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
ZG	2011-11-25	-0.224	-0.032	686,113	82,680,296	0.296	0.521	10.139	582.400024	19,204,176	976,225
ZG	2011-12-02	-0.254	-0.029	693,237	82,686,432	0.295	0.549	7.318	568.799988	19,253,236	578,120
ZG	2011-12-09	-0.25	0.003	693,237	82,677,368	0.295	0.545	9.71	638.599976	19,302,294	428,400
ZG	2011-12-16	-0.233	0.017	737,979	82,683,200	0.297	0.53	12.539	593.5	19,351,352	285,480
ZG	2011-12-23	-0.196	0.037	737,979	82,686,904	0.296	0.493	5.757	588.400024	19,400,412	189,440
ZG	2011-12-30	-0.18	0.016	736,141	82,681,880	0.305	0.485	12.014	579.599976	19,449,470	218,500
ZG	2012-01-06	-0.187	-0.007	736,141	82,683,728	0.305	0.492	7.668	594	19,498,530	301,950.03125
ZG	2012-01-13	-0.179	0.008	736,141	82,686,224	0.305	0.484	6.707	704.900024	19,547,588	606,899.9375
ZG	2012-01-20	-0.191	-0.012	735,239	82,686,328	0.312	0.504	9.725	717.799988	19,596,648	835,125
ZG	2012-01-27	-0.249	-0.057	735,239	82,681,384	0.312	0.561	7.332	756.700012	19,645,706	621,640
ZG	2012-02-03	-0.271	-0.022	786,907	82,678,984	0.314	0.585	11.951	823.400024	19,694,764	820,680
ZG	2012-02-10	-0.261	0.01	786,907	82,684,536	0.314	0.575	12.933	839	19,743,824	532,500
ZG	2012-02-17	-0.293	-0.032	630,977	82,686,656	0.296	0.589	9.844	843.900024	19,792,882	1,530,320
ZG	2012-02-24	-0.293	0	630,977	82,680,256	0.297	0.59	16.535	778.599976	19,841,942	1,936,199.875
ZG	2012-03-02	-0.297	-0.004	909,134	85,612,640	0.34	0.637	6.33	818.200012	19,891,000	1,002,760
ZG	2012-03-09	-0.283	0.014	909,134	85,603,784	0.34	0.623	9.19	796.799988	20,217,888	926,320
ZG	2012-03-16	-0.252	0.031	1,031,894	85,603,376	0.359	0.611	3.19	893.099976	20,544,778	1,081,540
ZG	2012-03-23	-0.263	-0.011	1,031,894	85,612,416	0.359	0.622	4.535	888.400024	20,871,666	940,460.0625
ZG	2012-03-30	-0.162	0.101	1,461,875	85,610,024	0.421	0.583	2.282	950.099976	21,198,556	834,300.0625
ZG	2012-04-06	-0.178	-0.017	1,461,875	85,608,024	0.422	0.6	5.31	989.799988	21,525,444	1,954,050
ZG	2012-04-13	-0.213	-0.034	1,461,875	85,610,392	0.421	0.634	5.416	988.799988	21,852,334	1,284,340
ZG	2012-04-20	-0.221	-0.008	1,385,517	85,611,056	0.423	0.644	8.686	935.900024	22,179,222	879,360
ZG	2012-04-27	-0.195	0.026	1,385,517	85,603,432	0.422	0.617	3.22	937.700012	22,506,110	1,063,820
ZG	2012-05-04	-0.09	0.105	1,818,005	85,609,144	0.474	0.564	5.165	1,070.199951	22,833,000	3,499,760.25
ZG	2012-05-11	-0.141	-0.051	1,818,005	85,608,136	0.474	0.616	3.017	1,094.5	23,185,286	2,655,680
ZG	2012-05-18	-0.16	-0.019	1,973,635	85,610,752	0.485	0.646	2.672	980.5	23,537,572	1,648,020
ZG	2012-05-25	-0.157	0.004	1,973,635	85,609,616	0.485	0.642	2.605	1,075	23,889,858	2,256,060
ZG	2012-06-01	-0.012	0.145	3,497,944	85,605,520	0.639	0.651	1.177	978.299988	24,242,142	2,365,900
ZG	2012-06-08	0.006	0.018	3,497,944	85,603,336	0.639	0.633	1.203	903.799988	24,594,428	2,705,240
ZG	2012-06-15	0.034	0.028	4,063,033	85,607,624	0.668	0.634	2.353	917.200012	24,946,714	2,500,000
ZG	2012-06-22	0.026	-0.008	4,063,033	85,607,392	0.668	0.641	1.145	880.900024	25,299,000	1,487,360
ZG	2012-06-29	0.016	-0.01	4,063,033	85,605,176	0.668	0.652	2.169	1,031.199951	25,651,286	1,676,900
ZG	2012-07-06	0.065	0.049	4,991,243	85,605,992	0.711	0.645	1.618	1,061.599976	26,003,572	1,180,600.125
ZG	2012-07-13	0.083	0.018	4,991,243	85,606,584	0.711	0.627	0.881	1,124.099976	26,355,858	1,102,260
ZG	2012-07-20	0.117	0.034	5,476,263	85,605,472	0.729	0.611	1.904	1,101.400024	26,708,142	2,518,280
ZG	2012-07-27	0.102	-0.016	5,476,263	85,611,096	0.729	0.627	0.826	1,043	27,060,428	2,050,119.875
ZG	2012-08-03	0.119	0.017	5,782,471	85,605,176	0.747	0.629	0.712	1,031.199951	27,412,714	2,200,079.75
ZG	2012-08-10	0.074	-0.044	5,782,471	87,908,824	0.742	0.667	1.768	1,064.400024	27,765,000	4,359,940
ZG	2012-08-17	0.029	-0.045	5,773,937	87,905,936	0.745	0.716	1.124	1,020.5	28,084,230	2,274,160.25
ZG	2012-08-24	0.024	-0.006	5,773,937	87,905,208	0.746	0.722	0.873	1,038.599976	28,403,462	1,639,040
ZG	2012-08-31	0.037	0.013	5,998,515	87,907,512	0.758	0.721	0.754	1,140.599976	28,722,692	2,191,980
ZG	2012-09-07	0.077	0.04	5,998,515	87,910,928	0.758	0.681	1.464	1,168.599976	29,041,924	6,781,175
ZG	2012-09-14	0.048	-0.03	5,998,515	87,906,312	0.759	0.711	0.942	1,171	29,361,154	4,192,079.75
ZG	2012-09-21	0.032	-0.015	6,296,547	87,909,904	0.769	0.737	1.865	1,241.199951	29,680,384	3,968,940
ZG	2012-09-28	0.053	0.021	6,296,547	87,910,576	0.769	0.716	1.82	1,156.199951	29,999,616	8,251,480
ZG	2012-10-05	0.039	-0.014	6,613,110	87,905,408	0.778	0.739	1.232	1,040.800049	30,318,846	5,966,060
ZG	2012-10-12	0.03	-0.009	6,613,110	87,905,912	0.778	0.748	0.91	1,001.599976	30,638,076	1,915,860
ZG	2012-10-19	0.051	0.021	7,234,653	87,911,696	0.799	0.748	0.904	1,003.599976	30,957,308	2,266,140
ZG	2012-10-26	0.072	0.022	7,234,653	87,911,424	0.798	0.726	1.276	1,020.299988	31,276,538	1,267,800.125
ZG	2012-11-02	0.065	-0.008	7,631,120	87,907,720	0.808	0.743	0.673	994.5	31,595,770	1,880,233.375
ZG	2012-11-09	0.148	0.083	7,631,120	100,305,424	0.785	0.637	1.326	788.200012	31,915,000	10,473,820
ZG	2012-11-16	0.054	-0.094	7,591,116	100,293,728	0.785	0.731	0.992	751.200012	32,076,466	3,230,820
ZG	2012-11-23	0.095	0.041	7,591,116	100,294,760	0.785	0.69	0.701	816.599976	32,237,934	2,650,800.25
ZG	2012-11-30	0.069	-0.025	7,450,921	100,302,992	0.783	0.714	0.822	860.700012	32,399,400	3,566,980
ZG	2012-12-07	0.069	0	7,450,921	100,301,136	0.783	0.714	1.557	866	32,560,866	2,250,880
ZG	2012-12-14	0.065	-0.004	7,450,921	100,300,736	0.783	0.718	1.146	833.799988	32,722,334	2,684,920
ZG	2012-12-21	0.082	0.017	7,965,943	100,297,992	0.79	0.708	0.561	875.099976	32,883,800	2,509,880
ZG	2012-12-28	0.081	-0.001	7,965,943	100,304,768	0.79	0.709	0.894	855.700012	33,045,266	1,071,250
ZG	2013-01-04	0.124	0.043	9,429,700	100,303,352	0.817	0.693	1.102	925.799988	33,206,734	1,981,700
ZG	2013-01-11	0.107	-0.018	9,429,700	100,297,208	0.816	0.71	1.071	1,012.400024	33,368,200	1,781,479.875
ZG	2013-01-18	0.118	0.011	9,304,058	100,299,376	0.818	0.7	0.829	1,038.599976	33,529,666	912,659.9375
ZG	2013-01-25	0.153	0.035	9,304,058	100,299,376	0.818	0.665	0.67	1,105.599976	33,691,132	2,191,925
ZG	2013-02-01	0.089	-0.064	8,334,883	100,303,368	0.805	0.715	0.841	1,157.199951	33,852,600	1,349,140
ZG	2013-02-08	0.117	0.028	8,334,883	100,303,576	0.805	0.688	0.484	1,123.400024	34,014,068	919,000
ZG	2013-02-15	0.163	0.046	7,708,657	100,299,784	0.794	0.631	1.107	1,405.199951	34,175,532	6,264,820
ZG	2013-02-22	0.056	-0.108	7,708,657	101,816,776	0.793	0.737	0.817	1,305.800049	34,337,000	2,431,100
ZG	2013-03-01	0.07	0.014	7,708,657	101,821,888	0.794	0.724	0.624	1,447.5	34,757,820	2,339,180
ZG	2013-03-08	0.061	-0.009	7,707,139	101,819,824	0.791	0.73	0.934	1,572.199951	35,178,636	2,647,140
ZG	2013-03-15	0.029	-0.031	6,505,029	101,820,408	0.758	0.729	0.838	1,666.800049	35,599,456	2,042,100
ZG	2013-03-22	0.031	0.002	6,505,029	101,817,968	0.759	0.728	0.948	1,758.599976	36,020,272	2,122,980
ZG	2013-03-29	0.059	0.028	6,505,029	101,818,496	0.76	0.701	1.439	1,735.699951	36,441,092	1,827,550
ZG	2013-04-05	0.034	-0.025	6,380,549	101,818,848	0.754	0.72	0.938	1,657	36,861,908	1,555,460
ZG	2013-04-12	0.065	0.031	6,550,138	101,819,272	0.762	0.698	1.357	1,701.400024	37,282,728	1,259,719.875
ZG	2013-04-19	0.069	0.004	6,550,138	101,819,752	0.762	0.693	0.519	1,768.099976	37,703,544	980,960
ZG	2013-04-26	0.093	0.024	6,550,138	101,821,008	0.763	0.669	0.831	1,766.900024	38,124,364	2,298,420
ZG	2013-05-03	0.059	-0.034	5,404,503	101,818,376	0.729	0.67	1.659	1,926.199951	38,545,180	3,176,160
ZG	2013-05-10	0.017	-0.042	5,404,503	103,595,552	0.728	0.711	1.038	1,748.900024	38,966,000	4,489,460
ZG	2013-05-17	-0.037	-0.054	5,061,330	103,593,208	0.712	0.749	1.506	1,885.5	39,577,848	2,744,320
ZG	2013-05-24	-0.035	0.001	5,061,330	103,593,984	0.712	0.747	1.453	1,804.400024	40,189,692	2,651,120.25
ZG	2013-05-31	0.056	0.091	5,087,354	103,593,264	0.716	0.66	1.902	1,813.400024	40,801,540	1,347,375
ZG	2013-06-07	-0.052	-0.107	5,087,354	103,594,488	0.716	0.767	1.153	1,732.099976	41,413,384	1,985,720.125
ZG	2013-06-14	-0.023	0.028	5,087,354	103,594,288	0.717	0.74	1.591	1,714.900024	42,025,232	933,299.9375
ZG	2013-06-21	-0.016	0.007	4,982,248	103,597,968	0.717	0.732	1.033	1,756.400024	42,637,076	1,960,900
ZG	2013-06-28	-0.037	-0.021	4,982,248	103,594,416	0.717	0.754	1.235	1,818.599976	43,248,924	3,644,120
ZG	2013-07-05	-0.02	0.016	5,181,661	103,597,208	0.719	0.74	1.039	1,837.400024	43,860,768	1,158,100
ZG	2013-07-12	-0.068	-0.048	5,181,661	103,595,464	0.72	0.788	0.75	2,077.399902	44,472,616	1,658,680.125
ZG	2013-07-19	-0.04	0.028	5,575,923	103,593,224	0.732	0.772	1.135	2,156.5	45,084,460	1,914,860
ZG	2013-07-26	-0.045	-0.005	5,575,923	103,593,384	0.732	0.777	1.39	2,410.100098	45,696,308	2,049,980
ZG	2013-08-02	-0.01	0.035	6,111,196	103,594,944	0.746	0.756	0.945	2,801	46,308,152	2,341,820
ZG	2013-08-09	0.023	0.033	6,111,196	106,185,680	0.742	0.72	1.016	3,115.699951	46,920,000	5,732,800
ZG	2013-08-16	-0.07	-0.092	5,742,707	106,184,080	0.738	0.808	1.762	3,020.300049	47,411,616	2,326,120
ZG	2013-08-23	-0.009	0.06	5,742,707	106,182,448	0.739	0.748	1.617	2,878.5	47,903,232	8,686,760
ZG	2013-08-30	-0.093	-0.083	5,049,301	106,184,528	0.712	0.804	1.306	3,193.5	48,394,848	4,636,880
ZG	2013-09-06	-0.091	0.001	5,049,301	106,184,104	0.712	0.804	1.557	3,142.199951	48,886,460	4,733,325
ZG	2013-09-13	-0.075	0.017	5,049,301	106,183,112	0.713	0.787	0.893	3,165	49,378,076	3,002,260
ZG	2013-09-20	-0.098	-0.023	4,344,159	106,182,688	0.679	0.777	1.232	3,046.699951	49,869,692	4,685,940
ZG	2013-09-27	-0.11	-0.012	4,344,159	106,184,368	0.679	0.79	2.434	2,912	50,361,308	3,784,540
ZG	2013-10-04	-0.059	0.051	5,336,712	106,183,864	0.716	0.775	1.191	2,749.100098	50,852,924	5,038,580
ZG	2013-10-11	-0.071	-0.012	5,336,712	106,184,288	0.715	0.786	2.059	2,726.600098	51,344,540	4,657,220
ZG	2013-10-18	-0.043	0.027	5,832,531	106,185,448	0.735	0.778	0.994	2,786.199951	51,836,152	3,364,879.75

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