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	2014-06-13	-0.27	0.024	1,238,785	101,218,312	0.329	0.599	3.071	2,874.600098	553,363,648	805,200
ZWS	2014-06-20	-0.258	0.013	1,331,476	101,216,016	0.347	0.604	3.67	2,904.899902	547,918,208	798,000
ZWS	2014-06-27	-0.26	-0.002	1,331,476	101,217,888	0.346	0.606	3.286	2,875.600098	542,472,704	1,500,800
ZWS	2014-07-04	-0.276	-0.017	1,169,510	101,216,640	0.314	0.59	2.421	2,920.100098	537,027,264	747,250
ZWS	2014-07-11	-0.239	0.037	1,169,510	101,216,264	0.314	0.553	2.633	2,962.600098	531,581,824	701,200
ZWS	2014-07-18	-0.258	-0.019	1,143,801	101,215,240	0.306	0.564	4.292	2,948.399902	526,136,352	673,200
ZWS	2014-07-25	-0.18	0.078	1,143,801	101,217,456	0.305	0.485	2.714	2,876.600098	520,690,912	369,000
ZWS	2014-08-01	-0.032	0.147	2,283,602	101,215,552	0.492	0.525	1.965	2,681.199951	515,245,440	499,000
ZWS	2014-08-08	-0.085	-0.053	2,283,602	101,351,064	0.493	0.579	1.712	2,783.100098	509,800,000	897,200
ZWS	2014-08-15	-0.036	0.049	2,247,633	101,352,944	0.484	0.52	1.966	2,756.800049	511,961,536	818,000
ZWS	2014-08-22	-0.076	-0.04	2,247,633	101,353,128	0.484	0.56	1.641	2,936.199951	514,123,072	925,800
ZWS	2014-08-29	-0.049	0.027	2,247,633	101,352,272	0.484	0.533	2.144	2,960.5	516,284,608	500,000
ZWS	2014-09-05	-0.115	-0.066	2,102,752	101,353,000	0.467	0.582	1.573	2,988.899902	518,446,144	998,250
ZWS	2014-09-12	-0.069	0.046	2,102,752	101,349,968	0.467	0.536	1.291	2,965.5	520,607,680	469,400
ZWS	2014-09-19	-0.075	-0.006	2,113,642	101,350,168	0.468	0.543	1.217	3,010.100098	522,769,216	621,200
ZWS	2014-09-26	-0.086	-0.011	2,113,642	101,351,448	0.466	0.552	1.692	2,872.300049	524,930,784	825,000
ZWS	2014-10-03	-0.038	0.048	2,459,194	101,351,248	0.497	0.536	1.52	2,865.199951	527,092,320	682,200
ZWS	2014-10-10	-0.094	-0.055	2,459,194	101,352,496	0.497	0.591	1.496	2,645.300049	529,253,856	996,400
ZWS	2014-10-17	-0.097	-0.003	2,815,595	101,353,072	0.518	0.615	1.584	2,704.100098	531,415,392	969,000
ZWS	2014-10-24	-0.029	0.068	2,815,595	101,351,736	0.517	0.547	1.316	2,789.199951	533,576,928	438,200
ZWS	2014-10-31	0.027	0.056	3,685,525	101,350,248	0.593	0.566	0.902	2,994.899902	535,738,464	552,800
ZWS	2014-11-07	0.012	-0.015	3,685,525	101,694,072	0.592	0.58	1.005	2,845.399902	537,900,032	704,200
ZWS	2014-11-14	-0.002	-0.014	3,685,525	101,691,616	0.592	0.595	1.093	2,717.199951	535,530,784	1,743,800.125
ZWS	2014-11-21	0.043	0.045	4,052,989	101,693,280	0.626	0.584	0.94	2,738.600098	533,161,536	1,074,000
ZWS	2014-11-28	0.024	-0.018	4,052,989	101,691,472	0.627	0.602	0.767	2,801.600098	530,792,320	840,499.9375
ZWS	2014-12-05	0.024	-0.001	3,371,802	101,693,456	0.587	0.563	0.9	2,846.399902	528,423,072	705,600
ZWS	2014-12-12	0.004	-0.02	3,371,802	101,691,824	0.586	0.582	0.864	2,626.699951	526,053,856	519,800
ZWS	2014-12-19	0.023	0.019	3,155,966	101,693,136	0.57	0.548	0.84	2,816.899902	523,684,608	515,400
ZWS	2014-12-26	0.078	0.055	3,155,966	101,691,384	0.57	0.492	0.945	2,879.899902	521,315,392	256,250
ZWS	2015-01-02	0.074	-0.004	3,245,521	101,692,920	0.584	0.51	0.808	2,841.300049	518,946,112	417,500
ZWS	2015-01-09	0.074	0	3,245,521	101,692,312	0.583	0.509	1.165	2,710.100098	516,576,928	487,800
ZWS	2015-01-16	0.045	-0.03	2,804,206	101,694,056	0.562	0.517	1.569	2,599.300049	514,207,680	557,000
ZWS	2015-01-23	0.007	-0.037	2,804,206	101,692,008	0.562	0.555	1.2	2,608.399902	511,838,464	596,499.9375
ZWS	2015-01-30	0.02	0.013	2,842,404	101,692,936	0.558	0.538	0.981	2,516.899902	509,469,216	596,200
ZWS	2015-02-06	-0.033	-0.053	2,842,404	101,708,600	0.559	0.591	0.967	2,708.5	507,100,000	1,116,000
ZWS	2015-02-13	-0.037	-0.004	2,842,404	101,709,160	0.558	0.595	1.181	2,832.600098	506,320,000	739,600
ZWS	2015-02-20	0.016	0.054	3,013,875	101,708,280	0.57	0.554	0.973	2,810.199951	505,540,000	437,750.03125
ZWS	2015-02-27	-0.002	-0.019	3,013,875	101,708,384	0.571	0.573	1.042	2,804.100098	504,760,000	734,200
ZWS	2015-03-06	0.053	0.055	3,264,127	101,710,720	0.589	0.536	1.502	2,770.600098	503,980,000	651,000
ZWS	2015-03-13	0.015	-0.038	3,264,127	101,709,824	0.589	0.574	1.242	2,670.899902	503,200,000	645,800
ZWS	2015-03-20	0.032	0.017	3,063,197	101,710,024	0.578	0.546	1.085	2,658.699951	502,420,000	555,400
ZWS	2015-03-27	0.029	-0.003	3,063,197	101,707,592	0.579	0.55	0.933	2,692.199951	501,640,000	523,400
ZWS	2015-04-03	0.061	0.032	3,332,859	101,708,048	0.594	0.533	0.89	2,703.399902	500,860,000	544,000
ZWS	2015-04-10	0.053	-0.008	3,332,859	101,711,320	0.593	0.54	1.097	2,543.800049	500,080,000	690,800
ZWS	2015-04-17	0.005	-0.048	2,983,404	101,710,384	0.566	0.561	1.647	2,676	499,300,000	842,800
ZWS	2015-04-24	0.063	0.058	2,983,404	101,710,128	0.566	0.503	0.863	2,652.600098	498,520,000	404,400
ZWS	2015-05-01	0.037	-0.026	2,947,453	101,707,768	0.566	0.528	0.994	2,721.699951	497,740,000	404,400
ZWS	2015-05-08	0.067	0.029	2,947,453	101,709,792	0.566	0.5	1.003	2,712.600098	496,960,000	387,000
ZWS	2015-05-15	0.115	0.048	3,310,827	101,707,760	0.598	0.483	0.984	2,805.100098	496,180,000	316,800
ZWS	2015-05-22	0.013	-0.102	3,310,827	101,816,064	0.598	0.585	1.49	2,623.800049	495,400,000	1,423,800.125
ZWS	2015-05-29	0.067	0.054	3,310,827	101,814,984	0.598	0.531	0.878	2,608.5	494,463,648	1,396,000
ZWS	2015-06-05	0.032	-0.035	3,492,657	101,818,544	0.598	0.566	1.298	2,614.699951	493,527,264	708,600
ZWS	2015-06-12	0.022	-0.01	3,492,657	101,814,968	0.598	0.576	0.812	2,597.300049	492,590,912	665,800
ZWS	2015-06-19	-0.009	-0.031	3,213,390	101,816,088	0.574	0.583	1.267	2,646.199951	491,654,560	846,800
ZWS	2015-06-26	-0.013	-0.005	3,213,390	101,815,576	0.574	0.587	1.375	2,484.300049	490,718,176	1,792,199.875
ZWS	2015-07-03	0.053	0.066	3,594,045	101,815,504	0.588	0.535	0.977	2,417.100098	489,781,824	929,750
ZWS	2015-07-10	0.007	-0.045	3,594,045	101,817,008	0.587	0.58	0.897	2,359.100098	488,845,440	633,600
ZWS	2015-07-17	0.045	0.037	3,278,642	101,814,992	0.567	0.522	0.766	2,322.399902	487,909,088	448,200
ZWS	2015-07-24	0.065	0.02	3,278,642	101,817,760	0.567	0.501	0.989	2,178.899902	486,972,736	408,600
ZWS	2015-07-31	0.093	0.028	3,343,659	101,816,032	0.576	0.483	0.864	2,158.5	486,036,352	465,200
ZWS	2015-08-07	0.01	-0.083	3,343,659	100,348,952	0.58	0.57	0.843	2,099.300049	485,100,000	1,088,999.875
ZWS	2015-08-14	0.015	0.005	3,343,659	100,347,088	0.581	0.566	1.14	2,139.399902	485,161,536	802,000
ZWS	2015-08-21	-0.002	-0.017	3,236,916	100,345,888	0.573	0.575	1.047	1,972.800049	485,223,072	682,000
ZWS	2015-08-28	-0.065	-0.063	3,236,916	100,347,600	0.573	0.637	0.97	1,991.900024	485,284,608	925,000
ZWS	2015-09-04	-0.071	-0.006	2,707,047	100,347,112	0.514	0.585	1.26	1,965.800049	485,346,144	636,400
ZWS	2015-09-11	-0.049	0.022	2,707,047	100,350,344	0.514	0.562	1.071	1,947.800049	485,407,680	382,500
ZWS	2015-09-18	-0.004	0.045	2,901,660	100,350,320	0.515	0.519	1.19	1,890.599976	485,469,216	361,800
ZWS	2015-09-25	0.003	0.007	2,901,660	100,349,296	0.515	0.512	1.151	1,781.199951	485,530,784	376,600
ZWS	2015-10-02	-0.033	-0.037	2,781,465	100,348,832	0.488	0.522	1.567	1,726	485,592,320	921,600
ZWS	2015-10-09	-0.082	-0.049	2,781,465	100,347,640	0.488	0.571	1.394	1,847.400024	485,653,824	717,800
ZWS	2015-10-16	-0.093	-0.011	2,507,734	100,349,448	0.456	0.549	1.214	1,723	485,715,392	449,200
ZWS	2015-10-23	-0.111	-0.017	2,507,734	100,345,592	0.455	0.566	1.354	1,829.300049	485,776,928	500,400
ZWS	2015-10-30	-0.081	0.029	2,319,502	100,346,320	0.436	0.518	1.047	1,854.400024	485,838,464	567,000
ZWS	2015-11-06	-0.11	-0.028	2,319,502	100,364,704	0.437	0.546	1.53	2,036.400024	485,900,000	903,800
ZWS	2015-11-13	-0.136	-0.027	2,319,502	100,365,664	0.437	0.573	1.401	1,976.199951	483,923,072	720,800
ZWS	2015-11-20	-0.107	0.029	2,090,529	100,365,008	0.429	0.536	1.692	2,007.300049	481,946,144	443,600
ZWS	2015-11-27	-0.084	0.023	2,090,529	100,363,456	0.43	0.514	1.572	2,043.400024	479,969,216	302,500
ZWS	2015-12-04	-0.075	0.009	1,761,767	100,367,384	0.396	0.471	1.347	1,994.300049	477,992,320	497,800
ZWS	2015-12-11	-0.128	-0.053	1,761,767	100,367,568	0.395	0.523	2.052	1,856.800049	476,015,392	658,600
ZWS	2015-12-18	-0.118	0.01	1,866,857	100,365,712	0.411	0.529	2.505	1,756.400024	474,038,464	683,200
ZWS	2015-12-25	-0.118	-0	1,866,857	100,364,216	0.411	0.529	1.232	1,873.800049	472,061,536	413,500
ZWS	2016-01-01	-0.124	-0.006	1,708,955	100,364,232	0.389	0.513	1.612	1,818.599976	470,084,608	301,000
ZWS	2016-01-08	-0.14	-0.016	1,708,955	100,363,288	0.388	0.528	2.434	1,574.699951	468,107,680	564,400
ZWS	2016-01-15	-0.103	0.037	1,882,641	100,366,840	0.417	0.52	1.7	1,477.400024	466,130,784	555,600
ZWS	2016-01-22	-0.117	-0.014	1,882,641	100,362,320	0.417	0.534	1.886	1,523.5	464,153,856	614,000
ZWS	2016-01-29	-0.105	0.011	1,882,641	100,366,520	0.417	0.523	1.555	1,643	462,176,960	485,800
ZWS	2016-02-05	-0.11	-0.005	2,199,792.25	101,370,592	0.436	0.546	1.328	1,723.300049	460,200,000	837,200
ZWS	2016-02-12	-0.117	-0.008	2,199,792.25	101,375,152	0.436	0.554	1.397	1,761.900024	462,360,000	614,400
ZWS	2016-02-19	-0.051	0.066	2,487,590	101,370,568	0.461	0.512	1.094	1,797.300049	464,520,000	356,750.03125
ZWS	2016-02-26	-0.061	-0.01	2,487,590	101,371,456	0.461	0.521	1.339	1,825.699951	466,680,000	371,200
ZWS	2016-03-04	-0.05	0.011	2,805,893	101,373,376	0.489	0.539	1.494	1,941.300049	468,840,000	443,600
ZWS	2016-03-11	-0.048	0.002	2,805,893	101,374,560	0.489	0.537	1.023	1,983.900024	471,000,000	567,600
ZWS	2016-03-18	-0.05	-0.002	2,668,273	101,374,504	0.471	0.521	1.409	2,035.599976	473,160,000	440,800
ZWS	2016-03-25	-0.043	0.007	2,668,273	101,374,048	0.472	0.515	0.975	1,992	475,320,000	325,500
ZWS	2016-04-01	-0.044	-0.001	2,726,351	101,371,968	0.48	0.524	1.603	2,098.399902	477,480,000	483,600
ZWS	2016-04-08	-0.016	0.028	2,726,351	101,375,312	0.48	0.496	1.037	2,012.300049	479,640,000	251,400
ZWS	2016-04-15	0.01	0.026	2,657,779	101,374,592	0.479	0.47	1.57	2,146.100098	481,800,000	306,200
ZWS	2016-04-22	-0.036	-0.046	2,657,779	101,371,496	0.479	0.515	1.336	2,283.899902	483,960,000	409,800
ZWS	2016-04-29	-0.004	0.032	2,657,779	101,371,560	0.48	0.484	1.503	2,209.899902	486,120,000	527,200
ZWS	2016-05-06	0.006	0.01	2,643,294	101,373,688	0.481	0.475	1.261	2,110.600098	488,280,000	253,600

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