Split (1)

train · 3.72M 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	2016-05-13	0.015	0.009	2,643,294	101,371,408	0.481	0.466	1.241	2,077.100098	490,440,000	259,600
ZWS	2016-05-20	-0.034	-0.049	2,585,255	101,695,424	0.488	0.522	0.91	2,003.400024	492,600,000	552,400
ZWS	2016-05-27	-0.034	-0	2,585,255	101,697,120	0.488	0.522	1.433	2,115.300049	490,709,088	657,400
ZWS	2016-06-03	-0.063	-0.028	2,546,004	101,696,472	0.476	0.539	1.114	2,104.100098	488,818,176	451,500
ZWS	2016-06-10	-0.087	-0.024	2,546,004	101,697,592	0.475	0.562	1.438	2,192.600098	486,927,264	846,800
ZWS	2016-06-17	-0.081	0.006	2,595,272	101,696,960	0.477	0.558	1.266	2,181.399902	485,036,352	1,006,600
ZWS	2016-06-24	-0.144	-0.063	2,595,272	101,698,208	0.477	0.62	1.25	1,988.199951	483,145,440	1,539,600
ZWS	2016-07-01	-0.143	0.001	2,492,530	101,694,584	0.471	0.614	1.183	2,004.400024	481,254,560	716,000
ZWS	2016-07-08	-0.059	0.084	2,492,530	101,694,664	0.47	0.529	1.322	2,058.300049	479,363,648	432,249.96875
ZWS	2016-07-15	-0.167	-0.108	2,126,092	101,697,936	0.414	0.581	1.601	2,168.199951	477,472,736	604,400
ZWS	2016-07-22	-0.115	0.051	2,126,092	101,697,320	0.415	0.53	1.58	2,157	475,581,824	471,800
ZWS	2016-07-29	-0.12	-0.005	2,126,092	101,695,632	0.414	0.534	1.885	2,165.100098	473,690,912	570,200
ZWS	2016-08-05	-0.161	-0.042	1,987,834	102,710,592	0.398	0.56	1.822	2,182.600098	471,800,000	709,600
ZWS	2016-08-12	-0.109	0.052	1,987,834	102,713,944	0.399	0.508	1.624	2,172.399902	473,276,928	341,400
ZWS	2016-08-19	-0.165	-0.056	1,683,192.125	102,713,888	0.375	0.54	2.026	2,233	474,753,856	556,600
ZWS	2016-08-26	-0.173	-0.008	1,683,192.125	102,713,568	0.374	0.548	1.972	2,248.399902	476,230,784	347,400
ZWS	2016-09-02	-0.065	0.108	1,600,844	102,711,560	0.369	0.434	1.864	2,257.600098	477,707,680	487,600
ZWS	2016-09-09	-0.182	-0.117	1,600,844	102,709,648	0.368	0.55	2.465	2,118.899902	479,184,608	468,500
ZWS	2016-09-16	-0.195	-0.013	1,442,308	102,711,952	0.35	0.545	2.271	2,011.099976	480,661,536	819,600
ZWS	2016-09-23	-0.187	0.008	1,442,308	102,711,872	0.35	0.538	3.192	2,121	482,138,464	395,400
ZWS	2016-09-30	-0.153	0.034	1,576,428	102,713,688	0.362	0.515	2.716	2,199.100098	483,615,424	562,400
ZWS	2016-10-07	-0.165	-0.012	1,576,428	102,713,808	0.362	0.527	1.781	2,149.800049	485,092,320	356,800
ZWS	2016-10-14	-0.115	0.05	1,576,428	102,711,160	0.362	0.476	2.262	1,970	486,569,216	527,000
ZWS	2016-10-21	-0.083	0.031	1,765,975	102,709,552	0.399	0.482	1.333	1,948.400024	488,046,144	292,800
ZWS	2016-10-28	-0.08	0.003	1,765,975	102,712,472	0.398	0.478	1.767	2,018.300049	489,523,072	496,600
ZWS	2016-11-04	-0.152	-0.072	1,683,933	102,760,408	0.389	0.541	2.896	1,775.699951	491,000,000	842,800
ZWS	2016-11-11	-0.172	-0.02	1,683,933	102,762,128	0.391	0.563	1.926	2,116.899902	487,984,608	577,600
ZWS	2016-11-18	-0.106	0.066	1,784,577	102,759,944	0.401	0.508	2.008	2,144.600098	484,969,216	361,400
ZWS	2016-11-25	-0.07	0.036	1,784,577	102,761,120	0.401	0.471	1.42	2,262.800049	481,953,856	253,250
ZWS	2016-12-02	-0.085	-0.014	1,991,409	102,762,704	0.424	0.509	2.234	2,083	478,938,464	2,078,200.125
ZWS	2016-12-09	-0.171	-0.087	1,991,409	102,759,120	0.423	0.594	1.957	2,141.5	475,923,072	1,415,399.875
ZWS	2016-12-16	-0.27	-0.099	1,561,568	102,759,144	0.381	0.652	3.137	2,022.300049	472,907,680	935,200
ZWS	2016-12-23	-0.215	0.055	1,561,568	102,759,856	0.382	0.597	2.168	2,006.900024	469,892,320	688,000
ZWS	2016-12-30	0.101	0.317	5,158,750	102,761,608	0.67	0.569	0.612	2,013.099976	466,876,928	733,750
ZWS	2017-01-06	0.095	-0.006	5,158,750	102,761,088	0.669	0.574	0.694	2,154.899902	463,861,536	1,178,750
ZWS	2017-01-13	0.103	0.008	5,158,750	102,763,464	0.669	0.566	0.755	2,194	460,846,144	1,250,400
ZWS	2017-01-20	0.078	-0.025	4,919,119	102,762,504	0.657	0.579	0.715	2,280.300049	457,830,784	1,340,250
ZWS	2017-01-27	0.042	-0.036	4,919,119	102,761,856	0.657	0.615	0.771	2,295.699951	454,815,392	1,006,800
ZWS	2017-02-03	0.075	0.033	5,552,265	103,428,576	0.683	0.608	0.667	2,316.800049	451,800,000	1,288,600.125
ZWS	2017-02-10	0.093	0.018	5,552,265	103,425,384	0.683	0.589	0.713	2,321.899902	455,253,312	997,600
ZWS	2017-02-17	0.119	0.026	5,569,104	103,426,256	0.68	0.562	0.808	2,300.199951	458,706,656	690,400
ZWS	2017-02-24	0.096	-0.023	5,569,104	103,425,584	0.681	0.586	0.928	2,279.5	462,160,000	718,000
ZWS	2017-03-03	0.095	-0.001	5,721,048	103,427,088	0.687	0.592	0.717	2,390.199951	465,613,344	2,153,400
ZWS	2017-03-10	0.08	-0.015	5,721,048	103,427,592	0.687	0.607	0.562	2,377.800049	469,066,656	1,017,200
ZWS	2017-03-17	0.063	-0.018	5,394,645	103,426,680	0.674	0.611	0.68	2,511.199951	472,520,000	1,615,200
ZWS	2017-03-24	0.076	0.013	5,394,645	103,425,680	0.674	0.599	0.607	2,351.899902	475,973,344	828,400
ZWS	2017-03-31	0.105	0.03	6,309,569	103,427,216	0.705	0.599	0.668	2,387.100098	479,426,656	807,600
ZWS	2017-04-07	0.125	0.019	6,309,569	103,426,816	0.705	0.58	0.492	2,360.199951	482,880,000	551,400
ZWS	2017-04-14	0.12	-0.005	6,309,569	103,425,584	0.705	0.585	0.556	2,279.5	486,333,344	613,000
ZWS	2017-04-21	0.146	0.026	5,846,206	103,426,056	0.687	0.541	0.695	2,342.600098	489,786,656	504,600
ZWS	2017-04-28	0.136	-0.01	5,241,985	103,426,232	0.668	0.532	0.589	2,523.600098	493,240,000	913,800
ZWS	2017-05-05	0.134	-0.002	5,241,985	103,428,336	0.668	0.535	0.817	2,504	496,693,344	600,400
ZWS	2017-05-12	0.117	-0.016	5,241,985	103,429,072	0.67	0.553	0.558	2,376.800049	500,146,656	629,000
ZWS	2017-05-19	0.109	-0.008	5,881,331	103,661,912	0.688	0.578	0.669	2,397.699951	503,600,000	1,299,600
ZWS	2017-05-26	0.122	0.013	5,881,331	103,660,864	0.687	0.565	0.625	2,384.199951	502,154,560	817,200
ZWS	2017-06-02	0.085	-0.037	5,962,837	103,662,144	0.692	0.607	0.591	2,448.5	500,709,088	977,000
ZWS	2017-06-09	0.091	0.005	5,962,837	103,660,640	0.693	0.602	0.554	2,407	499,263,648	940,600
ZWS	2017-06-16	0.072	-0.019	5,226,577	103,661,440	0.665	0.594	0.994	2,443.300049	497,818,176	1,054,000
ZWS	2017-06-23	0.069	-0.002	5,226,577	103,663,184	0.665	0.596	0.881	2,388.399902	496,372,736	1,554,400
ZWS	2017-06-30	0.099	0.03	5,645,221	103,660,216	0.677	0.578	0.57	2,410.100098	494,927,264	679,000
ZWS	2017-07-07	0.12	0.022	5,645,221	103,662,288	0.677	0.556	0.662	2,363.5	493,481,824	523,500
ZWS	2017-07-14	0.107	-0.014	5,645,221	103,660,048	0.677	0.57	0.567	2,506.5	492,036,352	650,800
ZWS	2017-07-21	0.137	0.031	6,196,141	103,660,680	0.691	0.554	0.708	2,480.600098	490,590,912	541,800
ZWS	2017-07-28	0.148	0.01	6,196,141	103,659,376	0.691	0.543	0.6	2,416.300049	489,145,440	595,400
ZWS	2017-08-04	0.126	-0.022	5,858,869	103,745,992	0.68	0.554	0.535	2,589.5	487,700,000	794,400
ZWS	2017-08-11	0.126	0	5,858,869	103,746,320	0.681	0.555	0.754	2,470.199951	489,476,928	732,200
ZWS	2017-08-18	0.135	0.008	5,514,131	103,745,240	0.672	0.537	0.84	2,451.5	491,253,856	529,000
ZWS	2017-08-25	0.19	0.055	5,514,131	103,744,728	0.672	0.482	0.431	2,462.899902	493,030,784	292,200
ZWS	2017-09-01	0.159	-0.031	5,335,223	103,747,920	0.659	0.5	0.636	2,485.800049	494,807,680	492,400
ZWS	2017-09-08	0.164	0.005	5,335,223	103,747,944	0.659	0.495	0.703	2,519	496,584,608	494,249.96875
ZWS	2017-09-15	0.149	-0.014	5,128,239	103,747,952	0.647	0.498	0.907	2,543.899902	498,361,536	965,200
ZWS	2017-09-22	0.073	-0.076	5,128,239	103,747,040	0.647	0.574	0.897	2,624.800049	500,138,464	1,825,600
ZWS	2017-09-29	0.073	0	5,128,239	103,746,552	0.646	0.573	0.943	2,636.199951	501,915,392	880,800
ZWS	2017-10-06	0.072	-0.002	4,986,222	103,746,120	0.642	0.57	0.748	2,672.5	503,692,320	843,400
ZWS	2017-10-13	0.093	0.022	4,986,222	103,746,144	0.643	0.549	0.82	2,697.399902	505,469,216	653,200
ZWS	2017-10-20	0.083	-0.01	4,183,640	103,746,624	0.612	0.528	0.993	2,686	507,246,144	1,298,400
ZWS	2017-10-27	0.05	-0.033	4,183,640	103,745,136	0.611	0.561	0.766	2,662.100098	509,023,072	844,400
ZWS	2017-11-03	0.037	-0.014	4,224,152	103,925,752	0.612	0.576	0.866	2,631.399902	510,800,000	982,000
ZWS	2017-11-10	0.049	0.012	4,224,152	103,925,312	0.614	0.565	0.764	2,504.600098	509,376,928	752,800
ZWS	2017-11-17	0.012	-0.037	3,557,460	103,923,944	0.584	0.572	1.095	2,486.899902	507,953,856	1,126,200.125
ZWS	2017-11-24	0.085	0.073	3,557,460	103,926,176	0.584	0.499	1.023	2,477.600098	506,530,784	490,000
ZWS	2017-12-01	-0.019	-0.104	3,090,995	103,924,928	0.549	0.568	0.906	2,547.199951	505,107,680	1,144,400
ZWS	2017-12-08	-0.012	0.007	3,090,995	103,927,128	0.549	0.561	1.276	2,567	503,684,608	1,090,400
ZWS	2017-12-15	0.036	0.048	2,945,598	103,924,472	0.539	0.502	1.161	2,531.600098	502,261,536	1,036,800
ZWS	2017-12-22	-0.056	-0.092	2,945,598	103,925,520	0.539	0.594	1.145	2,679.199951	500,838,464	1,135,600
ZWS	2017-12-29	0.065	0.12	2,945,598	103,923,904	0.539	0.474	1.478	2,704.100098	499,415,392	437,750.03125
ZWS	2018-01-05	-0.026	-0.09	2,654,266	103,923,288	0.511	0.537	1.199	2,736.300049	497,992,320	694,000
ZWS	2018-01-12	-0.061	-0.035	2,654,266	103,926,008	0.511	0.571	1.773	2,893.300049	496,569,216	1,075,399.875
ZWS	2018-01-19	-0.053	0.008	2,453,532	103,925,584	0.511	0.563	1.644	2,988.899902	495,146,144	838,499.9375
ZWS	2018-01-26	-0.021	0.032	2,453,532	103,925,816	0.511	0.532	1.778	2,970.199951	493,723,072	588,200
ZWS	2018-02-02	-0.109	-0.088	2,150,118	103,979,832	0.472	0.581	2.462	2,991.5	492,300,000	1,230,000
ZWS	2018-02-09	-0.124	-0.014	2,150,118	103,979,856	0.472	0.596	1.483	2,787.699951	497,826,656	1,077,799.875
ZWS	2018-02-16	-0.02	0.103	2,519,584	103,977,112	0.513	0.534	1.74	2,907.199951	503,353,344	648,600
ZWS	2018-02-23	-0.073	-0.053	2,519,584	103,979,312	0.514	0.586	1.506	3,015.399902	508,880,000	953,250
ZWS	2018-03-02	-0.045	0.028	3,001,193	103,977,920	0.552	0.597	1.287	2,919.699951	514,406,656	980,800
ZWS	2018-03-09	-0.035	0.01	3,001,193	103,979,792	0.553	0.588	1.137	3,190.100098	519,933,344	947,600
ZWS	2018-03-16	-0.011	0.024	2,735,452	103,980,384	0.532	0.542	2.047	3,074.699951	525,460,000	705,600
ZWS	2018-03-23	-0.02	-0.009	2,735,452	103,978,712	0.532	0.552	1.313	3,028.899902	530,986,656	783,400
ZWS	2018-03-30	0.052	0.072	3,137,435	103,979,112	0.553	0.501	0.88	3,086.100098	536,513,344	508,000
ZWS	2018-04-06	-0.005	-0.058	3,137,435	103,978,712	0.554	0.56	1.474	3,028.899902	542,040,000	877,000

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