Datasets:

vancenceho
/

spotify-tracks-clean

Unnamed: 0 int64	track_id string	artists string	album_name string	track_name string	popularity int64	duration_ms int64	explicit bool	danceability float64	energy float64	key int64	loudness float64	mode int64	speechiness float64	acousticness float64	instrumentalness float64	liveness float64	valence float64	tempo float64	time_signature int64	track_genre string
0	5SuOikwiRyPMVoIQDJUgSV	gen hoshino	comedy	comedy	73	230,666	false	0.676	0.461	1	-6.746	0	0.143	0.0322	0.000001	0.358	0.715	87.917	4	acoustic
1	4qPNDBW1i3p13qLCt0Ki3A	ben woodward	ghost (acoustic)	ghost - acoustic	55	149,610	false	0.42	0.166	1	-17.235	1	0.0763	0.924	0.000006	0.101	0.267	77.489	4	acoustic
2	1iJBSr7s7jYXzM8EGcbK5b	ingrid michaelson;zayn	to begin again	to begin again	57	210,826	false	0.438	0.359	0	-9.734	1	0.0557	0.21	0	0.117	0.12	76.332	4	acoustic
3	6lfxq3CG4xtTiEg7opyCyx	kina grannis	crazy rich asians (original motion picture soundtrack)	can't help falling in love	71	201,933	false	0.266	0.0596	0	-18.515	1	0.0363	0.905	0.000071	0.132	0.143	181.74	3	acoustic
4	5vjLSffimiIP26QG5WcN2K	chord overstreet	hold on	hold on	82	198,853	false	0.618	0.443	2	-9.681	1	0.0526	0.469	0	0.0829	0.167	119.949	4	acoustic
5	01MVOl9KtVTNfFiBU9I7dc	tyrone wells	days i will remember	days i will remember	58	214,240	false	0.688	0.481	6	-8.807	1	0.105	0.289	0	0.189	0.666	98.017	4	acoustic
6	6Vc5wAMmXdKIAM7WUoEb7N	a great big world;christina aguilera	is there anybody out there?	say something	74	229,400	false	0.407	0.147	2	-8.822	1	0.0355	0.857	0.000003	0.0913	0.0765	141.284	3	acoustic
7	1EzrEOXmMH3G43AXT1y7pA	jason mraz	we sing. we dance. we steal things.	i'm yours	80	242,946	false	0.703	0.444	11	-9.331	1	0.0417	0.559	0	0.0973	0.712	150.96	4	acoustic
8	0IktbUcnAGrvD03AWnz3Q8	jason mraz;colbie caillat	we sing. we dance. we steal things.	lucky	74	189,613	false	0.625	0.414	0	-8.7	1	0.0369	0.294	0	0.151	0.669	130.088	4	acoustic
9	7k9GuJYLp2AzqokyEdwEw2	ross copperman	hunger	hunger	56	205,594	false	0.442	0.632	1	-6.77	1	0.0295	0.426	0.00419	0.0735	0.196	78.899	4	acoustic
10	4mzP5mHkRvGxdhdGdAH7EJ	zack tabudlo	episode	give me your forever	74	244,800	false	0.627	0.363	8	-8.127	1	0.0291	0.279	0	0.0928	0.301	99.905	4	acoustic
11	5ivF4eQBqJiVL5IAE9jRyl	jason mraz	love is a four letter word	i won't give up	69	240,165	false	0.483	0.303	4	-10.058	1	0.0429	0.694	0	0.115	0.139	133.406	3	acoustic
12	4ptDJbJl35d7gQfeNteBwp	dan berk	solo	solo	52	198,712	false	0.489	0.314	7	-9.245	0	0.0331	0.749	0	0.113	0.607	124.234	4	acoustic
13	0X9MxHR1rTkEHDjp95F2OO	anna hamilton	bad liar	bad liar	62	248,448	false	0.691	0.234	3	-6.441	1	0.0285	0.777	0	0.12	0.209	87.103	4	acoustic
14	4LbWtBkN82ZRhz9jqzgrb3	chord overstreet;deepend	hold on (remix)	hold on - remix	56	188,133	false	0.755	0.78	2	-6.084	1	0.0327	0.124	0.000028	0.121	0.387	120.004	4	acoustic
15	1KHdq8NK9QxnGjdXb55NiG	landon pigg	the boy who never	falling in love at a coffee shop	58	244,986	false	0.489	0.561	4	-7.933	1	0.0274	0.2	0.000046	0.179	0.238	83.457	3	acoustic
16	6xKeQgzfjixSUld14qUezm	andrew foy;renee foy	ily (i love you baby)	ily (i love you baby)	56	129,750	false	0.706	0.112	2	-18.098	1	0.0391	0.827	0.000004	0.125	0.414	110.154	4	acoustic
17	4Yo0igmcoNyat1secaH0OD	andrew foy;renee foy	at my worst	at my worst	54	169,728	false	0.795	0.0841	10	-18.09	0	0.0461	0.742	0.000012	0.0853	0.609	91.803	4	acoustic
18	2qLMf6TuEC3ruGJg4SMMN6	jason mraz;colbie caillat	we sing. we dance. we steal things.	lucky	68	189,613	false	0.625	0.414	0	-8.7	1	0.0369	0.294	0	0.151	0.669	130.088	4	acoustic
19	6CgNoAbFJ4Q4Id4EjtbXlC	boyce avenue;bea miller	cover sessions, vol. 4	photograph	67	260,186	false	0.717	0.32	3	-8.393	1	0.0283	0.83	0	0.107	0.322	107.946	4	acoustic
20	3S0OXQeoh0w6AY8WQVckRW	jason mraz	we sing. we dance. we steal things.	i'm yours	75	242,946	false	0.703	0.444	11	-9.331	1	0.0417	0.559	0	0.0973	0.712	150.96	4	acoustic
21	210JCw2LbYD4YIs8GiZ9iP	boyce avenue;jennel garcia	cover sessions, vol. 3	demons	63	174,174	false	0.678	0.351	0	-8.654	1	0.0266	0.747	0	0.355	0.569	90.032	4	acoustic
22	5TvE3pk05pyFIGdSY9j4DJ	a great big world;christina aguilera	is there anybody out there? - track by track commentary	say something	70	229,400	false	0.407	0.147	2	-8.822	1	0.0355	0.857	0.000003	0.0913	0.0765	141.284	3	acoustic
23	0BUuuEvNa5T4lMaewyiudB	jason mraz	coffee moment	93 million miles	0	216,386	false	0.572	0.454	3	-10.286	1	0.0258	0.477	0.000014	0.0974	0.515	140.182	4	acoustic
24	3Hn3LfhrQOaKihdCibJsTs	jason mraz	human - best adult pop tunes	unlonely	0	231,266	false	0.796	0.667	5	-4.831	0	0.0392	0.381	0	0.221	0.754	97.988	4	acoustic
25	6D33wCKzWtNEgOovgeVJ7r	jason mraz	mellow adult pop	bella luna	1	302,346	false	0.755	0.454	9	-9.609	0	0.0352	0.757	0	0.236	0.33	120.06	4	acoustic
26	5IfCZDRXZrqZSm8AwE44PG	jason mraz	holly jolly christmas	winter wonderland	0	131,760	false	0.62	0.309	5	-9.209	1	0.0495	0.788	0	0.146	0.664	145.363	4	acoustic
27	0dzKBptH2P5j5a0MifBMwM	jason mraz	feeling good - adult pop favorites	if it kills me	0	273,653	false	0.633	0.429	4	-6.784	0	0.0381	0.0444	0	0.132	0.52	143.793	4	acoustic
28	5QAMZTM5cmLg3fHX9ZbTZi	jason mraz	christmas time	winter wonderland	0	131,760	false	0.62	0.309	5	-9.209	1	0.0495	0.788	0	0.146	0.664	145.363	4	acoustic
29	2qESE1ZeWly7I3YjyTXmXh	jason mraz	perfect christmas hits	winter wonderland	0	131,760	false	0.62	0.309	5	-9.209	1	0.0495	0.788	0	0.146	0.664	145.363	4	acoustic
30	3EQV1ZHtHvq9OnVRYIdbg3	jason mraz	merry christmas	winter wonderland	0	131,760	false	0.62	0.309	5	-9.209	1	0.0495	0.788	0	0.146	0.664	145.363	4	acoustic
31	3ax0rfGb7exLtl02LL08U9	jason mraz	christmas music - holiday hits	winter wonderland	0	131,760	false	0.62	0.309	5	-9.209	1	0.0495	0.788	0	0.146	0.664	145.363	4	acoustic
32	1m5LC29RE52Bxy7hxvpOlL	chord overstreet	christmas country songs 2022	all i want for christmas is a real good tan	0	234,186	false	0.593	0.455	6	-8.192	1	0.0388	0.366	0	0.0914	0.564	202.019	4	acoustic
33	3H36x7buZdQD4687VmFrwY	brandi carlile;sam smith	human - best adult pop tunes	party of one	0	259,558	false	0.296	0.206	0	-11.799	1	0.0412	0.782	0.000225	0.0959	0.202	165.4	4	acoustic
34	0xbMRcMFqxJq1Wa7tvWPtn	brandi carlile;sam smith	feeling good - adult pop favorites	party of one	0	259,558	false	0.296	0.206	0	-11.799	1	0.0412	0.782	0.000225	0.0959	0.202	165.4	4	acoustic
35	6h061f44HZPj1OXO2nA45d	brandi carlile;sam smith	mellow bars r'n'b	party of one	0	259,558	false	0.296	0.206	0	-11.799	1	0.0412	0.782	0.000225	0.0959	0.202	165.4	4	acoustic
36	62EwQLDw0dprDzuLwQ0sH1	kt tunstall	chill christmas dinner	lonely this christmas	0	257,493	false	0.409	0.153	6	-10.74	0	0.0306	0.939	0.000026	0.108	0.18	85.262	4	acoustic
37	3lvo0I8c2qBJDLZWqExDgC	brandi carlile	rainy day indie	throwing good after bad	0	247,791	false	0.501	0.0952	2	-12.931	1	0.054	0.963	0.000016	0.0915	0.316	138.016	4	acoustic
38	1ae8XfBQ3fDEvmBjFaemGV	brandi carlile	coffee moment	this time tomorrow	0	206,267	false	0.606	0.326	10	-10.031	1	0.0294	0.841	0	0.139	0.414	91.626	4	acoustic
39	0adVktNVJXPZfhQe6B1NO5	kt tunstall	sadsadchristmas	lonely this christmas	0	257,493	false	0.409	0.153	6	-10.74	0	0.0306	0.939	0.000026	0.108	0.18	85.262	4	acoustic
40	6sp6Vx3sv2l5qxPfbQkcyt	eddie vedder	mega hits autumn/fall 2022	the haves	0	306,794	false	0.474	0.519	7	-5.291	1	0.0253	0.281	0	0.107	0.326	151.832	4	acoustic
41	1WFVfVjCtbmdIv7j3Fa9iy	brandi carlile	mellow adult pop	when you're wrong	0	266,960	false	0.568	0.301	10	-10.163	0	0.0373	0.796	0.000003	0.118	0.142	88.029	4	acoustic
42	0e5PAxSyZ5DWWVqKANHETz	brandi carlile;lucius	country car hits	you and me on the rock	0	230,098	false	0.568	0.686	1	-6.635	1	0.033	0.15	0.000002	0.0881	0.725	172.075	4	acoustic
43	1MLr9b1fOybO3MGiLy47Ys	brandi carlile;lucius	country road songs	you and me on the rock	0	230,098	false	0.568	0.686	1	-6.635	1	0.033	0.15	0.000002	0.0881	0.725	172.075	4	acoustic
44	6JGjevTaqr9J1xp7YvYUKF	brandi carlile	finest country	speak your mind (from the netflix series "we the people")	0	193,943	false	0.476	0.666	6	-3.438	1	0.0446	0.314	0	0.342	0.498	148.155	4	acoustic
45	7Af2YlwMZryKOQiRfwMsD2	brandi carlile;lucius	easy country	you and me on the rock	0	230,098	false	0.568	0.686	1	-6.635	1	0.033	0.15	0.000002	0.0881	0.725	172.075	4	acoustic
46	3RE5nHIVkC4KcA7snFaTKd	brandi carlile;lucius	cozy country	you and me on the rock	0	230,098	false	0.568	0.686	1	-6.635	1	0.033	0.15	0.000002	0.0881	0.725	172.075	4	acoustic
47	0JvkNRyq8Tmot9khpdtN0I	brandi carlile;lucius	good times country	you and me on the rock	0	230,098	false	0.568	0.686	1	-6.635	1	0.033	0.15	0.000002	0.0881	0.725	172.075	4	acoustic
48	27gHtbsHClwimHFtKgFop4	brandi carlile;lucius	laidback country	you and me on the rock	0	230,098	false	0.568	0.686	1	-6.635	1	0.033	0.15	0.000002	0.0881	0.725	172.075	4	acoustic
49	1QBNBGeIRRGBnLhdlHbfI8	brandi carlile;lucius	chillin' it - mellow day country	you and me on the rock	0	230,098	false	0.568	0.686	1	-6.635	1	0.033	0.15	0.000002	0.0881	0.725	172.075	4	acoustic
50	72xTsTouZ5nBmASX8k1XCW	highland peak	trampoline (acoustic)	trampoline - acoustic	46	213,098	false	0.596	0.2	0	-10.424	0	0.0305	0.91	0.000183	0.0884	0.308	107.893	4	acoustic
51	3ILmwMefYZoQh5Cf5jeuUQ	motohiro hata	documentary	透明だった世界	61	232,360	false	0.373	0.914	0	-4.185	1	0.0565	0.076	0	0.669	0.56	168.21	4	acoustic
52	2DHDuADAHoUW6n0z80RLQF	andrew belle	black bear	pieces	60	241,119	false	0.494	0.652	6	-5.863	0	0.0314	0.0754	0.00256	0.125	0.298	137.018	4	acoustic
53	5JDcQAztvZTIkrWoZihgvC	ron pope	the bedroom demos	a drop in the ocean	68	220,239	false	0.447	0.393	5	-8.65	1	0.038	0.785	0	0.28	0.564	73.139	3	acoustic
54	2sYFi9xVSZ56WHKSY2fN1K	adam christopher	so far away (acoustic)	so far away - acoustic	52	171,543	false	0.576	0.331	6	-9.389	0	0.0306	0.894	0.000034	0.129	0.407	149.02	4	acoustic
55	6xJOhSm4SvZwzy3uhWz26O	andrew belle	black bear	the enemy	62	286,865	false	0.536	0.89	1	-5.222	1	0.0375	0.078	0.0202	0.131	0.273	121.974	4	acoustic
56	7lLKxcNeJtDTWVRKHovLEC	aron wright	build it better	build it better	51	234,473	false	0.526	0.333	4	-13.02	1	0.0314	0.91	0.168	0.111	0.159	94.951	4	acoustic
57	25UzeaV47eDT44Fovve6xQ	chord overstreet	sleepwalking in the rain	sleepwalking in the rain	0	216,000	false	0.501	0.381	0	-9.448	1	0.036	0.687	0.00133	0.119	0.502	80.075	4	acoustic
58	4oa14QBfWRDfJy2agySy0L	sara bareilles	little voice	gravity	67	232,760	false	0.27	0.275	0	-10.357	1	0.0356	0.834	0	0.146	0.231	168.964	4	acoustic
59	2gRKq9rIC5i1zuxp06zJWH	chord overstreet	what's left of you	what's left of you	57	178,600	true	0.731	0.507	0	-6.477	1	0.046	0.572	0	0.0912	0.265	117.969	4	acoustic
60	08MFgEQeVLF37EyZ7jcwLc	zack tabudlo	pano	pano	75	254,400	false	0.375	0.457	3	-7.018	1	0.0315	0.868	0.0145	0.191	0.415	174.839	3	acoustic
61	6nXIYClvJAfi6ujLiKqEq8	andrew belle	the daylight ep	sky's still blue	62	244,320	false	0.43	0.791	6	-5.419	0	0.0302	0.0726	0.0193	0.11	0.217	171.864	4	acoustic
62	7x4b0UccXSKBWxWmjcrG2T	kurt cobain	montage of heck: the home recordings	and i love her	66	124,933	false	0.616	0.282	1	-15.317	1	0.0331	0.983	0.833	0.13	0.435	96.638	4	acoustic
63	6owKuyHxUqidcAA6fPKSyy	boyce avenue;bea miller	cover sessions, vol. 3	we can't stop	64	222,146	false	0.705	0.347	2	-8.249	1	0.0301	0.674	0	0.12	0.36	80.057	4	acoustic
64	0wbmIfvndFV9VDvuUY1pYN	tim halperin	covers	always be my baby	62	181,852	false	0.582	0.255	4	-10.254	1	0.0306	0.772	0	0.0889	0.285	139.884	4	acoustic
65	3e5yu9MkIvQx17mm7LF6KY	canyon city	midnight waves	alone with you	58	186,584	false	0.549	0.274	1	-12.565	1	0.0379	0.798	0.000007	0.103	0.207	86.664	4	acoustic
66	6VwAh8Z1d5YKoSWoEaV4db	aaron espe	making all things new	making all things new	65	159,600	false	0.787	0.355	0	-11.429	1	0.0288	0.896	0.0201	0.111	0.48	99.978	4	acoustic
67	2D4BSm5Z8Hq5zYbSgJwEOh	sara bareilles	what's inside: songs from waitress	she used to be mine	67	250,266	false	0.397	0.303	5	-7.508	1	0.0435	0.381	0	0.101	0.172	81.05	4	acoustic
68	7LwGBxB0h0CVmkOZxYKn0g	andrew belle	in my veins (feat. erin mccarley)	in my veins - feat. erin mccarley	65	318,908	false	0.548	0.42	0	-7.842	1	0.0277	0.198	0.000004	0.0899	0.196	128.012	4	acoustic
69	0ZwdH0m32I8odedwvspYTh	tyler ward	under covers	i don't wanna live forever (fifty shades darker)	44	222,351	false	0.787	0.403	0	-11.989	1	0.033	0.603	0.00857	0.131	0.264	118.042	4	acoustic
70	16dkWKIlBsfYTISCVuDs0w	ron pope	whatever it takes	a drop in the ocean	55	219,480	false	0.484	0.573	5	-6.183	1	0.0298	0.0882	0.000001	0.15	0.346	139.966	3	acoustic
71	3TwtrR1yNLY1PMPsrGQpOp	five for fighting	america town	superman (it's not easy)	70	221,693	false	0.382	0.416	0	-9.303	1	0.0302	0.0733	0	0.0719	0.125	102.089	4	acoustic
72	3Et4LKZLnXygPYfNdeB3D3	andrew belle	dive deep	when the end comes	57	354,400	false	0.541	0.575	9	-9.463	1	0.0491	0.677	0.215	0.102	0.428	91.98	4	acoustic
73	2E9viCx0hJKNKNThd2MdGQ	bailey jehl	you're still the one	you're still the one	56	177,500	false	0.607	0.473	2	-8.555	1	0.034	0.712	0	0.66	0.54	119.698	4	acoustic
74	0Zf1BPkkFAWGtVHeBwHHz4	ingrid michaelson	it doesn't have to make sense	light me up	56	247,840	false	0.417	0.595	6	-7.84	1	0.0396	0.158	0.000269	0.101	0.117	147.928	4	acoustic
75	38jy6kRlPt8z1GUS9WXeNh	jason mraz	love is a four letter word	93 million miles	67	216,386	false	0.572	0.454	3	-10.286	1	0.0258	0.477	0.000014	0.0974	0.515	140.182	4	acoustic
76	2SkJKMfjpYsNv0KWOxiegX	a great big world	when the morning comes	kaleidoscope	62	229,320	false	0.709	0.913	7	-5.148	1	0.0748	0.0182	0	0.167	0.519	108.024	4	acoustic
77	4qCbMMMuEB56kHd4zPE6GD	eddie vedder;nusrat fateh ali khan	eat, pray, love	the long road	45	330,933	false	0.537	0.342	2	-13.553	1	0.0273	0.645	0.266	0.0687	0.253	109.236	4	acoustic
78	11TK5KLtLZUdKr1C549bAw	drew holcomb & the neighbors	good light	what would i do without you	64	172,213	false	0.602	0.336	8	-11.106	1	0.0369	0.883	0.0017	0.143	0.335	90.894	4	acoustic
79	7BXW1QCg56yzEBV8pW8pah	jason mraz	know.	have it all	65	226,106	false	0.643	0.638	1	-4.947	0	0.0407	0.204	0	0.0707	0.6	82.001	4	acoustic
80	2kMrCPZ0o5gErBPLCRgoli	gabrielle aplin	mellow adult pop	heavy heart	0	235,173	false	0.451	0.7	10	-6.597	0	0.0431	0.455	0.00233	0.405	0.37	150.055	4	acoustic
81	5IjTZ1g8KrIuV97N3OQZ0V	gabrielle aplin	break up songs	the house we never built	0	195,213	false	0.546	0.391	2	-10.786	0	0.063	0.784	0.000003	0.0552	0.202	139.669	4	acoustic
82	3bHhUEOTIbezeZ856R0BX5	eddie vedder	into the wild (music for the motion picture)	society	68	236,306	false	0.561	0.327	11	-10.835	0	0.0327	0.902	0.000469	0.111	0.298	161.858	4	acoustic
83	0wf17wsLRwnnfh241GkeH5	gabrielle aplin	u don't deserve me	please don't say you love me	0	181,400	false	0.479	0.541	0	-9.862	1	0.0543	0.74	0	0.108	0.3	85.994	4	acoustic
84	3322ArxAq7wCSZI4fF77Q0	gabrielle aplin	coffee moment	please don't say you love me	0	181,400	false	0.479	0.541	0	-9.862	1	0.0543	0.74	0	0.108	0.3	85.994	4	acoustic
85	4LGF2tDg3878bs0mQPByZ4	eddie vedder	into the wild (music for the motion picture)	guaranteed	61	164,500	false	0.436	0.4	7	-11.485	1	0.0272	0.904	0.00105	0.125	0.351	100.734	4	acoustic
86	6Uy6K3KdmUdAfelUp0SeXn	sara bareilles	the blessed unrest	brave	70	220,573	false	0.551	0.836	10	-3.838	0	0.0524	0.00502	0.000021	0.0425	0.758	185.063	4	acoustic
87	2z2JKNU24UEngb4joR9p8f	kt tunstall	slow christmas songs 2022	lonely this christmas	0	257,493	false	0.409	0.153	6	-10.74	0	0.0306	0.939	0.000026	0.108	0.18	85.262	4	acoustic
88	2nef44o0sjJDKB1ta4S0ub	kt tunstall	lonely christmas 2022	lonely this christmas	0	257,493	false	0.409	0.153	6	-10.74	0	0.0306	0.939	0.000026	0.108	0.18	85.262	4	acoustic
89	0qJGlogD7AyMLAJfQ42aI2	five for fighting	bookmarks	heaven knows	62	210,612	false	0.6	0.845	10	-7.076	1	0.0311	0.048	0	0.24	0.392	97.631	4	acoustic
90	04JS6OitE9VGsIS3S94Osg	the civil wars	slow christmas songs 2022	i heard the bells on christmas day	0	154,440	false	0.492	0.145	2	-14.504	0	0.0422	0.872	0.00001	0.107	0.218	90.078	4	acoustic
91	5OGpsZeJRZ3t3MZioawcZW	the civil wars	alternative christmas 2022	i heard the bells on christmas day	0	154,440	false	0.492	0.145	2	-14.504	0	0.0422	0.872	0.00001	0.107	0.218	90.078	4	acoustic
92	3Vnes7v746dYzBn0FJTZ1W	kt tunstall	alternative christmas 2022	fairytale of new york	0	263,866	false	0.447	0.555	2	-6.018	1	0.0349	0.218	0.000003	0.124	0.33	117.888	3	acoustic
93	30cYWLpVdBZVLb1cYdmcTT	the civil wars	acoustic christmas campfire	i heard the bells on christmas day	0	154,440	false	0.492	0.145	2	-14.504	0	0.0422	0.872	0.00001	0.107	0.218	90.078	4	acoustic
94	7sUqJ51FGSi3n7x4pYjY3v	the civil wars	lonely christmas 2022	i heard the bells on christmas day	0	154,440	false	0.492	0.145	2	-14.504	0	0.0422	0.872	0.00001	0.107	0.218	90.078	4	acoustic
95	15BFn2VmEtonsXfNL1lUmy	the civil wars	chill christmas dinner	i heard the bells on christmas day	0	154,440	false	0.492	0.145	2	-14.504	0	0.0422	0.872	0.00001	0.107	0.218	90.078	4	acoustic
96	0WOFJR54wyTwLB11jcBDb1	the civil wars	sadsadchristmas	i heard the bells on christmas day	0	154,440	false	0.492	0.145	2	-14.504	0	0.0422	0.872	0.00001	0.107	0.218	90.078	4	acoustic
97	1uDCw6LVMOmbZ6zRliNcNX	the civil wars	christmas country songs 2022	i heard the bells on christmas day	0	154,440	false	0.492	0.145	2	-14.504	0	0.0422	0.872	0.00001	0.107	0.218	90.078	4	acoustic
98	7DYsBLdOqz0z14tYWMt2Tn	kt tunstall	del gusto de mamá	hold on	0	177,613	false	0.661	0.937	4	-5.157	0	0.0979	0.322	0.000001	0.19	0.805	105.549	4	acoustic
99	7cPuE0M35EajWPRO3nRcH8	kt tunstall	oo's music grandi successi	suddenly i see	0	199,040	false	0.603	0.78	0	-5.531	1	0.0438	0.139	0	0.164	0.693	100.499	4	acoustic

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Spotify Tracks Cleaned

CSV of Spotify track metadata and audio features after cleaning for downstream modeling (e.g. viral / popularity prediction, joins with lyrics or YouTube). Rows are unique tracks; the schema follows the common Kaggle-style “Spotify tracks” dump, normalized in 01a_clean_spotify.ipynb.

File

File	Role
`spotify_tracks_cleaned.csv`	One row per track; cleaned text fields and consistent dtypes for ML preprocessing.

Source

Upstream: Spotify track-level table (e.g. spotify_tracks.csv from data/raw/, or equivalent on Kaggle).
Pipeline: notebooks/01a_clean_spotify.ipynb — loads raw CSV, applies cleaning, writes to data/cleaned/spotify_tracks_cleaned.csv.

Cleaning (summary)

Strip / normalize whitespace and casing on selected text columns (e.g. artists, album_name, track_name, track_genre).
Collapse repeated internal spaces; empty strings → missing where appropriate.
Additional steps in the notebook (missing-value handling, typing, deduplication if present) are documented in the notebook cells.

Schema (typical columns)

Exact dtypes may vary by export; expect roughly:

Column	Description
`track_id`	Spotify track identifier (join key).
`artists`, `album_name`, `track_name`	Text metadata (cleaned).
`popularity`	Spotify popularity score.
`duration_ms`	Track length in milliseconds.
`explicit`	Explicit content flag.
`danceability` … `time_signature`	Spotify audio features (0–1 or Hz / BPM scales as in the source API export).
`track_genre`	Genre label (cleaned).

An index column such as Unnamed: 0 may appear if inherited from the raw CSV.

A full Kaggle-style export is often ~114k rows; if so, use Hub size_categories 100K<n<1M instead of the frontmatter value above (adjust the YAML to match your actual file).

Usage

import pandas as pd

df = pd.read_csv("spotify_tracks_cleaned.csv")

Use track_id to align with lyrics, YouTube, or audio-feature tables in the same project.

Limitations

Not real-time Spotify data; snapshot reflects the date of the raw pull.
License / ToS: Redistribution must comply with CDLA-Sharing-1.0 (this card), the original dataset license, and Spotify’s terms of use for derived datasets.

Citation

If you use this artifact in research, cite the original Spotify / Kaggle dataset you built from, and reference your cleaning notebook or repository revision.

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