9, 3)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.420884	751.241229	0.973540	324.779115
1110	(0, 4, 9, 3)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.420884	751.241229	0.973540	324.779115
2444	(1, 5, 8, 3, 9)	Agglomerative	{'linkage': 'single', 'nc': 4, 'scl': MinMaxSc...	0.469288	517.918199	0.768694	316.188971
1183	(0, 4, 9, 3)	Agglomerative	{'linkage': 'ward', 'nc': 4, 'scl': MinMaxScal...	0.408506	723.336956	0.963752	306.601085
2456	(1, 5, 8, 3, 9)	Agglomerative	{'linkage': 'average', 'nc': 4, 'scl': MinMaxS...	0.431578	521.464910	0.750580	299.838613
519	(4, 5, 8, 9, 3)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.405049	698.612917	0.976646	289.738961
495	(4, 5, 8, 9, 3)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.405049	698.612917	0.976646	289.738961
507	(4, 5, 8, 9, 3)	KMeans	{'max_iter': 50, 'n_init': 10, 'nc': 4, 'scl':...	0.405049	698.612917	0.976646	289.738961
531	(4, 5, 8, 9, 3)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.405049	698.612917	0.976646	289.738961
4957	(5, 7, 8, 3, 9)	Agglomerative	{'linkage': 'average', 'nc': 4, 'scl': MinMaxS...	0.422327	515.321477	0.767714	283.483123
4945	(5, 7, 8, 3, 9)	Agglomerative	{'linkage': 'single', 'nc': 4, 'scl': MinMaxSc...	0.451971	519.784033	0.831913	282.393674
2432	(1, 5, 8, 3, 9)	Agglomerative	{'linkage': 'ward', 'nc': 4, 'scl': MinMaxScal...	0.357435	756.395892	1.012038	267.146537
3511	(1, 3, 6, 8, 9)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.375802	705.535928	1.014929	261.241706
3475	(1, 3, 6, 8, 9)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.375802	705.535928	1.014929	261.241706

In [ ]:

print(f"When we check the scores and columns the most important columns are {X.columns[[0,3,4,5,8,9]].tolist()}")

When we check the scores and columns the most important columns are ['danceability', 'loudness', 'acousticness', 'liveness', 'time_signature', 'DegreeofInstrumentality']

Next: Let's check the scores of models without any feature selection.

In [ ]:

finaldf.drop("labels",axis=1).loc[[len(x)>8 for x in finaldf.Cols.values]].sort_values(by="final",ascending=False).head()

Out[ ]:

	Cols	Algo	params	silhoute	calinski_harabasz	davie_bouldin	final
1525	(0, 1, 2, 3, 4, 5, 6, 8, 9)	DBSCAN	{'eps': 0.5, 'min_samples': 20, 'scl': MinMaxS...	0.297791	241.918670	1.517008	47.488944
272	(0, 1, 2, 3, 4, 6, 7, 8, 9)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.246062	274.024571	1.472433	45.792924
284	(0, 1, 2, 3, 4, 6, 7, 8, 9)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.246062	274.024571	1.472433	45.792924
248	(0, 1, 2, 3, 4, 6, 7, 8, 9)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.246062	274.024571	1.472433	45.792924
260	(0, 1, 2, 3, 4, 6, 7, 8, 9)	KMeans	{'max_iter': 50, 'n_init': 10, 'nc': 4, 'scl':...	0.246062	274.024571	1.472433	45.792924

Evaluation: Obviously, we were right to select some features. Using all of the data definitely did not help here.

Next: Let's check the models where weights are equal.

In [ ]:

finaldf.drop("labels",axis=1).loc[finaldf.params.apply(lambda x:"'wgh': 1}" in x)].sort_values(by="final",ascending=False).head()

Out[ ]:

	Cols	Algo	params	silhoute	calinski_harabasz	davie_bouldin	final
1145	(0, 4, 9, 3)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.419356	555.282229	0.953129	244.312019
1121	(0, 4, 9, 3)	KMeans	{'max_iter': 50, 'n_init': 10, 'nc': 4, 'scl':...	0.419356	555.282229	0.953129	244.312019
1109	(0, 4, 9, 3)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.419024	555.258321	0.957764	242.926942
1133	(0, 4, 9, 3)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.419024	555.258321	0.957764	242.926942
1218	(0, 4, 9, 3)	Agglomerative	{'linkage': 'complete', 'nc': 4, 'scl': MinMax...	0.394504	505.412321	0.956270	208.504976

Evaluation: In this case scores were closer to the top, but it still seems using custom weights make more sense - which is in line with our EDA efforts.

Next: Let's create a new parameter space.

In [ ]:

scalers=[MinMaxScaler()]
weights=[1.5]
param_grid = [
             {'scl':scalers, 'nc':[4], 'max_iter':[50,100], 'n_init':[3,5,10],'wgh':weights}, #KMeans
             {'scl':scalers, 'eps': [1], 'min_samples': [20],'wgh':weights}, #DBSCAN             
             {'scl':scalers, 'nc':[4,6], 'linkage': ["ward","single","average"],'wgh':weights} #Agglomerative             
             ]

len(ParameterGrid(param_grid))

Out[ ]:

In [ ]:

%%time
from multiprocessing import Pool
from tqdm.notebook import tqdm
from spotify_parallel import run_grid_parallel

Xs=[X]*len(features_list_final_colindex)
param_grids=[param_grid]*len(features_list_final_colindex)
inputs = zip(features_list_final_colindex, param_grids, Xs)
if __name__ == '__main__':
    with Pool() as p:
        r = list(tqdm(p.imap(run_grid_parallel, inputs), total=len(features_list_final_colindex)))            

HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=41.0), HTML(value='')))

Wall time: 3min 1s

In [ ]:

#Consolidation
finaldf2=pd.concat(r,axis=0,ignore_index=True) 
finaldf2.shape

Out[ ]:

(492, 7)

In [ ]:

finaldf2["final"]=finaldf2.silhoute*finaldf2.calinski_harabasz*(1/finaldf2.davie_bouldin)
finaldf2.drop("labels",axis=1).sort_values("final",ascending=False).head()

Out[ ]:

	Cols	Algo	params	silhoute	calinski_harabasz	davie_bouldin	final
228	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 50, 'n_init': 3, 'nc': 4, 'scl': ...	0.385496	823.071514	0.960130	330.466195
231	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 100, 'n_init': 3, 'nc': 4, 'scl':...	0.385496	823.071514	0.960130	330.466195
229	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 50, 'n_init': 5, 'nc': 4, 'scl': ...	0.385425	823.093879	0.960127	330.415328
232	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 100, 'n_init': 5, 'nc': 4, 'scl':...	0.385425	823.093879	0.960127	330.415328
233	(1, 5, 8, 3, 9)	KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl'...	0.385425	823.093879	0.960127	330.415328

Evaluation: Despite our best efforts on improving the results by tuning the models, we did not achieve a better outcome.

Final Model¶

Choosing the right label¶

We first thought we could build a voting mechanism with the top 50 models but found out that cluster labels are assigned arbitrarily.

Therefore we gave up.

But we can still use the top 50 models - we'll put the labels side-by-side and we'll build yet another clustering method.

This time we will use K-Mode as all features, which are labels, are categorical.

In [ ]:

allmodels_labels=finaldf2.labels[:50].values
final_labels=np.vstack(allmodels_labels)

In [ ]:

final_labels.shape

Out[ ]:

(50, 622)

In [ ]:

from kmodes.kmodes import KModes

In [ ]:

kmodes = KModes(n_jobs = -1, n_clusters = 4, init = 'Huang', random_state = 0)
voted_labels=kmodes.fit_predict(final_labels.T)

Let's place these cluster labels in the original df.

In [ ]:

df["voted_cluster"]=voted_labels

In [ ]:

df["voted_cluster"].value_counts()

Out[ ]:

0    174
2    157
1    148
3    143
Name: voted_cluster, dtype: int64

We'll also add the cluster labels from the top model's output.

In [ ]:

#KMeans	{'max_iter': 100, 'n_init': 10, 'nc': 4, 'scl': MinMaxScaler(), 'wgh': 1.5
X_scl=MinMaxScaler().fit_transform(X)
wm=np.ones(10)
wm[[3,9]]=1.5
X_scl_weighted=X_scl*wm 
cols_used=[1,3,5,8,9]
X_scl_weighted=X_scl_weighted[:,cols_used]
clu=KMeans(n_clusters=4,max_iter=100,n_init=10)
clu.fit(X_scl_weighted)
df["champions_cluster"]=clu.labels_

Out[ ]:

KMeans(max_iter=100, n_clusters=4)

In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.

In [ ]:

df["champions_cluster"].value_counts()

Out[ ]:

0    231
3    211
1    101
2     79
Name: champions_cluster, dtype: int64

Checking the clusters manually¶

In [ ]:

df[df["voted_cluster"]==1]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Saint-Preux-Concerto Pour Une Voix	0.3120	0.28200	1	2.585581	0.952000	2.415914	0.1130	82.862	4	NaN	(0.882, 0.98]	2	1	1
Gheorghe Zamfir-Time to Say Goodbye	0.1520	0.43700	7	2.057707	0.947000	2.525729	0.1870	52.983	4	NaN	(0.784, 0.882]	2	1	1
2CELLOS-The Sound of Silence	0.1870	0.13200	2	2.866705	0.828000	2.406945	0.2430	147.614	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Faded	0.5580	0.39100	1	2.399258	0.946000	2.433613	0.2950	74.995	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Bad Romance	0.5120	0.29800	9	2.593462	0.458000	2.587764	0.0799	77.984	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Swan Lake	0.5680	0.05870	9	3.084887	0.899000	2.341806	0.0459	90.010	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Gangsta's Paradise	0.6440	0.38100	0	2.004853	0.497000	2.397895	0.1840	150.029	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Pastel Reflections	0.6280	0.10800	11	3.070933	0.931000	2.895912	0.1690	114.049	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Yesterday	0.6960	0.30100	5	2.519630	0.893000	2.379546	0.4690	79.991	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Hotel California	0.6540	0.34100	0	2.799170	0.921000	2.468100	0.0916	123.777	4	NaN	(0.882, 0.98]	2	1	1
Yann Tiersen-La valse des vieux os	0.4820	0.24900	3	2.429834	0.932000	3.113515	0.4450	121.657	3	NaN	(-0.00098, 0.098]	1	1	2
Yann Tiersen-La valse d'Amélie - Version orchestre	0.1950	0.33500	9	2.161137	0.852000	2.459589	0.2520	63.152	4	NaN	(0.098, 0.196]	1	1	2
Yann Tiersen-Les jours tristes - Instrumental	0.7340	0.33900	7	2.094700	0.807000	2.080691	0.9520	100.104	3	NaN	(0.098, 0.196]	1	1	2
Yann Tiersen-La valse d'Amélie - Version piano	0.1940	0.17900	9	2.823519	0.988000	2.102914	0.1790	177.667	3	NaN	(0.784, 0.882]	2	1	1
Yann Tiersen-La valse d'Amélie	0.4330	0.56400	9	2.187960	0.713000	2.459589	0.8550	192.073	3	NaN	(0.196, 0.294]	1	1	2
Chill Fruits Music-I've Never Been There	0.6680	0.23300	1	2.927025	0.937000	2.198335	0.3360	121.211	4	NaN	(0.882, 0.98]	2	1	1
Selda Bağcan-Gesi Bağları	0.4060	0.26100	5	2.493040	0.987000	2.406945	0.4260	124.094	4	Özgün soft	(0.392, 0.49]	1	1	2
Lofi Fruits Music-Asgore	0.7040	0.37400	1	2.443911	0.858000	2.406945	0.2850	89.995	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Evil Morty	0.6020	0.34700	0	2.281668	0.900000	3.653252	0.1730	139.974	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Memories	0.7230	0.32000	11	2.551786	0.960000	2.360854	0.4640	75.005	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Bella Ciao	0.7030	0.33900	8	2.531711	0.508000	2.322388	0.3700	84.024	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Shallow	0.5410	0.36700	7	2.814150	0.198000	2.653242	0.3100	173.983	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Bubbly	0.6710	0.26500	9	2.678141	0.951000	2.451005	0.2960	119.972	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Over the rainbow	0.7040	0.19100	0	2.730659	0.907000	1.944481	0.2970	79.971	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Chandelier	0.5600	0.52700	1	2.363492	0.776000	2.572612	0.2310	159.862	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Dancing in the Moonlight	0.6050	0.33600	9	2.604096	0.953000	2.312535	0.4680	180.102	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Can't Help Falling in Love	0.2730	0.31600	0	2.766571	0.887000	2.424803	0.0981	80.720	3	NaN	(0.784, 0.882]	2	1	1
Mark Davies-Take on Me	0.5780	0.62000	9	2.036012	0.729000	2.701361	0.5950	162.115	4	NaN	(0.784, 0.882]	2	1	1
Cihat Aşkın-Hasretinle Yandı Gönlüm	0.2750	0.28600	2	2.594433	0.983000	2.370244	0.2560	108.083	4	NaN	(0.882, 0.98]	2	1	1
İnan Tat-Polyushka Polye	0.5740	0.73000	7	2.347080	0.663000	2.760010	0.5850	106.964	4	NaN	(0.882, 0.98]	2	1	1
Efkan Şeşen-Polyushka Polye	0.4540	0.54600	9	2.277062	0.179000	2.370244	0.2870	124.842	4	NaN	(0.882, 0.98]	2	1	1
Joaquín Rodrigo-Rodrigo: Concierto de Aranjuez: II. Adagio	0.2530	0.09800	11	2.989614	0.930000	2.501436	0.0620	84.865	4	NaN	(0.784, 0.882]	2	1	1
Luigi Boccherini-String Quintet in E Major, Op. 13, No. 5: III. Minuetto	0.4980	0.07890	9	3.113115	0.926000	3.161247	0.6130	99.211	4	NaN	(0.49, 0.588]	1	1	2
Charles Gounod-Ave Maria: Arr. From Bach's Prelude No.1 BWV 846	0.1130	0.14700	0	2.951467	0.992000	2.089392	0.0648	85.957	3	NaN	(0.784, 0.882]	2	1	1
Antonín Dvořák-4 Romantic Pieces, Op. 75, B. 150: I. Allegro moderato (Arr. Soltani For Solo Cello and Cello Ensemble)	0.2070	0.05910	10	3.297909	0.786000	2.476538	0.1710	115.151	4	NaN	(0.882, 0.98]	2	1	1
2CELLOS-Shape of My Heart	0.2600	0.27400	2	2.554744	0.886000	2.312535	0.2370	158.919	4	NaN	(0.882, 0.98]	2	1	1
2CELLOS-Despacito	0.6290	0.40300	2	2.210908	0.836000	3.443618	0.5570	91.094	4	NaN	(0.686, 0.784]	2	1	1
2CELLOS-Imagine	0.3560	0.08230	0	3.046615	0.843000	2.240710	0.4560	127.130	4	NaN	(0.784, 0.882]	2	1	1
2CELLOS-Moon River	0.1780	0.24800	7	2.664516	0.964000	2.388763	0.0778	78.247	3	NaN	(0.882, 0.98]	2	1	1
2CELLOS-May it Be	0.1700	0.27400	7	2.691853	0.924000	2.424803	0.0394	78.858	4	NaN	(0.784, 0.882]	2	1	1
2CELLOS-Game of Thrones Medley	0.1190	0.59400	5	2.275830	0.934000	2.351375	0.1470	84.566	4	NaN	(0.882, 0.98]	2	1	1
Evgeny Grinko-Field	0.1910	0.08590	9	3.085390	0.988000	2.442347	0.2920	161.210	4	NaN	(0.882, 0.98]	2	1	1
Antonio De Lucena-La Isla Bonita	0.7080	0.51100	2	2.514627	0.626000	2.091864	0.8910	100.330	4	NaN	(0.882, 0.98]	2	1	1
Master Guitar-La Isla Bonita	0.5510	0.50200	2	2.864655	0.525000	2.312535	0.7980	100.321	4	NaN	(0.784, 0.882]	2	1	1
The Moody Blues-Nights In White Satin - Single Version / Mono	0.1950	0.48300	4	1.607636	0.465000	1.925707	0.1730	84.710	4	NaN	(0.49, 0.588]	1	1	2
Boney M.-Daddy Cool	0.7630	0.77700	5	1.936148	0.281000	2.595255	0.9290	124.431	4	NaN	(0.784, 0.882]	2	1	1
Ramin Djawadi-Mako (feat. Priscilla Ahn)	0.1310	0.09010	0	2.841998	0.971000	2.240710	0.0341	61.467	3	NaN	(0.882, 0.98]	2	1	1
Priscilla Ahn-Marnie	0.2030	0.05160	9	2.967744	0.964000	2.152924	0.0976	78.189	3	NaN	(0.196, 0.294]	1	1	2
Frédéric Chopin-Nocturnes, Op. 9: No. 1 in B-Flat Minor	0.3460	0.00980	1	3.472339	0.990000	2.009555	0.0394	119.992	3	NaN	(0.882, 0.98]	2	1	1
Erik Satie-Gnossienne No. 1	0.3760	0.00579	5	3.453632	0.996000	2.177022	0.0369	71.827	4	NaN	(0.882, 0.98]	2	1	1
Tomaso Albinoni-Adagio in G Minor	0.0990	0.27900	7	2.560246	0.743000	2.433613	0.0464	89.755	1	NaN	(0.882, 0.98]	2	1	1
Hasret Gültekin-Derman Sendedir	0.6160	0.57700	9	2.470977	0.763000	2.572612	0.7420	156.543	3	NaN	(0.098, 0.196]	1	1	2
Ramin Djawadi-Main Title - From The "Game Of Thrones" Soundtrack	0.1970	0.60300	5	2.779813	0.302000	2.360854	0.2320	169.881	3	NaN	(0.784, 0.882]	2	1	1
James Horner-For The Love Of A Princess	0.1870	0.06020	9	3.249095	0.408000	2.501436	0.0362	68.751	4	NaN	(0.882, 0.98]	2	1	1
Sacred Spirit-Yeha Noha (Wishes Of Happiness And Prosperity)	0.5760	0.38400	3	2.817622	0.310000	2.424803	0.5130	94.015	4	NaN	(-0.00098, 0.098]	1	1	2
David Arkenstone-Call Of The Sea	0.4750	0.56300	4	2.565641	0.011500	1.688249	0.3680	179.655	4	NaN	(0.686, 0.784]	2	1	1
Enya-May It Be	0.1290	0.17900	9	2.837967	0.980000	2.595255	0.0735	59.407	4	NaN	(-0.00098, 0.098]	1	1	2
Karl Jenkins-Adiemus	0.2950	0.40800	4	2.811329	0.804000	2.803360	0.1640	150.454	3	NaN	(0.098, 0.196]	1	1	2
Cem Karaca-Çok Yorgunum	0.2800	0.29500	9	2.386099	0.971000	2.228939	0.0683	97.299	4	NaN	(-0.00098, 0.098]	1	1	2
Jean-Laurent Ducroiset-Now We Are Free (From "Gladiator")	0.2010	0.41600	7	1.902257	0.741000	2.674149	0.1860	149.307	4	NaN	(0.392, 0.49]	1	1	2
Lisa Gerrard-Not Yet	0.0947	0.01230	4	3.438140	0.962000	2.322388	0.0366	86.902	3	NaN	(0.294, 0.392]	1	1	2
Marc Streitenfeld-Max-a-million	0.3910	0.13500	0	3.030520	0.781000	2.275214	0.2220	100.029	4	NaN	(0.686, 0.784]	2	1	1
André Rieu-Memory - From "Cats"	0.0638	0.31200	10	2.504382	0.444000	2.322388	0.0369	59.425	4	NaN	(0.686, 0.784]	2	1	1
Johann Sebastian Bach-J.S. Bach: Orchestral Suite No. 3 in D Major, BWV 1068: 2. Air	0.2130	0.22200	2	2.880378	0.924000	2.833213	0.0823	65.830	4	NaN	(0.784, 0.882]	2	1	1
Giovanni-Nabuco	0.4210	0.17200	2	2.592340	0.956000	2.646175	0.2440	131.538	4	NaN	(0.882, 0.98]	2	1	1
José María Cano-Hijo de la Luna	0.2300	0.53700	5	1.946339	0.917000	2.106570	0.1290	169.411	3	NaN	(-0.00098, 0.098]	1	1	2
Piano Bar-Take on Me - Piano Version	0.5610	0.08070	9	3.171323	0.987000	2.312535	0.3660	144.055	4	NaN	(0.882, 0.98]	2	1	1
Secret Garden-Adagio	0.1150	0.32800	7	2.411798	0.911000	2.312535	0.0611	51.096	4	Chillout - Instrumental	(0.686, 0.784]	2	1	1
John Lennon-Imagine - Remastered 2010	0.5470	0.25700	0	2.514304	0.907000	2.235376	0.1690	75.752	4	Chillout - MorningCoffee	(0.098, 0.196]	1	1	2
Gheorghe Zamfir-The Lonely Shepherd	0.4340	0.30400	2	2.379454	0.841000	2.302585	0.1080	66.486	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Makis Ablianitis-Love Secret	0.6000	0.63500	2	2.273568	0.839000	4.308111	0.6730	138.021	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Makis Ablianitis-Sun Walk	0.7570	0.58900	4	2.233128	0.435000	3.273364	0.4660	120.011	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Makis Ablianitis-Bahar	0.4870	0.45600	9	2.489645	0.858000	2.388763	0.1570	100.056	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Makis Ablianitis-Uranos	0.6660	0.64800	5	2.132745	0.693000	3.903991	0.5110	159.964	4	Chillout - Instrumental	(0.294, 0.392]	1	1	2
Black-Wonderful Life	0.7200	0.52100	7	2.523165	0.705000	3.063391	0.8230	106.055	4	NaN	(0.294, 0.392]	1	1	2
Ludwig van Beethoven-Moonlight Sonata (First Movement from Piano Sonata No. 14, Op. 27 No. 2)	0.2160	0.19900	1	3.024465	0.991000	2.251292	0.3390	178.876	3	Chillout - Old Classic	(0.882, 0.98]	2	1	1
George Frideric Handel-Suite in B-Flat Major, HWV 434: IV. Menuet	0.4060	0.00645	7	3.488567	0.994000	2.191654	0.1110	59.156	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
R.E.M.-Everybody Hurts	0.2540	0.38300	2	2.083931	0.614000	2.844909	0.1780	188.200	3	Slowish PopRock	(-0.00098, 0.098]	1	1	2
Hans Zimmer-Cornfield Chase	0.3300	0.22900	9	2.799839	0.948000	2.300583	0.0593	96.158	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Scorpions-Yellow Raven	0.4200	0.28300	8	2.876273	0.161000	2.424803	0.3020	128.349	4	Slowish PopRock	(-0.00098, 0.098]	1	1	2
Teoman-İstanbul'da Sonbahar	0.4860	0.14500	5	2.795389	0.913000	2.406945	0.1610	84.162	4	Chillout - MorningCoffee	(0.784, 0.882]	2	1	1
The Robby Cool Orchestra-Forest Gump Main Theme	0.4380	0.08710	7	3.127374	0.976000	2.158715	0.2620	106.763	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Soundtrack Orchestra-The Last of The Mohicans - Fender Guitar	0.3560	0.36000	2	2.819949	0.748000	2.653242	0.7720	90.821	4	Chillout - Instrumental	(-0.00098, 0.098]	1	1	2
Secret Garden-Nocturne	0.2190	0.29800	2	2.444085	0.944000	2.240710	0.1540	79.136	3	Chillout - Instrumental	(0.196, 0.294]	1	1	2
Kitaro-Silk Road - Live	0.1710	0.37400	4	2.515678	0.663000	4.265493	0.0548	134.726	4	Chillout - Instrumental	(0.294, 0.392]	1	1	2
Yanni-One Man's Dream	0.3630	0.11500	0	3.014848	0.984000	2.602690	0.1880	122.598	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Kitaro-Caravansary	0.4140	0.26700	9	2.575813	0.499000	1.806648	0.1080	121.870	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Hans Zimmer-Chevaliers De Sangreal - From The Da Vinci Code Original Motion Picture Soundtrack	0.1690	0.22200	7	2.769710	0.528000	2.370244	0.0397	110.877	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Vangelis-Conquest of Paradise	0.4300	0.29500	2	2.657108	0.698000	3.117950	0.1590	74.014	3	Chillout - Instrumental	(0.49, 0.588]	1	1	2
Yanni-Prelude (Live)	0.1270	0.20400	11	2.662355	0.968000	3.190476	0.0397	84.345	3	Chillout - Instrumental	(0.392, 0.49]	1	1	2
Yanni-In The Morning Light	0.3430	0.13100	9	3.020766	0.981000	1.945910	0.1770	104.798	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Yanni-Until the Last Moment - Live	0.2210	0.25800	6	2.791472	0.941000	4.218036	0.0486	96.001	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Yedi Karanfil-Gözlerin	0.5760	0.35200	11	2.607345	0.380000	2.844909	0.3220	107.060	3	Chillout - Instrumental	(0.686, 0.784]	2	1	1
Yedi Karanfil-Devlerin Aşkı	0.6210	0.49000	9	2.401163	0.675000	2.370244	0.2820	134.012	4	Chillout - Instrumental	(0.49, 0.588]	1	1	2
Simon & Garfunkel-El Condor Pasa (If I Could)	0.3300	0.21400	4	2.873508	0.836000	2.879198	0.2750	147.795	4	Chillout - MorningCoffee	(-0.00098, 0.098]	1	1	2
James Horner-A Gift Of A Thistle	0.0828	0.01200	9	3.584768	0.900000	2.169054	0.0578	169.895	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Ennio Morricone-Once Upon a Time in the West - Main Theme	0.1230	0.21400	2	2.392974	0.836000	2.564949	0.0451	90.408	4	Chillout - Instrumental	(0.588, 0.686]	1	1	2
Secret Garden-Song From A Secret Garden	0.2260	0.30300	0	2.385639	0.897000	2.785011	0.0940	66.727	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Ayten Alpman-Ben Böyleyim	0.4050	0.40900	5	2.438950	0.945000	2.424803	0.5630	114.922	3	Slow pure	(0.098, 0.196]	1	1	2
Cem Karaca-Deniz Üstü Köpürür	0.4130	0.42700	8	2.562793	0.694000	2.734368	0.2310	101.426	3	NaN	(-0.00098, 0.098]	1	1	2
2CELLOS-Now We are Free	0.1760	0.25800	7	2.678896	0.941000	2.091864	0.0529	137.383	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
All In One-The Last Mohican	0.6950	0.71000	7	2.011564	0.043400	2.206074	0.5060	145.002	4	NaN	(0.686, 0.784]	2	1	1
Tina Guo-The Gael (From "Last of the Mohicans")	0.2480	0.56600	0	2.244108	0.291000	2.360854	0.3620	153.576	3	Vivid- Instrumental	(0.784, 0.882]	2	1	1
New World Orchestra-Last of the Mohicans	0.0671	0.28400	2	2.582336	0.617000	1.704748	0.0606	49.885	4	Vivid- Instrumental	(0.784, 0.882]	2	1	1
Alban Fuam-The Last of the Mohicans (Main Theme) / Porthole of Kelp - From "The Last of Mohicans"	0.3290	0.44500	0	2.190983	0.802000	2.302585	0.2900	107.906	4	Vivid- Instrumental	(0.784, 0.882]	2	1	1
Trevor Jones-Promontory	0.3660	0.21400	0	2.859225	0.086500	2.148268	0.2840	51.566	4	Vivid- Instrumental	(0.882, 0.98]	2	1	1
VioDance-The Last Of The Mohicans	0.2280	0.45700	0	2.381489	0.604000	2.341806	0.1970	94.181	4	Vivid- Instrumental	(0.686, 0.784]	2	1	1
Zara-Dostum Dostum	0.6870	0.43300	1	2.320916	0.821000	2.289500	0.6430	127.970	4	TürküDeyiş	(-0.00098, 0.098]	1	1	2
Eric Clapton-Wonderful Tonight	0.5720	0.21400	7	2.748872	0.649000	2.525729	0.4850	95.542	4	Slow pure	(0.098, 0.196]	1	1	2
Fikret Kızılok-Sevda Çiçeği	0.6470	0.10800	8	3.054190	0.886000	2.415914	0.4170	121.499	4	Özgün soft	(0.392, 0.49]	1	1	2
Eric Clapton-Tears in Heaven	0.4980	0.24200	9	2.504546	0.835000	2.587764	0.3120	153.744	4	Slow pure	(0.49, 0.588]	1	1	2
Ahmet Kaya-Kendine İyi Bak	0.6500	0.49600	0	2.647167	0.585000	2.944439	0.8520	118.658	4	NaN	(-0.00098, 0.098]	1	1	2
Johann Pachelbel-Canon in D	0.1510	0.12500	2	3.016221	0.808000	2.493205	0.2900	150.812	4	NaN	(0.294, 0.392]	1	1	2
Johann Sebastian Bach-Partita No. 1 In B Flat Major, BWV 825: Prelude	0.3500	0.10400	10	3.252968	0.994000	2.525729	0.6340	97.929	4	Chillout - Old Classic	(0.882, 0.98]	2	1	1
André Rieu-Love Theme (from "Romeo and Juliet")	0.2360	0.22400	7	2.608451	0.835000	3.144152	0.0767	75.826	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Leonard Rosenman-Barry Lyndon: Sarabande (arr. L. Rosenman for orchestra)	0.1750	0.11500	2	2.838728	0.619000	2.493205	0.0792	172.535	3	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Enya-Only Time	0.4180	0.24900	3	2.620602	0.841000	2.415914	0.2130	82.803	4	Chillout - New Age	(0.588, 0.686]	1	1	2
The Trouble Notes-Adriano	0.7700	0.80500	2	1.926436	0.493000	2.099244	0.9560	124.963	4	Vivid- Instrumental	(0.784, 0.882]	2	1	1
Erik Satie-Gnossienne: No. 1	0.4240	0.00798	5	3.344451	0.996000	2.285439	0.0794	124.166	3	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Yann Tiersen-Comptine d'un autre été, l'après-midi	0.4840	0.19200	2	2.732938	0.991000	2.360854	0.0559	100.084	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Ennio Morricone-Gabriel's Oboe from The Mission - Excerpt	0.1490	0.27500	2	2.533856	0.978000	2.184927	0.0854	82.552	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Mauricio Galbardi-Porto Fino	0.6610	0.08120	4	2.887757	0.987000	2.397895	0.3280	168.177	4	Chillout - Instrumental	(0.686, 0.784]	2	1	1
Yanni-The End Of August	0.1460	0.38100	1	2.282994	0.980000	4.480740	0.0753	92.949	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Lisa Hannigan-Snow	0.2960	0.39200	4	2.563949	0.784000	2.533697	0.2750	84.359	4	Chillout - MorningCoffee	(0.392, 0.49]	1	1	2
Marcel Depuis-Sonata Pathétique	0.7100	0.05000	11	3.146090	0.967000	2.451005	0.1420	115.298	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Enya-Caribbean Blue - 2009 Remaster	0.3930	0.41400	4	2.506505	0.807000	2.468100	0.6770	157.626	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Roque Baños-Vuelta a la Vida	0.1920	0.14400	7	2.888203	0.825000	2.501436	0.0572	136.141	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Priscilla Ahn-Vampire	0.2670	0.10700	4	2.736054	0.958000	2.694627	0.0355	76.477	3	Chillout - MorningCoffee	(0.882, 0.98]	2	1	1
Katie Melua-Wonderful Life	0.9040	0.34100	6	2.492213	0.792000	2.279316	0.4470	105.179	4	Chillout - MorningCoffee	(-0.00098, 0.098]	1	1	2
Pyotr Ilyich Tchaikovsky-Tchaikovsky: Swan Lake, Op. 20, Act II: No. 10, Scene. Moderato	0.1360	0.16400	4	2.931514	0.911000	2.388763	0.0710	58.303	4	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Orchestra Di Padova E Del Veneto & Peter Maag-Symphony No. 7 Op. 92: II. Allegretto (Beethoven)	0.2570	0.02140	4	3.183829	0.926000	2.013569	0.0479	128.491	4	Chillout - Old Classic	(0.196, 0.294]	1	1	2
Georges Bizet-Carmen Suite No. 2: Habanera. Allegretto quasi Andantino (Act I)	0.4250	0.09280	7	3.060255	0.925000	2.587764	0.5050	124.611	4	NaN	(0.098, 0.196]	1	1	2
Moldoni-Cornfield Chase	0.4080	0.22700	9	2.574290	0.922000	3.471966	0.1320	115.936	3	NaN	(0.882, 0.98]	2	1	1
Sedef Sebüktekin-Bul Beni	0.6920	0.51300	4	2.395347	0.775000	3.711130	0.0648	124.942	4	NaN	(0.784, 0.882]	2	1	1
심현정-The last waltz	0.2020	0.26200	0	2.644116	0.385000	4.120662	0.2130	121.132	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Canozan-Bul Beni (Akustik)	0.7120	0.37500	6	2.616008	0.836000	2.442347	0.2710	122.063	4	Chillout - MorningCoffee	(-0.00098, 0.098]	1	1	2
Yüzyüzeyken Konuşuruz-Dinle Beni Bi'	0.5580	0.68000	9	2.230122	0.560000	2.370244	0.5420	91.967	4	NaN	(0.882, 0.98]	2	1	1
Marcel Depuis-Pavane, Op. 50	0.6670	0.07920	6	3.094627	0.962000	2.406945	0.1210	127.962	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Keith Richards-Bittersweet Symphony	0.3510	0.86700	9	1.848770	0.000013	3.063391	0.4070	171.019	4	NaN	(0.882, 0.98]	2	1	1
Antonio Vivaldi-Vivaldi: The Four Seasons, Violin Concerto in F Minor, Op. 8 No. 4, RV 297 "Winter": I. Allegro non molto	0.5130	0.25400	5	2.786245	0.922000	2.895912	0.3410	144.858	4	Vivid - Classic	(0.196, 0.294]	1	1	2
Francesco Geminiani-Concerto Grosso in D Minor for 2 violins, cello and strings (after La Follia)	0.3490	0.10700	2	3.046711	0.800000	3.005683	0.2230	119.944	3	Vivid - Classic	(0.49, 0.588]	1	1	2
George Frideric Handel-La grande sarabande pour cordes et basse continue	0.0842	0.11700	2	2.992126	0.874000	2.302585	0.0395	169.027	5	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Francesco Geminiani-Concerto Grosso No. 12 in D Minor (after Corelli's Sonata, Op. 5, No. 12, "La Follia"): I. Adagio - II. Allegro - III. Adagio	0.2150	0.32500	1	2.456164	0.516000	3.597312	0.1660	70.036	3	Vivid - Classic	(0.098, 0.196]	1	1	2
George Frideric Handel-Keyboard Suite in D Minor, HWV 437: III. Sarabande (Arr. for Chamber Orchestra)	0.2210	0.02360	2	3.258366	0.943000	3.325036	0.1980	171.121	3	Chillout - Old Classic	(0.784, 0.882]	2	1	1
Henrik Janson-Chi Mai	0.6290	0.26200	2	2.376114	0.925000	2.188296	0.0683	83.888	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
George Frideric Handel-Sarabande from Keyboard Suite No.11 in D Minor (opening) - 1996 Remastered Version	0.5630	0.00260	2	3.487161	0.993000	1.938742	0.0504	96.809	4	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Tomas Hilber-Game of Thrones Theme	0.8140	0.11400	0	2.955951	0.979000	2.406945	0.3830	120.244	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Escala-Chi Mai	0.3420	0.15900	6	2.691718	0.809000	2.079442	0.0440	90.076	3	NaN	(0.588, 0.686]	1	1	2

According to voted_clustering, Cluster_1 seems to consists of generally energic songs, where there are some mis-clustered tracks. The playlist column (not blank for some tracks) also verifies this.

(NOTE:Everytime we run the models, cluster labels may vary)

In [ ]:

df[df["champions_cluster"]==1]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Saint-Preux-Concerto Pour Une Voix	0.3120	0.28200	1	2.585581	0.952000	2.415914	0.1130	82.862	4	NaN	(0.882, 0.98]	2	1	1
Gheorghe Zamfir-Time to Say Goodbye	0.1520	0.43700	7	2.057707	0.947000	2.525729	0.1870	52.983	4	NaN	(0.784, 0.882]	2	1	1
2CELLOS-The Sound of Silence	0.1870	0.13200	2	2.866705	0.828000	2.406945	0.2430	147.614	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Faded	0.5580	0.39100	1	2.399258	0.946000	2.433613	0.2950	74.995	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Bad Romance	0.5120	0.29800	9	2.593462	0.458000	2.587764	0.0799	77.984	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Swan Lake	0.5680	0.05870	9	3.084887	0.899000	2.341806	0.0459	90.010	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Gangsta's Paradise	0.6440	0.38100	0	2.004853	0.497000	2.397895	0.1840	150.029	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Pastel Reflections	0.6280	0.10800	11	3.070933	0.931000	2.895912	0.1690	114.049	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Yesterday	0.6960	0.30100	5	2.519630	0.893000	2.379546	0.4690	79.991	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Hotel California	0.6540	0.34100	0	2.799170	0.921000	2.468100	0.0916	123.777	4	NaN	(0.882, 0.98]	2	1	1
Yann Tiersen-La valse d'Amélie - Version piano	0.1940	0.17900	9	2.823519	0.988000	2.102914	0.1790	177.667	3	NaN	(0.784, 0.882]	2	1	1
Chill Fruits Music-I've Never Been There	0.6680	0.23300	1	2.927025	0.937000	2.198335	0.3360	121.211	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Asgore	0.7040	0.37400	1	2.443911	0.858000	2.406945	0.2850	89.995	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Evil Morty	0.6020	0.34700	0	2.281668	0.900000	3.653252	0.1730	139.974	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Memories	0.7230	0.32000	11	2.551786	0.960000	2.360854	0.4640	75.005	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Bella Ciao	0.7030	0.33900	8	2.531711	0.508000	2.322388	0.3700	84.024	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Shallow	0.5410	0.36700	7	2.814150	0.198000	2.653242	0.3100	173.983	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Bubbly	0.6710	0.26500	9	2.678141	0.951000	2.451005	0.2960	119.972	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Over the rainbow	0.7040	0.19100	0	2.730659	0.907000	1.944481	0.2970	79.971	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Chandelier	0.5600	0.52700	1	2.363492	0.776000	2.572612	0.2310	159.862	4	NaN	(0.784, 0.882]	2	1	1
Lofi Fruits Music-Dancing in the Moonlight	0.6050	0.33600	9	2.604096	0.953000	2.312535	0.4680	180.102	4	NaN	(0.882, 0.98]	2	1	1
Lofi Fruits Music-Can't Help Falling in Love	0.2730	0.31600	0	2.766571	0.887000	2.424803	0.0981	80.720	3	NaN	(0.784, 0.882]	2	1	1
Mark Davies-Take on Me	0.5780	0.62000	9	2.036012	0.729000	2.701361	0.5950	162.115	4	NaN	(0.784, 0.882]	2	1	1
Cihat Aşkın-Hasretinle Yandı Gönlüm	0.2750	0.28600	2	2.594433	0.983000	2.370244	0.2560	108.083	4	NaN	(0.882, 0.98]	2	1	1
İnan Tat-Polyushka Polye	0.5740	0.73000	7	2.347080	0.663000	2.760010	0.5850	106.964	4	NaN	(0.882, 0.98]	2	1	1
Efkan Şeşen-Polyushka Polye	0.4540	0.54600	9	2.277062	0.179000	2.370244	0.2870	124.842	4	NaN	(0.882, 0.98]	2	1	1
Joaquín Rodrigo-Rodrigo: Concierto de Aranjuez: II. Adagio	0.2530	0.09800	11	2.989614	0.930000	2.501436	0.0620	84.865	4	NaN	(0.784, 0.882]	2	1	1
Charles Gounod-Ave Maria: Arr. From Bach's Prelude No.1 BWV 846	0.1130	0.14700	0	2.951467	0.992000	2.089392	0.0648	85.957	3	NaN	(0.784, 0.882]	2	1	1
Antonín Dvořák-4 Romantic Pieces, Op. 75, B. 150: I. Allegro moderato (Arr. Soltani For Solo Cello and Cello Ensemble)	0.2070	0.05910	10	3.297909	0.786000	2.476538	0.1710	115.151	4	NaN	(0.882, 0.98]	2	1	1
2CELLOS-Shape of My Heart	0.2600	0.27400	2	2.554744	0.886000	2.312535	0.2370	158.919	4	NaN	(0.882, 0.98]	2	1	1
2CELLOS-Despacito	0.6290	0.40300	2	2.210908	0.836000	3.443618	0.5570	91.094	4	NaN	(0.686, 0.784]	2	1	1
2CELLOS-Imagine	0.3560	0.08230	0	3.046615	0.843000	2.240710	0.4560	127.130	4	NaN	(0.784, 0.882]	2	1	1
2CELLOS-Moon River	0.1780	0.24800	7	2.664516	0.964000	2.388763	0.0778	78.247	3	NaN	(0.882, 0.98]	2	1	1
2CELLOS-May it Be	0.1700	0.27400	7	2.691853	0.924000	2.424803	0.0394	78.858	4	NaN	(0.784, 0.882]	2	1	1
2CELLOS-Game of Thrones Medley	0.1190	0.59400	5	2.275830	0.934000	2.351375	0.1470	84.566	4	NaN	(0.882, 0.98]	2	1	1
Evgeny Grinko-Field	0.1910	0.08590	9	3.085390	0.988000	2.442347	0.2920	161.210	4	NaN	(0.882, 0.98]	2	1	1
Antonio De Lucena-La Isla Bonita	0.7080	0.51100	2	2.514627	0.626000	2.091864	0.8910	100.330	4	NaN	(0.882, 0.98]	2	1	1
Master Guitar-La Isla Bonita	0.5510	0.50200	2	2.864655	0.525000	2.312535	0.7980	100.321	4	NaN	(0.784, 0.882]	2	1	1
Boney M.-Daddy Cool	0.7630	0.77700	5	1.936148	0.281000	2.595255	0.9290	124.431	4	NaN	(0.784, 0.882]	2	1	1
Ramin Djawadi-Mako (feat. Priscilla Ahn)	0.1310	0.09010	0	2.841998	0.971000	2.240710	0.0341	61.467	3	NaN	(0.882, 0.98]	2	1	1
Frédéric Chopin-Nocturnes, Op. 9: No. 1 in B-Flat Minor	0.3460	0.00980	1	3.472339	0.990000	2.009555	0.0394	119.992	3	NaN	(0.882, 0.98]	2	1	1
Erik Satie-Gnossienne No. 1	0.3760	0.00579	5	3.453632	0.996000	2.177022	0.0369	71.827	4	NaN	(0.882, 0.98]	2	1	1
Tomaso Albinoni-Adagio in G Minor	0.0990	0.27900	7	2.560246	0.743000	2.433613	0.0464	89.755	1	NaN	(0.882, 0.98]	2	1	1
Ramin Djawadi-Main Title - From The "Game Of Thrones" Soundtrack	0.1970	0.60300	5	2.779813	0.302000	2.360854	0.2320	169.881	3	NaN	(0.784, 0.882]	2	1	1
James Horner-For The Love Of A Princess	0.1870	0.06020	9	3.249095	0.408000	2.501436	0.0362	68.751	4	NaN	(0.882, 0.98]	2	1	1
David Arkenstone-Call Of The Sea	0.4750	0.56300	4	2.565641	0.011500	1.688249	0.3680	179.655	4	NaN	(0.686, 0.784]	2	1	1
Marc Streitenfeld-Max-a-million	0.3910	0.13500	0	3.030520	0.781000	2.275214	0.2220	100.029	4	NaN	(0.686, 0.784]	2	1	1
André Rieu-Memory - From "Cats"	0.0638	0.31200	10	2.504382	0.444000	2.322388	0.0369	59.425	4	NaN	(0.686, 0.784]	2	1	1
Johann Sebastian Bach-J.S. Bach: Orchestral Suite No. 3 in D Major, BWV 1068: 2. Air	0.2130	0.22200	2	2.880378	0.924000	2.833213	0.0823	65.830	4	NaN	(0.784, 0.882]	2	1	1
Giovanni-Nabuco	0.4210	0.17200	2	2.592340	0.956000	2.646175	0.2440	131.538	4	NaN	(0.882, 0.98]	2	1	1
Piano Bar-Take on Me - Piano Version	0.5610	0.08070	9	3.171323	0.987000	2.312535	0.3660	144.055	4	NaN	(0.882, 0.98]	2	1	1
Secret Garden-Adagio	0.1150	0.32800	7	2.411798	0.911000	2.312535	0.0611	51.096	4	Chillout - Instrumental	(0.686, 0.784]	2	1	1
Gheorghe Zamfir-The Lonely Shepherd	0.4340	0.30400	2	2.379454	0.841000	2.302585	0.1080	66.486	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Makis Ablianitis-Love Secret	0.6000	0.63500	2	2.273568	0.839000	4.308111	0.6730	138.021	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Makis Ablianitis-Sun Walk	0.7570	0.58900	4	2.233128	0.435000	3.273364	0.4660	120.011	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Makis Ablianitis-Bahar	0.4870	0.45600	9	2.489645	0.858000	2.388763	0.1570	100.056	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Ludwig van Beethoven-Moonlight Sonata (First Movement from Piano Sonata No. 14, Op. 27 No. 2)	0.2160	0.19900	1	3.024465	0.991000	2.251292	0.3390	178.876	3	Chillout - Old Classic	(0.882, 0.98]	2	1	1
George Frideric Handel-Suite in B-Flat Major, HWV 434: IV. Menuet	0.4060	0.00645	7	3.488567	0.994000	2.191654	0.1110	59.156	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Hans Zimmer-Cornfield Chase	0.3300	0.22900	9	2.799839	0.948000	2.300583	0.0593	96.158	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Teoman-İstanbul'da Sonbahar	0.4860	0.14500	5	2.795389	0.913000	2.406945	0.1610	84.162	4	Chillout - MorningCoffee	(0.784, 0.882]	2	1	1
The Robby Cool Orchestra-Forest Gump Main Theme	0.4380	0.08710	7	3.127374	0.976000	2.158715	0.2620	106.763	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Yanni-One Man's Dream	0.3630	0.11500	0	3.014848	0.984000	2.602690	0.1880	122.598	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Kitaro-Caravansary	0.4140	0.26700	9	2.575813	0.499000	1.806648	0.1080	121.870	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Hans Zimmer-Chevaliers De Sangreal - From The Da Vinci Code Original Motion Picture Soundtrack	0.1690	0.22200	7	2.769710	0.528000	2.370244	0.0397	110.877	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Yanni-In The Morning Light	0.3430	0.13100	9	3.020766	0.981000	1.945910	0.1770	104.798	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Yanni-Until the Last Moment - Live	0.2210	0.25800	6	2.791472	0.941000	4.218036	0.0486	96.001	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Yedi Karanfil-Gözlerin	0.5760	0.35200	11	2.607345	0.380000	2.844909	0.3220	107.060	3	Chillout - Instrumental	(0.686, 0.784]	2	1	1
James Horner-A Gift Of A Thistle	0.0828	0.01200	9	3.584768	0.900000	2.169054	0.0578	169.895	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Secret Garden-Song From A Secret Garden	0.2260	0.30300	0	2.385639	0.897000	2.785011	0.0940	66.727	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
2CELLOS-Now We are Free	0.1760	0.25800	7	2.678896	0.941000	2.091864	0.0529	137.383	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
All In One-The Last Mohican	0.6950	0.71000	7	2.011564	0.043400	2.206074	0.5060	145.002	4	NaN	(0.686, 0.784]	2	1	1
Tina Guo-The Gael (From "Last of the Mohicans")	0.2480	0.56600	0	2.244108	0.291000	2.360854	0.3620	153.576	3	Vivid- Instrumental	(0.784, 0.882]	2	1	1
New World Orchestra-Last of the Mohicans	0.0671	0.28400	2	2.582336	0.617000	1.704748	0.0606	49.885	4	Vivid- Instrumental	(0.784, 0.882]	2	1	1
Alban Fuam-The Last of the Mohicans (Main Theme) / Porthole of Kelp - From "The Last of Mohicans"	0.3290	0.44500	0	2.190983	0.802000	2.302585	0.2900	107.906	4	Vivid- Instrumental	(0.784, 0.882]	2	1	1
Trevor Jones-Promontory	0.3660	0.21400	0	2.859225	0.086500	2.148268	0.2840	51.566	4	Vivid- Instrumental	(0.882, 0.98]	2	1	1
VioDance-The Last Of The Mohicans	0.2280	0.45700	0	2.381489	0.604000	2.341806	0.1970	94.181	4	Vivid- Instrumental	(0.686, 0.784]	2	1	1
Johann Sebastian Bach-Partita No. 1 In B Flat Major, BWV 825: Prelude	0.3500	0.10400	10	3.252968	0.994000	2.525729	0.6340	97.929	4	Chillout - Old Classic	(0.882, 0.98]	2	1	1
André Rieu-Love Theme (from "Romeo and Juliet")	0.2360	0.22400	7	2.608451	0.835000	3.144152	0.0767	75.826	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Leonard Rosenman-Barry Lyndon: Sarabande (arr. L. Rosenman for orchestra)	0.1750	0.11500	2	2.838728	0.619000	2.493205	0.0792	172.535	3	Chillout - Old Classic	(0.882, 0.98]	2	1	1
The Trouble Notes-Adriano	0.7700	0.80500	2	1.926436	0.493000	2.099244	0.9560	124.963	4	Vivid- Instrumental	(0.784, 0.882]	2	1	1
Erik Satie-Gnossienne: No. 1	0.4240	0.00798	5	3.344451	0.996000	2.285439	0.0794	124.166	3	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Yann Tiersen-Comptine d'un autre été, l'après-midi	0.4840	0.19200	2	2.732938	0.991000	2.360854	0.0559	100.084	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Ennio Morricone-Gabriel's Oboe from The Mission - Excerpt	0.1490	0.27500	2	2.533856	0.978000	2.184927	0.0854	82.552	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Mauricio Galbardi-Porto Fino	0.6610	0.08120	4	2.887757	0.987000	2.397895	0.3280	168.177	4	Chillout - Instrumental	(0.686, 0.784]	2	1	1
Yanni-The End Of August	0.1460	0.38100	1	2.282994	0.980000	4.480740	0.0753	92.949	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Marcel Depuis-Sonata Pathétique	0.7100	0.05000	11	3.146090	0.967000	2.451005	0.1420	115.298	4	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Enya-Caribbean Blue - 2009 Remaster	0.3930	0.41400	4	2.506505	0.807000	2.468100	0.6770	157.626	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Roque Baños-Vuelta a la Vida	0.1920	0.14400	7	2.888203	0.825000	2.501436	0.0572	136.141	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
Priscilla Ahn-Vampire	0.2670	0.10700	4	2.736054	0.958000	2.694627	0.0355	76.477	3	Chillout - MorningCoffee	(0.882, 0.98]	2	1	1
Pyotr Ilyich Tchaikovsky-Tchaikovsky: Swan Lake, Op. 20, Act II: No. 10, Scene. Moderato	0.1360	0.16400	4	2.931514	0.911000	2.388763	0.0710	58.303	4	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Moldoni-Cornfield Chase	0.4080	0.22700	9	2.574290	0.922000	3.471966	0.1320	115.936	3	NaN	(0.882, 0.98]	2	1	1
Sedef Sebüktekin-Bul Beni	0.6920	0.51300	4	2.395347	0.775000	3.711130	0.0648	124.942	4	NaN	(0.784, 0.882]	2	1	1
심현정-The last waltz	0.2020	0.26200	0	2.644116	0.385000	4.120662	0.2130	121.132	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Yüzyüzeyken Konuşuruz-Dinle Beni Bi'	0.5580	0.68000	9	2.230122	0.560000	2.370244	0.5420	91.967	4	NaN	(0.882, 0.98]	2	1	1
Marcel Depuis-Pavane, Op. 50	0.6670	0.07920	6	3.094627	0.962000	2.406945	0.1210	127.962	4	Chillout - Instrumental	(0.882, 0.98]	2	1	1
Keith Richards-Bittersweet Symphony	0.3510	0.86700	9	1.848770	0.000013	3.063391	0.4070	171.019	4	NaN	(0.882, 0.98]	2	1	1
George Frideric Handel-La grande sarabande pour cordes et basse continue	0.0842	0.11700	2	2.992126	0.874000	2.302585	0.0395	169.027	5	Chillout - Old Classic	(0.882, 0.98]	2	1	1
George Frideric Handel-Keyboard Suite in D Minor, HWV 437: III. Sarabande (Arr. for Chamber Orchestra)	0.2210	0.02360	2	3.258366	0.943000	3.325036	0.1980	171.121	3	Chillout - Old Classic	(0.784, 0.882]	2	1	1
Henrik Janson-Chi Mai	0.6290	0.26200	2	2.376114	0.925000	2.188296	0.0683	83.888	3	Chillout - Instrumental	(0.784, 0.882]	2	1	1
George Frideric Handel-Sarabande from Keyboard Suite No.11 in D Minor (opening) - 1996 Remastered Version	0.5630	0.00260	2	3.487161	0.993000	1.938742	0.0504	96.809	4	Chillout - Old Classic	(0.882, 0.98]	2	1	1
Tomas Hilber-Game of Thrones Theme	0.8140	0.11400	0	2.955951	0.979000	2.406945	0.3830	120.244	3	Chillout - Instrumental	(0.882, 0.98]	2	1	1

According to chamipon model, Cluster_1 seems to be mainly slow songs.

Now, lets check for the cluster-2

In [ ]:

df[df["voted_cluster"]==2]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Sia-1+1	0.862	0.641	0	1.413180	0.12000	3.514526	0.6740	109.998	4	NaN	(-0.00098, 0.098]	0	2	3
Aşkın Nur Yengi-Başka Birşey	0.651	0.637	4	2.808619	0.27300	3.414443	0.6790	116.467	4	NaN	(-0.00098, 0.098]	0	2	0
INNA-UP	0.811	0.678	0	1.813032	0.03820	2.580217	0.8840	98.044	4	NaN	(-0.00098, 0.098]	0	2	3
Angèle-Balance ton quoi	0.703	0.442	0	2.340170	0.59400	3.317816	0.3810	115.932	4	NaN	(-0.00098, 0.098]	0	2	0
Angèle-Bruxelles je t’aime	0.740	0.567	0	2.082562	0.10400	3.165475	0.4970	107.998	4	NaN	(-0.00098, 0.098]	0	2	3
Céline Dion-Pour que tu m'aimes encore	0.537	0.602	2	2.190200	0.32600	1.701105	0.5090	180.077	4	NaN	(-0.00098, 0.098]	0	2	0
Badem-Sen Ağlama	0.586	0.656	1	1.739413	0.09690	2.517696	0.3330	131.912	4	NaN	(-0.00098, 0.098]	0	2	3
MFÖ-Ele Güne Karşı	0.507	0.731	4	2.400709	0.08220	3.321432	0.7570	147.687	3	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Ava Max-Take You To Hell	0.501	0.682	0	1.539873	0.13500	2.674149	0.5030	173.926	4	NaN	(-0.00098, 0.098]	0	2	3
Atomic Kitten-Eternal Flame	0.581	0.590	2	1.922203	0.06640	1.680828	0.3970	83.302	4	NaN	(-0.00098, 0.098]	0	2	3
The Cranberries-Promises	0.501	0.864	4	1.172792	0.06280	2.827314	0.2470	130.061	4	NaN	(-0.00098, 0.098]	0	2	3
Gökçe Kılınçer-Yalan	0.310	0.576	3	1.980312	0.00688	3.214868	0.2280	132.040	4	NaN	(-0.00098, 0.098]	0	2	3
Bumerang-Sensiz Yıllarda	0.659	0.925	1	2.062168	0.20300	3.015535	0.7910	129.815	4	NaN	(-0.00098, 0.098]	0	2	3
Beyoncé-Drunk in Love (feat. Jay-Z)	0.583	0.621	5	1.931811	0.00972	2.895912	0.3990	140.036	4	NaN	(-0.00098, 0.098]	0	2	3
Lost Frequencies-Sun is Shining	0.619	0.852	1	1.959531	0.00681	2.379546	0.2090	121.985	4	NaN	(-0.00098, 0.098]	1	2	2
Mr. Big-Wild World - 2009 Remastered Version	0.573	0.722	5	1.874568	0.18200	3.367296	0.5900	144.209	4	NaN	(-0.00098, 0.098]	0	2	3
Deniz Arcak-Vurur	0.621	0.468	5	2.639343	0.17800	1.915451	0.5360	99.721	4	NaN	(-0.00098, 0.098]	0	2	0
Bora Öztoprak-Başıma Belamısın	0.667	0.568	0	2.267890	0.33200	2.322388	0.6410	88.996	4	NaN	(-0.00098, 0.098]	0	2	0
Athena-Senden, Benden, Bizden	0.858	0.501	2	2.191207	0.20600	1.504077	0.9160	112.134	4	NaN	(-0.00098, 0.098]	0	2	0
Aşkın Nur Yengi-Bir Zaman Hatası	0.714	0.632	0	1.947908	0.39600	1.764731	0.7460	91.978	4	NaN	(-0.00098, 0.098]	0	2	3
Alan Walker-Alone, Pt. II	0.670	0.668	3	1.460009	0.53600	2.587764	0.6080	88.033	4	NaN	(-0.00098, 0.098]	0	2	3
Queen-I Want To Break Free - Single Remix	0.795	0.435	4	2.189080	0.08410	2.032088	0.5960	108.950	4	NaN	(-0.00098, 0.098]	0	2	0
Queen-Bohemian Rhapsody	0.390	0.397	0	2.298878	0.28700	3.030134	0.2460	144.031	4	NaN	(-0.00098, 0.098]	0	2	0
Queen-Radio Ga Ga - Remastered 2011	0.744	0.502	5	2.043685	0.18300	2.939162	0.6600	112.344	4	NaN	(-0.00098, 0.098]	0	2	3
Aventura-Obsesion	0.804	0.560	1	1.933259	0.41600	1.805005	0.7680	133.682	4	NaN	(-0.00098, 0.098]	0	2	3
Akon-Lonely	0.624	0.572	5	2.019028	0.32200	3.446808	0.5700	90.067	4	NaN	(-0.00098, 0.098]	0	2	3
Arnon-G Paradise	0.596	0.857	2	1.465798	0.03150	2.873565	0.1670	126.203	4	NaN	(-0.00098, 0.098]	0	2	3
Cirque du Soleil-Alegria	0.567	0.585	2	2.328740	0.19100	3.182212	0.3830	83.931	4	NaN	(-0.00098, 0.098]	0	2	0
The Beatles-Hey Jude	0.462	0.632	5	2.006602	0.09100	3.681351	0.5850	74.268	4	NaN	(-0.00098, 0.098]	0	2	3
Feridun Düzağaç-Buralardan Gitme	0.576	0.835	1	2.006064	0.07780	2.274186	0.4910	132.079	4	NaN	(-0.00098, 0.098]	0	2	3
Feridun Düzağaç-Alev Alev	0.548	0.532	1	2.169968	0.11500	2.525729	0.3690	124.053	4	NaN	(-0.00098, 0.098]	0	2	0
Teoman-Aşk Kırıntıları	0.257	0.679	5	1.541801	0.05150	3.034953	0.3780	171.721	3	NaN	(-0.00098, 0.098]	0	2	3
The Ronettes-Be My Baby	0.511	0.769	4	1.950471	0.18100	2.220290	0.8180	129.657	4	NaN	(-0.00098, 0.098]	0	2	3
Marc Almond-Something's Gotten Hold of My Heart	0.565	0.492	4	2.529561	0.14800	1.922788	0.3640	98.247	4	NaN	(-0.00098, 0.098]	0	2	0
Yusuf / Cat Stevens-Wild World	0.484	0.508	0	2.230874	0.37600	2.262804	0.5540	151.867	4	NaN	(-0.00098, 0.098]	0	2	0
John Lennon-Woman - Remastered 2010	0.588	0.656	3	1.852070	0.37800	1.435085	0.7460	79.701	4	NaN	(-0.00098, 0.098]	0	2	3
Alan Walker-On My Way	0.509	0.689	1	1.595136	0.02090	3.404525	0.2970	170.087	4	NaN	(-0.00098, 0.098]	0	2	3
Priscilla Ahn-Wallflower	0.449	0.348	1	2.268201	0.29900	2.459589	0.1680	71.133	4	NaN	(-0.00098, 0.098]	0	2	0
Erasure-Always - 2009 Remastered Version	0.574	0.844	5	1.898070	0.22000	3.113515	0.2040	103.031	4	NaN	(-0.00098, 0.098]	0	2	3
Benassi Bros.-Every Single Day - Club Version	0.598	0.600	5	1.133336	0.14200	2.112635	0.3480	130.007	4	NaN	(-0.00098, 0.098]	0	2	3
Benassi Bros.-Every Single Day - Radio Edit	0.680	0.793	0	1.039216	0.16500	3.169686	0.6140	130.038	4	NaN	(-0.00098, 0.098]	0	2	3
Urge Overkill-Girl, You'll Be a Woman Soon	0.514	0.584	5	2.568712	0.06980	3.020425	0.5580	114.142	4	NaN	(-0.00098, 0.098]	0	2	0
Makali-Sur Les Chemins	0.891	0.393	5	2.357736	0.16200	2.451005	0.5610	124.024	4	NaN	(-0.00098, 0.098]	0	2	0
Mustafa Sandal-Mod	0.649	0.844	2	1.676910	0.48200	2.772589	0.9280	165.951	4	NaN	(-0.00098, 0.098]	0	2	3
Roxette-It Must Have Been Love - From the Film "Pretty Woman"	0.520	0.652	5	1.895368	0.34000	3.242592	0.7220	80.609	4	NaN	(-0.00098, 0.098]	0	2	3
Fiona Apple-Across the Universe	0.578	0.481	4	2.355652	0.43100	2.252344	0.5480	129.881	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	2	0
Multitap-Ben Anlarım	0.654	0.655	4	1.878396	0.20600	4.182050	0.6340	115.931	4	NaN	(-0.00098, 0.098]	0	2	3
Blackmore's Night-Under a Violet Moon	0.601	0.676	0	2.071031	0.46900	2.351375	0.6610	85.455	4	NaN	(-0.00098, 0.098]	0	2	3
Amy Macdonald-This Is The Life	0.628	0.882	1	1.614226	0.25900	1.871802	0.8530	95.083	4	NaN	(-0.00098, 0.098]	0	2	3
ABBA-Super Trouper	0.764	0.626	0	2.113118	0.45700	3.000720	0.9610	118.340	4	NaN	(-0.00098, 0.098]	0	2	3
Indila-Dernière danse	0.669	0.449	0	2.035751	0.18400	1.986504	0.3270	114.926	4	NaN	(-0.00098, 0.098]	0	2	0
INNA-INNdiA (feat. Play & Win)	0.695	0.714	2	1.308333	0.09970	3.292126	0.6900	156.045	4	NaN	(-0.00098, 0.098]	0	2	3
Jason Donovan-Sealed with a Kiss	0.532	0.542	4	2.074555	0.50300	2.850707	0.5390	95.970	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Kargo-Öyle Sarhoş Olsam ki	0.683	0.590	0	1.883275	0.64000	2.694627	0.6430	119.969	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Kargo-Yıllar Sonra	0.517	0.440	0	2.145814	0.45200	3.157000	0.3820	132.246	4	Slowish PopRock	(-0.00098, 0.098]	0	2	0
Lady Gaga-Bad Romance	0.696	0.921	0	1.323088	0.00314	2.130610	0.7140	119.001	4	NaN	(-0.00098, 0.098]	0	2	3
Madonna-American Pie	0.631	0.734	5	2.012233	0.34800	2.602690	0.5910	124.036	4	NaN	(-0.00098, 0.098]	0	2	3
Madonna-Like a Prayer	0.624	0.842	5	1.664873	0.26400	2.895912	0.2570	111.037	4	NaN	(-0.00098, 0.098]	0	2	3
maNga-Dursun Zaman (feat. Göksel)	0.406	0.901	2	1.735365	0.08500	1.607436	0.4570	185.986	4	NaN	(-0.00098, 0.098]	0	2	3
Mazhar Alanson-Ah Bu Ben	0.564	0.523	4	2.090258	0.48000	2.901422	0.2140	130.092	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
The Byrds-Mr. Tambourine Man	0.456	0.470	2	2.258006	0.51300	3.793239	0.6390	120.336	4	NaN	(-0.00098, 0.098]	0	2	0
No Doubt-Don't Speak	0.522	0.707	5	1.961924	0.24000	2.747271	0.5720	76.050	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Duran Duran-Ordinary World	0.472	0.652	1	2.319541	0.01310	2.639057	0.4010	140.124	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Pet Shop Boys-It's a Sin - 2001 Remaster	0.538	0.860	0	1.777661	0.25200	3.206803	0.2910	127.153	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Procol Harum-A Whiter Shade of Pale - Original Single Version	0.249	0.660	0	1.932246	0.50400	2.187174	0.4350	149.813	4	Slow pure	(-0.00098, 0.098]	0	2	3
Regina-Day by Day - Ghosts Radio Edit	0.682	0.809	0	1.903897	0.08580	2.867899	0.8050	130.191	4	NaN	(-0.00098, 0.098]	0	2	3
Rihanna-Hard	0.310	0.746	1	1.280656	0.01210	4.172848	0.1630	182.032	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	2	3
Robert Miles-One & One (feat. Maria Nayler)	0.644	0.690	2	2.289297	0.04480	2.424803	0.7910	120.065	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Roxette-Vulnerable	0.553	0.658	1	1.768491	0.12100	2.271094	0.4440	134.004	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Sezen Aksu-Firuze	0.339	0.781	4	1.699096	0.65300	3.295837	0.5280	79.270	4	Slow pure	(-0.00098, 0.098]	0	2	3
Sezen Aksu-Zalim	0.650	0.723	4	1.899118	0.22100	3.058707	0.8890	109.994	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Sezen Aksu-Haydi Gel Benimle Ol	0.641	0.795	2	1.887827	0.60900	3.407842	0.5200	119.750	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Tarkan-Dudu	0.707	0.864	4	1.953453	0.02890	1.196948	0.9200	90.998	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Tasmin Archer-Sleeping Satellite	0.600	0.824	5	2.288892	0.17100	3.250374	0.7490	96.075	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Çelik-Öyle Bir Geçer Zamanki	0.596	0.521	5	2.261971	0.33800	2.220290	0.8480	130.116	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Nirvana-The Man Who Sold The World	0.483	0.753	1	2.190200	0.42500	3.246491	0.4200	115.102	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Coldplay-Viva La Vida	0.486	0.617	5	1.962205	0.09540	2.388763	0.4170	138.015	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Şebnem Ferah-Sigara	0.347	0.530	2	2.070401	0.62300	1.896119	0.3250	171.281	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Queen-Bohemian Rhapsody - Remastered 2011	0.414	0.404	0	2.295359	0.27100	3.401197	0.2240	71.105	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Eagles-Hotel California - 2013 Remaster	0.579	0.508	2	2.249606	0.00574	1.749200	0.6090	147.125	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Dido-White Flag	0.509	0.537	5	1.921910	0.34700	2.085672	0.3110	170.030	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Shania Twain-You're Still The One	0.585	0.494	3	2.169168	0.36300	2.181547	0.6340	133.822	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Darren Hayes-Insatiable	0.670	0.847	0	1.695432	0.09740	2.130610	0.8520	143.872	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Demet Sağıroğlu-Arnavut Kaldırımı	0.717	0.678	5	2.283708	0.36200	2.646175	0.3700	105.002	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Scorpions-Wind Of Change	0.452	0.524	0	2.313327	0.31500	2.332144	0.2460	151.505	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Ahmet Kaya-Giderim	0.553	0.789	0	1.649043	0.62600	2.572612	0.4300	104.978	4	Özgün coşku	(-0.00098, 0.098]	0	2	3
Ahmet Kaya-Acılara Tutunmak	0.533	0.625	0	2.344207	0.23800	3.981549	0.3930	97.978	4	Özgün coşku	(-0.00098, 0.098]	0	2	3
Bryan Adams-(Everything I Do) I Do It For You	0.533	0.360	1	2.536312	0.08050	1.842136	0.2990	131.229	4	Slowish PopRock	(-0.00098, 0.098]	0	2	0
Yedi Karanfil-Yunus	0.579	0.563	0	2.009287	0.18300	1.845300	0.4530	117.919	4	Chillout - Instrumental	(-0.00098, 0.098]	0	2	3
Yeni Türkü-Fırtına	0.655	0.411	3	2.683143	0.27600	3.122365	0.8140	97.675	4	Özgün soft	(-0.00098, 0.098]	0	2	0
Ahmet Kaya-Beni Vur	0.629	0.533	2	2.323563	0.46900	2.341806	0.6140	92.045	4	Özgün coşku	(-0.00098, 0.098]	0	2	0
Zülfü Livaneli-Yiğidim Aslanım - Live	0.455	0.754	0	1.840550	0.58300	4.483003	0.3680	120.575	4	Özgün soft	(-0.00098, 0.098]	0	2	3
Cem Karaca-Islak Islak	0.652	0.567	5	2.457707	0.11000	1.834180	0.7320	109.954	4	NaN	(-0.00098, 0.098]	0	2	0
Zülfü Livaneli-Karlı Kayın Ormanı	0.407	0.458	0	2.227430	0.52900	2.850707	0.2800	109.708	4	Özgün soft	(-0.00098, 0.098]	0	2	0
Ahmet Kaya-Kum Gibi	0.667	0.571	0	2.363304	0.58900	2.230014	0.5980	92.018	4	Özgün coşku	(-0.00098, 0.098]	0	2	0
Yıldız Usmonova-Seni Severdim (feat. Yaşar )	0.591	0.662	5	1.321222	0.11200	2.587764	0.4420	147.191	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
The Police-Every Breath You Take	0.820	0.452	1	2.281974	0.54300	1.965713	0.7400	117.401	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
The Cranberries-Animal Instinct	0.610	0.850	4	1.688434	0.08900	3.242592	0.6040	132.174	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Maroon 5-This Love	0.712	0.862	5	1.528662	0.05250	2.230014	0.8090	95.051	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
The Mamas & The Papas-California Dreamin' - Single Version	0.552	0.608	1	2.280953	0.35200	1.673351	0.6370	112.367	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Gripin-Böyle Kahpedir Dünya	0.590	0.857	3	1.643646	0.03180	2.177022	0.6520	123.012	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Gripin-Beş	0.587	0.575	0	1.891303	0.47500	2.415914	0.2940	87.929	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Gripin-Aşk Nerden Nereye	0.594	0.588	4	1.798404	0.53500	2.803360	0.4080	139.979	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Khaled-C’est la vie	0.623	0.915	3	1.676910	0.01670	3.586293	0.8380	129.961	4	NaN	(-0.00098, 0.098]	0	2	3
Pitbull-Rain Over Me (feat. Marc Anthony)	0.610	0.906	0	0.750000	0.00416	4.328098	0.2940	127.916	4	NaN	(-0.00098, 0.098]	0	2	3
Ed Sheeran-Shape of You	0.825	0.652	1	1.157824	0.58100	2.231089	0.9310	95.977	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Oasis-Don't Look Back in Anger - Remastered	0.327	0.938	0	1.174647	0.07080	2.694627	0.3260	162.937	4	NaN	(-0.00098, 0.098]	0	2	3
INNA-Un Momento - Play & Win Radio Version	0.711	0.943	0	1.331046	0.11500	3.397858	0.9350	128.088	4	NaN	(-0.00098, 0.098]	0	2	3
Madonna-La Isla Bonita	0.724	0.822	1	1.475678	0.30400	1.710188	0.9640	99.900	4	NaN	(-0.00098, 0.098]	0	2	3
Don Omar-Danza Kuduro	0.699	0.917	0	1.588623	0.07800	1.871802	0.8890	130.040	4	NaN	(-0.00098, 0.098]	0	2	3
Grup Yorum-Cemo	0.440	0.406	0	2.766948	0.39500	3.261935	0.6060	73.760	4	Özgün coşku	(-0.00098, 0.098]	0	2	0
Tarkan-Salına Salına Sinsice	0.649	0.807	3	2.277985	0.06130	1.868721	0.7610	171.997	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Fatih Erkoç-Ellerim Bomboş	0.683	0.418	2	2.436066	0.36900	4.122284	0.7470	163.965	4	Slow pure	(-0.00098, 0.098]	0	2	0
Levent Yüksel-Yeter Ki Onursuz Olmasın Aşk	0.666	0.575	5	2.505281	0.14400	2.379546	0.2770	119.285	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Levent Yüksel-Beni Bırakın	0.692	0.286	3	2.654579	0.10500	2.061787	0.6870	176.431	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Mustafa Sandal-Gidenlerden	0.649	0.427	4	2.785382	0.47900	2.255493	0.7880	180.015	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
George Benson-You Are the Love of My Life	0.413	0.446	4	2.174524	0.35500	2.624669	0.2260	127.979	4	Slow pure	(-0.00098, 0.098]	0	2	0
Simge Pınar-Biz Hep Aynı	0.484	0.428	2	2.305182	0.07700	2.451005	0.1720	160.079	3	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Ceza-Neyim Var Ki (feat. Sagopa K)	0.904	0.462	2	2.486322	0.13800	2.631889	0.6920	90.022	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	2	0
Bette Midler-To Deserve You	0.645	0.573	5	2.242941	0.14200	2.263844	0.2460	102.979	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Roxette-Spending My Time	0.420	0.574	4	1.638803	0.23800	2.541602	0.2180	170.549	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Adele-Skyfall	0.346	0.552	0	1.926290	0.41700	2.433613	0.0789	75.881	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Sezen Aksu-Mia Pista Apo Fosforo / Her Şeyi Yak - Canlı	0.328	0.454	2	2.340266	0.47700	3.918005	0.3110	135.860	5	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Reamonn-Tonight	0.540	0.700	4	1.464874	0.31900	2.797281	0.2080	145.092	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Mabel Matiz-Gel	0.437	0.556	5	1.977409	0.42600	2.667228	0.7190	176.116	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Lenka-Everything at Once	0.766	0.466	0	2.083931	0.33200	3.634951	0.8390	145.003	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Lenka-The Show	0.753	0.590	0	1.421662	0.25900	2.123458	0.5930	123.028	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	2	3
Aşkın Nur Yengi-Yalancı Bahar	0.575	0.726	5	2.116978	0.60600	2.760010	0.6250	79.943	4	Slow pure	(-0.00098, 0.098]	0	2	3
Luis Fonsi-Échame La Culpa	0.733	0.892	0	1.292258	0.03760	2.617396	0.6750	95.989	4	NaN	(-0.00098, 0.098]	0	2	3
Arash-Pure Love (feat. Helena)	0.687	0.766	2	1.117761	0.21100	2.213754	0.6710	90.101	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Dana Winner-Moonlight Shadow	0.593	0.585	1	1.960658	0.32400	2.639057	0.2800	128.031	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Mike Oldfield-Moonlight Shadow - Remastered	0.625	0.703	4	2.288790	0.26200	3.139833	0.7910	128.389	4	NaN	(-0.00098, 0.098]	0	2	3
Mike Oldfield-Moonlight Shadow	0.611	0.720	4	2.123339	0.29100	3.572346	0.8000	128.594	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
U2-One	0.392	0.534	0	2.173956	0.24500	2.740840	0.3250	181.305	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	2	0
yirmi7-Muhtemel Aşk	0.477	0.606	2	1.997418	0.30000	2.821379	0.2470	99.924	4	NaN	(-0.00098, 0.098]	0	2	3
Duman-Senden Daha Güzel	0.775	0.438	4	1.724194	0.02980	1.423108	0.6430	88.719	4	NaN	(-0.00098, 0.098]	0	2	3
Model-Değmesin Ellerimiz	0.615	0.757	2	1.872725	0.12300	3.314186	0.5560	99.960	3	NaN	(-0.00098, 0.098]	0	2	3
Simge Pınar-Sangria	0.508	0.496	4	2.237940	0.03770	3.629660	0.1810	141.973	4	NaN	(-0.00098, 0.098]	0	2	0
Yalın-Sensiz Olmaz	0.612	0.560	0	1.971996	0.45000	2.476538	0.3170	145.897	4	NaN	(-0.00098, 0.098]	0	2	3
Tuna Kiremitçi-Birden Geldin Aklıma	0.660	0.603	2	1.977962	0.26400	2.177022	0.5340	163.991	4	NaN	(-0.00098, 0.098]	0	2	3
Burcu Güneş-Yansın Geceler	0.290	0.712	4	1.715598	0.41300	2.415914	0.2870	169.288	4	NaN	(-0.00098, 0.098]	0	2	3
Manian-Like a Prayer - Cascada Radio Edit	0.643	0.994	5	1.983756	0.00337	2.901422	0.5460	140.027	4	NaN	(-0.00098, 0.098]	0	2	3
Tuğçe Şenoğul-Kaptan	0.513	0.550	4	2.056685	0.23600	2.884801	0.2620	94.987	4	NaN	(-0.00098, 0.098]	0	2	3
Son Feci Bisiklet-Pazar Ve Ertesi	0.684	0.516	2	2.087658	0.54700	2.025513	0.7460	104.975	4	NaN	(-0.00098, 0.098]	0	2	0
Hoobastank-The Reason	0.447	0.668	4	1.543939	0.01270	2.721295	0.0695	82.904	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Escala-Sarabande	0.294	0.478	2	2.124654	0.16800	2.873565	0.0642	134.128	3	Vivid - Classic	(0.49, 0.588]	1	2	2
Zaz-Je veux	0.525	0.807	2	1.850971	0.25100	1.617406	0.7410	155.397	4	NaN	(-0.00098, 0.098]	0	2	3
David Guetta-Flames	0.609	0.726	5	1.469256	0.07230	2.191654	0.3620	93.958	4	NaN	(-0.00098, 0.098]	0	2	3
Sia-Chandelier	0.399	0.787	1	1.057790	0.01970	1.924249	0.5720	117.089	5	NaN	(-0.00098, 0.098]	0	2	3
Luis Fonsi-Despacito (Featuring Daddy Yankee)	0.660	0.786	2	1.559617	0.20900	2.415914	0.8460	177.833	4	NaN	(-0.00098, 0.098]	0	2	3
Indila-Feuille d'automne	0.533	0.437	2	1.896420	0.01990	2.862201	0.0747	87.520	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
LP-Lost on You	0.437	0.708	5	1.889037	0.11100	2.433613	0.6870	173.974	4	NaN	(-0.00098, 0.098]	0	2	3
Indila-Ego	0.748	0.752	5	1.921032	0.01850	2.468100	0.7300	86.005	4	NaN	(-0.00098, 0.098]	0	2	3
Lana Del Rey-Born To Die	0.428	0.626	4	1.892961	0.22200	3.321432	0.3790	86.020	4	NaN	(-0.00098, 0.098]	0	2	3
Lana Del Rey-Radio	0.423	0.857	2	1.643453	0.18800	2.351375	0.1960	75.024	4	NaN	(-0.00098, 0.098]	0	2	3
Lana Del Rey-Summertime Sadness	0.565	0.654	1	1.920739	0.05420	2.501436	0.2350	111.968	4	NaN	(-0.00098, 0.098]	0	2	3
Lana Del Rey-This Is What Makes Us Girls	0.534	0.842	2	1.950329	0.09040	3.010621	0.4410	138.004	4	NaN	(-0.00098, 0.098]	1	2	2

In [ ]:

df[df["champions_cluster"]==2]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Yann Tiersen-La valse des vieux os	0.4820	0.2490	3	2.429834	0.932000	3.113515	0.4450	121.657	3	NaN	(-0.00098, 0.098]	1	1	2
Yann Tiersen-La valse d'Amélie - Version orchestre	0.1950	0.3350	9	2.161137	0.852000	2.459589	0.2520	63.152	4	NaN	(0.098, 0.196]	1	1	2
Yann Tiersen-Les jours tristes - Instrumental	0.7340	0.3390	7	2.094700	0.807000	2.080691	0.9520	100.104	3	NaN	(0.098, 0.196]	1	1	2
Yann Tiersen-La valse d'Amélie	0.4330	0.5640	9	2.187960	0.713000	2.459589	0.8550	192.073	3	NaN	(0.196, 0.294]	1	1	2
BELLSAINT-Losing My Religion	0.2970	0.6440	7	1.970603	0.009510	2.624669	0.0604	121.308	4	NaN	(-0.00098, 0.098]	1	3	2
Selda Bağcan-Gesi Bağları	0.4060	0.2610	5	2.493040	0.987000	2.406945	0.4260	124.094	4	Özgün soft	(0.392, 0.49]	1	1	2
Ava Max-H.E.A.V.E.N	0.5920	0.6430	9	1.935571	0.296000	2.923162	0.6210	119.971	4	NaN	(-0.00098, 0.098]	1	3	2
Luigi Boccherini-String Quintet in E Major, Op. 13, No. 5: III. Minuetto	0.4980	0.0789	9	3.113115	0.926000	3.161247	0.6130	99.211	4	NaN	(0.49, 0.588]	1	1	2
Silience-I Don't Wanna Know	0.7490	0.7280	11	2.083060	0.235000	3.663562	0.5380	119.995	4	NaN	(-0.00098, 0.098]	1	3	2
Sean Finn-Infinity 2018	0.6570	0.8130	7	1.410011	0.030000	3.508556	0.1420	128.012	4	NaN	(0.098, 0.196]	1	3	2
Lost Frequencies-Sun is Shining	0.6190	0.8520	1	1.959531	0.006810	2.379546	0.2090	121.985	4	NaN	(-0.00098, 0.098]	1	2	2
The Moody Blues-Nights In White Satin - Single Version / Mono	0.1950	0.4830	4	1.607636	0.465000	1.925707	0.1730	84.710	4	NaN	(0.49, 0.588]	1	1	2
MaxRiven-Astronomia	0.8010	0.7050	7	2.001210	0.400000	2.093098	0.2060	125.014	4	NaN	(0.686, 0.784]	1	3	2
Neil Diamond-Girl, You'll Be A Woman Soon	0.5150	0.6410	5	1.717934	0.567000	3.471966	0.6550	109.558	4	NaN	(-0.00098, 0.098]	1	3	2
Priscilla Ahn-Marnie	0.2030	0.0516	9	2.967744	0.964000	2.152924	0.0976	78.189	3	NaN	(0.196, 0.294]	1	1	2
Erasure-Love to Hate You	0.6220	0.7120	6	2.449711	0.018300	3.696351	0.8700	119.955	4	NaN	(-0.00098, 0.098]	1	3	2
Hasret Gültekin-Derman Sendedir	0.6160	0.5770	9	2.470977	0.763000	2.572612	0.7420	156.543	3	NaN	(0.098, 0.196]	1	1	2
Sacred Spirit-Yeha Noha (Wishes Of Happiness And Prosperity)	0.5760	0.3840	3	2.817622	0.310000	2.424803	0.5130	94.015	4	NaN	(-0.00098, 0.098]	1	1	2
Enya-May It Be	0.1290	0.1790	9	2.837967	0.980000	2.595255	0.0735	59.407	4	NaN	(-0.00098, 0.098]	1	1	2
Karl Jenkins-Adiemus	0.2950	0.4080	4	2.811329	0.804000	2.803360	0.1640	150.454	3	NaN	(0.098, 0.196]	1	1	2
ERA-Divano	0.6570	0.5720	8	1.988285	0.536000	2.056685	0.0917	102.779	4	NaN	(-0.00098, 0.098]	1	3	2
Cem Karaca-Çok Yorgunum	0.2800	0.2950	9	2.386099	0.971000	2.228939	0.0683	97.299	4	NaN	(-0.00098, 0.098]	1	1	2
Jean-Laurent Ducroiset-Now We Are Free (From "Gladiator")	0.2010	0.4160	7	1.902257	0.741000	2.674149	0.1860	149.307	4	NaN	(0.392, 0.49]	1	1	2
Lisa Gerrard-Now We Are Free - Maximus Mix	0.5100	0.7920	9	2.372671	0.032900	2.322388	0.3570	138.012	4	NaN	(0.294, 0.392]	1	3	2
Lisa Gerrard-Not Yet	0.0947	0.0123	4	3.438140	0.962000	2.322388	0.0366	86.902	3	NaN	(0.294, 0.392]	1	1	2
José María Cano-Hijo de la Luna	0.2300	0.5370	5	1.946339	0.917000	2.106570	0.1290	169.411	3	NaN	(-0.00098, 0.098]	1	1	2
Guns N' Roses-November Rain	0.2940	0.6410	11	2.231733	0.016300	2.415914	0.2260	79.759	4	NaN	(0.196, 0.294]	1	3	2
Blackmore's Night-Greensleeves	0.4730	0.5500	9	2.146048	0.271000	2.224624	0.3020	165.031	4	NaN	(-0.00098, 0.098]	1	3	2
John Lennon-Imagine - Remastered 2010	0.5470	0.2570	0	2.514304	0.907000	2.235376	0.1690	75.752	4	Chillout - MorningCoffee	(0.098, 0.196]	1	1	2
Kalwi & Remi-Explosion	0.6050	0.8820	9	1.107902	0.000031	2.602690	0.4180	140.026	4	NaN	(0.588, 0.686]	1	3	2
Makis Ablianitis-Uranos	0.6660	0.6480	5	2.132745	0.693000	3.903991	0.5110	159.964	4	Chillout - Instrumental	(0.294, 0.392]	1	1	2
Black-Wonderful Life	0.7200	0.5210	7	2.523165	0.705000	3.063391	0.8230	106.055	4	NaN	(0.294, 0.392]	1	1	2
U2-Kite	0.4310	0.6580	4	1.783727	0.013800	4.185099	0.2000	134.035	4	Slowish PopRock	(-0.00098, 0.098]	1	3	2
Mono-Life In Mono	0.4890	0.7750	4	2.138771	0.009520	3.713572	0.4550	169.940	4	Slow pure	(0.49, 0.588]	1	3	2
Pet Shop Boys-Always on My Mind	0.5330	0.7830	7	2.361797	0.011600	2.923162	0.7260	124.874	4	Vivid - Soft	(-0.00098, 0.098]	1	3	2
R.E.M.-Everybody Hurts	0.2540	0.3830	2	2.083931	0.614000	2.844909	0.1780	188.200	3	Slowish PopRock	(-0.00098, 0.098]	1	1	2
Scorpions-Yellow Raven	0.4200	0.2830	8	2.876273	0.161000	2.424803	0.3020	128.349	4	Slowish PopRock	(-0.00098, 0.098]	1	1	2
U2-Staring At The Sun	0.5330	0.7020	9	2.140537	0.054900	3.295837	0.5150	140.201	4	Slowish PopRock	(-0.00098, 0.098]	1	3	2
Murda-AYA	0.7430	0.6800	5	1.468796	0.113000	2.906901	0.6940	180.059	4	Vivid- RapHiphop	(0.098, 0.196]	1	3	2
Grup Yorum-Daglara Gel Daglara	0.5970	0.5660	11	2.478385	0.174000	2.778819	0.8510	105.853	4	Özgün coşku	(-0.00098, 0.098]	1	3	2
Soundtrack Orchestra-The Last of The Mohicans - Fender Guitar	0.3560	0.3600	2	2.819949	0.748000	2.653242	0.7720	90.821	4	Chillout - Instrumental	(-0.00098, 0.098]	1	1	2
Secret Garden-Nocturne	0.2190	0.2980	2	2.444085	0.944000	2.240710	0.1540	79.136	3	Chillout - Instrumental	(0.196, 0.294]	1	1	2
Kitaro-Silk Road - Live	0.1710	0.3740	4	2.515678	0.663000	4.265493	0.0548	134.726	4	Chillout - Instrumental	(0.294, 0.392]	1	1	2
Vangelis-Conquest of Paradise	0.4300	0.2950	2	2.657108	0.698000	3.117950	0.1590	74.014	3	Chillout - Instrumental	(0.49, 0.588]	1	1	2
Yanni-Prelude (Live)	0.1270	0.2040	11	2.662355	0.968000	3.190476	0.0397	84.345	3	Chillout - Instrumental	(0.392, 0.49]	1	1	2
Yedi Karanfil-Devlerin Aşkı	0.6210	0.4900	9	2.401163	0.675000	2.370244	0.2820	134.012	4	Chillout - Instrumental	(0.49, 0.588]	1	1	2
Simon & Garfunkel-El Condor Pasa (If I Could)	0.3300	0.2140	4	2.873508	0.836000	2.879198	0.2750	147.795	4	Chillout - MorningCoffee	(-0.00098, 0.098]	1	1	2
Ennio Morricone-Once Upon a Time in the West - Main Theme	0.1230	0.2140	2	2.392974	0.836000	2.564949	0.0451	90.408	4	Chillout - Instrumental	(0.588, 0.686]	1	1	2
Zülfü Livaneli-Gözlerin	0.4960	0.4650	11	2.215828	0.125000	2.708050	0.3990	102.105	3	Özgün soft	(-0.00098, 0.098]	1	3	2
Ayten Alpman-Ben Böyleyim	0.4050	0.4090	5	2.438950	0.945000	2.424803	0.5630	114.922	3	Slow pure	(0.098, 0.196]	1	1	2
Cem Karaca-Deniz Üstü Köpürür	0.4130	0.4270	8	2.562793	0.694000	2.734368	0.2310	101.426	3	NaN	(-0.00098, 0.098]	1	1	2
Amalya-Ella elle l'a	0.6540	0.6730	4	2.277267	0.037400	2.263844	0.6390	99.987	4	NaN	(-0.00098, 0.098]	1	3	2
MIKA-Relax, Take It Easy	0.6940	0.6940	6	2.105353	0.058000	2.557227	0.6080	121.876	4	NaN	(-0.00098, 0.098]	1	3	2
Ali Ekber Çiçek-Haydar Haydar	0.3750	0.6730	9	1.553291	0.802000	1.954445	0.4210	125.960	5	TürküDeyiş	(-0.00098, 0.098]	1	3	2
Zara-Dostum Dostum	0.6870	0.4330	1	2.320916	0.821000	2.289500	0.6430	127.970	4	TürküDeyiş	(-0.00098, 0.098]	1	1	2
Eric Clapton-Wonderful Tonight	0.5720	0.2140	7	2.748872	0.649000	2.525729	0.4850	95.542	4	Slow pure	(0.098, 0.196]	1	1	2
Deeperise-Uzun Uzun (feat. Jabbar)	0.7250	0.5990	9	2.193440	0.584000	2.424803	0.4940	95.006	4	Vivid - Soft	(0.098, 0.196]	1	3	2
Madonna-Hung Up	0.6490	0.6470	9	2.040571	0.003900	1.925707	0.4050	125.020	4	NaN	(0.098, 0.196]	1	3	2
Fikret Kızılok-Sevda Çiçeği	0.6470	0.1080	8	3.054190	0.886000	2.415914	0.4170	121.499	4	Özgün soft	(0.392, 0.49]	1	1	2
Eric Clapton-Tears in Heaven	0.4980	0.2420	9	2.504546	0.835000	2.587764	0.3120	153.744	4	Slow pure	(0.49, 0.588]	1	1	2
Ahmet Kaya-Kendine İyi Bak	0.6500	0.4960	0	2.647167	0.585000	2.944439	0.8520	118.658	4	NaN	(-0.00098, 0.098]	1	1	2
Johann Pachelbel-Canon in D	0.1510	0.1250	2	3.016221	0.808000	2.493205	0.2900	150.812	4	NaN	(0.294, 0.392]	1	1	2
Enya-Only Time	0.4180	0.2490	3	2.620602	0.841000	2.415914	0.2130	82.803	4	Chillout - New Age	(0.588, 0.686]	1	1	2
Titiyo-Come Along	0.6450	0.7870	5	1.549051	0.064100	3.529297	0.9060	84.116	4	Vivid - Soft	(0.49, 0.588]	1	3	2
Lisa Hannigan-Snow	0.2960	0.3920	4	2.563949	0.784000	2.533697	0.2750	84.359	4	Chillout - MorningCoffee	(0.392, 0.49]	1	1	2
Isgaard-...Where The River Will Flow	0.3830	0.5430	6	2.313129	0.259000	4.534748	0.2290	145.901	4	Vivid- Instrumental	(-0.00098, 0.098]	1	3	2
Katie Melua-Wonderful Life	0.9040	0.3410	6	2.492213	0.792000	2.279316	0.4470	105.179	4	Chillout - MorningCoffee	(-0.00098, 0.098]	1	1	2
Orchestra Di Padova E Del Veneto & Peter Maag-Symphony No. 7 Op. 92: II. Allegretto (Beethoven)	0.2570	0.0214	4	3.183829	0.926000	2.013569	0.0479	128.491	4	Chillout - Old Classic	(0.196, 0.294]	1	1	2
Georges Bizet-Carmen Suite No. 2: Habanera. Allegretto quasi Andantino (Act I)	0.4250	0.0928	7	3.060255	0.925000	2.587764	0.5050	124.611	4	NaN	(0.098, 0.196]	1	1	2
Delerium-Silence - DJ Tiësto's In Search Of Sunrise Remix	0.6010	0.8500	11	1.992794	0.001340	1.891605	0.1550	137.984	4	NaN	(0.49, 0.588]	1	3	2
Kenan Doğulu-Yapma	0.6850	0.6560	11	1.996603	0.362000	3.552487	0.6720	142.956	4	NaN	(0.392, 0.49]	1	3	2
Canozan-Bul Beni (Akustik)	0.7120	0.3750	6	2.616008	0.836000	2.442347	0.2710	122.063	4	Chillout - MorningCoffee	(-0.00098, 0.098]	1	1	2
Antonio Vivaldi-Vivaldi: The Four Seasons, Violin Concerto in F Minor, Op. 8 No. 4, RV 297 "Winter": I. Allegro non molto	0.5130	0.2540	5	2.786245	0.922000	2.895912	0.3410	144.858	4	Vivid - Classic	(0.196, 0.294]	1	1	2
Francesco Geminiani-Concerto Grosso in D Minor for 2 violins, cello and strings (after La Follia)	0.3490	0.1070	2	3.046711	0.800000	3.005683	0.2230	119.944	3	Vivid - Classic	(0.49, 0.588]	1	1	2
Escala-Sarabande	0.2940	0.4780	2	2.124654	0.168000	2.873565	0.0642	134.128	3	Vivid - Classic	(0.49, 0.588]	1	2	2
Francesco Geminiani-Concerto Grosso No. 12 in D Minor (after Corelli's Sonata, Op. 5, No. 12, "La Follia"): I. Adagio - II. Allegro - III. Adagio	0.2150	0.3250	1	2.456164	0.516000	3.597312	0.1660	70.036	3	Vivid - Classic	(0.098, 0.196]	1	1	2
Lana Del Rey-West Coast	0.5430	0.5800	6	2.033790	0.187000	2.220290	0.5150	123.160	4	NaN	(-0.00098, 0.098]	1	3	2
Escala-Chi Mai	0.3420	0.1590	6	2.691718	0.809000	2.079442	0.0440	90.076	3	NaN	(0.588, 0.686]	1	1	2
Lana Del Rey-This Is What Makes Us Girls	0.5340	0.8420	2	1.950329	0.090400	3.010621	0.4410	138.004	4	NaN	(-0.00098, 0.098]	1	2	2

cluster-3

In [ ]:

df[df["voted_cluster"]==3]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Jubël-Dancing In The Moonlight (feat. NEIMY)	0.659	0.615	11	1.769002	0.270000	2.928524	0.1930	119.843	4	NaN	(-0.00098, 0.098]	0	3	3
Camila Cabello-Bam Bam (feat. Ed Sheeran)	0.756	0.697	8	1.852698	0.182000	3.505557	0.9560	94.996	4	NaN	(-0.00098, 0.098]	0	3	3
Jabbar-Aldatıldık	0.767	0.658	9	2.183013	0.511000	2.379546	0.7130	95.001	4	NaN	(-0.00098, 0.098]	0	3	3
Sia-Unstoppable	0.468	0.779	9	1.576708	0.112000	2.312535	0.2600	173.799	4	NaN	(-0.00098, 0.098]	0	3	3
Pinhani-Dünyadan Uzak	0.583	0.542	11	2.124176	0.029000	2.109000	0.3540	102.940	4	NaN	(-0.00098, 0.098]	0	3	0
Leo Rojas-El Condor Pasa	0.485	0.703	9	1.891756	0.168000	4.545420	0.4100	80.982	4	NaN	(-0.00098, 0.098]	0	3	3
Céline Dion-The Power of Love	0.546	0.519	8	2.205193	0.360000	3.178054	0.2470	140.054	4	NaN	(-0.00098, 0.098]	0	3	0
Zeynep Bastık-Marlon Brando	0.757	0.696	11	2.241348	0.092500	2.557227	0.5260	93.003	4	NaN	(-0.00098, 0.098]	0	3	3
BELLSAINT-Losing My Religion	0.297	0.644	7	1.970603	0.009510	2.624669	0.0604	121.308	4	NaN	(-0.00098, 0.098]	1	3	2
Passenger-Losing My Religion (Cover)	0.755	0.643	9	2.207945	0.026400	3.284664	0.4710	126.035	4	NaN	(-0.00098, 0.098]	0	3	3
Ava Max-So Am I	0.681	0.657	6	1.541373	0.074800	3.563883	0.6280	130.089	4	NaN	(-0.00098, 0.098]	0	3	3
Basshunter-Boten Anna - Radio edit	0.464	0.971	9	1.713077	0.063500	1.987874	0.2650	140.179	4	NaN	(-0.00098, 0.098]	0	3	3
Yeliz-Yalan	0.425	0.678	9	1.296096	0.322000	2.415914	0.4070	129.352	4	NaN	(-0.00098, 0.098]	0	3	3
Ava Max-H.E.A.V.E.N	0.592	0.643	9	1.935571	0.296000	2.923162	0.6210	119.971	4	NaN	(-0.00098, 0.098]	1	3	2
Silience-I Don't Wanna Know	0.749	0.728	11	2.083060	0.235000	3.663562	0.5380	119.995	4	NaN	(-0.00098, 0.098]	1	3	2
Mario Winans-I Don't Wanna Know (feat. Enya & P. Diddy) - 2016 Remaster	0.833	0.515	11	1.609438	0.347000	2.451005	0.4000	97.007	4	NaN	(-0.00098, 0.098]	0	3	3
Sean Finn-Infinity 2018	0.657	0.813	7	1.410011	0.030000	3.508556	0.1420	128.012	4	NaN	(0.098, 0.196]	1	3	2
Ava Max-Who's Laughing Now	0.648	0.641	7	1.708559	0.005650	2.388763	0.5050	184.021	4	NaN	(-0.00098, 0.098]	0	3	3
Ava Max-Salt	0.693	0.835	6	1.176190	0.131000	1.987874	0.7430	128.057	4	NaN	(-0.00098, 0.098]	0	3	3
Ava Max-OMG What's Happening	0.698	0.854	9	1.345472	0.101000	2.370244	0.9310	124.042	4	NaN	(-0.00098, 0.098]	0	3	3
Bora Öztoprak-Seni Seviyorum	0.475	0.343	7	2.654157	0.189000	3.602777	0.3840	80.038	4	NaN	(-0.00098, 0.098]	0	3	0
Pedro Capó-Calma - Remix	0.826	0.773	11	1.439361	0.323000	2.660260	0.7610	126.899	4	NaN	(-0.00098, 0.098]	0	3	3
Queen-We Are The Champions - Live Aid	0.316	0.860	7	1.617009	0.175000	4.502029	0.1950	100.888	3	NaN	(-0.00098, 0.098]	0	3	3
The Beatles-Here Comes The Sun - Remastered 2009	0.557	0.540	9	2.349850	0.033900	2.884801	0.3940	129.171	4	NaN	(-0.00098, 0.098]	0	3	0
Queen-The Show Must Go On - Remastered 2011	0.426	0.687	11	1.935282	0.409000	2.415914	0.1890	84.141	4	NaN	(-0.00098, 0.098]	0	3	3
Surf Mesa-ily (i love you baby) (feat. Emilee)	0.674	0.774	11	2.023797	0.068600	3.671225	0.3300	112.050	4	NaN	(-0.00098, 0.098]	0	3	3
Lana Del Rey-Young And Beautiful	0.324	0.416	11	2.188296	0.262000	2.397895	0.1510	113.986	4	NaN	(-0.00098, 0.098]	0	3	0
Pet Shop Boys-Go West - 2003 Remaster	0.535	0.951	7	1.767979	0.017400	3.540959	0.4440	120.720	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
DJ BoBo-Everybody	0.701	0.875	10	1.498506	0.294000	2.070653	0.7940	99.993	4	NaN	(-0.00098, 0.098]	0	3	3
Feridun Düzağaç-Düşler Sokağı	0.601	0.482	10	2.576194	0.118000	4.502029	0.6710	99.555	4	NaN	(-0.00098, 0.098]	0	3	0
Irene Cara-What A Feeling	0.532	0.729	10	1.922788	0.382000	3.600048	0.5950	121.970	4	NaN	(-0.00098, 0.098]	0	3	3
Otis Redding-Stand by Me	0.883	0.464	10	2.420457	0.279000	2.006871	0.9250	111.548	4	NaN	(-0.00098, 0.098]	0	3	0
Khaled-Aïcha - Version Mixte	0.592	0.657	7	2.081065	0.220000	2.210470	0.4840	170.164	4	NaN	(-0.00098, 0.098]	0	3	3
Farid Bang-Maghreb Gang (feat. French Montana & Khaled)	0.738	0.568	8	1.675413	0.024600	2.681022	0.3990	99.933	4	NaN	(-0.00098, 0.098]	0	3	3
MaxRiven-Astronomia	0.801	0.705	7	2.001210	0.400000	2.093098	0.2060	125.014	4	NaN	(0.686, 0.784]	1	3	2
Groove Coverage-Moonlight Shadow - Alternate Radio Version	0.516	0.876	9	1.654602	0.243000	2.312535	0.4660	140.045	4	NaN	(-0.00098, 0.098]	0	3	3
Neil Diamond-Girl, You'll Be A Woman Soon	0.515	0.641	5	1.717934	0.567000	3.471966	0.6550	109.558	4	NaN	(-0.00098, 0.098]	1	3	2
Erasure-Love to Hate You	0.622	0.712	6	2.449711	0.018300	3.696351	0.8700	119.955	4	NaN	(-0.00098, 0.098]	1	3	2
ERA-Divano	0.657	0.572	8	1.988285	0.536000	2.056685	0.0917	102.779	4	NaN	(-0.00098, 0.098]	1	3	2
Can Gox-Ah Be Ah	0.671	0.622	9	1.945196	0.298000	2.174752	0.5760	105.022	4	NaN	(-0.00098, 0.098]	0	3	3
Lisa Gerrard-Now We Are Free - Maximus Mix	0.510	0.792	9	2.372671	0.032900	2.322388	0.3570	138.012	4	NaN	(0.294, 0.392]	1	3	2
Alizée-Moi... Lolita	0.628	0.888	11	1.319086	0.051900	3.148453	0.5770	107.958	4	NaN	(-0.00098, 0.098]	0	3	3
UNDRESSD-Forever Young	0.594	0.725	8	1.977547	0.037500	3.165475	0.5720	122.983	4	NaN	(-0.00098, 0.098]	0	3	3
Guns N' Roses-November Rain	0.294	0.641	11	2.231733	0.016300	2.415914	0.2260	79.759	4	NaN	(0.196, 0.294]	1	3	2
Guns N' Roses-Don't Cry (Original)	0.456	0.590	11	2.156171	0.001820	2.341806	0.2430	124.635	4	NaN	(-0.00098, 0.098]	0	3	3
Craig David-Walking Away	0.596	0.688	9	1.851128	0.196000	2.493205	0.8170	172.837	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Blackmore's Night-Home Again	0.532	0.626	7	1.670345	0.257000	4.390739	0.2680	116.953	4	NaN	(-0.00098, 0.098]	0	3	3
Blackmore's Night-Greensleeves	0.473	0.550	9	2.146048	0.271000	2.224624	0.3020	165.031	4	NaN	(-0.00098, 0.098]	1	3	2
ABBA-The Winner Takes It All	0.454	0.788	6	1.909246	0.574000	2.150599	0.5200	126.150	4	Slow pure	(-0.00098, 0.098]	0	3	3
ABBA-Dancing Queen	0.543	0.870	9	1.873954	0.358000	4.371976	0.7540	100.804	4	NaN	(-0.00098, 0.098]	0	3	3
a-ha-Take on Me	0.573	0.902	6	2.033136	0.018000	2.227862	0.8760	84.412	4	NaN	(-0.00098, 0.098]	0	3	3
Indila-S.O.S	0.531	0.587	6	1.945196	0.271000	3.126761	0.2080	93.023	4	NaN	(-0.00098, 0.098]	0	3	3
Indila-Tourner Dans Le Vide	0.594	0.698	6	2.156981	0.103000	2.850707	0.3760	119.991	4	NaN	(-0.00098, 0.098]	0	3	3
Infernal-Self Control	0.650	0.975	6	1.385794	0.129000	3.370738	0.5840	124.010	4	NaN	(-0.00098, 0.098]	0	3	3
INNA-Caliente	0.852	0.728	9	1.546924	0.039300	1.862529	0.8160	129.973	4	NaN	(-0.00098, 0.098]	0	3	3
INNA-Cola Song (feat. J Balvin)	0.793	0.896	7	1.122329	0.013600	2.351375	0.8420	125.063	4	NaN	(-0.00098, 0.098]	0	3	3
Kalwi & Remi-Explosion	0.605	0.882	9	1.107902	0.000031	2.602690	0.4180	140.026	4	NaN	(0.588, 0.686]	1	3	2
Lady Gaga-Alejandro	0.626	0.799	11	1.888886	0.000358	3.583519	0.3690	98.992	4	NaN	(-0.00098, 0.098]	0	3	3
Lasgo-Something	0.644	0.981	7	1.893714	0.027100	2.397895	0.3790	140.012	4	NaN	(-0.00098, 0.098]	0	3	3
Marc Anthony-You Sang To Me	0.578	0.894	10	1.690096	0.010300	3.072693	0.7410	165.980	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Metallica-Mama Said	0.448	0.504	8	2.047564	0.017100	3.637586	0.3910	135.254	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Maria McKee-Show Me Heaven - From "Days Of Thunder"	0.500	0.455	8	2.349755	0.136000	1.865629	0.5630	155.935	4	Slow pure	(-0.00098, 0.098]	0	3	0
Michel Fugain & Le Big Bazar-Une belle histoire	0.395	0.578	9	2.044850	0.470000	2.839078	0.6890	166.227	4	NaN	(-0.00098, 0.098]	0	3	3
U2-Kite	0.431	0.658	4	1.783727	0.013800	4.185099	0.2000	134.035	4	Slowish PopRock	(-0.00098, 0.098]	1	3	2
Mono-Life In Mono	0.489	0.775	4	2.138771	0.009520	3.713572	0.4550	169.940	4	Slow pure	(0.49, 0.588]	1	3	2
Mustafa Sandal-Jest Oldu	0.714	0.784	10	2.403697	0.578000	2.341806	0.9240	95.084	4	NaN	(-0.00098, 0.098]	0	3	3
Nil Özalp-Kalp Boş	0.625	0.856	6	1.795419	0.068500	1.937302	0.4810	130.010	4	NaN	(-0.00098, 0.098]	0	3	3
Duran Duran-Come Undone	0.542	0.793	8	2.104500	0.042300	2.096790	0.7080	173.931	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Paul McCartney-Freedom - Studio Mix	0.430	0.860	7	1.641518	0.089500	3.720862	0.8240	104.767	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Pet Shop Boys-Always on My Mind	0.533	0.783	7	2.361797	0.011600	2.923162	0.7260	124.874	4	Vivid - Soft	(-0.00098, 0.098]	1	3	2
Diddy-I'll Be Missing You (feat. Faith Evans & 112) - 2014 Remaster	0.833	0.619	7	1.721873	0.111000	2.766319	0.9010	109.920	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Rubén Del Rio-La Gallareta	0.773	0.856	10	1.395502	0.359000	2.009555	0.8210	82.392	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Steve Miller Band-Serenade	0.537	0.767	9	2.464704	0.206000	1.773256	0.9110	116.804	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Suede-Saturday Night	0.513	0.846	8	1.882057	0.058600	3.063391	0.3210	116.374	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
t.A.T.u.-All About Us	0.492	0.888	7	1.532773	0.426000	3.453157	0.7930	162.137	4	NaN	(-0.00098, 0.098]	0	3	3
Teoman-O	0.449	0.513	7	2.216700	0.314000	3.391147	0.7410	149.957	4	Slowish PopRock	(-0.00098, 0.098]	0	3	0
Teoman-Ne Ekmek Ne De Su	0.528	0.571	10	2.528684	0.385000	1.749200	0.6720	79.985	4	Slowish PopRock	(-0.00098, 0.098]	0	3	0
Teoman-Kupa Kızı Ve Sinek Valesi	0.586	0.773	8	1.744668	0.018700	3.446808	0.3690	94.830	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
U2-Staring At The Sun	0.533	0.702	9	2.140537	0.054900	3.295837	0.5150	140.201	4	Slowish PopRock	(-0.00098, 0.098]	1	3	2
U2-Beautiful Day	0.536	0.928	11	1.870571	0.015400	2.995732	0.3890	136.258	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Indila-Mini World	0.563	0.541	11	2.135113	0.296000	2.341806	0.1650	131.947	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Kenan Doğulu-Tutamıyorum Zamanı	0.701	0.637	10	2.224515	0.197000	2.084429	0.7890	144.950	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
The Cardigans-Lovefool	0.704	0.636	9	1.796581	0.034400	3.555348	0.8900	111.845	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Shania Twain-Any Man Of Mine	0.592	0.725	8	2.163093	0.207000	2.694627	0.7840	78.235	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Joan Osborne-One Of Us	0.316	0.499	9	2.066736	0.010800	2.533697	0.4030	174.782	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
The Beatles-Hey Jude - Remastered 2015	0.386	0.607	10	2.041220	0.011200	2.174752	0.5320	147.207	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Ezhel-Olay	0.878	0.440	8	2.011698	0.094500	2.541602	0.1290	143.952	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	3	0
Murda-AYA	0.743	0.680	5	1.468796	0.113000	2.906901	0.6940	180.059	4	Vivid- RapHiphop	(0.098, 0.196]	1	3	2
Grup Yorum-Daglara Gel Daglara	0.597	0.566	11	2.478385	0.174000	2.778819	0.8510	105.853	4	Özgün coşku	(-0.00098, 0.098]	1	3	2
Duran Duran-Perfect Day	0.349	0.544	10	2.210031	0.239000	3.912023	0.2180	144.133	3	Slowish PopRock	(-0.00098, 0.098]	0	3	0
Westlife-Seasons in the Sun	0.597	0.558	6	1.827770	0.197000	3.182212	0.5350	87.974	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Yeni Türkü-Karanfil	0.645	0.614	9	2.112030	0.476000	3.502550	0.8600	88.104	4	Özgün soft	(-0.00098, 0.098]	0	3	3
Yüksek Sadakat-Belki Üstümüzden Bir Kuş Geçer	0.518	0.676	9	1.683060	0.168000	3.775057	0.6000	100.056	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Yusuf Güney-Aşkım Aşklarından Bulasın	0.739	0.794	9	1.602212	0.333000	2.360854	0.7920	157.848	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Zeki Müren-Gitme Sana Muhtacım	0.270	0.384	11	2.705447	0.063900	2.459589	0.4100	175.590	4	Slow pure	(-0.00098, 0.098]	0	3	0
Zülfü Livaneli-Gözlerin	0.496	0.465	11	2.215828	0.125000	2.708050	0.3990	102.105	3	Özgün soft	(-0.00098, 0.098]	1	3	2
Edip Akbayram-Hasretinle Yandı Gönlüm	0.231	0.645	10	1.898819	0.240000	2.557227	0.4310	176.051	4	NaN	(-0.00098, 0.098]	0	3	3
Laura Branigan-Self Control	0.814	0.686	6	2.499138	0.219000	2.740840	0.7780	106.679	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Müslüm Gürses-Affet	0.424	0.666	7	1.899567	0.396000	2.484907	0.2750	160.079	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Gripin-Durma Yağmur Durma	0.580	0.567	6	1.833861	0.426000	2.248129	0.3080	141.883	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Beyoncé-Drunk in Love Remix (feat. Jay-Z & Kanye West)	0.508	0.763	8	1.275363	0.160000	2.468100	0.4760	139.653	4	NaN	(-0.00098, 0.098]	0	3	3
Amalya-Ella elle l'a	0.654	0.673	4	2.277267	0.037400	2.263844	0.6390	99.987	4	NaN	(-0.00098, 0.098]	1	3	2
R.E.M.-Losing My Religion	0.666	0.855	9	1.619586	0.179000	2.289500	0.8030	125.639	4	NaN	(-0.00098, 0.098]	0	3	3
MIKA-Relax, Take It Easy	0.694	0.694	6	2.105353	0.058000	2.557227	0.6080	121.876	4	NaN	(-0.00098, 0.098]	1	3	2
Ali Ekber Çiçek-Haydar Haydar	0.375	0.673	9	1.553291	0.802000	1.954445	0.4210	125.960	5	TürküDeyiş	(-0.00098, 0.098]	1	3	2
Reynmen-Ela	0.762	0.577	8	1.912206	0.406000	2.236445	0.5330	130.080	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	3	3
Ufuk Beydemir-Ay Tenli Kadın	0.533	0.541	6	2.061023	0.217000	2.397895	0.3350	144.135	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Deeperise-Uzun Uzun (feat. Jabbar)	0.725	0.599	9	2.193440	0.584000	2.424803	0.4940	95.006	4	Vivid - Soft	(0.098, 0.196]	1	3	2
Madonna-Hung Up	0.649	0.647	9	2.040571	0.003900	1.925707	0.4050	125.020	4	NaN	(0.098, 0.196]	1	3	2
Tarkan-Kış Güneşi	0.652	0.706	11	2.595777	0.015800	2.131797	0.8920	91.024	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Nazan Öncel-Gitme Kal Bu Şehirde	0.444	0.324	11	2.900487	0.194000	1.897620	0.4710	190.971	4	Slow pure	(-0.00098, 0.098]	0	3	0
Shawn Colvin-Sunny Came Home	0.558	0.579	11	2.085672	0.342000	2.291524	0.4030	167.812	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Dr. Dre-Still D.R.E.	0.816	0.775	11	1.200868	0.160000	1.691939	0.5270	93.431	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	3	3
Elvis Presley-Suspicious Minds	0.487	0.382	7	2.387753	0.042200	3.716008	0.7140	116.557	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
The Connells-'74-'75	0.530	0.590	11	2.215828	0.183000	1.909543	0.4300	144.202	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Titiyo-Come Along	0.645	0.787	5	1.549051	0.064100	3.529297	0.9060	84.116	4	Vivid - Soft	(0.49, 0.588]	1	3	2
Party Tyme Karaoke-Hey Baby (Drop It To The Floor) [Made Popular By Pitbull ft. T-Pain] [Karaoke Version]	0.769	0.580	10	2.274288	0.100000	1.474763	0.8920	128.079	4	NaN	(-0.00098, 0.098]	0	3	0
Pitbull-Feel This Moment (feat. Christina Aguilera)	0.673	0.758	7	1.289783	0.039000	3.529297	0.5420	135.956	4	NaN	(-0.00098, 0.098]	0	3	3
The Monkees-Daydream Believer	0.510	0.488	7	2.332532	0.256000	2.397895	0.6490	125.683	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
LP-Other People	0.546	0.665	11	1.627474	0.084200	2.653242	0.5060	90.983	4	NaN	(-0.00098, 0.098]	0	3	3
LP-Halo - Live	0.424	0.720	9	2.152343	0.006660	4.210645	0.0523	145.000	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Lenka-Trouble Is a Friend	0.657	0.830	8	1.643646	0.031800	2.501436	0.6530	118.026	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Alan Walker-Alone	0.676	0.929	10	1.161274	0.186000	2.493205	0.1570	97.019	4	NaN	(-0.00098, 0.098]	0	3	3
Alan Walker-Faded	0.589	0.651	6	1.628652	0.029100	2.406945	0.1660	90.011	4	NaN	(-0.00098, 0.098]	0	3	3
Clean Bandit-Rockabye (feat. Sean Paul & Anne-Marie)	0.720	0.763	9	1.403151	0.406000	2.890372	0.7420	101.965	4	NaN	(-0.00098, 0.098]	0	3	3
Dynoro-In My Mind	0.694	0.770	6	1.674289	0.176000	2.468100	0.1630	125.905	4	NaN	(-0.00098, 0.098]	0	3	3
Isgaard-...Where The River Will Flow	0.383	0.543	6	2.313129	0.259000	4.534748	0.2290	145.901	4	Vivid- Instrumental	(-0.00098, 0.098]	1	3	2
mor ve ötesi-Bir Derdim Var	0.586	0.890	11	0.687129	0.012000	2.433613	0.4260	119.062	4	NaN	(-0.00098, 0.098]	0	3	3
Isigin Yansimasi-Birdenbire	0.460	0.550	9	2.042518	0.367000	2.191654	0.2920	130.133	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Model-Pembe Mezarlık	0.538	0.840	8	1.853795	0.225000	2.557227	0.7180	140.024	4	NaN	(-0.00098, 0.098]	0	3	3
Delerium-Silence - DJ Tiësto's In Search Of Sunrise Remix	0.601	0.850	11	1.992794	0.001340	1.891605	0.1550	137.984	4	NaN	(0.49, 0.588]	1	3	2
The Cranberries-Linger	0.439	0.434	7	2.702569	0.078300	2.639057	0.2040	94.845	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Pinhani-Hele Bi Gel	0.680	0.576	9	2.156055	0.324000	1.499623	0.6240	146.037	1	NaN	(-0.00098, 0.098]	0	3	0
Vera-Saklanır Nisan	0.524	0.680	6	1.632764	0.063900	2.360854	0.3630	170.013	3	NaN	(-0.00098, 0.098]	0	3	3
Kenan Doğulu-Yapma	0.685	0.656	11	1.996603	0.362000	3.552487	0.6720	142.956	4	NaN	(0.392, 0.49]	1	3	2
Jabbar-Cesaretsizce Olmuyor	0.802	0.585	6	1.927310	0.550000	2.351375	0.7890	98.005	4	NaN	(-0.00098, 0.098]	0	3	3
Nazan Öncel-Kimler Gelmiş	0.589	0.785	6	1.915009	0.284000	3.580737	0.7150	79.984	4	NaN	(-0.00098, 0.098]	0	3	3
Mabel Matiz-Boyalı Da Saçların	0.493	0.609	11	1.993884	0.292000	2.740840	0.1950	100.034	4	NaN	(-0.00098, 0.098]	0	3	3
Sia-Cheap Thrills	0.628	0.698	6	1.724194	0.047200	2.204972	0.7320	89.976	4	NaN	(-0.00098, 0.098]	0	3	3
Cutting Crew-(I Just) Died In Your Arms	0.632	0.727	11	2.416717	0.011900	1.913977	0.4990	124.919	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Lana Del Rey-West Coast	0.543	0.580	6	2.033790	0.187000	2.220290	0.5150	123.160	4	NaN	(-0.00098, 0.098]	1	3	2
Van Morrison-Brown Eyed Girl	0.578	0.610	7	2.266232	0.079800	3.261935	0.8270	74.812	4	NaN	(-0.00098, 0.098]	0	3	3
Indila-Run Run	0.810	0.537	11	1.753711	0.015700	2.016235	0.5160	99.984	4	NaN	(-0.00098, 0.098]	0	3	3

In [ ]:

df[df["champions_cluster"]==3]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Jubël-Dancing In The Moonlight (feat. NEIMY)	0.659	0.615	11	1.769002	0.270000	2.928524	0.1930	119.843	4	NaN	(-0.00098, 0.098]	0	3	3
Camila Cabello-Bam Bam (feat. Ed Sheeran)	0.756	0.697	8	1.852698	0.182000	3.505557	0.9560	94.996	4	NaN	(-0.00098, 0.098]	0	3	3
Sia-1+1	0.862	0.641	0	1.413180	0.120000	3.514526	0.6740	109.998	4	NaN	(-0.00098, 0.098]	0	2	3
Jabbar-Aldatıldık	0.767	0.658	9	2.183013	0.511000	2.379546	0.7130	95.001	4	NaN	(-0.00098, 0.098]	0	3	3
Sia-Unstoppable	0.468	0.779	9	1.576708	0.112000	2.312535	0.2600	173.799	4	NaN	(-0.00098, 0.098]	0	3	3
INNA-UP	0.811	0.678	0	1.813032	0.038200	2.580217	0.8840	98.044	4	NaN	(-0.00098, 0.098]	0	2	3
Angèle-Bruxelles je t’aime	0.740	0.567	0	2.082562	0.104000	3.165475	0.4970	107.998	4	NaN	(-0.00098, 0.098]	0	2	3
Sarah Brightman-Time To Say Goodbye	0.252	0.500	5	2.008617	0.624000	2.541602	0.2030	106.774	4	NaN	(-0.00098, 0.098]	0	0	3
Leo Rojas-El Condor Pasa	0.485	0.703	9	1.891756	0.168000	4.545420	0.4100	80.982	4	NaN	(-0.00098, 0.098]	0	3	3
Zeynep Bastık-Marlon Brando	0.757	0.696	11	2.241348	0.092500	2.557227	0.5260	93.003	4	NaN	(-0.00098, 0.098]	0	3	3
Emilíana Torrini-Sounds of silence	0.579	0.515	0	2.089268	0.572000	3.122365	0.2090	92.033	4	NaN	(-0.00098, 0.098]	0	0	3
Badem-Sen Ağlama	0.586	0.656	1	1.739413	0.096900	2.517696	0.3330	131.912	4	NaN	(-0.00098, 0.098]	0	2	3
Passenger-Losing My Religion (Cover)	0.755	0.643	9	2.207945	0.026400	3.284664	0.4710	126.035	4	NaN	(-0.00098, 0.098]	0	3	3
MFÖ-Ele Güne Karşı	0.507	0.731	4	2.400709	0.082200	3.321432	0.7570	147.687	3	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Ava Max-Take You To Hell	0.501	0.682	0	1.539873	0.135000	2.674149	0.5030	173.926	4	NaN	(-0.00098, 0.098]	0	2	3
Ava Max-So Am I	0.681	0.657	6	1.541373	0.074800	3.563883	0.6280	130.089	4	NaN	(-0.00098, 0.098]	0	3	3
Basshunter-Boten Anna - Radio edit	0.464	0.971	9	1.713077	0.063500	1.987874	0.2650	140.179	4	NaN	(-0.00098, 0.098]	0	3	3
Atomic Kitten-Eternal Flame	0.581	0.590	2	1.922203	0.066400	1.680828	0.3970	83.302	4	NaN	(-0.00098, 0.098]	0	2	3
The Cranberries-Promises	0.501	0.864	4	1.172792	0.062800	2.827314	0.2470	130.061	4	NaN	(-0.00098, 0.098]	0	2	3
Gökçe Kılınçer-Yalan	0.310	0.576	3	1.980312	0.006880	3.214868	0.2280	132.040	4	NaN	(-0.00098, 0.098]	0	2	3
Yeliz-Yalan	0.425	0.678	9	1.296096	0.322000	2.415914	0.4070	129.352	4	NaN	(-0.00098, 0.098]	0	3	3
Bumerang-Sensiz Yıllarda	0.659	0.925	1	2.062168	0.203000	3.015535	0.7910	129.815	4	NaN	(-0.00098, 0.098]	0	2	3
Beyoncé-Drunk in Love (feat. Jay-Z)	0.583	0.621	5	1.931811	0.009720	2.895912	0.3990	140.036	4	NaN	(-0.00098, 0.098]	0	2	3
Mario Winans-I Don't Wanna Know (feat. Enya & P. Diddy) - 2016 Remaster	0.833	0.515	11	1.609438	0.347000	2.451005	0.4000	97.007	4	NaN	(-0.00098, 0.098]	0	3	3
Ava Max-Who's Laughing Now	0.648	0.641	7	1.708559	0.005650	2.388763	0.5050	184.021	4	NaN	(-0.00098, 0.098]	0	3	3
Ava Max-Salt	0.693	0.835	6	1.176190	0.131000	1.987874	0.7430	128.057	4	NaN	(-0.00098, 0.098]	0	3	3
Ava Max-OMG What's Happening	0.698	0.854	9	1.345472	0.101000	2.370244	0.9310	124.042	4	NaN	(-0.00098, 0.098]	0	3	3
Mr. Big-Wild World - 2009 Remastered Version	0.573	0.722	5	1.874568	0.182000	3.367296	0.5900	144.209	4	NaN	(-0.00098, 0.098]	0	2	3
Aşkın Nur Yengi-Bir Zaman Hatası	0.714	0.632	0	1.947908	0.396000	1.764731	0.7460	91.978	4	NaN	(-0.00098, 0.098]	0	2	3
Alan Walker-Alone, Pt. II	0.670	0.668	3	1.460009	0.536000	2.587764	0.6080	88.033	4	NaN	(-0.00098, 0.098]	0	2	3
Pedro Capó-Calma - Remix	0.826	0.773	11	1.439361	0.323000	2.660260	0.7610	126.899	4	NaN	(-0.00098, 0.098]	0	3	3
Queen-We Are The Champions - Live Aid	0.316	0.860	7	1.617009	0.175000	4.502029	0.1950	100.888	3	NaN	(-0.00098, 0.098]	0	3	3
Queen-Radio Ga Ga - Remastered 2011	0.744	0.502	5	2.043685	0.183000	2.939162	0.6600	112.344	4	NaN	(-0.00098, 0.098]	0	2	3
Queen-The Show Must Go On - Remastered 2011	0.426	0.687	11	1.935282	0.409000	2.415914	0.1890	84.141	4	NaN	(-0.00098, 0.098]	0	3	3
Aventura-Obsesion	0.804	0.560	1	1.933259	0.416000	1.805005	0.7680	133.682	4	NaN	(-0.00098, 0.098]	0	2	3
Akon-Lonely	0.624	0.572	5	2.019028	0.322000	3.446808	0.5700	90.067	4	NaN	(-0.00098, 0.098]	0	2	3
Surf Mesa-ily (i love you baby) (feat. Emilee)	0.674	0.774	11	2.023797	0.068600	3.671225	0.3300	112.050	4	NaN	(-0.00098, 0.098]	0	3	3
Arnon-G Paradise	0.596	0.857	2	1.465798	0.031500	2.873565	0.1670	126.203	4	NaN	(-0.00098, 0.098]	0	2	3
Deniz Tekin-Bende Bir Problem Var	0.695	0.554	7	1.900614	0.731000	2.687847	0.2360	95.008	4	NaN	(-0.00098, 0.098]	0	0	3
Pet Shop Boys-Go West - 2003 Remaster	0.535	0.951	7	1.767979	0.017400	3.540959	0.4440	120.720	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
DJ BoBo-Everybody	0.701	0.875	10	1.498506	0.294000	2.070653	0.7940	99.993	4	NaN	(-0.00098, 0.098]	0	3	3
The Beatles-Hey Jude	0.462	0.632	5	2.006602	0.091000	3.681351	0.5850	74.268	4	NaN	(-0.00098, 0.098]	0	2	3
Feridun Düzağaç-Buralardan Gitme	0.576	0.835	1	2.006064	0.077800	2.274186	0.4910	132.079	4	NaN	(-0.00098, 0.098]	0	2	3
Teoman-Aşk Kırıntıları	0.257	0.679	5	1.541801	0.051500	3.034953	0.3780	171.721	3	NaN	(-0.00098, 0.098]	0	2	3
Irene Cara-What A Feeling	0.532	0.729	10	1.922788	0.382000	3.600048	0.5950	121.970	4	NaN	(-0.00098, 0.098]	0	3	3
The Ronettes-Be My Baby	0.511	0.769	4	1.950471	0.181000	2.220290	0.8180	129.657	4	NaN	(-0.00098, 0.098]	0	2	3
John Lennon-Woman - Remastered 2010	0.588	0.656	3	1.852070	0.378000	1.435085	0.7460	79.701	4	NaN	(-0.00098, 0.098]	0	2	3
Khaled-Aïcha - Version Mixte	0.592	0.657	7	2.081065	0.220000	2.210470	0.4840	170.164	4	NaN	(-0.00098, 0.098]	0	3	3
Farid Bang-Maghreb Gang (feat. French Montana & Khaled)	0.738	0.568	8	1.675413	0.024600	2.681022	0.3990	99.933	4	NaN	(-0.00098, 0.098]	0	3	3
Groove Coverage-Moonlight Shadow - Alternate Radio Version	0.516	0.876	9	1.654602	0.243000	2.312535	0.4660	140.045	4	NaN	(-0.00098, 0.098]	0	3	3
Alan Walker-On My Way	0.509	0.689	1	1.595136	0.020900	3.404525	0.2970	170.087	4	NaN	(-0.00098, 0.098]	0	2	3
Erasure-Always - 2009 Remastered Version	0.574	0.844	5	1.898070	0.220000	3.113515	0.2040	103.031	4	NaN	(-0.00098, 0.098]	0	2	3
Benassi Bros.-Every Single Day - Club Version	0.598	0.600	5	1.133336	0.142000	2.112635	0.3480	130.007	4	NaN	(-0.00098, 0.098]	0	2	3
Benassi Bros.-Every Single Day - Radio Edit	0.680	0.793	0	1.039216	0.165000	3.169686	0.6140	130.038	4	NaN	(-0.00098, 0.098]	0	2	3
Can Gox-Ah Be Ah	0.671	0.622	9	1.945196	0.298000	2.174752	0.5760	105.022	4	NaN	(-0.00098, 0.098]	0	3	3
Alizée-Moi... Lolita	0.628	0.888	11	1.319086	0.051900	3.148453	0.5770	107.958	4	NaN	(-0.00098, 0.098]	0	3	3
UNDRESSD-Forever Young	0.594	0.725	8	1.977547	0.037500	3.165475	0.5720	122.983	4	NaN	(-0.00098, 0.098]	0	3	3
Mustafa Sandal-Mod	0.649	0.844	2	1.676910	0.482000	2.772589	0.9280	165.951	4	NaN	(-0.00098, 0.098]	0	2	3
Roxette-It Must Have Been Love - From the Film "Pretty Woman"	0.520	0.652	5	1.895368	0.340000	3.242592	0.7220	80.609	4	NaN	(-0.00098, 0.098]	0	2	3
The Rolling Stones-Angie	0.429	0.554	9	1.812868	0.670000	2.351375	0.4070	136.302	4	NaN	(-0.00098, 0.098]	0	0	3
Guns N' Roses-Don't Cry (Original)	0.456	0.590	11	2.156171	0.001820	2.341806	0.2430	124.635	4	NaN	(-0.00098, 0.098]	0	3	3
Multitap-Ben Anlarım	0.654	0.655	4	1.878396	0.206000	4.182050	0.6340	115.931	4	NaN	(-0.00098, 0.098]	0	2	3
Craig David-Walking Away	0.596	0.688	9	1.851128	0.196000	2.493205	0.8170	172.837	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Blackmore's Night-Home Again	0.532	0.626	7	1.670345	0.257000	4.390739	0.2680	116.953	4	NaN	(-0.00098, 0.098]	0	3	3
Blackmore's Night-Under a Violet Moon	0.601	0.676	0	2.071031	0.469000	2.351375	0.6610	85.455	4	NaN	(-0.00098, 0.098]	0	2	3
Amy Macdonald-This Is The Life	0.628	0.882	1	1.614226	0.259000	1.871802	0.8530	95.083	4	NaN	(-0.00098, 0.098]	0	2	3
ABBA-Super Trouper	0.764	0.626	0	2.113118	0.457000	3.000720	0.9610	118.340	4	NaN	(-0.00098, 0.098]	0	2	3
ABBA-The Winner Takes It All	0.454	0.788	6	1.909246	0.574000	2.150599	0.5200	126.150	4	Slow pure	(-0.00098, 0.098]	0	3	3
ABBA-Dancing Queen	0.543	0.870	9	1.873954	0.358000	4.371976	0.7540	100.804	4	NaN	(-0.00098, 0.098]	0	3	3
a-ha-Take on Me	0.573	0.902	6	2.033136	0.018000	2.227862	0.8760	84.412	4	NaN	(-0.00098, 0.098]	0	3	3
Indila-S.O.S	0.531	0.587	6	1.945196	0.271000	3.126761	0.2080	93.023	4	NaN	(-0.00098, 0.098]	0	3	3
Indila-Tourner Dans Le Vide	0.594	0.698	6	2.156981	0.103000	2.850707	0.3760	119.991	4	NaN	(-0.00098, 0.098]	0	3	3
Infernal-Self Control	0.650	0.975	6	1.385794	0.129000	3.370738	0.5840	124.010	4	NaN	(-0.00098, 0.098]	0	3	3
INNA-INNdiA (feat. Play & Win)	0.695	0.714	2	1.308333	0.099700	3.292126	0.6900	156.045	4	NaN	(-0.00098, 0.098]	0	2	3
INNA-Caliente	0.852	0.728	9	1.546924	0.039300	1.862529	0.8160	129.973	4	NaN	(-0.00098, 0.098]	0	3	3
INNA-Cola Song (feat. J Balvin)	0.793	0.896	7	1.122329	0.013600	2.351375	0.8420	125.063	4	NaN	(-0.00098, 0.098]	0	3	3
Jason Donovan-Sealed with a Kiss	0.532	0.542	4	2.074555	0.503000	2.850707	0.5390	95.970	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Kargo-Öyle Sarhoş Olsam ki	0.683	0.590	0	1.883275	0.640000	2.694627	0.6430	119.969	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Lady Gaga-Alejandro	0.626	0.799	11	1.888886	0.000358	3.583519	0.3690	98.992	4	NaN	(-0.00098, 0.098]	0	3	3
Lady Gaga-Bad Romance	0.696	0.921	0	1.323088	0.003140	2.130610	0.7140	119.001	4	NaN	(-0.00098, 0.098]	0	2	3
Lasgo-Something	0.644	0.981	7	1.893714	0.027100	2.397895	0.3790	140.012	4	NaN	(-0.00098, 0.098]	0	3	3
Madonna-American Pie	0.631	0.734	5	2.012233	0.348000	2.602690	0.5910	124.036	4	NaN	(-0.00098, 0.098]	0	2	3
Madonna-Like a Prayer	0.624	0.842	5	1.664873	0.264000	2.895912	0.2570	111.037	4	NaN	(-0.00098, 0.098]	0	2	3
maNga-Dursun Zaman (feat. Göksel)	0.406	0.901	2	1.735365	0.085000	1.607436	0.4570	185.986	4	NaN	(-0.00098, 0.098]	0	2	3
Marc Anthony-You Sang To Me	0.578	0.894	10	1.690096	0.010300	3.072693	0.7410	165.980	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Mazhar Alanson-Ah Bu Ben	0.564	0.523	4	2.090258	0.480000	2.901422	0.2140	130.092	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Metallica-Mama Said	0.448	0.504	8	2.047564	0.017100	3.637586	0.3910	135.254	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Michel Fugain & Le Big Bazar-Une belle histoire	0.395	0.578	9	2.044850	0.470000	2.839078	0.6890	166.227	4	NaN	(-0.00098, 0.098]	0	3	3
Mustafa Sandal-Jest Oldu	0.714	0.784	10	2.403697	0.578000	2.341806	0.9240	95.084	4	NaN	(-0.00098, 0.098]	0	3	3
Nil Özalp-Kalp Boş	0.625	0.856	6	1.795419	0.068500	1.937302	0.4810	130.010	4	NaN	(-0.00098, 0.098]	0	3	3
No Doubt-Don't Speak	0.522	0.707	5	1.961924	0.240000	2.747271	0.5720	76.050	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Duran Duran-Come Undone	0.542	0.793	8	2.104500	0.042300	2.096790	0.7080	173.931	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Duran Duran-Ordinary World	0.472	0.652	1	2.319541	0.013100	2.639057	0.4010	140.124	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Paul McCartney-Freedom - Studio Mix	0.430	0.860	7	1.641518	0.089500	3.720862	0.8240	104.767	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Pet Shop Boys-It's a Sin - 2001 Remaster	0.538	0.860	0	1.777661	0.252000	3.206803	0.2910	127.153	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Diddy-I'll Be Missing You (feat. Faith Evans & 112) - 2014 Remaster	0.833	0.619	7	1.721873	0.111000	2.766319	0.9010	109.920	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Procol Harum-A Whiter Shade of Pale - Original Single Version	0.249	0.660	0	1.932246	0.504000	2.187174	0.4350	149.813	4	Slow pure	(-0.00098, 0.098]	0	2	3
Regina-Day by Day - Ghosts Radio Edit	0.682	0.809	0	1.903897	0.085800	2.867899	0.8050	130.191	4	NaN	(-0.00098, 0.098]	0	2	3
Rihanna-Hard	0.310	0.746	1	1.280656	0.012100	4.172848	0.1630	182.032	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	2	3
Robert Miles-One & One (feat. Maria Nayler)	0.644	0.690	2	2.289297	0.044800	2.424803	0.7910	120.065	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Rubén Del Rio-La Gallareta	0.773	0.856	10	1.395502	0.359000	2.009555	0.8210	82.392	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Roxette-Vulnerable	0.553	0.658	1	1.768491	0.121000	2.271094	0.4440	134.004	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Sezen Aksu-Firuze	0.339	0.781	4	1.699096	0.653000	3.295837	0.5280	79.270	4	Slow pure	(-0.00098, 0.098]	0	2	3
Sezen Aksu-Geri Dön	0.424	0.489	5	1.961502	0.768000	3.349904	0.3180	136.254	3	Slow pure	(-0.00098, 0.098]	0	0	3
Sezen Aksu-Zalim	0.650	0.723	4	1.899118	0.221000	3.058707	0.8890	109.994	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Sezen Aksu-Haydi Gel Benimle Ol	0.641	0.795	2	1.887827	0.609000	3.407842	0.5200	119.750	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Steve Miller Band-Serenade	0.537	0.767	9	2.464704	0.206000	1.773256	0.9110	116.804	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Suede-Saturday Night	0.513	0.846	8	1.882057	0.058600	3.063391	0.3210	116.374	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Tarkan-Dudu	0.707	0.864	4	1.953453	0.028900	1.196948	0.9200	90.998	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Tasmin Archer-Sleeping Satellite	0.600	0.824	5	2.288892	0.171000	3.250374	0.7490	96.075	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
t.A.T.u.-All About Us	0.492	0.888	7	1.532773	0.426000	3.453157	0.7930	162.137	4	NaN	(-0.00098, 0.098]	0	3	3
Teoman-Kupa Kızı Ve Sinek Valesi	0.586	0.773	8	1.744668	0.018700	3.446808	0.3690	94.830	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
U2-Beautiful Day	0.536	0.928	11	1.870571	0.015400	2.995732	0.3890	136.258	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Nirvana-The Man Who Sold The World	0.483	0.753	1	2.190200	0.425000	3.246491	0.4200	115.102	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Kenan Doğulu-Tutamıyorum Zamanı	0.701	0.637	10	2.224515	0.197000	2.084429	0.7890	144.950	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Coldplay-Viva La Vida	0.486	0.617	5	1.962205	0.095400	2.388763	0.4170	138.015	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
The Cardigans-Lovefool	0.704	0.636	9	1.796581	0.034400	3.555348	0.8900	111.845	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Shania Twain-Any Man Of Mine	0.592	0.725	8	2.163093	0.207000	2.694627	0.7840	78.235	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
The Beatles-Hey Jude - Remastered 2015	0.386	0.607	10	2.041220	0.011200	2.174752	0.5320	147.207	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Dido-White Flag	0.509	0.537	5	1.921910	0.347000	2.085672	0.3110	170.030	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Darren Hayes-Insatiable	0.670	0.847	0	1.695432	0.097400	2.130610	0.8520	143.872	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Demet Sağıroğlu-Arnavut Kaldırımı	0.717	0.678	5	2.283708	0.362000	2.646175	0.3700	105.002	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Ahmet Kaya-Giderim	0.553	0.789	0	1.649043	0.626000	2.572612	0.4300	104.978	4	Özgün coşku	(-0.00098, 0.098]	0	2	3
Ahmet Kaya-Acılara Tutunmak	0.533	0.625	0	2.344207	0.238000	3.981549	0.3930	97.978	4	Özgün coşku	(-0.00098, 0.098]	0	2	3
Westlife-Seasons in the Sun	0.597	0.558	6	1.827770	0.197000	3.182212	0.5350	87.974	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Yedi Karanfil-Yunus	0.579	0.563	0	2.009287	0.183000	1.845300	0.4530	117.919	4	Chillout - Instrumental	(-0.00098, 0.098]	0	2	3
Yeni Türkü-Karanfil	0.645	0.614	9	2.112030	0.476000	3.502550	0.8600	88.104	4	Özgün soft	(-0.00098, 0.098]	0	3	3
Yüksek Sadakat-Belki Üstümüzden Bir Kuş Geçer	0.518	0.676	9	1.683060	0.168000	3.775057	0.6000	100.056	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Yusuf Güney-Aşkım Aşklarından Bulasın	0.739	0.794	9	1.602212	0.333000	2.360854	0.7920	157.848	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Ahmet Kaya-Ağladıkça	0.592	0.632	4	2.259364	0.799000	3.261935	0.5900	127.964	4	Özgün coşku	(-0.00098, 0.098]	0	0	3
Zülfü Livaneli-Özgürlük - Live	0.407	0.744	11	1.881448	0.631000	4.532599	0.4990	137.920	4	Özgün soft	(-0.00098, 0.098]	0	0	3
Zülfü Livaneli-Yiğidim Aslanım - Live	0.455	0.754	0	1.840550	0.583000	4.483003	0.3680	120.575	4	Özgün soft	(-0.00098, 0.098]	0	2	3
Ayla Dikmen-Anlamazdın	0.324	0.573	11	1.977409	0.751000	4.003690	0.4330	116.735	4	Slow pure	(-0.00098, 0.098]	0	0	3
Edip Akbayram-Hasretinle Yandı Gönlüm	0.231	0.645	10	1.898819	0.240000	2.557227	0.4310	176.051	4	NaN	(-0.00098, 0.098]	0	3	3
Yıldız Usmonova-Seni Severdim (feat. Yaşar )	0.591	0.662	5	1.321222	0.112000	2.587764	0.4420	147.191	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
The Cranberries-Animal Instinct	0.610	0.850	4	1.688434	0.089000	3.242592	0.6040	132.174	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Maroon 5-This Love	0.712	0.862	5	1.528662	0.052500	2.230014	0.8090	95.051	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Kalben-Haydi Söyle	0.475	0.318	4	1.576088	0.800000	2.821379	0.3170	81.050	4	Vivid - Soft	(-0.00098, 0.098]	0	0	3
Müslüm Gürses-Affet	0.424	0.666	7	1.899567	0.396000	2.484907	0.2750	160.079	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Gripin-Böyle Kahpedir Dünya	0.590	0.857	3	1.643646	0.031800	2.177022	0.6520	123.012	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Gripin-Beş	0.587	0.575	0	1.891303	0.475000	2.415914	0.2940	87.929	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Gripin-Aşk Nerden Nereye	0.594	0.588	4	1.798404	0.535000	2.803360	0.4080	139.979	4	Slowish PopRock	(-0.00098, 0.098]	0	2	3
Gripin-Durma Yağmur Durma	0.580	0.567	6	1.833861	0.426000	2.248129	0.3080	141.883	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Beyoncé-Drunk in Love Remix (feat. Jay-Z & Kanye West)	0.508	0.763	8	1.275363	0.160000	2.468100	0.4760	139.653	4	NaN	(-0.00098, 0.098]	0	3	3
Khaled-C’est la vie	0.623	0.915	3	1.676910	0.016700	3.586293	0.8380	129.961	4	NaN	(-0.00098, 0.098]	0	2	3
Pitbull-Rain Over Me (feat. Marc Anthony)	0.610	0.906	0	0.750000	0.004160	4.328098	0.2940	127.916	4	NaN	(-0.00098, 0.098]	0	2	3
Ed Sheeran-Shape of You	0.825	0.652	1	1.157824	0.581000	2.231089	0.9310	95.977	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Oasis-Don't Look Back in Anger - Remastered	0.327	0.938	0	1.174647	0.070800	2.694627	0.3260	162.937	4	NaN	(-0.00098, 0.098]	0	2	3
INNA-Un Momento - Play & Win Radio Version	0.711	0.943	0	1.331046	0.115000	3.397858	0.9350	128.088	4	NaN	(-0.00098, 0.098]	0	2	3
R.E.M.-Losing My Religion	0.666	0.855	9	1.619586	0.179000	2.289500	0.8030	125.639	4	NaN	(-0.00098, 0.098]	0	3	3
Madonna-La Isla Bonita	0.724	0.822	1	1.475678	0.304000	1.710188	0.9640	99.900	4	NaN	(-0.00098, 0.098]	0	2	3
Don Omar-Danza Kuduro	0.699	0.917	0	1.588623	0.078000	1.871802	0.8890	130.040	4	NaN	(-0.00098, 0.098]	0	2	3
Yaşar-Az Bana Gönder	0.548	0.537	9	1.907615	0.761000	2.595255	0.3820	113.830	5	Özgün soft	(-0.00098, 0.098]	0	0	3
Reynmen-Ela	0.762	0.577	8	1.912206	0.406000	2.236445	0.5330	130.080	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	3	3
Ufuk Beydemir-Ay Tenli Kadın	0.533	0.541	6	2.061023	0.217000	2.397895	0.3350	144.135	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Tarkan-Salına Salına Sinsice	0.649	0.807	3	2.277985	0.061300	1.868721	0.7610	171.997	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Shawn Colvin-Sunny Came Home	0.558	0.579	11	2.085672	0.342000	2.291524	0.4030	167.812	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Dr. Dre-Still D.R.E.	0.816	0.775	11	1.200868	0.160000	1.691939	0.5270	93.431	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	3	3
Roxette-Spending My Time	0.420	0.574	4	1.638803	0.238000	2.541602	0.2180	170.549	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Pitbull-Feel This Moment (feat. Christina Aguilera)	0.673	0.758	7	1.289783	0.039000	3.529297	0.5420	135.956	4	NaN	(-0.00098, 0.098]	0	3	3
Adele-Skyfall	0.346	0.552	0	1.926290	0.417000	2.433613	0.0789	75.881	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Reamonn-Tonight	0.540	0.700	4	1.464874	0.319000	2.797281	0.2080	145.092	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Mabel Matiz-Gel	0.437	0.556	5	1.977409	0.426000	2.667228	0.7190	176.116	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
LP-Other People	0.546	0.665	11	1.627474	0.084200	2.653242	0.5060	90.983	4	NaN	(-0.00098, 0.098]	0	3	3
LP-Halo - Live	0.424	0.720	9	2.152343	0.006660	4.210645	0.0523	145.000	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Lenka-Trouble Is a Friend	0.657	0.830	8	1.643646	0.031800	2.501436	0.6530	118.026	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Lenka-The Show	0.753	0.590	0	1.421662	0.259000	2.123458	0.5930	123.028	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	2	3
Aşkın Nur Yengi-Yalancı Bahar	0.575	0.726	5	2.116978	0.606000	2.760010	0.6250	79.943	4	Slow pure	(-0.00098, 0.098]	0	2	3
Luis Fonsi-Échame La Culpa	0.733	0.892	0	1.292258	0.037600	2.617396	0.6750	95.989	4	NaN	(-0.00098, 0.098]	0	2	3
Alan Walker-Alone	0.676	0.929	10	1.161274	0.186000	2.493205	0.1570	97.019	4	NaN	(-0.00098, 0.098]	0	3	3
Alan Walker-Faded	0.589	0.651	6	1.628652	0.029100	2.406945	0.1660	90.011	4	NaN	(-0.00098, 0.098]	0	3	3
Clean Bandit-Rockabye (feat. Sean Paul & Anne-Marie)	0.720	0.763	9	1.403151	0.406000	2.890372	0.7420	101.965	4	NaN	(-0.00098, 0.098]	0	3	3
Arash-Pure Love (feat. Helena)	0.687	0.766	2	1.117761	0.211000	2.213754	0.6710	90.101	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Dynoro-In My Mind	0.694	0.770	6	1.674289	0.176000	2.468100	0.1630	125.905	4	NaN	(-0.00098, 0.098]	0	3	3
Dana Winner-Moonlight Shadow	0.593	0.585	1	1.960658	0.324000	2.639057	0.2800	128.031	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Mike Oldfield-Moonlight Shadow - Remastered	0.625	0.703	4	2.288790	0.262000	3.139833	0.7910	128.389	4	NaN	(-0.00098, 0.098]	0	2	3
Mike Oldfield-Moonlight Shadow	0.611	0.720	4	2.123339	0.291000	3.572346	0.8000	128.594	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Düşbaz-Bahar	0.572	0.824	7	1.804511	0.671000	3.169686	0.2130	91.979	4	NaN	(-0.00098, 0.098]	0	0	3
yirmi7-Muhtemel Aşk	0.477	0.606	2	1.997418	0.300000	2.821379	0.2470	99.924	4	NaN	(-0.00098, 0.098]	0	2	3
Tanju Okan-Öyle Sarhoş Olsam ki	0.573	0.578	10	1.713438	0.847000	2.360854	0.7180	113.202	4	NaN	(-0.00098, 0.098]	0	0	3
mor ve ötesi-Bir Derdim Var	0.586	0.890	11	0.687129	0.012000	2.433613	0.4260	119.062	4	NaN	(-0.00098, 0.098]	0	3	3
Isigin Yansimasi-Birdenbire	0.460	0.550	9	2.042518	0.367000	2.191654	0.2920	130.133	4	Slowish PopRock	(-0.00098, 0.098]	0	3	3
Duman-Senden Daha Güzel	0.775	0.438	4	1.724194	0.029800	1.423108	0.6430	88.719	4	NaN	(-0.00098, 0.098]	0	2	3
Model-Değmesin Ellerimiz	0.615	0.757	2	1.872725	0.123000	3.314186	0.5560	99.960	3	NaN	(-0.00098, 0.098]	0	2	3
Model-Değmesin Ellerimiz - Akustik	0.602	0.494	2	1.923226	0.736000	2.827314	0.4000	99.816	3	NaN	(-0.00098, 0.098]	0	0	3
Model-Pembe Mezarlık	0.538	0.840	8	1.853795	0.225000	2.557227	0.7180	140.024	4	NaN	(-0.00098, 0.098]	0	3	3
Yaşlı Amca-Ve Ben	0.399	0.556	8	1.824872	0.599000	2.674149	0.2780	175.944	4	NaN	(-0.00098, 0.098]	0	0	3
Vera-Saklanır Nisan	0.524	0.680	6	1.632764	0.063900	2.360854	0.3630	170.013	3	NaN	(-0.00098, 0.098]	0	3	3
Jabbar-Cesaretsizce Olmuyor	0.802	0.585	6	1.927310	0.550000	2.351375	0.7890	98.005	4	NaN	(-0.00098, 0.098]	0	3	3
Nazan Öncel-Kimler Gelmiş	0.589	0.785	6	1.915009	0.284000	3.580737	0.7150	79.984	4	NaN	(-0.00098, 0.098]	0	3	3
Yalın-Sensiz Olmaz	0.612	0.560	0	1.971996	0.450000	2.476538	0.3170	145.897	4	NaN	(-0.00098, 0.098]	0	2	3
Tuna Kiremitçi-Birden Geldin Aklıma	0.660	0.603	2	1.977962	0.264000	2.177022	0.5340	163.991	4	NaN	(-0.00098, 0.098]	0	2	3
Burcu Güneş-Yansın Geceler	0.290	0.712	4	1.715598	0.413000	2.415914	0.2870	169.288	4	NaN	(-0.00098, 0.098]	0	2	3
Manian-Like a Prayer - Cascada Radio Edit	0.643	0.994	5	1.983756	0.003370	2.901422	0.5460	140.027	4	NaN	(-0.00098, 0.098]	0	2	3
Tuğçe Şenoğul-Kaptan	0.513	0.550	4	2.056685	0.236000	2.884801	0.2620	94.987	4	NaN	(-0.00098, 0.098]	0	2	3
Mabel Matiz-Boyalı Da Saçların	0.493	0.609	11	1.993884	0.292000	2.740840	0.1950	100.034	4	NaN	(-0.00098, 0.098]	0	3	3
Hoobastank-The Reason	0.447	0.668	4	1.543939	0.012700	2.721295	0.0695	82.904	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
Zaz-Je veux	0.525	0.807	2	1.850971	0.251000	1.617406	0.7410	155.397	4	NaN	(-0.00098, 0.098]	0	2	3
David Guetta-Flames	0.609	0.726	5	1.469256	0.072300	2.191654	0.3620	93.958	4	NaN	(-0.00098, 0.098]	0	2	3
Sia-Cheap Thrills	0.628	0.698	6	1.724194	0.047200	2.204972	0.7320	89.976	4	NaN	(-0.00098, 0.098]	0	3	3
Sia-Chandelier	0.399	0.787	1	1.057790	0.019700	1.924249	0.5720	117.089	5	NaN	(-0.00098, 0.098]	0	2	3
Luis Fonsi-Despacito (Featuring Daddy Yankee)	0.660	0.786	2	1.559617	0.209000	2.415914	0.8460	177.833	4	NaN	(-0.00098, 0.098]	0	2	3
Cutting Crew-(I Just) Died In Your Arms	0.632	0.727	11	2.416717	0.011900	1.913977	0.4990	124.919	4	Vivid - Soft	(-0.00098, 0.098]	0	3	3
Van Morrison-Brown Eyed Girl	0.578	0.610	7	2.266232	0.079800	3.261935	0.8270	74.812	4	NaN	(-0.00098, 0.098]	0	3	3
Indila-Feuille d'automne	0.533	0.437	2	1.896420	0.019900	2.862201	0.0747	87.520	4	Vivid - Soft	(-0.00098, 0.098]	0	2	3
LP-Lost on You	0.437	0.708	5	1.889037	0.111000	2.433613	0.6870	173.974	4	NaN	(-0.00098, 0.098]	0	2	3
Indila-Run Run	0.810	0.537	11	1.753711	0.015700	2.016235	0.5160	99.984	4	NaN	(-0.00098, 0.098]	0	3	3
Indila-Ego	0.748	0.752	5	1.921032	0.018500	2.468100	0.7300	86.005	4	NaN	(-0.00098, 0.098]	0	2	3
Lana Del Rey-Born To Die	0.428	0.626	4	1.892961	0.222000	3.321432	0.3790	86.020	4	NaN	(-0.00098, 0.098]	0	2	3
Lana Del Rey-Radio	0.423	0.857	2	1.643453	0.188000	2.351375	0.1960	75.024	4	NaN	(-0.00098, 0.098]	0	2	3
Lana Del Rey-Summertime Sadness	0.565	0.654	1	1.920739	0.054200	2.501436	0.2350	111.968	4	NaN	(-0.00098, 0.098]	0	2	3

cluster-0

In [ ]:

df[df["voted_cluster"]==0]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Sarah Brightman-Time To Say Goodbye	0.252	0.5000	5	2.008617	0.624	2.541602	0.2030	106.774	4	NaN	(-0.00098, 0.098]	0	0	3
Tarlan Gazanferoğlu-Silk Road	0.235	0.3890	7	1.900763	0.893	1.951608	0.3680	138.507	4	NaN	(-0.00098, 0.098]	0	0	0
Emilíana Torrini-Sounds of silence	0.579	0.5150	0	2.089268	0.572	3.122365	0.2090	92.033	4	NaN	(-0.00098, 0.098]	0	0	3
Sam Brown-Stop	0.326	0.3000	9	2.615277	0.443	2.631889	0.3910	185.630	3	NaN	(-0.00098, 0.098]	0	0	0
Deniz Tekin-Beni Vur - Akustik	0.474	0.2380	1	2.252764	0.932	2.442347	0.3910	94.496	4	NaN	(-0.00098, 0.098]	0	0	0
Ely Bruna-Take On Me	0.638	0.3910	7	2.247389	0.829	2.549445	0.1790	110.056	4	NaN	(-0.00098, 0.098]	0	0	0
Andre Fenrir-Take on Me (The Last of Us Part 2)	0.607	0.0991	11	2.944386	0.857	2.639057	0.2230	116.330	4	NaN	(-0.00098, 0.098]	0	0	0
Seha Okuş-Hasretinle Yandı Gönlüm	0.434	0.2650	5	2.215501	0.981	2.397895	0.4920	87.304	4	NaN	(-0.00098, 0.098]	0	0	0
Özge Öz-Hasretinle Yandı Gönlüm	0.339	0.2310	4	2.422499	0.987	2.424803	0.4570	159.282	4	NaN	(-0.00098, 0.098]	0	0	0
Pinhani-Derdim Dostum Benim	0.350	0.2580	9	2.330881	0.875	2.564949	0.4030	88.025	4	NaN	(-0.00098, 0.098]	0	0	0
Grup Vitamin-İstanbul'da	0.531	0.5210	6	2.323857	0.546	3.693867	0.4860	154.178	4	NaN	(-0.00098, 0.098]	0	0	0
Sting-Shape Of My Heart	0.537	0.3730	6	2.310652	0.691	2.116256	0.2440	83.936	4	NaN	(-0.00098, 0.098]	0	0	0
Metin Özülkü-Seninle Olmak Var Ya (Dayanamam Sana Ben)	0.623	0.3340	7	2.492461	0.823	3.030134	0.5480	76.993	4	NaN	(-0.00098, 0.098]	0	0	0
Nilüfer-Haram Geceler	0.574	0.2150	2	2.792146	0.866	2.541602	0.2940	95.742	4	NaN	(-0.00098, 0.098]	0	0	0
Queen-We Are The Champions - Remastered 2011	0.268	0.4590	10	1.937302	0.378	2.468100	0.1750	64.177	4	NaN	(-0.00098, 0.098]	0	0	0
The Beatles-Yesterday - Remastered 2009	0.332	0.1790	5	2.470639	0.879	2.181547	0.3150	96.529	4	NaN	(-0.00098, 0.098]	0	0	0
The Beatles-Let It Be - Remastered 2009	0.443	0.4030	0	2.120943	0.631	2.406945	0.4100	143.462	4	NaN	(-0.00098, 0.098]	0	0	0
Queen-Love Of My Life - Remastered 2011	0.329	0.1790	5	2.450056	0.933	2.442347	0.2550	154.175	4	NaN	(-0.00098, 0.098]	0	0	0
Deniz Tekin-Bende Bir Problem Var - Akustik	0.562	0.2030	8	2.234627	0.893	2.260721	0.3510	167.810	4	NaN	(-0.00098, 0.098]	0	0	0
Deniz Tekin-Bende Bir Problem Var	0.695	0.5540	7	1.900614	0.731	2.687847	0.2360	95.008	4	NaN	(-0.00098, 0.098]	0	0	3
Feridun Düzağaç-Beni Bırakma	0.705	0.4930	3	2.050913	0.704	2.501436	0.3800	127.970	4	NaN	(-0.00098, 0.098]	0	0	0
Düş Sokağı Sakinleri-Gayret Et Guzelim	0.562	0.3360	6	2.407936	0.790	2.188296	0.3810	143.944	4	NaN	(-0.00098, 0.098]	0	0	0
Düş Sokağı Sakinleri-Sevdan Bir Ates	0.561	0.4730	6	2.011965	0.602	2.280339	0.3750	123.892	4	NaN	(-0.00098, 0.098]	0	0	0
The Everly Brothers-Bye Bye Love	0.547	0.5230	9	2.216591	0.724	2.332144	0.8900	169.598	4	NaN	(-0.00098, 0.098]	0	0	0
Petula Clark-Downtown	0.498	0.5520	4	2.237513	0.731	2.595255	0.5540	118.427	4	NaN	(-0.00098, 0.098]	0	0	0
Bob Dylan-Mr. Tambourine Man	0.390	0.3100	5	2.677247	0.794	3.634951	0.5840	177.515	4	NaN	(-0.00098, 0.098]	0	0	0
Dakota Lynne-Rain ~ Priscilla Ahn (cover by Dakota Lynne)	0.634	0.0197	0	2.917284	0.955	2.459589	0.2410	93.782	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-Deep Inside My Heart	0.583	0.2460	8	2.571696	0.889	2.360854	0.3080	116.950	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-I See You	0.452	0.2000	10	2.544747	0.846	2.451005	0.2270	144.698	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-Find My Way Back Home	0.685	0.0925	11	2.604022	0.964	2.360854	0.4130	113.837	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-I Am Not Alone	0.568	0.1800	7	2.460187	0.758	2.406945	0.2280	112.033	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-Fine On The Outside	0.495	0.1850	9	2.626406	0.692	2.388763	0.1960	101.890	4	NaN	(-0.00098, 0.098]	0	0	0
Yavuz Bingöl-Akşam Olur Karanlığa	0.533	0.3380	6	2.212879	0.879	1.940179	0.3350	99.978	3	NaN	(-0.00098, 0.098]	0	0	0
Musa Eroğlu-Halil İbrahim	0.728	0.3240	0	2.699144	0.824	3.906005	0.5380	112.921	4	NaN	(-0.00098, 0.098]	0	0	0
Simon & Garfunkel-The Boxer	0.439	0.4880	11	2.671663	0.702	2.772589	0.6290	93.017	4	NaN	(-0.00098, 0.098]	0	0	0
Grup Abdal-Ervah-ı Ezelde	0.548	0.3690	6	1.977686	0.676	2.379546	0.3820	79.879	4	NaN	(-0.00098, 0.098]	0	0	0
Hasret Gültekin-Eklemedir Koca Kavak	0.576	0.4180	4	2.494362	0.720	2.070653	0.4930	90.318	4	NaN	(-0.00098, 0.098]	0	0	0
Mireille Mathieu-Un dernier mot d'amour	0.374	0.2560	4	2.226675	0.963	2.433613	0.2560	123.257	3	NaN	(-0.00098, 0.098]	0	0	0
James Farrelli-It's a Sin	0.658	0.2460	11	2.575128	0.673	2.424803	0.2670	110.057	4	NaN	(-0.00098, 0.098]	0	0	0
Anni B Sweet-Take on Me	0.708	0.2880	11	2.469793	0.866	2.587764	0.4330	119.988	4	NaN	(-0.00098, 0.098]	0	0	0
Graziella Schazad-Take on Me	0.684	0.3660	11	2.214955	0.750	2.332144	0.4090	119.974	4	NaN	(-0.00098, 0.098]	0	0	0
The Rolling Stones-Angie	0.429	0.5540	9	1.812868	0.670	2.351375	0.4070	136.302	4	NaN	(-0.00098, 0.098]	0	0	3
Cem Adrian-Sarı Gelin (Konser Kaydı)	0.378	0.3370	4	1.936148	0.967	4.305416	0.0916	93.846	4	NaN	(-0.00098, 0.098]	0	0	0
Grup Yorum-Berivan	0.589	0.3530	2	2.742580	0.602	2.856470	0.3560	127.318	4	NaN	(-0.00098, 0.098]	0	0	0
Güler Duman-Türkülerle Gömün Beni	0.519	0.4760	5	2.235376	0.588	3.763523	0.5640	77.080	4	NaN	(-0.00098, 0.098]	0	0	0
Ahmet Aslan-Minnet Eylemem	0.453	0.2220	1	2.365466	0.951	2.415914	0.1200	92.417	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Emre Sertkaya-Minnet Eylemem	0.256	0.3240	4	2.576041	0.911	2.468100	0.3160	150.810	1	TürküDeyiş	(-0.00098, 0.098]	0	0	0
MFÖ-Güllerin İçinden	0.514	0.2270	2	2.668824	0.685	1.983756	0.3870	139.155	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
ABBA-Fernando	0.354	0.5350	9	2.183351	0.627	2.089392	0.4340	110.821	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
ABBA-One Of Us	0.652	0.3970	7	2.724252	0.478	1.915451	0.8580	82.235	4	NaN	(-0.00098, 0.098]	0	0	0
Indila-Boite En Argent	0.445	0.3020	7	2.474014	0.704	2.501436	0.2670	133.507	4	NaN	(-0.00098, 0.098]	0	0	0
Indila-Love Story	0.375	0.2550	10	2.507890	0.815	2.134166	0.3310	95.978	3	NaN	(-0.00098, 0.098]	0	0	0
Israel Kamakawiwo'ole-What A Wonderful World	0.536	0.2790	0	2.378249	0.873	2.468100	0.3720	79.998	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Israel Kamakawiwo'ole-Over the Rainbow	0.671	0.1530	0	2.607788	0.912	2.042518	0.6580	85.600	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Sezen Aksu-Kalbim Ege'de Kaldı	0.445	0.1210	6	2.930927	0.539	2.280339	0.2910	162.926	3	Özgün soft	(-0.00098, 0.098]	0	0	0
Kayahan-Esmer Günler	0.368	0.3960	9	2.643120	0.889	3.356897	0.3670	171.652	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
The Oak Ridge Boys-Thank God For Kids	0.508	0.4340	2	2.115291	0.701	2.587764	0.3320	139.121	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Ashik Mahsuni Serif, Musa Eroglu-Çesmi Siyahim	0.578	0.2880	4	2.981278	0.878	3.645450	0.5050	124.829	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Selda Bağcan-Minnet Eylemem	0.451	0.1990	8	2.411709	0.969	2.862201	0.3070	87.866	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Makis Ablianitis-Astro krifo	0.376	0.4020	0	2.334762	0.793	2.272126	0.4110	185.699	4	Chillout - Instrumental	(-0.00098, 0.098]	0	0	0
Mazhar Alanson-Yandım	0.630	0.3900	4	2.171451	0.581	2.727853	0.2630	65.983	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Mecano-Hijo de la Luna	0.457	0.5130	1	2.074555	0.697	1.708378	0.5740	179.006	3	Chillout - New Age	(-0.00098, 0.098]	0	0	0
Johann Pachelbel-Kanon und Gigue	0.354	0.2300	2	2.905753	0.800	2.144761	0.5200	152.102	4	Vivid - Classic	(-0.00098, 0.098]	0	0	0
Nick Cave & The Bad Seeds-Where the Wild Roses Grow - 2011 - Remaster	0.336	0.4700	7	2.355272	0.378	2.254445	0.1630	154.649	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Nilüfer-Esmer Günler	0.352	0.2460	9	2.499631	0.608	2.038620	0.2470	85.636	3	Slow pure	(-0.00098, 0.098]	0	0	0
Shirley Bassey-If You Go Away (Ne Me Quitte Pas)	0.348	0.2240	6	2.507565	0.798	2.839078	0.1640	173.498	4	Slow pure	(-0.00098, 0.098]	0	0	0
Frank Sinatra-If You Go Away	0.245	0.1910	7	2.614399	0.842	2.572612	0.1640	83.532	4	Slow pure	(-0.00098, 0.098]	0	0	0
Richard Marx-Right Here Waiting	0.395	0.2520	0	2.609261	0.800	2.312535	0.1260	177.679	4	Slow pure	(-0.00098, 0.098]	0	0	0
Scarlet-Independent Love Song	0.452	0.2980	10	2.426394	0.432	2.188296	0.2300	79.022	4	NaN	(-0.00098, 0.098]	0	0	0
Done Again-Independent Love Song [In the Style of "Scarlet"]	0.359	0.3940	8	2.578169	0.380	2.332144	0.2670	160.085	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Scorpions-White Dove - Studio Track	0.583	0.4960	9	2.035228	0.531	1.827770	0.2360	136.002	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Scorpions-Send Me An Angel	0.153	0.4170	1	2.449884	0.434	3.049273	0.1660	80.870	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Sezen Aksu-Geri Dön	0.424	0.4890	5	1.961502	0.768	3.349904	0.3180	136.254	3	Slow pure	(-0.00098, 0.098]	0	0	3
Sezen Aksu-Her Şeyi Yak	0.570	0.3660	2	2.185827	0.824	3.387774	0.4540	106.900	4	NaN	(-0.00098, 0.098]	0	0	0
Sezen Aksu-Vazgeçtim	0.480	0.2170	0	2.444085	0.784	2.415914	0.1880	140.601	4	Slow pure	(-0.00098, 0.098]	0	0	0
Barbra Streisand-Memory	0.280	0.2770	3	2.451695	0.736	2.484907	0.1090	108.656	5	Slow pure	(-0.00098, 0.098]	0	0	0
Whitney Houston-I Will Always Love You	0.332	0.2140	4	2.527168	0.845	2.127041	0.1100	67.531	4	Slow pure	(-0.00098, 0.098]	0	0	0
Metric-Eclipse (All Yours)	0.451	0.3250	11	2.447378	0.764	3.122365	0.2560	119.749	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Aaron Krause-Every Breath You Take (feat. Liza Anne)	0.325	0.2010	6	2.450574	0.758	2.279316	0.1720	81.869	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Alphaville-Forever Young	0.489	0.4830	9	2.247706	0.420	3.161247	0.3330	136.822	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Fools Garden-Lemon Tree	0.663	0.4750	1	2.178608	0.643	2.501436	0.6440	143.175	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Feride Hilal Akın-Yok Yok	0.698	0.4220	0	2.066736	0.660	2.653242	0.1420	75.803	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	0	0
Mert Şenel-Şaraplar ve Kadınlar	0.621	0.5210	8	2.254025	0.568	2.587764	0.4660	78.450	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	0	0
Grup Yorum-Uğurlama	0.625	0.3570	7	2.873847	0.572	3.819908	0.4150	120.611	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Grup Yorum-Sibel Yalçın Destanı	0.436	0.3390	4	2.809222	0.593	3.575151	0.2850	116.018	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Grup Yorum-Haziranda Ölmek Zor	0.419	0.2750	10	2.703239	0.810	1.899118	0.1690	120.671	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Nilipek.-Koşuyolu	0.625	0.0645	7	3.195935	0.898	2.397895	0.3170	122.190	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Bryan Adams-Have You Ever Really Loved A Woman?	0.570	0.4780	7	2.320916	0.536	2.231089	0.3580	145.517	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Zeki Müren-Sorma Ne Haldeyim	0.407	0.4730	0	2.275830	0.869	3.328627	0.4170	85.741	5	Slow pure	(-0.00098, 0.098]	0	0	0
Yedi Karanfil-Gesi Bağları - 1. Kısım	0.588	0.2680	5	2.415378	0.709	2.954910	0.3240	119.982	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Oya-Bana Bir Masal Anlat Baba	0.560	0.3120	4	2.667159	0.792	2.122262	0.4640	77.443	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Yeni Türkü-Maskeli Balo	0.609	0.4350	4	2.365654	0.669	2.827314	0.7690	92.632	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Yeni Türkü-Yağmurun Elleri	0.525	0.1930	4	2.932899	0.680	2.687847	0.4620	94.389	3	Özgün soft	(-0.00098, 0.098]	0	0	0
Yeni Türkü-Olmasa Mektubun	0.546	0.1920	11	2.869262	0.483	2.406945	0.2640	107.118	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Neşet Ertaş-Allı Turnam	0.309	0.2830	5	2.243154	0.944	2.388763	0.1810	72.795	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Ahmet Kaya-Ağladıkça	0.592	0.6320	4	2.259364	0.799	3.261935	0.5900	127.964	4	Özgün coşku	(-0.00098, 0.098]	0	0	3
Ahmet Kaya-Başım Belada	0.685	0.3710	11	2.879816	0.720	3.363842	0.8870	117.590	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Hoş Geldin Bebek	0.475	0.4970	2	2.218551	0.659	3.453157	0.2720	142.394	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Böyledir Bizim Sevdamız	0.460	0.3640	11	2.381766	0.477	3.039749	0.1240	78.419	3	Özgün coşku	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Özgürlük - Live	0.407	0.7440	11	1.881448	0.631	4.532599	0.4990	137.920	4	Özgün soft	(-0.00098, 0.098]	0	0	3
Ayla Dikmen-Anlamazdın	0.324	0.5730	11	1.977409	0.751	4.003690	0.4330	116.735	4	Slow pure	(-0.00098, 0.098]	0	0	3
Zülfü Livaneli-Güneş Topla Benim İçin	0.710	0.5290	11	2.309561	0.810	2.094330	0.3660	124.682	4	NaN	(-0.00098, 0.098]	0	0	0
Ahmet Kaya-Yollarına Baka Baka	0.424	0.4160	9	2.669656	0.600	3.044522	0.4470	116.519	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Bülent Ortaçgil-Sensiz Olmaz	0.557	0.4050	9	2.596299	0.538	4.563306	0.3240	127.098	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Fikret Kızılok-Yeter Ki	0.576	0.2630	7	2.836092	0.799	2.468100	0.6170	82.460	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Bülent Ortaçgil-Çiçekler Su İster	0.602	0.3090	0	2.954962	0.429	2.533697	0.5060	156.159	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Barış Manço-Gül Pembe	0.512	0.3190	4	2.392791	0.835	2.388763	0.2560	75.027	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Pat Boone-Speedy Gonzales	0.589	0.4470	11	2.558157	0.821	2.301585	0.7890	146.845	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Kaan Tangöze-Bekle Dedi Gitti - Çizik	0.593	0.2880	4	2.494939	0.866	2.158715	0.4470	128.302	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
LP-Forever for Now	0.547	0.3410	4	2.309759	0.904	2.254445	0.0647	137.052	3	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Joanna Wang-Wild World - Acoustic Version	0.670	0.3060	2	2.400800	0.800	2.115050	0.6100	139.949	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Kalben-Haydi Söyle	0.475	0.3180	4	1.576088	0.800	2.821379	0.3170	81.050	4	Vivid - Soft	(-0.00098, 0.098]	0	0	3
Shania Twain-From This Moment On	0.305	0.3230	7	2.240284	0.483	2.370244	0.1030	135.803	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Canozan-Mutlu Olmak Zordur Derler (Akustik)	0.525	0.2720	11	2.257692	0.792	2.406945	0.3250	95.044	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Gripin-Sor Bana Sor	0.501	0.2710	4	2.547647	0.803	2.476538	0.2410	149.702	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Neşet Ertaş-Neredesin Sen	0.458	0.3240	4	2.253815	0.929	2.182675	0.3230	151.600	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Yaşar-Az Bana Gönder	0.548	0.5370	9	1.907615	0.761	2.595255	0.3820	113.830	5	Özgün soft	(-0.00098, 0.098]	0	0	3
Cengiz Özkan-Bir Ay Doğar	0.488	0.2150	2	2.612713	0.913	2.549445	0.4440	134.723	5	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Ömer Danış-Köyümün Yağmurları	0.475	0.3500	8	2.774025	0.528	3.624341	0.3830	143.717	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Fikret Kızılok-Gönül	0.532	0.0561	7	3.157511	0.850	2.406945	0.2900	148.148	3	Özgün soft	(-0.00098, 0.098]	0	0	0
Eric Clapton-Tears in Heaven - Acoustic; Live at MTV Unplugged, Bray Film Studios, Windsor, England, UK, 1/16/1992; 2013 Remaster	0.695	0.3360	9	2.564872	0.800	4.249923	0.4220	79.109	4	Slow pure	(-0.00098, 0.098]	0	0	0
Grup Yorum-Drama Köprüsü	0.577	0.3920	0	2.013569	0.700	2.833213	0.4690	110.126	5	Özgün coşku	(-0.00098, 0.098]	0	0	0
Ingrid St-Pierre-Les épousailles	0.577	0.3460	0	2.302085	0.849	1.908060	0.5560	129.868	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Les sœurs Boulay-La mort des étoiles	0.456	0.1530	9	2.773900	0.887	2.468100	0.3140	92.342	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Fikret Kızılok-Bu Kalp Seni Unutur mu	0.702	0.1050	7	3.106065	0.848	3.421000	0.5630	109.289	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Kenan Doğulu-Aşk Oyunu	0.489	0.3310	2	2.406765	0.645	3.113515	0.5090	137.396	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Asya-Beni Aldattın	0.645	0.3990	5	2.733328	0.433	2.939162	0.5440	80.072	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Levent Yüksel-Medcezir	0.697	0.2860	2	2.694897	0.587	2.164472	0.4280	80.140	4	Slow pure	(-0.00098, 0.098]	0	0	0
Eva Cassidy-Fields Of Gold	0.461	0.0859	9	2.686214	0.974	2.041220	0.3100	79.817	4	Slow pure	(-0.00098, 0.098]	0	0	0
Edip Akbayram-Çeşmi Siyahım	0.636	0.3220	9	2.808559	0.856	2.149434	0.3810	110.673	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Grup Yorum-Çav Bella	0.550	0.3040	10	2.630953	0.870	2.299581	0.6250	68.302	4	NaN	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Yiğidim Aslanım	0.248	0.0123	0	3.196467	0.948	2.631889	0.0926	83.296	3	NaN	(-0.00098, 0.098]	0	0	0
Elvis Presley-Can't Help Falling in Love	0.396	0.2930	2	2.643476	0.941	2.351375	0.3430	100.307	3	Slow pure	(-0.00098, 0.098]	0	0	0
Zeynep Sağdaş-Yarım Kalanlara Rağmen	0.641	0.4460	5	1.936437	0.573	2.468100	0.2450	109.978	4	Slow pure	(-0.00098, 0.098]	0	0	0
Alphaville-Forever Young - 2019 Remaster	0.483	0.4710	9	2.273259	0.397	3.499533	0.2910	137.012	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Joy Williams-Sweet Love of Mine (Acoustic)	0.565	0.1360	11	2.499713	0.943	2.253395	0.3490	83.013	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Kina Grannis-Beyond The Sea	0.676	0.1180	7	2.437378	0.935	3.374169	0.5170	103.948	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Joy Williams-Ordinary World	0.520	0.1720	4	2.435541	0.972	2.388763	0.0746	67.007	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Nilipek.-Havada Bir Hinlik Var	0.496	0.0799	4	3.016466	0.946	2.183802	0.1460	151.573	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Blackmore's Night-Moonlight Shadow - 2017 Version	0.616	0.2550	3	2.222026	0.752	2.415914	0.4360	121.407	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-Dream	0.512	0.2480	2	2.337856	0.750	2.433613	0.1580	109.692	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Simon & Garfunkel-The Sound of Silence	0.534	0.2350	6	2.553655	0.885	2.296567	0.3250	106.847	4	NaN	(-0.00098, 0.098]	0	0	0
Haris Alexiou-Mia Pista Apo Fosforo	0.526	0.5070	2	2.143824	0.653	2.302585	0.5130	105.717	4	NaN	(-0.00098, 0.098]	0	0	0
Düşbaz-Bahar	0.572	0.8240	7	1.804511	0.671	3.169686	0.2130	91.979	4	NaN	(-0.00098, 0.098]	0	0	3
Emel Sayın-Duydum Ki Unutmuşsun	0.260	0.3050	4	2.409734	0.909	2.541602	0.4280	172.130	3	NaN	(-0.00098, 0.098]	0	0	0
Tanju Okan-Öyle Sarhoş Olsam ki	0.573	0.5780	10	1.713438	0.847	2.360854	0.7180	113.202	4	NaN	(-0.00098, 0.098]	0	0	3
Zeki Müren-Şimdi Uzaklardasın	0.341	0.3220	4	2.878693	0.666	2.564949	0.1990	155.787	3	NaN	(-0.00098, 0.098]	0	0	0
Pinhani-Ne Güzel Güldün	0.264	0.4820	10	2.042648	0.461	2.714695	0.1850	51.722	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Model-Değmesin Ellerimiz - Akustik	0.602	0.4940	2	1.923226	0.736	2.827314	0.4000	99.816	3	NaN	(-0.00098, 0.098]	0	0	3
Kina Grannis-Can’t Help Falling in Love	0.266	0.0596	0	2.918581	0.905	2.580217	0.1430	181.740	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Ed Sheeran-Candle In The Wind - 2018 Version	0.549	0.4490	4	2.349373	0.732	2.459589	0.5060	76.028	5	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Lotte Kestner-Halo	0.576	0.1210	9	2.853189	0.952	2.302585	0.0630	116.826	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Disturbed-The Sound of Silence	0.322	0.2800	6	2.237193	0.468	2.322388	0.1750	85.794	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Yaşlı Amca-Ve Ben	0.399	0.5560	8	1.824872	0.599	2.674149	0.2780	175.944	4	NaN	(-0.00098, 0.098]	0	0	3
Can Kazaz-Sürsün Bahar	0.595	0.2560	6	2.593537	0.606	3.190476	0.2820	115.827	4	NaN	(-0.00098, 0.098]	0	0	0
Sedef Sebüktekin-Sen Istersin	0.782	0.3430	2	2.782848	0.753	2.132982	0.5010	99.970	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Pinhani-Beni Al	0.734	0.4430	7	2.386283	0.657	3.222868	0.5520	118.021	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Can Kazaz-Keşke Uyuyabilsem	0.553	0.4680	11	2.380657	0.508	2.312535	0.5250	72.973	4	NaN	(-0.00098, 0.098]	0	0	0
Dolu Kadehi Ters Tut-Belki	0.636	0.4560	7	2.449279	0.394	2.484907	0.2810	149.952	4	NaN	(-0.00098, 0.098]	0	0	0
Gökhan Türkmen-Olmadı	0.488	0.3450	7	2.509030	0.769	3.514526	0.3700	124.988	4	NaN	(-0.00098, 0.098]	0	0	0
Melisa Karakurt-Bir Fırtına Tuttu Bizi	0.553	0.1070	5	2.425245	0.977	2.424803	0.1170	89.872	4	NaN	(-0.00098, 0.098]	0	0	0
Fikri Karayel-Hayal Edemezsin	0.526	0.5100	9	2.115894	0.888	3.284664	0.3810	67.245	4	NaN	(-0.00098, 0.098]	0	0	0
Nilipek.-Son Mektup	0.643	0.2180	4	2.392243	0.882	2.617396	0.4000	109.347	4	NaN	(-0.00098, 0.098]	0	0	0
Nilipek.-Gözleri Aşka Gülen	0.428	0.1560	9	2.940378	0.742	2.442347	0.0398	141.261	4	NaN	(-0.00098, 0.098]	0	0	0
Burcu Güneş-Minnet Eylemem	0.537	0.3520	0	2.185489	0.803	2.844909	0.2080	123.928	4	NaN	(-0.00098, 0.098]	0	0	0
Nil Karaibrahimgil-Bu Mudur - Akustik Versiyon	0.737	0.4230	4	1.964732	0.674	2.223542	0.4700	109.931	4	NaN	(-0.00098, 0.098]	0	0	0
Redd-Prensesin Uykusuyum	0.402	0.3130	7	2.575585	0.453	2.199444	0.2000	145.136	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Amason-California Dreamin'	0.772	0.4090	9	2.222026	0.764	2.312535	0.3380	109.978	4	NaN	(-0.00098, 0.098]	0	0	0
Allison Mareek-Sound of Silence	0.461	0.1340	10	2.706783	0.882	3.487375	0.2180	89.682	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Lana Del Rey-Big Eyes	0.296	0.3310	10	2.546394	0.814	2.239645	0.0550	93.874	4	NaN	(-0.00098, 0.098]	0	0	0
Indila-Boite en argent	0.467	0.2990	7	2.470892	0.700	2.468100	0.2560	133.879	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Birsen Tezer-Balıkesir	0.377	0.3560	7	2.329519	0.964	2.341806	0.4840	172.072	3	NaN	(-0.00098, 0.098]	0	0	0
Lana Del Rey-Video Games	0.236	0.2490	6	2.261242	0.811	2.163323	0.1810	72.847	5	NaN	(-0.00098, 0.098]	0	0	0
Lana Del Rey-Lucky Ones	0.375	0.4160	0	1.966972	0.778	3.135494	0.2710	134.923	4	NaN	(-0.00098, 0.098]	0	0	0

In [ ]:

df[df["champions_cluster"]==0]

Out[ ]:

	danceability	energy	key	loudness	acousticness	liveness	valence	tempo	time_signature	playlist	inst_range	DegreeofInstrumentality	voted_cluster	champions_cluster
Artist-Song
Aşkın Nur Yengi-Başka Birşey	0.651	0.6370	4	2.808619	0.27300	3.414443	0.6790	116.467	4	NaN	(-0.00098, 0.098]	0	2	0
Pinhani-Dünyadan Uzak	0.583	0.5420	11	2.124176	0.02900	2.109000	0.3540	102.940	4	NaN	(-0.00098, 0.098]	0	3	0
Angèle-Balance ton quoi	0.703	0.4420	0	2.340170	0.59400	3.317816	0.3810	115.932	4	NaN	(-0.00098, 0.098]	0	2	0
Tarlan Gazanferoğlu-Silk Road	0.235	0.3890	7	1.900763	0.89300	1.951608	0.3680	138.507	4	NaN	(-0.00098, 0.098]	0	0	0
Céline Dion-The Power of Love	0.546	0.5190	8	2.205193	0.36000	3.178054	0.2470	140.054	4	NaN	(-0.00098, 0.098]	0	3	0
Céline Dion-Pour que tu m'aimes encore	0.537	0.6020	2	2.190200	0.32600	1.701105	0.5090	180.077	4	NaN	(-0.00098, 0.098]	0	2	0
Sam Brown-Stop	0.326	0.3000	9	2.615277	0.44300	2.631889	0.3910	185.630	3	NaN	(-0.00098, 0.098]	0	0	0
Deniz Tekin-Beni Vur - Akustik	0.474	0.2380	1	2.252764	0.93200	2.442347	0.3910	94.496	4	NaN	(-0.00098, 0.098]	0	0	0
Ely Bruna-Take On Me	0.638	0.3910	7	2.247389	0.82900	2.549445	0.1790	110.056	4	NaN	(-0.00098, 0.098]	0	0	0
Andre Fenrir-Take on Me (The Last of Us Part 2)	0.607	0.0991	11	2.944386	0.85700	2.639057	0.2230	116.330	4	NaN	(-0.00098, 0.098]	0	0	0
Seha Okuş-Hasretinle Yandı Gönlüm	0.434	0.2650	5	2.215501	0.98100	2.397895	0.4920	87.304	4	NaN	(-0.00098, 0.098]	0	0	0
Özge Öz-Hasretinle Yandı Gönlüm	0.339	0.2310	4	2.422499	0.98700	2.424803	0.4570	159.282	4	NaN	(-0.00098, 0.098]	0	0	0
Pinhani-Derdim Dostum Benim	0.350	0.2580	9	2.330881	0.87500	2.564949	0.4030	88.025	4	NaN	(-0.00098, 0.098]	0	0	0
Grup Vitamin-İstanbul'da	0.531	0.5210	6	2.323857	0.54600	3.693867	0.4860	154.178	4	NaN	(-0.00098, 0.098]	0	0	0
Sting-Shape Of My Heart	0.537	0.3730	6	2.310652	0.69100	2.116256	0.2440	83.936	4	NaN	(-0.00098, 0.098]	0	0	0
Deniz Arcak-Vurur	0.621	0.4680	5	2.639343	0.17800	1.915451	0.5360	99.721	4	NaN	(-0.00098, 0.098]	0	2	0
Metin Özülkü-Seninle Olmak Var Ya (Dayanamam Sana Ben)	0.623	0.3340	7	2.492461	0.82300	3.030134	0.5480	76.993	4	NaN	(-0.00098, 0.098]	0	0	0
Bora Öztoprak-Başıma Belamısın	0.667	0.5680	0	2.267890	0.33200	2.322388	0.6410	88.996	4	NaN	(-0.00098, 0.098]	0	2	0
Athena-Senden, Benden, Bizden	0.858	0.5010	2	2.191207	0.20600	1.504077	0.9160	112.134	4	NaN	(-0.00098, 0.098]	0	2	0
Nilüfer-Haram Geceler	0.574	0.2150	2	2.792146	0.86600	2.541602	0.2940	95.742	4	NaN	(-0.00098, 0.098]	0	0	0
Bora Öztoprak-Seni Seviyorum	0.475	0.3430	7	2.654157	0.18900	3.602777	0.3840	80.038	4	NaN	(-0.00098, 0.098]	0	3	0
Queen-We Are The Champions - Remastered 2011	0.268	0.4590	10	1.937302	0.37800	2.468100	0.1750	64.177	4	NaN	(-0.00098, 0.098]	0	0	0
The Beatles-Yesterday - Remastered 2009	0.332	0.1790	5	2.470639	0.87900	2.181547	0.3150	96.529	4	NaN	(-0.00098, 0.098]	0	0	0
The Beatles-Here Comes The Sun - Remastered 2009	0.557	0.5400	9	2.349850	0.03390	2.884801	0.3940	129.171	4	NaN	(-0.00098, 0.098]	0	3	0
The Beatles-Let It Be - Remastered 2009	0.443	0.4030	0	2.120943	0.63100	2.406945	0.4100	143.462	4	NaN	(-0.00098, 0.098]	0	0	0
Queen-I Want To Break Free - Single Remix	0.795	0.4350	4	2.189080	0.08410	2.032088	0.5960	108.950	4	NaN	(-0.00098, 0.098]	0	2	0
Queen-Bohemian Rhapsody	0.390	0.3970	0	2.298878	0.28700	3.030134	0.2460	144.031	4	NaN	(-0.00098, 0.098]	0	2	0
Queen-Love Of My Life - Remastered 2011	0.329	0.1790	5	2.450056	0.93300	2.442347	0.2550	154.175	4	NaN	(-0.00098, 0.098]	0	0	0
Lana Del Rey-Young And Beautiful	0.324	0.4160	11	2.188296	0.26200	2.397895	0.1510	113.986	4	NaN	(-0.00098, 0.098]	0	3	0
Deniz Tekin-Bende Bir Problem Var - Akustik	0.562	0.2030	8	2.234627	0.89300	2.260721	0.3510	167.810	4	NaN	(-0.00098, 0.098]	0	0	0
Cirque du Soleil-Alegria	0.567	0.5850	2	2.328740	0.19100	3.182212	0.3830	83.931	4	NaN	(-0.00098, 0.098]	0	2	0
Feridun Düzağaç-Beni Bırakma	0.705	0.4930	3	2.050913	0.70400	2.501436	0.3800	127.970	4	NaN	(-0.00098, 0.098]	0	0	0
Feridun Düzağaç-Düşler Sokağı	0.601	0.4820	10	2.576194	0.11800	4.502029	0.6710	99.555	4	NaN	(-0.00098, 0.098]	0	3	0
Feridun Düzağaç-Alev Alev	0.548	0.5320	1	2.169968	0.11500	2.525729	0.3690	124.053	4	NaN	(-0.00098, 0.098]	0	2	0
Düş Sokağı Sakinleri-Gayret Et Guzelim	0.562	0.3360	6	2.407936	0.79000	2.188296	0.3810	143.944	4	NaN	(-0.00098, 0.098]	0	0	0
Düş Sokağı Sakinleri-Sevdan Bir Ates	0.561	0.4730	6	2.011965	0.60200	2.280339	0.3750	123.892	4	NaN	(-0.00098, 0.098]	0	0	0
The Everly Brothers-Bye Bye Love	0.547	0.5230	9	2.216591	0.72400	2.332144	0.8900	169.598	4	NaN	(-0.00098, 0.098]	0	0	0
Otis Redding-Stand by Me	0.883	0.4640	10	2.420457	0.27900	2.006871	0.9250	111.548	4	NaN	(-0.00098, 0.098]	0	3	0
Petula Clark-Downtown	0.498	0.5520	4	2.237513	0.73100	2.595255	0.5540	118.427	4	NaN	(-0.00098, 0.098]	0	0	0
Marc Almond-Something's Gotten Hold of My Heart	0.565	0.4920	4	2.529561	0.14800	1.922788	0.3640	98.247	4	NaN	(-0.00098, 0.098]	0	2	0
Yusuf / Cat Stevens-Wild World	0.484	0.5080	0	2.230874	0.37600	2.262804	0.5540	151.867	4	NaN	(-0.00098, 0.098]	0	2	0
Bob Dylan-Mr. Tambourine Man	0.390	0.3100	5	2.677247	0.79400	3.634951	0.5840	177.515	4	NaN	(-0.00098, 0.098]	0	0	0
Dakota Lynne-Rain ~ Priscilla Ahn (cover by Dakota Lynne)	0.634	0.0197	0	2.917284	0.95500	2.459589	0.2410	93.782	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-Wallflower	0.449	0.3480	1	2.268201	0.29900	2.459589	0.1680	71.133	4	NaN	(-0.00098, 0.098]	0	2	0
Priscilla Ahn-Deep Inside My Heart	0.583	0.2460	8	2.571696	0.88900	2.360854	0.3080	116.950	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-I See You	0.452	0.2000	10	2.544747	0.84600	2.451005	0.2270	144.698	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-Find My Way Back Home	0.685	0.0925	11	2.604022	0.96400	2.360854	0.4130	113.837	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-I Am Not Alone	0.568	0.1800	7	2.460187	0.75800	2.406945	0.2280	112.033	4	NaN	(-0.00098, 0.098]	0	0	0
Priscilla Ahn-Fine On The Outside	0.495	0.1850	9	2.626406	0.69200	2.388763	0.1960	101.890	4	NaN	(-0.00098, 0.098]	0	0	0
Yavuz Bingöl-Akşam Olur Karanlığa	0.533	0.3380	6	2.212879	0.87900	1.940179	0.3350	99.978	3	NaN	(-0.00098, 0.098]	0	0	0
Musa Eroğlu-Halil İbrahim	0.728	0.3240	0	2.699144	0.82400	3.906005	0.5380	112.921	4	NaN	(-0.00098, 0.098]	0	0	0
Urge Overkill-Girl, You'll Be a Woman Soon	0.514	0.5840	5	2.568712	0.06980	3.020425	0.5580	114.142	4	NaN	(-0.00098, 0.098]	0	2	0
Simon & Garfunkel-The Boxer	0.439	0.4880	11	2.671663	0.70200	2.772589	0.6290	93.017	4	NaN	(-0.00098, 0.098]	0	0	0
Grup Abdal-Ervah-ı Ezelde	0.548	0.3690	6	1.977686	0.67600	2.379546	0.3820	79.879	4	NaN	(-0.00098, 0.098]	0	0	0
Hasret Gültekin-Eklemedir Koca Kavak	0.576	0.4180	4	2.494362	0.72000	2.070653	0.4930	90.318	4	NaN	(-0.00098, 0.098]	0	0	0
Makali-Sur Les Chemins	0.891	0.3930	5	2.357736	0.16200	2.451005	0.5610	124.024	4	NaN	(-0.00098, 0.098]	0	2	0
Mireille Mathieu-Un dernier mot d'amour	0.374	0.2560	4	2.226675	0.96300	2.433613	0.2560	123.257	3	NaN	(-0.00098, 0.098]	0	0	0
James Farrelli-It's a Sin	0.658	0.2460	11	2.575128	0.67300	2.424803	0.2670	110.057	4	NaN	(-0.00098, 0.098]	0	0	0
Anni B Sweet-Take on Me	0.708	0.2880	11	2.469793	0.86600	2.587764	0.4330	119.988	4	NaN	(-0.00098, 0.098]	0	0	0
Graziella Schazad-Take on Me	0.684	0.3660	11	2.214955	0.75000	2.332144	0.4090	119.974	4	NaN	(-0.00098, 0.098]	0	0	0
Fiona Apple-Across the Universe	0.578	0.4810	4	2.355652	0.43100	2.252344	0.5480	129.881	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	2	0
Cem Adrian-Sarı Gelin (Konser Kaydı)	0.378	0.3370	4	1.936148	0.96700	4.305416	0.0916	93.846	4	NaN	(-0.00098, 0.098]	0	0	0
Grup Yorum-Berivan	0.589	0.3530	2	2.742580	0.60200	2.856470	0.3560	127.318	4	NaN	(-0.00098, 0.098]	0	0	0
Güler Duman-Türkülerle Gömün Beni	0.519	0.4760	5	2.235376	0.58800	3.763523	0.5640	77.080	4	NaN	(-0.00098, 0.098]	0	0	0
Ahmet Aslan-Minnet Eylemem	0.453	0.2220	1	2.365466	0.95100	2.415914	0.1200	92.417	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Emre Sertkaya-Minnet Eylemem	0.256	0.3240	4	2.576041	0.91100	2.468100	0.3160	150.810	1	TürküDeyiş	(-0.00098, 0.098]	0	0	0
MFÖ-Güllerin İçinden	0.514	0.2270	2	2.668824	0.68500	1.983756	0.3870	139.155	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
ABBA-Fernando	0.354	0.5350	9	2.183351	0.62700	2.089392	0.4340	110.821	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
ABBA-One Of Us	0.652	0.3970	7	2.724252	0.47800	1.915451	0.8580	82.235	4	NaN	(-0.00098, 0.098]	0	0	0
Indila-Boite En Argent	0.445	0.3020	7	2.474014	0.70400	2.501436	0.2670	133.507	4	NaN	(-0.00098, 0.098]	0	0	0
Indila-Love Story	0.375	0.2550	10	2.507890	0.81500	2.134166	0.3310	95.978	3	NaN	(-0.00098, 0.098]	0	0	0
Indila-Dernière danse	0.669	0.4490	0	2.035751	0.18400	1.986504	0.3270	114.926	4	NaN	(-0.00098, 0.098]	0	2	0
Israel Kamakawiwo'ole-What A Wonderful World	0.536	0.2790	0	2.378249	0.87300	2.468100	0.3720	79.998	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Israel Kamakawiwo'ole-Over the Rainbow	0.671	0.1530	0	2.607788	0.91200	2.042518	0.6580	85.600	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Sezen Aksu-Kalbim Ege'de Kaldı	0.445	0.1210	6	2.930927	0.53900	2.280339	0.2910	162.926	3	Özgün soft	(-0.00098, 0.098]	0	0	0
Kargo-Yıllar Sonra	0.517	0.4400	0	2.145814	0.45200	3.157000	0.3820	132.246	4	Slowish PopRock	(-0.00098, 0.098]	0	2	0
Kayahan-Esmer Günler	0.368	0.3960	9	2.643120	0.88900	3.356897	0.3670	171.652	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
The Oak Ridge Boys-Thank God For Kids	0.508	0.4340	2	2.115291	0.70100	2.587764	0.3320	139.121	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Ashik Mahsuni Serif, Musa Eroglu-Çesmi Siyahim	0.578	0.2880	4	2.981278	0.87800	3.645450	0.5050	124.829	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Selda Bağcan-Minnet Eylemem	0.451	0.1990	8	2.411709	0.96900	2.862201	0.3070	87.866	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Makis Ablianitis-Astro krifo	0.376	0.4020	0	2.334762	0.79300	2.272126	0.4110	185.699	4	Chillout - Instrumental	(-0.00098, 0.098]	0	0	0
Mazhar Alanson-Yandım	0.630	0.3900	4	2.171451	0.58100	2.727853	0.2630	65.983	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Mecano-Hijo de la Luna	0.457	0.5130	1	2.074555	0.69700	1.708378	0.5740	179.006	3	Chillout - New Age	(-0.00098, 0.098]	0	0	0
Maria McKee-Show Me Heaven - From "Days Of Thunder"	0.500	0.4550	8	2.349755	0.13600	1.865629	0.5630	155.935	4	Slow pure	(-0.00098, 0.098]	0	3	0
Johann Pachelbel-Kanon und Gigue	0.354	0.2300	2	2.905753	0.80000	2.144761	0.5200	152.102	4	Vivid - Classic	(-0.00098, 0.098]	0	0	0
The Byrds-Mr. Tambourine Man	0.456	0.4700	2	2.258006	0.51300	3.793239	0.6390	120.336	4	NaN	(-0.00098, 0.098]	0	2	0
Nick Cave & The Bad Seeds-Where the Wild Roses Grow - 2011 - Remaster	0.336	0.4700	7	2.355272	0.37800	2.254445	0.1630	154.649	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Nilüfer-Esmer Günler	0.352	0.2460	9	2.499631	0.60800	2.038620	0.2470	85.636	3	Slow pure	(-0.00098, 0.098]	0	0	0
Shirley Bassey-If You Go Away (Ne Me Quitte Pas)	0.348	0.2240	6	2.507565	0.79800	2.839078	0.1640	173.498	4	Slow pure	(-0.00098, 0.098]	0	0	0
Frank Sinatra-If You Go Away	0.245	0.1910	7	2.614399	0.84200	2.572612	0.1640	83.532	4	Slow pure	(-0.00098, 0.098]	0	0	0
Richard Marx-Right Here Waiting	0.395	0.2520	0	2.609261	0.80000	2.312535	0.1260	177.679	4	Slow pure	(-0.00098, 0.098]	0	0	0
Scarlet-Independent Love Song	0.452	0.2980	10	2.426394	0.43200	2.188296	0.2300	79.022	4	NaN	(-0.00098, 0.098]	0	0	0
Done Again-Independent Love Song [In the Style of "Scarlet"]	0.359	0.3940	8	2.578169	0.38000	2.332144	0.2670	160.085	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Scorpions-White Dove - Studio Track	0.583	0.4960	9	2.035228	0.53100	1.827770	0.2360	136.002	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Scorpions-Send Me An Angel	0.153	0.4170	1	2.449884	0.43400	3.049273	0.1660	80.870	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Sezen Aksu-Her Şeyi Yak	0.570	0.3660	2	2.185827	0.82400	3.387774	0.4540	106.900	4	NaN	(-0.00098, 0.098]	0	0	0
Sezen Aksu-Vazgeçtim	0.480	0.2170	0	2.444085	0.78400	2.415914	0.1880	140.601	4	Slow pure	(-0.00098, 0.098]	0	0	0
Barbra Streisand-Memory	0.280	0.2770	3	2.451695	0.73600	2.484907	0.1090	108.656	5	Slow pure	(-0.00098, 0.098]	0	0	0
Teoman-O	0.449	0.5130	7	2.216700	0.31400	3.391147	0.7410	149.957	4	Slowish PopRock	(-0.00098, 0.098]	0	3	0
Teoman-Ne Ekmek Ne De Su	0.528	0.5710	10	2.528684	0.38500	1.749200	0.6720	79.985	4	Slowish PopRock	(-0.00098, 0.098]	0	3	0
Whitney Houston-I Will Always Love You	0.332	0.2140	4	2.527168	0.84500	2.127041	0.1100	67.531	4	Slow pure	(-0.00098, 0.098]	0	0	0
Çelik-Öyle Bir Geçer Zamanki	0.596	0.5210	5	2.261971	0.33800	2.220290	0.8480	130.116	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Indila-Mini World	0.563	0.5410	11	2.135113	0.29600	2.341806	0.1650	131.947	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Metric-Eclipse (All Yours)	0.451	0.3250	11	2.447378	0.76400	3.122365	0.2560	119.749	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Aaron Krause-Every Breath You Take (feat. Liza Anne)	0.325	0.2010	6	2.450574	0.75800	2.279316	0.1720	81.869	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Joan Osborne-One Of Us	0.316	0.4990	9	2.066736	0.01080	2.533697	0.4030	174.782	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Alphaville-Forever Young	0.489	0.4830	9	2.247706	0.42000	3.161247	0.3330	136.822	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Şebnem Ferah-Sigara	0.347	0.5300	2	2.070401	0.62300	1.896119	0.3250	171.281	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Queen-Bohemian Rhapsody - Remastered 2011	0.414	0.4040	0	2.295359	0.27100	3.401197	0.2240	71.105	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Eagles-Hotel California - 2013 Remaster	0.579	0.5080	2	2.249606	0.00574	1.749200	0.6090	147.125	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Shania Twain-You're Still The One	0.585	0.4940	3	2.169168	0.36300	2.181547	0.6340	133.822	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Fools Garden-Lemon Tree	0.663	0.4750	1	2.178608	0.64300	2.501436	0.6440	143.175	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Scorpions-Wind Of Change	0.452	0.5240	0	2.313327	0.31500	2.332144	0.2460	151.505	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Ezhel-Olay	0.878	0.4400	8	2.011698	0.09450	2.541602	0.1290	143.952	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	3	0
Feride Hilal Akın-Yok Yok	0.698	0.4220	0	2.066736	0.66000	2.653242	0.1420	75.803	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	0	0
Mert Şenel-Şaraplar ve Kadınlar	0.621	0.5210	8	2.254025	0.56800	2.587764	0.4660	78.450	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	0	0
Grup Yorum-Uğurlama	0.625	0.3570	7	2.873847	0.57200	3.819908	0.4150	120.611	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Grup Yorum-Sibel Yalçın Destanı	0.436	0.3390	4	2.809222	0.59300	3.575151	0.2850	116.018	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Grup Yorum-Haziranda Ölmek Zor	0.419	0.2750	10	2.703239	0.81000	1.899118	0.1690	120.671	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Nilipek.-Koşuyolu	0.625	0.0645	7	3.195935	0.89800	2.397895	0.3170	122.190	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Bryan Adams-Have You Ever Really Loved A Woman?	0.570	0.4780	7	2.320916	0.53600	2.231089	0.3580	145.517	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Bryan Adams-(Everything I Do) I Do It For You	0.533	0.3600	1	2.536312	0.08050	1.842136	0.2990	131.229	4	Slowish PopRock	(-0.00098, 0.098]	0	2	0
Zeki Müren-Sorma Ne Haldeyim	0.407	0.4730	0	2.275830	0.86900	3.328627	0.4170	85.741	5	Slow pure	(-0.00098, 0.098]	0	0	0
Duran Duran-Perfect Day	0.349	0.5440	10	2.210031	0.23900	3.912023	0.2180	144.133	3	Slowish PopRock	(-0.00098, 0.098]	0	3	0
Yedi Karanfil-Gesi Bağları - 1. Kısım	0.588	0.2680	5	2.415378	0.70900	2.954910	0.3240	119.982	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Oya-Bana Bir Masal Anlat Baba	0.560	0.3120	4	2.667159	0.79200	2.122262	0.4640	77.443	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Yeni Türkü-Maskeli Balo	0.609	0.4350	4	2.365654	0.66900	2.827314	0.7690	92.632	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Yeni Türkü-Yağmurun Elleri	0.525	0.1930	4	2.932899	0.68000	2.687847	0.4620	94.389	3	Özgün soft	(-0.00098, 0.098]	0	0	0
Yeni Türkü-Olmasa Mektubun	0.546	0.1920	11	2.869262	0.48300	2.406945	0.2640	107.118	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Yeni Türkü-Fırtına	0.655	0.4110	3	2.683143	0.27600	3.122365	0.8140	97.675	4	Özgün soft	(-0.00098, 0.098]	0	2	0
Zeki Müren-Gitme Sana Muhtacım	0.270	0.3840	11	2.705447	0.06390	2.459589	0.4100	175.590	4	Slow pure	(-0.00098, 0.098]	0	3	0
Neşet Ertaş-Allı Turnam	0.309	0.2830	5	2.243154	0.94400	2.388763	0.1810	72.795	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Ahmet Kaya-Başım Belada	0.685	0.3710	11	2.879816	0.72000	3.363842	0.8870	117.590	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Ahmet Kaya-Beni Vur	0.629	0.5330	2	2.323563	0.46900	2.341806	0.6140	92.045	4	Özgün coşku	(-0.00098, 0.098]	0	2	0
Zülfü Livaneli-Hoş Geldin Bebek	0.475	0.4970	2	2.218551	0.65900	3.453157	0.2720	142.394	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Böyledir Bizim Sevdamız	0.460	0.3640	11	2.381766	0.47700	3.039749	0.1240	78.419	3	Özgün coşku	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Güneş Topla Benim İçin	0.710	0.5290	11	2.309561	0.81000	2.094330	0.3660	124.682	4	NaN	(-0.00098, 0.098]	0	0	0
Ahmet Kaya-Yollarına Baka Baka	0.424	0.4160	9	2.669656	0.60000	3.044522	0.4470	116.519	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Cem Karaca-Islak Islak	0.652	0.5670	5	2.457707	0.11000	1.834180	0.7320	109.954	4	NaN	(-0.00098, 0.098]	0	2	0
Bülent Ortaçgil-Sensiz Olmaz	0.557	0.4050	9	2.596299	0.53800	4.563306	0.3240	127.098	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Fikret Kızılok-Yeter Ki	0.576	0.2630	7	2.836092	0.79900	2.468100	0.6170	82.460	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Bülent Ortaçgil-Çiçekler Su İster	0.602	0.3090	0	2.954962	0.42900	2.533697	0.5060	156.159	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Barış Manço-Gül Pembe	0.512	0.3190	4	2.392791	0.83500	2.388763	0.2560	75.027	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Karlı Kayın Ormanı	0.407	0.4580	0	2.227430	0.52900	2.850707	0.2800	109.708	4	Özgün soft	(-0.00098, 0.098]	0	2	0
Ahmet Kaya-Kum Gibi	0.667	0.5710	0	2.363304	0.58900	2.230014	0.5980	92.018	4	Özgün coşku	(-0.00098, 0.098]	0	2	0
Pat Boone-Speedy Gonzales	0.589	0.4470	11	2.558157	0.82100	2.301585	0.7890	146.845	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Laura Branigan-Self Control	0.814	0.6860	6	2.499138	0.21900	2.740840	0.7780	106.679	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
The Police-Every Breath You Take	0.820	0.4520	1	2.281974	0.54300	1.965713	0.7400	117.401	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Kaan Tangöze-Bekle Dedi Gitti - Çizik	0.593	0.2880	4	2.494939	0.86600	2.158715	0.4470	128.302	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
LP-Forever for Now	0.547	0.3410	4	2.309759	0.90400	2.254445	0.0647	137.052	3	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Joanna Wang-Wild World - Acoustic Version	0.670	0.3060	2	2.400800	0.80000	2.115050	0.6100	139.949	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Shania Twain-From This Moment On	0.305	0.3230	7	2.240284	0.48300	2.370244	0.1030	135.803	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
The Mamas & The Papas-California Dreamin' - Single Version	0.552	0.6080	1	2.280953	0.35200	1.673351	0.6370	112.367	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Canozan-Mutlu Olmak Zordur Derler (Akustik)	0.525	0.2720	11	2.257692	0.79200	2.406945	0.3250	95.044	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Gripin-Sor Bana Sor	0.501	0.2710	4	2.547647	0.80300	2.476538	0.2410	149.702	4	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Neşet Ertaş-Neredesin Sen	0.458	0.3240	4	2.253815	0.92900	2.182675	0.3230	151.600	4	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Cengiz Özkan-Bir Ay Doğar	0.488	0.2150	2	2.612713	0.91300	2.549445	0.4440	134.723	5	TürküDeyiş	(-0.00098, 0.098]	0	0	0
Grup Yorum-Cemo	0.440	0.4060	0	2.766948	0.39500	3.261935	0.6060	73.760	4	Özgün coşku	(-0.00098, 0.098]	0	2	0
Ömer Danış-Köyümün Yağmurları	0.475	0.3500	8	2.774025	0.52800	3.624341	0.3830	143.717	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Fikret Kızılok-Gönül	0.532	0.0561	7	3.157511	0.85000	2.406945	0.2900	148.148	3	Özgün soft	(-0.00098, 0.098]	0	0	0
Eric Clapton-Tears in Heaven - Acoustic; Live at MTV Unplugged, Bray Film Studios, Windsor, England, UK, 1/16/1992; 2013 Remaster	0.695	0.3360	9	2.564872	0.80000	4.249923	0.4220	79.109	4	Slow pure	(-0.00098, 0.098]	0	0	0
Grup Yorum-Drama Köprüsü	0.577	0.3920	0	2.013569	0.70000	2.833213	0.4690	110.126	5	Özgün coşku	(-0.00098, 0.098]	0	0	0
Ingrid St-Pierre-Les épousailles	0.577	0.3460	0	2.302085	0.84900	1.908060	0.5560	129.868	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Les sœurs Boulay-La mort des étoiles	0.456	0.1530	9	2.773900	0.88700	2.468100	0.3140	92.342	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Fikret Kızılok-Bu Kalp Seni Unutur mu	0.702	0.1050	7	3.106065	0.84800	3.421000	0.5630	109.289	4	Özgün soft	(-0.00098, 0.098]	0	0	0
Kenan Doğulu-Aşk Oyunu	0.489	0.3310	2	2.406765	0.64500	3.113515	0.5090	137.396	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Asya-Beni Aldattın	0.645	0.3990	5	2.733328	0.43300	2.939162	0.5440	80.072	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Fatih Erkoç-Ellerim Bomboş	0.683	0.4180	2	2.436066	0.36900	4.122284	0.7470	163.965	4	Slow pure	(-0.00098, 0.098]	0	2	0
Levent Yüksel-Yeter Ki Onursuz Olmasın Aşk	0.666	0.5750	5	2.505281	0.14400	2.379546	0.2770	119.285	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Levent Yüksel-Beni Bırakın	0.692	0.2860	3	2.654579	0.10500	2.061787	0.6870	176.431	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Tarkan-Kış Güneşi	0.652	0.7060	11	2.595777	0.01580	2.131797	0.8920	91.024	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Mustafa Sandal-Gidenlerden	0.649	0.4270	4	2.785382	0.47900	2.255493	0.7880	180.015	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Nazan Öncel-Gitme Kal Bu Şehirde	0.444	0.3240	11	2.900487	0.19400	1.897620	0.4710	190.971	4	Slow pure	(-0.00098, 0.098]	0	3	0
Levent Yüksel-Medcezir	0.697	0.2860	2	2.694897	0.58700	2.164472	0.4280	80.140	4	Slow pure	(-0.00098, 0.098]	0	0	0
George Benson-You Are the Love of My Life	0.413	0.4460	4	2.174524	0.35500	2.624669	0.2260	127.979	4	Slow pure	(-0.00098, 0.098]	0	2	0
Eva Cassidy-Fields Of Gold	0.461	0.0859	9	2.686214	0.97400	2.041220	0.3100	79.817	4	Slow pure	(-0.00098, 0.098]	0	0	0
Simge Pınar-Biz Hep Aynı	0.484	0.4280	2	2.305182	0.07700	2.451005	0.1720	160.079	3	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Edip Akbayram-Çeşmi Siyahım	0.636	0.3220	9	2.808559	0.85600	2.149434	0.3810	110.673	4	Özgün coşku	(-0.00098, 0.098]	0	0	0
Grup Yorum-Çav Bella	0.550	0.3040	10	2.630953	0.87000	2.299581	0.6250	68.302	4	NaN	(-0.00098, 0.098]	0	0	0
Zülfü Livaneli-Yiğidim Aslanım	0.248	0.0123	0	3.196467	0.94800	2.631889	0.0926	83.296	3	NaN	(-0.00098, 0.098]	0	0	0
Ceza-Neyim Var Ki (feat. Sagopa K)	0.904	0.4620	2	2.486322	0.13800	2.631889	0.6920	90.022	4	Vivid- RapHiphop	(-0.00098, 0.098]	0	2	0
Elvis Presley-Suspicious Minds	0.487	0.3820	7	2.387753	0.04220	3.716008	0.7140	116.557	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Elvis Presley-Can't Help Falling in Love	0.396	0.2930	2	2.643476	0.94100	2.351375	0.3430	100.307	3	Slow pure	(-0.00098, 0.098]	0	0	0
Bette Midler-To Deserve You	0.645	0.5730	5	2.242941	0.14200	2.263844	0.2460	102.979	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
The Connells-'74-'75	0.530	0.5900	11	2.215828	0.18300	1.909543	0.4300	144.202	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Zeynep Sağdaş-Yarım Kalanlara Rağmen	0.641	0.4460	5	1.936437	0.57300	2.468100	0.2450	109.978	4	Slow pure	(-0.00098, 0.098]	0	0	0
Party Tyme Karaoke-Hey Baby (Drop It To The Floor) [Made Popular By Pitbull ft. T-Pain] [Karaoke Version]	0.769	0.5800	10	2.274288	0.10000	1.474763	0.8920	128.079	4	NaN	(-0.00098, 0.098]	0	3	0
Sezen Aksu-Mia Pista Apo Fosforo / Her Şeyi Yak - Canlı	0.328	0.4540	2	2.340266	0.47700	3.918005	0.3110	135.860	5	Vivid - Soft	(-0.00098, 0.098]	0	2	0
The Monkees-Daydream Believer	0.510	0.4880	7	2.332532	0.25600	2.397895	0.6490	125.683	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Alphaville-Forever Young - 2019 Remaster	0.483	0.4710	9	2.273259	0.39700	3.499533	0.2910	137.012	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Lenka-Everything at Once	0.766	0.4660	0	2.083931	0.33200	3.634951	0.8390	145.003	4	Vivid - Soft	(-0.00098, 0.098]	0	2	0
Joy Williams-Sweet Love of Mine (Acoustic)	0.565	0.1360	11	2.499713	0.94300	2.253395	0.3490	83.013	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Kina Grannis-Beyond The Sea	0.676	0.1180	7	2.437378	0.93500	3.374169	0.5170	103.948	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Joy Williams-Ordinary World	0.520	0.1720	4	2.435541	0.97200	2.388763	0.0746	67.007	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Nilipek.-Havada Bir Hinlik Var	0.496	0.0799	4	3.016466	0.94600	2.183802	0.1460	151.573	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Blackmore's Night-Moonlight Shadow - 2017 Version	0.616	0.2550	3	2.222026	0.75200	2.415914	0.4360	121.407	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
U2-One	0.392	0.5340	0	2.173956	0.24500	2.740840	0.3250	181.305	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	2	0
Priscilla Ahn-Dream	0.512	0.2480	2	2.337856	0.75000	2.433613	0.1580	109.692	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Simon & Garfunkel-The Sound of Silence	0.534	0.2350	6	2.553655	0.88500	2.296567	0.3250	106.847	4	NaN	(-0.00098, 0.098]	0	0	0
Haris Alexiou-Mia Pista Apo Fosforo	0.526	0.5070	2	2.143824	0.65300	2.302585	0.5130	105.717	4	NaN	(-0.00098, 0.098]	0	0	0
Emel Sayın-Duydum Ki Unutmuşsun	0.260	0.3050	4	2.409734	0.90900	2.541602	0.4280	172.130	3	NaN	(-0.00098, 0.098]	0	0	0
Zeki Müren-Şimdi Uzaklardasın	0.341	0.3220	4	2.878693	0.66600	2.564949	0.1990	155.787	3	NaN	(-0.00098, 0.098]	0	0	0
Pinhani-Ne Güzel Güldün	0.264	0.4820	10	2.042648	0.46100	2.714695	0.1850	51.722	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
The Cranberries-Linger	0.439	0.4340	7	2.702569	0.07830	2.639057	0.2040	94.845	4	Vivid - Soft	(-0.00098, 0.098]	0	3	0
Kina Grannis-Can’t Help Falling in Love	0.266	0.0596	0	2.918581	0.90500	2.580217	0.1430	181.740	3	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Ed Sheeran-Candle In The Wind - 2018 Version	0.549	0.4490	4	2.349373	0.73200	2.459589	0.5060	76.028	5	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Lotte Kestner-Halo	0.576	0.1210	9	2.853189	0.95200	2.302585	0.0630	116.826	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Disturbed-The Sound of Silence	0.322	0.2800	6	2.237193	0.46800	2.322388	0.1750	85.794	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Can Kazaz-Sürsün Bahar	0.595	0.2560	6	2.593537	0.60600	3.190476	0.2820	115.827	4	NaN	(-0.00098, 0.098]	0	0	0
Sedef Sebüktekin-Sen Istersin	0.782	0.3430	2	2.782848	0.75300	2.132982	0.5010	99.970	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Pinhani-Beni Al	0.734	0.4430	7	2.386283	0.65700	3.222868	0.5520	118.021	3	Slowish PopRock	(-0.00098, 0.098]	0	0	0
Pinhani-Hele Bi Gel	0.680	0.5760	9	2.156055	0.32400	1.499623	0.6240	146.037	1	NaN	(-0.00098, 0.098]	0	3	0
Can Kazaz-Keşke Uyuyabilsem	0.553	0.4680	11	2.380657	0.50800	2.312535	0.5250	72.973	4	NaN	(-0.00098, 0.098]	0	0	0
Dolu Kadehi Ters Tut-Belki	0.636	0.4560	7	2.449279	0.39400	2.484907	0.2810	149.952	4	NaN	(-0.00098, 0.098]	0	0	0
Simge Pınar-Sangria	0.508	0.4960	4	2.237940	0.03770	3.629660	0.1810	141.973	4	NaN	(-0.00098, 0.098]	0	2	0
Gökhan Türkmen-Olmadı	0.488	0.3450	7	2.509030	0.76900	3.514526	0.3700	124.988	4	NaN	(-0.00098, 0.098]	0	0	0
Melisa Karakurt-Bir Fırtına Tuttu Bizi	0.553	0.1070	5	2.425245	0.97700	2.424803	0.1170	89.872	4	NaN	(-0.00098, 0.098]	0	0	0
Fikri Karayel-Hayal Edemezsin	0.526	0.5100	9	2.115894	0.88800	3.284664	0.3810	67.245	4	NaN	(-0.00098, 0.098]	0	0	0
Nilipek.-Son Mektup	0.643	0.2180	4	2.392243	0.88200	2.617396	0.4000	109.347	4	NaN	(-0.00098, 0.098]	0	0	0
Nilipek.-Gözleri Aşka Gülen	0.428	0.1560	9	2.940378	0.74200	2.442347	0.0398	141.261	4	NaN	(-0.00098, 0.098]	0	0	0
Burcu Güneş-Minnet Eylemem	0.537	0.3520	0	2.185489	0.80300	2.844909	0.2080	123.928	4	NaN	(-0.00098, 0.098]	0	0	0
Nil Karaibrahimgil-Bu Mudur - Akustik Versiyon	0.737	0.4230	4	1.964732	0.67400	2.223542	0.4700	109.931	4	NaN	(-0.00098, 0.098]	0	0	0
Redd-Prensesin Uykusuyum	0.402	0.3130	7	2.575585	0.45300	2.199444	0.2000	145.136	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Amason-California Dreamin'	0.772	0.4090	9	2.222026	0.76400	2.312535	0.3380	109.978	4	NaN	(-0.00098, 0.098]	0	0	0
Son Feci Bisiklet-Pazar Ve Ertesi	0.684	0.5160	2	2.087658	0.54700	2.025513	0.7460	104.975	4	NaN	(-0.00098, 0.098]	0	2	0
Allison Mareek-Sound of Silence	0.461	0.1340	10	2.706783	0.88200	3.487375	0.2180	89.682	4	Chillout - MorningCoffee	(-0.00098, 0.098]	0	0	0
Lana Del Rey-Big Eyes	0.296	0.3310	10	2.546394	0.81400	2.239645	0.0550	93.874	4	NaN	(-0.00098, 0.098]	0	0	0
Indila-Boite en argent	0.467	0.2990	7	2.470892	0.70000	2.468100	0.2560	133.879	4	Vivid - Soft	(-0.00098, 0.098]	0	0	0
Birsen Tezer-Balıkesir	0.377	0.3560	7	2.329519	0.96400	2.341806	0.4840	172.072	3	NaN	(-0.00098, 0.098]	0	0	0
Lana Del Rey-Video Games	0.236	0.2490	6	2.261242	0.81100	2.163323	0.1810	72.847	5	NaN	(-0.00098, 0.098]	0	0	0
Lana Del Rey-Lucky Ones	0.375	0.4160	0	1.966972	0.77800	3.135494	0.2710	134.923	4	NaN	(-0.00098, 0.098]	0	0	0

Checking the clusters visually¶

In [ ]:

top3inclusters=df.groupby('champions_cluster').sample(3).index
top3inclusters

Out[ ]:

Index(['Angèle-Balance ton quoi', 'Levent Yüksel-Beni Bırakın',
       'Priscilla Ahn-Dream', 'VioDance-The Last Of The Mohicans',
       'All In One-The Last Mohican', 'Lofi Fruits Music-Bad Romance',
       'José María Cano-Hijo de la Luna', 'Blackmore's Night-Greensleeves',
       'Ennio Morricone-Once Upon a Time in the West - Main Theme',
       'Pet Shop Boys-It's a Sin - 2001 Remaster', 'Hoobastank-The Reason',
       'Dr. Dre-Still D.R.E.'],
      dtype='object', name='Artist-Song')

In [ ]:

tsne=TSNE(n_components=2, random_state=42)
X_tsne = tsne.fit_transform(X_scl_weighted)

In [ ]:

_, ax = plt.subplots(figsize=(12, 12))
_ = ax.scatter(X_tsne[:,0], X_tsne[:,1], c=df["champions_cluster"].values,)

for track,i in zip(top3inclusters,df.index.unique().get_indexer(top3inclusters)):
    _ = ax.annotate(track, (X_tsne[:,0][i], X_tsne[:,1][i]))      

Explainability¶

In this section, we'll try to understand how these songs were assigned to given clusters.

This is important as we'd like to understand if the clustering criteria is similar to our business case, whether we captured something new or whether we made a mistake down the road.

In [ ]:

from sklearn.ensemble import RandomForestClassifier
clf=RandomForestClassifier(random_state=42)
clf.fit(X_scl_weighted,df["champions_cluster"].values)

Out[ ]:

RandomForestClassifier(random_state=42)

In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.

In [ ]:

import shap
explainer= shap.TreeExplainer(clf, data=X_scl_weighted, feature_perturbation='interventional')
shap_values = explainer.shap_values(X_scl_weighted,check_additivity=False)
shap.summary_plot(shap_values, X_scl_weighted, X.columns[cols_used])

 98%|===================| 2444/2488 [00:48<00:00]

Most relevant features are were the following for most clusters:

DegreeofInstrumentality
energy
loudness

energy and loudness seems to have had a smaller impact on class 1 and class 2 assignation decisions.

This is in line with our business case as reflected by both Volkan's preferences which is directly relevant to the data, the feedback from the team members and the analyses to listener behaviour online.

Obviously more features such as genre, language, country of origin and popularity of artist may have resulted in more granular clusters.

However, we employed a case-specific test here to manually check if our work made sense - what we call Volkan's Test where he listened to random songs from each playlist - and he was pleased with the result.

NEXT: Let's try to figure out why a single song appeared in that specific cluster.

In [ ]:

#Checking the 'i'th record
i=1
print(df.index[i],df.iloc[i,-1])

Camila Cabello-Bam Bam (feat. Ed Sheeran) 3

Now that we know which cluster the song is in, let's check out its SHAP values.

In [ ]:

explainer_raw = shap.TreeExplainer(clf)
shap_values = explainer_raw(X_scl_weighted)

In [ ]:

# force plot of first row for class 1
class_idx = df.iloc[i,-1]
row_idx = i
expected_value = explainer_raw.expected_value[class_idx]
shap_value = shap_values[:, :, class_idx].values[row_idx]

shap.initjs() #veya matplotlib=True
shap.force_plot(
    base_value=expected_value,
    shap_values=shap_value,
    features=X_scl_weighted[row_idx, :],
    feature_names=X.columns[cols_used],
    link="logit",    
)

Out[ ]:

Visualization omitted, Javascript library not loaded!
Have you run `initjs()` in this notebook? If this notebook was from another user you must also trust this notebook (File -> Trust notebook). If you are viewing this notebook on github the Javascript has been stripped for security. If you are using JupyterLab this error is because a JupyterLab extension has not yet been written.

We predict 0.73 for this song, whereas the base_value is 0.5385. Feature values causing increased predictions are in pink, and their visual size shows the magnitude of the feature's effect. Feature values decreasing the prediction are in blue(wehre we don't have any). The biggest impact comes from Loudness with a value 0.56.

Predicting the cluster/class of new tracks¶

Now that we have our clusters, we'll move on to the value-creating section of our work.

When a user likes a new song, we want the new song to be automatically added to it's relevant cluster.

In order to achieve this goal, we'll retrieve data for a new song from the Spotify API and preprocess it. Then, we'll cluster it with the existing song data.

Let's begin by going through each step of preparation first.

In [ ]:

#NEIMY's Jubel song, which is a joyful and kind of energic track
newtrack_attributes=sp.audio_features(["4GSDkZt7GcmzBWmsMcpaVO"])[0]
newtrack_attributes

Out[ ]:

{'danceability': 0.659,
 'energy': 0.615,
 'key': 11,
 'loudness': -5.865,
 'mode': 0,
 'speechiness': 0.0644,
 'acousticness': 0.27,
 'instrumentalness': 0,
 'liveness': 0.187,
 'valence': 0.193,
 'tempo': 119.843,
 'type': 'audio_features',
 'id': '4GSDkZt7GcmzBWmsMcpaVO',
 'uri': 'spotify:track:4GSDkZt7GcmzBWmsMcpaVO',
 'track_href': 'https://api.spotify.com/v1/tracks/4GSDkZt7GcmzBWmsMcpaVO',
 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/4GSDkZt7GcmzBWmsMcpaVO',
 'duration_ms': 164010,
 'time_signature': 4}

In [ ]:

filtered_attr=[(k,v) for k,v in newtrack_attributes.items() if k in list(X.columns)+["instrumentalness"]]
filtered_attr

Out[ ]:

[('danceability', 0.659),
 ('energy', 0.615),
 ('key', 11),
 ('loudness', -5.865),
 ('acousticness', 0.27),
 ('instrumentalness', 0),
 ('liveness', 0.187),
 ('valence', 0.193),
 ('tempo', 119.843),
 ('time_signature', 4)]

In [ ]:

def instDegree(v):
    if v>0.7:
        return 2
    elif v>0.01:
        return 1
    else:
        return 0
    

final_attr=[x[1] for x in filtered_attr if x[0]!='instrumentalness']
final_attr

Out[ ]:

[0.659, 0.615, 11, -5.865, 0.27, 0.187, 0.193, 119.843, 4]

In [ ]:

#let's add the degreeofinstrumentalness to the end
final_attr.extend([instDegree(filtered_attr[5][1])])
final_attr

Out[ ]:

[0.659, 0.615, 11, -5.865, 0.27, 0.187, 0.193, 119.843, 4, 0]

In [ ]:

#scaling
scaleddata=ms.transform(np.array(final_attr).reshape(1,-1))
scaleddata

X does not have valid feature names, but MinMaxScaler was fitted with feature names

Out[ ]:

array([[ 0.70840276,  0.61771233,  1.        , -2.26119575,  0.27107446,
        -0.30001214,  0.17087859,  0.49201058,  0.75      ,  0.        ]])

In [ ]:

#adding the weights
scaleddata_weighted=scaleddata*wm
scaleddata_weighted

Out[ ]:

array([[ 0.70840276,  0.61771233,  1.        , -3.39179363,  0.27107446,
        -0.30001214,  0.17087859,  0.49201058,  0.75      ,  0.        ]])

In [ ]:

#for the sake of simplicity - predicting with only champion model
clu.predict(scaleddata_weighted[:,cols_used])

Out[ ]:

array([3])

This track is indeed in cluster 3. So we seem to have made a good prediction.

We don't want to go through each step one by one for each new song, so we've created the following function:

In [ ]:

def make_prediction(track_id):
    newtrack_attributes=sp.audio_features([track_id])[0]
    filtered_attr=[(k,v) for k,v in newtrack_attributes.items() if k in list(X.columns)+["instrumentalness"]]
    final_attr=[x[1] for x in filtered_attr if x[0]!='instrumentalness']
    final_attr.extend([instDegree(filtered_attr[5][1])])
    scaleddata=ms.transform(np.array(final_attr).reshape(1,-1))
    scaleddata_weighted=scaleddata*wm
    return clu.predict(scaleddata_weighted[:,cols_used])

make_prediction("4GSDkZt7GcmzBWmsMcpaVO")

X does not have valid feature names, but MinMaxScaler was fitted with feature names

Out[ ]:

array([3])

Creating the final Playlists¶

In order to be able to evaluate better, Volkan will give time himself by experiencing the playlists.

To do this, he will create 2 separate playlists for both voted_labels and champion's_labels.

In [ ]:

playlistdf=df.join(songs,lsuffix="left",rsuffix="right")[["id","voted_cluster","champions_cluster"]]
playlistdf.head()

Out[ ]:

	id	voted_cluster	champions_cluster
Artist-Song
2CELLOS-Despacito	6OIFsi2ov9nSjRrnJWVZIM	1	1
2CELLOS-Game of Thrones Medley	4jeh9ZloYVCqvQw17Dg1Mh	1	1
2CELLOS-Imagine	4OfGCb2LOxde2xNiVOdq8H	1	1
2CELLOS-May it Be	6KOBMsYaTl9ehUTF3NcX3c	1	1
2CELLOS-Moon River	1y2VTYeE7Glc4UQF9kvuzj	1	1

For voted_labels¶

In [ ]:

#Warning: This will throw an error when the full notebook is run for the first time.
#The remainder of the notebook should be run again manually.
#This is here to prevent duplicate lists when cells are run multiple times. 
assert False

---------------------------------------------------------------------------
AssertionError                            Traceback (most recent call last)
~\AppData\Local\Temp/ipykernel_21812/2103537015.py in <module>
----> 1 assert False

AssertionError:

In [ ]:

#If playlists are created for the first time OR we want them to be overwritten,
#rerun should be True, otherwise False
rerun=False

In [ ]:

if rerun:
    v1=spm.user_playlist_create(usr,"Voted_1_Energic",public=False)
    v2=spm.user_playlist_create(usr,"Voted_2_Slow",public=False)
    v3=spm.user_playlist_create(usr,"Voted_3_Medium",public=False)
    v0=spm.user_playlist_create(usr,"Voted_0_Instrumental",public=False)

In [ ]:

v1["id"]

Spotify permits max 100 tracks to be added at once. So we set our code this way.

In [ ]:

if rerun:
    for i in range(4):
        alltracks = playlistdf[playlistdf.voted_cluster==i]["id"].values
        start=0
        for n in range(1+len(alltracks)//100):
            tracks=alltracks[start:(n+1)*100]     
            str_tracks=["spotify:track:" + track for track in tracks]
            playlist=globals()["v"+str(i)]
            spm.user_playlist_add_tracks(usr,'spotify:playlist:'+playlist["id"],str_tracks)
            start+=100

For champions_labels¶

In [ ]:

if rerun:
    c1=spm.user_playlist_create(usr,"Champion_1_Slow",public=False)
    c2=spm.user_playlist_create(usr,"Champion_2_Instrumental",public=False)
    c3=spm.user_playlist_create(usr,"Champion_3_Energic",public=False)
    c0=spm.user_playlist_create(usr,"Champion_0_Mixed",public=False)

In [ ]:

if rerun:
    for i in range(4):
        alltracks = playlistdf[playlistdf.champions_cluster==i]["id"].values
        start=0
        for n in range(1+len(alltracks)//100):
            tracks=alltracks[start:(n+1)*100]     
            str_tracks=["spotify:track:" + track for track in tracks]
            playlist=globals()["c"+str(i)]
            spm.user_playlist_add_tracks(usr,'spotify:playlist:'+playlist["id"],str_tracks)
            start+=100

Final words¶

Evaluation of our work

The idea that created this project came to be when one day Volkan got frustrated about both liking a song and not being able to find it later.

Volkan thought "what if we could auto-group these songs into playlists" - as the most valuable feature of Spotify is to be able to freely create playlists that are also easily accessible.

In this project, we attempted to use the data available in Spotify's public APIs to cluster Volkan's liked songs into meaningful playlists.

We employed a number statistical tests and measures, but the most critical one was Volkan's Test of Enjoyability.

At first we were dismayed by the scores we obtained; the low number of clusters we could create and the rather unique list of songs that appeared in each cluster was a negative sign.

Our expectation was to have around 8-12 clusters which would be in line with Volkan's custom playlists.

But, when we ran Volkan's Test of Enjoyability where Volkan actually listened to the playlist, the resulting sentiment was much better than expected!

Although there are improvement points, we actually built a feature that did not exist and it did serve its purpose - liked songs were clustered with similar songs into playlists.

Improvement Points

We immediately discovered some improvement points as we worked through our exploratory data analysis:

Data Quality: We were sad to discover that values did not exactly match the description of the features. Our work with instrumentalness helped with this issue but handling all cases may prove impossible.
Missing Features: We believe that some features may be missing. Obviously, as humans, we can easily separate different types of songs and we would expect data to reflect that.\

However, we don't know what other information would be pertinent as we are not domain experts. It is obvious because some tracks that cannot be normally considered similar are in the same cluster.

If Spotify's music experts add these features in the future, a better clustering could be done.

(NOTE: origin/country info is actually available but Volkan doesn't want to include this feature, as he likes to listen the songs regardless of their origin, but rather by their acoustic features.)

Small Dataset: For our work, we only used Volkan's liked songs. If we could use a larger dataset, potentially from a user with a larger liked song base, we might have gotten better results overall.

Future Work

A large advantage of using Spotify is how playlists work - it is very easy to create and share them and add new songs to them via its recommender.

Our work can be implemented in several ways to boost this capability:

Recommendation: Users can be recommended to add a liked song to a predefined playlist with a basic prompt, effectively reducing the time for the user to do it manually.
Dynamic Playlists: When a user likes a song, it can be automatically added to a dynamic playlist generated for each cluster. These would work much similar to Daily Mixes already used by Spotify.

This idea was created by Volkan Yurtseven to tackle a pain point and we attempted to address it with this project.

We hope to keep working on this notebook and the idea to the point that it becomes a viable feature.

We would very much appreciate any feedback and guidance you may provide.