Datasets:

engels
/

spotify-tracks-lite

danceability float64 0 0.98	energy float64 0 1	key int64 0 11	loudness float64 -41.81 1.34	speechiness float64 0 0.97	acousticness float64 0 1	instrumentalness float64 0 1	liveness float64 0.01 1	valence float64 0 0.99	tempo float64 0 221	track_genre stringclasses 30 values
0.454	0.4	3	-10.261	0.0265	0.139	0.846	0.137	0.327	93.719	ambient
0.521	0.298	4	-12.474	0.026	0.754	0.46	0.11	0.232	80.388	ambient
0.37	0.467	5	-9.013	0.0273	0.0205	0.572	0.109	0.182	94.485	ambient
0.406	0.399	7	-10.449	0.0278	0.756	0.678	0.112	0.163	142.83	ambient
0.45	0.511	6	-9.073	0.0276	0.353	0.766	0.139	0.115	96.563	ambient
0.405	0.479	5	-9.396	0.0301	0.0527	0.795	0.0974	0.131	75.37	ambient
0.484	0.457	1	-13.976	0.0456	0.406	0.646	0.297	0.187	87.159	ambient
0.409	0.223	10	-13.886	0.0296	0.947	0.0123	0.0635	0.173	89.877	ambient
0.307	0.371	3	-8.498	0.0288	0.923	0.0253	0.11	0.189	115.241	ambient
0.508	0.33	4	-14.071	0.0265	0.259	0.154	0.114	0.101	96.818	ambient
0.401	0.504	5	-8.579	0.0252	0.0884	0.757	0.11	0.285	98.357	ambient
0.535	0.437	8	-9.187	0.0248	0.669	0.688	0.11	0.127	105.22	ambient
0.483	0.5	6	-9.403	0.0241	0.354	0.912	0.103	0.368	95.981	ambient
0.403	0.417	7	-11.252	0.0257	0.5	0.889	0.105	0.251	89.966	ambient
0.456	0.364	2	-9.336	0.0252	0.533	0.96	0.111	0.116	73.457	ambient
0.447	0.449	2	-10.634	0.0376	0.934	0.961	0.0697	0.036	92.468	ambient
0.509	0.31	9	-10.623	0.0313	0.959	0.229	0.0963	0.151	137.474	ambient
0.472	0.27	7	-11.649	0.027	0.729	0.0158	0.125	0.373	140.673	ambient
0.233	0.471	5	-10.947	0.0294	0.363	0.828	0.113	0.277	182.161	ambient
0.334	0.397	7	-7.993	0.0284	0.558	0.0774	0.126	0.035	93.445	ambient
0.298	0.398	7	-14.911	0.0365	0.549	0.105	0.136	0.174	64.135	ambient
0.457	0.407	9	-11.475	0.0308	0.805	0.884	0.126	0.126	117.053	ambient
0.378	0.533	10	-8.843	0.0279	0.479	0.508	0.131	0.285	75.927	ambient
0.608	0.687	2	-7.083	0.0536	0.449	0.000002	0.0625	0.548	83.918	ambient
0.419	0.362	2	-15.32	0.0337	0.453	0.335	0.0687	0.114	100.264	ambient
0.441	0.465	3	-8.389	0.0291	0.343	0.884	0.0982	0.173	123.933	ambient
0.414	0.369	6	-9.606	0.0262	0.453	0.501	0.0985	0.17	96.722	ambient
0.269	0.489	4	-11.099	0.0303	0.0972	0.0935	0.102	0.277	180.247	ambient
0.426	0.413	4	-11.378	0.0248	0.0412	0.381	0.107	0.349	93.636	ambient
0.233	0.15	1	-11.736	0.0336	0.982	0.36	0.154	0.0875	143.887	ambient
0.567	0.131	1	-14.124	0.029	0.888	0.0553	0.158	0.0657	104.784	ambient
0.139	0.22	2	-19.974	0.0324	0.856	0.831	0.17	0.0789	71.432	ambient
0.593	0.5	1	-8.532	0.029	0.707	0.000012	0.0837	0.465	117.996	ambient
0.418	0.248	3	-9.997	0.0451	0.954	0.000004	0.108	0.298	130.953	ambient
0.483	0.886	4	-7.279	0.103	0.427	0.000028	0.114	0.235	124.795	ambient
0.191	0.0582	8	-25.398	0.0578	0.961	0.89	0.0941	0.0454	132.614	ambient
0.545	0.792	3	-6.395	0.032	0.1	0.952	0.173	0.127	128.977	ambient
0.346	0.122	1	-26.341	0.0554	0.992	0.927	0.144	0.183	109.94	ambient
0.181	0.135	9	-17.393	0.0394	0.28	0.888	0.12	0.0307	67.438	ambient
0.23	0.206	0	-13.594	0.0348	0.965	0.856	0.17	0.134	139.114	ambient
0.225	0.117	4	-24.971	0.0488	0.968	0.867	0.103	0.275	160.017	ambient
0.425	0.47	0	-10.452	0.0494	0.531	0.168	0.1	0.126	120.092	ambient
0.192	0.0119	6	-41.808	0.0401	0.969	0.944	0.12	0.0753	69.045	ambient
0.166	0.0577	8	-27.78	0.049	0.901	0.449	0.391	0.0764	140.099	ambient
0.687	0.342	1	-12.378	0.0409	0.523	0.93	0.35	0.169	105.318	ambient
0.166	0.0577	8	-27.78	0.049	0.901	0.449	0.391	0.0764	140.099	ambient
0.166	0.0577	8	-27.78	0.049	0.901	0.449	0.391	0.0764	140.099	ambient
0.469	0.259	5	-15.335	0.0376	0.246	0.872	0.319	0.0373	110.601	ambient
0.469	0.259	5	-15.335	0.0376	0.246	0.872	0.319	0.0373	110.601	ambient
0.469	0.259	5	-15.335	0.0376	0.246	0.872	0.319	0.0373	110.601	ambient
0.544	0.579	8	-8.52	0.0712	0.193	0.000014	0.117	0.294	109.769	ambient
0.853	0.798	4	-7.995	0.068	0.0158	0.948	0.0967	0.42	129.983	ambient
0.527	0.242	6	-13.546	0.0313	0.939	0.0435	0.114	0.112	143.848	ambient
0.199	0.319	2	-14.43	0.0334	0.00513	0.893	0.144	0.0462	120.772	ambient
0.403	0.521	0	-8.842	0.028	0.507	0.7	0.105	0.231	97.053	ambient
0.361	0.3	7	-13.657	0.0335	0.483	0.0303	0.158	0.125	114.941	ambient
0.561	0.367	0	-10.35	0.0246	0.373	0.831	0.0989	0.125	73.993	ambient
0.449	0.383	4	-9.808	0.0278	0.145	0.565	0.0846	0.311	96.549	ambient
0.454	0.287	5	-11.202	0.0289	0.779	0.753	0.131	0.054	130.637	ambient
0.415	0.104	0	-11.83	0.0426	0.955	0.000004	0.104	0.18	82.006	ambient
0.298	0.148	3	-26.245	0.0438	0.868	0.843	0.11	0.0603	108.658	ambient
0.361	0.291	5	-14.148	0.0338	0.722	0.837	0.0971	0.0708	115.999	ambient
0.457	0.474	2	-9.245	0.0324	0.93	0.956	0.0679	0.0381	92.404	ambient
0.392	0.433	5	-13.313	0.0364	0.92	0.646	0.0937	0.0432	100.253	ambient
0.224	0.139	11	-22.587	0.0354	0.961	0.913	0.108	0.213	111.316	ambient
0.231	0.0297	2	-31.544	0.0579	0.991	0.878	0.0742	0.07	131.413	ambient
0.49	0.126	1	-13.868	0.0327	0.926	0.000003	0.0992	0.102	99.892	ambient
0.459	0.326	9	-12.29	0.0268	0.896	0.0132	0.112	0.0864	90.042	ambient
0.37	0.119	6	-11.513	0.0392	0.953	0.000002	0.099	0.183	110.424	ambient
0.556	0.261	4	-11.668	0.0289	0.797	0.016	0.0893	0.219	110.841	ambient
0.177	0.215	3	-9.886	0.0335	0.807	0.000125	0.0921	0.0415	75.862	ambient
0.389	0.202	2	-15.121	0.0375	0.887	0.000003	0.128	0.187	83.019	ambient
0.263	0.237	3	-13.738	0.0344	0.638	0.305	0.109	0.0461	73.024	ambient
0.689	0.757	10	-8.344	0.761	0.703	0	0.336	0.663	143.07	ambient
0.261	0.371	3	-10.112	0.0313	0.96	0.856	0.109	0.149	158.924	ambient
0.483	0.192	4	-15.378	0.0469	0.991	0.908	0.106	0.0542	100.848	ambient
0.466	0.67	8	-4.701	0.0297	0.155	0	0.145	0.395	126.142	ambient
0.065	0.341	10	-12.743	0.0482	0.154	0.854	0.109	0.0334	65.38	ambient
0.317	0.161	8	-17.203	0.0374	0.916	0.881	0.0979	0.0545	118.162	ambient
0.14	0.217	7	-15.304	0.0352	0.909	0.855	0.0689	0.078	88.381	ambient
0.409	0.0191	2	-31.753	0.0324	0.992	0.912	0.0981	0.181	104.164	ambient
0.302	0.096	2	-28.927	0.0309	0.972	0.903	0.098	0.382	94.275	ambient
0.485	0.0293	4	-30.251	0.031	0.991	0.902	0.0964	0.0423	80.014	ambient
0.365	0.0289	1	-27.855	0.0419	0.995	0.947	0.12	0.477	146.853	ambient
0.302	0.096	2	-28.927	0.0309	0.972	0.903	0.098	0.382	94.275	ambient
0.403	0.185	10	-20.519	0.0417	0.962	0.911	0.0958	0.162	104.517	ambient
0.485	0.0293	4	-30.251	0.031	0.991	0.902	0.0964	0.0423	80.014	ambient
0.561	0.445	10	-16.71	0.0579	0.784	0.87	0.0918	0.0519	125.695	ambient
0.485	0.0293	4	-30.251	0.031	0.991	0.902	0.0964	0.0423	80.014	ambient
0.318	0.0361	4	-21.792	0.0445	0.907	0.0302	0.0926	0.0625	99.889	ambient
0.0819	0.0132	0	-25.217	0.0494	0.964	0.647	0.12	0.032	82.637	ambient
0.186	0.00432	7	-20.811	0.0366	0.926	0.963	0.0952	0.0286	57.23	ambient
0.186	0.00432	7	-20.811	0.0366	0.926	0.963	0.0952	0.0286	57.23	ambient
0.515	0.0695	5	-22.837	0.0342	0.992	0.934	0.0943	0.109	112.81	ambient
0.442	0.286	1	-16.598	0.0419	0.968	0.811	0.0886	0.629	146.761	ambient
0.287	0.19	6	-16.959	0.0379	0.941	0.369	0.0906	0.177	77.583	ambient
0.285	0.0158	0	-24.312	0.0483	0.947	0.466	0.126	0.0369	119.852	ambient
0.0713	0.00696	3	-39.507	0.0405	0.994	0.915	0.071	0.0977	213.848	ambient
0.168	0.0442	11	-18.784	0.0371	0.908	0.914	0.694	0.0384	74.591	ambient
0.117	0.297	7	-12.742	0.035	0.133	0.924	0.0949	0.0617	94.85	ambient

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Context

This dataset consists of 24000 tracks from 30 genres, and is a shrunk version of maharshipandya/spotify-tracks-dataset dataset. All non-heuristic data is cut and cleaned for better usability and performance.

All data taken from Spotify API and is open source.

This dataset can be used to train prediction models based on user preferences, or categorise tracks by corresponding heuristic.

Column Description

danceability: 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
energy: Energy is a measure from 0.0 to 1.0 and represents a perceptual measure of intensity and activity. Typically, energetic tracks feel fast, loud, and noisy. For example, death metal has high energy, while a Bach prelude scores low on the scale
key: The key the track is in. Integers map to pitches using standard Pitch Class notation. E.g. 0 = C, 1 = C♯/D♭, 2 = D, and so on. If no key was detected, the value is -1
loudness: The overall loudness of a track in decibels (dB)
speechiness: Speechiness detects the presence of spoken words in a track. The more exclusively speech-like the recording (e.g. talk show, audio book, poetry), the closer to 1.0 the attribute value. Values above 0.66 describe tracks that are probably made entirely of spoken words. Values between 0.33 and 0.66 describe tracks that may contain both music and speech, either in sections or layered, including such cases as rap music. Values below 0.33 most likely represent music and other non-speech-like tracks
acousticness: A confidence measure from 0.0 to 1.0 of whether the track is acoustic. 1.0 represents high confidence the track is acoustic
instrumentalness: Predicts whether a track contains no vocals. "Ooh" and "aah" sounds are treated as instrumental in this context. Rap or spoken word tracks are clearly "vocal". The closer the instrumentalness value is to 1.0, the greater likelihood the track contains no vocal content
liveness: Detects the presence of an audience in the recording. Higher liveness values represent an increased probability that the track was performed live. A value above 0.8 provides strong likelihood that the track is live
valence: A measure from 0.0 to 1.0 describing the musical positiveness conveyed by a track. Tracks with high valence sound more positive (e.g. happy, cheerful, euphoric), while tracks with low valence sound more negative (e.g. sad, depressed, angry)
tempo: The overall estimated tempo of a track in beats per minute (BPM). In musical terminology, tempo is the speed or pace of a given piece and derives directly from the average beat duration
track_genre: The genre in which the track belongs

Sources

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Size of downloaded dataset files:

1.68 MB

Size of the auto-converted Parquet files:

1.11 MB

Number of rows:

24,000