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	2015-03-20	0.048	0.007	3,063,197	101,710,024	0.578	0.531	1.212	2,658.699951	502,420,000	555,400
ZWS	2015-03-27	0.034	-0.014	3,063,197	101,707,592	0.579	0.545	1.095	2,692.199951	501,640,000	523,400
ZWS	2015-04-03	0.068	0.034	3,332,859	101,708,048	0.594	0.526	0.793	2,703.399902	500,860,000	544,000
ZWS	2015-04-10	0.041	-0.027	3,332,859	101,711,320	0.594	0.553	1.305	2,543.800049	500,080,000	690,800
ZWS	2015-04-17	0.028	-0.013	2,983,404	101,710,384	0.567	0.539	1.44	2,676	499,300,000	842,800
ZWS	2015-04-24	0.035	0.007	2,983,404	101,710,128	0.567	0.532	1.24	2,652.600098	498,520,000	404,400
ZWS	2015-05-01	0.031	-0.003	2,947,453	101,707,768	0.566	0.535	1.282	2,721.699951	497,740,000	404,400
ZWS	2015-05-08	0.055	0.024	2,947,453	101,709,792	0.567	0.512	1.405	2,712.600098	496,960,000	387,000
ZWS	2015-05-15	0.112	0.057	3,310,827	101,707,760	0.598	0.486	1.05	2,805.100098	496,180,000	316,800
ZWS	2015-05-22	0.062	-0.05	3,310,827	101,816,064	0.598	0.536	1.105	2,623.800049	495,400,000	1,423,800.125
ZWS	2015-05-29	0.079	0.016	3,310,827	101,814,984	0.598	0.519	1.363	2,608.5	494,463,648	1,396,000
ZWS	2015-06-05	0.044	-0.035	3,492,657	101,818,544	0.598	0.554	1.435	2,614.699951	493,527,264	708,600
ZWS	2015-06-12	0.046	0.002	3,492,657	101,814,968	0.598	0.552	0.954	2,597.300049	492,590,912	665,800
ZWS	2015-06-19	-0.003	-0.049	3,213,390	101,816,088	0.574	0.577	1.129	2,646.199951	491,654,560	846,800
ZWS	2015-06-26	-0.014	-0.011	3,213,390	101,815,576	0.574	0.588	1.059	2,484.300049	490,718,176	1,792,199.875
ZWS	2015-07-03	0.042	0.056	3,594,045	101,815,504	0.588	0.546	1.118	2,417.100098	489,781,824	929,750
ZWS	2015-07-10	0.005	-0.037	3,594,045	101,817,008	0.587	0.582	0.743	2,359.100098	488,845,440	633,600
ZWS	2015-07-17	0.041	0.036	3,278,642	101,814,992	0.567	0.526	0.986	2,322.399902	487,909,088	448,200
ZWS	2015-07-24	0.047	0.006	3,278,642	101,817,760	0.567	0.519	1.529	2,178.899902	486,972,736	408,600
ZWS	2015-07-31	0.109	0.062	3,343,659	101,816,032	0.575	0.466	0.924	2,158.5	486,036,352	465,200
ZWS	2015-08-07	0.023	-0.086	3,343,659	100,348,952	0.579	0.556	0.798	2,099.300049	485,100,000	1,088,999.875
ZWS	2015-08-14	0.04	0.017	3,343,659	100,347,088	0.581	0.54	1.184	2,139.399902	485,161,536	802,000
ZWS	2015-08-21	0.002	-0.038	3,236,916	100,345,888	0.573	0.57	1.208	1,972.800049	485,223,072	682,000
ZWS	2015-08-28	-0.043	-0.045	3,236,916	100,347,600	0.572	0.615	1.474	1,991.900024	485,284,608	925,000
ZWS	2015-09-04	-0.04	0.003	2,707,047	100,347,112	0.514	0.554	1.093	1,965.800049	485,346,144	636,400
ZWS	2015-09-11	-0.048	-0.008	2,707,047	100,350,344	0.514	0.562	1.614	1,947.800049	485,407,680	382,500
ZWS	2015-09-18	-0.023	0.025	2,901,660	100,350,320	0.515	0.538	1.243	1,890.599976	485,469,216	361,800
ZWS	2015-09-25	-0.025	-0.002	2,901,660	100,349,296	0.515	0.54	1.278	1,781.199951	485,530,784	376,600
ZWS	2015-10-02	-0.042	-0.017	2,781,465	100,348,832	0.489	0.531	1.301	1,726	485,592,320	921,600
ZWS	2015-10-09	-0.096	-0.054	2,781,465	100,347,640	0.488	0.585	1.43	1,847.400024	485,653,824	717,800
ZWS	2015-10-16	-0.078	0.019	2,507,734	100,349,448	0.456	0.534	1.302	1,723	485,715,392	449,200
ZWS	2015-10-23	-0.105	-0.027	2,507,734	100,345,592	0.456	0.561	1.154	1,829.300049	485,776,928	500,400
ZWS	2015-10-30	-0.058	0.047	2,319,502	100,346,320	0.436	0.495	1.488	1,854.400024	485,838,464	567,000
ZWS	2015-11-06	-0.1	-0.041	2,319,502	100,364,704	0.437	0.537	1.588	2,036.400024	485,900,000	903,800
ZWS	2015-11-13	-0.126	-0.026	2,319,502	100,365,664	0.437	0.562	1.623	1,976.199951	483,923,072	720,800
ZWS	2015-11-20	-0.103	0.023	2,090,529	100,365,008	0.429	0.533	1.53	2,007.300049	481,946,144	443,600
ZWS	2015-11-27	-0.067	0.036	2,090,529	100,363,456	0.43	0.497	1.6	2,043.400024	479,969,216	302,500
ZWS	2015-12-04	-0.091	-0.023	1,761,767	100,367,384	0.396	0.487	1.754	1,994.300049	477,992,320	497,800
ZWS	2015-12-11	-0.126	-0.035	1,761,767	100,367,568	0.395	0.521	2.786	1,856.800049	476,015,392	658,600
ZWS	2015-12-18	-0.099	0.027	1,866,857	100,365,712	0.411	0.509	1.976	1,756.400024	474,038,464	683,200
ZWS	2015-12-25	-0.12	-0.021	1,866,857	100,364,216	0.411	0.531	1.916	1,873.800049	472,061,536	413,500
ZWS	2016-01-01	-0.097	0.023	1,708,955	100,364,232	0.389	0.486	1.859	1,818.599976	470,084,608	301,000
ZWS	2016-01-08	-0.143	-0.047	1,708,955	100,363,288	0.388	0.532	2.898	1,574.699951	468,107,680	564,400
ZWS	2016-01-15	-0.081	0.063	1,882,641	100,366,840	0.417	0.498	1.899	1,477.400024	466,130,784	555,600
ZWS	2016-01-22	-0.102	-0.021	1,882,641	100,362,320	0.417	0.519	3.215	1,523.5	464,153,856	614,000
ZWS	2016-01-29	-0.098	0.003	1,882,641	100,366,520	0.417	0.516	1.225	1,643	462,176,960	485,800
ZWS	2016-02-05	-0.09	0.008	2,199,792.25	101,370,592	0.436	0.526	1.835	1,723.300049	460,200,000	837,200
ZWS	2016-02-12	-0.109	-0.019	2,199,792.25	101,375,152	0.436	0.545	1.244	1,761.900024	462,360,000	614,400
ZWS	2016-02-19	-0.053	0.056	2,487,590	101,370,568	0.461	0.514	1.58	1,797.300049	464,520,000	356,750.03125
ZWS	2016-02-26	-0.072	-0.018	2,487,590	101,371,456	0.461	0.532	1.486	1,825.699951	466,680,000	371,200
ZWS	2016-03-04	-0.04	0.031	2,805,893	101,373,376	0.488	0.529	1.033	1,941.300049	468,840,000	443,600
ZWS	2016-03-11	-0.036	0.004	2,805,893	101,374,560	0.488	0.524	0.89	1,983.900024	471,000,000	567,600
ZWS	2016-03-18	-0.053	-0.017	2,668,273	101,374,504	0.471	0.524	1.441	2,035.599976	473,160,000	440,800
ZWS	2016-03-25	-0.023	0.03	2,668,273	101,374,048	0.471	0.495	1.414	1,992	475,320,000	325,500
ZWS	2016-04-01	-0.049	-0.026	2,726,351	101,371,968	0.479	0.528	1.301	2,098.399902	477,480,000	483,600
ZWS	2016-04-08	-0.015	0.034	2,726,351	101,375,312	0.479	0.495	0.808	2,012.300049	479,640,000	251,400
ZWS	2016-04-15	0.012	0.027	2,657,779	101,374,592	0.478	0.467	2.021	2,146.100098	481,800,000	306,200
ZWS	2016-04-22	-0.025	-0.037	2,657,779	101,371,496	0.478	0.504	1.082	2,283.899902	483,960,000	409,800
ZWS	2016-04-29	0.01	0.035	2,657,779	101,371,560	0.479	0.469	1.303	2,209.899902	486,120,000	527,200
ZWS	2016-05-06	-0.006	-0.016	2,643,294	101,373,688	0.48	0.487	1.213	2,110.600098	488,280,000	253,600
ZWS	2016-05-13	0.003	0.009	2,643,294	101,371,408	0.48	0.477	1.305	2,077.100098	490,440,000	259,600
ZWS	2016-05-20	-0.03	-0.033	2,585,255	101,695,424	0.488	0.518	0.886	2,003.400024	492,600,000	552,400
ZWS	2016-05-27	-0.039	-0.009	2,585,255	101,697,120	0.487	0.526	2.205	2,115.300049	490,709,088	657,400
ZWS	2016-06-03	-0.06	-0.021	2,546,004	101,696,472	0.476	0.535	1.316	2,104.100098	488,818,176	451,500
ZWS	2016-06-10	-0.056	0.004	2,546,004	101,697,592	0.475	0.531	1.319	2,192.600098	486,927,264	846,800
ZWS	2016-06-17	-0.056	-0	2,595,272	101,696,960	0.477	0.533	1.794	2,181.399902	485,036,352	1,006,600
ZWS	2016-06-24	-0.139	-0.083	2,595,272	101,698,208	0.476	0.615	2.514	1,988.199951	483,145,440	1,539,600
ZWS	2016-07-01	-0.111	0.028	2,492,530	101,694,584	0.471	0.582	1.533	2,004.400024	481,254,560	716,000
ZWS	2016-07-08	-0.071	0.04	2,492,530	101,694,664	0.469	0.541	2.103	2,058.300049	479,363,648	432,249.96875
ZWS	2016-07-15	-0.126	-0.054	2,126,092	101,697,936	0.414	0.539	1.163	2,168.199951	477,472,736	604,400
ZWS	2016-07-22	-0.143	-0.018	2,126,092	101,697,320	0.414	0.557	1.643	2,157	475,581,824	471,800
ZWS	2016-07-29	-0.108	0.035	2,126,092	101,695,632	0.413	0.522	1.916	2,165.100098	473,690,912	570,200
ZWS	2016-08-05	-0.128	-0.019	1,987,834	102,710,592	0.398	0.526	1.969	2,182.600098	471,800,000	709,600
ZWS	2016-08-12	-0.109	0.018	1,987,834	102,713,944	0.399	0.508	2.749	2,172.399902	473,276,928	341,400
ZWS	2016-08-19	-0.144	-0.035	1,683,192.125	102,713,888	0.374	0.518	3.005	2,233	474,753,856	556,600
ZWS	2016-08-26	-0.143	0.001	1,683,192.125	102,713,568	0.374	0.517	2.62	2,248.399902	476,230,784	347,400
ZWS	2016-09-02	-0.058	0.085	1,600,844	102,711,560	0.369	0.426	2.527	2,257.600098	477,707,680	487,600
ZWS	2016-09-09	-0.165	-0.107	1,600,844	102,709,648	0.368	0.533	2.176	2,118.899902	479,184,608	468,500
ZWS	2016-09-16	-0.172	-0.007	1,442,308	102,711,952	0.35	0.522	2.288	2,011.099976	480,661,536	819,600
ZWS	2016-09-23	-0.172	0.001	1,442,308	102,711,872	0.35	0.522	2.045	2,121	482,138,464	395,400
ZWS	2016-09-30	-0.14	0.032	1,576,428	102,713,688	0.362	0.502	4.634	2,199.100098	483,615,424	562,400
ZWS	2016-10-07	-0.179	-0.039	1,576,428	102,713,808	0.362	0.54	1.881	2,149.800049	485,092,320	356,800
ZWS	2016-10-14	-0.096	0.082	1,576,428	102,711,160	0.361	0.457	2.511	1,970	486,569,216	527,000
ZWS	2016-10-21	-0.08	0.016	1,765,975	102,709,552	0.398	0.478	1.591	1,948.400024	488,046,144	292,800
ZWS	2016-10-28	-0.073	0.007	1,765,975	102,712,472	0.398	0.471	2.184	2,018.300049	489,523,072	496,600
ZWS	2016-11-04	-0.141	-0.068	1,683,933	102,760,408	0.389	0.529	2.391	1,775.699951	491,000,000	842,800
ZWS	2016-11-11	-0.146	-0.006	1,683,933	102,762,128	0.39	0.536	2.798	2,116.899902	487,984,608	577,600
ZWS	2016-11-18	-0.113	0.033	1,784,577	102,759,944	0.401	0.514	2.453	2,144.600098	484,969,216	361,400
ZWS	2016-11-25	-0.078	0.035	1,784,577	102,761,120	0.401	0.479	2.058	2,262.800049	481,953,856	253,250
ZWS	2016-12-02	-0.064	0.014	1,991,409	102,762,704	0.424	0.488	2.163	2,083	478,938,464	2,078,200.125
ZWS	2016-12-09	-0.165	-0.101	1,991,409	102,759,120	0.423	0.588	1.65	2,141.5	475,923,072	1,415,399.875
ZWS	2016-12-16	-0.218	-0.053	1,561,568	102,759,144	0.381	0.599	1.622	2,022.300049	472,907,680	935,200
ZWS	2016-12-23	-0.198	0.02	1,561,568	102,759,856	0.382	0.579	3.36	2,006.900024	469,892,320	688,000
ZWS	2016-12-30	0.111	0.309	5,158,750	102,761,608	0.669	0.558	0.69	2,013.099976	466,876,928	733,750
ZWS	2017-01-06	0.103	-0.008	5,158,750	102,761,088	0.669	0.565	0.888	2,154.899902	463,861,536	1,178,750
ZWS	2017-01-13	0.109	0.006	5,158,750	102,763,464	0.668	0.559	0.545	2,194	460,846,144	1,250,400
ZWS	2017-01-20	0.081	-0.028	4,919,119	102,762,504	0.657	0.576	1.563	2,280.300049	457,830,784	1,340,250
ZWS	2017-01-27	0.063	-0.018	4,919,119	102,761,856	0.656	0.593	0.786	2,295.699951	454,815,392	1,006,800
ZWS	2017-02-03	0.078	0.015	5,552,265	103,428,576	0.682	0.604	0.51	2,316.800049	451,800,000	1,288,600.125
ZWS	2017-02-10	0.108	0.03	5,552,265	103,425,384	0.682	0.574	0.612	2,321.899902	455,253,312	997,600

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