Split (1)

train · 8.97M rows

ticker stringlengths 1 10	date timestamp[ns]	profitability float32 1 100	value float32 1 100	solvency float32 1 100	cash_flow float32 1 100	illiquidity float32 1 100	momentum_long_term float32 1 100	momentum_medium_term float32 1 100	short_term_reversal float32 1 100	price_volatility float32 1 100	dividend_yield float32 1 100	earnings_consistency float32 1 100	small_size float32 1 100	low_growth float32 1 100	low_equity_issuance float32 1 100	bounce_dip float32 1 100	accrual_growth float32 1 100	low_depreciation_growth float32 1 100	current_liquidity float32 1 100	low_rnd float32 1 100	momentum float32 1 100	market_risk float32 1 100	business_risk float32 1 100	political_risk float32 1 100	inflation_fluctuation float32 1 100	inflation_persistence float32 1 100	returns float32 -1 1.44k ⌀
ZWS	2020-11-27T00:00:00	67	23	75	57	17	64	70	48	25	25	94	24	88	80	39	37	31	50	81	71	21	50	80	52	84	0.019086
ZWS	2020-12-04T00:00:00	67	25	75	57	53	70	76	54	22	22	87	24	88	80	43	37	31	13	81	77	26	69	96	69	74	0.006297
ZWS	2020-12-11T00:00:00	67	25	75	58	53	71	74	64	22	22	87	25	88	80	42	37	31	13	81	76	13	87	96	79	47	-0.011383
ZWS	2020-12-18T00:00:00	68	27	76	58	45	73	75	84	22	22	89	25	88	80	44	37	31	21	81	79	28	43	89	68	41	-0.020681
ZWS	2020-12-25T00:00:00	67	25	76	58	32	80	86	33	23	23	91	25	88	80	39	37	31	34	81	89	15	36	91	72	43	0.048643
ZWS	2021-01-01T00:00:00	67	24	76	58	23	84	90	33	23	23	92	25	88	81	41	37	31	44	81	90	9	65	90	81	53	0.006589
ZWS	2021-01-08T00:00:00	66	21	75	58	19	89	85	13	35	35	93	24	88	82	37	37	31	47	81	92	8	71	76	79	43	0.12537
ZWS	2021-01-15T00:00:00	67	23	76	58	26	85	77	50	36	36	90	24	88	89	42	37	31	39	81	86	11	69	82	75	40	-0.034195
ZWS	2021-01-22T00:00:00	67	25	76	59	25	80	66	67	38	38	91	24	88	90	44	37	31	40	81	78	9	62	82	76	44	-0.01491
ZWS	2021-01-29T00:00:00	68	30	76	59	63	77	59	92	43	43	53	25	87	90	50	42	31	1	69	71	7	50	73	71	47	-0.10457
ZWS	2021-02-05T00:00:00	67	28	76	59	23	75	51	50	46	46	75	24	87	90	50	42	30	43	69	67	7	55	71	71	53	0.10544
ZWS	2021-02-12T00:00:00	67	30	77	60	59	65	32	71	44	44	61	24	87	90	54	45	30	8	68	50	10	57	72	77	58	-0.00792
ZWS	2021-02-19T00:00:00	61	24	78	68	17	73	61	15	48	48	57	23	53	97	43	48	31	49	66	71	20	64	65	48	46	0.119038
ZWS	2021-02-26T00:00:00	61	24	78	68	31	74	64	25	47	47	57	23	53	96	51	50	30	33	66	73	19	60	66	50	48	-0.030643
ZWS	2021-03-05T00:00:00	60	22	78	68	51	82	84	12	45	45	53	22	53	96	48	51	30	15	66	87	16	61	71	54	52	0.061418
ZWS	2021-03-12T00:00:00	61	21	78	68	32	74	65	15	44	44	60	22	53	96	43	52	30	33	66	74	16	58	73	51	52	0.07208
ZWS	2021-03-19T00:00:00	61	23	79	68	54	69	49	38	44	44	54	22	53	96	50	52	31	13	66	61	14	63	76	48	42	-0.035589
ZWS	2021-03-26T00:00:00	61	23	79	68	31	53	17	52	44	44	61	22	53	96	60	53	32	33	66	32	16	69	74	47	47	-0.032601
ZWS	2021-04-02T00:00:00	61	23	80	68	49	61	43	61	43	43	27	22	53	81	65	53	33	17	66	52	17	70	76	47	45	0.004185
ZWS	2021-04-09T00:00:00	61	23	80	68	46	55	33	38	41	41	29	22	53	82	58	53	33	21	66	43	17	65	73	49	44	0.013762
ZWS	2021-04-16T00:00:00	61	22	80	68	44	74	73	29	41	41	30	22	53	81	54	53	33	22	66	77	16	67	76	47	47	0.010706
ZWS	2021-04-23T00:00:00	61	21	80	69	17	77	77	13	40	40	48	22	53	82	54	53	33	50	66	82	19	65	75	45	57	0.038473
ZWS	2021-04-30T00:00:00	68	22	76	64	15	86	86	47	36	36	67	22	55	88	49	49	32	54	61	90	19	64	77	40	61	-0.020768
ZWS	2021-05-07T00:00:00	67	20	76	68	17	84	87	16	37	37	67	21	55	87	49	49	32	52	59	89	23	63	78	41	63	0.050667
ZWS	2021-05-14T00:00:00	67	20	76	70	23	82	79	53	39	39	46	22	77	87	47	65	33	43	57	85	20	56	80	42	63	-0.034502
ZWS	2021-05-21T00:00:00	66	21	76	70	15	81	71	70	38	38	52	22	77	87	49	65	35	55	57	81	17	57	75	52	65	-0.016348
ZWS	2021-05-28T00:00:00	65	21	77	71	29	80	63	71	37	37	44	22	77	87	40	65	37	37	56	77	18	58	74	52	61	0.004802
ZWS	2021-06-04T00:00:00	65	21	77	71	49	82	69	58	33	33	36	22	77	88	57	65	37	17	56	81	23	62	71	41	77	0.007023
ZWS	2021-06-11T00:00:00	64	21	77	71	15	84	72	41	32	32	53	22	77	88	63	66	37	56	56	83	22	60	70	39	75	0.018859
ZWS	2021-06-18T00:00:00	65	23	77	71	58	89	84	84	37	37	32	22	77	88	65	65	37	9	55	91	20	66	65	45	77	-0.069829
ZWS	2021-06-25T00:00:00	65	22	77	71	11	85	72	68	36	36	55	22	78	88	69	65	38	66	55	83	21	66	65	45	77	0.029393
ZWS	2021-07-02T00:00:00	64	21	77	71	13	89	84	23	35	35	53	22	78	89	58	65	38	57	56	89	19	61	69	43	79	0.034814
ZWS	2021-07-09T00:00:00	64	20	77	71	53	86	74	9	36	36	32	21	78	89	66	65	38	9	56	83	13	61	62	43	77	0.026366
ZWS	2021-07-16T00:00:00	64	21	77	71	57	81	51	48	38	38	31	21	78	88	60	65	38	7	56	70	14	52	49	48	76	-0.045643
ZWS	2021-07-23T00:00:00	74	22	75	69	49	78	50	8	40	40	54	21	87	76	60	56	36	13	60	67	22	71	54	45	82	0.060679
ZWS	2021-07-30T00:00:00	73	20	75	67	58	78	46	3	42	42	42	20	86	77	48	68	35	2	59	65	21	81	50	47	85	0.06728
ZWS	2021-08-06T00:00:00	71	18	75	66	42	77	60	5	41	41	50	19	86	78	51	69	36	18	59	73	21	85	54	46	86	0.039224
ZWS	2021-08-13T00:00:00	70	16	75	65	13	66	20	4	40	40	56	19	86	79	48	68	36	50	59	41	21	90	53	52	84	0.041362
ZWS	2021-08-20T00:00:00	71	17	75	65	47	68	21	17	41	41	49	19	86	78	60	68	36	13	59	45	21	87	53	54	82	-0.023471
ZWS	2021-08-27T00:00:00	71	17	75	65	56	77	70	17	37	37	48	19	86	79	55	59	36	5	59	78	14	85	50	62	80	0.040883
ZWS	2021-09-03T00:00:00	70	17	75	65	29	83	84	19	37	37	52	19	87	79	56	60	36	30	59	87	20	88	48	61	78	0.021985
ZWS	2021-09-10T00:00:00	70	16	75	65	32	79	56	18	37	37	52	18	87	79	53	60	36	27	59	72	18	88	52	61	78	-0.006493
ZWS	2021-09-17T00:00:00	70	16	75	65	15	86	90	59	37	37	55	19	87	79	51	59	36	47	59	91	27	88	72	55	92	-0.021322
ZWS	2021-09-24T00:00:00	70	16	75	65	55	92	97	19	35	35	47	18	87	79	52	59	36	6	59	96	21	89	62	60	95	0.032208
ZWS	2021-10-01T00:00:00	70	15	75	65	48	94	97	19	33	33	46	18	87	79	46	59	36	12	60	97	22	89	60	58	92	0.014344
ZWS	2021-10-08T00:00:00	80	39	78	65	51	96	98	2	48	48	38	25	87	79	32	60	36	6	55	98	28	92	86	84	90	0.143437
ZWS	2021-10-15T00:00:00	81	39	79	65	8	96	95	20	48	48	54	26	87	79	27	60	36	58	54	97	40	95	91	80	90	-0.021381
ZWS	2021-10-22T00:00:00	81	39	79	65	22	95	92	14	47	47	44	26	87	83	29	59	36	32	53	95	25	94	88	79	82	0.020179
ZWS	2021-10-29T00:00:00	75	41	79	75	26	95	91	41	46	46	33	25	78	68	30	68	35	28	59	95	19	92	89	91	90	-0.003301
ZWS	2021-11-05T00:00:00	76	44	79	75	9	95	91	72	44	44	40	26	78	69	34	69	35	52	57	95	15	94	77	91	80	-0.015429
ZWS	2021-11-12T00:00:00	76	40	79	76	27	93	76	20	43	43	34	25	78	69	22	71	35	25	58	88	14	94	78	93	72	0.048709
ZWS	2021-11-19T00:00:00	76	36	79	76	8	94	88	16	42	42	45	25	78	70	19	71	36	53	59	93	16	96	70	92	75	0.01253
ZWS	2021-11-26T00:00:00	77	36	79	76	8	95	89	48	44	44	46	25	78	69	33	71	35	55	58	95	9	89	69	95	84	-0.04774
ZWS	2021-12-03T00:00:00	77	34	79	76	15	98	99	49	43	43	40	24	78	69	39	70	36	39	58	99	8	84	72	96	80	-0.017744
ZWS	2021-12-10T00:00:00	76	34	79	77	36	97	96	15	44	44	30	24	78	69	44	70	36	14	58	98	6	85	69	96	78	0.056974
ZWS	2021-12-17T00:00:00	77	35	79	77	8	97	95	66	42	42	46	25	79	69	46	70	35	54	57	98	9	75	70	96	66	-0.066721
ZWS	2021-12-24T00:00:00	78	35	79	77	21	96	89	39	42	42	14	24	79	70	49	70	35	29	58	95	9	74	70	96	67	0.031461
ZWS	2021-12-31T00:00:00	77	35	79	77	36	93	62	47	41	41	8	24	79	64	55	70	35	13	58	81	8	79	71	96	58	0.009162
ZWS	2022-01-07T00:00:00	79	36	79	77	34	95	85	69	41	41	9	24	79	61	64	70	35	15	57	92	8	73	67	99	51	-0.047536
ZWS	2022-01-14T00:00:00	80	38	80	77	9	96	87	80	43	43	24	25	79	58	73	70	35	49	56	93	6	66	73	99	61	-0.056805
ZWS	2022-01-21T00:00:00	79	38	79	77	43	95	67	62	40	40	5	24	79	57	81	70	35	5	56	85	7	66	68	99	61	-0.036406
ZWS	2022-01-28T00:00:00	80	39	80	77	32	97	61	71	40	40	55	25	76	55	92	74	35	15	51	84	5	61	65	97	56	-0.04537
ZWS	2022-02-04T00:00:00	80	39	80	77	19	97	91	61	40	40	65	25	76	55	94	74	35	29	51	96	5	57	66	97	59	0.022586
ZWS	2022-02-11T00:00:00	41	5	72	37	10	96	51	83	40	40	23	27	93	44	97	29	57	46	92	78	4	59	71	97	62	-0.031529
ZWS	2022-02-18T00:00:00	41	4	72	37	8	95	64	8	50	50	25	25	93	44	88	29	57	51	93	83	16	70	93	93	39	0.121163
ZWS	2022-02-25T00:00:00	42	4	72	37	10	95	67	17	48	48	22	25	93	45	89	29	57	46	93	84	15	56	93	88	34	-0.004486
ZWS	2022-03-04T00:00:00	42	4	72	37	44	89	41	22	45	45	4	25	93	46	85	29	57	1	92	68	17	53	88	88	35	-0.00963
ZWS	2022-03-11T00:00:00	42	4	72	37	31	81	32	35	44	44	9	25	93	46	90	30	57	14	92	56	19	60	87	86	37	-0.000904
ZWS	2022-03-18T00:00:00	42	4	71	37	13	75	35	10	46	46	19	24	94	47	87	30	57	40	92	54	18	66	92	82	30	0.097046
ZWS	2022-03-25T00:00:00	42	4	72	37	31	67	34	30	44	44	8	24	93	49	89	30	57	13	92	50	22	64	95	82	27	-0.015554
ZWS	2022-04-01T00:00:00	44	3	72	37	16	69	32	29	43	43	15	24	93	49	91	29	58	32	92	50	17	56	95	82	24	0.008174
ZWS	2022-04-08T00:00:00	44	3	72	37	20	62	23	41	41	41	14	24	94	46	94	29	58	31	91	40	21	57	96	81	19	-0.008108
ZWS	2022-04-15T00:00:00	45	2	72	37	6	92	84	38	40	40	31	24	93	41	90	29	59	64	91	91	23	57	97	82	17	-0.000549
ZWS	2022-04-22T00:00:00	45	2	72	37	26	90	85	46	40	40	13	24	93	39	91	29	59	23	91	91	25	55	97	83	17	-0.020577
ZWS	2022-04-29T00:00:00	78	9	88	23	27	88	80	81	43	43	76	25	99	37	93	8	57	21	95	88	18	45	97	87	26	-0.101593
ZWS	2022-05-06T00:00:00	79	10	87	23	10	87	82	83	44	44	78	26	99	39	92	9	56	48	96	88	24	44	97	88	19	-0.075574
ZWS	2022-05-13T00:00:00	80	10	88	24	43	95	92	68	43	43	52	25	99	42	91	8	56	4	96	96	25	45	97	87	19	-0.019079
ZWS	2022-05-20T00:00:00	80	10	88	24	6	92	80	83	43	43	72	26	99	42	97	8	55	65	96	89	25	43	97	91	19	-0.055453
ZWS	2022-05-27T00:00:00	79	10	88	24	36	93	80	33	46	46	53	25	99	42	95	20	55	11	96	90	21	45	97	91	21	0.093987
ZWS	2022-06-03T00:00:00	79	9	88	24	18	92	81	16	47	47	61	25	99	43	94	20	55	32	96	89	18	45	94	93	21	0.058852
ZWS	2022-06-10T00:00:00	79	10	88	24	11	91	77	62	49	49	66	25	99	42	96	20	55	44	97	87	18	38	96	92	29	-0.081435
ZWS	2022-06-17T00:00:00	80	9	88	24	42	90	67	60	47	47	50	25	99	43	98	20	55	7	97	82	22	49	96	86	24	-0.067212
ZWS	2022-06-24T00:00:00	80	10	88	24	7	65	32	74	45	45	71	26	99	43	98	20	55	61	97	48	21	37	96	88	24	0.016227
ZWS	2022-07-01T00:00:00	80	9	87	24	13	54	25	25	44	44	67	25	99	44	96	20	55	44	97	38	19	40	97	81	25	0.020036
ZWS	2022-07-08T00:00:00	79	9	87	24	32	56	35	10	46	46	56	25	99	43	94	20	55	19	97	45	22	38	93	81	25	0.081141
ZWS	2022-07-15T00:00:00	79	9	87	24	13	50	26	35	46	46	78	25	99	39	91	20	55	44	97	36	23	33	96	82	29	-0.026925
ZWS	2022-07-22T00:00:00	78	8	87	24	11	54	40	6	48	48	78	24	99	37	91	20	55	48	97	43	27	29	91	72	34	0.092007
ZWS	2022-07-29T00:00:00	78	4	85	85	24	65	70	82	49	49	76	21	97	32	90	61	52	27	97	71	35	38	98	47	25	-0.08299
ZWS	2022-08-05T00:00:00	78	4	85	84	8	56	37	84	48	48	80	21	96	33	88	59	51	58	97	44	37	47	97	47	23	-0.017619
ZWS	2022-08-12T00:00:00	77	3	85	83	43	52	42	36	49	49	74	21	97	35	72	58	49	6	97	46	32	30	98	49	18	0.095653
ZWS	2022-08-19T00:00:00	78	3	84	83	9	49	31	27	47	47	79	21	96	35	83	57	49	53	97	36	38	27	96	49	21	-0.012556
ZWS	2022-08-26T00:00:00	78	3	85	83	22	55	50	69	48	48	77	21	96	36	84	79	48	28	97	51	34	31	95	46	24	-0.062215
ZWS	2022-09-02T00:00:00	78	4	85	83	8	68	86	82	49	49	80	21	96	36	84	79	48	57	97	84	34	34	96	47	20	-0.058711
ZWS	2022-09-09T00:00:00	78	3	85	83	10	63	73	44	49	49	79	21	96	36	79	80	48	49	97	70	34	33	95	44	20	0.053511
ZWS	2022-09-16T00:00:00	79	4	85	83	20	90	92	79	50	50	76	22	96	36	82	80	48	31	97	96	32	36	95	44	23	-0.086516
ZWS	2022-09-23T00:00:00	79	4	85	83	12	49	28	57	47	47	78	21	96	36	82	80	48	44	97	33	31	42	94	42	19	-0.046003
ZWS	2022-09-30T00:00:00	79	4	85	83	24	44	21	62	45	45	75	21	96	37	80	80	48	28	97	25	30	41	93	45	21	-0.01528
ZWS	2022-10-07T00:00:00	79	4	85	83	16	71	64	60	43	43	76	22	96	37	64	79	48	38	97	72	32	41	94	47	25	0.003254
ZWS	2022-10-14T00:00:00	79	4	85	83	42	67	71	66	43	43	66	22	96	54	65	79	48	9	97	74	32	41	94	44	24	-0.028064
ZWS	2022-10-21T00:00:00	79	4	85	83	41	49	33	51	39	39	66	22	96	54	64	79	48	10	97	38	33	35	92	46	24	0.023442

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