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	2017-02-17	0.124	0.016	5,569,104	103,426,256	0.68	0.557	0.63	2,300.199951	458,706,656	690,400
ZWS	2017-02-24	0.103	-0.021	5,569,104	103,425,584	0.681	0.578	0.937	2,279.5	462,160,000	718,000
ZWS	2017-03-03	0.088	-0.015	5,721,048	103,427,088	0.687	0.599	0.641	2,390.199951	465,613,344	2,153,400
ZWS	2017-03-10	0.089	0.001	5,721,048	103,427,592	0.687	0.598	0.738	2,377.800049	469,066,656	1,017,200
ZWS	2017-03-17	0.063	-0.025	5,394,645	103,426,680	0.674	0.61	0.523	2,511.199951	472,520,000	1,615,200
ZWS	2017-03-24	0.052	-0.011	5,394,645	103,425,680	0.674	0.622	0.769	2,351.899902	475,973,344	828,400
ZWS	2017-03-31	0.09	0.037	6,309,569	103,427,216	0.704	0.614	0.559	2,387.100098	479,426,656	807,600
ZWS	2017-04-07	0.14	0.05	6,309,569	103,426,816	0.704	0.564	0.54	2,360.199951	482,880,000	551,400
ZWS	2017-04-14	0.145	0.005	6,309,569	103,425,584	0.704	0.559	0.352	2,279.5	486,333,344	613,000
ZWS	2017-04-21	0.135	-0.01	5,846,206	103,426,056	0.687	0.552	0.481	2,342.600098	489,786,656	504,600
ZWS	2017-04-28	0.124	-0.011	5,241,985	103,426,232	0.667	0.544	0.76	2,523.600098	493,240,000	913,800
ZWS	2017-05-05	0.125	0.001	5,241,985	103,428,336	0.668	0.543	0.866	2,504	496,693,344	600,400
ZWS	2017-05-12	0.113	-0.012	5,241,985	103,429,072	0.67	0.557	0.621	2,376.800049	500,146,656	629,000
ZWS	2017-05-19	0.136	0.023	5,881,331	103,661,912	0.687	0.551	0.221	2,397.699951	503,600,000	1,299,600
ZWS	2017-05-26	0.103	-0.033	5,881,331	103,660,864	0.687	0.584	0.518	2,384.199951	502,154,560	817,200
ZWS	2017-06-02	0.092	-0.011	5,962,837	103,662,144	0.691	0.6	0.724	2,448.5	500,709,088	977,000
ZWS	2017-06-09	0.084	-0.008	5,962,837	103,660,640	0.692	0.608	0.654	2,407	499,263,648	940,600
ZWS	2017-06-16	0.035	-0.05	5,226,577	103,661,440	0.665	0.63	1.18	2,443.300049	497,818,176	1,054,000
ZWS	2017-06-23	0.055	0.02	5,226,577	103,663,184	0.665	0.61	0.527	2,388.399902	496,372,736	1,554,400
ZWS	2017-06-30	0.089	0.034	5,645,221	103,660,216	0.677	0.588	0.724	2,410.100098	494,927,264	679,000
ZWS	2017-07-07	0.105	0.016	5,645,221	103,662,288	0.676	0.571	0.592	2,363.5	493,481,824	523,500
ZWS	2017-07-14	0.11	0.005	5,645,221	103,660,048	0.676	0.567	0.636	2,506.5	492,036,352	650,800
ZWS	2017-07-21	0.135	0.026	6,196,141	103,660,680	0.69	0.555	0.453	2,480.600098	490,590,912	541,800
ZWS	2017-07-28	0.128	-0.008	6,196,141	103,659,376	0.69	0.562	0.745	2,416.300049	489,145,440	595,400
ZWS	2017-08-04	0.121	-0.007	5,858,869	103,745,992	0.679	0.559	0.736	2,589.5	487,700,000	794,400
ZWS	2017-08-11	0.117	-0.004	5,858,869	103,746,320	0.68	0.563	0.54	2,470.199951	489,476,928	732,200
ZWS	2017-08-18	0.128	0.011	5,514,131	103,745,240	0.671	0.542	0.512	2,451.5	491,253,856	529,000
ZWS	2017-08-25	0.162	0.034	5,514,131	103,744,728	0.671	0.508	0.434	2,462.899902	493,030,784	292,200
ZWS	2017-09-01	0.144	-0.018	5,335,223	103,747,920	0.658	0.514	0.923	2,485.800049	494,807,680	492,400
ZWS	2017-09-08	0.136	-0.009	5,335,223	103,747,944	0.658	0.523	0.471	2,519	496,584,608	494,249.96875
ZWS	2017-09-15	0.134	-0.002	5,128,239	103,747,952	0.646	0.513	0.56	2,543.899902	498,361,536	965,200
ZWS	2017-09-22	0.067	-0.066	5,128,239	103,747,040	0.646	0.579	0.802	2,624.800049	500,138,464	1,825,600
ZWS	2017-09-29	0.074	0.007	5,128,239	103,746,552	0.646	0.572	0.725	2,636.199951	501,915,392	880,800
ZWS	2017-10-06	0.066	-0.008	4,986,222	103,746,120	0.641	0.576	0.649	2,672.5	503,692,320	843,400
ZWS	2017-10-13	0.084	0.018	4,986,222	103,746,144	0.642	0.558	0.772	2,697.399902	505,469,216	653,200
ZWS	2017-10-20	0.058	-0.026	4,183,640	103,746,624	0.611	0.553	0.897	2,686	507,246,144	1,298,400
ZWS	2017-10-27	0.043	-0.015	4,183,640	103,745,136	0.61	0.567	0.844	2,662.100098	509,023,072	844,400
ZWS	2017-11-03	0.053	0.009	4,224,152	103,925,752	0.612	0.559	0.758	2,631.399902	510,800,000	982,000
ZWS	2017-11-10	0.061	0.008	4,224,152	103,925,312	0.613	0.552	0.84	2,504.600098	509,376,928	752,800
ZWS	2017-11-17	0.002	-0.059	3,557,460	103,923,944	0.583	0.581	1.377	2,486.899902	507,953,856	1,126,200.125
ZWS	2017-11-24	0.071	0.069	3,557,460	103,926,176	0.583	0.512	0.734	2,477.600098	506,530,784	490,000
ZWS	2017-12-01	-0.021	-0.092	3,090,995	103,924,928	0.548	0.569	1.357	2,547.199951	505,107,680	1,144,400
ZWS	2017-12-08	-0.033	-0.012	3,090,995	103,927,128	0.549	0.582	1.346	2,567	503,684,608	1,090,400
ZWS	2017-12-15	0.026	0.059	2,945,598	103,924,472	0.538	0.513	1.164	2,531.600098	502,261,536	1,036,800
ZWS	2017-12-22	-0.079	-0.104	2,945,598	103,925,520	0.538	0.617	1.949	2,679.199951	500,838,464	1,135,600
ZWS	2017-12-29	0.055	0.134	2,945,598	103,923,904	0.538	0.483	1.187	2,704.100098	499,415,392	437,750.03125
ZWS	2018-01-05	-0.027	-0.082	2,654,266	103,923,288	0.51	0.537	1.235	2,736.300049	497,992,320	694,000
ZWS	2018-01-12	-0.067	-0.04	2,654,266	103,926,008	0.51	0.577	1.972	2,893.300049	496,569,216	1,075,399.875
ZWS	2018-01-19	-0.063	0.003	2,453,532	103,925,584	0.51	0.574	1.741	2,988.899902	495,146,144	838,499.9375
ZWS	2018-01-26	-0.025	0.038	2,453,532	103,925,816	0.51	0.535	1.851	2,970.199951	493,723,072	588,200
ZWS	2018-02-02	-0.096	-0.071	2,150,118	103,979,832	0.471	0.567	1.551	2,991.5	492,300,000	1,230,000
ZWS	2018-02-09	-0.121	-0.025	2,150,118	103,979,856	0.471	0.592	1.659	2,787.699951	497,826,656	1,077,799.875
ZWS	2018-02-16	-0.03	0.091	2,519,584	103,977,112	0.512	0.543	1.589	2,907.199951	503,353,344	648,600
ZWS	2018-02-23	-0.048	-0.018	2,519,584	103,979,312	0.513	0.561	1.503	3,015.399902	508,880,000	953,250
ZWS	2018-03-02	-0.03	0.018	3,001,193	103,977,920	0.551	0.581	1.05	2,919.699951	514,406,656	980,800
ZWS	2018-03-09	-0.012	0.017	3,001,193	103,979,792	0.552	0.564	1.078	3,190.100098	519,933,344	947,600
ZWS	2018-03-16	-0.007	0.005	2,735,452	103,980,384	0.531	0.538	1.375	3,074.699951	525,460,000	705,600
ZWS	2018-03-23	-0.019	-0.012	2,735,452	103,978,712	0.532	0.55	1.18	3,028.899902	530,986,656	783,400
ZWS	2018-03-30	0.044	0.062	3,137,435	103,979,112	0.552	0.509	1.198	3,086.100098	536,513,344	508,000
ZWS	2018-04-06	-0.021	-0.064	3,137,435	103,978,712	0.553	0.574	1.278	3,028.899902	542,040,000	877,000
ZWS	2018-04-13	0.022	0.042	3,380,261	103,979,512	0.563	0.541	0.999	3,148.5	547,566,656	512,800
ZWS	2018-04-20	0.02	-0.002	3,380,261	103,977,576	0.563	0.543	0.816	3,152.600098	553,093,312	890,400
ZWS	2018-04-27	0.034	0.014	3,380,261	103,980,136	0.563	0.53	1.335	2,931.199951	558,620,032	626,200
ZWS	2018-05-04	0.03	-0.004	3,747,932	103,977,480	0.591	0.56	1.013	2,862.5	564,146,688	731,200
ZWS	2018-05-11	0.042	0.012	3,747,932	103,977,936	0.593	0.551	1.255	3,016.399902	569,673,344	703,200
ZWS	2018-05-18	-0.019	-0.061	3,121,549	104,200,072	0.55	0.569	1.321	3,041.600098	575,200,000	929,400
ZWS	2018-05-25	0.028	0.047	3,121,549	104,202,696	0.55	0.522	0.749	3,012.5	568,690,880	455,400
ZWS	2018-06-01	0.077	0.048	3,701,627	104,199,528	0.592	0.515	1.651	3,091.600098	562,181,824	612,750
ZWS	2018-06-08	0.072	-0.005	3,701,627	104,202,096	0.592	0.52	0.916	3,186.5	555,672,704	554,200
ZWS	2018-06-15	0.075	0.003	3,440,145	104,202,216	0.58	0.505	0.818	3,102.100098	549,163,648	631,200
ZWS	2018-06-22	0.04	-0.035	3,440,145	104,199,808	0.579	0.54	1.005	3,170.800049	542,654,528	588,000
ZWS	2018-06-29	0.06	0.02	3,440,145	104,201,664	0.579	0.519	1.085	3,028.100098	536,145,440	571,200
ZWS	2018-07-06	0.058	-0.002	3,954,469	104,200,280	0.597	0.539	1.046	2,996.800049	529,636,352	592,250
ZWS	2018-07-13	0.061	0.002	3,954,469	104,201,456	0.598	0.537	0.578	3,020.800049	523,127,264	605,800
ZWS	2018-07-20	0.055	-0.005	3,815,541	104,202,216	0.581	0.525	1.021	3,102.100098	516,618,176	537,000
ZWS	2018-07-27	0.048	-0.007	3,815,541	104,202,320	0.581	0.533	1.15	3,141.699951	510,109,088	661,400
ZWS	2018-08-03	0.034	-0.014	3,970,419	104,457,224	0.592	0.558	0.797	3,088.800049	503,600,000	893,000
ZWS	2018-08-10	0.078	0.044	3,970,419	104,458,744	0.594	0.515	0.97	3,001.100098	505,230,784	470,400
ZWS	2018-08-17	0.059	-0.019	3,602,194	104,458,336	0.577	0.518	0.864	3,008.399902	506,861,536	546,000
ZWS	2018-08-24	0.047	-0.012	3,602,194	104,456,440	0.577	0.53	0.109	2,997.899902	508,492,320	393,800
ZWS	2018-08-31	0.05	0.002	2,948,200	104,457,448	0.532	0.483	1.18	3,032.399902	510,123,072	288,000
ZWS	2018-09-07	0.023	-0.026	2,948,200	104,456,784	0.532	0.509	1.157	3,009.399902	511,753,856	345,750.03125
ZWS	2018-09-14	0.047	0.024	2,948,200	104,458,496	0.533	0.486	1.424	3,221.5	513,384,608	562,600
ZWS	2018-09-21	0.02	-0.026	3,278,754	104,457,000	0.559	0.539	1.107	3,328	515,015,392	1,072,400
ZWS	2018-09-28	0.025	0.004	3,278,754	104,457,792	0.559	0.534	1.005	3,217.300049	516,646,144	408,200
ZWS	2018-10-05	0.006	-0.018	3,301,351	104,457,832	0.555	0.549	1.273	3,294.600098	518,276,928	698,400
ZWS	2018-10-12	-0.049	-0.056	3,301,351	104,456,320	0.555	0.604	1.552	2,833.899902	519,907,680	777,800
ZWS	2018-10-19	0.014	0.064	3,339,447	104,457,368	0.554	0.54	0.91	2,695	521,538,464	771,200
ZWS	2018-10-26	-0.066	-0.08	3,339,447	104,457,136	0.554	0.62	0.811	2,559.199951	523,169,216	832,400
ZWS	2018-11-02	-0.069	-0.003	3,735,164	104,661,016	0.577	0.646	1.25	2,964	524,800,000	1,288,199.875
ZWS	2018-11-09	-0.014	0.054	3,735,164	104,662,536	0.579	0.593	0.843	3,039.399902	521,738,464	634,400
ZWS	2018-11-16	0.086	0.1	4,097,087	104,662,064	0.601	0.515	0.85	3,035.199951	518,676,928	373,600
ZWS	2018-11-23	0.036	-0.049	4,097,087	104,661,792	0.601	0.565	0.848	2,862.5	515,615,392	307,500
ZWS	2018-11-30	0.132	0.095	4,120,326	104,662,664	0.604	0.472	0.948	2,963	512,553,856	413,000
ZWS	2018-12-07	0.042	-0.089	4,120,326	104,664,320	0.604	0.562	0.721	2,681.5	509,492,320	472,000
ZWS	2018-12-14	0.077	0.035	4,120,326	104,663,008	0.604	0.527	0.666	2,671	506,430,784	724,600
ZWS	2018-12-21	0.032	-0.046	4,091,713	104,661,928	0.603	0.572	0.523	2,352.800049	503,369,216	743,200
ZWS	2018-12-28	0.046	0.014	4,091,713	104,663,448	0.603	0.557	1.05	2,379	500,307,680	482,750.03125
ZWS	2019-01-04	0.103	0.057	4,390,137	104,660,584	0.621	0.519	0.638	2,405.100098	497,246,144	700,250
ZWS	2019-01-11	0.027	-0.075	4,390,137	104,661,768	0.621	0.594	0.822	2,568.399902	494,184,608	772,800

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