Datasets:

reczoo
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Avazu_x2

click int64 0 1	C1 int64 0 6	banner_pos int64 7 13	site_id int64 14 3.15k	site_domain int64 3.15k 6.64k	site_category int64 6.64k 6.66k	app_id int64 6.66k 10.7k	app_domain int64 10.7k 10.9k	app_category int64 10.9k 10.9k	device_id int64 10.9k 112k	device_ip int64 112k 636k	device_model int64 636k 642k	device_type int64 642k 642k	device_conn_type int64 642k 642k	C14 int64 642k 644k	C15 int64 644k 644k	C16 int64 644k 644k	C17 int64 644k 645k	C18 int64 645k 645k	C19 int64 645k 645k	C20 int64 645k 645k	C21 int64 645k 645k	mday int64 645k 645k	hour int64 645k 645k	wday int64 645k 645k
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	567,818	640,029	641,988	641,993	642,305	644,419	644,425	644,671	644,858	644,913	644,999	645,142	645,158	645,181	645,193
0	5	8	1,435	4,282	6,651	7,179	10,672	10,929	112,390	256,270	637,956	641,989	641,993	643,970	644,419	644,425	644,478	644,860	644,864	644,960	645,152	645,162	645,170	645,190
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	636,062	639,186	641,988	641,993	643,175	644,419	644,425	644,673	644,860	644,864	644,999	645,152	645,157	645,178	645,192
0	3	8	354	5,423	6,651	6,835	10,764	10,924	38,297	636,062	639,964	641,988	641,993	643,932	644,419	644,425	644,663	644,858	644,913	644,960	645,125	645,162	645,164	645,190
0	3	7	1,108	6,153	6,655	7,179	10,672	10,929	38,297	390,467	640,238	641,988	641,993	644,161	644,419	644,425	644,853	644,859	644,902	645,002	645,119	645,159	645,167	645,194
0	3	7	2,495	4,621	6,655	7,179	10,672	10,929	38,297	636,062	641,606	641,988	641,993	642,802	644,419	644,425	644,850	644,860	644,913	644,979	645,119	645,162	645,166	645,190
0	3	8	2,336	3,831	6,655	7,179	10,672	10,929	38,297	568,701	636,690	641,988	641,993	642,143	644,419	644,425	644,745	644,858	644,921	645,002	645,118	645,159	645,177	645,194
0	3	8	354	5,423	6,651	9,532	10,869	10,914	38,297	487,046	638,117	641,988	641,993	644,049	644,419	644,425	644,828	644,858	644,913	644,964	645,096	645,155	645,174	645,190
0	3	8	354	5,423	6,651	9,041	10,764	10,925	17,592	208,135	640,259	641,988	641,993	642,922	644,419	644,425	644,471	644,859	644,913	644,960	645,122	645,155	645,166	645,190
1	3	8	2,623	3,631	6,657	7,179	10,672	10,929	38,297	473,191	640,237	641,988	641,993	642,053	644,417	644,429	644,489	644,860	644,906	644,960	645,148	645,155	645,167	645,190
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	636,062	640,238	641,988	641,993	642,561	644,419	644,425	644,441	644,858	644,902	644,960	645,125	645,160	645,164	645,188
0	5	8	2,993	4,796	6,651	7,179	10,672	10,929	112,390	636,062	637,244	641,989	641,993	642,241	644,417	644,425	644,769	644,859	644,881	645,053	645,127	645,154	645,164	645,189
0	3	7	803	4,621	6,655	7,179	10,672	10,929	38,297	269,371	641,264	641,988	641,993	642,370	644,419	644,425	644,687	644,859	644,881	644,993	645,121	645,157	645,181	645,192
0	3	8	354	5,423	6,651	8,143	10,764	10,914	112,390	636,062	637,552	641,988	641,995	643,880	644,419	644,425	644,829	644,858	644,913	644,960	645,096	645,155	645,175	645,190
0	3	8	354	5,423	6,651	10,438	10,862	10,931	38,297	432,085	637,830	641,988	641,993	642,035	644,419	644,425	644,687	644,859	644,881	644,993	645,121	645,157	645,172	645,192
0	5	8	2,762	6,188	6,651	7,179	10,672	10,929	112,390	242,423	638,423	641,989	641,993	643,141	644,419	644,425	644,852	644,859	644,906	644,929	645,119	645,159	645,179	645,194
0	3	8	354	5,423	6,651	7,908	10,804	10,925	38,297	247,667	638,179	641,988	641,993	642,756	644,419	644,425	644,774	644,859	644,919	645,031	645,133	645,163	645,168	645,191
1	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	403,079	640,967	641,988	641,993	642,305	644,419	644,425	644,671	644,858	644,913	644,960	645,142	645,155	645,186	645,190
0	3	8	2,535	4,482	6,655	7,179	10,672	10,929	38,297	636,062	636,292	641,988	641,993	643,678	644,419	644,425	644,780	644,860	644,906	644,979	645,149	645,154	645,182	645,189
0	3	8	2,759	5,553	6,657	7,179	10,672	10,929	38,297	636,062	636,550	641,988	641,993	643,898	644,419	644,425	644,610	644,858	644,906	645,004	645,096	645,155	645,183	645,190
0	3	8	2,323	3,640	6,654	7,179	10,672	10,929	38,297	186,040	636,561	641,988	641,993	643,887	644,419	644,425	644,828	644,858	644,913	644,960	645,096	645,155	645,174	645,190
0	3	8	1,740	6,586	6,655	7,179	10,672	10,929	38,297	415,881	639,132	641,988	641,993	644,006	644,419	644,425	644,696	644,860	644,913	644,960	645,110	645,157	645,169	645,192
0	3	8	354	5,423	6,651	7,204	10,764	10,924	112,390	636,062	636,708	641,988	641,995	644,006	644,419	644,425	644,696	644,860	644,913	644,960	645,110	645,155	645,176	645,190
1	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	152,790	640,029	641,988	641,993	642,304	644,419	644,425	644,671	644,858	644,913	644,960	645,142	645,160	645,182	645,188
1	3	8	354	5,423	6,651	8,924	10,764	10,925	38,297	457,731	639,983	641,988	641,993	642,280	644,419	644,430	644,833	644,858	644,913	644,960	645,125	645,155	645,171	645,190
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	234,772	639,728	641,988	641,993	642,301	644,419	644,425	644,671	644,858	644,913	644,999	645,142	645,154	645,174	645,189
0	3	8	354	5,423	6,651	8,345	10,764	10,924	38,297	512,337	640,967	641,988	641,994	642,654	644,419	644,425	644,621	644,858	644,913	644,999	645,125	645,161	645,172	645,189
0	3	7	2,495	4,621	6,655	7,179	10,672	10,929	38,297	368,976	637,632	641,988	641,993	644,012	644,419	644,425	644,588	644,859	644,906	644,960	645,119	645,163	645,170	645,191
0	3	8	354	5,423	6,651	6,955	10,764	10,925	38,297	350,370	639,528	641,988	641,993	644,293	644,419	644,425	644,479	644,857	644,908	644,999	645,094	645,161	645,178	645,189
0	3	7	1,108	6,153	6,655	7,179	10,672	10,929	38,297	636,062	637,127	641,988	641,993	644,161	644,419	644,425	644,853	644,859	644,902	644,938	645,119	645,155	645,172	645,190
0	3	7	2,495	4,621	6,655	7,179	10,672	10,929	38,297	130,330	636,949	641,988	641,993	643,678	644,419	644,425	644,780	644,860	644,906	644,979	645,149	645,157	645,167	645,192
0	3	7	2,495	4,621	6,655	7,179	10,672	10,929	38,297	636,062	641,065	641,988	641,993	643,678	644,419	644,425	644,780	644,860	644,906	644,979	645,149	645,162	645,178	645,190
0	3	7	2,495	4,621	6,655	7,179	10,672	10,929	38,297	636,062	638,014	641,988	641,993	642,314	644,419	644,425	644,496	644,859	644,911	645,078	645,124	645,159	645,184	645,194
0	3	7	1,923	4,556	6,657	7,179	10,672	10,929	38,297	617,222	638,812	641,988	641,993	644,248	644,419	644,425	644,499	644,858	644,893	644,960	645,118	645,157	645,169	645,192
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	471,416	641,415	641,988	641,993	642,301	644,419	644,425	644,671	644,858	644,913	644,999	645,142	645,157	645,180	645,192
0	3	7	1,108	6,153	6,655	7,179	10,672	10,929	38,297	245,032	640,250	641,988	641,993	644,130	644,419	644,425	644,473	644,858	644,906	644,931	645,125	645,161	645,171	645,189
0	3	8	354	5,423	6,651	8,401	10,856	10,925	38,297	518,216	637,571	641,988	641,993	643,888	644,419	644,425	644,829	644,858	644,913	644,960	645,096	645,155	645,174	645,190
0	3	7	1,430	5,990	6,655	7,179	10,672	10,929	38,297	497,271	637,313	641,988	641,993	644,006	644,419	644,425	644,696	644,860	644,913	644,960	645,110	645,155	645,169	645,190
0	3	8	354	5,423	6,651	9,967	10,818	10,914	38,297	627,324	639,842	641,988	641,995	644,009	644,419	644,425	644,708	644,857	644,903	645,069	645,134	645,160	645,177	645,188
0	3	8	354	5,423	6,651	8,401	10,856	10,925	38,297	636,062	637,313	641,988	641,993	643,083	644,419	644,425	644,804	644,858	644,913	645,014	645,125	645,161	645,177	645,189
0	3	7	1,288	6,188	6,655	7,179	10,672	10,929	38,297	373,981	640,811	641,988	641,993	642,923	644,419	644,425	644,853	644,859	644,902	645,002	645,119	645,154	645,172	645,189
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	207,673	640,029	641,988	641,993	643,884	644,419	644,425	644,833	644,858	644,913	644,960	645,125	645,154	645,181	645,189
0	3	8	1,947	3,305	6,657	7,179	10,672	10,929	38,297	636,062	637,255	641,988	641,993	642,002	644,419	644,425	644,733	644,858	644,913	644,938	645,130	645,163	645,174	645,191
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	535,327	640,250	641,988	641,993	642,556	644,419	644,425	644,441	644,858	644,902	644,999	645,125	645,161	645,175	645,189
0	3	8	354	5,423	6,651	9,532	10,869	10,914	38,297	636,062	636,292	641,988	641,993	643,888	644,419	644,425	644,829	644,858	644,913	644,960	645,096	645,155	645,175	645,190
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	228,232	637,431	641,988	641,993	642,121	644,419	644,425	644,833	644,858	644,913	644,960	645,125	645,155	645,165	645,190
0	5	8	354	5,423	6,651	10,321	10,672	10,929	51,674	636,062	641,178	641,989	641,993	643,067	644,419	644,425	644,695	644,858	644,871	645,061	645,131	645,157	645,184	645,192
0	3	8	2,623	3,631	6,657	7,179	10,672	10,929	38,297	636,062	640,155	641,988	641,993	643,564	644,417	644,429	644,560	644,859	644,906	644,960	645,119	645,157	645,169	645,192
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	636,062	640,250	641,988	641,993	642,302	644,419	644,425	644,671	644,858	644,913	644,960	645,142	645,157	645,177	645,192
0	3	8	354	5,423	6,651	8,066	10,764	10,924	74,650	361,253	637,313	641,988	641,993	643,082	644,419	644,425	644,804	644,858	644,913	644,960	645,125	645,161	645,177	645,189
0	3	7	2,495	4,621	6,655	7,179	10,672	10,929	38,297	397,760	636,292	641,988	641,993	642,973	644,419	644,425	644,588	644,859	644,906	644,960	645,119	645,157	645,173	645,192
0	3	8	354	5,423	6,651	9,128	10,862	10,914	38,297	275,389	637,830	641,988	641,993	642,429	644,419	644,425	644,650	644,858	644,871	644,993	645,136	645,154	645,175	645,189
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	600,825	640,029	641,988	641,993	642,307	644,419	644,425	644,671	644,858	644,913	644,960	645,142	645,156	645,180	645,191
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	416,270	639,261	641,988	641,993	643,175	644,419	644,425	644,673	644,860	644,864	644,999	645,152	645,159	645,176	645,194
0	3	7	2,495	4,621	6,655	7,179	10,672	10,929	38,297	636,062	640,238	641,988	641,993	643,773	644,419	644,425	644,683	644,858	644,921	645,068	645,150	645,159	645,175	645,194
0	3	8	354	5,423	6,651	6,777	10,873	10,914	48,733	309,592	640,811	641,988	641,993	643,030	644,419	644,425	644,590	644,859	644,864	644,960	645,145	645,155	645,174	645,190
0	3	7	1,108	6,153	6,655	7,179	10,672	10,929	38,297	636,062	636,971	641,988	641,993	642,400	644,419	644,425	644,499	644,858	644,870	644,930	645,118	645,160	645,179	645,188
1	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	293,208	640,250	641,988	641,993	642,283	644,419	644,425	644,833	644,858	644,913	644,960	645,125	645,155	645,168	645,190
0	3	8	1,134	3,678	6,655	7,179	10,672	10,929	38,297	546,513	641,235	641,988	641,993	644,147	644,419	644,425	644,702	644,859	644,906	644,960	645,119	645,154	645,186	645,189
0	3	7	1,108	6,153	6,655	7,179	10,672	10,929	38,297	636,062	640,029	641,988	641,993	644,129	644,419	644,425	644,473	644,858	644,906	644,960	645,125	645,161	645,169	645,189
0	3	7	2,761	3,543	6,655	7,179	10,672	10,929	38,297	467,759	640,029	641,988	641,993	642,112	644,419	644,425	644,823	644,858	644,922	645,002	645,104	645,155	645,170	645,190
1	3	7	2,326	5,661	6,655	7,179	10,672	10,929	38,297	636,062	637,127	641,988	641,993	644,128	644,419	644,425	644,473	644,858	644,906	644,932	645,125	645,162	645,168	645,190
0	3	8	354	5,423	6,651	8,802	10,764	10,925	38,297	517,857	639,186	641,988	641,993	644,076	644,419	644,425	644,729	644,859	644,877	644,960	645,097	645,157	645,165	645,192
0	3	8	1,095	5,298	6,655	7,179	10,672	10,929	38,297	384,646	640,250	641,988	641,993	643,161	644,419	644,425	644,634	644,859	644,877	644,960	645,119	645,158	645,186	645,193
0	3	8	525	3,631	6,657	7,179	10,672	10,929	38,297	505,631	636,561	641,988	641,993	642,053	644,417	644,429	644,489	644,860	644,906	644,960	645,148	645,160	645,182	645,188
0	3	8	1,613	3,909	6,654	7,179	10,672	10,929	38,297	557,694	637,148	641,988	641,993	644,277	644,419	644,425	644,476	644,857	644,908	644,960	645,094	645,161	645,178	645,189
0	3	7	803	4,621	6,655	7,179	10,672	10,929	38,297	269,371	637,830	641,988	641,993	644,155	644,419	644,425	644,455	644,859	644,917	644,993	645,103	645,155	645,176	645,190
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	299,049	640,769	641,988	641,993	642,563	644,419	644,425	644,441	644,858	644,922	644,999	645,125	645,163	645,181	645,191
1	3	8	2,774	4,169	6,655	7,179	10,672	10,929	38,297	556,777	638,816	641,988	641,993	643,898	644,419	644,425	644,610	644,858	644,906	644,960	645,096	645,155	645,170	645,190
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	448,394	636,399	641,988	641,993	642,305	644,419	644,425	644,671	644,858	644,913	644,999	645,142	645,154	645,171	645,189
1	3	8	2,695	5,481	6,639	7,179	10,672	10,929	38,297	415,946	639,186	641,988	641,993	643,400	644,419	644,425	644,556	644,859	644,913	644,960	645,104	645,154	645,168	645,189
0	3	7	1,095	5,298	6,655	7,179	10,672	10,929	38,297	242,971	640,029	641,988	641,993	643,162	644,419	644,425	644,634	644,859	644,877	644,960	645,119	645,160	645,182	645,188
0	3	7	904	4,621	6,655	7,179	10,672	10,929	38,297	636,062	639,775	641,988	641,993	643,682	644,414	644,426	644,552	644,859	644,904	645,045	645,103	645,163	645,174	645,191
0	3	7	2,761	3,543	6,655	7,179	10,672	10,929	38,297	636,062	640,029	641,988	641,993	642,749	644,419	644,425	644,546	644,859	644,902	644,938	645,119	645,162	645,178	645,190
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	125,017	639,276	641,988	641,993	642,307	644,419	644,425	644,671	644,858	644,913	645,003	645,142	645,159	645,182	645,194
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	443,284	640,336	641,988	641,993	642,306	644,419	644,425	644,671	644,858	644,913	644,960	645,142	645,157	645,178	645,192
0	3	8	1,070	5,536	6,655	7,179	10,672	10,929	38,297	623,053	640,442	641,988	641,993	643,832	644,419	644,425	644,508	644,859	644,906	644,960	645,119	645,155	645,169	645,190
1	3	8	354	5,423	6,651	8,482	10,824	10,925	38,297	169,105	638,513	641,988	641,993	642,084	644,419	644,425	644,632	644,859	644,920	645,078	645,103	645,160	645,167	645,188
1	3	8	1,534	4,366	6,657	7,179	10,672	10,929	38,297	287,594	640,811	641,988	641,993	643,516	644,419	644,425	644,739	644,859	644,906	644,960	645,119	645,159	645,183	645,194
1	3	8	354	5,423	6,651	7,328	10,764	10,927	112,390	204,777	640,861	641,988	641,995	642,301	644,419	644,425	644,671	644,858	644,913	644,960	645,142	645,158	645,179	645,193
0	3	8	354	5,423	6,651	8,305	10,818	10,925	38,297	208,314	639,842	641,988	641,994	643,168	644,419	644,425	644,698	644,857	644,903	645,047	645,134	645,158	645,185	645,193
0	5	8	2,462	5,423	6,651	7,179	10,672	10,929	112,390	614,877	638,767	641,989	641,993	642,339	644,419	644,425	644,526	644,859	644,913	644,960	645,119	645,163	645,168	645,191
0	3	7	644	3,266	6,655	7,179	10,672	10,929	38,297	345,649	639,860	641,988	641,993	642,490	644,419	644,425	644,639	644,860	644,902	644,960	645,119	645,160	645,168	645,188
1	3	8	835	6,512	6,655	7,179	10,672	10,929	38,297	498,474	641,899	641,988	641,993	644,006	644,419	644,425	644,696	644,860	644,913	644,960	645,110	645,157	645,166	645,192
0	3	7	445	5,474	6,655	7,179	10,672	10,929	38,297	636,062	637,005	641,988	641,993	642,400	644,419	644,425	644,499	644,858	644,870	644,930	645,118	645,161	645,177	645,189
0	3	8	354	5,423	6,651	8,345	10,764	10,924	38,297	636,062	636,179	641,988	641,995	644,241	644,419	644,425	644,641	644,860	644,913	644,960	645,119	645,162	645,171	645,190
1	5	8	385	5,423	6,651	7,179	10,672	10,929	42,686	636,062	637,007	641,989	641,993	643,970	644,419	644,425	644,478	644,860	644,864	645,006	645,152	645,161	645,182	645,189
0	3	8	1,366	6,335	6,655	7,179	10,672	10,929	38,297	423,302	638,656	641,988	641,993	644,063	644,419	644,425	644,688	644,858	644,915	645,078	645,120	645,156	645,175	645,191
0	3	7	644	3,266	6,655	7,179	10,672	10,929	38,297	146,251	636,873	641,988	641,993	642,350	644,419	644,425	644,748	644,860	644,906	644,960	645,149	645,158	645,173	645,193
0	3	8	354	5,423	6,651	6,777	10,873	10,914	14,334	548,544	636,805	641,988	641,993	644,147	644,419	644,425	644,702	644,859	644,906	644,960	645,119	645,161	645,179	645,189
0	3	7	1,108	6,153	6,655	7,179	10,672	10,929	38,297	595,799	640,250	641,988	641,993	644,161	644,419	644,425	644,853	644,859	644,902	644,930	645,119	645,155	645,169	645,190
0	3	8	1,911	3,177	6,636	7,179	10,672	10,929	38,297	616,359	637,633	641,988	641,993	644,413	644,417	644,429	644,768	644,859	644,868	645,078	645,105	645,163	645,165	645,191
0	3	8	194	5,771	6,636	7,179	10,672	10,929	38,297	274,167	640,917	641,988	641,993	642,120	644,419	644,425	644,833	644,858	644,913	644,960	645,125	645,155	645,171	645,190
0	3	8	354	5,423	6,651	9,670	10,764	10,925	38,297	629,787	639,186	641,988	641,993	643,706	644,419	644,425	644,536	644,860	644,899	644,960	645,119	645,161	645,184	645,189
0	3	8	354	5,423	6,651	6,955	10,764	10,925	38,297	636,062	640,442	641,988	641,993	643,082	644,419	644,425	644,804	644,858	644,913	644,964	645,125	645,161	645,176	645,189
0	3	8	354	5,423	6,651	7,446	10,764	10,925	38,297	636,062	641,678	641,988	641,993	642,195	644,419	644,425	644,777	644,859	644,897	644,960	645,145	645,163	645,183	645,191
0	3	8	354	5,423	6,651	8,411	10,764	10,914	112,390	420,060	636,805	641,988	641,994	642,734	644,419	644,425	644,483	644,857	644,924	645,003	645,094	645,161	645,179	645,189
1	3	8	354	5,423	6,651	9,473	10,764	10,927	38,297	636,062	639,978	641,988	641,993	643,604	644,419	644,425	644,661	644,858	644,877	644,960	645,125	645,163	645,177	645,191
0	3	8	354	5,423	6,651	6,781	10,764	10,925	25,966	611,209	638,138	641,988	641,993	642,826	644,417	644,425	644,485	644,857	644,904	644,960	645,094	645,161	645,181	645,189
0	3	8	354	5,423	6,651	10,466	10,764	10,925	38,297	543,254	640,995	641,988	641,995	642,307	644,419	644,425	644,671	644,858	644,913	645,003	645,142	645,162	645,174	645,190

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Avazu_x2

Dataset description:

This dataset contains about 10 days of labeled click-through data on mobile advertisements. It has 22 feature fields including user features and advertisement attributes. Following the same setting in the AutoGroup work, we randomly split 80% of the data for training and validation, and the remaining 20% for testing, respectively. For all categorical fields, we filter infrequent features by setting the threshold min_category_count=20 and replace them with a default <OOV> token.

The dataset statistics are summarized as follows:

Dataset Total #Train #Validation #Test

Avazu_x2 40,428,967 32,343,173 8,085,794
Source: https://www.kaggle.com/c/avazu-ctr-prediction/data
Download: https://huggingface.co/datasets/reczoo/Avazu_x2/tree/main
Repository: https://github.com/reczoo/Datasets
Used by papers:
- Bin Liu, Niannan Xue, Huifeng Guo, Ruiming Tang, Stefanos Zafeiriou, Xiuqiang He, Zhenguo Li. AutoGroup: Automatic Feature Grouping for Modelling Explicit High-Order Feature Interactions in CTR Prediction. In SIGIR 2020.

Dataset	Total	#Train	#Validation	#Test
Avazu_x2	40,428,967	32,343,173		8,085,794

Check the md5sum for data integrity:

$ md5sum train.csv test.csv
c41d786896e2ebe68e08a022199f0ce8  train.csv
e641ea94c72cdc99b49656d3404f536e  test.csv

Downloads last month: 3

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Size of downloaded dataset files:

862 MB

Size of the auto-converted Parquet files:

1.32 GB

Number of rows:

40,428,967