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	2013-04-19	-0.166	-0.003	778,508.0625	97,073,576	0.293	0.459	3.48	1,741.5	515,800,000	164,800
ZWS	2013-04-26	-0.142	0.025	778,508.0625	97,071,824	0.293	0.435	4.317	1,757	520,700,000	139,000
ZWS	2013-05-03	-0.175	-0.033	593,948.0625	97,069,376	0.258	0.433	4.342	1,679.300049	525,600,000	189,600
ZWS	2013-05-10	-0.183	-0.009	593,948.0625	97,071,632	0.259	0.442	4.889	1,693.900024	530,500,000	386,000
ZWS	2013-05-17	-0.219	-0.035	592,911	97,073,856	0.256	0.474	5.365	1,748.300049	535,400,000	441,200
ZWS	2013-05-24	-0.264	-0.045	592,911	97,211,128	0.255	0.519	4.593	1,850.900024	540,300,032	419,200
ZWS	2013-05-31	-0.198	0.066	598,375	97,211,632	0.259	0.457	7.074	1,938.400024	537,139,968	187,650
ZWS	2013-06-07	-0.234	-0.036	598,375	97,210,608	0.259	0.493	5.592	1,906.300049	533,980,000	186,600
ZWS	2013-06-14	-0.192	0.043	598,375	97,209,824	0.26	0.451	4.156	1,742	530,820,000	129,000
ZWS	2013-06-21	-0.247	-0.055	609,451	97,213,784	0.265	0.511	5.115	1,664.300049	527,660,000	1,135,200
ZWS	2013-06-28	-0.277	-0.03	609,451	97,210,680	0.265	0.542	4.405	1,638	524,500,000	476,400
ZWS	2013-07-05	-0.235	0.042	650,954	97,212,384	0.268	0.503	9.396	1,757.599976	521,340,000	192,875.015625
ZWS	2013-07-12	-0.212	0.023	650,954	97,209,064	0.267	0.479	4.775	1,846	518,180,000	180,400
ZWS	2013-07-19	-0.187	0.025	753,401	97,211,272	0.285	0.472	4.743	1,826.599976	515,020,000	168,000
ZWS	2013-07-26	-0.175	0.012	753,401	97,213,296	0.285	0.46	2.612	1,754.699951	511,860,000	142,400
ZWS	2013-08-02	-0.129	0.046	914,955	97,403,640	0.307	0.435	5.715	1,819.5	508,700,000	205,320
ZWS	2013-08-09	-0.157	-0.028	914,955	97,404,456	0.307	0.463	4.631	1,835.099976	509,146,144	151,200
ZWS	2013-08-16	-0.158	-0.001	749,798	97,405,832	0.289	0.446	5.157	1,836.099976	509,592,320	189,400
ZWS	2013-08-23	-0.195	-0.038	749,798	97,401,808	0.29	0.485	4.167	1,934.400024	510,038,464	171,800
ZWS	2013-08-30	-0.172	0.023	694,757	97,404,888	0.282	0.454	4.385	1,869.199951	510,484,608	130,000
ZWS	2013-09-06	-0.212	-0.039	694,757	97,405,664	0.282	0.494	7.233	1,858.5	510,930,784	118,500
ZWS	2013-09-13	-0.16	0.052	694,757	97,404,616	0.282	0.442	4.353	1,940.300049	511,376,928	80,120
ZWS	2013-09-20	-0.154	0.006	807,181	97,405,184	0.298	0.452	4.697	1,952	511,823,072	153,120
ZWS	2013-09-27	-0.137	0.017	807,181	97,405,272	0.298	0.435	4.465	2,030.900024	512,269,216	142,800
ZWS	2013-10-04	-0.192	-0.055	782,739.9375	97,405,104	0.285	0.478	4.288	2,027	512,715,392	160,260
ZWS	2013-10-11	-0.169	0.023	782,739.9375	97,404,648	0.285	0.454	2.592	2,094.199951	513,161,536	111,400
ZWS	2013-10-18	-0.183	-0.014	774,322	97,404,480	0.289	0.472	4.724	2,090.300049	513,607,648	197,000
ZWS	2013-10-25	-0.213	-0.031	774,322	97,402,000	0.289	0.502	3.657	2,137	514,053,856	182,000
ZWS	2013-11-01	-0.172	0.042	779,216	97,775,368	0.29	0.462	4.881	2,254.699951	514,500,000	286,200
ZWS	2013-11-08	-0.193	-0.021	779,216	97,773,960	0.29	0.483	2.871	2,275.199951	512,546,144	134,200
ZWS	2013-11-15	-0.172	0.021	779,299.9375	97,773,616	0.298	0.47	3.815	2,349.5	510,592,320	138,600
ZWS	2013-11-22	-0.183	-0.011	779,299.9375	97,774,128	0.299	0.482	4.247	2,380.800049	508,638,464	120,000
ZWS	2013-11-29	-0.165	0.018	779,299.9375	97,774,576	0.299	0.464	4.77	2,376.899902	506,684,608	144,500
ZWS	2013-12-06	-0.153	0.012	961,435	97,771,984	0.347	0.501	3.376	2,435.5	504,730,784	288,000
ZWS	2013-12-13	-0.132	0.022	961,435	97,773,752	0.347	0.479	2.681	2,428.699951	502,776,928	242,200
ZWS	2013-12-20	-0.088	0.044	1,154,753	97,775,232	0.391	0.479	2.129	2,557.800049	500,823,072	241,000
ZWS	2013-12-27	-0.034	0.054	1,154,753	97,771,960	0.392	0.425	3.238	2,615.399902	498,869,216	82,525
ZWS	2014-01-03	0.006	0.039	1,264,493	97,774,128	0.419	0.413	2.544	2,683.899902	496,915,392	132,625
ZWS	2014-01-10	-0.043	-0.049	1,264,493	97,772,960	0.418	0.462	2.263	2,704.399902	494,961,536	291,500
ZWS	2014-01-17	0.001	0.044	1,244,907	97,773,504	0.424	0.423	3.519	2,797.300049	493,007,680	170,800
ZWS	2014-01-24	-0.018	-0.019	1,244,907	97,774,176	0.424	0.442	2.752	2,710.300049	491,053,856	249,500
ZWS	2014-01-31	-0.07	-0.052	1,382,880	98,013,856	0.444	0.514	2.63	2,546.399902	489,100,000	1,548,800
ZWS	2014-02-07	-0.107	-0.037	1,382,880	98,016,128	0.444	0.551	2.397	2,672.899902	494,137,504	585,600
ZWS	2014-02-14	-0.027	0.08	1,382,880	98,016,848	0.444	0.471	2.916	2,792.5	499,175,008	410,800
ZWS	2014-02-21	-0.029	-0.002	1,588,665	98,014,552	0.466	0.495	2.53	2,828.699951	504,212,512	320,500
ZWS	2014-02-28	-0.086	-0.057	1,588,665	98,016,008	0.466	0.552	3.039	2,939.5	509,249,984	348,800
ZWS	2014-03-07	-0.133	-0.048	1,018,525	98,014,280	0.337	0.47	3.973	3,020.800049	514,287,488	426,800
ZWS	2014-03-14	-0.14	-0.007	1,018,525	98,014,088	0.337	0.477	3.554	2,783.600098	519,324,992	409,600
ZWS	2014-03-21	-0.142	-0.002	1,093,299	98,016,224	0.355	0.497	2.684	2,900.300049	524,362,496	288,200
ZWS	2014-03-28	-0.119	0.023	1,093,299	98,016,152	0.356	0.474	2.319	2,791.5	529,400,000	273,000
ZWS	2014-04-04	-0.053	0.066	1,175,527	98,016,728	0.352	0.406	2.815	2,812.100098	534,437,504	293,000
ZWS	2014-04-11	-0.054	-0.001	1,175,527	98,014,240	0.352	0.406	2.236	2,616	539,475,008	304,000
ZWS	2014-04-18	-0.098	-0.044	1,229,543	98,015,816	0.359	0.457	3.303	2,726.800049	544,512,512	194,000
ZWS	2014-04-25	-0.097	0.001	1,229,543	98,016,584	0.358	0.455	3.604	2,599.399902	549,550,016	245,800
ZWS	2014-05-02	-0.003	0.094	1,341,879	98,014,600	0.37	0.373	2.323	2,685.600098	554,587,520	228,000
ZWS	2014-05-09	-0.064	-0.061	1,341,879	98,016,584	0.369	0.434	1.994	2,599.399902	559,625,024	302,200
ZWS	2014-05-16	-0.062	0.003	1,334,727.875	98,015,576	0.363	0.424	3.38	2,642.5	564,662,528	202,600
ZWS	2014-05-23	-0.106	-0.044	1,334,727.875	101,217,896	0.355	0.46	2.436	2,759.199951	569,699,968	461,600
ZWS	2014-05-30	-0.26	-0.154	1,238,785	101,216,272	0.33	0.59	3.734	2,588.100098	564,254,528	2,921,999.75
ZWS	2014-06-06	-0.283	-0.023	1,238,785	101,214,992	0.329	0.612	3.666	2,890.699951	558,809,088	1,519,200
ZWS	2014-06-13	-0.304	-0.021	1,238,785	101,218,312	0.33	0.634	4.897	2,874.600098	553,363,648	805,200
ZWS	2014-06-20	-0.249	0.055	1,331,476	101,216,016	0.347	0.596	2.644	2,904.899902	547,918,208	798,000
ZWS	2014-06-27	-0.28	-0.031	1,331,476	101,217,888	0.347	0.626	3.594	2,875.600098	542,472,704	1,500,800
ZWS	2014-07-04	-0.286	-0.006	1,169,510	101,216,640	0.315	0.601	3.153	2,920.100098	537,027,264	747,250
ZWS	2014-07-11	-0.262	0.023	1,169,510	101,216,264	0.315	0.577	3.382	2,962.600098	531,581,824	701,200
ZWS	2014-07-18	-0.273	-0.011	1,143,801	101,215,240	0.307	0.581	3.822	2,948.399902	526,136,352	673,200
ZWS	2014-07-25	-0.229	0.045	1,143,801	101,217,456	0.307	0.536	1.879	2,876.600098	520,690,912	369,000
ZWS	2014-08-01	-0.028	0.201	2,283,602	101,215,552	0.493	0.52	1.497	2,681.199951	515,245,440	499,000
ZWS	2014-08-08	-0.1	-0.072	2,283,602	101,351,064	0.494	0.593	1.411	2,783.100098	509,800,000	897,200
ZWS	2014-08-15	-0.015	0.085	2,247,633	101,352,944	0.485	0.5	1.914	2,756.800049	511,961,536	818,000
ZWS	2014-08-22	-0.071	-0.056	2,247,633	101,353,128	0.485	0.556	1.606	2,936.199951	514,123,072	925,800
ZWS	2014-08-29	-0.076	-0.004	2,247,633	101,352,272	0.485	0.561	1.392	2,960.5	516,284,608	500,000
ZWS	2014-09-05	-0.11	-0.034	2,102,752	101,353,000	0.468	0.579	1.411	2,988.899902	518,446,144	998,250
ZWS	2014-09-12	-0.089	0.021	2,102,752	101,349,968	0.468	0.558	1.114	2,965.5	520,607,680	469,400
ZWS	2014-09-19	-0.077	0.012	2,113,642	101,350,168	0.469	0.546	1.476	3,010.100098	522,769,216	621,200
ZWS	2014-09-26	-0.074	0.003	2,113,642	101,351,448	0.468	0.542	1.939	2,872.300049	524,930,784	825,000
ZWS	2014-10-03	-0.05	0.024	2,459,194	101,351,248	0.498	0.549	1.45	2,865.199951	527,092,320	682,200
ZWS	2014-10-10	-0.075	-0.024	2,459,194	101,352,496	0.498	0.573	1.512	2,645.300049	529,253,856	996,400
ZWS	2014-10-17	-0.081	-0.006	2,815,595	101,353,072	0.518	0.599	1.066	2,704.100098	531,415,392	969,000
ZWS	2014-10-24	-0.05	0.031	2,815,595	101,351,736	0.518	0.568	1.089	2,789.199951	533,576,928	438,200
ZWS	2014-10-31	0.033	0.083	3,685,525	101,350,248	0.593	0.56	1.084	2,994.899902	535,738,464	552,800
ZWS	2014-11-07	0.039	0.006	3,685,525	101,694,072	0.592	0.553	0.845	2,845.399902	537,900,032	704,200
ZWS	2014-11-14	0.01	-0.029	3,685,525	101,691,616	0.593	0.583	0.985	2,717.199951	535,530,784	1,743,800.125
ZWS	2014-11-21	0.057	0.047	4,052,989	101,693,280	0.627	0.57	0.87	2,738.600098	533,161,536	1,074,000
ZWS	2014-11-28	0.051	-0.006	4,052,989	101,691,472	0.627	0.576	0.817	2,801.600098	530,792,320	840,499.9375
ZWS	2014-12-05	0.019	-0.032	3,371,802	101,693,456	0.587	0.569	1.044	2,846.399902	528,423,072	705,600
ZWS	2014-12-12	-0.005	-0.023	3,371,802	101,691,824	0.587	0.592	0.858	2,626.699951	526,053,856	519,800
ZWS	2014-12-19	0.022	0.027	3,155,966	101,693,136	0.571	0.549	1.133	2,816.899902	523,684,608	515,400
ZWS	2014-12-26	0.09	0.069	3,155,966	101,691,384	0.571	0.481	1.172	2,879.899902	521,315,392	256,250
ZWS	2015-01-02	0.096	0.006	3,245,521	101,692,920	0.585	0.489	0.994	2,841.300049	518,946,112	417,500
ZWS	2015-01-09	0.064	-0.032	3,245,521	101,692,312	0.584	0.52	0.908	2,710.100098	516,576,928	487,800
ZWS	2015-01-16	0.052	-0.011	2,804,206	101,694,056	0.563	0.51	0.999	2,599.300049	514,207,680	557,000
ZWS	2015-01-23	0.031	-0.022	2,804,206	101,692,008	0.563	0.532	1.511	2,608.399902	511,838,464	596,499.9375
ZWS	2015-01-30	0.013	-0.018	2,842,404	101,692,936	0.558	0.545	1.467	2,516.899902	509,469,216	596,200
ZWS	2015-02-06	-0.041	-0.054	2,842,404	101,708,600	0.559	0.6	1.741	2,708.5	507,100,000	1,116,000
ZWS	2015-02-13	-0.034	0.007	2,842,404	101,709,160	0.559	0.593	1.366	2,832.600098	506,320,000	739,600
ZWS	2015-02-20	0.018	0.052	3,013,875	101,708,280	0.57	0.552	1.117	2,810.199951	505,540,000	437,750.03125
ZWS	2015-02-27	-0.012	-0.031	3,013,875	101,708,384	0.571	0.584	2.177	2,804.100098	504,760,000	734,200
ZWS	2015-03-06	0.092	0.104	3,264,127	101,710,720	0.589	0.497	1.241	2,770.600098	503,980,000	651,000
ZWS	2015-03-13	0.04	-0.051	3,264,127	101,709,824	0.589	0.548	0.92	2,670.899902	503,200,000	645,800

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