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	2012-07-13	-0.198	-0.119	727,647	94,442,152	0.282	0.481	5.588	1,836.900024	509,200,000	241,300
ZWS	2012-07-20	0.005	0.204	1,881,327	94,440,992	0.409	0.404	1.338	1,824.599976	505,133,344	133,400
ZWS	2012-07-27	-0.055	-0.061	1,881,327	94,443,312	0.41	0.465	1.947	1,857.699951	501,066,656	302,400
ZWS	2012-08-03	-0.082	-0.027	1,902,858	95,368,224	0.414	0.496	1.315	1,476.300049	497,000,000	658,400
ZWS	2012-08-10	-0.046	0.037	1,902,858	95,363,816	0.416	0.461	2.42	1,481	497,178,560	230,800
ZWS	2012-08-17	0.002	0.047	2,197,160	95,367,264	0.455	0.453	2.798	1,480.099976	497,357,152	207,400
ZWS	2012-08-24	-0.043	-0.045	2,197,160	95,367,456	0.454	0.497	1.454	1,453.400024	497,535,712	340,600
ZWS	2012-08-31	-0.069	-0.027	1,741,312	95,368,776	0.405	0.475	2.465	1,435.300049	497,714,272	241,600
ZWS	2012-09-07	-0.018	0.051	1,741,312	95,365,696	0.406	0.424	3.753	1,551.599976	497,892,864	193,250
ZWS	2012-09-14	-0.016	0.003	1,741,312	95,365,720	0.406	0.422	1.579	1,747.099976	498,071,424	188,800
ZWS	2012-09-21	-0.019	-0.003	1,519,826	95,367,024	0.387	0.406	2.351	1,792.900024	498,249,984	157,800
ZWS	2012-09-28	-0.048	-0.029	1,519,826	95,367,728	0.386	0.434	1.862	1,737.599976	498,428,576	337,000
ZWS	2012-10-05	-0.036	0.011	1,771,229	95,364,872	0.415	0.452	2.798	1,672.699951	498,607,136	283,600
ZWS	2012-10-12	-0.052	-0.016	1,771,229	95,366,280	0.415	0.467	2.096	1,601.199951	498,785,728	281,200
ZWS	2012-10-19	0.046	0.098	1,826,595	95,364,120	0.448	0.402	1.458	1,610.699951	498,964,288	167,200
ZWS	2012-10-26	0.051	0.005	1,826,595	95,366,136	0.448	0.397	1.662	1,667	499,142,848	144,000
ZWS	2012-11-02	0.093	0.042	1,681,919	95,365,576	0.435	0.343	2.007	1,695.599976	499,321,440	97,333.335938
ZWS	2012-11-09	0.035	-0.057	1,681,919	96,618,384	0.434	0.399	1.889	1,734.300049	499,500,000	240,000
ZWS	2012-11-16	0.118	0.082	2,321,397	96,617,568	0.53	0.412	1.359	1,836.699951	497,514,272	356,000
ZWS	2012-11-23	0.091	-0.027	2,321,397	96,618,496	0.529	0.439	1.494	2,005.800049	495,528,576	407,500
ZWS	2012-11-30	0.056	-0.035	2,414,495	96,618,336	0.535	0.479	1.846	2,065.699951	493,542,848	972,000
ZWS	2012-12-07	0.04	-0.016	2,414,495	96,617,512	0.535	0.495	1.417	2,096.600098	491,557,152	346,200
ZWS	2012-12-14	0.042	0.002	2,414,495	96,618,904	0.535	0.494	1.897	2,023.199951	489,571,424	321,400
ZWS	2012-12-21	0.166	0.124	2,885,982	96,618,536	0.569	0.403	1.124	2,074.399902	487,585,728	202,200
ZWS	2012-12-28	0.198	0.033	2,885,982	96,618,784	0.568	0.37	1.371	2,017.400024	485,600,000	120,425
ZWS	2013-01-04	0.23	0.031	3,125,711	96,619,456	0.602	0.373	1.125	2,046.400024	483,614,272	213,250
ZWS	2013-01-11	0.217	-0.013	3,125,711	96,620,000	0.602	0.385	1.047	1,932.400024	481,628,576	279,000
ZWS	2013-01-18	0.214	-0.003	2,910,203	96,617,872	0.603	0.389	1.511	1,914	479,642,848	277,000
ZWS	2013-01-25	0.212	-0.002	2,910,203	96,618,080	0.603	0.391	1.163	1,988.400024	477,657,152	253,500
ZWS	2013-02-01	0.191	-0.021	2,507,343	96,620,000	0.572	0.381	0.071	1,932.400024	475,671,424	179,000
ZWS	2013-02-08	0.244	0.053	2,507,343	96,619,016	0.572	0.328	1.46	1,960.400024	473,685,728	97,200
ZWS	2013-02-15	0.031	-0.213	1,657,235	97,070,896	0.464	0.433	1.783	1,985.099976	471,700,000	497,200
ZWS	2013-02-22	0.09	0.059	1,657,235	97,073,176	0.464	0.374	2.571	1,990	476,600,000	159,624.984375
ZWS	2013-03-01	0.11	0.021	1,657,235	97,073,888	0.467	0.356	2.877	1,970.599976	481,500,000	115,600
ZWS	2013-03-08	0.063	-0.047	1,456,482	97,074,184	0.429	0.366	1.813	2,120.100098	486,400,000	210,200
ZWS	2013-03-15	0.037	-0.026	1,343,267	97,073,176	0.402	0.365	2.105	2,069.600098	491,300,000	165,000
ZWS	2013-03-22	0.04	0.002	1,343,267	97,071,400	0.402	0.363	2.897	2,134.600098	496,200,000	175,700
ZWS	2013-03-29	0.052	0.013	1,343,267	97,070,192	0.403	0.351	2.674	2,060.800049	501,100,000	220,375.015625
ZWS	2013-04-05	-0.017	-0.069	1,067,302	97,072,072	0.344	0.361	2.305	1,939.5	506,000,000	202,100
ZWS	2013-04-12	-0.111	-0.094	778,508.0625	97,072,400	0.292	0.403	3.587	1,850.199951	510,900,000	194,200
ZWS	2013-04-19	-0.113	-0.002	778,508.0625	97,073,576	0.292	0.405	3.594	1,741.5	515,800,000	164,800
ZWS	2013-04-26	-0.14	-0.027	778,508.0625	97,071,824	0.292	0.432	5.206	1,757	520,700,000	139,000
ZWS	2013-05-03	-0.169	-0.029	593,948.0625	97,069,376	0.258	0.427	6.107	1,679.300049	525,600,000	189,600
ZWS	2013-05-10	-0.193	-0.024	593,948.0625	97,071,632	0.258	0.451	5.558	1,693.900024	530,500,000	386,000
ZWS	2013-05-17	-0.227	-0.034	592,911	97,073,856	0.255	0.482	4.866	1,748.300049	535,400,000	441,200
ZWS	2013-05-24	-0.245	-0.018	592,911	97,211,128	0.254	0.5	4.879	1,850.900024	540,300,032	419,200
ZWS	2013-05-31	-0.182	0.063	598,375	97,211,632	0.258	0.44	7.963	1,938.400024	537,139,968	187,650
ZWS	2013-06-07	-0.196	-0.014	598,375	97,210,608	0.258	0.454	6.19	1,906.300049	533,980,000	186,600
ZWS	2013-06-14	-0.133	0.064	598,375	97,209,824	0.259	0.391	4.478	1,742	530,820,000	129,000
ZWS	2013-06-21	-0.264	-0.131	609,451	97,213,784	0.264	0.528	8.383	1,664.300049	527,660,000	1,135,200
ZWS	2013-06-28	-0.26	0.004	609,451	97,210,680	0.264	0.524	5.731	1,638	524,500,000	476,400
ZWS	2013-07-05	-0.19	0.07	650,954	97,212,384	0.267	0.457	8.055	1,757.599976	521,340,000	192,875.015625
ZWS	2013-07-12	-0.188	0.002	650,954	97,209,064	0.267	0.454	5.656	1,846	518,180,000	180,400
ZWS	2013-07-19	-0.179	0.009	753,401	97,211,272	0.284	0.463	5.236	1,826.599976	515,020,000	168,000
ZWS	2013-07-26	-0.162	0.016	753,401	97,213,296	0.284	0.446	4.747	1,754.699951	511,860,000	142,400
ZWS	2013-08-02	-0.107	0.055	914,955	97,403,640	0.306	0.413	4.112	1,819.5	508,700,000	205,320
ZWS	2013-08-09	-0.131	-0.024	914,955	97,404,456	0.306	0.437	3.007	1,835.099976	509,146,144	151,200
ZWS	2013-08-16	-0.157	-0.027	749,798	97,405,832	0.288	0.446	6.365	1,836.099976	509,592,320	189,400
ZWS	2013-08-23	-0.186	-0.029	749,798	97,401,808	0.289	0.475	3.969	1,934.400024	510,038,464	171,800
ZWS	2013-08-30	-0.114	0.072	694,757	97,404,888	0.281	0.396	5.426	1,869.199951	510,484,608	130,000
ZWS	2013-09-06	-0.135	-0.02	694,757	97,405,664	0.282	0.416	4.017	1,858.5	510,930,784	118,500
ZWS	2013-09-13	-0.118	0.016	694,757	97,404,616	0.282	0.4	4.822	1,940.300049	511,376,928	80,120
ZWS	2013-09-20	-0.073	0.045	807,181	97,405,184	0.297	0.37	3.803	1,952	511,823,072	153,120
ZWS	2013-09-27	-0.099	-0.026	807,181	97,405,272	0.297	0.396	6.143	2,030.900024	512,269,216	142,800
ZWS	2013-10-04	-0.152	-0.053	782,739.9375	97,405,104	0.285	0.437	5.032	2,027	512,715,392	160,260
ZWS	2013-10-11	-0.127	0.025	782,739.9375	97,404,648	0.285	0.412	5.18	2,094.199951	513,161,536	111,400
ZWS	2013-10-18	-0.164	-0.037	774,322	97,404,480	0.289	0.453	4.144	2,090.300049	513,607,648	197,000
ZWS	2013-10-25	-0.178	-0.015	774,322	97,402,000	0.289	0.467	4.112	2,137	514,053,856	182,000
ZWS	2013-11-01	-0.196	-0.017	779,216	97,775,368	0.289	0.485	8.44	2,254.699951	514,500,000	286,200
ZWS	2013-11-08	-0.163	0.032	779,216	97,773,960	0.289	0.453	3.794	2,275.199951	512,546,144	134,200
ZWS	2013-11-15	-0.139	0.024	779,299.9375	97,773,616	0.298	0.437	4.479	2,349.5	510,592,320	138,600
ZWS	2013-11-22	-0.163	-0.024	779,299.9375	97,774,128	0.298	0.462	5.026	2,380.800049	508,638,464	120,000
ZWS	2013-11-29	-0.147	0.016	779,299.9375	97,774,576	0.299	0.446	3.615	2,376.899902	506,684,608	144,500
ZWS	2013-12-06	-0.122	0.025	961,435	97,771,984	0.347	0.469	3.694	2,435.5	504,730,784	288,000
ZWS	2013-12-13	-0.105	0.017	961,435	97,773,752	0.347	0.452	3.304	2,428.699951	502,776,928	242,200
ZWS	2013-12-20	-0.074	0.031	1,154,753	97,775,232	0.391	0.465	3.685	2,557.800049	500,823,072	241,000
ZWS	2013-12-27	-0.053	0.021	1,154,753	97,771,960	0.391	0.445	3.744	2,615.399902	498,869,216	82,525
ZWS	2014-01-03	-0.023	0.03	1,264,493	97,774,128	0.418	0.442	2.934	2,683.899902	496,915,392	132,625
ZWS	2014-01-10	-0.049	-0.026	1,264,493	97,772,960	0.418	0.467	3.091	2,704.399902	494,961,536	291,500
ZWS	2014-01-17	-0.03	0.019	1,244,907	97,773,504	0.424	0.454	2.718	2,797.300049	493,007,680	170,800
ZWS	2014-01-24	-0.024	0.006	1,244,907	97,774,176	0.424	0.448	2.247	2,710.300049	491,053,856	249,500
ZWS	2014-01-31	-0.067	-0.043	1,382,880	98,013,856	0.444	0.511	3.274	2,546.399902	489,100,000	1,548,800
ZWS	2014-02-07	-0.113	-0.046	1,382,880	98,016,128	0.444	0.557	2.333	2,672.899902	494,137,504	585,600
ZWS	2014-02-14	-0.023	0.09	1,382,880	98,016,848	0.444	0.467	3.12	2,792.5	499,175,008	410,800
ZWS	2014-02-21	-0.043	-0.02	1,588,665	98,014,552	0.465	0.509	2.157	2,828.699951	504,212,512	320,500
ZWS	2014-02-28	-0.046	-0.003	1,588,665	98,016,008	0.466	0.512	2.492	2,939.5	509,249,984	348,800
ZWS	2014-03-07	-0.126	-0.081	1,018,525	98,014,280	0.336	0.463	2.978	3,020.800049	514,287,488	426,800
ZWS	2014-03-14	-0.138	-0.011	1,018,525	98,014,088	0.337	0.474	3.498	2,783.600098	519,324,992	409,600
ZWS	2014-03-21	-0.144	-0.007	1,093,299	98,016,224	0.355	0.499	0.264	2,900.300049	524,362,496	288,200
ZWS	2014-03-28	-0.122	0.023	1,093,299	98,016,152	0.355	0.477	3.732	2,791.5	529,400,000	273,000
ZWS	2014-04-04	-0.075	0.046	1,175,527	98,016,728	0.352	0.427	2.723	2,812.100098	534,437,504	293,000
ZWS	2014-04-11	-0.098	-0.022	1,175,527	98,014,240	0.352	0.449	3.609	2,616	539,475,008	304,000
ZWS	2014-04-18	-0.126	-0.028	1,229,543	98,015,816	0.358	0.483	3.476	2,726.800049	544,512,512	194,000
ZWS	2014-04-25	-0.127	-0.002	1,229,543	98,016,584	0.357	0.485	2.476	2,599.399902	549,550,016	245,800
ZWS	2014-05-02	-0.038	0.09	1,341,879	98,014,600	0.369	0.406	2.124	2,685.600098	554,587,520	228,000
ZWS	2014-05-09	-0.087	-0.049	1,341,879	98,016,584	0.368	0.455	1.671	2,599.399902	559,625,024	302,200
ZWS	2014-05-16	-0.08	0.007	1,334,727.875	98,015,576	0.362	0.442	1.611	2,642.5	564,662,528	202,600
ZWS	2014-05-23	-0.1	-0.02	1,334,727.875	101,217,896	0.354	0.454	2.984	2,759.199951	569,699,968	461,600
ZWS	2014-05-30	-0.274	-0.174	1,238,785	101,216,272	0.329	0.603	3.968	2,588.100098	564,254,528	2,921,999.75
ZWS	2014-06-06	-0.294	-0.021	1,238,785	101,214,992	0.329	0.623	3.367	2,890.699951	558,809,088	1,519,200

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