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	2018-04-13	0.04	0.046	3,380,261	103,979,512	0.564	0.523	1.099	3,148.5	547,566,656	512,800
ZWS	2018-04-20	0.034	-0.006	3,380,261	103,977,576	0.564	0.53	1.14	3,152.600098	553,093,312	890,400
ZWS	2018-04-27	0.013	-0.02	3,380,261	103,980,136	0.564	0.551	1.134	2,931.199951	558,620,032	626,200
ZWS	2018-05-04	0.018	0.005	3,747,932	103,977,480	0.591	0.573	0.952	2,862.5	564,146,688	731,200
ZWS	2018-05-11	0.045	0.027	3,747,932	103,977,936	0.594	0.549	1.142	3,016.399902	569,673,344	703,200
ZWS	2018-05-18	-0.021	-0.066	3,121,549	104,200,072	0.551	0.572	1.115	3,041.600098	575,200,000	929,400
ZWS	2018-05-25	0.012	0.033	3,121,549	104,202,696	0.551	0.54	1.032	3,012.5	568,690,880	455,400
ZWS	2018-06-01	0.056	0.044	3,701,627	104,199,528	0.593	0.537	1.43	3,091.600098	562,181,824	612,750
ZWS	2018-06-08	0.049	-0.007	3,701,627	104,202,096	0.593	0.544	1.126	3,186.5	555,672,704	554,200
ZWS	2018-06-15	0.058	0.009	3,440,145	104,202,216	0.581	0.522	1.612	3,102.100098	549,163,648	631,200
ZWS	2018-06-22	0.042	-0.016	3,440,145	104,199,808	0.581	0.538	0.171	3,170.800049	542,654,528	588,000
ZWS	2018-06-29	0.046	0.003	3,440,145	104,201,664	0.58	0.535	1.109	3,028.100098	536,145,440	571,200
ZWS	2018-07-06	0.049	0.003	3,954,469	104,200,280	0.599	0.549	0.759	2,996.800049	529,636,352	592,250
ZWS	2018-07-13	0.05	0	3,954,469	104,201,456	0.599	0.549	1.111	3,020.800049	523,127,264	605,800
ZWS	2018-07-20	0.058	0.009	3,815,541	104,202,216	0.582	0.523	0.664	3,102.100098	516,618,176	537,000
ZWS	2018-07-27	0.049	-0.009	3,815,541	104,202,320	0.582	0.533	1.222	3,141.699951	510,109,088	661,400
ZWS	2018-08-03	0.04	-0.009	3,970,419	104,457,224	0.593	0.553	1.068	3,088.800049	503,600,000	893,000
ZWS	2018-08-10	0.083	0.043	3,970,419	104,458,744	0.595	0.512	1.306	3,001.100098	505,230,784	470,400
ZWS	2018-08-17	0.058	-0.025	3,602,194	104,458,336	0.578	0.521	1.125	3,008.399902	506,861,536	546,000
ZWS	2018-08-24	0.053	-0.005	3,602,194	104,456,440	0.578	0.525	0.644	2,997.899902	508,492,320	393,800
ZWS	2018-08-31	0.069	0.016	2,948,200	104,457,448	0.533	0.465	1.25	3,032.399902	510,123,072	288,000
ZWS	2018-09-07	0.007	-0.062	2,948,200	104,456,784	0.533	0.526	1.638	3,009.399902	511,753,856	345,750.03125
ZWS	2018-09-14	0.051	0.044	2,948,200	104,458,496	0.534	0.483	0.859	3,221.5	513,384,608	562,600
ZWS	2018-09-21	-0.001	-0.052	3,278,754	104,457,000	0.56	0.561	1.402	3,328	515,015,392	1,072,400
ZWS	2018-09-28	-0.009	-0.008	3,278,754	104,457,792	0.56	0.569	0.89	3,217.300049	516,646,144	408,200
ZWS	2018-10-05	-0	0.009	3,301,351	104,457,832	0.556	0.556	1.494	3,294.600098	518,276,928	698,400
ZWS	2018-10-12	-0.056	-0.055	3,301,351	104,456,320	0.556	0.612	1.052	2,833.899902	519,907,680	777,800
ZWS	2018-10-19	-0.02	0.036	3,339,447	104,457,368	0.555	0.575	0.91	2,695	521,538,464	771,200
ZWS	2018-10-26	-0.052	-0.032	3,339,447	104,457,136	0.555	0.607	1.38	2,559.199951	523,169,216	832,400
ZWS	2018-11-02	-0.053	-0.001	3,735,164	104,661,016	0.578	0.631	1.002	2,964	524,800,000	1,288,199.875
ZWS	2018-11-09	-0.035	0.019	3,735,164	104,662,536	0.58	0.615	0.842	3,039.399902	521,738,464	634,400
ZWS	2018-11-16	0.084	0.119	4,097,087	104,662,064	0.602	0.518	0.785	3,035.199951	518,676,928	373,600
ZWS	2018-11-23	0.046	-0.038	4,097,087	104,661,792	0.602	0.556	0.687	2,862.5	515,615,392	307,500
ZWS	2018-11-30	0.113	0.067	4,120,326	104,662,664	0.605	0.492	0.718	2,963	512,553,856	413,000
ZWS	2018-12-07	0.067	-0.046	4,120,326	104,664,320	0.605	0.538	0.605	2,681.5	509,492,320	472,000
ZWS	2018-12-14	0.087	0.02	4,120,326	104,663,008	0.605	0.519	0.765	2,671	506,430,784	724,600
ZWS	2018-12-21	0.041	-0.046	4,091,713	104,661,928	0.604	0.563	0.72	2,352.800049	503,369,216	743,200
ZWS	2018-12-28	0.016	-0.026	4,091,713	104,663,448	0.603	0.588	0.884	2,379	500,307,680	482,750.03125
ZWS	2019-01-04	0.09	0.074	4,390,137	104,660,584	0.622	0.532	0.839	2,405.100098	497,246,144	700,250
ZWS	2019-01-11	0.029	-0.061	4,390,137	104,661,768	0.622	0.593	0.845	2,568.399902	494,184,608	772,800
ZWS	2019-01-18	0.062	0.032	4,497,116	104,661,384	0.619	0.558	1.167	2,642.699951	491,123,072	408,600
ZWS	2019-01-25	0.034	-0.028	4,497,116	104,660,736	0.62	0.586	0.947	2,591.399902	488,061,536	802,499.9375
ZWS	2019-02-01	0.144	0.11	4,779,901	104,772,384	0.629	0.485	0.868	2,761.800049	485,000,000	908,200
ZWS	2019-02-08	0.122	-0.022	4,779,901	104,768,880	0.629	0.507	0.997	2,719.800049	488,500,000	421,200
ZWS	2019-02-15	0.158	0.036	5,097,847	104,771,432	0.649	0.491	0.521	2,933.600098	492,000,000	771,400
ZWS	2019-02-22	0.118	-0.04	5,097,847	104,770,448	0.649	0.531	0.488	2,921	495,500,000	480,249.96875
ZWS	2019-03-01	0.161	0.043	5,097,847	104,771,376	0.651	0.489	0.693	2,841.399902	499,000,000	448,200
ZWS	2019-03-08	0.124	-0.038	5,025,321	104,772,296	0.644	0.521	0.707	2,737.699951	502,500,000	531,600
ZWS	2019-03-15	0.162	0.039	5,024,608.5	104,771,216	0.645	0.482	0.739	2,839.300049	506,000,000	662,800
ZWS	2019-03-22	0.122	-0.04	5,024,608.5	104,770,648	0.645	0.523	0.578	2,626.600098	509,500,000	606,600
ZWS	2019-03-29	0.117	-0.005	5,024,608.5	104,769,288	0.646	0.529	0.668	2,633.899902	513,000,000	1,357,600
ZWS	2019-04-05	0.117	0.001	5,199,998	104,771,608	0.65	0.533	0.602	2,775.399902	516,500,000	875,200
ZWS	2019-04-12	0.093	-0.025	5,199,998	104,770,472	0.649	0.557	0.838	2,852.899902	520,000,000	882,400
ZWS	2019-04-19	0.147	0.054	5,231,204	104,771,592	0.657	0.51	0.766	2,935.699951	523,500,000	530,250
ZWS	2019-04-26	0.093	-0.054	5,231,204	104,771,856	0.656	0.563	0.684	3,008	527,000,000	620,400
ZWS	2019-05-03	0.137	0.044	5,124,756	104,771,088	0.652	0.515	0.552	3,043.600098	530,500,000	559,800
ZWS	2019-05-10	0.122	-0.015	5,124,756	104,769,712	0.653	0.531	0.649	3,002.699951	534,000,000	887,600
ZWS	2019-05-17	0.191	0.068	5,309,263	104,867,896	0.66	0.469	0.599	2,897.5	537,500,032	577,600
ZWS	2019-05-24	0.144	-0.047	5,309,263	104,865,272	0.66	0.516	0.654	2,802	534,845,472	465,800
ZWS	2019-05-31	0.156	0.012	5,484,468	104,865,072	0.664	0.508	0.813	2,759	532,190,912	797,500.0625
ZWS	2019-06-07	0.121	-0.035	5,484,468	104,866,592	0.664	0.543	0.674	2,947.800049	529,536,352	700,000
ZWS	2019-06-14	0.184	0.063	5,484,468	104,865,152	0.665	0.481	0.574	2,993.899902	526,881,824	446,400
ZWS	2019-06-21	0.14	-0.044	5,423,468	104,866,624	0.657	0.517	0.738	3,066.300049	524,227,264	521,200
ZWS	2019-06-28	0.124	-0.016	5,423,468	104,867,648	0.657	0.533	0.583	3,169.100098	521,572,736	596,000
ZWS	2019-07-05	0.205	0.081	6,199,286	104,867,664	0.683	0.478	0.69	3,130.300049	518,918,176	487,500
ZWS	2019-07-12	0.177	-0.027	6,199,286	104,866,360	0.684	0.506	0.604	3,021.199951	516,263,648	450,400
ZWS	2019-07-19	0.204	0.027	6,420,273	104,865,432	0.686	0.481	0.653	2,961.399902	513,609,088	450,800
ZWS	2019-07-26	0.184	-0.021	6,420,273	104,866,800	0.687	0.503	0.559	3,070.5	510,954,560	564,600
ZWS	2019-08-02	0.165	-0.018	6,336,560	105,863,160	0.682	0.517	0.637	3,017.100098	508,300,000	862,600
ZWS	2019-08-09	0.149	-0.017	6,336,560	105,864,552	0.684	0.536	0.628	2,938.800049	509,300,000	742,600
ZWS	2019-08-16	0.143	-0.005	6,091,291	105,864,976	0.677	0.533	0.641	2,759.899902	510,300,000	614,800
ZWS	2019-08-23	0.166	0.023	6,091,291	105,864,656	0.676	0.51	0.608	2,675.199951	511,300,000	493,400
ZWS	2019-08-30	0.2	0.034	5,680,060	105,863,248	0.658	0.458	0.672	2,771.5	512,300,000	598,800
ZWS	2019-09-06	0.125	-0.076	5,680,060	105,863,344	0.658	0.534	0.719	2,881.600098	513,300,000	1,071,000
ZWS	2019-09-13	0.105	-0.019	5,680,060	105,865,184	0.657	0.552	0.802	3,046.800049	514,300,000	746,200
ZWS	2019-09-20	0.107	0.002	5,094,841	105,864,696	0.63	0.522	0.518	2,926.100098	515,300,000	870,400
ZWS	2019-09-27	0.054	-0.053	5,094,841	105,864,376	0.629	0.575	0.884	2,841.399902	516,300,000	602,800
ZWS	2019-10-04	0.114	0.06	6,231,726	105,864,320	0.677	0.563	0.603	2,762	517,300,000	788,400
ZWS	2019-10-11	0.106	-0.008	6,231,726	105,864,768	0.678	0.572	0.943	2,834	518,300,000	1,008,400
ZWS	2019-10-18	0.145	0.04	6,135,426	105,865,200	0.671	0.525	0.73	2,906	519,300,000	856,600
ZWS	2019-10-25	0.114	-0.031	6,135,426	105,865,832	0.67	0.556	0.483	3,014	520,300,000	723,000
ZWS	2019-11-01	0.021	-0.093	6,192,151	105,957,896	0.675	0.654	0.788	3,069.600098	521,300,000	2,752,800
ZWS	2019-11-08	0.023	0.002	6,192,151	105,955,240	0.676	0.653	1.106	3,266.600098	519,023,072	1,283,200
ZWS	2019-11-15	0.153	0.13	7,482,754	105,955,976	0.716	0.563	0.621	3,225.300049	516,746,144	780,400
ZWS	2019-11-22	0.134	-0.019	7,482,754	105,955,056	0.717	0.582	0.595	3,206.199951	514,469,184	693,600
ZWS	2019-11-29	0.145	0.011	7,482,754	105,957,584	0.717	0.571	0.426	3,347.199951	512,192,320	967,250
ZWS	2019-12-06	-0.073	-0.218	2,348,499	105,957,720	0.464	0.537	1.835	3,357.800049	509,915,392	648,600
ZWS	2019-12-13	-0.103	-0.03	2,348,499	105,955,192	0.464	0.567	2.977	3,405.399902	507,638,464	818,200
ZWS	2019-12-20	-0.268	-0.164	828,152	105,957,384	0.248	0.516	3.747	3,480.699951	505,361,536	956,800
ZWS	2019-12-27	-0.186	0.082	828,152	105,957,184	0.249	0.434	0.367	3,464.800049	503,084,608	304,000
ZWS	2020-01-03	-0.208	-0.023	1,025,787	105,955,504	0.277	0.485	2.911	3,476.399902	500,807,712	640,750
ZWS	2020-01-10	-0.221	-0.013	1,025,787	105,956,976	0.277	0.498	3.543	3,399.100098	498,530,784	628,000
ZWS	2020-01-17	-0.19	0.032	1,148,423	105,957,632	0.292	0.481	4.454	3,551.699951	496,253,856	669,000
ZWS	2020-01-24	-0.186	0.003	1,148,423	105,955,992	0.292	0.478	3.14	3,419.199951	493,976,896	735,500.0625
ZWS	2020-01-31	-0.24	-0.053	1,141,941	121,810,104	0.272	0.512	3.936	3,977.100098	491,700,000	1,085,400.125
ZWS	2020-02-07	-0.219	0.021	1,141,941	121,809,840	0.273	0.492	2.945	4,112.299805	495,386,656	897,000
ZWS	2020-02-14	-0.186	0.033	1,141,941	121,807,880	0.273	0.458	2.98	4,298.600098	499,073,344	611,200
ZWS	2020-02-21	-0.131	0.055	1,510,352	121,808,632	0.322	0.453	2.87	4,290.100098	502,760,000	577,500.0625
ZWS	2020-02-28	-0.166	-0.035	1,510,352	121,810,696	0.323	0.488	2.334	3,552	506,446,656	1,023,800
ZWS	2020-03-06	-0.171	-0.005	1,609,926	121,810,032	0.339	0.51	2.707	3,398.5	510,133,344	1,112,199.875

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