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
ZD	2006-11-24	0.117	-0.034	6,757,372	49,685,532	0.865	0.749	0.207	1,422	46,400,000	250,150
ZD	2006-12-01	0.117	0.001	5,800,869	49,684,408	0.852	0.735	0.258	1,353.900024	46,556,500	431,820
ZD	2006-12-08	0.076	-0.041	5,800,869	49,685,472	0.852	0.776	0.941	1,453.300049	46,713,000	548,780.0625
ZD	2006-12-15	0.116	0.04	5,800,869	49,685,600	0.852	0.736	0.404	1,390.699951	46,869,500	612,179.9375
ZD	2006-12-22	0.084	-0.032	5,800,869	49,686,020	0.851	0.767	0.392	1,360.900024	47,026,000	609,219.9375
ZD	2006-12-29	0.097	0.013	5,800,869	49,684,408	0.852	0.755	0.275	1,353.900024	47,182,500	293,725
ZD	2007-01-05	0.077	-0.02	6,142,188	49,684,360	0.858	0.781	1.232	1,385.199951	47,339,000	659,866.6875
ZD	2007-01-12	0.076	-0.001	6,142,188	49,684,952	0.858	0.782	0.363	1,277.400024	47,495,500	1,468,180
ZD	2007-01-19	0.025	-0.051	6,142,188	49,686,368	0.858	0.833	0.573	1,235.699951	47,652,000	713,925
ZD	2007-01-26	0.026	0.001	6,142,188	49,682,976	0.858	0.832	1.026	1,269.400024	47,808,500	590,940.0625
ZD	2007-02-02	0.077	0.051	6,256,064	49,684,132	0.859	0.782	0.507	1,289.800049	47,965,000	496,820
ZD	2007-02-09	0.048	-0.029	6,256,064	49,683,240	0.859	0.811	0.39	1,239.099976	48,121,500	491,560
ZD	2007-02-16	0.077	0.029	6,256,064	49,685,796	0.859	0.782	0.346	1,186	48,278,000	883,340.0625
ZD	2007-02-23	0.07	-0.007	6,256,064	49,685,664	0.859	0.789	0.441	1,185.5	48,434,500	528,350
ZD	2007-03-02	0.079	0.009	6,397,019	49,683,412	0.854	0.775	0.339	1,177	48,591,000	863,859.9375
ZD	2007-03-09	0.041	-0.039	6,397,019	49,685,044	0.855	0.814	0.444	1,198.900024	48,747,500	555,520
ZD	2007-03-16	0.095	0.055	6,397,019	48,971,328	0.857	0.762	0.418	1,366.300049	48,904,000	1,689,420
ZD	2007-03-23	0.079	-0.016	6,397,019	48,967,944	0.858	0.779	0.777	1,390.199951	49,558,624	418,320
ZD	2007-03-30	0.033	-0.046	5,005,491	48,968,256	0.81	0.776	0.559	1,357.400024	50,213,248	356,680
ZD	2007-04-06	0.086	0.053	5,005,491	48,969,808	0.811	0.725	0.344	1,378.5	50,867,876	379,125
ZD	2007-04-13	0.034	-0.052	5,005,491	48,967,924	0.811	0.777	0.545	1,404.400024	51,522,500	423,700
ZD	2007-04-20	0.056	0.021	5,005,491	48,971,176	0.811	0.756	0.427	1,461.300049	52,177,124	710,000
ZD	2007-04-27	0.08	0.024	5,005,491	48,970,100	0.811	0.731	1.1	1,474	52,831,752	493,200
ZD	2007-05-04	0.031	-0.049	4,679,719	48,969,244	0.799	0.768	0.491	1,449	53,486,376	511,160
ZD	2007-05-11	0.057	0.026	4,679,719	49,365,232	0.798	0.741	0.461	1,547.599976	54,141,000	1,047,740.0625
ZD	2007-05-18	0.06	0.002	4,679,719	49,365,432	0.8	0.74	0.466	1,548.099976	54,128,616	894,979.9375
ZD	2007-05-25	0.034	-0.025	4,679,719	49,366,844	0.8	0.766	0.741	1,551.599976	54,116,232	512,980
ZD	2007-06-01	0.103	0.069	5,178,285	49,366,340	0.806	0.703	1.218	1,675	54,103,848	789,050
ZD	2007-06-08	0.047	-0.056	5,178,285	49,367,360	0.806	0.759	0.405	1,615.300049	54,091,460	628,140.0625
ZD	2007-06-15	0.056	0.008	5,178,285	49,367,356	0.806	0.75	0.839	1,654.300049	54,079,076	527,960
ZD	2007-06-22	0.047	-0.008	5,178,285	49,366,684	0.806	0.759	0.419	1,707.099976	54,066,692	688,019.9375
ZD	2007-06-29	0.073	0.025	5,178,285	49,366,760	0.806	0.734	1.505	1,722.900024	54,054,308	642,600
ZD	2007-07-06	0.06	-0.013	5,549,545	49,365,080	0.804	0.744	0.63	1,741.599976	54,041,924	366,725
ZD	2007-07-13	0.053	-0.007	5,549,545	49,366,664	0.804	0.751	0.407	1,777.199951	54,029,540	475,440
ZD	2007-07-20	0.063	0.01	5,549,545	49,365,696	0.804	0.741	0.324	1,790	54,017,152	495,020
ZD	2007-07-27	0.061	-0.002	5,549,545	49,367,360	0.804	0.744	0.487	1,615.300049	54,004,768	544,360
ZD	2007-08-03	0.051	-0.01	5,401,675	49,365,176	0.79	0.739	0.326	1,601.900024	53,992,384	405,800
ZD	2007-08-10	0.058	0.007	5,401,675	49,549,312	0.793	0.735	0.45	1,693.099976	53,980,000	1,109,580
ZD	2007-08-17	0.02	-0.038	5,401,675	49,550,144	0.793	0.773	0.315	1,729.300049	54,115,848	581,660.0625
ZD	2007-08-24	0.027	0.007	5,401,675	49,550,688	0.793	0.766	0.45	1,720.400024	54,251,692	334,080
ZD	2007-08-31	0.056	0.028	5,096,514	49,550,000	0.776	0.72	0.46	1,684.699951	54,387,540	275,520
ZD	2007-09-07	0.031	-0.024	5,096,514	49,550,296	0.776	0.745	0.274	1,674.800049	54,523,384	472,925
ZD	2007-09-14	0.032	0	5,096,514	49,548,916	0.777	0.745	1.517	1,691.599976	54,659,232	359,720
ZD	2007-09-21	0.058	0.026	5,096,514	49,550,264	0.776	0.718	0.405	1,685.699951	54,795,076	560,480
ZD	2007-09-28	0.032	-0.026	5,096,514	49,550,872	0.776	0.744	0.325	1,621.800049	54,930,924	332,560
ZD	2007-10-05	0.073	0.041	4,559,661	49,549,472	0.776	0.702	0.564	1,737.699951	55,066,768	281,260
ZD	2007-10-12	0.042	-0.032	4,559,661	49,550,104	0.775	0.734	0.372	1,696.099976	55,202,616	302,600
ZD	2007-10-19	0.064	0.022	4,540,685	49,550,996	0.778	0.714	0.907	1,545	55,338,460	422,980
ZD	2007-10-26	0.057	-0.006	4,540,685	49,550,600	0.778	0.72	1.765	1,664.900024	55,474,308	302,540
ZD	2007-11-02	0.12	0.063	5,420,306	49,548,944	0.818	0.697	0.283	1,614.800049	55,610,152	277,320
ZD	2007-11-09	0.077	-0.043	5,420,306	49,332,800	0.819	0.742	0.515	1,227.400024	55,746,000	1,126,860
ZD	2007-11-16	0.035	-0.042	4,120,553	49,329,856	0.758	0.723	0.916	1,229.300049	55,813,752	866,800
ZD	2007-11-23	0.006	-0.028	4,120,553	49,331,964	0.758	0.752	0.597	1,196.300049	55,881,500	780,975
ZD	2007-11-30	-0.002	-0.008	4,241,842	49,329,768	0.753	0.755	0.68	1,199.699951	55,949,248	489,940
ZD	2007-12-07	-0.029	-0.027	4,241,842	49,329,964	0.752	0.781	0.611	1,170.599976	56,017,000	551,880
ZD	2007-12-14	-0.006	0.023	4,241,842	49,332,724	0.752	0.758	0.472	1,079.400024	56,084,752	444,800
ZD	2007-12-21	0.008	0.014	4,054,944	49,331,820	0.733	0.726	0.46	1,085.300049	56,152,500	557,020.0625
ZD	2007-12-28	0.005	-0.002	4,054,944	49,331,196	0.734	0.729	0.395	1,076.900024	56,220,248	371,800
ZD	2008-01-04	0.03	0.024	4,107,188	49,331,120	0.743	0.713	0.633	1,039.900024	56,288,004	656,550
ZD	2008-01-11	0.014	-0.016	4,107,188	49,333,336	0.742	0.729	0.463	1,006.400024	56,355,752	498,520
ZD	2008-01-18	0.06	0.046	4,950,870	49,332,292	0.789	0.73	0.641	945.700012	56,423,500	602,760
ZD	2008-01-25	0.06	0	4,950,870	49,330,524	0.789	0.729	0.296	935.799988	56,491,248	545,000
ZD	2008-02-01	0.047	-0.013	5,199,431	49,330,544	0.779	0.733	0.564	1,061.099976	56,559,000	564,920
ZD	2008-02-08	0.04	-0.006	5,199,431	49,329,576	0.779	0.739	0.351	963.900024	56,626,752	611,820.0625
ZD	2008-02-15	0.015	-0.025	4,955,232.5	49,330,292	0.772	0.757	0.305	972.299988	56,694,500	446,980
ZD	2008-02-22	0.026	0.011	4,955,232.5	49,329,264	0.772	0.746	0.455	970.799988	56,762,248	1,560,475
ZD	2008-02-29	0.006	-0.02	4,955,232.5	48,666,360	0.776	0.77	0.518	1,047.300049	56,830,000	656,320
ZD	2008-03-07	-0.051	-0.057	4,141,891	48,669,604	0.724	0.776	0.537	1,104.800049	57,011,800	710,380.0625
ZD	2008-03-14	-0.054	-0.003	4,141,891	48,668,180	0.725	0.779	0.706	1,070.699951	57,193,600	730,659.9375
ZD	2008-03-21	-0.076	-0.022	4,190,245	48,669,340	0.719	0.795	0.511	1,093.599976	57,375,400	726,025
ZD	2008-03-28	0.024	0.1	4,190,245	48,666,376	0.718	0.694	0.827	1,105.699951	57,557,200	424,360
ZD	2008-04-04	-0.01	-0.034	5,198,626	48,669,928	0.76	0.77	0.42	1,094.099976	57,739,000	679,400
ZD	2008-04-11	-0.018	-0.008	5,198,626	48,669,468	0.759	0.778	0.392	1,042.5	57,920,800	375,080
ZD	2008-04-18	-0.014	0.004	5,206,695	48,668,848	0.766	0.78	0.651	1,042	58,102,600	429,500
ZD	2008-04-25	-0.001	0.013	5,206,695	48,668,216	0.766	0.767	0.455	1,048.800049	58,284,400	447,400
ZD	2008-05-02	0.005	0.006	4,637,450	48,668,516	0.742	0.737	0.536	1,052.699951	58,466,200	495,120
ZD	2008-05-09	0.025	0.02	4,637,450	44,405,072	0.766	0.741	0.66	1,015.099976	58,648,000	1,026,960
ZD	2008-05-16	-0.03	-0.054	4,521,786	44,406,912	0.761	0.791	0.626	1,104.400024	58,804,076	554,360
ZD	2008-05-23	-0.041	-0.011	4,521,786	44,406,096	0.761	0.802	0.397	1,106.599976	58,960,152	784,640
ZD	2008-05-30	-0.072	-0.031	3,975,302	44,407,988	0.725	0.797	0.661	1,177.699951	59,116,232	566,150
ZD	2008-06-06	-0.098	-0.026	3,975,302	44,405,216	0.725	0.824	0.447	1,157.199951	59,272,308	389,120
ZD	2008-06-13	-0.088	0.01	3,975,302	44,405,708	0.725	0.813	0.532	1,120.800049	59,428,384	407,340
ZD	2008-06-20	-0.055	0.033	4,488,724	44,407,640	0.748	0.803	0.464	1,139.5	59,584,460	319,580
ZD	2008-06-27	-0.025	0.03	4,488,724	44,406,344	0.747	0.773	0.401	1,036	59,740,540	466,180
ZD	2008-07-04	-0.031	-0.006	4,329,998	44,405,528	0.722	0.753	0.495	963.599976	59,896,616	526,150
ZD	2008-07-11	-0.065	-0.034	4,329,998	44,405,528	0.722	0.788	0.491	963.599976	60,052,692	552,140.0625
ZD	2008-07-18	-0.076	-0.011	4,248,725	44,407,000	0.717	0.793	0.595	1,014.700012	60,208,768	388,560
ZD	2008-07-25	-0.08	-0.004	4,248,725	44,406,504	0.717	0.796	1.442	1,092.400024	60,364,848	504,840
ZD	2008-08-01	-0.025	0.054	5,038,905	44,406,780	0.748	0.773	0.477	1,048	60,520,924	339,260
ZD	2008-08-08	-0.02	0.006	5,038,905	43,808,608	0.752	0.772	0.596	1,139.900024	60,677,000	457,860
ZD	2008-08-15	-0.041	-0.021	4,638,328	43,807,580	0.744	0.785	0.596	1,179.300049	60,744,308	419,020
ZD	2008-08-22	-0.064	-0.023	4,638,328	43,808,760	0.744	0.808	0.304	1,090.400024	60,811,616	283,480
ZD	2008-08-29	-0.004	0.06	4,638,328	43,806,240	0.744	0.748	0.283	1,080.699951	60,878,924	267,740
ZD	2008-09-05	-0.036	-0.032	4,416,974	43,806,632	0.745	0.781	0.655	1,082.900024	60,946,232	467,425
ZD	2008-09-12	-0.017	0.02	4,416,974	43,809,132	0.745	0.762	1.664	1,055.800049	61,013,540	308,580
ZD	2008-09-19	-0.032	-0.015	3,996,894	43,806,860	0.726	0.758	0.773	1,174.900024	61,080,848	647,379.9375
ZD	2008-09-26	-0.068	-0.036	3,996,894	43,806,892	0.726	0.793	0.748	1,029.900024	61,148,152	361,320
ZD	2008-10-03	-0.013	0.055	4,041,554	43,807,408	0.727	0.74	0.745	887.099976	61,215,460	413,360
ZD	2008-10-10	-0.039	-0.026	4,041,554	43,807,048	0.727	0.766	0.82	758.299988	61,282,768	594,720
ZD	2008-10-17	0.01	0.049	3,900,525	43,807,848	0.743	0.733	0.439	747.799988	61,350,076	545,580.0625

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