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
ZWS	2022-01-28	1,299,007	4,231,335	0.35387	0.273849	0.691776	0.034375
ZWS	2022-02-04	2,326,162	5,627,646	0.519905	0.408818	0.561234	0.029949
ZWS	2022-02-11	1,664,346	3,109,515	0.602909	0.392064	0.577346	0.03059
ZWS	2022-02-18	3,673,197	6,250,005	0.681239	0.423904	0.547726	0.02837
ZWS	2022-02-25	1,338,883	2,260,964	0.649028	0.406478	0.566493	0.027029
ZWS	2022-03-04	1,486,268	2,922,386	0.579008	0.388404	0.569752	0.041844
ZWS	2022-03-11	1,440,237	3,169,912	0.501311	0.364995	0.592954	0.042051
ZWS	2022-03-18	2,203,032	5,110,194	0.532935	0.378357	0.599176	0.022467
ZWS	2022-03-25	1,448,736	2,933,868	0.557013	0.395519	0.581597	0.022884
ZWS	2022-04-01	1,655,093	2,993,944	0.518541	0.321021	0.657137	0.021841
ZWS	2022-04-08	1,754,098	2,968,575	0.657986	0.387473	0.588077	0.02445
ZWS	2022-04-15	1,030,647	1,916,547	0.644064	0.381641	0.591483	0.026876
ZWS	2022-04-22	2,432,323	4,546,454	0.634205	0.350694	0.627801	0.021505
ZWS	2022-04-29	2,709,960	4,586,220	0.586063	0.387126	0.58513	0.027745
ZWS	2022-05-06	2,049,439	3,492,199	0.567375	0.428878	0.552856	0.018266
ZWS	2022-05-13	2,232,028	3,957,782	0.574486	0.379402	0.597105	0.023493
ZWS	2022-05-20	1,956,825	4,198,694	0.535436	0.364233	0.617906	0.017862
ZWS	2022-05-27	1,255,707	2,723,467	0.494259	0.296813	0.647406	0.055781
ZWS	2022-06-03	1,570,581	2,941,975	0.608403	0.369507	0.603864	0.026629
ZWS	2022-06-10	1,245,934	2,111,070	0.629185	0.323048	0.650474	0.026478
ZWS	2022-06-17	2,007,109	3,614,000	0.678024	0.291498	0.685616	0.022886
ZWS	2022-06-24	1,501,310	3,925,533	0.559857	0.295772	0.681532	0.022696
ZWS	2022-07-01	1,104,698	2,297,692	0.49843	0.365086	0.609505	0.025409
ZWS	2022-07-08	2,070,836	3,549,686	0.62047	0.400691	0.565246	0.034063
ZWS	2022-07-15	1,705,933	2,951,902	0.596832	0.334206	0.65058	0.015214
ZWS	2022-07-22	3,018,270	5,436,997	0.572098	0.49257	0.474761	0.032669
ZWS	2022-07-29	3,202,501	7,768,018	0.477836	0.426764	0.554052	0.019183
ZWS	2022-08-05	2,151,034	5,023,562	0.458023	0.392824	0.595012	0.012164
ZWS	2022-08-12	1,329,201	3,142,188	0.410526	0.276215	0.705441	0.018344
ZWS	2022-08-19	1,257,157	2,643,920	0.475947	0.279036	0.70864	0.012324
ZWS	2022-08-26	925,142	2,079,514	0.443821	0.254826	0.729568	0.015606
ZWS	2022-09-02	1,290,277	2,500,183	0.522741	0.303127	0.677783	0.01909
ZWS	2022-09-09	1,159,758	2,618,168	0.463634	0.285604	0.699029	0.015367
ZWS	2022-09-16	2,981,912	5,975,054	0.52297	0.280835	0.709342	0.009823
ZWS	2022-09-23	2,957,294	4,292,954	0.691652	0.244027	0.737864	0.018109
ZWS	2022-09-30	1,753,078	2,621,222	0.680382	0.227335	0.713754	0.058911
ZWS	2022-10-07	1,836,826	3,276,193	0.588667	0.298852	0.627604	0.073545
ZWS	2022-10-14	1,805,463	3,546,875	0.516789	0.288903	0.626059	0.085038
ZWS	2022-10-21	2,807,706	6,206,333	0.638474	0.313257	0.660459	0.026284
ZWS	2022-10-28	3,819,430	10,637,743	0.365369	0.431293	0.55314	0.015568
ZWS	2022-11-04	1,856,123	5,115,630	0.413794	0.318455	0.662242	0.019303
ZWS	2022-11-11	1,669,304	6,626,118	0.292372	0.315624	0.65745	0.026926
ZWS	2022-11-18	1,468,011	3,945,792	0.322714	0.254416	0.727948	0.017636
ZWS	2022-11-25	1,054,448	2,401,861	0.353308	0.34523	0.641706	0.013064
ZWS	2022-12-02	2,444,320	4,504,291	0.439663	0.325657	0.665916	0.008427
ZWS	2022-12-09	1,623,732	2,720,471	0.598418	0.419271	0.564931	0.015798
ZWS	2022-12-16	2,685,748	5,540,666	0.532569	0.36515	0.614246	0.020604
ZWS	2022-12-23	1,590,244	3,139,361	0.516698	0.319944	0.662806	0.01725
ZWS	2022-12-30	1,133,802	1,850,043	0.609671	0.269476	0.714241	0.016283
ZWS	2023-01-06	1,541,025	2,549,368	0.610433	0.319497	0.654122	0.02638
ZWS	2023-01-13	1,276,958	2,810,158	0.515743	0.299522	0.688311	0.012167
ZWS	2023-01-20	2,156,905	9,768,498	0.345321	0.467094	0.515972	0.016934
ZWS	2023-01-27	1,938,373	7,766,102	0.392647	0.357366	0.623899	0.018735
ZWS	2023-02-03	1,966,430	5,240,560	0.419247	0.306191	0.675299	0.01851
ZWS	2023-02-10	3,009,201	8,325,234	0.478508	0.422576	0.556406	0.021018
ZWS	2023-02-17	1,938,724	4,464,991	0.515606	0.352646	0.615477	0.031877
ZWS	2023-02-24	2,546,586	4,078,656	0.599567	0.471501	0.508063	0.020435
ZWS	2023-03-03	2,217,209	3,863,654	0.680599	0.359255	0.620336	0.020409
ZWS	2023-03-10	2,332,352	3,751,603	0.680367	0.390512	0.59227	0.017218
ZWS	2023-03-17	3,346,644	6,415,593	0.609775	0.30706	0.666984	0.025955
ZWS	2023-03-24	1,847,777	4,209,674	0.432931	0.254685	0.725069	0.020246
ZWS	2023-03-31	1,862,733	4,366,458	0.522265	0.338984	0.634282	0.026734
ZWS	2023-04-07	1,870,763	3,264,026	0.547353	0.381565	0.589691	0.028744
ZWS	2023-04-14	1,885,792	3,317,850	0.617006	0.383132	0.595655	0.021213
ZWS	2023-04-21	3,227,695	6,103,690	0.559614	0.285331	0.694177	0.020492
ZWS	2023-04-28	4,497,736	6,761,974	0.73423	0.419288	0.558526	0.022186
ZWS	2023-05-05	2,643,934	4,415,862	0.650329	0.327032	0.649255	0.023714
ZWS	2023-05-12	2,132,543	3,585,421	0.613087	0.243623	0.738153	0.018224
ZWS	2023-05-19	2,622,531	4,386,590	0.692463	0.39413	0.573967	0.031902
ZWS	2023-05-26	2,940,533	4,715,368	0.678028	0.371484	0.603116	0.0254
ZWS	2023-06-02	3,582,416	5,831,047	0.71633	0.441748	0.544917	0.013335
ZWS	2023-06-09	3,838,904	6,199,305	0.705492	0.446419	0.55253	0.001052
ZWS	2023-06-16	2,331,508	4,887,485	0.536434	0.250146	0.748535	0.00132
ZWS	2023-06-23	3,956,345	6,839,782	0.655939	0.277556	0.721799	0.000645
ZWS	2023-06-30	1,219,322	2,435,554	0.599908	0.193329	0.805048	0.001623
ZWS	2023-07-07	683,964	1,215,517	0.695459	0.012521	0.983979	0.0035
ZWS	2023-07-14	1,044,258	1,702,505	0.688961	0.015903	0.982632	0.001466
ZWS	2023-07-21	1,524,190	2,651,644	0.577496	0.012661	0.985703	0.001636
ZWS	2023-07-28	1,362,115	3,188,987	0.403601	0.029801	0.96924	0.000959
ZWS	2023-08-04	899,629	1,575,164	0.511625	0.013332	0.985976	0.000692
ZWS	2023-08-11	775,595	1,248,113	0.688531	0.033802	0.964382	0.001817
ZWS	2023-08-18	877,700	1,222,000	0.779115	0.007731	0.990672	0.001597
ZWS	2023-08-25	813,683	1,303,020	0.598102	0.018606	0.980069	0.001325
ZWS	2023-09-01	748,696	1,378,013	0.617861	0.0239	0.974983	0.001117
ZWS	2023-09-08	566,047	870,041	0.657056	0.010265	0.986759	0.002976
ZWS	2023-09-15	1,097,776	2,407,930	0.698112	0.03048	0.966219	0.003301
ZWS	2023-09-22	699,168	1,164,372	0.676198	0.011327	0.983904	0.004769
ZWS	2023-09-29	1,005,754	1,666,292	0.587895	0.018388	0.978403	0.003209
ZWS	2023-10-06	1,278,840	2,181,055	0.681058	0.029544	0.96806	0.002396
ZWS	2023-10-13	1,006,457	1,680,240	0.686147	0.015876	0.981263	0.002861
ZWS	2023-10-20	1,976,049	3,051,515	0.726012	0.013751	0.98476	0.001489
ZWS	2023-10-27	1,266,040	2,040,788	0.680754	0.020968	0.976852	0.00218
ZWS	2023-11-03	1,789,199	2,921,649	0.620611	0.025193	0.971604	0.003203
ZWS	2023-11-10	1,257,727	2,311,354	0.68482	0.025349	0.969958	0.004693
ZWS	2023-11-17	1,445,635	2,423,740	0.646899	0.020631	0.976272	0.003097
ZWS	2023-11-24	1,378,285	1,895,742	0.764455	0.013723	0.985147	0.00113
ZWS	2023-12-01	1,367,828	2,611,082	0.555662	0.032778	0.966058	0.001163
ZWS	2023-12-08	951,783	1,613,258	0.546072	0.015381	0.982147	0.002472
ZWS	2023-12-15	1,543,174	3,243,866	0.543167	0.011977	0.987224	0.000799
ZWS	2023-12-22	881,671	1,940,848	0.423367	0.036185	0.962972	0.000842

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