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Ohad777
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spotify-hit-prediction-analysis

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track_id
string
artist_name
string
track_name
string
album_name
string
album_release_date
string
duration_ms
int64
explicit
int64
track_number
int64
disc_number
int64
track_popularity
int64
album_popularity
int64
track_vs_album_popularity
float64
artist_popularity
int64
artist_followers
int64
album_vs_artist_popularity
float64
tempo
float64
key
int64
mode
int64
danceability
float64
energy
float64
loudness
float64
speechiness
float64
acousticness
float64
instrumentalness
float64
liveness
float64
valence
float64
energy_danceability_score
float64
is_popular
int64
3wYm1dvnLHaO8CB9PR20IW
Tobias Lelle
Teil 21 - Folge 5: TΓΆdliche Rituale
Sonderermittler der Krone, Folge 5: TΓΆdliche Rituale
2023-10-20
210,777
0
21
1
15
24
1.029412
46
87
1.179331
101.731
9
0
0.619
0.423
-13.796
0.931
0.552
0
0.201
0.288
0.261837
0
3wcMP1VNtJk3yuFYUkppzH
The Dolly Rocker Movement
For Those Smiling Eyes
A Purple Journey Into the Mod Machine
2009-07-01
232,600
1
11
1
16
26
1.084746
37
30,311
1.058989
125.315
7
1
0.579
0.656
-10.32
0.0337
0.565
0.397
0.138
0.235
0.379824
0
3wbkJ2OIngOUfgWw6mjQth
Pet Tracks
Companion Soundscapes Play
Companion Rhythms: Pets Music for Calm
2025-04-03
183,272
0
1
1
3
3
2
1
48
1
109.978
5
0
0.761
0.427
-17.592
0.0488
0.00733
0.421
0.0917
0.143
0.324947
0
3wabQ4rSGTH8CsKBXHvhoC
Reggae Beats Instrumentals
Golden Shore
Reggae Chillout Vibes
2025-09-03
240,000
0
3
1
7
8
1.627907
27
384
1.348837
138.25
11
0
0.657
0.405
-11.333
0.0873
0.00209
0.956
0.093
0.709
0.266085
0
3waZf3e4bnDoMZoBLY3TEQ
xavy
Don't Act Surprised
No Limit
2025-07-23
126,670
1
7
1
1
1
0.857143
2
22
1
143.888
2
1
0.667
0.555
-11.17
0.0611
0.000558
0.000117
0.0994
0.236
0.370185
0
2xYb4L60LRJt7OGGeZ84Bk
Iqbal12
Indonesian Type Beat Jawa - Remix
Indonesian Type Beat Jawa (Remix)
2022-11-07
189,144
0
1
1
4
1
1
31
3,034
0.121212
150.082
10
1
0.69
0.66
-9.713
0.0311
0.332
0.942
0.161
0.449
0.4554
0
3wYl8io5ABfLMTPOxQ90nw
Satellite High
Intro
The Muscular Sorrow of Sadbrain Beardman
2014-01-10
124,798
1
1
1
1
18
0.16
14
3,145
1.509677
100.091
11
0
0.684
0.774
-6.018
0.291
0.105
0
0.491
0.475
0.529416
0
3wbyXsagEqs3OkjlsO1QxO
Fear Of Apathy
abitudine
abitudine
2023-10-27
185,949
0
1
1
15
4
1
9
1,244
1.142857
125.012
2
0
0.597
0.957
-3.722
0.0832
0.00663
0
0.585
0.55
0.571329
0
3wZK5FQnhd2j9y9YANg3A8
Lofi Game Covers
Gentle Beats Enhance Massage Experience
Soft Hip Hop Rhythms for Massage
2025-01-10
185,174
0
1
1
1
3
0.8
4
82
1
139.983
6
0
0.747
0.572
-11.054
0.0633
0.00099
0.758
0.193
0.439
0.427284
0
3wYnNUOpaEj8KsYRjFfWqJ
Sabine Weiß
Kapitel 196 - GefΓ€hrlicher Sog - Liv Lammers, Teil 8
GefΓ€hrlicher Sog [Liv Lammers, Teil 8 (UngekΓΌrzt)]
2024-03-28
186,554
0
196
1
4
26
1.015276
39
1,111
1.071219
125.746
10
1
0.715
0.314
-15.026
0.954
0.531
0
0.467
0.516
0.22451
0
3wb5AzT8FefuFa1WiTt8Nn
Briola Sales
Uma Saudade
2021, Vol. 2 (Ao Vivo)
2021-05-04
219,846
0
4
1
5
12
0.882353
19
2,953
1
95.781
7
0
0.709
0.74
-3.018
0.0559
0.612
0
0.341
0.749
0.52466
0
2xZFgQHtcvca9lyidrkH8I
Rain Sounds
Jungle
Sleep Therapy
2016-01-16
130,167
0
39
1
4
19
1.243816
83
64,287
1
173.462
10
0
0.312
0.992
-24.417
0.0378
0.257
0.926
0.922
0.00966
0.309504
0
3wcCC56KDJnBIHMFwiFuw9
Mc Rodrigo do CN
Meu Carro Bicho
Meu Carro Bicho
2024-11-20
151,384
1
1
1
45
32
1
76
189,488
1.99181
129.955
4
1
0.718
0.692
0.903
0.141
0.584
0
0.0749
0.965
0.496856
0
3wcIwM8Ffb32fZLDOT63Qo
The Sadies
Constant Waiting - Alternate Version
We Are Only Riders
2010-01-15
200,773
0
7
1
6
18
0.719243
35
27,705
1
201.208
11
0
0.171
0.66
-7.783
0.0322
0.124
0.745
0.186
0.449
0.11286
0
3wc6AHM83y8G33VuES258g
Foraji2
ESB
ESB
2025-09-19
165,624
1
1
1
9
3
1
2
2
1
102.483
1
1
0.603
0.777
-5.634
0.0341
0.0473
0.000804
0.191
0.507
0.468531
0
3wcPuOW2SK7jH85EDMTCNh
Psyyko
KlΓΆver
Piratekonomi
2024-07-14
211,296
1
4
1
1
2
0.571429
1
99
1
109.724
10
0
0.438
0.787
-9.665
0.0596
0.0939
0.499
0.191
0.282
0.344706
0
3wb08XIcLcewhGNH9bGyBD
Sivey
Affogato
Abyssal
2017-09-29
215,568
0
13
1
8
15
0.92517
13
3,201
1
119.912
1
1
0.655
0.313
-14.104
0.0384
0.45
0.845
0.104
0.0899
0.205015
0
3wYyLnoaV5Ljj0roZJQSvu
Anya Omah
Kapitel 90 - Suits and Truths
Suits and Truths (UngekΓΌrzt)
2024-03-08
183,043
0
90
1
2
20
1.187359
31
2,269
1
75.832
4
0
0.595
0.458
-17.422
0.948
0.349
0
0.521
0.35
0.27251
0
2xYUWL6kiFDDHJpX4WNoOB
Luciano Maiorana
Barro, Yuyo, Barrio
Las Preguntas Que Hice Siempre
2014-07-11
277,871
0
10
1
6
12
0.987342
0
4
1
153.92
7
0
0.482
0.686
-6.532
0.0565
0.0599
0.000003
0.0406
0.369
0.330652
0
3wafSDBPaaH7o5Zi7uED9a
Phillip Boa And The Voodooclub
Laugh, Planet! - Remastered 2006
Copperfield
2006-01-01
278,533
0
1
1
1
3
0.857143
39
17,483
0.249034
135.81
5
1
0.417
0.961
-6.423
0.113
0.000235
0.246
0.412
0.408
0.400737
0
3wavwStEVXLSygDNcdPsOp
Benjamin Richter
Happy Nothingness
Traumatica Festival Of Fear Soundtrack, Vol. VIII (Music by Benjamin Richter)
2025-10-02
238,538
0
7
1
8
15
0.963855
17
3,870
1
120.003
7
1
0.493
0.915
-6.606
0.0595
0.000112
0.000831
0.135
0.323
0.451095
0
3waEJPvfJrMtZK0aVOCXMH
Jack Lancaster
Capture Of Wolf - 2021 Remaster
Peter And The Wolf (2021 Remastered Edition)
1975-12-31
86,960
0
17
1
1
4
0.904762
7
410
0.920354
133.297
6
0
0.273
0.412
-9.619
0.0395
0.418
0.000495
0.273
0.235
0.112476
0
3wZESuwDfIi9HUxBAc1i2G
Jorge Ilegal y los MagnΓ­ficos
Lavadora Blues - En Directo
Nos Vimos en el PsiquiΓ‘trico (En Directo)
2015-07-14
171,266
0
25
1
4
23
0.467662
21
3,415
1.059211
133.098
9
1
0.512
0.82
-5.801
0.17
0.217
0.000015
0.981
0.886
0.41984
0
2xYxG1Obz21lR7CybGvVKR
Frank Miami
Bless Mode
Transition
2024-03-07
152,373
0
4
1
21
36
0.885486
49
1,941
1
97.849
0
0
0.681
0.674
-6.315
0.231
0.444
0
0.086
0.46
0.458994
0
3wcOpFAmNxKc7uUXAf5xfu
Grupo Majestad
Bienvenidos al Hogar
Aniversario 20
2018-06-14
321,631
0
3
1
4
7
1.428571
7
525
1.559783
126.398
5
1
0.422
0.46
-5.243
0.0275
0.737
0
0.192
0.341
0.19412
0
3wbhIYpKbc8QWhGQ97xqWB
Renuka Panwar
Mai Angreji Padhi likhi
Main Angreji Padhi Likhi
2024-04-14
177,053
0
1
1
9
2
1
60
325,726
0.200168
126.012
6
0
0.786
0.575
-9.853
0.0395
0.0121
0.000002
0.314
0.839
0.45195
0
3waPIw6pDxrG01nrsINfO8
TrapSoul21
Steeze
Different Timing... but Picture Me This Way!
2024-07-01
150,257
1
2
1
1
1
1
11
215
1
154.923
6
1
0.783
0.704
-5.145
0.119
0.0718
0.000069
0.0887
0.556
0.551232
0
2xYPW4uhHRi4sq9Ta06dct
Gilvan de Oliveira
AparΓͺncias
Belchior AcΓΊstico
2005-01-01
153,333
0
2
1
53
50
1.469307
45
5,293
1
124.756
2
1
0.645
0.399
-6.628
0.0373
0.915
0.000005
0.0942
0.336
0.257355
1
3wbBdlBrQ0lNJZlFgFuOQL
Bbveneno
XXL
HOOD CLASSICS II
2025-09-26
217,417
1
2
1
6
11
0.794118
20
996
1
120.047
4
0
0.791
0.5
-10.235
0.0651
0.153
0.000036
0.362
0.721
0.3955
0
3wadSbjXWNp6g3DEyB6DHW
Big Rush
GRIM REAPER
GLUVTRON: EXPLOSIVO EXCLUSIVO
2023-08-12
119,015
0
5
1
12
17
0.94929
54
90,929
0.79908
149.043
7
1
0.679
0.69
-8.635
0.224
0.00249
0
0.114
0.576
0.46851
0
3wafSaeVEheFAnppDiGUAr
Nucleo Aka Tintasucia
Coral
Coral
2021-04-16
192,000
0
1
1
22
11
1
30
32,163
1.111498
89.886
9
0
0.444
0.419
-10.182
0.0319
0.178
0
0.176
0.191
0.186036
0
3wZSbm2KIIUcVTaauxrtaF
SambhΓΉ and Friends
My Compass
Music For Your Soul
2020-08-01
110,392
0
5
1
1
1
1
0
4
1
89.99
1
1
0.58
0.126
-13.108
0.0283
0.81
0.000072
0.0895
0.226
0.07308
0
3wYmjPJBKuccan2lcAbdei
Katharina Herzog
Kapitel 37 - Wo die Sterne tanzen
Wo die Sterne tanzen (UngekΓΌrzte Lesung)
2020-05-19
187,084
0
37
1
4
21
1.281192
37
1,687
0.91113
121.69
4
1
0.715
0.127
-22.171
0.954
0.534
0
0.149
0.374
0.090805
0
3wbElXYNQeASG99VTdBfas
Cassandra Fox
Touch Me - Mike Koglin 2.0 Remix
A State Of Trance Year Mix 2014
2015-01-02
263,437
0
4
1
1
8
0.729323
26
738
1
128.01
11
0
0.547
0.955
-5.046
0.0496
0.00045
0.663
0.188
0.123
0.522385
0
2xYjsorTRwT5bxZQAWqf3o
Nico Posse
Intro: Mi Buenos Aires Querido - En Vivo
Cuando Frank conociΓ³ a Carlitos: Un Encuentro Imaginario (En Vivo)
2024-10-25
86,570
0
1
1
5
13
0.811456
8
70
1
61.137
7
0
0.31
0.363
-8.426
0.0292
0.775
0.275
0.378
0.275
0.11253
0
3wYdn3bOBUQKwA5GH4lBvL
Rob Christian
Laneway Antics
Oddly Familiar Volume 3
2025-07-01
161,690
0
7
1
3
7
0.75
20
1,375
1
97.936
7
1
0.797
0.564
-7.53
0.0956
0.722
0.89
0.118
0.723
0.449508
0
2xYb0raFpaBR0iopOStNN4
Om tabitha group
Cek Sound Bass Mid High Renyah - Remix
Cek Sound Bass Mid High Renyah (Remix)
2022-06-24
465,560
0
1
1
15
6
1
21
1,068
0.930233
130.042
7
1
0.748
0.385
-15.243
0.045
0.69
0.902
0.089
0.825
0.28798
0
2xYQmGm2ysNdwuNtmrzFIb
BeowΓΌlf
Me Gusta (feat. Emy Perez)
Treino em Casa
2020-04-10
183,517
0
1
1
1
3
1
40
43,501
0.193861
123.086
7
1
0.762
0.697
-5.465
0.0496
0.0362
0.00412
0.505
0.261
0.531114
0
3wZjIITl7n0NO7ghWgSPfz
Pawel Perepelica
Hanged Man's Lot
Warhammer 40,000: Rogue Trader (Original Soundtrack)
2024-02-01
243,066
0
32
1
27
41
1.279789
33
530
1
126.001
0
1
0.525
0.744
-11.891
0.0362
0.000727
0.958
0.329
0.227
0.3906
0
3wbdqgKlmVVKvwRBGaGK4C
Bird FlΓΌ
Speakerphone
birdflΓΌ
2025-08-05
186,014
0
2
1
1
1
1
0
13
1
163.627
11
0
0.361
0.548
-10.038
0.0545
0.019
0.24
0.122
0.149
0.197828
0
3wZ9zwP0MqdtJvfXeyuBvp
Hans-JΓΌrgen Dittberner
Teil 14 - Die Herausforderung, Folge 2: Konferenz im Weltall
Die Herausforderung, Folge 2: Konferenz im Weltall
2018-04-27
184,282
0
14
1
5
12
1
45
16
1.077263
170.535
9
1
0.458
0.762
-10.288
0.868
0.565
0
0.14
0.84
0.348996
0
3wcI13bXSkCcccHRhfGcxI
Anna Rush
Kapitel 49 - Rush for Love
Rush for Love (GekΓΌsst vom Runningback)
2024-07-21
185,600
0
49
1
2
16
1.009434
38
834
0.939715
91.684
6
1
0.667
0.175
-17.752
0.959
0.424
0
0.16
0.25
0.116725
0
3wbzXLOn6lBJVex5ulroX3
Brian Hodgson
Machine Interior
Doctor Who: The Krotons (Original Television Soundtrack)
1970-01-01
77,146
0
13
1
1
15
0.3125
12
1,340
1.081081
71.332
7
1
0.328
0.707
-21.893
0.0352
0.978
0.994
0.24
0.137
0.231896
0
3wa8gGrHcRgzFHkFQ5VyCS
Nana Mouskouri
Joguete de Amor
Cançáes Para o Brasil
1997-04-03
207,040
0
4
1
1
5
0.357143
54
291,511
0.307435
111.377
7
1
0.53
0.0516
-18.731
0.0428
0.968
0.00037
0.0893
0.183
0.027348
0
3wYfDnAIAKsadbAcK8cbVO
Wake Em Up
All I Want
The Pain Tape
2014-08-22
89,051
1
3
1
1
1
1
2
30
0.692308
84.493
5
0
0.644
0.536
-12.717
0.719
0.73
0
0.261
0.723
0.345184
0
2xZDKbcUKmBHRgFtbQcPy8
MarΓ­a Palomo
Lere Lere
El PregΓ³n
2024-05-17
152,974
1
2
1
1
2
0.818182
0
24
1
89.756
8
0
0.717
0.617
-5.071
0.311
0.523
0
0.373
0.855
0.442389
0
3waeGBUpQeP8q8pr0os4pY
Aka Poli
Amanecher
My Music Garden
2020-10-21
231,480
0
4
1
3
7
0.978261
7
276
1.064327
121.061
5
0
0.671
0.608
-8.789
0.0288
0.209
0.365
0.116
0.17
0.407968
0
2xYlYEbndOndTjoZpLOTBb
Christiane Blumhoff
Kapitel 71.2 & Kapitel 72.1 - Tod im DΓΌnengras (Mamma Carlotta 3)
Tod im DΓΌnengras (Mamma Carlotta 3) [Ein Sylt-Krimi]
2008-01-01
186,094
0
80
1
8
30
0.951747
41
328
1.00042
92.319
9
1
0.689
0.283
-19.607
0.963
0.569
0
0.513
0.655
0.194987
0
3wbsRCNnfr1yYXdeV8W27W
DJ PEREIRA NO BEAT
Remexo Muito
Remexo Muito
2025-01-27
124,560
0
1
1
8
2
1
18
206
1
130.012
0
1
0.909
0.467
-3.066
0.188
0.51
0.000002
0.279
0.643
0.424503
0
3wcNplVpjwaTU71lcH8ZnD
choko
P.P.P.S.G. (feat. Choko)
PPPSG E.P
2025-04-27
194,571
0
1
1
9
6
1.702703
21
3,318
1
140.059
7
1
0.685
0.907
-1.878
0.0633
0.257
0.0195
0.0194
0.952
0.621295
0
3wcIWTBQ35tRni7tqAMEqu
Franz Schubert
"Prayer" from Octet in F Major, D. 803: Adagio
Schubert: An Die Musik
2017-06-01
188,093
0
6
1
2
6
0.647059
64
1,166,930
0.808173
79.298
9
1
0.169
0.041
-22.513
0.0386
0.986
0.929
0.1
0.0439
0.006929
0
3wZIDR9Ho0KnCFHbsqBVEo
Claude Debussy
2 Arabesques: No. 1 in E Major
Serene Journeys Through Classical Music
1998-01-01
270,000
0
1
2
2
11
1.04388
69
1,607,806
0.684982
70.731
9
1
0.29
0.0242
-30.873
0.0366
0.991
0.897
0.0869
0.0846
0.007018
0
3waC85PYur3RwnDVUWHZMH
Koktel Band
Koktel
Koktel
2025-10-15
176,024
0
1
1
13
4
1
16
1,096
1
166.099
2
1
0.624
0.838
-3.941
0.125
0.0401
0
0.115
0.724
0.522912
0
3walEuev7QJ4gIErL8iAUx
John Rush
The Wallflower
Beneath the Apple Tree
2019-04-29
166,500
0
1
1
3
4
1.304348
3
735
1.209302
115.529
9
1
0.697
0.402
-5.931
0.0316
0.799
0
0.202
0.445
0.280194
0
3wavZASBz1KzHRHNyN7IQg
Leyla Trebbien
Teil 20 - Folge 15: Ghulplage
Die Abenteuer der Letzten Helden, Folge 15: Ghulplage
2023-12-01
242,106
0
20
1
7
15
1.035211
38
22
0.981811
83.782
10
1
0.462
0.71
-11.762
0.905
0.53
0
0.742
0.104
0.32802
0
3wYXgQvN7cBWzcSteyNPll
Roy Goodman
Symphony No. 9 in C Major, D. 944 "The Great": II. Andante con Moto
Schubert: Complete Symphonies
2025-02-19
894,000
0
28
1
2
11
0.759494
30
539
1.393207
112.446
9
0
0.219
0.0103
-26.54
0.0335
0.942
0.731
0.0775
0.0694
0.002256
0
3wbBpQHXZj4jB4FsiLhlDO
NoΓ«mi Waysfeld
Winterreise, D. 911: III. Der Lindenbaum
Eine winterreise
2020-02-28
244,124
0
3
1
2
6
0.787879
10
993
1.018868
76.22
8
1
0.268
0.0866
-21.14
0.047
0.991
0.0858
0.0906
0.156
0.023209
0
3wZ7FlswSfoLg5kULbWspR
Takats Tamas Dirty Blues Band
Crossroads
Γ‰lΕ‘ Blues
1996-11-01
235,573
0
6
1
3
5
1.56
22
5,192
0.47043
131.717
2
1
0.636
0.843
-5.395
0.036
0.000997
0.000637
0.0502
0.914
0.536148
0
3wcELvyhYO8ORqRZMLHAoh
Tasmanian Symphony Orchestra
Wild Mountain Thyme
As Night Falls
2011-11-04
244,253
0
10
1
26
16
4.037267
47
3,250
1.509677
107.967
11
1
0.269
0.287
-8.415
0.0313
0.893
0
0.319
0.276
0.077203
0
3wbuNFH4el5Qeq0IIJZ4pC
Huong Thanh
Two Sisters
Dragonfly
2001-08-27
304,373
0
5
1
3
9
0.535714
13
1,858
1.765385
152.024
4
0
0.486
0.522
-8.765
0.073
0.278
0.00128
0.115
0.271
0.253692
0
2xYvkl3ZB9lrAznoqIlDbL
Ali Ghamsari
Iranian Tar-150(Isfahan)
Iranian Tar-150(Isfahan)
2025-02-08
179,562
0
1
1
11
4
1
23
13,420
0.707775
164.338
0
1
0.324
0.758
-4.985
0.0395
0.935
0.905
0.181
0.94
0.245592
0
3wcEi0CXlK9tEMMOVXYJ4q
Kapela Popieronie
Po Modrym Dunaju
Wierni Korzeniom
2013-12-15
210,047
0
5
1
16
8
3.555556
5
216
1
176.271
0
1
0.23
0.115
-14.615
0.0325
0.518
0.00373
0.138
0.493
0.02645
0
3waDD2RWkWoPTOkJQeGXNQ
Jo Dee Messina
Just Drive
Unmistakable Drive
2010-11-09
192,853
0
1
1
18
19
1.220339
58
821,941
2.037296
164.041
6
1
0.46
0.728
-4.917
0.034
0.0309
0.000041
0.096
0.295
0.33488
0
2xZC4PXNtX6tnPH9iYZLNW
Paffendorf
Call Me Now - Club Mix
Ruf Mich An (Call Me Now)
1998-07-01
333,026
0
5
1
5
11
0.490196
41
37,829
0.920626
133.981
7
1
0.789
0.889
-7.787
0.0775
0.00449
0.807
0.0855
0.187
0.701421
0
3waTDTKBrCrxeUUKHmjBD1
Wu Judy Chin-tai
η―‰ε·’
ζœ€θΏ‘ηš„ε€©ε ‚
2002-07-25
31,066
0
14
1
4
15
0.673267
27
4,220
1.288525
122.634
0
1
0.294
0.0303
-30.554
0.0693
0.947
0.000107
0.0935
0.0388
0.008908
0
3wZypdv5l3Exfqxm1ZnO3k
Leo JimΓ©nez
MesΓ­as
MesΓ­as
2019-03-22
268,236
0
8
1
21
21
1.374718
41
90,482
1.113636
139.454
7
1
0.513
0.972
-4.904
0.0983
0.000042
0.002
0.125
0.0811
0.498636
0
2xYqKghiHNfvfHOOZ58PAG
Royal Choral Society
Samuel Coleridge-Taylor: Hiawatha’s Wedding Feast: Onaway! Awake, beloved
Hiawatha's Wedding Feast
2013-02-18
339,706
0
6
1
4
8
1.238095
35
1,853
1.259259
168.405
6
1
0.199
0.149
-18.019
0.0443
0.986
0.0114
0.117
0.0851
0.029651
0
3waEGH6x4k2bE5j2PHTUsm
Amiso thwango
Alamoni Ngima ][Oscar Magige]
The Untold Truth
2024-06-05
804,205
0
3
1
2
9
0.541667
8
3,143
1.434783
107.871
4
1
0.523
0.968
-3.3
0.211
0.144
0
0.0936
0.673
0.506264
0
3wYhmIvnId7UGPxH9cB1qt
Songs To Your Eyes
Chalk Outline
Tension Trap
2025-03-24
139,182
0
1
1
4
11
0.851064
39
4,974
1
120.006
2
1
0.639
0.498
-15.556
0.0389
0.229
0.924
0.119
0.364
0.318222
0
3wamRgyf2Z4fqYf4epq20J
Stefan Bonner
Kapitel 11.2 & Kapitel 12 & Kapitel 13.1 - Wir Kassettenkinder. Eine LiebeserklΓ€rung an die Achtziger
Wir Kassettenkinder. Eine LiebeserklΓ€rung an die Achtziger
2016-10-04
195,229
0
6
1
3
13
1.421053
9
24
1
88.22
11
0
0.754
0.364
-15.201
0.946
0.64
0
0.332
0.696
0.274456
0
3wcTSp6ijYMlNtAfkpjJUP
FrΓ©dΓ©ric Chopin
3 Waltzes, Op. 64: Waltz No. 6 In D Flat, Op. 64 No. 1 "Minute" - Edit
"Classical Landscapes - A Musical Journey"
2025-09-15
39,573
0
14
1
15
33
1.169211
75
3,470,884
0.981081
100.322
1
1
0.255
0.359
-19.645
0.0464
0.98
0.949
0.129
0.338
0.091545
0
3wZGfSH9u1ZiALhNMmcyUs
Florian Fickel
Teil 49 - Die große Drachen-Box, Folgen 13, 38, 50
Die große Drachen-Box, Folgen 13, 38, 50 (Das Original Playmobil Hârspiel)
2016-10-21
184,146
0
49
1
5
26
0.680751
62
2,002
0.87695
79.996
4
1
0.579
0.713
-10.003
0.953
0.276
0
0.451
0.309
0.412827
0
3waja8s5FPsDdfAhakiapV
Lil Pete
Gospel
Deeper Than Rap
2022-05-27
154,666
1
2
1
38
44
1.205438
52
117,389
2.250825
89.985
5
1
0.708
0.406
-10.114
0.412
0.107
0.00001
0.093
0.261
0.287448
0
3wYygvc4vrQHpGlZarxmnM
Maurice Ravel
L'enfant et les sortilèges, M. 71: No. 25, Danse des rainettes
Ravel: L'enfant et les sortilèges
2017-01-06
127,133
0
25
1
2
11
0.671001
61
535,769
0.831252
72.851
1
0
0.105
0.149
-27.296
0.051
0.816
0.952
0.438
0.0579
0.015645
0
3wbvIMNvrzWMTmpe22lSI8
Francis Lai
Theme From "Love Story"
Triple Feature
1988-09-27
153,626
0
34
1
14
14
2.178808
57
85,626
0.739837
147.238
9
0
0.171
0.00684
-39.174
0.0402
0.976
0.147
0.107
0.0534
0.00117
0
3waofHl9gwDs8dirFqaulS
Kenzani
Pyaar Bhare
Tijori
2024-08-12
147,456
0
2
1
13
19
1.680189
39
19,434
1.822878
127.986
11
0
0.568
0.546
-10.058
0.136
0.867
0.878
0.0953
0.326
0.310128
0
3wa0TuaiAfjPqhHMgDdbin
Throne of Glass
Kapitel 9.2 & Kapitel 10.1 - Throne of Glass 4: KΓΆnigin der Finsternis
Throne of Glass 4: KΓΆnigin der Finsternis
2016-01-01
186,080
0
10
1
18
47
1.097238
51
1,363
1.00399
111.998
7
1
0.7
0.124
-23.98
0.926
0.496
0
0.201
0.372
0.0868
0
3wZSYfLpYbMnUr8Dgj629y
Bandas SinfΓ³nicas de MΓ©xico
Jugueteando Con El Clarinete
Danzones
2024-06-08
185,364
0
4
1
2
1
1.142857
3
15
0.733333
136.417
6
1
0.536
0.255
-20.427
0.233
0.881
0.00107
0.668
0.687
0.13668
0
3wbJA1XvBQ2oB1QsVTjHTj
Cyber DJ Team
Alaskambodya
Boom House Megadut
2013-03-14
280,080
0
15
1
17
22
1.135496
38
3,785
1
180.011
8
0
0.57
0.95
-5.561
0.0676
0.00514
0.854
0.0781
0.27
0.5415
0
3wbq0lffvzAfRUKx9E6Vx5
Caroline Henderson
Don't Explain
Don't Explain
2009-01-01
281,733
0
1
1
1
2
1
27
8,933
0.207487
96.968
5
0
0.452
0.156
-18.298
0.0698
0.861
0.000005
0.142
0.298
0.070512
0
2xZ0jUAIlERTtCWvrSMlh6
Tim GΓΆssler
Kapitel 85 - Weg des Kriegers - Die Archive der SeelenwΓ€chter, Band 1
Weg des Kriegers [Die Archive der SeelenwΓ€chter, Band 1 (UngekΓΌrzt)]
2023-05-19
183,835
0
87
1
8
31
1.060626
53
645
1.344367
166.458
1
1
0.555
0.374
-24.62
0.935
0.29
0
0.273
0.253
0.20757
0
3waaqB4agdlAp7cD9X6Kpt
Groupe De Morne Des Esses
BΓ©lia manmaille la
Musique traditionnelle de Martinique 1970
2011-11-24
204,617
0
16
1
1
4
0.761905
2
89
1
112.4
4
0
0.754
0.751
-6.058
0.233
0.949
0
0.497
0.945
0.566254
0
3wZ8WTRuNKmtUb3IRYjYDn
Broken Teeth
Get Outta Here Alive
Viva La Rock, Fantastico!
2010-02-18
164,466
0
9
1
1
3
0.769231
6
984
1.028571
99.127
4
0
0.441
0.949
-4.04
0.107
0.000461
0.805
0.167
0.393
0.418509
0
2xYSGySlzo0Q5dGdscsgQM
Alexander Huiskes
Track 46 - Perry Rhodan - Neo, episode 33: DΓ€mmerung ΓΌber Gorr
DΓ€mmerung ΓΌber Gorr [Perry Rhodan - Neo 33 (UngekΓΌrzt)]
2012-08-01
182,466
0
46
1
1
11
1
19
96
0.943787
82.52
9
1
0.636
0.508
-11.048
0.928
0.0713
0.000031
0.0991
0.257
0.323088
0
3wbdD9dWybxbfLyuEdK6u5
Bricksy & 3g
Γ‡a fascine
Pas encore riche
2023-11-10
206,884
0
4
1
4
4
0.810127
29
7,815
0.507177
151.985
0
1
0.573
0.615
-5.916
0.103
0.087
0.000034
0.347
0.488
0.352395
0
3wbzP5FfWxrYgxxYIqmii9
ZXKHAR
SLIDE PSICΓ“TICA
SLIDE PSICΓ“TICA
2025-04-04
87,580
1
1
1
9
5
2.117647
27
86
1
140.02
8
1
0.727
0.834
0.336
0.0836
0.138
0.935
0.265
0.403
0.606318
0
3wYoLGatb0GzUxApbEVpOQ
Keel Her
Aloof
With Kindness
2019-06-07
216,793
0
8
1
1
3
0.625
6
2,026
1.173913
120.612
10
1
0.61
0.477
-9.092
0.0347
0.00273
0.36
0.204
0.296
0.29097
0
3wZvCAcKV0opgFzTxoCeYe
MoodBlast
Hardcore Vibes
90's Hits Essentials
2022-04-28
263,000
0
15
1
3
9
1.05
23
445
0.66055
164.858
7
1
0.616
0.932
-9.488
0.0443
0.00137
0.848
0.133
0.149
0.574112
0
3wcKgob0ilcBDhp6t5Z3iP
Clark Darlton
Kapitel 336 - Gehirn in Fesseln - Perry Rhodan - Silber Edition 70
Gehirn in Fesseln [Perry Rhodan - Silber Edition 70 (UngekΓΌrzt)]
2021-10-30
183,118
0
78
3
1
20
0.964736
51
782
0.882891
59.262
1
1
0.607
0.188
-21.732
0.965
0.733
0
0.15
0.549
0.114116
0
2xYSEYEPajznEkzYHbA6hX
Carvalho & Mariano
IpΓͺ e o Prisioneiro / Piscina / Vestido de Seda - Ao Vivo
Resenha 2
2025-04-04
335,064
0
9
1
8
15
0.946996
26
4,540
1
94.502
7
1
0.485
0.647
-4.032
0.0292
0.796
0
0.241
0.431
0.313795
0
3waaT3nhVl0YQ1sZVaEjO7
Nextime
attention
Trust me, everything’s going to be fine.
2024-04-05
155,031
0
6
1
14
38
0.607046
53
35,537
1.759924
80.485
2
0
0.624
0.644
-5.333
0.0257
0.448
0.848
0.105
0.234
0.401856
0
3wcWBuRrWpwyqJkdCxYymg
Sixthells
Du$k
Devil's Way
2021-07-02
128,360
1
12
1
5
25
0.357143
35
23,134
1.182796
115.958
0
1
0.582
0.62
-10.761
0.0412
0.03
0.0498
0.1
0.0369
0.36084
0
2xYV3lXgKa3jpXSDpHLIGr
Bizhan Dadashi
Bahar Sansiz
Lezgi
1994-08-16
251,800
0
6
1
1
7
0.296296
4
20
1
90.609
7
0
0.33
0.121
-21.864
0.0372
0.912
0.871
0.108
0.0565
0.03993
0
3waKYNfYuNR8XQooNSRWsn
The Band Of The Welsh Guards
Hallelujah
Reverence
2019-11-22
258,946
0
7
1
1
1
1
15
1,349
1
173.855
7
0
0.246
0.104
-15.592
0.0382
0.975
0.000004
0.096
0.167
0.025584
0
2xYnYTANZyWZzNjqzB7R6g
XINDL X
LΓ‘ska v housce
Praxe relativity
2010-10-08
219,080
0
12
1
44
38
2.231884
47
202,500
1.62427
108.058
10
0
0.802
0.767
-7.109
0.0429
0.109
0.000261
0.0624
0.577
0.615134
0
3wZnRUT0lYCE1tkZt2wczP
George Martin
Hoofdstuk 276 - De buitenstaander
De buitenstaander (Onverkort)
2018-08-24
180,010
0
276
1
1
22
0.753112
16
27
1
78.927
1
0
0.659
0.121
-31.021
0.937
0.324
0
0.195
0.309
0.079739
0
3wZXDed8HPeLBQMUqzwY6L
Two Fingerz
World trip bnc premix
Downtown
2016-11-25
200,586
1
13
1
1
4
0.6
29
73,510
0.955224
108.02
10
1
0.707
0.814
-6.868
0.0777
0.0614
0
0.258
0.709
0.575498
0
3wbuHkNLboTPte7MBmFsLh
Till Hagen
Teil 10 - Folge 112: Der bengalische Tiger
Folge 112: Der bengalische Tiger
2023-12-08
181,040
0
10
1
19
29
1.077731
57
295
1.036351
71.152
4
0
0.558
0.442
-16.371
0.954
0.876
0
0.19
0.59
0.246636
0
3wbfOqYbOasTHpoq17QMyD
FLAKO STIK
SWOLLEN EGG
THE DANCING ROOM
2022-09-02
234,567
0
1
1
6
3
1.764706
30
8,030
0.298343
124.991
11
0
0.789
0.887
-9.596
0.0661
0.00149
0.852
0.134
0.0387
0.699843
0
3wZ29YvN0Roec5sxqNDjKT
Sabrina Scherer
Kapitel 63 - Γ„ther - Die Elemente der Magie, Band 1
Γ„ther [Die Elemente der Magie, Band 1 (ungekΓΌrzt)]
2022-09-23
181,135
0
63
1
8
29
1.002686
44
173
1.147715
138.168
7
1
0.703
0.178
-16.963
0.96
0.646
0
0.135
0.214
0.125134
0
End of preview. Expand in Data Studio

🎡 Spotify Hit Prediction - Exploratory Data Analysis (EDA)

Project Overview

This project analyzes audio features from Spotify to predict track popularity. Using a sample of 2,000 tracks, I explored how technical attributes like energy and danceability relate to a song's success.

πŸ” Research Questions & Insights

I addressed several key questions during the EDA:

  1. Is the data balanced? I analyzed the ratio of popular vs. non-popular tracks to ensure fair modeling.
  2. Energy vs. Loudness: Confirmed a strong positive correlation (0.79), showing energetic tracks are consistently louder.
  3. Does "Happiness" matter? Using a Violin Plot, I found that both sad and happy songs (Valence) can become hits.
  4. Danceability: Popular tracks tend to have a slightly higher and more consistent danceability range.
  5. Tempo: Found no significant linear relationship between BPM and popularity.

πŸ› οΈ Data Decisions

  • Sampling: Worked with 2,000 rows for efficiency.
  • Target: Created a binary variable is_popular (1 for Popularity > 50, 0 otherwise).
  • Cleaning: Confirmed zero missing values and decided to keep outliers as genuine musical variations.

πŸ“ Files

  • spotify_sample_2000.csv: Processed data subset.
  • Ohad_Danon_Assignment_1_EDA_&_Dataset.ipynb: Full analysis code and visualizations.
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