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
ZION	2005-10-21	0.016	0.012	3,098,073	90,077,904	0.669	0.653	3.323	6,359.5	436,625,312	576,400
ZION	2005-10-28	0.015	-0.001	3,098,073	90,077,984	0.669	0.655	2.961	6,583.799805	437,681,536	440,600
ZION	2005-11-04	0.067	0.052	3,613,916	90,078,616	0.686	0.619	2.406	6,646	438,737,760	411,400
ZION	2005-11-11	0.055	-0.012	3,613,916	90,133,288	0.689	0.633	1.334	6,762.700195	439,793,984	348,200
ZION	2005-11-18	0.066	0.011	3,613,916	90,133,384	0.69	0.623	2.173	6,824.899902	442,180,384	399,800
ZION	2005-11-25	0.066	-0.001	3,613,916	90,133,048	0.69	0.624	4.997	6,909.600098	444,566,784	350,750.03125
ZION	2005-12-02	0.125	0.059	3,634,479	90,133,160	0.692	0.567	1.869	6,836.600098	446,953,152	1,157,400.125
ZION	2005-12-09	0.041	-0.084	3,634,479	90,133,648	0.691	0.65	2.821	6,743.799805	449,339,552	673,800
ZION	2005-12-16	0.043	0.002	3,634,479	90,133,160	0.692	0.649	2.124	6,836.600098	451,725,952	794,800
ZION	2005-12-23	0.033	-0.01	3,634,479	90,133,304	0.692	0.658	3.792	6,897	454,112,320	508,600
ZION	2005-12-30	-0.023	-0.056	2,356,840	90,133,680	0.587	0.61	3.162	6,810.5	456,498,720	297,249.96875
ZION	2006-01-06	0.001	0.024	2,356,840	90,133,712	0.587	0.586	2.86	7,078.200195	458,885,088	567,000
ZION	2006-01-13	0.002	0.002	2,356,840	90,133,696	0.586	0.584	3.004	6,943.899902	461,271,488	461,800
ZION	2006-01-20	-0.013	-0.015	2,356,840	90,133,384	0.586	0.599	3.755	6,824.899902	463,657,888	406,000
ZION	2006-01-27	-0.02	-0.007	2,356,840	90,133,680	0.586	0.606	3.653	7,214.299805	466,044,288	989,200
ZION	2006-02-03	-0.055	-0.035	1,983,197	90,133,976	0.535	0.59	7.582	7,131.399902	468,430,656	688,600
ZION	2006-02-10	-0.082	-0.027	1,983,197	90,133,752	0.535	0.617	4.443	7,210.700195	470,817,056	444,800
ZION	2006-02-17	-0.089	-0.007	1,983,197	90,133,536	0.535	0.624	4.501	7,222.399902	473,203,456	553,600
ZION	2006-02-24	-0.077	0.012	1,983,197	90,133,784	0.535	0.613	5.107	7,546	475,589,824	530,500
ZION	2006-03-03	-0.052	0.025	1,852,728.125	90,134,000	0.521	0.573	2.7	7,399.100098	477,976,224	484,400
ZION	2006-03-10	-0.087	-0.035	1,852,728.125	90,133,976	0.522	0.608	5.679	7,467.600098	480,362,624	637,000
ZION	2006-03-17	-0.084	0.002	1,852,728.125	105,876,064	0.485	0.57	3.697	9,003.700195	482,748,992	447,200
ZION	2006-03-24	-0.089	-0.004	1,852,728.125	105,876,352	0.485	0.574	6.234	8,819.5	489,688,640	367,000
ZION	2006-03-31	-0.092	-0.004	1,870,426	105,875,736	0.477	0.569	5.623	8,759.099609	496,628,256	549,800
ZION	2006-04-07	-0.105	-0.012	1,870,426	105,876,200	0.477	0.581	6.911	8,706.200195	503,567,872	424,800
ZION	2006-04-14	-0.079	0.026	1,870,426	105,876,176	0.477	0.556	4.547	8,567.5	510,507,488	387,000
ZION	2006-04-21	-0.094	-0.015	1,870,426	105,876,512	0.477	0.571	2.758	8,624.700195	517,447,136	507,400
ZION	2006-04-28	-0.13	-0.036	1,586,742	105,876,200	0.438	0.568	4.58	8,790.900391	524,386,752	543,600
ZION	2006-05-05	-0.125	0.005	1,586,742	105,876,520	0.438	0.563	7.646	8,642.700195	531,326,368	509,000
ZION	2006-05-12	-0.113	0.012	1,586,742	106,110,632	0.438	0.551	5.485	8,517.5	538,265,984	369,200
ZION	2006-05-19	-0.121	-0.008	1,586,742	106,110,984	0.439	0.56	4.475	8,567.400391	539,712,000	570,800
ZION	2006-05-26	-0.135	-0.014	1,586,742	106,111,736	0.439	0.574	3.923	8,623.700195	541,158,016	444,000
ZION	2006-06-02	-0.142	-0.006	1,496,573	106,110,712	0.423	0.565	7.253	8,798.700195	542,604,032	459,750.03125
ZION	2006-06-09	-0.157	-0.015	1,496,573	106,110,920	0.423	0.58	6.658	8,821	544,049,984	574,000
ZION	2006-06-16	-0.13	0.027	1,496,573	106,110,832	0.424	0.554	6.514	8,520.700195	545,496,000	869,600
ZION	2006-06-23	-0.162	-0.031	1,496,573	106,111,112	0.424	0.586	5.254	8,155.700195	546,942,016	872,600
ZION	2006-06-30	-0.143	0.019	1,735,932	106,111,104	0.433	0.576	6.407	8,270.299805	548,387,968	703,200
ZION	2006-07-07	-0.113	0.03	1,735,932	106,111,400	0.433	0.546	6.104	8,096.299805	549,833,984	346,500
ZION	2006-07-14	-0.147	-0.034	1,735,932	106,110,968	0.433	0.58	4.066	8,051.700195	551,280,000	514,800
ZION	2006-07-21	-0.174	-0.028	1,735,932	106,111,248	0.434	0.608	5.103	8,775.400391	552,726,016	999,400
ZION	2006-07-28	-0.145	0.029	1,735,932	106,111,176	0.434	0.579	3.321	8,838	554,172,032	605,400
ZION	2006-08-04	-0.129	0.016	1,918,786	106,110,768	0.441	0.57	3.992	8,812.5	555,617,984	459,600
ZION	2006-08-11	-0.105	0.024	1,918,786	106,677,344	0.44	0.545	5.23	8,655.799805	557,064,000	332,600
ZION	2006-08-18	-0.12	-0.015	1,918,786	106,677,272	0.44	0.56	4.879	8,719.799805	558,634,240	389,400
ZION	2006-08-25	-0.11	0.01	1,918,786	106,677,648	0.44	0.55	2.729	8,412.599609	560,204,480	356,800
ZION	2006-09-01	-0.152	-0.043	1,334,807	106,676,800	0.391	0.543	9.792	8,423.200195	561,774,720	444,200
ZION	2006-09-08	-0.167	-0.015	1,334,807	106,677,864	0.391	0.558	8.942	8,262.200195	563,344,896	468,249.96875
ZION	2006-09-15	-0.164	0.003	1,334,807	106,677,816	0.391	0.555	7.222	8,284.599609	564,915,136	535,800
ZION	2006-09-22	-0.178	-0.014	1,334,807	106,677,792	0.391	0.569	9.655	8,307	566,485,376	557,200
ZION	2006-09-29	-0.171	0.007	1,334,807	106,677,120	0.391	0.563	6.815	8,513.900391	568,055,616	619,000
ZION	2006-10-06	-0.158	0.013	1,686,183	106,676,752	0.424	0.582	6.69	8,464.799805	569,625,856	479,200
ZION	2006-10-13	-0.152	0.005	1,686,183	106,677,016	0.424	0.577	9.68	8,593.900391	571,196,096	526,800
ZION	2006-10-20	-0.147	0.005	1,686,183	106,676,944	0.424	0.571	3.279	8,645.099609	572,766,336	645,400
ZION	2006-10-27	-0.139	0.009	1,686,183	106,677,072	0.424	0.562	2.923	8,542.700195	574,336,512	499,000
ZION	2006-11-03	-0.109	0.029	2,186,968	106,677,800	0.465	0.574	2.551	8,300.599609	575,906,752	478,600
ZION	2006-11-10	-0.082	0.027	2,186,968	106,925,976	0.464	0.546	3.931	8,494.200195	577,476,992	297,800
ZION	2006-11-17	-0.096	-0.014	2,186,968	106,925,792	0.466	0.561	3.539	8,486.700195	577,150,016	329,200
ZION	2006-11-24	-0.062	0.034	2,186,968	106,925,504	0.465	0.527	5.596	8,468.5	576,822,976	202,750
ZION	2006-12-01	-0.061	0.001	2,187,709	106,926,536	0.482	0.544	4.874	8,339.200195	576,496,000	478,400
ZION	2006-12-08	-0.06	0.002	2,187,709	106,925,904	0.481	0.541	4.273	8,441.799805	576,169,024	306,600
ZION	2006-12-15	-0.048	0.012	2,187,709	106,925,904	0.481	0.529	3.278	8,744.400391	575,841,984	534,800
ZION	2006-12-22	-0.1	-0.052	2,187,709	106,926,456	0.481	0.581	4.12	8,739.099609	575,515,008	494,000
ZION	2006-12-29	0.005	0.105	2,187,709	106,926,256	0.482	0.476	4.293	8,815	575,187,968	365,500
ZION	2007-01-05	-0.102	-0.107	1,841,260	106,926,408	0.449	0.552	3.333	8,878.099609	574,860,992	700,666.6875
ZION	2007-01-12	-0.119	-0.016	1,841,260	106,926,128	0.449	0.568	4.967	8,901.599609	574,534,016	718,400
ZION	2007-01-19	-0.12	-0.001	1,841,260	106,926,512	0.45	0.57	6.627	8,847.099609	574,206,976	373,249.96875
ZION	2007-01-26	-0.147	-0.027	1,841,260	106,926,272	0.45	0.596	5.446	9,034.200195	573,880,000	500,400
ZION	2007-02-02	-0.078	0.069	1,748,408.125	106,926,408	0.442	0.519	3.002	9,139	573,553,024	437,000
ZION	2007-02-09	-0.124	-0.047	1,748,408.125	106,926,232	0.442	0.566	3.738	9,145.400391	573,225,984	412,400
ZION	2007-02-16	-0.122	0.003	1,748,408.125	106,925,544	0.442	0.564	11.432	9,362.400391	572,899,008	550,800
ZION	2007-02-23	-0.157	-0.036	1,748,408.125	106,925,536	0.442	0.599	5.341	9,348.5	572,572,032	406,500
ZION	2007-03-02	-0.16	-0.002	1,702,537	109,997,640	0.425	0.584	6.276	9,343.200195	572,244,992	620,800
ZION	2007-03-09	-0.186	-0.026	1,702,537	109,997,672	0.425	0.611	5.296	9,440	574,359,104	591,000
ZION	2007-03-16	-0.141	0.045	1,702,537	109,997,624	0.425	0.566	6.024	9,258.5	576,473,216	922,600
ZION	2007-03-23	-0.195	-0.054	1,702,537	109,997,680	0.426	0.621	5.021	9,495	578,587,328	484,800
ZION	2007-03-30	-0.156	0.039	1,887,020	109,997,632	0.427	0.583	4.704	9,297	580,701,376	480,800
ZION	2007-04-06	-0.18	-0.024	1,887,020	109,997,584	0.429	0.609	4.747	9,115.5	582,815,488	655,250
ZION	2007-04-13	-0.179	0	1,887,020	109,997,624	0.428	0.608	2.861	9,235.400391	584,929,600	477,000
ZION	2007-04-20	-0.186	-0.007	1,887,020	109,997,544	0.428	0.614	4.76	8,959.299805	587,043,712	998,200
ZION	2007-04-27	-0.098	0.088	1,887,020	109,997,584	0.428	0.526	4.145	9,107.799805	589,157,824	1,032,600
ZION	2007-05-04	-0.219	-0.122	1,690,316	109,997,600	0.407	0.626	4.759	9,157.299805	591,271,872	840,800
ZION	2007-05-11	-0.227	-0.008	1,690,316	108,100,296	0.41	0.638	4.703	8,859.900391	593,385,984	587,600
ZION	2007-05-18	-0.2	0.027	1,690,316	108,099,672	0.412	0.612	4.561	8,828.5	593,350,528	643,600
ZION	2007-05-25	-0.183	0.017	1,690,316	108,100,112	0.412	0.595	7.793	8,659.900391	593,315,072	629,800
ZION	2007-06-01	-0.147	0.036	1,914,584.125	108,100,184	0.421	0.568	4.764	8,848	593,279,616	828,499.9375
ZION	2007-06-08	-0.204	-0.058	1,914,584.125	108,099,688	0.421	0.626	4.136	8,675	593,244,224	834,200
ZION	2007-06-15	-0.192	0.013	1,914,584.125	108,099,728	0.421	0.613	4.662	8,692.299805	593,208,704	868,800
ZION	2007-06-22	-0.214	-0.022	1,914,584.125	108,099,720	0.421	0.635	4.701	8,498.799805	593,173,248	649,400
ZION	2007-06-29	-0.191	0.023	1,914,584.125	108,100,376	0.422	0.613	4.287	8,314	593,137,792	830,800
ZION	2007-07-06	-0.168	0.024	2,084,550	108,099,640	0.429	0.596	4.38	8,418.799805	593,102,336	356,000
ZION	2007-07-13	-0.201	-0.033	2,084,550	108,100,472	0.429	0.63	3.649	8,456.700195	593,066,816	570,000
ZION	2007-07-20	-0.196	0.004	2,084,550	108,100,536	0.429	0.625	4.993	8,559.400391	593,031,360	814,400
ZION	2007-07-27	-0.237	-0.04	2,084,550	108,099,952	0.428	0.664	4.317	8,090.200195	592,995,904	956,400
ZION	2007-08-03	-0.181	0.056	2,872,331	108,099,328	0.466	0.647	2.954	7,791.799805	592,960,448	1,094,400
ZION	2007-08-10	-0.194	-0.012	2,872,331	107,577,432	0.468	0.662	3.234	8,024.200195	592,924,992	1,171,600
ZION	2007-08-17	-0.216	-0.022	2,872,331	107,578,352	0.469	0.684	3.298	7,929.600098	590,938,944	1,588,400
ZION	2007-08-24	-0.216	0	2,872,331	107,577,936	0.469	0.685	2.597	7,937.100098	588,952,832	882,600
ZION	2007-08-31	-0.064	0.152	3,014,329	107,577,904	0.49	0.554	3.257	7,595	586,966,784	895,000
ZION	2007-09-07	-0.17	-0.106	3,014,329	107,577,872	0.49	0.66	3.071	7,563.799805	584,980,672	949,250
ZION	2007-09-14	-0.199	-0.029	3,014,329	107,578,192	0.49	0.688	2.207	7,600.399902	582,994,624	1,200,199.875

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