Datasets:

reczoo
/

KKBox_x1

label int64	msno int64	song_id int64	source_system_tab string	source_screen_name string	source_type string	city int64	bd int64	gender string	registered_via int64	registration_init_time int64	expiration_date int64	song_length int64	genre_ids string	artist_name string	composer string	lyricist string	language int64	name int64	isrc string
1	19,274	1,212,194	my library	Local playlist more	local-playlist	13	24	female	9	20,110,525	20,170,911	229,982	465	39087	409001 91116 354288	409001 408753	31	1,122,254	TWA531400512
1	31,395	58,233	my library	Local playlist more	local-library	15	26	male	9	20,111,107	20,180,304	278,964	2022	322252	370313	null	52	231,490	USUM70759544
1	31,395	2,047,420	my library	Local playlist more	local-library	15	26	male	9	20,111,107	20,180,304	223,933	465	255604	255604 109638 374084	null	52	935,341	QMF921450114
1	28,979	1,586,813	my library	Online playlist more	online-playlist	15	18	male	4	20,151,220	20,170,930	183,251	2022	212686	212686	null	52	405,398	GBAYE1000769
0	15,680	974,478	my library	Local playlist more	local-library	21	20	female	7	20,111,028	20,170,930	236,123	465	461584	331474 332788	null	52	102,711	BEUM71100342
1	10,493	414,241	my library	Local playlist more	local-library	15	26	female	9	20,060,616	20,180,516	244,924	465	496519	490275	490275	3	1,089,997	TWD631416608
0	10,493	2,131,127	my library	Local playlist more	local-library	15	26	female	9	20,060,616	20,180,516	284,908	921	444553	null	null	3	1,153,954	TWA470441001
1	1,238	831,145	my library	Local playlist more	local-playlist	1	0	null	7	20,130,925	20,171,001	198,528	458	483801	511647 485477	511647	3	1,063,147	TWK231610203
1	1,729	734,263	my library	Local playlist more	local-playlist	13	26	female	3	20,130,405	20,171,003	184,366	465	121429	null	79067 216513 161405 170491 10892	31	460,426	KRA301500665
0	5,446	32,730	discover	Unknown	online-playlist	15	41	male	3	20,140,524	20,171,002	254,464	458	502623	288154	288154	3	1,045,693	TWA139500109
1	27,393	1,291,172	my library	Local playlist more	local-library	1	0	null	7	20,160,304	20,171,003	274,599	437	181313	463499	463499	17	116,126	JPU901600187
1	10,053	1,429,617	my library	Local playlist more	local-library	1	0	null	7	20,130,902	20,170,914	292,048	465	486355	null	null	3	1,076,231	null
1	28,751	1,400,138	my library	Local playlist more	local-library	12	46	female	9	20,100,916	20,170,930	288,391	458	512254	223234	null	3	1,039,043	HKJ631402010
1	1,003	923,423	discover	Discover Chart	online-playlist	1	0	null	7	20,150,815	20,170,915	291,828	1259	350102	5696 350068 291484 235203	null	52	108,313	USUM71603293
0	6,616	2,236,863	discover	Discover Feature	album	1	0	null	7	20,101,118	20,170,810	94,923	921	444553	null	null	52	829,656	GBUM71207807
1	4,468	2,148,235	my library	Local playlist more	local-playlist	22	29	male	4	20,151,115	20,180,604	241,441	465	507624	507623	507623	3	1,030,782	TWJ810600002
0	3,789	1,620,244	my library	Local playlist more	local-library	5	34	female	9	20,110,222	20,170,510	224,682	465	82306	82306 233460 199379 29749	null	52	893,624	USUM71407113
1	14,668	2,183,258	discover	Discover Feature	song-based-playlist	22	21	female	3	20,141,102	20,170,617	236,460	null	490198	507531	507531	3	1,054,737	CNA231601679
1	12,362	96,046	discover	Online playlist more	song-based-playlist	13	26	female	7	20,120,514	20,171,119	195,944	359	473865	null	null	52	343,721	USAT21601930
1	12,362	1,545,171	discover	Online playlist more	song-based-playlist	13	26	female	7	20,120,514	20,171,119	227,378	1609	64500	126758 64500	126758 64500	52	623,182	GBARL1401201
1	33,124	13,461	my library	Local playlist more	local-playlist	1	0	null	7	20,120,804	20,171,004	208,492	1609	416844	25223 128037 381151	25223 128037 381151	52	223,477	USQX91600011
1	27,362	2,050,237	my library	Local playlist more	local-playlist	6	0	null	4	20,160,805	20,170,408	185,155	465 430	16185 7486	18767 25281 56660 224102 259581 456242	null	52	481,481	GBDMT1600210
1	27,362	1,702,308	my library	Local playlist more	local-playlist	6	0	null	4	20,160,805	20,170,408	200,385	465	77858	78346 42936 202545 198250 205124 301141	78346 42936 202545 198250 205124 301141	52	343,067	DKAZA1600015
0	26,613	1,020,807	my library	Local playlist more	local-library	4	22	female	3	20,150,120	20,171,004	201,363	465	276554	276554 204459 273556 186344 100211 233460 388778 52822 331681 378105	null	52	936,038	USIR20500195
1	27,179	646,976	my library	Local playlist more	local-library	1	0	null	7	20,110,705	20,170,930	226,580	465	485958	null	null	3	1,128,378	HKD450200008
1	23,500	1,211,741	my library	Local playlist more	local-library	1	0	null	7	20,151,026	20,170,930	266,448	1259	502308	null	null	3	1,070,754	TWA450893202
1	9,743	1,774,379	my library	Local playlist more	local-playlist	22	0	null	4	20,160,408	20,170,820	241,811	947	474772	null	null	-1	1,156,501	JPQ700600241
1	25,060	2,008,095	my library	Local playlist more	local-library	5	23	female	9	20,120,531	20,170,719	234,161	458	496164	498326	498326	3	1,089,169	TWA211656001
1	13,856	1,941,347	my library	Local playlist more	local-library	5	36	male	9	20,110,226	20,170,926	249,103	465	502231 446449	512987	499800	3	1,132,085	TWA459755503
1	9,086	479,179	my library	Local playlist more	local-library	1	0	null	7	20,151,010	20,170,909	112,152	786 726	490869	514049	null	-1	1,130,378	TWC019603410
0	18,277	2,049,104	radio	Radio	radio	4	30	male	9	20,120,706	20,171,006	261,642	465	510277	335074	175985	3	1,139,960	TWA531261804
1	30,111	1,006,274	my library	Local playlist more	local-library	15	35	female	3	20,141,010	20,180,204	262,165	458	499333	453535	null	3	1,044,857	TWUM71300116
1	11,264	2,270,582	my library	Local playlist more	local-library	1	23	female	3	20,151,003	20,170,911	192,261	458	487055	487055	487055	3	1,083,611	null
1	30,111	1,256,441	my library	Local playlist more	local-library	15	35	female	3	20,141,010	20,180,204	252,656	465	496519	496520	489637	3	1,066,102	TWD631557601
1	30,111	1,582,044	my library	Local playlist more	local-library	15	35	female	3	20,141,010	20,180,204	300,826	465	3367	497257	489928	3	1,066,649	TWA771000966
1	30,111	1,509,410	my library	Local playlist more	local-library	15	35	female	3	20,141,010	20,180,204	248,581	1259	128063	294870 277943 279859 23227 78470	null	52	440,412	USIR10400682
1	30,111	1,938,028	my library	Local playlist more	local-library	15	35	female	3	20,141,010	20,180,204	233,142	465 1259	503276	512794	492911	3	1,103,577	null
1	27,201	2,174,726	my library	My library	local-playlist	5	39	female	9	20,081,223	20,171,231	306,155	465	487560	null	null	3	1,134,023	TWA450891602
1	1,542	810,979	discover	Discover Chart	online-playlist	1	0	null	7	20,111,115	20,170,930	233,685	465	224102	224102 122305 45642	null	52	508,090	USUM71516761
1	32,523	1,965,519	my library	Local playlist more	local-library	14	24	male	9	20,131,228	20,171,029	191,320	465	514918	284778 202155	496545	3	1,132,961	TWH771525006
0	2,919	2,049,226	listen with	Others profile more	listen-with	13	27	male	9	20,121,002	20,180,220	354,115	465	515664	459098	72809 257304	3	1,156,481	TWA539091203
1	24,780	493,113	my library	My library	album	1	0	null	7	20,140,724	20,170,914	287,346	465	496164	244781	504001	3	1,056,076	TWA211558101
1	19,598	347,081	my library	Local playlist more	local-library	12	28	female	9	20,080,305	20,180,218	227,840	1609	81004	160198 195959	null	52	677,471	GBAHS1300498
1	1,338	307,742	my library	Local playlist more	local-library	5	20	female	9	20,090,906	20,181,007	240,326	465	491264	502727	502727 512302	3	1,029,105	TWR031404010
1	7,203	319,094	my library	Local playlist more	local-library	10	0	null	4	20,160,117	20,170,927	259,030	465	487851	null	null	3	1,067,616	null
1	9,905	2,221,269	my library	Local playlist more	local-library	5	32	female	9	20,090,228	20,170,516	278,308	465	485268	496398	515184	3	1,101,895	TWQ371501002
0	26,667	1,277,478	my library	Local playlist more	local-playlist	22	18	male	9	20,141,129	20,170,904	205,937	465	505549	null	null	3	1,158,069	TWEM31211002
1	8,307	2,160,976	my library	Local playlist more	local-library	1	0	null	7	20,161,029	20,170,930	265,508	465	503663	205056	494060 487747	3	1,068,528	TWD951562101
1	5,110	592,086	my library	Local playlist more	local-library	1	0	null	7	20,120,112	20,170,930	284,467	465	455727	202269 455868 201091	null	52	720,308	USUM71215597
1	18,151	234,891	discover	Online playlist more	online-playlist	13	23	female	3	20,120,731	20,170,911	231,270	444	90976	null	null	31	178,337	US5TA1500073
1	31,594	1,266,097	my library	Local playlist more	local-playlist	13	25	male	9	20,100,713	20,170,929	85,472	458	488082	488081	null	3	250,163	TWA470713025
1	2,176	2,262,936	my library	Local playlist more	local-playlist	13	32	female	9	20,120,905	20,171,004	273,972	465	506566	null	null	3	1,039,863	TWB510327403
0	5,841	2,185,679	my library	Local playlist more	local-library	1	0	null	7	20,131,221	20,170,930	243,670	465	251392	251392	251392	52	906,357	NOAHV9818010
1	4,482	1,920,347	my library	Local playlist more	local-playlist	1	0	null	7	20,110,121	20,170,921	235,264	465 1011	412673	412673	null	52	506,936	USCJY0803275
1	10,632	1,997,778	discover	Online playlist more	online-playlist	5	31	female	9	20,110,817	20,171,228	219,324	458	488118	488117	488117 492226	3	1,071,272	TWAG11600306
1	22,026	868,679	discover	Discover Chart	online-playlist	13	27	female	3	20,150,411	20,170,920	265,848	465	498174	191026	255219	3	1,031,807	TWA531576502
1	1,105	1,135,642	search	Album more	album	1	0	null	7	20,110,121	20,170,917	310,311	458	499659	366537	null	3	1,139,271	TWUM71600048
0	17,730	1,737,012	discover	Discover Feature	song-based-playlist	1	0	null	3	20,121,031	20,170,914	253,178	465	493255	null	null	3	1,110,636	TWA119811020
1	30,909	1,080,100	my library	Local playlist more	local-library	13	20	female	3	20,140,907	20,161,224	208,700	465	1422	413246	null	31	368,699	USUM71417913
1	30,909	1,433,636	discover	null	top-hits-for-artist	13	20	female	3	20,140,907	20,161,224	239,699	465	269367	null	null	3	1,067,526	TWK231205802
1	5,513	389,787	my library	Local playlist more	local-library	1	0	null	7	20,101,006	20,170,617	234,893	465	485106	513138	495504	3	1,084,164	HKH621401001
1	22,703	415,491	my library	Local playlist more	local-library	1	0	null	7	20,151,010	20,170,909	289,018	465	490242	null	null	3	1,087,885	TWA270614010
0	22,703	1,321,470	my library	Local playlist more	local-library	1	0	null	7	20,151,010	20,170,909	255,187	465	507750	507749	507749	3	1,029,428	TWK331001003
1	26,203	515,281	my library	Local playlist more	local-playlist	5	19	male	3	20,150,124	20,170,910	224,862	465	502623	502622	502642	3	1,059,364	TWA470532006
1	5,859	79,839	my library	Local playlist more	local-playlist	4	26	female	9	20,140,308	20,170,908	244,088	465	505998	28292	null	3	1,039,141	CNF280336804
1	28,501	887,936	my library	Local playlist more	local-library	4	24	female	9	20,100,815	20,170,911	205,461	465	507760	508872 391795	508872 485304	3	716,214	TWW171200002
1	6,536	646,202	discover	Online playlist more	online-playlist	1	0	null	4	20,161,129	20,161,206	287,328	458	130414	129805	129805 462515	3	1,039,369	TWA471602002
1	29,567	234,129	my library	Local playlist more	artist	1	0	null	7	20,120,612	20,170,930	262,478	465	512254	16635	null	3	1,114,571	HKUM70701240
0	30,848	1,026,448	radio	Radio	radio	4	28	male	3	20,130,926	20,170,907	250,958	465	77209	null	null	52	993,666	USAT21304202
1	30,848	1,784,459	radio	Radio	radio	4	28	male	3	20,130,926	20,170,907	235,415	465	360053	86630 295834 434914 378347	null	52	616,402	USUM71023200
1	34,304	595,171	my library	Local playlist more	local-playlist	13	28	male	9	20,101,006	20,171,018	261,387	465	507580	411746	411746	3	1,049,864	TWA531176504
1	484	1,104,168	my library	Local playlist more	local-library	5	0	null	9	20,101,225	20,171,202	279,824	465	515517	494750	494750	3	1,114,222	TWR031317001
1	13,843	173,103	my library	Local playlist more	local-library	22	19	male	3	20,130,224	20,170,925	211,382	458	496519	496518	496518	3	1,042,097	TWD631653301
1	13,843	1,168,464	my library	Local playlist more	local-library	22	19	male	3	20,130,224	20,170,925	254,519	444	121415	401778 244556	244556	31	258,467	KRA031211037
1	28,774	1,232,780	my library	Local playlist more	local-playlist	4	47	male	9	20,111,113	20,170,926	118,328	null	234631	null	null	-1	436,900	USR2M0900016
0	17,309	1,675,595	my library	Local playlist more	local-playlist	5	50	male	3	20,120,614	20,171,001	204,695	940	319620	null	null	-1	721,452	GBPS81529396
0	33,674	1,074,060	my library	Local playlist more	local-library	15	30	male	3	20,131,023	20,170,924	261,503	465	493261	493260	486503	3	1,100,139	EMIDD0286705
1	28,309	918,363	my library	Local playlist more	local-playlist	13	28	female	7	20,130,528	20,170,909	182,230	921	494724	182700	463710	31	662,911	KRA491402067
1	17,237	1,621,690	listen with	Others profile more	listen-with	13	27	female	3	20,150,116	20,170,930	237,792	465	503171	391792	391792	52	329,502	TWBR11604001
1	13,461	2,182,902	my library	Local playlist more	local-library	11	29	male	7	20,161,010	20,170,405	297,168	465	488082	488081	495504	3	1,029,657	TWK970400702
1	1,753	2,061,655	my library	Local playlist more	local-library	9	18	female	3	20,150,327	20,171,020	184,842	921	444553	413852 412137 208354	413852 412137 208354	31	381,185	TWA531601202
0	5,077	1,688,232	my library	Local playlist more	local-library	4	20	male	3	20,140,429	20,170,809	257,718	465	486355	379039 446541 152017	379039 446541 152017 495220	3	1,135,300	null
1	24,730	2,118,640	my library	Local playlist more	local-playlist	22	23	female	3	20,130,303	20,170,911	280,915	465	493432	null	null	3	530,117	null
1	21,887	182,889	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	284,734	465	507308	501459	498768	3	1,077,244	TWA750000507
1	21,887	1,874,954	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	237,557	465	39083	409001 62986 147771	409001 147771 408519	31	705,636	TWA531512847
1	21,887	705,030	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	284,212	2022	348540	462961	null	17	987,897	JPPO01617097
1	21,887	1,060,277	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	261,270	458	499659	460356	null	3	1,121,254	TWUM71600046
1	21,887	705,738	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	274,912	458	506246	223331	223331	3	1,082,903	TWA471603010
1	21,887	380,065	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	263,732	458	488082	488081	488081	3	1,073,258	TWK970701302
1	21,887	442,026	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	256,417	458	494079	499329	499329	3	1,053,513	TWJ011600704
1	21,887	255,744	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	276,688	458	499659	223298	null	3	1,086,208	TWUM71600045
1	21,887	645,429	my library	Local playlist more	local-library	1	0	null	7	20,160,810	20,170,909	226,208	465	39083	null	null	31	506,773	TWA531100381
1	31,421	462,388	my library	Local playlist more	local-library	22	21	male	7	20,130,308	20,170,930	234,161	465	194817	194817 215996 128186	194817 215996 128186	52	83,612	DEE861600585
1	31,546	1,488,312	my library	Local playlist more	local-playlist	22	47	male	9	20,070,211	20,170,718	250,723	359	470555	147035 202320	null	52	935,835	USAT21101399
1	16,473	1,233,904	my library	Local playlist more	local-library	5	27	male	4	20,151,215	20,170,914	231,549	458	149195	509814	509814	3	1,058,008	HKI111600009
1	26,528	1,059,770	my library	Local playlist more	local-library	1	0	null	7	20,110,220	20,170,909	194,350	786 2122	233529	null	null	-1	979,899	USAR10601695
1	23,327	143,679	my library	Local playlist more	local-library	1	0	null	7	20,160,116	20,170,525	266,704	465	11316	null	null	52	230,853	USSM10011897
1	22,018	1,997,778	my library	Local playlist more	local-library	11	28	male	3	20,131,111	20,170,909	219,324	458	488118	488117	488117 492226	3	1,071,272	TWAG11600306
1	22,018	771,277	my library	Local playlist more	local-library	11	28	male	3	20,131,111	20,170,909	329,978	458	498396	498395	515064	3	1,061,084	TWD951634102
1	11,040	1,166,809	my library	Local playlist more	local-library	1	0	null	7	20,151,022	20,170,921	244,552	1609	102549	102549 157231 312901 388631	null	-1	878,577	GB28K1100036

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YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

KKBox_x1

Dataset description:

KKBox is a challenge dataset for music recommendation at WSDM 2018. The data consist of user-song pairs in a given time period, with a total of 19 user features (e.g., city, gender) and song features (e.g., language, genre, artist). We randomly split the data into 8:1:1 as the training set, validation set, and test set, respectively. In this setting, for all categorical fields, we replace infrequent features with a default <OOV> token by setting the threshold min_category_count=10.

The dataset statistics are summarized as follows:

Dataset Split Total #Train #Validation #Test

KKBox_x1 7,377,418 5,901,932 737,743 737,743
Source: https://www.kaggle.com/c/kkbox-music-recommendation-challenge
Download: https://huggingface.co/datasets/reczoo/KKBox_x1/tree/main
RecZoo Datasets: https://github.com/reczoo/Datasets
Used by papers:
- Jieming Zhu, Quanyu Dai, Liangcai Su, Rong Ma, Jinyang Liu, Guohao Cai, Xi Xiao, Rui Zhang. BARS: Towards Open Benchmarking for Recommender Systems. In SIGIR 2022.

Dataset Split	Total	#Train	#Validation	#Test
KKBox_x1	7,377,418	5,901,932	737,743	737,743

Check the md5sum for data integrity:

$ md5sum train.csv valid.csv test.csv
195b1ae8fc2d9267d7c8656c07ea1304  train.csv
398e97ac139611a09bd61a58e4240a3e  valid.csv
8c5f7add05a6f5258b6b3bcc00ba640b  test.csv

Downloads last month: 36

Size of downloaded dataset files:

1.04 GB

Size of the auto-converted Parquet files:

461 MB

Number of rows:

7,377,418