Use the 'Spotify Top 50' dataset. Spotify measures or rates the attributes of a song as you can see on the dataset. How useful are these attributes for predicting a song's popularity? What advice might you give Spotify?

	Track.Name	Artist.Name	Genre	Beats.Per.Minute	Energy	Danceability	Loudness..dB..	Liveness	Valence.	Length.	Acousticness..	Speechiness.	Popularity
1	Seorita	Shawn Mendes	canadian pop	117	55	76	-6	8	75	191	4	3	79
2	China	Anuel AA	reggaeton flow	105	81	79	-4	8	61	302	8	9	92
3	boyfriend (with Social House)	Ariana Grande	dance pop	190	80	40	-4	16	70	186	12	46	85
4	Beautiful People (feat. Khalid)	Ed Sheeran	pop	93	65	64	-8	8	55	198	12	19	86
5	Goodbyes (Feat. Young Thug)	Post Malone	dfw rap	150	65	58	-4	11	18	175	45	7	94
6	I Don't Care (with Justin Bieber)	Ed Sheeran	pop	102	68	80	-5	9	84	220	9	4	84
7	Ransom	Lil Tecca	trap music	180	64	75	-6	7	23	131	2	29	92
8	How Do You Sleep?	Sam Smith	pop	111	68	48	-5	8	35	202	15	9	90
9	Old Town Road - Remix	Lil Nas X	country rap	136	62	88	-6	11	64	157	5	10	87
10	bad guy	Billie Eilish	electropop	135	43	70	-11	10	56	194	33	38	95
11	Callaita	Bad Bunny	reggaeton	176	62	61	-5	24	24	251	60	31	93
12	Loco Contigo (feat. J. Balvin & Tyga)	DJ Snake	dance pop	96	71	82	-4	15	38	185	28	7	86
13	Someone You Loved	Lewis Capaldi	pop	110	41	50	-6	11	45	182	75	3	88
14	Otro Trago - Remix	Sech	panamanian pop	176	79	73	-2	6	76	288	7	20	87
15	Money In The Grave (Drake ft. Rick Ross)	Drake	canadian hip hop	101	50	83	-4	12	10	205	10	5	92
16	No Guidance (feat. Drake)	Chris Brown	dance pop	93	45	70	-7	16	14	261	12	15	82
17	LA CANCIN	J Balvin	latin	176	65	75	-6	11	43	243	15	32	90
18	Sunflower - Spider-Man: Into the Spider-Verse	Post Malone	dfw rap	90	48	76	-6	7	91	158	56	5	91
19	Lalala	Y2K	canadian hip hop	130	39	84	-8	14	50	161	18	8	88
20	Truth Hurts	Lizzo	escape room	158	62	72	-3	12	41	173	11	11	91
21	Piece Of Your Heart	MEDUZA	pop house	124	74	68	-7	7	63	153	4	3	91
22	Panini	Lil Nas X	country rap	154	59	70	-6	12	48	115	34	8	91
23	No Me Conoce - Remix	Jhay Cortez	reggaeton flow	92	79	81	-4	9	58	309	14	7	83
24	Soltera - Remix	Lunay	latin	92	78	80	-4	44	80	266	36	4	91
25	bad guy (with Justin Bieber)	Billie Eilish	electropop	135	45	67	-11	12	68	195	25	30	89
26	If I Can't Have You	Shawn Mendes	canadian pop	124	82	69	-4	13	87	191	49	6	70
27	Dance Monkey	Tones and I	australian pop	98	59	82	-6	18	54	210	69	10	83
28	It's You	Ali Gatie	canadian hip hop	96	46	73	-7	19	40	213	37	3	89
29	Con Calma	Daddy Yankee	latin	94	86	74	-3	6	66	193	11	6	91
30	QUE PRETENDES	J Balvin	latin	93	79	64	-4	36	94	222	3	25	89
31	Takeaway	The Chainsmokers	edm	85	51	29	-8	10	36	210	12	4	84
32	7 rings	Ariana Grande	dance pop	140	32	78	-11	9	33	179	59	33	89
33	0.958333	Maluma	reggaeton	96	71	78	-5	9	68	176	22	28	89
34	The London (feat. J. Cole & Travis Scott)	Young Thug	atl hip hop	98	59	80	-7	13	18	200	2	15	89
35	Never Really Over	Katy Perry	dance pop	100	88	77	-5	32	39	224	19	6	89
36	Summer Days (feat. Macklemore & Patrick Stump of Fall Out Boy)	Martin Garrix	big room	114	72	66	-7	14	32	164	18	6	89
37	Otro Trago	Sech	panamanian pop	176	70	75	-5	11	62	226	14	34	91
38	Antisocial (with Travis Scott)	Ed Sheeran	pop	152	82	72	-5	36	91	162	13	5	87
39	Sucker	Jonas Brothers	boy band	138	73	84	-5	11	95	181	4	6	80
40	fxck, i'm lonely (with Anne-Marie) - from "13 Reasons Why: Season 3"	Lauv	dance pop	95	56	81	-6	6	68	199	48	7	78
41	Higher Love	Kygo	edm	104	68	69	-7	10	40	228	2	3	88
42	You Need To Calm Down	Taylor Swift	dance pop	85	68	77	-6	7	73	171	1	5	90
43	Shallow	Lady Gaga	dance pop	96	39	57	-6	23	32	216	37	3	87
44	Talk	Khalid	pop	136	40	90	-9	6	35	198	5	13	84
45	Con Altura	ROSALA	r&b en espanol	98	69	88	-4	5	75	162	39	12	88
46	One Thing Right	Marshmello	brostep	88	62	66	-2	58	44	182	7	5	88
47	Te Robar	Nicky Jam	latin	176	75	67	-4	8	80	202	24	6	88
48	Happier	Marshmello	brostep	100	79	69	-3	17	67	214	19	5	88
49	Call You Mine	The Chainsmokers	edm	104	70	59	-6	41	50	218	23	3	88
50	Cross Me (feat. Chance the Rapper & PnB Rock)	Ed Sheeran	pop	95	79	75	-6	7	61	206	21	12	82