Part 1 - Introduction

Since the advent of the music streaming industry much more data can and is recorded to learn about everyone’s listening behavior and preferences. Before streaming was introduced as a product and concept there were few ways to keep track of a listener’s likes, dislikes, and general listening habits. Using the newly collected data, streaming services like Spotify have built machine learning algorithms to curate playlists for each listener. Luckily, Spotify not only collects data on user behavior, but also statistics describing each song on the platform.

Suppose we are responsible for managing a pop-rock band (picture a group similar to Imagine Dragons); last year they released their debut album with our management company, however, it didn’t have great reception from the public. The band was dissappointed since they anticipated their debut to be a great hit after a few singles were initially dropped and well received. Frustrated, the band comes to you for advice regarding which direction they should take when working on their sophmore album in the coming months. They want to gaurentee the next album will receive more attention than their first and the lead singer is convinced that making the next album more upbeat and danceable will ensure it catches on with the public better than previously. However, the rest of the band does not believe it is worth changing the bands persona and sound because they don’t believe a danceable album will make any difference.

Luckily, we have the abundance of data from streaming services to help up determine who is correct; is the lead singer correct or the rest of the band? More directly, does the streaming data provide evidence that the more dancable a song, the more likely it is to make it to the top of the charts? If we are able to determine the relationship between danceability and popularity we will be able to properly advice our clients(bands).

Part 2 - Data

Collection

The data used in this study is from Spotify, however, the datasets were found on Kaggle.com in easy to download csv files. The playlist of the top 100 spotify tracks and Spotify’s Worldwide Daily Song Ranking

Cases

In the dataset topYear each case is an individual song that was selected to be in the Spotify’s Top Tracks of 2017 playlist. There are exactly 100 songs and rows in this dataset along with measures of descriptive audio features such as: danceability, energy, loudness, speechiness, etc.

The top200 dataset has 3,441,197 rows; each case is a song that ranked in the top 200 songs streamed in a country for a day in the year 2017.

Variables

I will be focusing on the danceability (an numeric scale 0-1) the explanatory variable and its relationship to total number of streams, the reponse variable.

Type of Study

This study is observational because I have not set up a control group and I am using data that has already been collected. All of Spotify’s data is obervational as they are merely collecting data as users listen on the app.

Scope of inference

The population of interest are people streaming music. Using the sample data from spotify we are certainly able to generalize to the population of Spotify users and possibly the greater population of people who use music streaming services.

Due to the nature of this study being observational I am not able to determine causality, however, I can establish whether or not danceability has a correlation to the number of streams for a song.

Part 3 - Exploratory data analysis

Danceability

Lets begin exploring the data by taking a look at the explanatory variable, danceability. According to the datasets description, danceability describes how suitable a track is for dancing based on a combination of musical elements including tempo, rhythm stability, beat strength, and overall regularity. A value of 0.0 is least danceable and 1.0 is most danceable.

summary(topYear$danceability)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.2580  0.6350  0.7140  0.6968  0.7702  0.9270
hist(topYear$danceability, main = 'Histogram of danceability', xlab = 'Danceability', col = 'red')

The distribution appears to be left skewed; this does not come as suprise to me because this dataset only contains data for the top 100 tracks of 2017 and I would assume that many songs selected for this exclusive playlist were quite danceable. But that is only an assumption and we will now see if the more danceable tracks have more streams than less danceable tracks.

Streams

To take a closer look and determine the total number of streams for a song we will have to aggregate the data.

tot_streams <- top200 %>% 
  group_by(Track.Name) %>%
  summarise(total_streams = sum(as.numeric(Streams))) %>% 
  arrange(desc(total_streams))

kable(head(tot_streams, n = 20L)) %>% 
    kable_styling(full_width = F) %>% 
    column_spec(1, width = "50cm")
Track.Name total_streams
Shape of You 2993988783
Despacito - Remix 1829621841
Despacito (Featuring Daddy Yankee) 1460802540
Something Just Like This 1386258295
Unforgettable 1366919951
HUMBLE. 1311243745
rockstar 1260181617
I’m the One 1254196301
It Ain’t Me (with Selena Gomez) 1190339348
XO TOUR Llif3 1171827725
That’s What I Like 1136379512
New Rules 1119958003
Attention 1115739589
I Don’t Wanna Live Forever (Fifty Shades Darker) - From “Fifty Shades Darker (Original Motion Picture Soundtrack)” 1115034686
Mi Gente 1091656642
Congratulations 1082624976
Thunder 1067732868
Havana 1043072361
Stay (with Alessia Cara) 1019694133
Believer 1018663714
summary(tot_streams$total_streams)
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 1.001e+03 2.133e+04 1.225e+05 9.602e+06 1.073e+06 2.994e+09
hist(tot_streams$total_streams, main = 'Histogram of total streams', xlab = 'Total Streams', col = 'lightblue')

Looking at the histogram at first might be confusing but take a second glance and you will see that it is extremely right skewed. There are few songs that have extremely high numbers for total streams, in the billions. There are many more songs, over 15,000 that were able to make it onto a countries top 200 list but only had a little over 1000 streams while on the list.

topYear_n_tot <- merge(topYear, tot_streams, by.x = 'name', by.y = 'Track.Name')

topYear_n_tot <- topYear_n_tot %>% 
                    arrange(desc(total_streams))

kable(topYear_n_tot) %>% 
    kable_styling() %>%
    scroll_box(width = "100%", height = "300px")
name id artists danceability energy key loudness mode speechiness acousticness instrumentalness liveness valence tempo duration_ms time_signature total_streams
Shape of You 7qiZfU4dY1lWllzX7mPBI Ed Sheeran 0.825 0.652 1 -3.183 0 0.0802 0.581000 0.00e+00 0.0931 0.9310 95.977 233713 4 2993988783
Despacito - Remix 5CtI0qwDJkDQGwXD1H1cL Luis Fonsi 0.694 0.815 2 -4.328 1 0.1200 0.229000 0.00e+00 0.0924 0.8130 88.931 228827 4 1829621841
Despacito (Featuring Daddy Yankee) 4aWmUDTfIPGksMNLV2rQP Luis Fonsi 0.660 0.786 2 -4.757 1 0.1700 0.209000 0.00e+00 0.1120 0.8460 177.833 228200 4 1460802540
Something Just Like This 6RUKPb4LETWmmr3iAEQkt The Chainsmokers 0.617 0.635 11 -6.769 0 0.0317 0.049800 1.44e-05 0.1640 0.4460 103.019 247160 4 1386258295
Unforgettable 3B54sVLJ402zGa6Xm4YGN French Montana 0.726 0.769 6 -5.043 1 0.1230 0.029300 1.01e-02 0.1040 0.7330 97.985 233902 4 1366919951
HUMBLE. 7KXjTSCq5nL1LoYtL7XAw Kendrick Lamar 0.904 0.611 1 -6.842 0 0.0888 0.000259 2.03e-05 0.0976 0.4000 150.020 177000 4 1311243745
rockstar 7wGoVu4Dady5GV0Sv4UIs Post Malone 0.577 0.522 5 -6.594 0 0.0984 0.130000 9.03e-05 0.1420 0.1190 159.772 218320 4 1260181617
I’m the One 3DXncPQOG4VBw3QHh3S81 DJ Khaled 0.609 0.668 7 -4.284 1 0.0367 0.055200 0.00e+00 0.1670 0.8110 80.924 288600 4 1254196301
It Ain’t Me (with Selena Gomez) 3eR23VReFzcdmS7TYCrhC Kygo 0.640 0.533 0 -6.596 1 0.0706 0.119000 0.00e+00 0.0864 0.5150 99.968 220781 4 1190339348
XO TOUR Llif3 7GX5flRQZVHRAGd6B4TmD Lil Uzi Vert 0.732 0.750 11 -6.366 0 0.2310 0.002640 0.00e+00 0.1090 0.4010 155.096 182707 4 1171827725
That’s What I Like 0KKkJNfGyhkQ5aFogxQAP Bruno Mars 0.853 0.560 1 -4.961 1 0.0406 0.013000 0.00e+00 0.0944 0.8600 134.066 206693 4 1136379512
New Rules 2ekn2ttSfGqwhhate0LSR Dua Lipa 0.771 0.696 9 -6.258 0 0.0755 0.002560 9.70e-06 0.1790 0.6560 116.054 208827 4 1119958003
Attention 4iLqG9SeJSnt0cSPICSjx Charlie Puth 0.774 0.626 3 -4.432 0 0.0432 0.096900 3.12e-05 0.0848 0.7770 100.041 211475 4 1115739589
I Don’t Wanna Live Forever (Fifty Shades Darker) - From “Fifty Shades Darker (Original Motion Picture Soundtrack)” 3NdDpSvN911VPGivFlV5d ZAYN 0.735 0.451 0 -8.374 1 0.0585 0.063100 1.30e-05 0.3250 0.0862 117.973 245200 4 1115034686
Mi Gente 2rb5MvYT7ZIxbKW5hfcHx J Balvin 0.543 0.677 11 -4.915 0 0.0993 0.014800 6.20e-06 0.1300 0.2940 103.809 189440 4 1091656642
Congratulations 3a1lNhkSLSkpJE4MSHpDu Post Malone 0.627 0.812 6 -4.215 1 0.0358 0.198000 0.00e+00 0.2120 0.5040 123.071 220293 4 1082624976
Thunder 0tKcYR2II1VCQWT79i5Nr Imagine Dragons 0.600 0.810 0 -4.749 1 0.0479 0.006830 2.10e-01 0.1550 0.2980 167.880 187147 4 1067732868
Havana 0ofbQMrRDsUaVKq2mGLEA Camila Cabello 0.768 0.517 7 -4.323 0 0.0312 0.186000 3.80e-05 0.1040 0.4180 104.992 216897 4 1043072361
Stay (with Alessia Cara) 0dA2Mk56wEzDgegdC6R17 Zedd 0.679 0.634 5 -5.024 0 0.0654 0.232000 0.00e+00 0.1150 0.4980 102.013 210091 4 1019694133
Believer 0CcQNd8CINkwQfe1RDtGV Imagine Dragons 0.779 0.787 10 -4.305 0 0.1080 0.052400 0.00e+00 0.1400 0.7080 124.982 204347 4 1018663714
Perfect 0tgVpDi06FyKpA1z0VMD4 Ed Sheeran 0.599 0.448 8 -6.312 1 0.0232 0.163000 0.00e+00 0.1060 0.1680 95.050 263400 3 1008434967
Mask Off 0VgkVdmE4gld66l8iyGjg Future 0.833 0.434 2 -8.795 1 0.4310 0.010200 2.19e-02 0.1650 0.2810 150.062 204600 4 1006341171
Swalla (feat. Nicki Minaj & Ty Dolla $ign) 6kex4EBAj0WHXDKZMEJaa Jason Derulo 0.696 0.817 1 -3.862 1 0.1090 0.075000 0.00e+00 0.1870 0.7820 98.064 216409 4 999169637
Paris 72jbDTw1piOOj770jWNea The Chainsmokers 0.653 0.658 2 -6.428 1 0.0304 0.021500 1.70e-06 0.0939 0.2190 99.990 221507 4 987818763
There’s Nothing Holdin’ Me Back 79cuOz3SPQTuFrp8WgftA Shawn Mendes 0.857 0.800 2 -4.035 1 0.0583 0.381000 0.00e+00 0.0913 0.9660 121.996 199440 4 968921695
Rockabye (feat. Sean Paul & Anne-Marie) 5knuzwU65gJK7IF5yJsua Clean Bandit 0.720 0.763 9 -4.068 0 0.0523 0.406000 0.00e+00 0.1800 0.7420 101.965 251088 4 955057855
Castle on the Hill 6PCUP3dWmTjcTtXY02oFd Ed Sheeran 0.461 0.834 2 -4.868 1 0.0989 0.023200 1.14e-05 0.1400 0.4710 135.007 261154 4 950641030
Me Rehúso 6De0lHrwBfPfrhorm9q1X Danny Ocean 0.744 0.804 1 -6.327 1 0.0677 0.023100 0.00e+00 0.0494 0.4260 104.823 205715 4 940817528
Say You Won’t Let Go 5uCax9HTNlzGybIStD3vD James Arthur 0.358 0.557 10 -7.398 1 0.0590 0.695000 0.00e+00 0.0902 0.4940 85.043 211467 4 935562425
1-800-273-8255 5tz69p7tJuGPeMGwNTxYu Logic 0.629 0.572 5 -7.733 0 0.0387 0.570000 0.00e+00 0.1920 0.3860 100.015 250173 4 933123676
Closer 7BKLCZ1jbUBVqRi2FVlTV The Chainsmokers 0.748 0.524 8 -5.599 1 0.0338 0.414000 0.00e+00 0.1110 0.6610 95.010 244960 4 915769214
Wild Thoughts 1OAh8uOEOvTDqkKFsKksC DJ Khaled 0.671 0.672 0 -3.094 0 0.0688 0.032900 0.00e+00 0.1180 0.6320 97.980 204173 4 899312362
Symphony (feat. Zara Larsson) 1x5sYLZiu9r5E43kMlt9f Clean Bandit 0.707 0.629 0 -4.581 0 0.0563 0.259000 1.60e-05 0.1380 0.4570 122.863 212459 4 896622597
Galway Girl 0afhq8XCExXpqazXczTSv Ed Sheeran 0.624 0.876 9 -3.374 1 0.1000 0.073500 0.00e+00 0.3270 0.7810 99.943 170827 4 895638000
Issues 6D0b04NJIKfEMg040WioJ Julia Michaels 0.706 0.427 8 -6.864 1 0.0879 0.413000 0.00e+00 0.0609 0.4200 113.804 176320 4 877705884
Starboy 5aAx2yezTd8zXrkmtKl66 The Weeknd 0.681 0.594 7 -7.028 1 0.2820 0.165000 3.50e-06 0.1340 0.5350 186.054 230453 4 873463775
Scared to Be Lonely 3ebXMykcMXOcLeJ9xZ17X Martin Garrix 0.584 0.540 1 -7.786 0 0.0576 0.089500 0.00e+00 0.2610 0.1950 137.972 220883 4 866104216
I Feel It Coming 5GXAXm5YOmYT0kL5jHvYB The Weeknd 0.768 0.813 0 -5.940 0 0.1280 0.427000 0.00e+00 0.1020 0.5790 92.994 269187 4 850458048
Strip That Down 6EpRaXYhGOB3fj4V2uDkM Liam Payne 0.869 0.485 6 -5.595 1 0.0545 0.246000 0.00e+00 0.0765 0.5270 106.028 204502 4 838097403
Feels 5bcTCxgc7xVfSaMV3RuVk Calvin Harris 0.893 0.745 11 -3.105 0 0.0571 0.064200 0.00e+00 0.0943 0.8720 101.018 223413 4 827551630
Passionfruit 7hDc8b7IXETo14hHIHdnh Drake 0.809 0.463 11 -11.377 1 0.0396 0.256000 8.50e-02 0.1090 0.3640 111.980 298941 4 814894648
2U (feat. Justin Bieber) 3A7qX2QjDlPnazUsRk5y0 David Guetta 0.548 0.650 8 -5.827 0 0.0591 0.219000 0.00e+00 0.2250 0.5570 144.937 194897 4 790557613
Slide 7tr2za8SQg2CI8EDgrdtN Calvin Harris 0.736 0.795 1 -3.299 0 0.0545 0.498000 1.20e-06 0.2540 0.5110 104.066 230813 4 785069695
Felices los 4 0qYTZCo5Bwh1nsUFGZP3z Maluma 0.755 0.789 5 -4.502 1 0.1460 0.231000 0.00e+00 0.3510 0.7370 93.973 229849 4 772361281
Mama 0NiXXAI876aGImAd6rTj8 Jonas Blue 0.746 0.793 11 -4.209 0 0.0412 0.110000 0.00e+00 0.0528 0.5570 104.027 181615 4 770322412
Silence 7vGuf3Y35N4wmASOKLUVV Marshmello 0.520 0.761 4 -3.093 1 0.0853 0.256000 5.00e-06 0.1700 0.2860 141.971 180823 4 737932287
Sorry Not Sorry 3m660poUr1chesgkkjQM7 Demi Lovato 0.704 0.633 11 -6.923 0 0.2410 0.021400 0.00e+00 0.2900 0.8630 144.021 203760 4 720862261
Location 152lZdxL1OR0ZMW6KquMi Khalid 0.736 0.449 1 -11.462 0 0.4250 0.330000 1.62e-04 0.0898 0.3260 80.126 219080 4 717013813
More Than You Know 3PEgB3fkiojxms35ntsTg Axwell / Ingrosso 0.644 0.743 5 -5.002 0 0.0355 0.034000 0.00e+00 0.2570 0.5440 123.074 203000 4 705986976
Call On Me - Ryan Riback Extended Remix 78rIJddV4X0HkNAInEcYd Starley 0.676 0.843 0 -4.068 1 0.0367 0.062300 7.52e-04 0.1810 0.7180 105.003 222041 4 692456887
iSpy (feat. Lil Yachty) 2EEeOnHehOozLq4aS0n6S KYLE 0.746 0.653 7 -6.745 1 0.2890 0.378000 0.00e+00 0.2290 0.6720 75.016 253107 4 674491343
Bad and Boujee (feat. Lil Uzi Vert) 4Km5HrUvYTaSUfiSGPJeQ Migos 0.927 0.665 11 -5.313 1 0.2440 0.061000 0.00e+00 0.1230 0.1750 127.076 343150 4 666341013
Dusk Till Dawn - Radio Edit 1j4kHkkpqZRBwE0A4CN4Y ZAYN 0.258 0.437 11 -6.593 0 0.0390 0.101000 1.30e-06 0.1060 0.0967 180.043 239000 4 658624523
One Dance 1xznGGDReH1oQq0xzbwXa Drake 0.791 0.619 1 -5.886 1 0.0532 0.007840 4.23e-03 0.3510 0.3710 103.989 173987 4 654779932
Young Dumb & Broke 5Z3GHaZ6ec9bsiI5Benrb Khalid 0.798 0.539 1 -6.351 1 0.0421 0.199000 1.66e-05 0.1650 0.3940 136.949 202547 4 647310564
Chantaje 6mICuAdrwEjh6Y6lroV2K Shakira 0.852 0.773 8 -2.921 0 0.0776 0.187000 3.05e-05 0.1590 0.9070 102.034 195840 4 632409555
Pretty Girl - Cheat Codes X CADE Remix 1NDxZ7cFAo481dtYWdrUn Maggie Lindemann 0.703 0.868 7 -4.661 0 0.0291 0.150000 1.32e-01 0.1040 0.7330 121.030 193613 4 626487283
Let Me Love You 4pdPtRcBmOSQDlJ3Fk945 DJ Snake 0.476 0.718 8 -5.309 1 0.0576 0.078400 1.02e-05 0.1220 0.1420 199.864 205947 4 612430576
Redbone 3kxfsdsCpFgN412fpnW85 Childish Gambino 0.743 0.359 1 -10.401 1 0.0794 0.199000 6.11e-03 0.1370 0.5870 160.083 326933 4 611080489
Solo Dance 6HUnnBwYZqcED1eQztxMB Martin Jensen 0.744 0.836 6 -2.396 0 0.0507 0.043500 0.00e+00 0.1940 0.3600 114.965 174933 4 610906869
DNA. 6HZILIRieu8S0iqY8kIKh Kendrick Lamar 0.637 0.514 1 -6.763 1 0.3650 0.004700 0.00e+00 0.0940 0.4020 139.931 185947 4 592998072
Fake Love 343YBumqHu19cGoGARUTs Drake 0.927 0.488 9 -9.433 0 0.4200 0.108000 0.00e+00 0.1960 0.6050 133.987 210937 4 587832754
Bank Account 2fQrGHiQOvpL9UgPvtYy6 21 Savage 0.884 0.346 8 -8.228 0 0.3510 0.015100 7.00e-06 0.0871 0.3760 75.016 220307 4 580325236
Escápate Conmigo 2cnKEkpVUSV4wnjQiTWfH Wisin 0.747 0.864 8 -3.181 0 0.0599 0.024500 4.46e-05 0.0853 0.7540 92.028 232787 4 579221138
No Promises (feat. Demi Lovato) 1louJpMmzEicAn7lzDalP Cheat Codes 0.741 0.667 10 -5.445 1 0.1340 0.057500 0.00e+00 0.1060 0.5950 112.956 223504 4 573899906
Slow Hands 38yBBH2jacvDxrznF7h08 Niall Horan 0.734 0.418 0 -6.678 1 0.0425 0.012900 0.00e+00 0.0579 0.8680 85.909 188174 4 572132689
I Like Me Better 1wjzFQodRWrPcQ0AnYnvQ Lauv 0.752 0.505 9 -7.621 1 0.2530 0.535000 2.60e-06 0.1040 0.4190 91.970 197437 4 566354635
goosebumps 6gBFPUFcJLzWGx4lenP6h Travis Scott 0.841 0.728 7 -3.370 1 0.0484 0.084700 0.00e+00 0.1490 0.4300 130.049 243837 4 565721352
Glorious (feat. Skylar Grey) 0CokSRCu5hZgPxcZBaEzV Macklemore 0.731 0.794 0 -5.126 0 0.0522 0.032300 2.59e-05 0.1120 0.3560 139.994 220454 4 564980207
Look What You Made Me Do 6uFsE1JgZ20EXyU0JQZbU Taylor Swift 0.773 0.680 9 -6.378 0 0.1410 0.213000 1.57e-05 0.1220 0.4970 128.062 211859 4 562564832
SUBEME LA RADIO 7nKBxz47S9SD79N086fuh Enrique Iglesias 0.684 0.823 9 -3.297 0 0.0773 0.074400 0.00e+00 0.1110 0.6470 91.048 208163 4 558809634
24K Magic 6b8Be6ljOzmkOmFslEb23 Bruno Mars 0.818 0.803 1 -4.282 1 0.0797 0.034000 0.00e+00 0.1530 0.6320 106.970 225983 4 556899904
Friends (with BloodPop®) 7nZmah2llfvLDiUjm0kiy Justin Bieber 0.744 0.739 8 -5.350 1 0.0387 0.004590 0.00e+00 0.3060 0.6490 104.990 189467 4 551075212
There for You 6jA8HL9i4QGzsj6fjoxp8 Martin Garrix 0.611 0.644 6 -7.607 0 0.0553 0.124000 0.00e+00 0.1240 0.1300 105.969 221904 4 528923262
You Don’t Know Me - Radio Edit 00lNx0OcTJrS3MKHcB80H Jax Jones 0.876 0.669 11 -6.054 0 0.1380 0.163000 0.00e+00 0.1850 0.6820 124.007 213947 4 506844646
Sign of the Times 5Ohxk2dO5COHF1krpoPig Harry Styles 0.516 0.595 5 -4.630 1 0.0313 0.027500 0.00e+00 0.1090 0.2220 119.972 340707 4 503894417
El Amante 3umS4y3uQDkqekNjVpiRU Nicky Jam 0.683 0.691 8 -5.535 1 0.0432 0.243000 0.00e+00 0.1400 0.7320 179.910 219507 4 499336152
Your Song 4c2W3VKsOFoIg2SFaO6DY Rita Ora 0.855 0.624 1 -4.093 1 0.0488 0.158000 0.00e+00 0.0513 0.9620 117.959 180757 4 491775442
Bounce Back 0SGkqnVQo9KPytSri1H6c Big Sean 0.770 0.567 2 -5.698 1 0.1750 0.105000 0.00e+00 0.1250 0.2600 81.477 222360 4 488078948
Chained To The Rhythm 6520aj0B4FSKGVuKNsOCO Katy Perry 0.448 0.801 0 -5.363 1 0.1650 0.073300 0.00e+00 0.1460 0.4620 189.798 237734 4 474289174
Ahora Dice 22eADXu8DfOAUEDw4vU8q Chris Jeday 0.708 0.693 6 -5.516 1 0.1380 0.246000 0.00e+00 0.1290 0.4270 143.965 271080 4 470572931
How Far I’ll Go - From “Moana” 5hYTyyh2odQKphUbMqc5g Alessia Cara 0.314 0.555 9 -9.601 1 0.3700 0.157000 1.08e-04 0.0670 0.1590 179.666 175517 4 465496520
Otra Vez (feat. J Balvin) 3QwBODjSEzelZyVjxPOHd Zion & Lennox 0.832 0.772 10 -5.429 1 0.1000 0.055900 4.86e-04 0.4400 0.7040 96.016 209453 4 451745621
Body Like A Back Road 7mldq42yDuxiUNn08nvzH Sam Hunt 0.731 0.469 5 -7.226 1 0.0326 0.463000 1.00e-06 0.1030 0.6310 98.963 165387 4 445817302
Starving 6875MeXyCW0wLyT72Eetm Hailee Steinfeld 0.721 0.626 4 -4.200 1 0.1230 0.402000 0.00e+00 0.1020 0.5580 99.914 181933 4 439067799
Malibu 1UZOjK1BwmwWU14Erba9C Miley Cyrus 0.573 0.781 8 -6.406 1 0.0555 0.076700 2.64e-05 0.0813 0.3430 139.934 231907 4 434673720
Reggaetón Lento (Bailemos) 3AEZUABDXNtecAOSC1qTf CNCO 0.761 0.838 4 -3.073 0 0.0502 0.400000 0.00e+00 0.1760 0.7100 93.974 222560 4 422194481
Weak 3E2Zh20GDCR9B1EYjfXWy AJR 0.673 0.637 5 -4.518 1 0.0429 0.137000 0.00e+00 0.1840 0.6780 123.980 201160 4 411361622
Don’t Let Me Down 0QsvXIfqM0zZoerQfsI9l The Chainsmokers 0.542 0.859 11 -5.651 1 0.1970 0.160000 4.66e-03 0.1370 0.4030 159.797 208053 4 409281217
Now Or Never 7i2DJ88J7jQ8K7zqFX2fW Halsey 0.658 0.588 6 -4.902 0 0.0367 0.105000 1.30e-06 0.1250 0.4340 110.075 214802 4 408512130
Side To Side 4pLwZjInHj3SimIyN9SnO Ariana Grande 0.648 0.738 6 -5.883 0 0.2470 0.040800 0.00e+00 0.2920 0.6030 159.145 226160 4 407576228
Too Good At Goodbyes 1mXVgsBdtIVeCLJnSnmtd Sam Smith 0.698 0.375 5 -8.279 1 0.0491 0.652000 0.00e+00 0.1730 0.5340 91.920 201000 4 402539993
Hear Me Now 1a5Yu5L18qNxVhXx38njO Alok 0.789 0.442 11 -7.844 1 0.0421 0.586000 3.66e-03 0.0927 0.4500 121.971 192846 4 399653767
Cold Water (feat. Justin Bieber & MØ) 6DNtNfH8hXkqOX1sjqmI7 Major Lazer 0.608 0.798 6 -5.092 0 0.0432 0.073600 0.00e+00 0.1560 0.5010 92.943 185352 4 389951648
In the Name of Love 04DwTuZ2VBdJCCC5TROn7 Martin Garrix 0.490 0.485 4 -6.237 0 0.0406 0.059200 0.00e+00 0.3370 0.1960 133.889 195840 4 389631501
Just Hold On 3EmmCZoqpWOTY1g2GBwJo Steve Aoki 0.647 0.932 11 -3.515 1 0.0824 0.003830 1.50e-06 0.0574 0.3740 114.991 198774 4 379230746
All Night 4b4KcovePX8Ke2cLIQTLM The Vamps 0.544 0.809 8 -5.098 1 0.0363 0.003800 0.00e+00 0.3230 0.4480 145.017 197640 4 374616649
Bad Things (with Camila Cabello) 1PSBzsahR2AKwLJgx8ehB Machine Gun Kelly 0.675 0.690 2 -4.761 1 0.1320 0.210000 0.00e+00 0.2870 0.2720 137.817 239293 4 335836428
Cold (feat. Future) 21TdkDRXuAB3k90ujRU1e Maroon 5 0.697 0.716 9 -6.288 0 0.1130 0.118000 0.00e+00 0.0424 0.5060 99.905 234308 4 3700988
Don’t Wanna Know (feat. Kendrick Lamar) 2QbFClFyhMMtiurUjuQlA Maroon 5 0.775 0.617 7 -6.166 1 0.0701 0.341000 0.00e+00 0.0985 0.4850 100.048 214265 4 2253749
plot(total_streams ~ danceability, topYear_n_tot)

The plot seems like it may have a slight positive correlation but it is hard to tell by eye-balling it; lets run a linear model in the next section to take a closer look.

But before I do that I want to narrow down our streams dataset to just the United States to compare to the global trends. Spotify always offers top of the charts playlists for the US and the globe. It would be interesting to compare the US to the rest of the globe to see if there is a stronger correlation to danceable music.

usspot <- top200 %>% 
  filter(Region == 'us')

us_tot_streams <- usspot %>% 
  group_by(Track.Name) %>%
  summarise(total_streams = sum(as.numeric(Streams))) %>% 
  arrange(desc(total_streams))

kable(us_tot_streams) %>% 
    kable_styling() %>%
    scroll_box(width = "100%", height = "300px")
Track.Name total_streams
HUMBLE. 339677217
XO TOUR Llif3 316206696
Congratulations 285451131
Shape of You 282319891
Unforgettable 264449000
Mask Off 241828211
rockstar 238013267
Despacito - Remix 235012075
iSpy (feat. Lil Yachty) 227087919
Location 226224851
1-800-273-8255 221788327
Bad and Boujee (feat. Lil Uzi Vert) 211518962
That’s What I Like 208416179
I’m the One 206524898
goosebumps 200660671
DNA. 190134671
Bounce Back 186239735
Redbone 180679901
Bank Account 179650062
Body Like A Back Road 172818841
Fake Love 172764719
Passionfruit 168936267
Believer 161185874
Slippery (feat. Gucci Mane) 160644388
Tunnel Vision 159675387
Young Dumb & Broke 158529702
LOVE. FEAT. ZACARI. 156207684
T-Shirt 153808845
Stay (with Alessia Cara) 152614157
I Don’t Wanna Live Forever (Fifty Shades Darker) - From “Fifty Shades Darker (Original Motion Picture Soundtrack)” 148007471
Issues 147794910
Slide 146806206
Something Just Like This 145168696
Starboy 143772119
Drowning (feat. Kodak Black) 142644816
Butterfly Effect 140994767
Say You Won’t Let Go 139105695
Bodak Yellow 137770156
Closer 137009517
Wild Thoughts 133233241
Portland 132209360
It Ain’t Me (with Selena Gomez) 131431123
Swang 129484067
Thunder 128764439
Attention 126906765
Magnolia 125657212
LOYALTY. FEAT. RIHANNA. 124676086
Caroline 124002371
Havana 123735162
Sorry Not Sorry 122909208
Gucci Gang 120230236
Selfish 118920181
Paris 118441429
Broccoli (feat. Lil Yachty) 117737969
Strip That Down 114095640
Look At Me! 110756456
I Fall Apart 109701888
X (feat. Future) 106965611
I Feel It Coming 105447990
Go Flex 104894155
Silence 104066434
New Rules 103949426
White Iverson 102840864
There’s Nothing Holdin’ Me Back 102755117
Perfect 101169273
Now Or Never 100206940
Mi Gente 99917081
Slow Hands 99067411
Love Galore 98443638
Feel It Still 97757758
No Problem (feat. Lil Wayne & 2 Chainz) 97668135
One Dance 96640713
Candy Paint 95228355
Despacito (Featuring Daddy Yankee) 94972759
I Get The Bag (feat. Migos) 93475547
It’s A Vibe 92022828
Losin Control 91194737
Jocelyn Flores 90634913
do re mi 88553337
The Way Life Goes (feat. Oh Wonder) 87427167
No Role Modelz 86429876
Gyalchester 86399683
Castle on the Hill 85892700
Rake It Up 85854745
What Lovers Do (feat. SZA) 85565479
pick up the phone 84865506
Look What You Made Me Do 84079960
Feels 84017875
Black Beatles 83817471
Money Longer 82988005
ELEMENT. 82627908
No Limit 82079123
wokeuplikethis* 80890486
beibs in the trap 80021678
Rolex 79138254
Plain Jane 78927429
First Day Out 77179821
I Like Me Better 76697173
Moves 76563898
24K Magic 76131338
Roll In Peace (feat. XXXTENTACION) 75881923
Fuck Love (feat. Trippie Redd) 74328381
You Was Right 74207159
Both (feat. Drake) 74153982
Swalla (feat. Nicki Minaj & Ty Dolla \(ign) </td> <td style="text-align:right;"> 73566694 </td> </tr> <tr> <td style="text-align:left;"> No Heart </td> <td style="text-align:right;"> 73416475 </td> </tr> <tr> <td style="text-align:left;"> Don't </td> <td style="text-align:right;"> 72683933 </td> </tr> <tr> <td style="text-align:left;"> PRBLMS </td> <td style="text-align:right;"> 72549867 </td> </tr> <tr> <td style="text-align:left;"> Bad At Love </td> <td style="text-align:right;"> 68618777 </td> </tr> <tr> <td style="text-align:left;"> Deja Vu </td> <td style="text-align:right;"> 68461194 </td> </tr> <tr> <td style="text-align:left;"> Glorious (feat. Skylar Grey) </td> <td style="text-align:right;"> 68032232 </td> </tr> <tr> <td style="text-align:left;"> Exchange </td> <td style="text-align:right;"> 66985135 </td> </tr> <tr> <td style="text-align:left;"> Praying </td> <td style="text-align:right;"> 66951583 </td> </tr> <tr> <td style="text-align:left;"> What They Want </td> <td style="text-align:right;"> 66898144 </td> </tr> <tr> <td style="text-align:left;"> How Far I'll Go - From "Moana" </td> <td style="text-align:right;"> 66798278 </td> </tr> <tr> <td style="text-align:left;"> Let You Down </td> <td style="text-align:right;"> 66602529 </td> </tr> <tr> <td style="text-align:left;"> Chill Bill </td> <td style="text-align:right;"> 66271644 </td> </tr> <tr> <td style="text-align:left;"> Bad Things (with Camila Cabello) </td> <td style="text-align:right;"> 65975364 </td> </tr> <tr> <td style="text-align:left;"> Let Me Go (with Alesso, Florida Georgia Line &amp; watt) </td> <td style="text-align:right;"> 65029463 </td> </tr> <tr> <td style="text-align:left;"> Weak </td> <td style="text-align:right;"> 64545307 </td> </tr> <tr> <td style="text-align:left;"> 4 AM </td> <td style="text-align:right;"> 64374949 </td> </tr> <tr> <td style="text-align:left;"> Low Life </td> <td style="text-align:right;"> 63999248 </td> </tr> <tr> <td style="text-align:left;"> Meant to Be (feat. Florida Georgia Line) </td> <td style="text-align:right;"> 63814504 </td> </tr> <tr> <td style="text-align:left;"> Starving </td> <td style="text-align:right;"> 63764427 </td> </tr> <tr> <td style="text-align:left;"> 2U (feat. Justin Bieber) </td> <td style="text-align:right;"> 62756234 </td> </tr> <tr> <td style="text-align:left;"> Love On The Brain </td> <td style="text-align:right;"> 62605951 </td> </tr> <tr> <td style="text-align:left;"> No Promises (feat. Demi Lovato) </td> <td style="text-align:right;"> 62514884 </td> </tr> <tr> <td style="text-align:left;"> Call On Me - Ryan Riback Extended Remix </td> <td style="text-align:right;"> 62183678 </td> </tr> <tr> <td style="text-align:left;"> Relationship (feat. Future) </td> <td style="text-align:right;"> 61869197 </td> </tr> <tr> <td style="text-align:left;"> Ric Flair Drip (&amp; Metro Boomin) </td> <td style="text-align:right;"> 61645113 </td> </tr> <tr> <td style="text-align:left;"> Neighbors </td> <td style="text-align:right;"> 59444465 </td> </tr> <tr> <td style="text-align:left;"> Rollin </td> <td style="text-align:right;"> 59140593 </td> </tr> <tr> <td style="text-align:left;"> Bad Liar </td> <td style="text-align:right;"> 58865219 </td> </tr> <tr> <td style="text-align:left;"> Galway Girl </td> <td style="text-align:right;"> 57982680 </td> </tr> <tr> <td style="text-align:left;"> Scared to Be Lonely </td> <td style="text-align:right;"> 57928345 </td> </tr> <tr> <td style="text-align:left;"> What Ifs </td> <td style="text-align:right;"> 57195580 </td> </tr> <tr> <td style="text-align:left;"> Everybody </td> <td style="text-align:right;"> 57093119 </td> </tr> <tr> <td style="text-align:left;"> Dusk Till Dawn - Radio Edit </td> <td style="text-align:right;"> 56646267 </td> </tr> <tr> <td style="text-align:left;"> Too Good At Goodbyes </td> <td style="text-align:right;"> 56545538 </td> </tr> <tr> <td style="text-align:left;"> Most Girls </td> <td style="text-align:right;"> 55809171 </td> </tr> <tr> <td style="text-align:left;"> Malibu </td> <td style="text-align:right;"> 55579745 </td> </tr> <tr> <td style="text-align:left;"> Wolves </td> <td style="text-align:right;"> 54975681 </td> </tr> <tr> <td style="text-align:left;"> The Race </td> <td style="text-align:right;"> 54793749 </td> </tr> <tr> <td style="text-align:left;"> Party Monster </td> <td style="text-align:right;"> 54788240 </td> </tr> <tr> <td style="text-align:left;"> Down </td> <td style="text-align:right;"> 54645583 </td> </tr> <tr> <td style="text-align:left;"> Sign of the Times </td> <td style="text-align:right;"> 54632142 </td> </tr> <tr> <td style="text-align:left;"> Rockabye (feat. Sean Paul &amp; Anne-Marie) </td> <td style="text-align:right;"> 54474960 </td> </tr> <tr> <td style="text-align:left;"> Saved </td> <td style="text-align:right;"> 54410231 </td> </tr> <tr> <td style="text-align:left;"> In Case You Didn't Know </td> <td style="text-align:right;"> 54045139 </td> </tr> <tr> <td style="text-align:left;"> Hurricane </td> <td style="text-align:right;"> 53158566 </td> </tr> <tr> <td style="text-align:left;"> MotorSport </td> <td style="text-align:right;"> 52994689 </td> </tr> <tr> <td style="text-align:left;"> ...Ready For It? </td> <td style="text-align:right;"> 52971370 </td> </tr> <tr> <td style="text-align:left;"> All Time Low </td> <td style="text-align:right;"> 52953555 </td> </tr> <tr> <td style="text-align:left;"> Don't Let Me Down </td> <td style="text-align:right;"> 52637955 </td> </tr> <tr> <td style="text-align:left;"> From The D To The A (feat. Lil Yachty) </td> <td style="text-align:right;"> 52490591 </td> </tr> <tr> <td style="text-align:left;"> Signs </td> <td style="text-align:right;"> 52364233 </td> </tr> <tr> <td style="text-align:left;"> Myself </td> <td style="text-align:right;"> 51299659 </td> </tr> <tr> <td style="text-align:left;"> Sauce It Up </td> <td style="text-align:right;"> 51180027 </td> </tr> <tr> <td style="text-align:left;"> Heathens </td> <td style="text-align:right;"> 50226233 </td> </tr> <tr> <td style="text-align:left;"> Transportin' </td> <td style="text-align:right;"> 49908024 </td> </tr> <tr> <td style="text-align:left;"> Get Right Witcha </td> <td style="text-align:right;"> 48956386 </td> </tr> <tr> <td style="text-align:left;"> No Complaints </td> <td style="text-align:right;"> 48198860 </td> </tr> <tr> <td style="text-align:left;"> Side To Side </td> <td style="text-align:right;"> 47518424 </td> </tr> <tr> <td style="text-align:left;"> The Weekend </td> <td style="text-align:right;"> 47473389 </td> </tr> <tr> <td style="text-align:left;"> Cold </td> <td style="text-align:right;"> 47457236 </td> </tr> <tr> <td style="text-align:left;"> Everybody Dies In Their Nightmares </td> <td style="text-align:right;"> 47383684 </td> </tr> <tr> <td style="text-align:left;"> Friends (with BloodPop®) </td> <td style="text-align:right;"> 46960589 </td> </tr> <tr> <td style="text-align:left;"> Sky Walker </td> <td style="text-align:right;"> 46336756 </td> </tr> <tr> <td style="text-align:left;"> Symphony (feat. Zara Larsson) </td> <td style="text-align:right;"> 45573421 </td> </tr> <tr> <td style="text-align:left;"> Everyday We Lit (feat. PnB Rock) </td> <td style="text-align:right;"> 45300321 </td> </tr> <tr> <td style="text-align:left;"> Too Good At Goodbyes - Edit </td> <td style="text-align:right;"> 45142874 </td> </tr> <tr> <td style="text-align:left;"> Back to You (feat. Bebe Rexha &amp; Digital Farm Animals) </td> <td style="text-align:right;"> 44397432 </td> </tr> <tr> <td style="text-align:left;"> Fetish (feat. Gucci Mane) </td> <td style="text-align:right;"> 44291387 </td> </tr> <tr> <td style="text-align:left;"> Craving You </td> <td style="text-align:right;"> 43241460 </td> </tr> <tr> <td style="text-align:left;"> No Flockin </td> <td style="text-align:right;"> 42705849 </td> </tr> <tr> <td style="text-align:left;"> Reminder </td> <td style="text-align:right;"> 41163616 </td> </tr> <tr> <td style="text-align:left;"> Pretty Girl - Cheat Codes X CADE Remix </td> <td style="text-align:right;"> 41025376 </td> </tr> <tr> <td style="text-align:left;"> XXX. FEAT. U2. </td> <td style="text-align:right;"> 40952336 </td> </tr> <tr> <td style="text-align:left;"> Horses (with PnB Rock, Kodak Black &amp; A Boogie Wit da Hoodie) </td> <td style="text-align:right;"> 40747520 </td> </tr> <tr> <td style="text-align:left;"> Panda </td> <td style="text-align:right;"> 40435731 </td> </tr> <tr> <td style="text-align:left;"> Perplexing Pegasus </td> <td style="text-align:right;"> 39910027 </td> </tr> <tr> <td style="text-align:left;"> In the Name of Love </td> <td style="text-align:right;"> 39902615 </td> </tr> <tr> <td style="text-align:left;"> Ghostface Killers </td> <td style="text-align:right;"> 39748732 </td> </tr> <tr> <td style="text-align:left;"> Let Me Love You </td> <td style="text-align:right;"> 39695589 </td> </tr> <tr> <td style="text-align:left;"> Too Many Years </td> <td style="text-align:right;"> 39499458 </td> </tr> <tr> <td style="text-align:left;"> Pick It Up (feat. A\)AP Rocky) 39413460
Ex Calling 39272019
How Long 39176675
The Night We Met 39131369
Free Smoke 38902277
Chained To The Rhythm 38652301
Controlla 38639011
More Than You Know 38607543
Felices los 4 38498022
Betrayed 38196387
CAN’T STOP THE FEELING! (Original Song from DreamWorks Animation’s “TROLLS”) 38009957
Don’t Wanna Know 37328961
There for You 37297176
Teenage Fever 37060000
Needed Me 36998065
Small Town Boy 36673320
Run Up (feat. PARTYNEXTDOOR & Nicki Minaj) 36539552
’Till I Collapse 36493752
Gassed Up 36410907
Lonely Together (feat. Rita Ora) 36242323
Sacrifices 36209831
Ride 35995069
do re mi (feat. Gucci Mane) 35925140
Blem 35906475
Crew 35851431
Green Light 35613236
Come and See Me (feat. Drake) 35096263
All I Want for Christmas Is You 34999291
Water 34912587
Sneakin’ 34419695
Mama 34296832
Patty Cake 33791539
Him & I (with Halsey) 33605177
Solo Dance 33257017
Mercy 33159522
YAH. 33002935
Erase Your Social 32827510
The Cure 32711690
Up 32674948
Some Way 32651334
Heartache On The Dance Floor 32273254
Sucker For Pain (with Wiz Khalifa, Imagine Dragons, Logic & Ty Dolla $ign feat. X Ambassadors) 31650802
Do Not Disturb 31549899
Too Good 31164107
Crying in the Club 30779261
New Freezer (feat. Kendrick Lamar) 30771564
All Night 30666671
Know No Better (feat. Travis Scott, Camila Cabello & Quavo) 30660471
What About Us 30152791
Questions 29925889
Scars To Your Beautiful 29545913
All Night (feat. Knox Fortune) 29368412
Some Kind Of Drug 29356678
History 29174893
Wanted You (feat. Lil Uzi Vert) 29131704
Your Song 29084789
PRIDE. 29035679
Flex Like Ouu 28852947
First Time 28649343
Comin Out Strong 28624745
Party 28494813
Rubbin Off The Paint 28337576
LUST. 28187335
FEEL. 28034682
No Favors 27700494
8TEEN 27559006
Numb 27418149
Just Hold On 26847886
I Got You 26692928
Codeine Dreaming (feat. Lil Wayne) 26572134
Don’t Leave 26410330
Homemade Dynamite (Feat. Khalid, Post Malone & SZA) - REMIX 26310860
The One 26275149
Pills & Automobiles 26192716
Good Drank 26082351
Met Gala (feat. Offset) 25952721
Die For You 25909173
Escápate Conmigo 25779232
Boss 25770253
Stargazing 25763596
Chantaje 25646869
When It Rains It Pours 25498448
Cold Water (feat. Justin Bieber & MØ) 25143694
Jumpman 25073284
Kelly Price (feat. Travis Scott) 24769586
Good Old Days (feat. Kesha) 24509056
Get It Together 24454211
Mi Gente (feat. Beyoncé) 24296262
Pray 24136128
Skateboard P (feat. Big Sean) 24069293
I Miss You (feat. Julia Michaels) 23949887
No Option 23943673
Make Me (Cry) 23925976
Good Life (with G-Eazy & Kehlani) 23827008
Sunset Lover 23785387
Jump Out The Window 23360724
The Other 23319828
Happier 23220343
Treat You Better 23038808
Perfect Duet (Ed Sheeran & Beyoncé) 22856893
GOD. 22398818
Would You Ever 22312357
Running Back (feat. Lil Wayne) 22263756
One Night 22048775
Rich Love (with Seeb) 22046871
All We Know 21756757
Gorgeous 21743680
Rockin’ Around The Christmas Tree - Single Version 21711829
Love Me Now 21702508
OMG 21461215
Six Feet Under 21442953
September Song 21390397
Wait 21372119
FEAR. 21338337
No Frauds 21118785
Work from Home 21097418
Love Scars 21074598
Stressed Out 21044344
Audi. 21041378
Still Got Time 20981589
Cake 20907646
GUMMO 20798121
Run Me Dry 20779454
KMT 20258407
Used to This 20184059
Curve (feat. The Weeknd) 20164855
No Long Talk 20053256
Water Under the Bridge 19788754
Ice Melts 19763670
Dive 19758762
Lights Down Low 19473601
Wyclef Jean 19386654
River (feat. Ed Sheeran) 19296038
Too Much To Ask 19166215
DUCKWORTH. 19040937
Revenge 18913242
BLOOD. 18718025
Madiba Riddim 18485347
Whatever It Takes 18421573
Rent Money 18391952
4422 18318412
Now and Later 18195143
Everyday 18184809
Jorja Interlude 18143966
Perfect Pint (feat. Kendrick Lamar, Gucci Mane & Rae Sremmurd) 18127200
Walk On Water (feat. Beyoncé) 18055579
Sidewalks 17883733
OOOUUU 17726724
The Way Life Goes (feat. Nicki Minaj & Oh Wonder) - Remix 17671431
Last Christmas 17668541
At My Best (feat. Hailee Steinfeld) 17509490
Bartier Cardi (feat. 21 Savage) 17459286
It’s the Most Wonderful Time of the Year 17419651
Peek A Boo 17333920
D Rose 17120529
No Vacancy 16999397
i hate u, i love u (feat. olivia o’brien) 16927286
Échame La Culpa 16927120
How Far I’ll Go 16889134
Light 16627405
Jingle Bell Rock 16394179
End Game 16305250
Oceans Away 16282594
Litty (feat. Tory Lanez) 16273141
My Shit 16209145
Reggaetón Lento (Remix) 16196903
Lose Yourself - Soundtrack Version 16175011
Get Low (with Liam Payne) 16171300
X 16028247
Home (with Machine Gun Kelly, X Ambassadors & Bebe Rexha) 15911566
Break Up Every Night 15898405
Romantic - NOTD Remix 15890771
DEVASTATED 15879638
Super Far 15860358
Sooner Or Later 15817934
I Took A Pill In Ibiza - Seeb Remix 15706346
Without You (feat. Sandro Cavazza) 15670840
Work 15622927
Black SpiderMan 15597070
Dirt On My Boots 15525281
The Hills 15501449
Quit (feat. Ariana Grande) 15426692
Thumbs 15390604
Bad Bitch (feat. Ty Dolla $ign) 15200757
The Heart Part 4 15079659
Greatest Love Story 15008215
A Holly Jolly Christmas - Single Version 14973977
Swish Swish 14903840
Draco 14896679
Juke Jam (feat. Justin Bieber & Towkio) 14804106
Who Dat Boy 14764513
Touch 14690291
It’s Gotta Be You 14633049
Feels Great (feat. Fetty Wap & CVBZ) 14509537
H.O.L.Y. 14489420
Patek Water 14474706
Obsession (feat. Jon Bellion) 14451205
Timeless (DJ SPINKING) 14431255
Shed a Light 14362959
Havana - Remix 14218798
Tell Me You Love Me 14180474
A Different Way (with Lauv) 14153138
Death Of A Bachelor 14124108
New Man 14122584
Can’t Have Everything 14075407
Mask Off - Remix 14045011
Say A’ 14029320
MIC Drop (feat. Desiigner) [Steve Aoki Remix] 13987469
There He Go 13872758
Why 13836330
Let It Snow! Let It Snow! Let It Snow! 13787432
Carry On 13725109
Nights With You 13710087
Lemon 13687481
Thinking Out Loud 13683074
444+222 13644506
White Christmas 13476036
Tone it Down (feat. Chris Brown) 13458718
What Do I Know? 13383755
RAF 13369390
Immortal 13352596
Christmas Time Is Here - Vocal 13229076
Antidote 13128133
Tip Toe (feat. French Montana) 13104786
Not Going Home 13064125
Me, Myself & I 13016831
Go Legend (& Metro Boomin) 12984371
Never Be the Same 12842620
To the Max 12826445
I Would Like 12820430
This Town 12816308
Bust Down 12777947
Nothings Into Somethings 12755275
Undefeated (feat. 21 Savage) 12695431
Dark Queen 12657609
Call Casting 12591856
Two High 12492314
Wet Dreamz 12480895
Glow 12471042
The Christmas Song (Merry Christmas To You) 12410256
Do What I Want 12408402
Do They Know It’s Christmas? - 1984 Version 12343473
Lighthouse - Andrelli Remix 12312208
Sober 12126465
How Would You Feel (Paean) 12076782
New 11998637
No Such Thing as a Broken Heart 11956729
Chanel 11909581
Both (feat. Drake & Lil Wayne) - Remix 11908700
Call It What You Want 11810341
Lose You 11766952
Blue Christmas 11662943
Into You 11655918
Photograph 11522579
Whippin (feat. Felix Snow) 11453046
Father Stretch My Hands Pt. 1 11441032
Man’s Not Hot 11375957
Rap Saved Me 11371035
Setting Fires 11324743
Famous 11153493
Sensualidad 11094049
May We All 11091504
Neon Guts (feat. Pharrell Williams) 11066483
Same Drugs 11061103
Lot to Learn 11046893
Winter Wonderland 11038692
Look at Me! 11006563
Marmalade (feat. Lil Yachty) 10936577
Skepta Interlude 10859317
Carol of the Bells 10824449
Too Much Sauce 10815797
DNA 10745600
Since Way Back 10716409
Depression & Obsession 10704585
Barcelona 10698564
Do I Make You Wanna 10665225
Supermarket Flowers 10660690
It’s Beginning To Look A Lot Like Christmas 10619908
Trap Paris (feat. Quavo & Ty Dolla \(ign) </td> <td style="text-align:right;"> 10557103 </td> </tr> <tr> <td style="text-align:left;"> Se Preparó </td> <td style="text-align:right;"> 10535928 </td> </tr> <tr> <td style="text-align:left;"> Heatstroke </td> <td style="text-align:right;"> 10514928 </td> </tr> <tr> <td style="text-align:left;"> Feliz Navidad </td> <td style="text-align:right;"> 10496807 </td> </tr> <tr> <td style="text-align:left;"> 911 / Mr. Lonely </td> <td style="text-align:right;"> 10488322 </td> </tr> <tr> <td style="text-align:left;"> It's Beginning to Look a Lot Like Christmas </td> <td style="text-align:right;"> 10473869 </td> </tr> <tr> <td style="text-align:left;"> Hallelujah </td> <td style="text-align:right;"> 10386206 </td> </tr> <tr> <td style="text-align:left;"> Reminding Me </td> <td style="text-align:right;"> 10356925 </td> </tr> <tr> <td style="text-align:left;"> Sorry </td> <td style="text-align:right;"> 10264586 </td> </tr> <tr> <td style="text-align:left;"> I'm so Groovy </td> <td style="text-align:right;"> 10197294 </td> </tr> <tr> <td style="text-align:left;"> God, Your Mama, And Me </td> <td style="text-align:right;"> 10097024 </td> </tr> <tr> <td style="text-align:left;"> Hear Me Now </td> <td style="text-align:right;"> 9868765 </td> </tr> <tr> <td style="text-align:left;"> Santa Tell Me </td> <td style="text-align:right;"> 9802046 </td> </tr> <tr> <td style="text-align:left;"> Hearts Don't Break Around Here </td> <td style="text-align:right;"> 9731574 </td> </tr> <tr> <td style="text-align:left;"> Hometown Girl </td> <td style="text-align:right;"> 9703651 </td> </tr> <tr> <td style="text-align:left;"> We Don't Talk Anymore (feat. Selena Gomez) </td> <td style="text-align:right;"> 9703634 </td> </tr> <tr> <td style="text-align:left;"> My Choppa Hate Niggas </td> <td style="text-align:right;"> 9634023 </td> </tr> <tr> <td style="text-align:left;"> Real Friends </td> <td style="text-align:right;"> 9595629 </td> </tr> <tr> <td style="text-align:left;"> Run Rudolph Run - Single Version </td> <td style="text-align:right;"> 9575192 </td> </tr> <tr> <td style="text-align:left;"> Sweet Creature </td> <td style="text-align:right;"> 9527316 </td> </tr> <tr> <td style="text-align:left;"> Halfway Off The Balcony </td> <td style="text-align:right;"> 9502535 </td> </tr> <tr> <td style="text-align:left;"> Nancy Mulligan </td> <td style="text-align:right;"> 9458068 </td> </tr> <tr> <td style="text-align:left;"> Santa Baby </td> <td style="text-align:right;"> 9430456 </td> </tr> <tr> <td style="text-align:left;"> m.A.A.d city </td> <td style="text-align:right;"> 9417319 </td> </tr> <tr> <td style="text-align:left;"> Me Rehúso </td> <td style="text-align:right;"> 9373526 </td> </tr> <tr> <td style="text-align:left;"> Delicate </td> <td style="text-align:right;"> 9371207 </td> </tr> <tr> <td style="text-align:left;"> Dark Knight Dummo (Feat. Travis Scott) </td> <td style="text-align:right;"> 9369390 </td> </tr> <tr> <td style="text-align:left;"> The Last Of The Real Ones </td> <td style="text-align:right;"> 9247972 </td> </tr> <tr> <td style="text-align:left;"> Never Be Like You </td> <td style="text-align:right;"> 9221500 </td> </tr> <tr> <td style="text-align:left;"> Mistletoe </td> <td style="text-align:right;"> 9150840 </td> </tr> <tr> <td style="text-align:left;"> Save That Shit </td> <td style="text-align:right;"> 9065748 </td> </tr> <tr> <td style="text-align:left;"> Homemade Dynamite </td> <td style="text-align:right;"> 9049559 </td> </tr> <tr> <td style="text-align:left;"> Gucci On My (feat. 21 Savage, YG &amp; Migos) </td> <td style="text-align:right;"> 9046555 </td> </tr> <tr> <td style="text-align:left;"> Pop Style </td> <td style="text-align:right;"> 9019656 </td> </tr> <tr> <td style="text-align:left;"> You Don't Know Me - Radio Edit </td> <td style="text-align:right;"> 8944840 </td> </tr> <tr> <td style="text-align:left;"> Shining </td> <td style="text-align:right;"> 8805637 </td> </tr> <tr> <td style="text-align:left;"> Million Reasons </td> <td style="text-align:right;"> 8789035 </td> </tr> <tr> <td style="text-align:left;"> Wonderful Christmastime - Remastered 2011 / Edited Version </td> <td style="text-align:right;"> 8757263 </td> </tr> <tr> <td style="text-align:left;"> Happy Xmas (War Is Over) - 2010 Digital Remaster </td> <td style="text-align:right;"> 8694530 </td> </tr> <tr> <td style="text-align:left;"> So Far Away </td> <td style="text-align:right;"> 8637553 </td> </tr> <tr> <td style="text-align:left;"> Save Me </td> <td style="text-align:right;"> 8443475 </td> </tr> <tr> <td style="text-align:left;"> Rudolph The Red-Nosed Reindeer </td> <td style="text-align:right;"> 8390719 </td> </tr> <tr> <td style="text-align:left;"> Me You </td> <td style="text-align:right;"> 8374035 </td> </tr> <tr> <td style="text-align:left;"> Bedroom Floor </td> <td style="text-align:right;"> 8363705 </td> </tr> <tr> <td style="text-align:left;"> Saint </td> <td style="text-align:right;"> 8355970 </td> </tr> <tr> <td style="text-align:left;"> Eraser </td> <td style="text-align:right;"> 8308913 </td> </tr> <tr> <td style="text-align:left;"> Heavy (feat. Kiiara) </td> <td style="text-align:right;"> 8266965 </td> </tr> <tr> <td style="text-align:left;"> TG4M </td> <td style="text-align:right;"> 8214134 </td> </tr> <tr> <td style="text-align:left;"> KOODA </td> <td style="text-align:right;"> 8175074 </td> </tr> <tr> <td style="text-align:left;"> Still Here </td> <td style="text-align:right;"> 8116134 </td> </tr> <tr> <td style="text-align:left;"> Pull Up N Wreck (With Metro Boomin) </td> <td style="text-align:right;"> 8109843 </td> </tr> <tr> <td style="text-align:left;"> oui </td> <td style="text-align:right;"> 8065226 </td> </tr> <tr> <td style="text-align:left;"> Nobody Else But You </td> <td style="text-align:right;"> 8043836 </td> </tr> <tr> <td style="text-align:left;"> Roses </td> <td style="text-align:right;"> 8007321 </td> </tr> <tr> <td style="text-align:left;"> Outlet </td> <td style="text-align:right;"> 8006461 </td> </tr> <tr> <td style="text-align:left;"> Again </td> <td style="text-align:right;"> 7964269 </td> </tr> <tr> <td style="text-align:left;"> Steady 1234 (feat. Jasmine Thompson &amp; Skizzy Mars) </td> <td style="text-align:right;"> 7961036 </td> </tr> <tr> <td style="text-align:left;"> Ice Tray </td> <td style="text-align:right;"> 7960309 </td> </tr> <tr> <td style="text-align:left;"> Dubai Shit </td> <td style="text-align:right;"> 7931179 </td> </tr> <tr> <td style="text-align:left;"> This Is What You Came For </td> <td style="text-align:right;"> 7896252 </td> </tr> <tr> <td style="text-align:left;"> The Way I Are (Dance With Somebody) [feat. Lil Wayne] </td> <td style="text-align:right;"> 7894613 </td> </tr> <tr> <td style="text-align:left;"> Trust Nobody (feat. Selena Gomez &amp; Tory Lanez) </td> <td style="text-align:right;"> 7842041 </td> </tr> <tr> <td style="text-align:left;"> Somebody Else </td> <td style="text-align:right;"> 7825635 </td> </tr> <tr> <td style="text-align:left;"> Bibia Be Ye Ye </td> <td style="text-align:right;"> 7685882 </td> </tr> <tr> <td style="text-align:left;"> Blue Ain't Your Color </td> <td style="text-align:right;"> 7628297 </td> </tr> <tr> <td style="text-align:left;"> UnFazed (feat. The Weeknd) </td> <td style="text-align:right;"> 7571186 </td> </tr> <tr> <td style="text-align:left;"> Stir Fry </td> <td style="text-align:right;"> 7520541 </td> </tr> <tr> <td style="text-align:left;"> All My Love (feat. Conor Maynard) </td> <td style="text-align:right;"> 7469620 </td> </tr> <tr> <td style="text-align:left;"> Have Yourself A Merry Little Christmas - "Meet Me In St. Louis" Original Cast Recording </td> <td style="text-align:right;"> 7432103 </td> </tr> <tr> <td style="text-align:left;"> Easy Love </td> <td style="text-align:right;"> 7351713 </td> </tr> <tr> <td style="text-align:left;"> True Colors </td> <td style="text-align:right;"> 7330458 </td> </tr> <tr> <td style="text-align:left;"> Can I Be Him </td> <td style="text-align:right;"> 7320043 </td> </tr> <tr> <td style="text-align:left;"> Love </td> <td style="text-align:right;"> 7302531 </td> </tr> <tr> <td style="text-align:left;"> Save Myself </td> <td style="text-align:right;"> 7302041 </td> </tr> <tr> <td style="text-align:left;"> Rap God </td> <td style="text-align:right;"> 7287165 </td> </tr> <tr> <td style="text-align:left;"> 7 Years </td> <td style="text-align:right;"> 7209971 </td> </tr> <tr> <td style="text-align:left;"> See You Again </td> <td style="text-align:right;"> 7144964 </td> </tr> <tr> <td style="text-align:left;"> Love Yourself </td> <td style="text-align:right;"> 7087795 </td> </tr> <tr> <td style="text-align:left;"> Icon </td> <td style="text-align:right;"> 7047504 </td> </tr> <tr> <td style="text-align:left;"> Hotline Bling </td> <td style="text-align:right;"> 6993258 </td> </tr> <tr> <td style="text-align:left;"> High Without Your Love </td> <td style="text-align:right;"> 6953921 </td> </tr> <tr> <td style="text-align:left;"> Modern Slavery </td> <td style="text-align:right;"> 6936212 </td> </tr> <tr> <td style="text-align:left;"> Ophelia </td> <td style="text-align:right;"> 6901333 </td> </tr> <tr> <td style="text-align:left;"> Little Saint Nick </td> <td style="text-align:right;"> 6883609 </td> </tr> <tr> <td style="text-align:left;"> Silver Bells </td> <td style="text-align:right;"> 6863158 </td> </tr> <tr> <td style="text-align:left;"> Bon Appétit </td> <td style="text-align:right;"> 6848611 </td> </tr> <tr> <td style="text-align:left;"> Juju On That Beat (TZ Anthem) </td> <td style="text-align:right;"> 6831828 </td> </tr> <tr> <td style="text-align:left;"> Skateboard P </td> <td style="text-align:right;"> 6804447 </td> </tr> <tr> <td style="text-align:left;"> Beast Mode (feat. PnB Rock &amp; YoungBoy Never Broke Again) </td> <td style="text-align:right;"> 6725402 </td> </tr> <tr> <td style="text-align:left;"> Black &amp; Chinese </td> <td style="text-align:right;"> 6606461 </td> </tr> <tr> <td style="text-align:left;"> Help Me Out (with Julia Michaels) </td> <td style="text-align:right;"> 6568276 </td> </tr> <tr> <td style="text-align:left;"> Magic </td> <td style="text-align:right;"> 6564982 </td> </tr> <tr> <td style="text-align:left;"> </td> <td style="text-align:right;"> 6504755 </td> </tr> <tr> <td style="text-align:left;"> Plain Jane REMIX </td> <td style="text-align:right;"> 6479383 </td> </tr> <tr> <td style="text-align:left;"> All We Got (feat. Kanye West &amp; Chicago Children's Choir) </td> <td style="text-align:right;"> 6398015 </td> </tr> <tr> <td style="text-align:left;"> Everyday We Lit </td> <td style="text-align:right;"> 6334976 </td> </tr> <tr> <td style="text-align:left;"> Uh Huh </td> <td style="text-align:right;"> 6326686 </td> </tr> <tr> <td style="text-align:left;"> Congratulations - Remix </td> <td style="text-align:right;"> 6302331 </td> </tr> <tr> <td style="text-align:left;"> Die A Happy Man </td> <td style="text-align:right;"> 6302023 </td> </tr> <tr> <td style="text-align:left;"> Finesse (Remix) [feat. Cardi B] </td> <td style="text-align:right;"> 6280603 </td> </tr> <tr> <td style="text-align:left;"> Cheap Thrills </td> <td style="text-align:right;"> 6275365 </td> </tr> <tr> <td style="text-align:left;"> I Miss You </td> <td style="text-align:right;"> 6243755 </td> </tr> <tr> <td style="text-align:left;"> Gold </td> <td style="text-align:right;"> 6241452 </td> </tr> <tr> <td style="text-align:left;"> Capsize </td> <td style="text-align:right;"> 6087588 </td> </tr> <tr> <td style="text-align:left;"> Taped Up Heart (feat. Clara Mae) </td> <td style="text-align:right;"> 6051153 </td> </tr> <tr> <td style="text-align:left;"> Eye 2 Eye </td> <td style="text-align:right;"> 5998788 </td> </tr> <tr> <td style="text-align:left;"> Hard Times </td> <td style="text-align:right;"> 5967874 </td> </tr> <tr> <td style="text-align:left;"> Send My Love (To Your New Lover) </td> <td style="text-align:right;"> 5965417 </td> </tr> <tr> <td style="text-align:left;"> Feed Me Dope </td> <td style="text-align:right;"> 5928699 </td> </tr> <tr> <td style="text-align:left;"> Marry Me </td> <td style="text-align:right;"> 5893170 </td> </tr> <tr> <td style="text-align:left;"> Orlando </td> <td style="text-align:right;"> 5884557 </td> </tr> <tr> <td style="text-align:left;"> Here Comes Santa Claus (Right Down Santa Claus Lane) </td> <td style="text-align:right;"> 5851827 </td> </tr> <tr> <td style="text-align:left;"> Woman </td> <td style="text-align:right;"> 5837282 </td> </tr> <tr> <td style="text-align:left;"> Homemade Dynamite - REMIX </td> <td style="text-align:right;"> 5761830 </td> </tr> <tr> <td style="text-align:left;"> Versace On The Floor </td> <td style="text-align:right;"> 5752675 </td> </tr> <tr> <td style="text-align:left;"> Anywhere </td> <td style="text-align:right;"> 5721894 </td> </tr> <tr> <td style="text-align:left;"> By Your Side </td> <td style="text-align:right;"> 5707783 </td> </tr> <tr> <td style="text-align:left;"> Pull Up N Wreck (&amp; Metro Boomin) </td> <td style="text-align:right;"> 5704578 </td> </tr> <tr> <td style="text-align:left;"> For Real </td> <td style="text-align:right;"> 5672275 </td> </tr> <tr> <td style="text-align:left;"> Don't Quit </td> <td style="text-align:right;"> 5640296 </td> </tr> <tr> <td style="text-align:left;"> Want Her </td> <td style="text-align:right;"> 5604489 </td> </tr> <tr> <td style="text-align:left;"> In The End </td> <td style="text-align:right;"> 5593134 </td> </tr> <tr> <td style="text-align:left;"> Secrets </td> <td style="text-align:right;"> 5587057 </td> </tr> <tr> <td style="text-align:left;"> I Just Can't </td> <td style="text-align:right;"> 5565868 </td> </tr> <tr> <td style="text-align:left;"> Two® </td> <td style="text-align:right;"> 5475481 </td> </tr> <tr> <td style="text-align:left;"> Summer Bummer (feat. A\)AP Rocky & Playboi Carti) 5350292
Owe Me 5349983
Kids in Love 5336676
No Type 5313677
Losing Sleep 5296888
Whatever You Need (feat. Chris Brown & Ty Dolla \(ign) </td> <td style="text-align:right;"> 5283971 </td> </tr> <tr> <td style="text-align:left;"> Let Me Explain </td> <td style="text-align:right;"> 5280568 </td> </tr> <tr> <td style="text-align:left;"> Mary, Did You Know? </td> <td style="text-align:right;"> 5266197 </td> </tr> <tr> <td style="text-align:left;"> Ni**as In Paris </td> <td style="text-align:right;"> 5261148 </td> </tr> <tr> <td style="text-align:left;"> Reminder - Remix </td> <td style="text-align:right;"> 5260581 </td> </tr> <tr> <td style="text-align:left;"> Liability </td> <td style="text-align:right;"> 5223053 </td> </tr> <tr> <td style="text-align:left;"> Motorcycle Patches </td> <td style="text-align:right;"> 5210708 </td> </tr> <tr> <td style="text-align:left;"> Tu Sabes Que Te Quiero </td> <td style="text-align:right;"> 5186043 </td> </tr> <tr> <td style="text-align:left;"> Dead Inside (Interlude) </td> <td style="text-align:right;"> 5100805 </td> </tr> <tr> <td style="text-align:left;"> You &amp; Me </td> <td style="text-align:right;"> 5078259 </td> </tr> <tr> <td style="text-align:left;"> Believe </td> <td style="text-align:right;"> 5067594 </td> </tr> <tr> <td style="text-align:left;"> Living Single </td> <td style="text-align:right;"> 5067021 </td> </tr> <tr> <td style="text-align:left;"> Lust for Life (with The Weeknd) </td> <td style="text-align:right;"> 5041913 </td> </tr> <tr> <td style="text-align:left;"> Disrespectful </td> <td style="text-align:right;"> 5033461 </td> </tr> <tr> <td style="text-align:left;"> Sleigh Ride </td> <td style="text-align:right;"> 4970826 </td> </tr> <tr> <td style="text-align:left;"> Let It Go </td> <td style="text-align:right;"> 4940852 </td> </tr> <tr> <td style="text-align:left;"> If I'm Lucky </td> <td style="text-align:right;"> 4856244 </td> </tr> <tr> <td style="text-align:left;"> Change </td> <td style="text-align:right;"> 4855312 </td> </tr> <tr> <td style="text-align:left;"> Rockin’ </td> <td style="text-align:right;"> 4844165 </td> </tr> <tr> <td style="text-align:left;"> Perfect Places </td> <td style="text-align:right;"> 4755382 </td> </tr> <tr> <td style="text-align:left;"> Corazón </td> <td style="text-align:right;"> 4730956 </td> </tr> <tr> <td style="text-align:left;"> So Good (&amp; Metro Boomin) </td> <td style="text-align:right;"> 4696982 </td> </tr> <tr> <td style="text-align:left;"> Trap Trap Trap </td> <td style="text-align:right;"> 4694485 </td> </tr> <tr> <td style="text-align:left;"> No Smoke </td> <td style="text-align:right;"> 4676442 </td> </tr> <tr> <td style="text-align:left;"> Tiimmy Turner </td> <td style="text-align:right;"> 4606375 </td> </tr> <tr> <td style="text-align:left;"> No Sleep Leak </td> <td style="text-align:right;"> 4595897 </td> </tr> <tr> <td style="text-align:left;"> All The Stars (with SZA) </td> <td style="text-align:right;"> 4565789 </td> </tr> <tr> <td style="text-align:left;"> My Way </td> <td style="text-align:right;"> 4553649 </td> </tr> <tr> <td style="text-align:left;"> Crazy Brazy </td> <td style="text-align:right;"> 4540489 </td> </tr> <tr> <td style="text-align:left;"> All Falls Down </td> <td style="text-align:right;"> 4432665 </td> </tr> <tr> <td style="text-align:left;"> Burning </td> <td style="text-align:right;"> 4420071 </td> </tr> <tr> <td style="text-align:left;"> Killing Spree </td> <td style="text-align:right;"> 4405396 </td> </tr> <tr> <td style="text-align:left;"> Nightmare </td> <td style="text-align:right;"> 4373968 </td> </tr> <tr> <td style="text-align:left;"> Smoke Break (feat. Future) </td> <td style="text-align:right;"> 4340614 </td> </tr> <tr> <td style="text-align:left;"> Bad Business </td> <td style="text-align:right;"> 4312428 </td> </tr> <tr> <td style="text-align:left;"> Carolina </td> <td style="text-align:right;"> 4293983 </td> </tr> <tr> <td style="text-align:left;"> Brown Paper Bag </td> <td style="text-align:right;"> 4291832 </td> </tr> <tr> <td style="text-align:left;"> Cash Machine </td> <td style="text-align:right;"> 4267624 </td> </tr> <tr> <td style="text-align:left;"> Say It (feat. Tove Lo) </td> <td style="text-align:right;"> 4228138 </td> </tr> <tr> <td style="text-align:left;"> Conscience (feat. Future) </td> <td style="text-align:right;"> 4203717 </td> </tr> <tr> <td style="text-align:left;"> Mad Stalkers </td> <td style="text-align:right;"> 4197020 </td> </tr> <tr> <td style="text-align:left;"> Rewrite The Stars </td> <td style="text-align:right;"> 4193975 </td> </tr> <tr> <td style="text-align:left;"> The Greatest </td> <td style="text-align:right;"> 4184547 </td> </tr> <tr> <td style="text-align:left;"> Extra Luv </td> <td style="text-align:right;"> 4179709 </td> </tr> <tr> <td style="text-align:left;"> 20 Min </td> <td style="text-align:right;"> 4171730 </td> </tr> <tr> <td style="text-align:left;"> Feelings Mutual </td> <td style="text-align:right;"> 4092741 </td> </tr> <tr> <td style="text-align:left;"> Sway (feat. Quavo &amp; Lil Yachty) </td> <td style="text-align:right;"> 4088511 </td> </tr> <tr> <td style="text-align:left;"> Mr. Brightside </td> <td style="text-align:right;"> 4079459 </td> </tr> <tr> <td style="text-align:left;"> Take It Back </td> <td style="text-align:right;"> 4068346 </td> </tr> <tr> <td style="text-align:left;"> Super Trapper </td> <td style="text-align:right;"> 4060572 </td> </tr> <tr> <td style="text-align:left;"> Mayores </td> <td style="text-align:right;"> 4060017 </td> </tr> <tr> <td style="text-align:left;"> Oh Lord </td> <td style="text-align:right;"> 4047096 </td> </tr> <tr> <td style="text-align:left;"> Mistletoe And Holly - 1999 - Remaster </td> <td style="text-align:right;"> 4041953 </td> </tr> <tr> <td style="text-align:left;"> Voices In My Head/Stick To The Plan </td> <td style="text-align:right;"> 4033201 </td> </tr> <tr> <td style="text-align:left;"> IDGAF </td> <td style="text-align:right;"> 4010068 </td> </tr> <tr> <td style="text-align:left;"> I Did Something Bad </td> <td style="text-align:right;"> 3959397 </td> </tr> <tr> <td style="text-align:left;"> PILLOWTALK </td> <td style="text-align:right;"> 3950976 </td> </tr> <tr> <td style="text-align:left;"> Huncho Jack </td> <td style="text-align:right;"> 3939085 </td> </tr> <tr> <td style="text-align:left;"> Strangers </td> <td style="text-align:right;"> 3932158 </td> </tr> <tr> <td style="text-align:left;"> Learn To Let Go </td> <td style="text-align:right;"> 3929944 </td> </tr> <tr> <td style="text-align:left;"> A Lie </td> <td style="text-align:right;"> 3872078 </td> </tr> <tr> <td style="text-align:left;"> Star Of The Show </td> <td style="text-align:right;"> 3829685 </td> </tr> <tr> <td style="text-align:left;"> Yours </td> <td style="text-align:right;"> 3793073 </td> </tr> <tr> <td style="text-align:left;"> Ahora Dice </td> <td style="text-align:right;"> 3784102 </td> </tr> <tr> <td style="text-align:left;"> This Is Me </td> <td style="text-align:right;"> 3760676 </td> </tr> <tr> <td style="text-align:left;"> Castro </td> <td style="text-align:right;"> 3756215 </td> </tr> <tr> <td style="text-align:left;"> My Girl </td> <td style="text-align:right;"> 3741948 </td> </tr> <tr> <td style="text-align:left;"> Get It Right (feat. MØ) </td> <td style="text-align:right;"> 3728865 </td> </tr> <tr> <td style="text-align:left;"> Filthy </td> <td style="text-align:right;"> 3724604 </td> </tr> <tr> <td style="text-align:left;"> The Greatest Show </td> <td style="text-align:right;"> 3720354 </td> </tr> <tr> <td style="text-align:left;"> A\)AP Ferg 3687973
Untouchable 3671442
All I Know 3642697
Culture (feat. DJ Khaled) 3635123
Stranger Things 3608802
Bigger Than Me 3568957
La Modelo 3532935
V. 3005 3518595
Baby, It’s Cold Outside 3518299
Love U Better (feat. Lil Wayne & The-Dream) 3515640
Say It First 3496085
Kiwi 3490206
Do You Hear What I Hear? 3483174
The Beautiful & Damned 3479975
Confess 3445235
Angels (feat. Saba) 3437660
Ayala (Outro) 3427405
Don’t Blame Me 3398933
You’re A Mean One, Mr. Grinch - From Dr. Seuss’ ‘How The Grinch Stole Christmas’ 3368243
One Last Song 3362441
Pretty Mami 3346647
Downtown 3323261
Zoom 3271698
Molly 3268192
Don’t Say 3267943
Saturnz Barz (feat. Popcaan) 3239350
Never Enough 3220516
Mele Kalikimaka - Single Version 3220374
Really Really 3190477
Somethin Tells Me 3183468
Use Me 3177823
Boredom 3151849
Incredible 3122225
Holly Jolly Christmas 3103406
My Type 3062084
Meet Me in the Hallway 2998998
A Million Dreams 2992950
America 2991432
Joy To The World 2986306
Be The One 2965518
The Weekend - Funk Wav Remix 2963663
Bloodstream 2960650
Saint Laurent Mask 2944481
Two Ghosts 2943135
The First Noel - 1999 - Remaster 2943117
Nowadays (feat. Landon Cube) 2879314
False Alarm 2836361
TEMPTATION 2822972
Trap Check 2812496
Ink Blot 2782844
The Mack 2747924
Ascension (feat. Vince Staples) 2746546
Go Off (with Lil Uzi Vert, Quavo & Travis Scott) 2733681
The Plan 2717142
The Fighter 2713865
High For Hours 2700967
High Demand 2699938
The Other Side 2671978
Bring Dem Things 2636210
Ever Since New York 2620824
Anziety 2608884
Andromeda (feat. DRAM) 2601049
Real Thing (feat. Future) 2582189
Like Home (feat. Alicia Keys) 2577891
Have Yourself A Merry Little Christmas 2570036
She’s Mine Pt. 1 2569455
Designer 2559598
Bring It Back (with Drake & Mike WiLL Made-It) 2549468
Go 2549149
Run Up the Racks 2543477
Stay 2528864
Free Fallin’ 2521644
Eyes Closed 2520803
Nothing Left For You 2517602
How To Talk 2514306
What The Price 2513670
No Peace 2504528
Self-Made 2482859
No Cap 2482260
The Louvre 2472646
Moon Rock 2469718
Good Dope 2440684
Remind Me 2431311
How U Feel 2418718
Last Day Alive 2415311
Prayers Up 2415121
Supercut 2411725
Honest 2405772
POA 2399986
Idfc 2382779
My Collection 2380327
4 Your Eyez Only 2374183
FaceTime 2369021
Midnight Train 2364087
Still Serving 2327645
Bad Husband (feat. X Ambassadors) 2302994
Lust For Life (with The Weeknd) 2301101
Danger (with Migos & Marshmello) 2295166
Close My Eyes 2282689
Call Me 2267108
Biking 2266989
Darkside (with Ty Dolla \(ign &amp; Future feat. Kiiara) </td> <td style="text-align:right;"> 2265762 </td> </tr> <tr> <td style="text-align:left;"> Bom Bidi Bom - From "Fifty Shades Darker (Original Motion Picture Soundtrack)" </td> <td style="text-align:right;"> 2258916 </td> </tr> <tr> <td style="text-align:left;"> Colombia Heights (Te Llamo) [feat. J Balvin] </td> <td style="text-align:right;"> 2251932 </td> </tr> <tr> <td style="text-align:left;"> Same Time Pt. 1 </td> <td style="text-align:right;"> 2246489 </td> </tr> <tr> <td style="text-align:left;"> American Teen </td> <td style="text-align:right;"> 2238657 </td> </tr> <tr> <td style="text-align:left;"> You Da Baddest </td> <td style="text-align:right;"> 2215895 </td> </tr> <tr> <td style="text-align:left;"> Stunting Ain't Nuthin (feat. Slim Jxmmi &amp; Young Dolph) </td> <td style="text-align:right;"> 2180560 </td> </tr> <tr> <td style="text-align:left;"> Bad Things - With Camila Cabello </td> <td style="text-align:right;"> 2179588 </td> </tr> <tr> <td style="text-align:left;"> Where U From </td> <td style="text-align:right;"> 2161589 </td> </tr> <tr> <td style="text-align:left;"> Young </td> <td style="text-align:right;"> 2155673 </td> </tr> <tr> <td style="text-align:left;"> PIE </td> <td style="text-align:right;"> 2149779 </td> </tr> <tr> <td style="text-align:left;"> Chloraseptic (feat. Phresher) </td> <td style="text-align:right;"> 2149075 </td> </tr> <tr> <td style="text-align:left;"> Sunday Morning Jetpack </td> <td style="text-align:right;"> 2141733 </td> </tr> <tr> <td style="text-align:left;"> Stay With Me </td> <td style="text-align:right;"> 2137381 </td> </tr> <tr> <td style="text-align:left;"> Black Barbies </td> <td style="text-align:right;"> 2124725 </td> </tr> <tr> <td style="text-align:left;"> What I've Done </td> <td style="text-align:right;"> 2123667 </td> </tr> <tr> <td style="text-align:left;"> Might as Well </td> <td style="text-align:right;"> 2115221 </td> </tr> <tr> <td style="text-align:left;"> AfricAryaN </td> <td style="text-align:right;"> 2098893 </td> </tr> <tr> <td style="text-align:left;"> HIM </td> <td style="text-align:right;"> 2096196 </td> </tr> <tr> <td style="text-align:left;"> Benz Truck - гелик </td> <td style="text-align:right;"> 2088883 </td> </tr> <tr> <td style="text-align:left;"> The Explanation </td> <td style="text-align:right;"> 2087471 </td> </tr> <tr> <td style="text-align:left;"> I Ain't Got Time! </td> <td style="text-align:right;"> 2084318 </td> </tr> <tr> <td style="text-align:left;"> OG Kush Diet </td> <td style="text-align:right;"> 2083806 </td> </tr> <tr> <td style="text-align:left;"> Where This Flower Blooms </td> <td style="text-align:right;"> 2075616 </td> </tr> <tr> <td style="text-align:left;"> Darth Vader </td> <td style="text-align:right;"> 2064672 </td> </tr> <tr> <td style="text-align:left;"> 4 da Gang </td> <td style="text-align:right;"> 2059361 </td> </tr> <tr> <td style="text-align:left;"> Thriller </td> <td style="text-align:right;"> 2056841 </td> </tr> <tr> <td style="text-align:left;"> Lookin Exotic </td> <td style="text-align:right;"> 2051009 </td> </tr> <tr> <td style="text-align:left;"> Nowhere Fast (feat. Kehlani) </td> <td style="text-align:right;"> 2044561 </td> </tr> <tr> <td style="text-align:left;"> Leave Right Now </td> <td style="text-align:right;"> 2044208 </td> </tr> <tr> <td style="text-align:left;"> All Ass </td> <td style="text-align:right;"> 2040233 </td> </tr> <tr> <td style="text-align:left;"> Mos Definitely </td> <td style="text-align:right;"> 2026877 </td> </tr> <tr> <td style="text-align:left;"> Stay Blessed </td> <td style="text-align:right;"> 2020477 </td> </tr> <tr> <td style="text-align:left;"> Only Angel </td> <td style="text-align:right;"> 2019487 </td> </tr> <tr> <td style="text-align:left;"> Out Yo Way </td> <td style="text-align:right;"> 2015378 </td> </tr> <tr> <td style="text-align:left;"> Unsteady </td> <td style="text-align:right;"> 2011650 </td> </tr> <tr> <td style="text-align:left;"> It Won't Kill Ya </td> <td style="text-align:right;"> 1991273 </td> </tr> <tr> <td style="text-align:left;"> Malfunction </td> <td style="text-align:right;"> 1967727 </td> </tr> <tr> <td style="text-align:left;"> Rockin' Around The Christmas Tree - Recorded at Spotify Studios NYC </td> <td style="text-align:right;"> 1963574 </td> </tr> <tr> <td style="text-align:left;"> Tragic Endings (feat. Skylar Grey) </td> <td style="text-align:right;"> 1963001 </td> </tr> <tr> <td style="text-align:left;"> Inspire Me </td> <td style="text-align:right;"> 1950632 </td> </tr> <tr> <td style="text-align:left;"> 1942 Flows </td> <td style="text-align:right;"> 1950011 </td> </tr> <tr> <td style="text-align:left;"> Shake It Off </td> <td style="text-align:right;"> 1943903 </td> </tr> <tr> <td style="text-align:left;"> Faking It </td> <td style="text-align:right;"> 1942606 </td> </tr> <tr> <td style="text-align:left;"> Early 20 Rager </td> <td style="text-align:right;"> 1940769 </td> </tr> <tr> <td style="text-align:left;"> Doves In The Wind </td> <td style="text-align:right;"> 1939410 </td> </tr> <tr> <td style="text-align:left;"> Don't Get Too High </td> <td style="text-align:right;"> 1924704 </td> </tr> <tr> <td style="text-align:left;"> Wake Up Alone </td> <td style="text-align:right;"> 1920181 </td> </tr> <tr> <td style="text-align:left;"> Blue Pill </td> <td style="text-align:right;"> 1919955 </td> </tr> <tr> <td style="text-align:left;"> Hymn </td> <td style="text-align:right;"> 1913626 </td> </tr> <tr> <td style="text-align:left;"> Walking The Wire </td> <td style="text-align:right;"> 1908106 </td> </tr> <tr> <td style="text-align:left;"> Ville Mentality </td> <td style="text-align:right;"> 1904885 </td> </tr> <tr> <td style="text-align:left;"> Dynamite (feat. Pretty Sister) </td> <td style="text-align:right;"> 1882900 </td> </tr> <tr> <td style="text-align:left;"> Naked </td> <td style="text-align:right;"> 1882389 </td> </tr> <tr> <td style="text-align:left;"> Deadz (feat. 2 Chainz) </td> <td style="text-align:right;"> 1880899 </td> </tr> <tr> <td style="text-align:left;"> Baby, You Make Me Crazy </td> <td style="text-align:right;"> 1832006 </td> </tr> <tr> <td style="text-align:left;"> The Little Drummer Boy </td> <td style="text-align:right;"> 1827493 </td> </tr> <tr> <td style="text-align:left;"> Childs Play </td> <td style="text-align:right;"> 1806446 </td> </tr> <tr> <td style="text-align:left;"> Uber Everywhere </td> <td style="text-align:right;"> 1797117 </td> </tr> <tr> <td style="text-align:left;"> Hard Feelings/Loveless </td> <td style="text-align:right;"> 1785354 </td> </tr> <tr> <td style="text-align:left;"> Groupie Love (feat. A\)AP Rocky) 1782427
Minute 1773603
Foreword 1770722
All da Smoke 1767322
White Christmas (Duet With Shania Twain) 1761297
For Whom The Bell Tolls 1761226
Blank Space 1758336
Come Alive 1753701
Big Bidness (& Metro Boomin) 1728546
Provider 1726576
From the Dining Table 1726096
Cash Out 1720966
Awful Things 1716715
Bon appétit 1712700
You Broke Up with Me 1708031
Pothole 1700382
Light It Up (feat. Nyla & Fuse ODG) - Remix 1698000
F*ck Up Some Commas 1692309
Life Changes 1681601
From Now On 1676316
Baby Girl 1671227
Getaway Car 1661297
Big On Big 1656914
I Won’t Back Down 1649940
Thug Life 1646087
Dance With The Devil 1630375
Garden Shed 1629901
Back (feat. Lil Yachty) 1622887
Sucker for You 1617617
Criminal 1617522
Damage 1602652
Best Of Me 1601958
Jingle Bells (feat. The Puppini Sisters) 1599843
Writer In The Dark 1596642
Who’s Stopping Me (& Metro Boomin) 1592212
Red Roses (feat. Landon Cube) 1587718
Either Way 1585882
Flatliner (feat. Dierks Bentley) 1585689
Dirty Sexy Money (feat. Charli XCX & French Montana) 1583466
Palace 1576108
Outta Time 1572608
Breakfast (feat. A$AP Rocky) 1568999
Droppin’ Seeds 1566929
X Men 1563944
Sober II (Melodrama) 1563455
Scrape 1558603
Blue Cheese 1557075
Santa Claus Is Coming To Town 1555135
He Like That 1554938
El Amante 1552509
Baptized In Fire 1546882
Pineapple Skies 1546261
Boys 1545259
The Thrill Of It All 1545247
13 Beaches 1540815
Scars 1537230
Any Ol’ Barstool 1532266
I Don’t Know Why 1529251
Get Mine 1526017
Big Fish 1525880
Offended 1523947
美女と野獣 1515427
Tightrope 1515363
CRZY 1492456
Framed 1478936
Cruise Ship 1477620
My Dawg 1468643
Miss You 1467160
Big Amount 1464782
Poppin’ Tags 1464579
Younger Now 1462785
No Longer Friends 1451587
Rubbin off the Paint 1445328
Shooters 1445025
No Flag 1441294
Hello 1439185
Castle 1425833
American Girl 1407751
Crew REMIX 1397065
Glitter 1394757
Solo 1394196
Shot Down 1391723
Letterman 1386197
Cherry 1384345
This Is Why We Can’t Have Nice Things 1380784
Sometimes… 1378752
make daddy proud 1377271
Merry Christmas Darling - Album Version/Remix 1376295
Feds Did a Sweep 1375026
Legend 1374645
Enormous (feat. Ty Dolla $ign) 1368647
Love on the Weekend 1366207
Don’t Judge Me (feat. Future and Swae Lee) 1357193
Go Go 1356962
For You (Fifty Shades Freed) 1355466
Ghostbusters 1349474
In Your Head 1348416
Arose 1333717
everybody dies 1328593
Three 1326646
Dress 1326554
Broken Clocks 1324581
New Year’s Day 1324496
Work REMIX 1324277
One Step Closer 1323333
Told You So 1321804
Moving On and Getting Over 1317742
Silent Night 1314362
King Of My Heart 1312488
All I Want For Christmas (Is My Two Front Teeth) - 1990 - Remaster 1303700
The Man With The Bag 1296403
Lovin’ (feat. A Boogie Wit da Hoodie) 1293472
November 1289051
ILL NANA (feat. Trippie Redd) 1287053
Numb / Encore 1280271
Fuck That Check Up (feat. Lil Uzi Vert) 1277999
Hymn For The Weekend - Seeb Remix 1275770
Get You (feat. Kali Uchis) 1270493
Make Love 1262171
Nothin New 1246018
Something New (feat. Ty Dolla \(ign) </td> <td style="text-align:right;"> 1244282 </td> </tr> <tr> <td style="text-align:left;"> Middle </td> <td style="text-align:right;"> 1243317 </td> </tr> <tr> <td style="text-align:left;"> Poles 1469 </td> <td style="text-align:right;"> 1235405 </td> </tr> <tr> <td style="text-align:left;"> Wildest Dreams </td> <td style="text-align:right;"> 1227072 </td> </tr> <tr> <td style="text-align:left;"> Distraction </td> <td style="text-align:right;"> 1224858 </td> </tr> <tr> <td style="text-align:left;"> On Everything </td> <td style="text-align:right;"> 1220922 </td> </tr> <tr> <td style="text-align:left;"> Fresh Air </td> <td style="text-align:right;"> 1217976 </td> </tr> <tr> <td style="text-align:left;"> Ex (feat. YG) </td> <td style="text-align:right;"> 1213442 </td> </tr> <tr> <td style="text-align:left;"> Built My Legacy (feat. Offset) </td> <td style="text-align:right;"> 1209031 </td> </tr> <tr> <td style="text-align:left;"> Mary Jane's Last Dance </td> <td style="text-align:right;"> 1207899 </td> </tr> <tr> <td style="text-align:left;"> One Day At A Time </td> <td style="text-align:right;"> 1205770 </td> </tr> <tr> <td style="text-align:left;"> Intro </td> <td style="text-align:right;"> 1200822 </td> </tr> <tr> <td style="text-align:left;"> Dead People </td> <td style="text-align:right;"> 1193833 </td> </tr> <tr> <td style="text-align:left;"> High End </td> <td style="text-align:right;"> 1189526 </td> </tr> <tr> <td style="text-align:left;"> 200 </td> <td style="text-align:right;"> 1184623 </td> </tr> <tr> <td style="text-align:left;"> Revival (Interlude) </td> <td style="text-align:right;"> 1183384 </td> </tr> <tr> <td style="text-align:left;"> Feel Me </td> <td style="text-align:right;"> 1182178 </td> </tr> <tr> <td style="text-align:left;"> Halo </td> <td style="text-align:right;"> 1181149 </td> </tr> <tr> <td style="text-align:left;"> Deserve (feat. Travis Scott) </td> <td style="text-align:right;"> 1181075 </td> </tr> <tr> <td style="text-align:left;"> Drip on Me </td> <td style="text-align:right;"> 1179938 </td> </tr> <tr> <td style="text-align:left;"> Walk On Water </td> <td style="text-align:right;"> 1176269 </td> </tr> <tr> <td style="text-align:left;"> Whole Lot </td> <td style="text-align:right;"> 1168201 </td> </tr> <tr> <td style="text-align:left;"> Not Afraid Anymore </td> <td style="text-align:right;"> 1159247 </td> </tr> <tr> <td style="text-align:left;"> Seeing Blind </td> <td style="text-align:right;"> 1158075 </td> </tr> <tr> <td style="text-align:left;"> Sixteen </td> <td style="text-align:right;"> 1157081 </td> </tr> <tr> <td style="text-align:left;"> Heat </td> <td style="text-align:right;"> 1151733 </td> </tr> <tr> <td style="text-align:left;"> Let Me Out (feat. Mavis Staples &amp; Pusha T) </td> <td style="text-align:right;"> 1139026 </td> </tr> <tr> <td style="text-align:left;"> Runnin' Down A Dream </td> <td style="text-align:right;"> 1134466 </td> </tr> <tr> <td style="text-align:left;"> Misunderstood </td> <td style="text-align:right;"> 1133846 </td> </tr> <tr> <td style="text-align:left;"> Black Hole Sun </td> <td style="text-align:right;"> 1126431 </td> </tr> <tr> <td style="text-align:left;"> Start Over </td> <td style="text-align:right;"> 1125659 </td> </tr> <tr> <td style="text-align:left;"> Killed Before </td> <td style="text-align:right;"> 1110354 </td> </tr> <tr> <td style="text-align:left;"> Need Me (feat. Pink) </td> <td style="text-align:right;"> 1107755 </td> </tr> <tr> <td style="text-align:left;"> One More Light </td> <td style="text-align:right;"> 1102321 </td> </tr> <tr> <td style="text-align:left;"> Stop Smoking Black &amp; Milds </td> <td style="text-align:right;"> 1102115 </td> </tr> <tr> <td style="text-align:left;"> So It Goes... </td> <td style="text-align:right;"> 1094539 </td> </tr> <tr> <td style="text-align:left;"> Drinkin' Too Much </td> <td style="text-align:right;"> 1084889 </td> </tr> <tr> <td style="text-align:left;"> All Me </td> <td style="text-align:right;"> 1083519 </td> </tr> <tr> <td style="text-align:left;"> Changing </td> <td style="text-align:right;"> 1083330 </td> </tr> <tr> <td style="text-align:left;"> Monster Mash </td> <td style="text-align:right;"> 1081946 </td> </tr> <tr> <td style="text-align:left;"> Merry Christmas, Happy Holidays </td> <td style="text-align:right;"> 1081292 </td> </tr> <tr> <td style="text-align:left;"> Dancing With Our Hands Tied </td> <td style="text-align:right;"> 1073045 </td> </tr> <tr> <td style="text-align:left;"> Blowing Smoke </td> <td style="text-align:right;"> 1069687 </td> </tr> <tr> <td style="text-align:left;"> In My Feelings </td> <td style="text-align:right;"> 1069686 </td> </tr> <tr> <td style="text-align:left;"> Young And Menace </td> <td style="text-align:right;"> 1065665 </td> </tr> <tr> <td style="text-align:left;"> Ain't No Mountain High Enough </td> <td style="text-align:right;"> 1057314 </td> </tr> <tr> <td style="text-align:left;"> Supermodel </td> <td style="text-align:right;"> 1048848 </td> </tr> <tr> <td style="text-align:left;"> Wake Up Where You Are </td> <td style="text-align:right;"> 1044616 </td> </tr> <tr> <td style="text-align:left;"> I’ll Make It Up To You </td> <td style="text-align:right;"> 1042700 </td> </tr> <tr> <td style="text-align:left;"> Testify </td> <td style="text-align:right;"> 1041223 </td> </tr> <tr> <td style="text-align:left;"> Driving Home For Christmas </td> <td style="text-align:right;"> 1040360 </td> </tr> <tr> <td style="text-align:left;"> Better Man </td> <td style="text-align:right;"> 1038689 </td> </tr> <tr> <td style="text-align:left;"> ROCKABYE BABY (feat. ScHoolboy Q) </td> <td style="text-align:right;"> 1036200 </td> </tr> <tr> <td style="text-align:left;"> Fairytale of New York (feat. Kirsty MacColl) </td> <td style="text-align:right;"> 1035213 </td> </tr> <tr> <td style="text-align:left;"> Spice Girl </td> <td style="text-align:right;"> 1031727 </td> </tr> <tr> <td style="text-align:left;"> Crawling </td> <td style="text-align:right;"> 1030011 </td> </tr> <tr> <td style="text-align:left;"> Submission (feat. Danny Brown &amp; Kelela) </td> <td style="text-align:right;"> 1024517 </td> </tr> <tr> <td style="text-align:left;"> Skir Skirr </td> <td style="text-align:right;"> 1017714 </td> </tr> <tr> <td style="text-align:left;"> Savage Time (&amp; Metro Boomin) </td> <td style="text-align:right;"> 1017576 </td> </tr> <tr> <td style="text-align:left;"> The Happiest Christmas Tree </td> <td style="text-align:right;"> 1011388 </td> </tr> <tr> <td style="text-align:left;"> I'll Be Home For Christmas - Single Version </td> <td style="text-align:right;"> 1002220 </td> </tr> <tr> <td style="text-align:left;"> On Hold </td> <td style="text-align:right;"> 1000295 </td> </tr> <tr> <td style="text-align:left;"> Rise Up </td> <td style="text-align:right;"> 999687 </td> </tr> <tr> <td style="text-align:left;"> Money Convo </td> <td style="text-align:right;"> 996283 </td> </tr> <tr> <td style="text-align:left;"> My House </td> <td style="text-align:right;"> 992972 </td> </tr> <tr> <td style="text-align:left;"> 7 Min Freestyle </td> <td style="text-align:right;"> 990399 </td> </tr> <tr> <td style="text-align:left;"> F**kin' Problems </td> <td style="text-align:right;"> 987827 </td> </tr> <tr> <td style="text-align:left;"> Iced Out (feat. 2 Chainz) </td> <td style="text-align:right;"> 973317 </td> </tr> <tr> <td style="text-align:left;"> Dominick The Donkey (The Italian Christmas Donkey) [With Joe Reisman's Orchestra and Chorus] </td> <td style="text-align:right;"> 972418 </td> </tr> <tr> <td style="text-align:left;"> Bad Blood </td> <td style="text-align:right;"> 970341 </td> </tr> <tr> <td style="text-align:left;"> Here We Come a-Caroling / We Wish You a Merry Christmas </td> <td style="text-align:right;"> 968388 </td> </tr> <tr> <td style="text-align:left;"> Come Through and Chill </td> <td style="text-align:right;"> 968314 </td> </tr> <tr> <td style="text-align:left;"> Realize </td> <td style="text-align:right;"> 965930 </td> </tr> <tr> <td style="text-align:left;"> Get to the Money (feat. Troyse, Cito G &amp; Flames) </td> <td style="text-align:right;"> 965515 </td> </tr> <tr> <td style="text-align:left;"> Hallucinating </td> <td style="text-align:right;"> 961759 </td> </tr> <tr> <td style="text-align:left;"> Instinct (feat. MadeinTYO) </td> <td style="text-align:right;"> 960003 </td> </tr> <tr> <td style="text-align:left;"> Iced Out My Arms </td> <td style="text-align:right;"> 954135 </td> </tr> <tr> <td style="text-align:left;"> Another Day Of Sun - From "La La Land" Soundtrack </td> <td style="text-align:right;"> 946291 </td> </tr> <tr> <td style="text-align:left;"> I Want You Back </td> <td style="text-align:right;"> 935119 </td> </tr> <tr> <td style="text-align:left;"> Not Nice </td> <td style="text-align:right;"> 925307 </td> </tr> <tr> <td style="text-align:left;"> dimple </td> <td style="text-align:right;"> 920484 </td> </tr> <tr> <td style="text-align:left;"> Breakdown </td> <td style="text-align:right;"> 917978 </td> </tr> <tr> <td style="text-align:left;"> Pray For Me </td> <td style="text-align:right;"> 917383 </td> </tr> <tr> <td style="text-align:left;"> Momentz (feat. De La Soul) </td> <td style="text-align:right;"> 912786 </td> </tr> <tr> <td style="text-align:left;"> Party In The U.S.A. </td> <td style="text-align:right;"> 912358 </td> </tr> <tr> <td style="text-align:left;"> Beautiful People Beautiful Problems (feat. Stevie Nicks) </td> <td style="text-align:right;"> 911867 </td> </tr> <tr> <td style="text-align:left;"> Never Be the Same - Radio Edit </td> <td style="text-align:right;"> 906522 </td> </tr> <tr> <td style="text-align:left;"> LUV </td> <td style="text-align:right;"> 906430 </td> </tr> <tr> <td style="text-align:left;"> Gang Up (with Young Thug, 2 Chainz &amp; Wiz Khalifa feat. PnB Rock) </td> <td style="text-align:right;"> 906312 </td> </tr> <tr> <td style="text-align:left;"> Dead Presidents </td> <td style="text-align:right;"> 903359 </td> </tr> <tr> <td style="text-align:left;"> Get to the Money </td> <td style="text-align:right;"> 900933 </td> </tr> <tr> <td style="text-align:left;"> But A Dream </td> <td style="text-align:right;"> 899011 </td> </tr> <tr> <td style="text-align:left;"> Crazy </td> <td style="text-align:right;"> 898203 </td> </tr> <tr> <td style="text-align:left;"> Drew Barrymore </td> <td style="text-align:right;"> 893973 </td> </tr> <tr> <td style="text-align:left;"> Intro: Serendipity </td> <td style="text-align:right;"> 892805 </td> </tr> <tr> <td style="text-align:left;"> Pumped Up Kicks </td> <td style="text-align:right;"> 892372 </td> </tr> <tr> <td style="text-align:left;"> White Mustang </td> <td style="text-align:right;"> 891386 </td> </tr> <tr> <td style="text-align:left;"> Real Love </td> <td style="text-align:right;"> 889885 </td> </tr> <tr> <td style="text-align:left;"> O Tannenbaum </td> <td style="text-align:right;"> 879616 </td> </tr> <tr> <td style="text-align:left;"> Pied Piper </td> <td style="text-align:right;"> 876050 </td> </tr> <tr> <td style="text-align:left;"> Waiting Room </td> <td style="text-align:right;"> 872859 </td> </tr> <tr> <td style="text-align:left;"> Headlines </td> <td style="text-align:right;"> 864003 </td> </tr> <tr> <td style="text-align:left;"> Take Me To Church </td> <td style="text-align:right;"> 857675 </td> </tr> <tr> <td style="text-align:left;"> Yeah Right </td> <td style="text-align:right;"> 857546 </td> </tr> <tr> <td style="text-align:left;"> We Both Know </td> <td style="text-align:right;"> 854725 </td> </tr> <tr> <td style="text-align:left;"> Somethin' I'm Good At </td> <td style="text-align:right;"> 836278 </td> </tr> <tr> <td style="text-align:left;"> SUBEME LA RADIO </td> <td style="text-align:right;"> 835816 </td> </tr> <tr> <td style="text-align:left;"> Underneath the Tree </td> <td style="text-align:right;"> 834681 </td> </tr> <tr> <td style="text-align:left;"> Wanna Be That Song </td> <td style="text-align:right;"> 834486 </td> </tr> <tr> <td style="text-align:left;"> You Got It </td> <td style="text-align:right;"> 833033 </td> </tr> <tr> <td style="text-align:left;"> Best Man </td> <td style="text-align:right;"> 832129 </td> </tr> <tr> <td style="text-align:left;"> Day For Day </td> <td style="text-align:right;"> 828324 </td> </tr> <tr> <td style="text-align:left;"> Don't Sleep On Me (feat. Future and 24hrs) </td> <td style="text-align:right;"> 827634 </td> </tr> <tr> <td style="text-align:left;"> Santa's Coming For Us </td> <td style="text-align:right;"> 827417 </td> </tr> <tr> <td style="text-align:left;"> Ignition - Remix </td> <td style="text-align:right;"> 823117 </td> </tr> <tr> <td style="text-align:left;"> Billie Jean </td> <td style="text-align:right;"> 822887 </td> </tr> <tr> <td style="text-align:left;"> Papercut </td> <td style="text-align:right;"> 819045 </td> </tr> <tr> <td style="text-align:left;"> You Make My Dreams - Remastered </td> <td style="text-align:right;"> 818406 </td> </tr> <tr> <td style="text-align:left;"> Style </td> <td style="text-align:right;"> 807200 </td> </tr> <tr> <td style="text-align:left;"> Feel Good (feat. Daya) </td> <td style="text-align:right;"> 805016 </td> </tr> <tr> <td style="text-align:left;"> When I Was Broke </td> <td style="text-align:right;"> 804445 </td> </tr> <tr> <td style="text-align:left;"> Somewhere I Belong </td> <td style="text-align:right;"> 802983 </td> </tr> <tr> <td style="text-align:left;"> How Long (feat. French Montana) - Remix </td> <td style="text-align:right;"> 801879 </td> </tr> <tr> <td style="text-align:left;"> In Check </td> <td style="text-align:right;"> 798761 </td> </tr> <tr> <td style="text-align:left;"> Live Up To My Name </td> <td style="text-align:right;"> 790157 </td> </tr> <tr> <td style="text-align:left;"> Faint </td> <td style="text-align:right;"> 789746 </td> </tr> <tr> <td style="text-align:left;"> Harley </td> <td style="text-align:right;"> 783251 </td> </tr> <tr> <td style="text-align:left;"> Blessings </td> <td style="text-align:right;"> 779328 </td> </tr> <tr> <td style="text-align:left;"> Wins &amp; Losses </td> <td style="text-align:right;"> 778972 </td> </tr> <tr> <td style="text-align:left;"> Liability (Reprise) </td> <td style="text-align:right;"> 773946 </td> </tr> <tr> <td style="text-align:left;"> High Stakes </td> <td style="text-align:right;"> 772997 </td> </tr> <tr> <td style="text-align:left;"> Cherry Hill </td> <td style="text-align:right;"> 770366 </td> </tr> <tr> <td style="text-align:left;"> Bleed It Out </td> <td style="text-align:right;"> 769588 </td> </tr> <tr> <td style="text-align:left;"> Summer Friends (feat. Jeremih &amp; Francis &amp; The Lights) </td> <td style="text-align:right;"> 766775 </td> </tr> <tr> <td style="text-align:left;"> Work In Progress (Intro) </td> <td style="text-align:right;"> 766473 </td> </tr> <tr> <td style="text-align:left;"> Foldin Clothes </td> <td style="text-align:right;"> 760692 </td> </tr> <tr> <td style="text-align:left;"> What Child Is This?/The Holly And The Ivy (Medley) </td> <td style="text-align:right;"> 758871 </td> </tr> <tr> <td style="text-align:left;"> Take Back Home Girl (Feat. Tori Kelly) </td> <td style="text-align:right;"> 756739 </td> </tr> <tr> <td style="text-align:left;"> Come Closer </td> <td style="text-align:right;"> 754675 </td> </tr> <tr> <td style="text-align:left;"> Changed It </td> <td style="text-align:right;"> 753901 </td> </tr> <tr> <td style="text-align:left;"> Medley: Caroling, Caroling / The First Noel / Hark! The Herald Angels Sing / Silent Night </td> <td style="text-align:right;"> 746213 </td> </tr> <tr> <td style="text-align:left;"> September </td> <td style="text-align:right;"> 745118 </td> </tr> <tr> <td style="text-align:left;"> Miracles (Someone Special) </td> <td style="text-align:right;"> 742821 </td> </tr> <tr> <td style="text-align:left;"> Learning To Fly </td> <td style="text-align:right;"> 737783 </td> </tr> <tr> <td style="text-align:left;"> Miss My Woe (feat. Rico Love) </td> <td style="text-align:right;"> 732801 </td> </tr> <tr> <td style="text-align:left;"> Special </td> <td style="text-align:right;"> 732524 </td> </tr> <tr> <td style="text-align:left;"> Hark! The Herald Angels Sing/It Came Upon A Midnight Clear (Medley) - 24-Bit Digitally Remastered 99 </td> <td style="text-align:right;"> 728437 </td> </tr> <tr> <td style="text-align:left;"> Money Make Ya Handsome </td> <td style="text-align:right;"> 722340 </td> </tr> <tr> <td style="text-align:left;"> God Rest Ye Merry Gentlemen - Single Version </td> <td style="text-align:right;"> 721880 </td> </tr> <tr> <td style="text-align:left;"> Christmas (Baby Please Come Home) </td> <td style="text-align:right;"> 721343 </td> </tr> <tr> <td style="text-align:left;"> O Christmas Tree </td> <td style="text-align:right;"> 719308 </td> </tr> <tr> <td style="text-align:left;"> Whiskey (feat. A\)AP Rocky) 716781
City Of Stars - From “La La Land” Soundtrack 712413
Mr. Blue Sky 711851
The A Team 707515
Battle Symphony 702771
Rudolph the Rednose Reindeer 701454
What Lovers Do 696968
Twelve Days Of Christmas - Single Version 689955
Everyday We Lit (Remix) 686049
I Love You so Much 685850
We Wish You A Merry Christmas 685841
Dab of Ranch - Recorded at Spotify Studios NYC 685767
The Christmas Waltz 685048
Rainbow 684884
Christmas Time 678635
O Little Town of Bethlehem 678493
Holiday 678050
Can’t Hold Us - feat. Ray Dalton 672741
Falls (feat. Sasha Sloan) 666714
0 To 100 / The Catch Up 665904
You Don’t Know How It Feels 658237
Superstition - Single Version 653078
My Love (feat. Major Lazer, WizKid, Dua Lipa) 645565
Skrt On Me 644234
Let’s Start The New Year Off Right 638373
Rain On Me (Intro) 637400
Like a Stone 630427
Hey Ya! - Radio Mix / Club Mix 629734
MIC Drop 628638
Do U Dirty 623573
679 (feat. Remy Boyz) 623512
Beamer Boy 613271
Say Something Loving 610290
You Wreck Me 609787
Coolin and Booted 609592
Wildflowers 607754
Cold December Night 602406
Rich Girl 600955
Don’t Do Me Like That 597084
Forgiveness 594317
No Comparison 592045
Please Shut Up 584499
Strobelite (feat. Peven Everett) 582549
Privacy 580408
It Wasn’t Me 578284
Keep Quiet 573354
Cake By The Ocean 572896
Brown Eyed Girl 571500
What U Sayin’ (feat. Smokepurpp) 567555
Trap Queen 567344
Even The Odds (& Metro Boomin) 565602
You’re Gonna Live Forever in Me 564266
Christmas Lights 564011
Mall 562617
All I Want For Christmas Is You 561927
Two Birds, One Stone 560557
In Tune (& Metro Boomin) 559954
Love Is Gone 556210
OK (feat. Lil Pump) 554489
Good Goodbye (feat. Pusha T and Stormzy) 551879
Gilligan 551867
Gospel 551774
Too Hotty 549078
Let ’Em Talk 546259
Want You Back 546241
I’ll Be Home For Christmas - Recorded at Spotify Studios NYC 545886
Peepin out the Blinds 545388
Santa Claus Is Comin’ to Town - Single Version 544224
(Don’t Fear) The Reaper 543066
My Only Wish (This Year) 541641
River - Recorded At RAK Studios, London 540859
Bohemian Rhapsody - Remastered 2011 540735
Teach Me a Lesson 539402
I Write Sins Not Tragedies 532228
Alone 528420
Mixtape (feat. Young Thug & Lil Yachty) 526977
Perry Aye 526768
Breaking The Habit 525871
Make You Feel My Love 518321
Rich Ass Junkie 515031
Set It Off 512343
Money Problems / Benz Truck 507414
Reason (& Metro Boomin) 506580
Purple Rain 505635
Massage In My Room 505312
Grave 501788
Instruction (feat. Demi Lovato & Stefflon Don) 501559
Flip 500784
Charger (feat. Grace Jones) 498332
Youngest Flexer (feat. Gucci Mane) 497504
I’ll Be Home 494785
I Think She Like Me 493670
I Can’t Even Lie 486907
Down for Life 478296
It’s Secured 475642
Plot Twist 472256
Rudolph the Red-Nosed Reindeer 472132
FOR MY PEOPLE 471463
Mink Flow 467193
Busted and Blue 466996
Helpless 463574
Blowin’ Minds (Skateboard) 462418
Feels So Good 461393
Hypnotised 460682
LAND OF THE FREE 460091
Major Bag Alert 459953
Sorry for Now 458504
Rose-Colored Boy 456917
All I Can Think About Is You 456614
Fell On Black Days 455864
RING THE ALARM (feat. Nyck Caution, Kirk Knight & Meechy Darko) 451540
Angel 448701
Rain Interlude 448229
U Said 447670
Before You Judge 445084
Sweet Home Alabama 442786
Neva Missa Lost 438681
Ambitionz Az A Ridah 438159
On The Loose 432190
Enjoy Right Now, Today 431846
Saturday Night 431677
Juicy 431546
Poker Face 428054
Frat Rules 427135
Light It Up 426007
Jump 423819
Nevermind This Interlude 421880
Paper Planes 420988
Show Me How to Live 420167
Broken Halos 419998
All of Me 418803
Bad Romance 416397
Money Trees 416120
We Ball (feat. Young Thug) 416075
She’s Mine Pt. 2 414147
Riverdale Rd 412484
Coachella - Woodstock In My Mind 408262
Young, Wild & Free (feat. Bruno Mars) - feat. Bruno Mars 406865
Escape 405351
Ordinary Life 405221
We Got The Power (feat. Jehnny Beth) 404473
Refugee 403155
Perfect Timing (Intro) 403088
Somebody’s Watching Me - Single Version 402811
Turn On Me 402361
Family Don’t Matter (feat. Millie Go Lightly) 401774
I Dare You 398777
Beautiful Trauma 397629
The Brightside 397202
Hard to Love 397190
Tomorrow Never Came (feat. Sean Ono Lennon) 394633
Both Sides 394261
Skrt Skrt 392587
Ok 391402
God Bless America - And All The Beautiful Women In It 389864
Dangerous 389117
Don’t Stop Me Now - Remastered 388609
Fashion (feat. Rich The Kid) 388154
anxiety (with FRND) 387946
No Lies (feat. Wiz Khalifa) 385816
Stayin’ Alive - From “Saturday Night Fever” Soundtrack 384705
Vuelve 381865
Respect 380554
Twist And Shout - Remastered 2009 380372
I Thank U 380025
A.D.H.D 379362
Heroin 377931
All On Me 377850
Welcome To The Booty Tape 376664
Poor Fool 375587
Love Story 369874
Yesterday 369733
Idols Become Rivals 369494
New Illuminati 365011
You Shook Me All Night Long 364887
You Belong With Me 364581
This Is Halloween 364572
Mouth Of The River 362627
Let Her Go 362173
Call on Me - Ryan Riback Remix 361891
Signed, Sealed, Delivered (I’m Yours) 361050
Heaven 360835
American Dream (feat. J.Cole, Kendrick Lamar) 353941
Nasty (Who Dat) 353540
Both Eyes Closed (feat. 2 Chainz and Young Dolph) 351156
Wonderwall - Remastered 350935
Highway to Hell 343613
Should I Stay or Should I Go - Remastered 342351
Fuck Ugly God 340719
Listen To Her Heart 339523
Time To Move On 338190
Black 334230
Apple of My Eye 327349
Leave Out All The Rest 321479
Love So Soft 317868
BURN IT DOWN 314406
playboy shit (feat. lil aaron) 313085
Disco Tits 308874
Light My Body Up (feat. Nicki Minaj & Lil Wayne) 307977
Total Eclipse of The Heart 302026
Jingle Bells - 1999 - Remaster 301901
Almost Like Praying (feat. Artists for Puerto Rico) 299656
Don’t Don’t Do It! 297446
Undercover 296503
The Waiting 292894
Smoke My Dope (feat. Smokepurpp) 292626
Here Comes My Girl 289798
I Would Die For You 288185
For Now 286154
Ruin The Friendship 285168
Linus And Lucy 284504
Better 283418
Nobody Can Save Me 282439
What Christmas Means To Me 282408
Lay It On Me 281366
A Nightmare On My Street 280831
Nothing Wrong 280177
Born In The U.S.A. 277905
Line Of Sight (feat. WYNNE & Mansionair) 277587
The Man 277422
Lil Favorite (feat. MadeinTYO) 276024
A Place For My Head 275008
Talking to Myself 274262
BOOGIE 273795
Pendulum 273753
HOLD ME TIGHT OR DON’T 273388
I Don’t Fuck With You 271967
GOOD MORNING AMERIKKKA 271088
I Need To Know 270533
Look Alive 270233
Points Of Authority 269994
Worst In Me 269151
Riding Shotgun 268278
Little Of Your Love - BloodPop® Remix 266945
Whitney (feat. Chief Keef) 266430
So Am I (feat. Damian Marley & Skrillex) 265297
Love (feat. Rae Sremmurd) 264594
bright pink tims (feat. Cam’ron) 263767
J-Boy 262198
Seven Million (feat. Future) 261722
Into The Great Wide Open 260643
Spoonman 260492
Thunder / Young Dumb & Broke (with Khalid) - Medley 260348
If You Leave Me Now (feat. Boyz II Men) 259702
Shadow Of The Day 258981
Royal Highness (feat. Casey Veggies) 257967
Like A Star 256234
Lying From You 255550
That Far 253347
What If 252844
I Have Questions 252100
Runaway 251499
LEGENDARY (feat. J. Cole) 251440
Anything That’s Rock ‘N’ Roll 250854
Remember I Told You 250315
Shook Ones, Pt. II 250045
Arrows 248172
…Baby One More Time - Recorded at Spotify Studios NYC 247148
Nobody 246981
Up Down (Feat. Florida Georgia Line) 245789
Shape of You (Major Lazer Remix) [feat. Nyla & Kranium] 245670
Werewolves Of London - 2007 Remastered Version 243110
Thriller - 2003 Edit 241871
At the Door 240730
No Hearts, No Love (& Metro Boomin) 240555
Dear Hate 240548
Don’t Come Around Here No More 238799
This Christmas 238127
You Don’t Do It For Me Anymore 237230
Baby, It’s Cold Outside (feat. Meghan Trainor) 236709
From The Inside 236390
Even The Losers 235171
Love Me Like You Do - From “Fifty Shades Of Grey” 235052
Jingle Bell Rock (Glee Cast Version) 233765
Happy - From “Despicable Me 2” 233169
It’s Good To Be King 232905
Carnival (feat. Anthony Hamilton) 232798
Chicken Fried 232053
Bahamas 230697
Can You See - Spotify Singles - Holiday, Recorded at Spotify Studios NYC 229276
santa monica & la brea 229182
Back On 228284
O Come, All Ye Faithful 228020
Kept Me Crying 227668
You Could Be 227222
Group Home 226940
She’s My Collar (feat. Kali Uchis) 226914
In Cold Blood 226783
Titanium (feat. Sia) 226512
You Got Lucky 226008
Perfect Illusion 224680
top priority (with Ne-Yo) 224615
In the Blood 223832
White Christmas - Spotify Singles - Holiday, Recorded at Air Studios, London 223595
Invisible 222346
up in this (with Tinashe) 222339
First Love 222281
Foreign 222020
Get The Bag 221410
Dance of the Sugar Plum Fairy 221326
Baby, It’s Cold Outside (Glee Cast Version) 221193
hell is where i dreamt of u and woke up alone 220804
The Apprentice (feat. Rag’n’Bone Man, Zebra Katz & RAY BLK) 220430
Will He 219860
Dickriders 219806
That’s My N**** (with Meek Mill, YG & Snoop Dogg) 218726
Just for Us 218632
Up All Night 218038
The Day I Tried To Live 217947
One Foot 217921
Dirty Mouth 217797
Ahead Of Myself 217662
Lift Me Up - Michael Brun Remix 217220
Skinny Love 217118
Gave Your Love Away 216310
Week Without You 216198
I Sip 215233
10 Feet Down 215199
Looking for a Star 215162
SUPER PREDATOR (feat. Styles P) 215071
Rusty Cage 214917
Run For Cover 214874
Textin’ My Ex 214450
Only 4 Me 213998
Christmas Eve - Recorded at Spotify Studios NYC 213432
She Will Be Loved - Radio Mix 213410
Liger 213185
Crisis (feat. 21 Savage) 211810
Pull a Caper 211568
The Promise 211539
True Feeling 211539
Jingle Bell Rock from Daryl 211384
Don’t Stay 211244
Black Card 210981
My December 210841
Champion 210734
Y U DON’T LOVE ME? (MISS AMERIKKKA) 210448
Better Off - Dying 210121
Telephone 209865
Sex Murder Party (feat. Jamie Principle & Zebra Katz) 209597
Figure It Out 209491
When You Look Like That 209331
Drippy 209249
(Intro) I’m so Grateful 208805
Drink A Little Beer 208332
Find You 207636
Have Yourself a Merry Little Christmas 207635
Always (Outro) 207539
Under The Bridge 207181
Hunger Strike 207132
Go For Broke (feat. James Arthur) 206985
Girls On Boys 206875
When The World Was At War We Kept Dancing 206708
On The Come Up (feat. Big Sean) 206386
Bastards 206166
Firework 206093
Flicker 206042
End of the World 205964
DN Freestyle 205351
Shape of You - Galantis Remix 205048
So Good 204773
T-Shirt (Spotify Mix) - Recorded at Spotify Studios NYC 204434
A Thousand Years 204036
Step Into Christmas 203971
Good Man 203385
BYF 202681
Buy U a Drank (Shawty Snappin’) 202387
Why Don’t You Come On 202109
Starships 201813
Fake Happy 201664
Written in the Sand 201574
No Scrubs 201499
gucci linen (feat. 2 Chainz) 201479
FYBR (First Year Being Rich) 201300
Mess Is Mine 201065
You Spin Me Round (Like a Record) 200815
Up In Here 200628
Outshined 200592
Hypnotize - 2014 Remastered Version 200576
Tomorrow Til Infinity (feat. Gunna) 199839
God Save Our Young Blood (with Lana Del Rey) 199295
Heavy Heart 198513
Sweat 198402
Unhappy 198392
Weed Farm 197458
Krippy Kush - Remix 197352
Rainbowland 196788
Stronger 196788
Your Body Is a Wonderland 196344
Cut To The Feeling 196181
(Not) The One 195340
Come Over 194983
We Are Young (feat. Janelle Monáe) - feat. Janelle Monae 194870
Never Let You Go 194867
That’s It (feat. Gucci Mane & 2 Chainz) 194798
Kissing Strangers 194710
Come On Eileen 194508
Bad Mood 194345
Wishlist 194082
Sweetheart 194062
Out Of The Woods 194036
I Love You 193995
A Million Dreams (Reprise) 193675
May I Have This Dance (Remix) [feat. Chance the Rapper] 193041
Cochise 192786
Stop Draggin’ My Heart Around (with Tom Petty & The Heartbreakers) - Remastered 192684
Hi Bich 192643
Just Dance 192517
Changes 191964
Is That For Me 191911
I’ll Name the Dogs 191450
Courtesy Of The Red, White And Blue (The Angry American) 191443
Smooth Like The Summer 190755
Gold Digger 190740
Riptide 190530
BABYLON (feat. Chronixx) 190230
Issues (feat. Russ) 190114
Whatever 189978
Sit Next to Me 189887
That Range Rover Came With Steps 189584
Sex for Breakfast 189064
Welcome To New York 188645
Iris 188495
Help Me Out 187563
Love Incredible (feat. Camila Cabello) 186836
Good Day (feat. DJ Snake & Elliphant) 186417
U Aint Never 186253
Big Poppa 186236
Liife 185737
Raincoat (feat. Shy Martin) 185336
Emoji of a Wave 185210
Mistakes 185163
Royals 184882
I Knew You Were Trouble. 184779
Only Love 184687
Ill Nana (feat. Trippie Redd) 184355
Sympathy For The Devil 184311
A L I E N S 183856
You Can Call Me Al 183669
OK 182963
California Love - Original Version 182732
Goodbye 182666
Still Feel Like Your Man 182621
Feels Like Summer 182332
In The Arms Of A Stranger - Grey Remix 181734
I’m Shipping Up To Boston 180826
Born This Way 180380
Trap And A Dream 180202
Like I Loved You 180090
On My Way 180036
Dancing In The Dark 179504
No Promises 179463
Uptown Funk 179402
Don’t Stop Believin’ 178922
Lips 178891
Radioactive 178307
Killing Time 178188
Waterfall 178057
Come and Get Your Love - Single Edit 177297
Cross My Mind Pt. 2 (feat. Kiiara) 176869
Better Together 176804
Love Myself 176674
Outro: Her 176630
P.Y.T. (Pretty Young Thing) 176354
Here Comes The Sun - Remastered 176207
A Violent Noise 175818
Finding You 175397
Call Me Maybe 174945
Can’t Feel My Face 174924
Burden In My Hand 174902
Heaven In Hiding 174280
Toxic 174242
Money Team 173792
Santeria 173077
Feel It 172893
On + Off 171953
Summertime Sadness [Lana Del Rey vs. Cedric Gervais] - Cedric Gervais Remix 171757
Purple Lamborghini (with Rick Ross) 171058
100 Letters 170832
Dreams 170557
The Chain - Remastered 170393
Complicated (feat. Kiiara) 169975
Fortunate Son 169503
Feel So Close - Radio Edit 169357
Thrift Shop (feat. Wanz) 169182
Don’t Kill My Vibe 168085
Sugar, We’re Goin Down 167766
I Think Of You 167613
Rendezvous 167328
Johnny B. Goode 166987
Dennis Rodman 166943
Kiss 166716
I’m A Nasty Hoe 166508
Trumpets 166027
No Stopping You 165390
Coaster 165032
Hunt You Down 164754
I’m Tryna Fuck 164601
Wicked 164503
So Close 164012
Cut It (feat. Young Dolph) 163667
House Party 163471
Yeah Yeah (feat. Young Thug) 162786
Begin (feat. Wales) 162310
A-YO 161888
Audition (The Fools Who Dream) - From “La La Land” Soundtrack 160750
Versatile 160068
Move Your Body - Single Mix 159306
Bonita 158543
A Guy With a Girl 158382
Dangerous Woman 157186
Earned It (Fifty Shades Of Grey) 155111
Sweet Child O’ Mine 154748
Stand By Me 154347
Jungle 153929
They Like 153491
No Fear 152420
Me and Julio Down by the Schoolyard 151657
Don’t Worry Be Happy 151217
Keep On 150441
Drugs 149475
ABC 148305
Gangsta 147537
(What A) Wonderful World - Remastered 145484
(I Can’t Get No) Satisfaction - Mono Version / Remastered 2002 144843
You Can’t Hurry Love - 2016 Remastered 143813
For Free 143765
Champions 141632
Final Song 139227
Give Me Love 133040
summary(us_tot_streams$total_streams)
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
##    133040    427135   1919955  16236726  13229076 339677217
hist(us_tot_streams$total_streams, main = 'Histogram of US total streams', xlab = 'US Total Streams', col = 'lightblue')

topYear_n_us_tot <- merge(topYear, us_tot_streams, by.x = 'name', by.y = 'Track.Name')

topYear_n_us_tot <- topYear_n_us_tot %>% 
                    arrange(desc(total_streams))

plot(total_streams ~ danceability, topYear_n_us_tot)

This plot looks have a stronger positive trend between danceability and total_streams, perhaps indicating that dance music is more popular in the US than it is on a global level.

Now that I have merged the streams for the songs together with the topYear dataset I’d like to better understand all correlations between variables. But lets make sure to focus on how all variables correlate to the total_streams.

only_nums <- topYear_n_tot[,-(1:3)]
cors <- cor(only_nums)
corrplot(cors,
         method = 'ellipse',
         type = 'upper',
         tl.srt = 45)

Unfortunately for the lead singer of the band, it appears that on a global stage, danceability is not strongly correlated to total streams. I am interested how the corrplot will compare to a corrplot with data just from the US.

us_only_nums <- topYear_n_us_tot[,-(1:3)]
uscors <- cor(us_only_nums)
corrplot(uscors,
         method = 'ellipse',
         type = 'upper',
         tl.srt = 45)

It appears tha in the US the total number of streams has positive correlations with both danceability and speechiness, although neither of them are that strong of a correlation.

Part 4 - Inference

Is a more danceable song more likely to become popular and get more total streams across the globe/US?

H0: There is no difference in total streams for songs based on their danceability. Danceability is not significantly correlated to a songs total stream count, and differences in total streams are attributed to natural variation.

H1: There is a difference in total streams for songs based on their danceability. Danceability is significantly correlated to a songs total stream count.

Linear model

Lets plot the a linear model for the global data and US data, with danceability as the independent variable and total streams as the dependent.

ggplotRegression <- function (fit, main) {

ggplot(fit$model, aes_string(x = names(fit$model)[2], y = names(fit$model)[1])) + 
  geom_point() +
  stat_smooth(method = "lm", col = "red") +
  labs(title = paste(main,
                     "Adj R2 = ",signif(summary(fit)$adj.r.squared, 5),
                     "Intercept =",signif(fit$coef[[1]],5 ),
                     " Slope =",signif(fit$coef[[2]], 5),
                     " P =",signif(summary(fit)$coef[2,4], 5)))
}
cor(topYear_n_tot$total_stream, topYear_n_tot$danceability)
## [1] 0.07475632
cor(topYear_n_us_tot$total_stream, topYear_n_us_tot$danceability)
## [1] 0.2561292
glob_lm <- lm(total_streams ~ danceability, topYear_n_tot)
summary(glob_lm)
## 
## Call:
## lm(formula = total_streams ~ danceability, data = topYear_n_tot)
## 
## Residuals:
##        Min         1Q     Median         3Q        Max 
## -782840503 -234826876  -64517639  213631731 2197415354 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)   
## (Intercept)  607167014  218978708   2.773  0.00665 **
## danceability 229583533  309359052   0.742  0.45979   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.85e+08 on 98 degrees of freedom
## Multiple R-squared:  0.005589,   Adjusted R-squared:  -0.004559 
## F-statistic: 0.5508 on 1 and 98 DF,  p-value: 0.4598
us_lm <- lm(total_streams ~ danceability, topYear_n_us_tot)
summary(us_lm)
## 
## Call:
## lm(formula = total_streams ~ danceability, data = topYear_n_us_tot)
## 
## Residuals:
##        Min         1Q     Median         3Q        Max 
## -129647347  -54350206  -16749952   38294580  200175892 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)  
## (Intercept)    1343772   43011337   0.031   0.9751  
## danceability 156676272   60988234   2.569   0.0118 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 75180000 on 94 degrees of freedom
## Multiple R-squared:  0.0656, Adjusted R-squared:  0.05566 
## F-statistic:   6.6 on 1 and 94 DF,  p-value: 0.01177
globplot <- ggplotRegression(glob_lm, "Global")

usplot <- ggplotRegression(us_lm, "US")

grid.arrange(globplot,usplot,ncol=1)

Model Diagnostics

  • Check linearity by plotting the residuals.
par(mfrow=c(1,2))

plot(glob_lm$residuals ~ topYear_n_tot$danceability, main = 'Global')
abline(h = 0, lty = 3)

plot(us_lm$residuals ~ topYear_n_us_tot$danceability, main = 'US')
abline(h = 0, lty = 3)

Both the Global and US have residuals that do not show any clear trends. However, lets note that there is an outlier in the Global model.

  • Check for nearly normal residuals
par(mfrow=c(1,2))

hist(glob_lm$residuals, main = 'Global')
hist(us_lm$residuals, main = 'US')

par(mfrow=c(1,2))

qqnorm(glob_lm$residuals, main = "Global Normal Q-Q Plot")
qqline(glob_lm$residuals)

qqnorm(us_lm$residuals, main = "US Normal Q-Q Plot")
qqline(us_lm$residuals)

Looking at the histograms they both appear to have a slight right skew but are nearly normal. The global histogram has a greater skew than the US because the one or two outliers with a massive amount of streams. The normal QQ plot for Global streams clearly shows the outliers deviating from the normal. Outliers aside, the data looks to be nearly normal for both Global and US data streams.

  • Constant variability

Looking back at the residual plots made earlier, I would say that variability appears to be contant for both the Global and US model. The residuals do not seem to display a trend. The Global model does have a couple outliers as I have mentioned, therefore the model will likely be less accurate thanteh US model

Part 5 - Conclusion

We began this analysis to answer our band’s question, does a songs danceabilty have a relationship to the songs popularity? Who is right, the lead singer who thinks they should change their sound to be more danceable, or the rest of the band who want to stick with their sound? What should they do when writing their next album?

From the analysis of the two Spotify datasets, it can be concluded that on a global scale, danceability does not have a significant relationship with the songs total streams. In additon, there are some outliers that make the linear model used less reliable when prediction a songs total number of streams. The global model has a negative adjusted R-squared, indicating the relationship is insignificant, as well as a P-value of 0.45.

However, when we filter the data down to how songs perform in the US, the model performed much better. It can be concluded that, within the US, danceability had a significant relationship to the songs total spotify streams. There is a positive correlation with an adjusted R-squared of 0.056 and P-value of 0.012. Although, this model has a small P-value, we have to keep in mind the ajusted R-squared; with an R-squared this small, it indicates that there are many other factors at play that may be influencing the songs total streams and that danceability can only explain 5.6 percent of the variability in total streams.

Based on this analysis, I cannot advise the band to make any major changes to their future album and would recommend they continue doing what they have been doing. Despite the linear model being statistically significant for the US, changing their sound just to appeal to the listeners in the US would not be the best advice since the band hopes to eventually tour the world and gaining popularity anywhere helps increase stream counts. Larger datasets would be needed to further this research. The findings may not be the most accurate representation of the population of songs since both datasets are limited to songs that are already considered very popular. A massive dataset with both unpopular and popular songs would build a better predictive model.