Split (1)

train · 3.79M rows

symbol string	datetime string	over_shorted float64	over_shorted_chg float64	short_interest float64	number_of_shares float64	short_percentage float64	short_prediction float64	days_to_cover float64	market_cap float64	total_revenue float64	volume float64
ZWS	2019-01-18	0.064	0.037	4,497,116	104,661,384	0.618	0.554	0.752	2,642.699951	491,123,072	408,600
ZWS	2019-01-25	0.035	-0.03	4,497,116	104,660,736	0.619	0.584	0.83	2,591.399902	488,061,536	802,499.9375
ZWS	2019-02-01	0.11	0.075	4,779,901	104,772,384	0.628	0.518	0.968	2,761.800049	485,000,000	908,200
ZWS	2019-02-08	0.106	-0.003	4,779,901	104,768,880	0.628	0.522	0.612	2,719.800049	488,500,000	421,200
ZWS	2019-02-15	0.125	0.019	5,097,847	104,771,432	0.648	0.523	0.611	2,933.600098	492,000,000	771,400
ZWS	2019-02-22	0.112	-0.013	5,097,847	104,770,448	0.648	0.537	0.692	2,921	495,500,000	480,249.96875
ZWS	2019-03-01	0.175	0.064	5,097,847	104,771,376	0.65	0.474	0.638	2,841.399902	499,000,000	448,200
ZWS	2019-03-08	0.136	-0.039	5,025,321	104,772,296	0.643	0.507	0.737	2,737.699951	502,500,000	531,600
ZWS	2019-03-15	0.157	0.021	5,024,608.5	104,771,216	0.644	0.487	1.124	2,839.300049	506,000,000	662,800
ZWS	2019-03-22	0.124	-0.033	5,024,608.5	104,770,648	0.645	0.521	0.489	2,626.600098	509,500,000	606,600
ZWS	2019-03-29	0.084	-0.04	5,024,608.5	104,769,288	0.645	0.561	0.735	2,633.899902	513,000,000	1,357,600
ZWS	2019-04-05	0.12	0.036	5,199,998	104,771,608	0.649	0.529	0.822	2,775.399902	516,500,000	875,200
ZWS	2019-04-12	0.106	-0.014	5,199,998	104,770,472	0.649	0.542	0.682	2,852.899902	520,000,000	882,400
ZWS	2019-04-19	0.129	0.023	5,231,204	104,771,592	0.656	0.527	0.616	2,935.699951	523,500,000	530,250
ZWS	2019-04-26	0.099	-0.03	5,231,204	104,771,856	0.655	0.556	0.856	3,008	527,000,000	620,400
ZWS	2019-05-03	0.146	0.047	5,124,756	104,771,088	0.651	0.506	0.877	3,043.600098	530,500,000	559,800
ZWS	2019-05-10	0.127	-0.018	5,124,756	104,769,712	0.652	0.525	1.071	3,002.699951	534,000,000	887,600
ZWS	2019-05-17	0.205	0.078	5,309,263	104,867,896	0.659	0.454	0.617	2,897.5	537,500,032	577,600
ZWS	2019-05-24	0.146	-0.059	5,309,263	104,865,272	0.66	0.513	0.663	2,802	534,845,472	465,800
ZWS	2019-05-31	0.159	0.013	5,484,468	104,865,072	0.663	0.504	0.536	2,759	532,190,912	797,500.0625
ZWS	2019-06-07	0.12	-0.039	5,484,468	104,866,592	0.663	0.543	0.624	2,947.800049	529,536,352	700,000
ZWS	2019-06-14	0.179	0.059	5,484,468	104,865,152	0.664	0.485	0.468	2,993.899902	526,881,824	446,400
ZWS	2019-06-21	0.144	-0.035	5,423,468	104,866,624	0.657	0.512	0.636	3,066.300049	524,227,264	521,200
ZWS	2019-06-28	0.128	-0.016	5,423,468	104,867,648	0.656	0.528	0.793	3,169.100098	521,572,736	596,000
ZWS	2019-07-05	0.194	0.066	6,199,286	104,867,664	0.682	0.488	0.535	3,130.300049	518,918,176	487,500
ZWS	2019-07-12	0.166	-0.029	6,199,286	104,866,360	0.683	0.517	0.747	3,021.199951	516,263,648	450,400
ZWS	2019-07-19	0.188	0.022	6,420,273	104,865,432	0.684	0.497	1.169	2,961.399902	513,609,088	450,800
ZWS	2019-07-26	0.186	-0.001	6,420,273	104,866,800	0.685	0.499	0.554	3,070.5	510,954,560	564,600
ZWS	2019-08-02	0.171	-0.015	6,336,560	105,863,160	0.681	0.51	0.811	3,017.100098	508,300,000	862,600
ZWS	2019-08-09	0.163	-0.007	6,336,560	105,864,552	0.683	0.52	0.696	2,938.800049	509,300,000	742,600
ZWS	2019-08-16	0.166	0.003	6,091,291	105,864,976	0.675	0.509	0.428	2,759.899902	510,300,000	614,800
ZWS	2019-08-23	0.157	-0.009	6,091,291	105,864,656	0.675	0.518	0.575	2,675.199951	511,300,000	493,400
ZWS	2019-08-30	0.205	0.048	5,680,060	105,863,248	0.657	0.452	0.577	2,771.5	512,300,000	598,800
ZWS	2019-09-06	0.135	-0.07	5,680,060	105,863,344	0.657	0.522	0.44	2,881.600098	513,300,000	1,071,000
ZWS	2019-09-13	0.121	-0.014	5,680,060	105,865,184	0.656	0.535	0.632	3,046.800049	514,300,000	746,200
ZWS	2019-09-20	0.117	-0.004	5,094,841	105,864,696	0.629	0.512	0.772	2,926.100098	515,300,000	870,400
ZWS	2019-09-27	0.068	-0.049	5,094,841	105,864,376	0.628	0.56	0.656	2,841.399902	516,300,000	602,800
ZWS	2019-10-04	0.115	0.047	6,231,726	105,864,320	0.676	0.561	0.656	2,762	517,300,000	788,400
ZWS	2019-10-11	0.106	-0.009	6,231,726	105,864,768	0.677	0.571	0.636	2,834	518,300,000	1,008,400
ZWS	2019-10-18	0.116	0.01	6,135,426	105,865,200	0.669	0.553	0.685	2,906	519,300,000	856,600
ZWS	2019-10-25	0.067	-0.05	6,135,426	105,865,832	0.669	0.602	0.471	3,014	520,300,000	723,000
ZWS	2019-11-01	0.004	-0.063	6,192,151	105,957,896	0.674	0.67	0.786	3,069.600098	521,300,000	2,752,800
ZWS	2019-11-08	0.044	0.04	6,192,151	105,955,240	0.675	0.631	0.469	3,266.600098	519,023,072	1,283,200
ZWS	2019-11-15	0.144	0.101	7,482,754	105,955,976	0.715	0.57	0.557	3,225.300049	516,746,144	780,400
ZWS	2019-11-22	0.112	-0.032	7,482,754	105,955,056	0.715	0.603	0.357	3,206.199951	514,469,184	693,600
ZWS	2019-11-29	0.126	0.014	7,482,754	105,957,584	0.715	0.589	0.737	3,347.199951	512,192,320	967,250
ZWS	2019-12-06	-0.041	-0.167	2,348,499	105,957,720	0.463	0.504	1.437	3,357.800049	509,915,392	648,600
ZWS	2019-12-13	-0.048	-0.007	2,348,499	105,955,192	0.463	0.511	1.955	3,405.399902	507,638,464	818,200
ZWS	2019-12-20	-0.255	-0.207	828,152	105,957,384	0.248	0.503	4.226	3,480.699951	505,361,536	956,800
ZWS	2019-12-27	-0.191	0.064	828,152	105,957,184	0.249	0.44	5.885	3,464.800049	503,084,608	304,000
ZWS	2020-01-03	-0.175	0.017	1,025,787	105,955,504	0.277	0.451	3.269	3,476.399902	500,807,712	640,750
ZWS	2020-01-10	-0.19	-0.015	1,025,787	105,956,976	0.277	0.466	3.835	3,399.100098	498,530,784	628,000
ZWS	2020-01-17	-0.182	0.007	1,148,423	105,957,632	0.292	0.474	2.934	3,551.699951	496,253,856	669,000
ZWS	2020-01-24	-0.176	0.007	1,148,423	105,955,992	0.292	0.467	2.802	3,419.199951	493,976,896	735,500.0625
ZWS	2020-01-31	-0.231	-0.056	1,141,941	121,810,104	0.272	0.504	3.19	3,977.100098	491,700,000	1,085,400.125
ZWS	2020-02-07	-0.205	0.026	1,141,941	121,809,840	0.273	0.478	3.59	4,112.299805	495,386,656	897,000
ZWS	2020-02-14	-0.19	0.015	1,141,941	121,807,880	0.273	0.463	2.509	4,298.600098	499,073,344	611,200
ZWS	2020-02-21	-0.145	0.045	1,510,352	121,808,632	0.323	0.467	2.076	4,290.100098	502,760,000	577,500.0625
ZWS	2020-02-28	-0.179	-0.034	1,510,352	121,810,696	0.323	0.502	2.632	3,552	506,446,656	1,023,800
ZWS	2020-03-06	-0.205	-0.026	1,609,926	121,810,032	0.34	0.544	3.314	3,398.5	510,133,344	1,112,199.875
ZWS	2020-03-13	-0.191	0.014	1,609,926	121,807,800	0.34	0.531	2.481	3,092.699951	513,820,000	1,689,799.875
ZWS	2020-03-20	-0.223	-0.033	1,747,299	121,809,528	0.351	0.574	2.76	2,558	517,506,656	1,877,200
ZWS	2020-03-27	-0.171	0.053	1,747,299	121,809,832	0.351	0.521	2.374	2,651.800049	521,193,344	939,000
ZWS	2020-04-03	-0.027	0.143	3,487,387	121,809,720	0.513	0.541	1.032	2,355.800049	524,880,000	1,220,600.125
ZWS	2020-04-10	-0.063	-0.036	3,487,387	121,808,968	0.513	0.577	0.868	3,124.399902	528,566,656	1,128,000
ZWS	2020-04-17	-0.055	0.008	2,959,823	121,809,712	0.496	0.551	1.814	3,136.600098	532,253,344	1,406,200.125
ZWS	2020-04-24	-0.019	0.037	2,959,823	121,810,856	0.496	0.514	1.047	3,027	535,940,000	594,600
ZWS	2020-05-01	-0.035	-0.017	2,936,292	121,808,680	0.486	0.521	1.245	3,145.100098	539,626,688	643,200
ZWS	2020-05-08	-0.016	0.019	2,936,292	121,810,008	0.487	0.504	1.227	3,385.100098	543,313,344	729,600
ZWS	2020-05-15	-0.024	-0.007	3,078,899	119,725,360	0.503	0.527	1.26	3,182.300049	547,000,000	1,202,800
ZWS	2020-05-22	-0.003	0.021	3,078,899	119,724,480	0.503	0.506	0.219	3,389.399902	538,099,968	674,400
ZWS	2020-05-29	-0.01	-0.008	3,078,899	119,724,248	0.503	0.514	1.45	3,603.699951	529,200,000	996,250
ZWS	2020-06-05	-0.075	-0.065	2,415,754	119,724,312	0.425	0.5	1.427	3,821.600098	520,300,000	731,200
ZWS	2020-06-12	-0.068	0.008	2,415,754	119,724,640	0.425	0.493	2.114	3,434.899902	511,400,000	821,200
ZWS	2020-06-19	-0.19	-0.122	1,692,618	119,726,120	0.343	0.532	1.874	3,497.199951	502,500,000	1,026,600
ZWS	2020-06-26	-0.168	0.022	1,692,618	119,725,432	0.343	0.511	2.386	3,314	493,600,000	967,200
ZWS	2020-07-03	-0.159	0.009	1,678,546	119,723,376	0.346	0.504	2.862	3,462.399902	484,700,000	837,750
ZWS	2020-07-10	-0.139	0.019	1,678,546	119,723,304	0.346	0.485	2.266	3,375	475,800,000	620,400
ZWS	2020-07-17	-0.124	0.015	2,008,601	119,723,904	0.365	0.489	1.809	3,555.800049	466,900,000	813,400
ZWS	2020-07-24	-0.115	0.009	2,008,601	119,723,792	0.365	0.48	2.2	3,597.699951	458,000,000	576,200
ZWS	2020-07-31	-0.155	-0.04	1,868,809	120,659,312	0.352	0.507	2.184	3,495.5	449,100,000	903,200
ZWS	2020-08-07	-0.121	0.034	1,868,809	120,656,904	0.353	0.474	2.383	3,710.199951	452,523,072	627,000
ZWS	2020-08-14	-0.144	-0.023	1,868,809	120,659,336	0.355	0.498	1.937	3,733.199951	455,946,144	645,200
ZWS	2020-08-21	-0.148	-0.004	1,714,905	120,658,840	0.344	0.491	2.042	3,497.899902	459,369,216	604,400
ZWS	2020-08-28	-0.128	0.019	1,714,905	120,657,016	0.344	0.473	3.189	3,581.100098	462,792,320	659,600
ZWS	2020-09-04	-0.151	-0.023	1,389,027	120,658,304	0.296	0.447	3.132	3,555.800049	466,215,392	651,200
ZWS	2020-09-11	-0.179	-0.028	1,389,027	120,658,288	0.296	0.475	2.731	3,647.5	469,638,464	646,750
ZWS	2020-09-18	-0.173	0.006	1,413,261	120,659,448	0.312	0.485	3.23	3,677.699951	473,061,536	1,069,400
ZWS	2020-09-25	-0.17	0.003	1,413,261	120,656,840	0.312	0.482	2.485	3,435.100098	476,484,608	681,800
ZWS	2020-10-02	-0.119	0.051	1,656,736	120,656,504	0.349	0.467	2.112	3,639	479,907,680	605,400
ZWS	2020-10-09	-0.1	0.018	1,656,736	120,657,272	0.349	0.449	2.244	3,855	483,330,784	534,800
ZWS	2020-10-16	-0.089	0.011	1,735,363	120,657,720	0.358	0.447	1.79	3,870.699951	486,753,856	515,400
ZWS	2020-10-23	-0.083	0.006	1,735,363	120,658,704	0.358	0.441	1.419	3,938.300049	490,176,928	486,600
ZWS	2020-10-30	-0.05	0.033	1,849,484	120,280,552	0.377	0.427	2.672	3,858.600098	493,600,000	816,200
ZWS	2020-11-06	-0.054	-0.005	1,849,484	120,280,160	0.379	0.433	1.754	4,207.399902	493,400,000	769,000
ZWS	2020-11-13	-0.043	0.011	1,849,484	120,279,720	0.38	0.423	2.43	4,472	493,200,000	630,600
ZWS	2020-11-20	-0.09	-0.047	1,571,833	120,278,664	0.339	0.428	1.813	4,532.100098	493,000,000	589,200
ZWS	2020-11-27	-0.112	-0.022	1,571,833	120,278,648	0.338	0.45	2.711	4,618.700195	492,799,968	617,000
ZWS	2020-12-04	-0.038	0.074	1,463,679	120,279,512	0.326	0.364	1.953	4,647.600098	492,600,000	434,200
ZWS	2020-12-11	-0.101	-0.063	1,463,679	120,280,104	0.325	0.427	2.57	4,594.700195	492,400,000	612,600

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