Split (1)

train · 2.55M rows

symbol string	datetime string	short_volume int64	total_volume int64	short_volume_ratio_exchange float64	retail_short_ratio float64	institutional_short_ratio float64	market_maker_short_ratio float64
ZTO	2018-04-20	4,302,915	9,506,109	0.461023	0.466514	0.516758	0.016728
ZTO	2018-04-27	4,411,127	9,018,333	0.546831	0.387352	0.483957	0.128691
ZTO	2018-05-04	4,239,960	8,036,545	0.553721	0.518676	0.461788	0.019536
ZTO	2018-05-11	4,848,744	10,440,517	0.438636	0.505783	0.478621	0.015595
ZTO	2018-05-18	4,008,373	9,305,412	0.406153	0.457453	0.523257	0.01929
ZTO	2018-05-25	5,927,449	12,982,581	0.448761	0.57531	0.406275	0.018416
ZTO	2018-06-01	11,119,303	23,953,108	0.362793	0.543978	0.442092	0.013931
ZTO	2018-06-08	7,806,232	19,414,224	0.409915	0.561928	0.414822	0.02325
ZTO	2018-06-15	4,177,263	11,695,903	0.369643	0.408089	0.577635	0.014276
ZTO	2018-06-22	5,527,628	13,625,222	0.460883	0.49367	0.482457	0.023873
ZTO	2018-06-29	5,198,692	10,563,518	0.49983	0.460702	0.523686	0.015612
ZTO	2018-07-06	4,290,693	7,436,608	0.597435	0.500094	0.488059	0.011848
ZTO	2018-07-13	4,267,331	6,813,720	0.663072	0.44341	0.533575	0.023015
ZTO	2018-07-20	11,775,234	21,110,347	0.528105	0.625192	0.356433	0.018375
ZTO	2018-07-27	3,129,799	8,090,571	0.410537	0.457866	0.524212	0.017922
ZTO	2018-08-03	2,563,471	9,843,181	0.326614	0.433481	0.554091	0.012428
ZTO	2018-08-10	6,005,923	12,605,014	0.436251	0.532306	0.453188	0.014505
ZTO	2018-08-17	8,146,789	16,864,043	0.541099	0.484648	0.502145	0.013207
ZTO	2018-08-24	3,430,699	7,925,657	0.438814	0.462464	0.52778	0.009756
ZTO	2018-08-31	3,955,329	9,525,270	0.413975	0.487622	0.503985	0.008393
ZTO	2018-09-07	6,352,008	10,525,644	0.586027	0.465788	0.517686	0.016526
ZTO	2018-09-14	5,415,744	8,451,743	0.675574	0.461111	0.523321	0.015568
ZTO	2018-09-21	5,974,267	11,783,925	0.552599	0.459274	0.529884	0.010843
ZTO	2018-09-28	2,888,692	6,116,443	0.555218	0.415588	0.556544	0.027868
ZTO	2018-10-05	2,666,392	5,736,939	0.482808	0.402292	0.555004	0.042705
ZTO	2018-10-12	4,716,129	9,751,269	0.541249	0.402048	0.573582	0.02437
ZTO	2018-10-19	3,543,250	5,651,686	0.655074	0.425171	0.557318	0.01751
ZTO	2018-10-26	3,243,456	6,264,056	0.590599	0.370451	0.601836	0.027713
ZTO	2018-11-02	3,398,841	7,042,235	0.529607	0.398952	0.579	0.022048
ZTO	2018-11-09	2,680,492	5,202,845	0.561251	0.384459	0.529128	0.086413
ZTO	2018-11-16	3,466,550	8,141,519	0.477473	0.348117	0.595128	0.056755
ZTO	2018-11-23	1,509,703	3,197,617	0.487157	0.335854	0.635833	0.028313
ZTO	2018-11-30	1,733,387	5,638,206	0.407698	0.406082	0.564866	0.029052
ZTO	2018-12-07	2,141,922	5,899,838	0.415055	0.34262	0.633229	0.024151
ZTO	2018-12-14	2,058,768	5,613,290	0.525996	0.34765	0.615532	0.036818
ZTO	2018-12-21	1,597,611	4,099,623	0.48289	0.314799	0.655985	0.029217
ZTO	2018-12-28	1,452,933	3,738,857	0.497034	0.388522	0.58412	0.027358
ZTO	2019-01-04	1,610,543	3,307,614	0.566339	0.384061	0.589654	0.026286
ZTO	2019-01-11	2,747,095	6,782,495	0.501338	0.407218	0.562004	0.030778
ZTO	2019-01-18	2,780,410	6,152,797	0.50021	0.462019	0.509386	0.028595
ZTO	2019-01-25	2,516,631	7,019,412	0.429234	0.508186	0.469449	0.022364
ZTO	2019-02-01	2,663,267	7,861,038	0.377598	0.444019	0.52799	0.027991
ZTO	2019-02-08	2,628,127	6,264,001	0.419985	0.480806	0.484516	0.034678
ZTO	2019-02-15	8,611,560	19,235,012	0.468442	0.478124	0.479126	0.04275
ZTO	2019-02-22	6,627,093	14,158,910	0.529979	0.456442	0.42785	0.115707
ZTO	2019-03-01	28,262,492	44,492,770	0.597104	0.370624	0.556156	0.07322
ZTO	2019-03-08	8,981,491	15,396,998	0.574352	0.423872	0.549905	0.026223
ZTO	2019-03-15	14,455,810	24,133,014	0.664917	0.482702	0.474336	0.042962
ZTO	2019-03-22	7,351,069	12,629,600	0.636648	0.458041	0.507417	0.034542
ZTO	2019-03-29	5,047,260	9,474,542	0.499024	0.463499	0.494445	0.042056
ZTO	2019-04-05	5,654,223	8,670,137	0.711741	0.506509	0.468799	0.024692
ZTO	2019-04-12	3,910,189	5,884,700	0.718804	0.370455	0.584676	0.044869
ZTO	2019-04-19	3,166,529	4,643,623	0.696433	0.35173	0.610886	0.037384
ZTO	2019-04-26	3,654,760	6,490,620	0.676227	0.362676	0.608653	0.028671
ZTO	2019-05-03	3,696,164	8,747,004	0.528771	0.345974	0.613687	0.040339
ZTO	2019-05-10	4,945,803	8,451,855	0.586749	0.307431	0.602423	0.090145
ZTO	2019-05-17	9,475,983	13,177,784	0.75078	0.475505	0.494585	0.02991
ZTO	2019-05-24	5,259,707	8,646,609	0.669346	0.447377	0.515432	0.037191
ZTO	2019-05-31	5,621,171	10,609,960	0.62767	0.481446	0.468662	0.049892
ZTO	2019-06-07	9,714,934	19,173,871	0.619466	0.440103	0.52116	0.038737
ZTO	2019-06-14	4,359,979	9,897,752	0.520442	0.509768	0.461545	0.028687
ZTO	2019-06-21	3,636,456	7,130,629	0.573735	0.376262	0.600959	0.022779
ZTO	2019-06-28	3,737,374	7,829,900	0.573368	0.411667	0.529499	0.058834
ZTO	2019-07-05	3,734,802	5,480,200	0.675725	0.48788	0.46661	0.04551
ZTO	2019-07-12	2,677,121	5,060,835	0.53068	0.46837	0.494006	0.037625
ZTO	2019-07-19	2,405,689	4,434,629	0.56547	0.412242	0.535856	0.051902
ZTO	2019-07-26	2,732,520	5,330,395	0.536796	0.348803	0.602541	0.048656
ZTO	2019-08-02	4,337,565	8,147,302	0.619762	0.397011	0.555052	0.047938
ZTO	2019-08-09	6,985,000	11,464,111	0.654481	0.459695	0.503067	0.037238
ZTO	2019-08-16	4,874,699	7,298,953	0.675734	0.489001	0.459059	0.05194
ZTO	2019-08-23	4,192,063	7,718,416	0.591163	0.493952	0.464728	0.041319
ZTO	2019-08-30	5,172,885	10,125,378	0.525783	0.492593	0.473099	0.034308
ZTO	2019-09-06	4,539,152	8,763,220	0.506321	0.501099	0.405172	0.093729
ZTO	2019-09-13	5,351,875	9,063,399	0.592646	0.430204	0.468175	0.101621
ZTO	2019-09-20	6,898,012	12,586,116	0.558581	0.460265	0.473274	0.066461
ZTO	2019-09-27	4,014,701	7,815,813	0.492917	0.465431	0.493782	0.040787
ZTO	2019-10-04	3,660,093	5,435,929	0.710236	0.453804	0.495903	0.050293
ZTO	2019-10-11	2,863,923	5,130,650	0.629948	0.46527	0.473234	0.061496
ZTO	2019-10-18	2,329,776	3,699,211	0.656795	0.486395	0.430656	0.082949
ZTO	2019-10-25	2,725,106	4,756,324	0.598145	0.438561	0.456237	0.105202
ZTO	2019-11-01	2,757,307	5,753,470	0.555432	0.391727	0.480032	0.128242
ZTO	2019-11-08	3,054,533	6,694,480	0.531907	0.468781	0.483402	0.047816
ZTO	2019-11-15	2,381,933	4,253,350	0.552327	0.459421	0.506727	0.033852
ZTO	2019-11-22	7,688,902	14,149,082	0.575476	0.449722	0.509932	0.040347
ZTO	2019-11-29	2,720,965	5,484,174	0.513558	0.471496	0.48356	0.044944
ZTO	2019-12-06	1,776,114	4,231,076	0.475668	0.436086	0.515464	0.04845
ZTO	2019-12-13	2,831,994	4,758,970	0.592008	0.509804	0.410698	0.079498
ZTO	2019-12-20	5,738,287	9,214,362	0.636521	0.566855	0.349903	0.083242
ZTO	2019-12-27	3,312,935	5,881,667	0.6008	0.566157	0.373027	0.060816
ZTO	2020-01-03	1,946,699	4,758,424	0.432805	0.46225	0.514385	0.023365
ZTO	2020-01-10	2,902,805	5,143,151	0.538654	0.442535	0.528287	0.029178
ZTO	2020-01-17	2,967,312	5,785,268	0.540892	0.413222	0.458787	0.127991
ZTO	2020-01-24	2,837,703	4,755,255	0.607153	0.524433	0.448502	0.027065
ZTO	2020-01-31	4,547,461	8,372,572	0.578304	0.383835	0.481453	0.134712
ZTO	2020-02-07	4,871,488	8,530,076	0.628116	0.395111	0.566457	0.038432
ZTO	2020-02-14	3,961,244	7,495,721	0.581266	0.407978	0.546158	0.045863
ZTO	2020-02-21	2,901,353	4,986,669	0.60448	0.369795	0.590589	0.039617
ZTO	2020-02-28	5,907,110	12,180,627	0.581914	0.348603	0.605211	0.046186
ZTO	2020-03-06	8,212,165	13,631,470	0.635155	0.294958	0.558095	0.146947
ZTO	2020-03-13	8,280,703	15,987,725	0.534392	0.340817	0.56157	0.097612

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