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	2012-08-24	0.181	-0.01	11,465,537	45,616,780	0.905	0.724	0.172	1,283.199951	90,046,696	253,560
ZD	2012-08-31	0.207	0.026	10,952,858	45,615,884	0.902	0.695	0.328	1,344.300049	90,337,536	245,940
ZD	2012-09-07	0.19	-0.017	10,952,858	45,616,388	0.902	0.712	0.112	1,324.699951	90,628,384	419,249.96875
ZD	2012-09-14	0.185	-0.005	10,952,858	45,616,800	0.902	0.717	0.249	1,390.400024	90,919,232	216,140
ZD	2012-09-21	0.196	0.011	11,013,216	45,617,696	0.903	0.708	0.239	1,443.800049	91,210,080	489,020
ZD	2012-09-28	0.168	-0.028	11,013,216	45,615,480	0.903	0.735	0.594	1,497.099976	91,500,920	450,880
ZD	2012-10-05	0.111	-0.057	11,262,779	45,618,012	0.904	0.793	0.272	1,509.5	91,791,768	386,720
ZD	2012-10-12	0.104	-0.007	11,262,779	45,616,840	0.904	0.8	0.244	1,397.699951	92,082,616	281,320
ZD	2012-10-19	0.148	0.045	10,957,469	45,615,928	0.903	0.755	0.196	1,351.599976	92,373,464	238,260
ZD	2012-10-26	0.125	-0.023	10,957,469	45,615,884	0.903	0.778	0.322	1,344.300049	92,664,304	211,340
ZD	2012-11-02	0.112	-0.014	10,274,933	45,617,244	0.9	0.789	0.247	1,396.800049	92,955,152	503,366.65625
ZD	2012-11-09	0.111	-0.001	10,274,933	45,868,528	0.9	0.789	0.563	1,346.699951	93,246,000	373,080
ZD	2012-11-16	0.077	-0.034	10,229,367	45,866,620	0.9	0.822	0.216	1,320.5	93,795,184	387,820
ZD	2012-11-23	0.091	0.013	10,229,367	45,866,072	0.899	0.809	0.161	1,342.5	94,344,376	157,850
ZD	2012-11-30	0.096	0.005	10,411,141	45,866,400	0.9	0.803	0.344	1,387	94,893,560	260,200
ZD	2012-12-07	0.046	-0.05	10,411,141	45,865,448	0.9	0.854	0.193	1,404.400024	95,442,752	266,980
ZD	2012-12-14	0.112	0.066	10,411,141	45,867,012	0.9	0.788	0.277	1,407.199951	95,991,936	236,940
ZD	2012-12-21	0.095	-0.017	10,530,559	45,868,380	0.899	0.804	0.196	1,428.800049	96,541,128	410,380
ZD	2012-12-28	0.132	0.037	10,530,559	45,866,492	0.899	0.767	0.21	1,394.800049	97,090,312	145,200
ZD	2013-01-04	0.087	-0.045	11,137,499	45,865,744	0.905	0.817	0.262	1,462.199951	97,639,504	382,300
ZD	2013-01-11	0.105	0.018	11,137,499	45,865,716	0.904	0.799	0.262	1,475.5	98,188,688	191,940
ZD	2013-01-18	0.164	0.059	10,970,880	45,867,924	0.906	0.742	0.22	1,458.599976	98,737,872	145,500
ZD	2013-01-25	0.138	-0.026	10,970,880	45,867,508	0.906	0.768	0.169	1,454	99,287,064	302,700
ZD	2013-02-01	0.169	0.031	11,267,782	45,867,588	0.907	0.738	0.16	1,461.800049	99,836,248	327,480
ZD	2013-02-08	0.078	-0.091	11,267,782	45,866,116	0.907	0.829	0.274	1,445.699951	100,385,440	413,660
ZD	2013-02-15	0.06	-0.018	11,983,793	45,865,784	0.911	0.851	0.214	1,660.800049	100,934,624	838,600
ZD	2013-02-22	0.053	-0.007	11,983,793	45,867,304	0.91	0.857	0.327	1,631.5	101,483,816	365,500
ZD	2013-03-01	0.01	-0.043	11,983,793	45,953,756	0.911	0.901	0.167	1,669.5	102,033,000	282,560
ZD	2013-03-08	0.11	0.1	11,991,117	45,952,316	0.909	0.799	0.207	1,715.400024	103,191,400	243,820
ZD	2013-03-15	0.119	0.008	11,910,744	45,951,544	0.909	0.79	0.147	1,707.099976	104,349,800	222,500
ZD	2013-03-22	0.064	-0.054	11,910,744	45,953,712	0.909	0.845	0.172	1,727.400024	105,508,200	384,600
ZD	2013-03-29	0.125	0.061	11,910,744	45,952,564	0.909	0.784	0.181	1,801.800049	106,666,600	397,175
ZD	2013-04-05	0.036	-0.089	12,063,690	45,952,064	0.91	0.874	0.179	1,725.5	107,825,000	269,940
ZD	2013-04-12	0.045	0.009	11,694,536	45,951,704	0.907	0.862	0.43	1,769.599976	108,983,400	207,400
ZD	2013-04-19	0.024	-0.021	11,694,536	45,952,192	0.907	0.883	0.303	1,768.699951	110,141,800	234,540
ZD	2013-04-26	0.11	0.086	11,694,536	45,952,204	0.907	0.797	0.512	1,845.900024	111,300,200	247,780
ZD	2013-05-03	0.072	-0.038	11,438,771	45,952,552	0.905	0.833	0.187	1,898.300049	112,458,600	611,980.0625
ZD	2013-05-10	0.07	-0.002	11,438,771	45,929,848	0.905	0.835	0.219	1,820.199951	113,617,000	609,459.9375
ZD	2013-05-17	0.061	-0.009	11,426,248	45,930,780	0.905	0.844	0.599	1,857.900024	115,751,152	246,940
ZD	2013-05-24	0.03	-0.031	11,426,248	45,929,856	0.905	0.875	0.533	1,859.699951	117,885,304	325,420
ZD	2013-05-31	0.075	0.045	11,028,003	45,930,544	0.904	0.829	0.188	1,878.099976	120,019,464	277,249.96875
ZD	2013-06-07	0.066	-0.009	11,028,003	45,931,300	0.904	0.839	0.191	1,898.800049	122,153,616	316,940
ZD	2013-06-14	0.113	0.047	11,028,003	45,931,444	0.904	0.791	0.215	1,942.900024	124,287,768	206,240
ZD	2013-06-21	0.09	-0.024	10,821,545	45,929,356	0.901	0.811	0.278	1,885.400024	126,421,920	352,380
ZD	2013-06-28	0.067	-0.023	10,821,545	45,930,372	0.901	0.835	0.277	1,952.5	128,556,080	563,560
ZD	2013-07-05	0.104	0.037	11,222,660	45,930,180	0.903	0.799	0.177	1,960.300049	130,690,232	246,875.015625
ZD	2013-07-12	0.06	-0.044	11,222,660	45,930,576	0.903	0.843	0.561	2,011.300049	132,824,384	218,060
ZD	2013-07-19	0.036	-0.024	11,006,073	45,930,484	0.898	0.862	0.214	2,127.5	134,958,544	209,300
ZD	2013-07-26	0.047	0.01	11,006,073	45,929,552	0.898	0.852	0.319	2,112.300049	137,092,688	248,780
ZD	2013-08-02	0.119	0.072	11,216,502	45,929,700	0.9	0.781	0.507	2,116.899902	139,226,848	314,960
ZD	2013-08-09	0.105	-0.013	11,216,502	46,269,268	0.9	0.794	0.282	2,371.300049	141,360,992	428,640
ZD	2013-08-16	0.072	-0.034	11,316,771	46,269,268	0.902	0.83	0.155	2,371.300049	140,391,504	359,500
ZD	2013-08-23	0.07	-0.002	11,316,771	46,269,716	0.902	0.832	0.25	2,346.800049	139,422,000	252,060
ZD	2013-08-30	0.125	0.055	10,997,494	46,269,292	0.9	0.775	0.171	2,278.300049	138,452,496	230,460
ZD	2013-09-06	0.045	-0.08	10,997,494	46,270,560	0.9	0.855	0.131	2,250.600098	137,483,008	212,924.984375
ZD	2013-09-13	0.057	0.012	10,997,494	46,270,112	0.901	0.844	0.167	2,329.699951	136,513,504	254,740
ZD	2013-09-20	0.071	0.014	10,505,535	46,269,408	0.896	0.825	0.232	2,383.800049	135,544,000	306,060
ZD	2013-09-27	0.044	-0.027	10,505,535	46,270,676	0.896	0.852	0.277	2,294.100098	134,574,496	270,840
ZD	2013-10-04	0.092	0.048	10,398,883	46,270,588	0.896	0.804	0.311	2,359.800049	133,605,000	263,400
ZD	2013-10-11	0.043	-0.049	10,398,883	46,270,084	0.895	0.852	0.191	2,419	132,635,504	452,080
ZD	2013-10-18	0.032	-0.011	10,087,662	46,269,476	0.893	0.861	0.194	2,524	131,666,000	257,740
ZD	2013-10-25	0.086	0.054	10,087,662	46,269,528	0.893	0.807	0.21	2,547.600098	130,696,496	243,640
ZD	2013-11-01	0.109	0.023	9,006,371	46,270,228	0.885	0.776	0.254	2,544.399902	129,727,000	258,060
ZD	2013-11-08	0.054	-0.055	9,006,371	46,271,068	0.887	0.833	0.241	2,085.899902	128,757,504	1,036,520
ZD	2013-11-15	0.034	-0.02	8,898,642	46,538,136	0.884	0.85	0.239	2,196.600098	127,788,000	434,640
ZD	2013-11-22	0.02	-0.014	8,898,642	46,539,036	0.884	0.865	0.231	2,175.699951	128,428,440	291,180
ZD	2013-11-29	0.033	0.013	8,898,642	46,539,500	0.884	0.851	0.338	2,232.5	129,068,872	184,150
ZD	2013-12-06	0.005	-0.028	9,478,091	46,538,460	0.89	0.885	0.161	2,141.699951	129,709,312	404,520
ZD	2013-12-13	-0	-0.005	9,478,091	46,538,040	0.89	0.89	0.28	2,110.5	130,349,752	244,980
ZD	2013-12-20	0.054	0.054	9,614,455	46,538,384	0.891	0.837	0.346	2,273.399902	130,990,184	382,500
ZD	2013-12-27	0.006	-0.049	9,614,455	46,539,552	0.891	0.886	0.196	2,294.399902	131,630,624	218,050
ZD	2014-01-03	0.076	0.071	9,702,963	46,539,160	0.892	0.816	0.251	2,311.600098	132,271,064	231,324.984375
ZD	2014-01-10	0.019	-0.057	9,702,963	46,539,160	0.892	0.873	0.241	2,287.399902	132,911,504	315,660
ZD	2014-01-17	0.047	0.028	9,656,935	46,539,012	0.891	0.845	0.255	2,272.5	133,551,936	261,420
ZD	2014-01-24	0.013	-0.033	9,656,935	46,538,380	0.891	0.878	0.194	2,188.699951	134,192,376	212,775.015625
ZD	2014-01-31	0.055	0.041	9,705,606	46,538,040	0.891	0.837	0.292	2,110.5	134,832,816	289,840
ZD	2014-02-07	0.029	-0.025	9,705,606	46,539,640	0.891	0.862	0.222	2,137.100098	135,473,248	343,080
ZD	2014-02-14	0.078	0.049	9,705,606	46,538,928	0.892	0.814	0.23	2,283.199951	136,113,680	658,300.0625
ZD	2014-02-21	0.016	-0.063	9,677,407	46,539,324	0.891	0.875	0.22	2,278.100098	136,754,128	617,025
ZD	2014-02-28	0.07	0.054	9,677,407	46,538,908	0.891	0.821	0.331	2,392.100098	137,394,560	363,080
ZD	2014-03-07	0.1	0.03	9,782,804	47,305,980	0.887	0.787	0.284	2,444.300049	138,035,008	316,240
ZD	2014-03-14	-0.008	-0.108	9,782,804	47,305,872	0.888	0.895	0.517	2,296.699951	137,600,448	240,420
ZD	2014-03-21	0.01	0.017	9,347,018	47,307,136	0.884	0.874	0.194	2,287.300049	137,165,888	283,360
ZD	2014-03-28	0.035	0.026	9,347,018	47,307,304	0.884	0.849	0.437	2,326.100098	136,731,328	389,580
ZD	2014-04-04	0.069	0.034	9,582,968	47,306,996	0.885	0.816	0.229	2,334.600098	136,296,784	361,680
ZD	2014-04-11	0.054	-0.015	9,582,968	47,306,344	0.885	0.831	0.207	2,161.899902	135,862,224	300,240
ZD	2014-04-18	0.033	-0.021	9,898,400	47,307,068	0.885	0.852	0.249	2,341.699951	135,427,664	444,875
ZD	2014-04-25	0.019	-0.014	9,898,400	47,307,120	0.885	0.865	0.247	2,225.800049	134,993,104	205,080
ZD	2014-05-02	0.083	0.064	10,276,771	47,306,268	0.887	0.803	0.234	2,167.100098	134,558,560	424,160
ZD	2014-05-09	0.043	-0.041	10,276,771	47,553,236	0.887	0.844	0.403	2,233.100098	134,124,000	498,980
ZD	2014-05-16	0.042	-0.001	10,091,622	47,553,420	0.885	0.843	0.487	2,225.5	134,882,576	461,100
ZD	2014-05-23	0.031	-0.011	10,091,622	47,552,504	0.885	0.854	0.202	2,286.800049	135,641,136	460,000
ZD	2014-05-30	0.114	0.084	10,059,206	47,552,788	0.883	0.769	0.542	2,252.100098	136,399,712	288,425
ZD	2014-06-06	0.024	-0.09	10,059,206	47,553,168	0.884	0.86	0.572	2,303	137,158,288	271,560
ZD	2014-06-13	0.025	0.001	10,059,206	47,552,308	0.883	0.859	0.518	2,341	137,916,864	996,540.0625
ZD	2014-06-20	0.101	0.076	10,175,292	47,553,912	0.883	0.782	0.247	2,381.5	138,675,424	624,339.9375
ZD	2014-06-27	0.053	-0.048	10,175,292	47,553,772	0.883	0.83	0.198	2,431.899902	139,434,000	350,900
ZD	2014-07-04	0.036	-0.018	10,147,162	47,552,736	0.884	0.848	0.261	2,434.699951	140,192,576	354,625
ZD	2014-07-11	0.014	-0.021	10,147,162	47,553,988	0.884	0.869	0.235	2,356.300049	140,951,136	326,500
ZD	2014-07-18	0.065	0.051	9,823,954	47,554,136	0.88	0.816	0.168	2,305.899902	141,709,712	285,960

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