DATA 606 Data Project
Robert Lauto
12/12/2018
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$danceability)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.2580 0.6350 0.7140 0.6968 0.7702 0.9270hist(topYear$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$total_streams)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.001e+03 2.133e+04 1.225e+05 9.602e+06 1.073e+06 2.994e+09hist(tot_streams$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 & 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 (& 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 & 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 & 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 & 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 |
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| 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 & 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 & 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 & 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 & YoungBoy Never Broke Again) </td> <td style="text-align:right;"> 6725402 </td> </tr> <tr> <td style="text-align:left;"> Black & 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 & 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 (& 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 & 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 (& 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 & 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 & 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 & 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 & 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 & 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 & 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 (& 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 & 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 & 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 & 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 & Francis & 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$total_streams)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 133040 427135 1919955 16236726 13229076 339677217hist(us_tot_streams$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$danceability)## [1] 0.07475632cor(topYear_n_us_tot$total_stream, topYear_n_us_tot$danceability)## [1] 0.2561292glob_lm <- lm(total_streams ~ danceability, topYear_n_tot)
summary(glob_lm)##
## Call:
## lm(formula = total_streams ~ danceability, data = topYear_n_tot)
##
## Residuals:
## Min 1Q Median 3Q Max
## -782840503 -234826876 -64517639 213631731 2197415354
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 607167014 218978708 2.773 0.00665 **
## danceability 229583533 309359052 0.742 0.45979
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.85e+08 on 98 degrees of freedom
## Multiple R-squared: 0.005589, Adjusted R-squared: -0.004559
## F-statistic: 0.5508 on 1 and 98 DF, p-value: 0.4598us_lm <- lm(total_streams ~ danceability, topYear_n_us_tot)
summary(us_lm)##
## Call:
## lm(formula = total_streams ~ danceability, data = topYear_n_us_tot)
##
## Residuals:
## Min 1Q Median 3Q Max
## -129647347 -54350206 -16749952 38294580 200175892
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1343772 43011337 0.031 0.9751
## danceability 156676272 60988234 2.569 0.0118 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 75180000 on 94 degrees of freedom
## Multiple R-squared: 0.0656, Adjusted R-squared: 0.05566
## F-statistic: 6.6 on 1 and 94 DF, p-value: 0.01177globplot <- ggplotRegression(glob_lm, "Global")
usplot <- ggplotRegression(us_lm, "US")
grid.arrange(globplot,usplot,ncol=1)
Model Diagnostics
- Check linearity by plotting the residuals.
par(mfrow=c(1,2))
plot(glob_lm$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.