Data

The following table includes all of the data used for plotting during this project:

Ranking	Artist	Title	Streams	Daily	Year	Song_ID	Acousticness	Danceability	Duration	Energy	Instrumentalness	Liveness	Loudness	Speechiness	Tempo	Valence
1	Ed Sheeran	Shape of You	3,568,884,811	957,825	2017	7qiZfU4dY1lWllzX7mPBI3	0.581000	0.825	3.895217	0.652	0.000000	0.0931	-3.183	0.0802	95.977	0.931
2	Ed Sheeran	Perfect	2,992,732,560	1,391,839	2017	0tgVpDi06FyKpA1z0VMD4v	0.163000	0.599	4.390000	0.448	0.000000	0.1060	-6.312	0.0232	95.050	0.168
3	Luis Fonsi	Despacito	2,977,102,893	693,132	2017	6habFhsOp2NvshLv26DqMb	0.198000	0.655	3.822667	0.797	0.000000	0.0670	-4.787	0.1530	177.928	0.839
4	The Weeknd	Blinding Lights	2,974,748,777	1,730,130	2019	0VjIjW4GlUZAMYd2vXMi3b	0.001460	0.514	3.334000	0.730	0.000095	0.0897	-5.934	0.0598	171.005	0.334
5	Tones And I	Dance Monkey	2,576,954,079	799,995	2019	2XU0oxnq2qxCpomAAuJY8K	0.692000	0.824	3.490633	0.588	0.000104	0.1490	-6.400	0.0924	98.027	0.513
6	Post Malone	rockstar (feat. 21 Savage)	2,442,258,154	651,617	2017	0e7ipj03S05BNilyu5bRzt	0.124000	0.585	3.635783	0.520	0.000070	0.1310	-6.136	0.0712	159.801	0.129
7	Lewis Capaldi	Someone You Loved	2,407,449,362	1,010,391	2018	7qEHsqek33rTcFNT9PFqLf	0.751000	0.501	3.036017	0.405	0.000000	0.1050	-5.679	0.0319	109.891	0.446
8	Lil Nas X	Old Town Road	2,368,821,828	735,043	2019	2YpeDb67231RjR0MgVLzsG	0.053300	0.878	2.617783	0.619	0.000000	0.1130	-5.560	0.1020	136.041	0.639
9	Billie Eilish	bad guy	2,351,448,849	745,628	2019	2Fxmhks0bxGSBdJ92vM42m	0.328000	0.701	3.234800	0.425	0.130000	0.1000	-10.965	0.3750	135.128	0.562
10	The Chainsmokers	Closer	2,342,653,508	725,751	2016	7BKLCZ1jbUBVqRi2FVlTVw	0.414000	0.748	4.082667	0.524	0.000000	0.1110	-5.599	0.0338	95.010	0.661
11	Post Malone	Sunflower - Spider-Man: Into the Spider-Verse	2,320,358,447	1,017,574	2018	3KkXRkHbMCARz0aVfEt68P	0.556000	0.760	2.634000	0.479	0.000000	0.0703	-5.574	0.0466	89.911	0.913
12	Drake	One Dance	2,283,984,373	813,571	2016	1zi7xx7UVEFkmKfv06H8x0	0.007760	0.792	2.899783	0.625	0.001800	0.3290	-5.609	0.0536	103.967	0.370
13	Imagine Dragons	Believer	2,183,522,446	1,134,876	2017	0pqnGHJpmpxLKifKRmU6WP	0.062200	0.776	3.405783	0.780	0.000000	0.0810	-4.374	0.1280	124.949	0.666
14	Travis Scott	Goosebumps	2,172,353,792	1,173,687	2016	6gBFPUFcJLzWGx4lenP6h2	0.084700	0.841	4.063950	0.728	0.000000	0.1490	-3.370	0.0484	130.049	0.430
15	Shawn Mendes	Señorita	2,111,427,951	766,734	2019	0TK2YIli7K1leLovkQiNik	0.037000	0.759	3.182667	0.540	0.000000	0.0945	-6.039	0.0287	116.947	0.750
16	James Arthur	Say You Won\'t Let Go	2,031,379,529	755,648	2016	5uCax9HTNlzGybIStD3vDh	0.695000	0.358	3.524450	0.557	0.000000	0.0902	-7.398	0.0590	85.043	0.494
17	John Legend	All of Me	2,024,534,234	808,785	2013	3U4isOIWM3VvDubwSI3y7a	0.922000	0.422	4.492667	0.264	0.000000	0.1320	-7.064	0.0322	119.930	0.331
18	Ed Sheeran	Thinking out Loud	2,006,970,298	581,234	2014	34gCuhDGsG4bRPIf9bb02f	0.474000	0.781	4.692667	0.445	0.000000	0.1840	-6.061	0.0295	78.998	0.591
19	Camila Cabello	Havana (feat. Young Thug)	1,991,635,257	462,969	2017	1rfofaqEpACxVEHIZBJe6W	0.184000	0.765	3.621783	0.523	0.000036	0.1320	-4.333	0.0300	104.988	0.394
20	Sia	Cheap Thrills	1,965,179,689	617,993	2016	3S4px9f4lceWdKf0gWciFu	0.047200	0.628	3.527783	0.698	0.001430	0.0907	-5.608	0.1050	89.976	0.732
21	Dua Lipa	Don\'t Start Now	1,940,662,741	1,047,201	2019	3PfIrDoz19wz7qK7tYeu62	0.012300	0.793	3.054833	0.793	0.000000	0.0951	-4.521	0.0830	123.950	0.679
22	Juice WRLD	Lucid Dreams	1,930,195,417	736,353	2018	285pBltuF7vW8TeWk8hdRR	0.349000	0.511	3.997267	0.566	0.000000	0.3400	-7.230	0.2000	83.903	0.218
23	Drake	God\'s Plan	1,923,576,416	537,999	2018	6DCZcSspjsKoFjzjrWoCdn	0.033200	0.754	3.316217	0.449	0.000083	0.5520	-9.211	0.1090	77.169	0.357
24	The Chainsmokers	Something Just Like This	1,917,543,009	893,220	2017	6RUKPb4LETWmmr3iAEQktW	0.049800	0.617	4.119333	0.635	0.000014	0.1640	-6.769	0.0317	103.019	0.446
25	Ed Sheeran	Photograph	1,897,898,743	740,935	2014	1HNkqx9Ahdgi1Ixy2xkKkL	0.607000	0.614	4.316450	0.379	0.000464	0.0986	-10.480	0.0476	107.989	0.201
26	Queen	Bohemian Rhapsody	1,882,588,704	911,004	1975	7tFiyTwD0nx5a1eklYtX2J	0.288000	0.392	5.905333	0.402	0.000000	0.2430	-9.961	0.0536	143.883	0.228
27	The Weeknd	Starboy	1,872,671,400	759,434	2016	7MXVkk9YMctZqd1Srtv4MB	0.141000	0.679	3.840883	0.587	0.000006	0.1370	-7.015	0.2760	186.003	0.486
28	Dua Lipa	Levitating (feat. DaBaby)	1,862,168,252	2,134,654	2020	5nujrmhLynf4yMoMtj8AQF	0.008830	0.702	3.384400	0.825	0.000000	0.0674	-3.787	0.0601	102.977	0.915
29	Imagine Dragons	Thunder	1,846,506,402	675,085	2017	1zB4vmk8tFRmM9UULNzbLB	0.006710	0.605	3.119117	0.822	0.134000	0.1470	-4.833	0.0438	167.997	0.288
30	Kendrick Lamar	HUMBLE.	1,836,247,300	687,456	2017	7KXjTSCq5nL1LoYtL7XAwS	0.000282	0.908	2.950000	0.621	0.000054	0.0958	-6.638	0.1020	150.011	0.421
31	XXXTENTACION	SAD!	1,810,596,962	591,149	2018	3ee8Jmje8o58CHK66QrVC2	0.258000	0.740	2.776767	0.613	0.003720	0.1230	-4.880	0.1450	75.023	0.473
32	The Chainsmokers	Don\'t Let Me Down	1,801,040,912	448,067	2016	1i1fxkWeaMmKEB4T7zqbzK	0.157000	0.532	3.472883	0.869	0.005080	0.1360	-5.094	0.1720	159.803	0.422
33	Dua Lipa	New Rules	1,794,655,828	497,317	2017	2ekn2ttSfGqwhhate0LSR0	0.002610	0.762	3.488667	0.700	0.000016	0.1530	-6.021	0.0694	116.073	0.608
34	Justin Bieber	Sorry	1,778,883,252	973,243	2015	4VHkjPgAis9JNfc1URn7zZ	0.000085	0.730	3.100300	0.643	0.000000	0.2030	-7.811	0.0984	141.961	0.492
35	Hozier	Take Me to Church	1,776,646,932	850,182	2013	1CS7Sd1u5tWkstBhpssyjP	0.634000	0.566	4.028217	0.664	0.000000	0.1160	-5.303	0.0464	128.945	0.437
36	Lady Gaga	Shallow	1,775,599,540	734,746	2018	2VxeLyX666F8uXCJ0dZF8B	0.371000	0.572	3.595550	0.385	0.000000	0.2310	-6.362	0.0308	95.799	0.323
37	SAINt JHN	Roses	1,773,965,850	655,978	2018	3vv9phIu6Y1vX3jcqaGz5Z	0.043500	0.713	3.778983	0.802	0.003770	0.3090	-7.055	0.0561	100.001	0.343
38	Justin Bieber	Love Yourself	1,770,938,163	748,064	2015	50kpGaPAhYJ3sGmk6vplg0	0.835000	0.609	3.895333	0.378	0.000000	0.2800	-9.828	0.4380	100.418	0.515
39	Alan Walker	Faded	1,761,179,696	513,613	2015	698ItKASDavgwZ3WjaWjtz	0.028100	0.468	3.535117	0.627	0.000008	0.1100	-5.085	0.0476	179.642	0.159
40	Billie Eilish	lovely (with Khalid)	1,759,553,236	1,082,656	2018	0u2P5u6lvoDfwTYjAADbn4	0.934000	0.351	3.336433	0.296	0.000000	0.0950	-10.109	0.0333	115.284	0.120
41	DJ Snake	Let Me Love You	1,743,223,209	622,577	2016	0lYBSQXN6rCTvUZvg9S0lU	0.086300	0.649	3.432450	0.716	0.000026	0.1350	-5.371	0.0349	99.988	0.163
42	The Weeknd	Save Your Tears	1,723,120,625	2,650,488	2020	5QO79kh1waicV47BqGRL3g	0.021200	0.680	3.593783	0.826	0.000012	0.5430	-5.487	0.0309	118.051	0.644
43	Travis Scott	SICKO MODE	1,722,131,142	514,958	2018	2xLMifQCjDGFmkHkpNLD9h	0.005130	0.834	5.213667	0.730	0.000000	0.1240	-3.714	0.2220	155.008	0.446
44	Passenger	Let Her Go	1,716,982,435	763,827	2012	0JmiBCpWc1IAc0et7Xm7FL	0.365000	0.479	4.212217	0.545	0.000000	0.0963	-7.346	0.0688	74.897	0.243
45	Marshmello	Happier	1,714,910,313	566,049	2018	2tGvwE8GcFKwNdAXMnlbfl	0.765000	0.395	2.932217	0.443	0.000010	0.0839	-9.720	0.1330	168.924	0.338
46	Ariana Grande	7 rings	1,714,186,997	654,156	2019	6ocbgoVGwYJhOv1GgI9NsF	0.592000	0.778	2.977117	0.317	0.000000	0.0881	-10.732	0.3340	140.048	0.327
47	Ed Sheeran	I Don\'t Care (with Justin Bieber)	1,709,965,992	578,410	2019	3HVWdVOQ0ZA45FuZGSfvns	0.091200	0.798	3.665783	0.675	0.000000	0.0894	-5.041	0.0442	101.956	0.842
48	Post Malone	Circles	1,707,026,993	822,937	2019	21jGcNKet2qwijlDFuPiPb	0.192000	0.695	3.588000	0.762	0.002440	0.0863	-3.497	0.0395	120.042	0.553
49	The Kid LAROI	STAY (with Justin Bieber)	1,705,140,245	3,162,815	2021	5HCyWlXZPP0y6Gqq8TgA20	0.038300	0.591	2.363433	0.764	0.000000	0.1030	-5.484	0.0483	169.928	0.478
50	Harry Styles	Watermelon Sugar	1,702,999,013	1,659,730	2019	6UelLqGlWMcVH1E5c4H7lY	0.122000	0.548	2.900000	0.816	0.000000	0.3350	-4.209	0.0465	95.390	0.557