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	2010-09-24	0.146	-0.029	3,840,940	45,576,036	0.791	0.644	0.342	1,087.900024	62,100,924	170,080
ZD	2010-10-01	0.13	-0.016	3,577,008.25	45,574,828	0.775	0.644	1.198	1,129.800049	62,213,768	195,620
ZD	2010-10-08	0.104	-0.027	3,577,008.25	45,574,804	0.774	0.67	0.31	1,157.599976	62,326,616	193,380
ZD	2010-10-15	0.125	0.021	3,418,319.75	45,573,708	0.766	0.641	1.23	1,199.5	62,439,460	190,880
ZD	2010-10-22	0.111	-0.014	3,418,319.75	45,574,088	0.766	0.656	1.631	1,174.900024	62,552,308	170,340
ZD	2010-10-29	0.149	0.038	3,418,319.75	45,574,952	0.766	0.617	1.477	1,200.900024	62,665,152	127,380
ZD	2010-11-05	0.134	-0.015	3,321,190	45,606,380	0.766	0.632	0.975	1,286.099976	62,778,000	332,280
ZD	2010-11-12	0.12	-0.013	3,321,190	45,606,556	0.767	0.646	0.584	1,251.900024	63,263,116	233,040
ZD	2010-11-19	0.121	0.001	3,139,906	45,606,116	0.761	0.639	0.835	1,252.800049	63,748,236	161,500
ZD	2010-11-26	0.108	-0.014	3,139,906	45,605,352	0.761	0.653	0.514	1,261.900024	64,233,352	164,975.015625
ZD	2010-12-03	0.135	0.027	3,106,180	45,606,708	0.765	0.63	0.47	1,277.900024	64,718,472	245,940
ZD	2010-12-10	0.026	-0.109	3,106,180	45,605,856	0.764	0.738	1.127	1,370	65,203,588	432,220
ZD	2010-12-17	0.114	0.088	3,091,527	45,606,512	0.76	0.646	0.746	1,372.300049	65,688,704	277,340
ZD	2010-12-24	0.015	-0.099	3,091,527	45,605,808	0.759	0.744	0.81	1,381.400024	66,173,824	285,275
ZD	2010-12-31	0.181	0.166	3,687,602	45,606,216	0.796	0.615	0.518	1,320.300049	66,658,940	108,640
ZD	2011-01-07	0.042	-0.139	3,687,602	45,606,796	0.795	0.753	0.612	1,315.300049	67,144,056	321,480
ZD	2011-01-14	0.099	0.056	3,687,602	45,607,092	0.795	0.696	0.688	1,337.199951	67,629,176	245,120
ZD	2011-01-21	0.054	-0.045	3,358,432	45,607,248	0.783	0.73	0.648	1,284.300049	68,114,296	303,849.96875
ZD	2011-01-28	0.024	-0.03	3,358,432	45,608,036	0.784	0.759	1.573	1,226.400024	68,599,408	302,280
ZD	2011-02-04	0.057	0.033	3,334,745	45,605,048	0.78	0.722	1.926	1,300.199951	69,084,528	266,060
ZD	2011-02-11	0.089	0.032	3,334,745	45,606,896	0.78	0.691	0.498	1,322.599976	69,569,648	127,720
ZD	2011-02-18	0.127	0.038	3,774,180	45,608,128	0.8	0.673	0.775	1,368.699951	70,054,768	347,520
ZD	2011-02-25	0.063	-0.065	3,774,180	45,605,908	0.802	0.739	0.343	1,328.5	70,539,880	402,300
ZD	2011-03-04	0.085	0.022	4,012,086	45,885,752	0.809	0.724	1.047	1,349.5	71,025,000	222,320
ZD	2011-03-11	0.099	0.015	4,012,086	45,884,200	0.809	0.71	0.568	1,315.5	71,260,896	181,820
ZD	2011-03-18	0.087	-0.012	4,373,122	45,885,856	0.826	0.739	1.457	1,310.5	71,496,800	233,720
ZD	2011-03-25	0.093	0.005	4,373,122	45,883,552	0.826	0.733	0.453	1,347.599976	71,732,704	164,600
ZD	2011-04-01	0.166	0.073	4,436,976	45,885,152	0.826	0.66	0.89	1,350.400024	71,968,592	247,860
ZD	2011-04-08	0.117	-0.049	4,436,976	45,884,348	0.826	0.709	0.259	1,356.800049	72,204,496	247,760
ZD	2011-04-15	0.156	0.039	4,515,437	45,882,552	0.822	0.667	1.105	1,351.699951	72,440,400	168,440
ZD	2011-04-22	0.102	-0.053	4,515,437	45,885,736	0.822	0.72	0.29	1,357.300049	72,676,304	183,975.015625
ZD	2011-04-29	0.16	0.058	4,515,437	45,882,552	0.822	0.662	1.127	1,351.699951	72,912,200	208,220
ZD	2011-05-06	0.119	-0.042	4,523,184	45,883,360	0.82	0.701	0.594	1,345.300049	73,148,096	244,520
ZD	2011-05-13	0.185	0.066	4,523,184	45,983,324	0.82	0.636	0.487	1,323.400024	73,384,000	174,620
ZD	2011-05-20	0.184	0	4,589,869	45,985,916	0.823	0.638	0.403	1,306	74,329,536	167,660
ZD	2011-05-27	0.161	-0.023	4,589,869	45,985,140	0.822	0.661	0.382	1,300	75,275,080	168,480
ZD	2011-06-03	0.195	0.034	4,879,606	45,983,088	0.832	0.637	0.567	1,305	76,220,616	307,475
ZD	2011-06-10	0.154	-0.041	4,879,606	45,986,292	0.832	0.678	0.274	1,275.199951	77,166,152	335,960
ZD	2011-06-17	0.177	0.023	5,038,767	45,983,428	0.831	0.654	0.237	1,276.5	78,111,696	221,800
ZD	2011-06-24	0.139	-0.038	5,038,767	45,983,848	0.831	0.693	0.388	1,252.599976	79,057,232	279,280
ZD	2011-07-01	0.144	0.006	5,006,816.5	45,985,964	0.829	0.685	0.52	1,310.599976	80,002,768	215,360
ZD	2011-07-08	0.16	0.015	5,006,816.5	45,984,088	0.829	0.669	0.612	1,329.400024	80,948,304	182,500
ZD	2011-07-15	0.187	0.027	4,967,471	45,985,300	0.827	0.64	0.433	1,313.800049	81,893,848	173,460
ZD	2011-07-22	0.17	-0.017	4,967,471	45,984,416	0.826	0.656	0.574	1,298.599976	82,839,376	126,240
ZD	2011-07-29	0.194	0.024	4,967,471	45,983,544	0.826	0.632	0.591	1,229.599976	83,784,920	192,540
ZD	2011-08-05	0.176	-0.018	4,785,596	45,983,440	0.824	0.648	0.674	1,388.699951	84,730,464	867,360
ZD	2011-08-12	0.068	-0.108	4,785,596	46,275,528	0.824	0.755	0.369	1,336.900024	85,676,000	584,499.9375
ZD	2011-08-19	0.094	0.026	4,733,030	46,277,292	0.825	0.73	0.443	1,271.699951	85,703,000	367,040
ZD	2011-08-26	0.073	-0.021	4,733,030	46,275,980	0.825	0.751	0.424	1,358.199951	85,730,000	363,620
ZD	2011-09-02	0.094	0.02	4,988,264	46,276,596	0.826	0.732	0.648	1,435.5	85,757,000	638,979.9375
ZD	2011-09-09	0.081	-0.013	4,988,264	46,276,912	0.826	0.745	0.617	1,397.099976	85,784,000	627,375
ZD	2011-09-16	0.102	0.021	5,030,838	46,275,128	0.826	0.724	0.36	1,473.400024	85,811,000	464,040
ZD	2011-09-23	0.068	-0.034	5,030,838	46,275,248	0.826	0.759	0.298	1,351.699951	85,838,000	670,040
ZD	2011-09-30	0.092	0.024	5,532,128.5	46,275,096	0.835	0.743	0.438	1,244.800049	85,865,000	599,539.9375
ZD	2011-10-07	0.105	0.013	5,532,128.5	46,277,164	0.835	0.729	0.599	1,299	85,892,000	774,140.0625
ZD	2011-10-14	0.128	0.023	5,532,128.5	46,275,748	0.835	0.707	0.351	1,392.900024	85,919,000	277,320
ZD	2011-10-21	0.113	-0.015	5,963,022	46,276,880	0.846	0.734	0.231	1,377.199951	85,946,000	254,700
ZD	2011-10-28	0.093	-0.019	5,963,022	46,277,280	0.846	0.752	0.45	1,442	85,973,000	331,040
ZD	2011-11-04	0.162	0.069	6,448,812	46,276,704	0.859	0.697	0.776	1,364.699951	86,000,000	456,520
ZD	2011-11-11	0.145	-0.017	6,448,812	47,437,932	0.855	0.71	0.249	1,375.699951	86,027,000	359,680
ZD	2011-11-18	0.175	0.03	6,803,544	47,440,108	0.867	0.692	0.181	1,386.199951	85,967,312	322,380
ZD	2011-11-25	0.139	-0.036	6,803,544	47,439,576	0.867	0.728	0.33	1,256.199951	85,907,632	517,900
ZD	2011-12-02	0.169	0.029	7,332,810	47,439,560	0.871	0.703	0.286	1,295.099976	85,847,936	597,120
ZD	2011-12-09	0.131	-0.038	7,332,810	47,440,056	0.871	0.741	0.865	1,286.099976	85,788,248	563,800
ZD	2011-12-16	0.161	0.031	7,758,788	47,440,180	0.877	0.715	0.311	1,249.099976	85,728,560	614,640
ZD	2011-12-23	0.156	-0.005	7,758,788	47,441,196	0.876	0.72	0.266	1,331.199951	85,668,872	426,480
ZD	2011-12-30	0.244	0.088	8,943,995	47,437,812	0.889	0.645	0.308	1,334.900024	85,609,184	209,700
ZD	2012-01-06	0.178	-0.066	8,943,995	47,440,308	0.889	0.711	0.203	1,351.099976	85,549,504	502,675
ZD	2012-01-13	0.145	-0.033	8,943,995	47,438,620	0.889	0.744	0.302	1,294.599976	85,489,816	321,360
ZD	2012-01-20	0.23	0.085	9,745,037	47,440,520	0.894	0.665	0.255	1,316	85,430,128	317,950.03125
ZD	2012-01-27	0.173	-0.057	9,745,037	47,437,868	0.894	0.722	0.186	1,297.900024	85,370,440	252,180
ZD	2012-02-03	0.196	0.023	9,855,337	47,438,356	0.896	0.7	0.277	1,385.199951	85,310,752	595,939.9375
ZD	2012-02-10	0.195	-0.001	9,855,337	47,440,660	0.896	0.701	0.39	1,379.099976	85,251,064	288,120
ZD	2012-02-17	0.192	-0.003	9,755,218	47,437,936	0.896	0.705	0.324	1,433.099976	85,191,376	617,400
ZD	2012-02-24	0.192	0	9,755,218	47,440,396	0.897	0.705	0.185	1,432.699951	85,131,688	303,700
ZD	2012-03-02	0.184	-0.007	9,987,249	48,218,760	0.897	0.713	0.321	1,423.900024	85,072,000	470,720
ZD	2012-03-09	0.218	0.033	9,987,249	48,221,272	0.898	0.68	0.371	1,455.800049	85,230,000	417,220
ZD	2012-03-16	0.229	0.012	9,978,067	48,221,044	0.896	0.667	0.173	1,452.900024	85,388,000	284,500
ZD	2012-03-23	0.224	-0.006	9,978,067	48,219,724	0.897	0.673	0.425	1,457.199951	85,546,000	208,040
ZD	2012-03-30	0.214	-0.01	10,216,201	48,221,756	0.899	0.686	0.409	1,383	85,704,000	430,240
ZD	2012-04-06	0.21	-0.004	10,216,201	48,220,248	0.899	0.689	0.291	1,300.5	85,862,000	628,625
ZD	2012-04-13	0.252	0.042	10,216,201	48,219,656	0.899	0.647	0.205	1,251.300049	86,020,000	472,440
ZD	2012-04-20	0.229	-0.023	10,238,657	48,220,932	0.899	0.67	0.349	1,244.099976	86,178,000	339,760
ZD	2012-04-27	0.21	-0.019	10,238,657	48,219,336	0.899	0.688	0.265	1,226.699951	86,335,992	436,600
ZD	2012-05-04	0.202	-0.008	10,648,996	48,221,632	0.898	0.697	0.343	1,266.300049	86,494,000	929,080
ZD	2012-05-11	0.208	0.006	10,648,996	46,259,016	0.9	0.692	0.313	1,153.699951	86,652,000	499,920
ZD	2012-05-18	0.202	-0.006	10,964,386	46,261,640	0.902	0.7	0.372	1,092.699951	86,868,384	357,460
ZD	2012-05-25	0.196	-0.006	10,964,386	46,260,800	0.902	0.706	0.164	1,124.599976	87,084,768	478,680
ZD	2012-06-01	0.208	0.012	12,374,489	46,259,352	0.904	0.696	0.142	1,113	87,301,152	390,100
ZD	2012-06-08	0.235	0.027	12,374,489	46,261,956	0.904	0.669	0.156	1,112.599976	87,517,536	298,320
ZD	2012-06-15	0.26	0.026	12,666,022	46,259,572	0.905	0.645	0.18	1,147.699951	87,733,920	355,060
ZD	2012-06-22	0.208	-0.053	12,666,022	46,258,852	0.905	0.697	0.179	1,175.900024	87,950,304	377,520
ZD	2012-06-29	0.249	0.041	12,666,022	46,260,408	0.904	0.656	0.259	1,222.199951	88,166,696	311,540
ZD	2012-07-06	0.197	-0.052	12,620,818	46,259,048	0.903	0.706	0.178	1,214.300049	88,383,080	353,249.96875
ZD	2012-07-13	0.245	0.048	12,620,818	46,260,008	0.903	0.658	0.326	1,213.400024	88,599,464	229,380
ZD	2012-07-20	0.225	-0.019	12,516,975	46,259,776	0.903	0.678	0.158	1,360.5	88,815,848	663,340.0625
ZD	2012-07-27	0.211	-0.015	12,516,975	46,259,696	0.903	0.692	0.132	1,371.599976	89,032,232	475,220
ZD	2012-08-03	0.218	0.008	12,588,396	46,259,696	0.907	0.689	0.132	1,371.599976	89,248,616	441,260
ZD	2012-08-10	0.192	-0.026	12,588,396	45,617,220	0.908	0.716	0.092	1,282.300049	89,465,008	290,540
ZD	2012-08-17	0.192	0	11,465,537	45,614,936	0.905	0.713	0.167	1,331.5	89,755,848	324,580

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