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
ZMBA
2003-02-21T00:00:00
26
87
26
3
13
3
2
1
100
100
45
93
99
27
2
11
92
36
95
2
94
80
95
95
31
0.294118
ZMBA
2003-02-28T00:00:00
27
84
24
3
15
3
7
1
100
100
44
91
99
27
1
12
91
34
96
3
94
76
96
95
31
0.272727
ZMBA
2003-03-07T00:00:00
26
88
26
3
10
3
11
73
100
100
90
94
99
26
10
12
91
43
95
5
94
85
95
95
31
-0.357143
ZMBA
2003-03-14T00:00:00
26
87
26
3
8
2
7
84
100
100
95
94
99
22
4
12
92
63
74
3
94
84
95
95
31
-0.055556
ZMBA
2003-03-21T00:00:00
26
87
25
3
29
2
3
41
100
100
82
93
99
33
1
12
92
11
73
2
93
81
92
95
31
0.176471
ZMBA
2003-03-28T00:00:00
26
89
27
3
9
26
98
99
100
100
90
95
99
28
4
12
92
36
72
64
92
76
89
95
31
-0.3
ZMBA
2003-04-04T00:00:00
91
89
42
7
14
58
100
86
100
100
45
95
93
32
2
9
93
20
71
82
96
75
89
95
31
0.071429
ZMBA
2003-04-11T00:00:00
91
88
42
7
11
59
100
37
99
99
46
94
93
29
11
9
93
28
71
83
96
73
89
95
31
0.133333
ZMBA
2003-04-18T00:00:00
91
88
42
7
21
79
93
70
99
99
33
95
93
70
5
9
93
8
71
90
95
80
93
95
31
-0.058824
ZMBA
2003-04-25T00:00:00
91
86
41
7
8
88
100
8
99
99
55
94
93
57
2
9
93
58
72
96
92
80
95
95
31
0.1875
ZMBA
2003-05-02T00:00:00
91
88
42
7
8
64
53
98
99
99
52
95
93
59
4
9
93
50
71
59
92
83
94
95
31
-0.157895
ZMBA
2003-05-09T00:00:00
91
90
43
7
15
56
46
94
98
98
39
96
93
67
30
9
93
16
71
50
93
85
95
95
31
-0.0625
ZMBA
2003-05-16T00:00:00
91
86
59
5
10
68
78
91
96
96
51
96
99
66
24
5
74
35
74
78
94
87
95
95
31
0
ZMBA
2003-05-23T00:00:00
91
84
59
5
17
22
14
21
96
96
45
95
99
66
24
5
74
14
75
15
93
86
96
95
31
0.133333
ZMBA
2003-05-30T00:00:00
91
86
59
5
9
26
15
97
96
96
56
96
99
66
40
5
74
59
75
16
97
92
97
95
31
-0.117647
ZMBA
2003-06-06T00:00:00
90
84
59
5
24
46
53
19
95
95
44
95
99
66
37
5
74
7
76
49
97
92
96
95
31
0.233333
ZMBA
2003-06-13T00:00:00
91
85
59
5
10
31
22
96
95
95
54
96
99
66
42
5
75
45
75
23
97
93
96
95
31
-0.135135
ZMBA
2003-06-20T00:00:00
91
85
59
5
11
70
86
25
95
95
52
96
99
66
44
5
74
40
77
83
96
88
95
95
31
0.0625
ZMBA
2003-06-27T00:00:00
91
86
59
5
27
27
16
46
94
94
44
96
99
66
31
6
74
8
76
17
97
89
95
95
31
0
ZMBA
2003-07-04T00:00:00
91
84
59
5
15
19
22
16
93
93
49
95
99
66
24
6
74
22
75
16
97
87
95
95
31
0.058824
ZMBA
2003-07-11T00:00:00
90
64
58
5
8
18
14
1
100
100
57
90
99
66
3
6
75
63
83
11
86
77
84
95
31
1.333333
ZMBA
2003-07-18T00:00:00
90
68
58
5
27
43
50
13
100
100
42
91
99
55
5
6
75
2
83
46
77
84
65
95
31
-0.119048
ZMBA
2003-07-25T00:00:00
90
65
58
5
8
18
4
3
100
100
54
90
99
55
4
6
75
49
84
8
69
83
65
95
31
0.081081
ZMBA
2003-08-01T00:00:00
90
68
58
5
21
53
59
69
100
100
45
91
99
55
11
6
75
12
82
57
49
76
56
95
31
-0.075
ZMBA
2003-08-08T00:00:00
90
67
58
5
10
23
7
37
100
100
51
91
99
56
5
4
74
37
71
12
48
75
55
95
31
0
ZMBA
2003-08-15T00:00:00
100
33
77
4
8
32
44
89
100
100
33
92
96
57
11
6
83
70
71
36
60
80
53
95
31
-0.162162
ZMBA
2003-08-22T00:00:00
100
33
77
4
11
36
53
54
100
100
28
91
96
56
28
6
83
35
72
44
59
81
52
95
31
0.129032
ZMBA
2003-08-29T00:00:00
100
34
77
4
10
52
65
99
100
100
34
93
95
57
28
22
83
54
71
60
63
84
50
95
31
-0.114286
ZMBA
2003-09-05T00:00:00
100
35
77
4
23
95
100
77
100
100
6
93
96
57
19
21
83
13
72
99
65
84
52
95
31
0.032258
ZMBA
2003-09-12T00:00:00
100
33
77
4
12
91
100
56
99
99
14
92
95
57
30
22
83
63
72
97
63
83
60
99
92
0.03125
ZMBA
2003-09-19T00:00:00
100
35
78
5
13
95
100
85
95
95
11
93
95
57
87
22
83
44
74
99
68
84
60
99
92
-0.030303
ZMBA
2003-09-26T00:00:00
100
36
77
5
32
94
94
83
94
94
5
94
95
58
69
22
83
6
76
96
68
87
53
99
91
-0.0625
ZMBA
2003-10-03T00:00:00
100
36
78
5
30
96
87
93
93
93
5
94
95
58
93
22
83
9
74
94
68
84
54
99
91
0
ZMBA
2003-10-10T00:00:00
100
37
78
5
13
84
46
95
93
93
16
94
95
58
66
21
83
67
75
68
54
66
9
100
95
-0.033333
ZMBA
2003-10-17T00:00:00
100
40
78
5
25
90
54
99
94
94
7
95
95
57
84
21
83
18
72
76
54
57
10
99
97
-0.137931
ZMBA
2003-10-24T00:00:00
100
40
78
5
40
78
15
77
92
92
3
95
95
57
95
21
83
1
73
46
54
56
8
99
97
0.04
ZMBA
2003-10-31T00:00:00
100
41
78
5
23
77
17
95
88
88
8
95
96
58
82
21
83
22
73
47
50
56
8
98
98
-0.038462
ZMBA
2003-11-07T00:00:00
100
42
79
5
13
84
38
98
87
87
19
96
96
58
55
22
83
64
73
64
32
56
7
99
99
-0.08
ZMBA
2003-11-14T00:00:00
11
42
45
11
25
72
19
96
85
85
20
96
97
52
59
94
85
20
79
45
34
58
8
99
99
-0.043478
ZMBA
2003-11-21T00:00:00
11
46
46
11
18
68
24
100
88
88
22
96
97
50
92
94
86
29
78
45
31
59
8
99
99
-0.181818
ZMBA
2003-11-28T00:00:00
10
53
48
11
33
63
18
100
95
95
18
98
97
55
93
93
86
10
75
38
44
73
4
98
100
-0.333333
ZMBA
2003-12-05T00:00:00
10
50
48
11
33
51
18
85
97
97
20
97
97
58
96
93
86
20
76
32
53
81
4
98
100
0.166667
ZMBA
2003-12-12T00:00:00
11
44
46
10
15
23
11
17
98
98
27
96
97
52
95
93
86
45
76
14
54
88
3
98
99
0.357143
ZMBA
2003-12-19T00:00:00
10
48
48
10
11
31
5
87
98
98
32
97
97
47
98
93
86
72
75
14
44
90
3
99
99
-0.263158
ZMBA
2003-12-26T00:00:00
10
50
48
10
22
20
4
97
99
99
23
97
97
56
99
93
85
34
72
9
48
88
2
99
99
-0.035714
ZMBA
2004-01-02T00:00:00
10
47
47
10
23
10
2
29
98
98
23
97
97
56
99
93
86
32
73
4
46
95
8
99
99
0.259259
ZMBA
2004-01-09T00:00:00
10
48
47
10
22
11
3
45
98
98
23
97
97
56
99
93
86
33
73
5
50
96
14
99
100
-0.058824
ZMBA
2004-01-16T00:00:00
10
51
48
10
23
7
1
80
98
98
26
97
97
67
100
93
86
33
73
3
51
96
12
99
100
-0.0625
ZMBA
2004-01-23T00:00:00
9
51
48
10
18
2
1
98
98
98
28
97
97
66
99
93
86
38
75
1
51
96
11
99
100
-0.033333
ZMBA
2004-01-30T00:00:00
9
51
48
10
12
3
1
46
97
97
33
97
97
64
96
93
86
48
75
1
53
95
10
99
100
0.034483
ZMBA
2004-02-06T00:00:00
9
51
48
10
12
8
50
88
97
97
36
98
97
63
91
93
86
54
75
25
51
93
5
99
100
-0.066667
ZMBA
2004-02-13T00:00:00
9
51
49
10
22
3
2
95
96
96
28
98
97
67
88
93
86
38
76
2
52
90
5
99
100
-0.035714
ZMBA
2004-02-20T00:00:00
9
50
47
10
10
3
2
22
95
95
40
97
97
62
71
92
86
66
77
2
48
92
6
99
100
0.111111
ZMBA
2004-02-27T00:00:00
9
50
48
10
10
3
52
28
94
94
41
97
97
60
65
91
86
72
79
22
48
90
5
99
100
0
ZMBA
2004-03-05T00:00:00
9
52
48
10
36
3
30
40
93
93
21
98
97
71
69
91
86
25
74
12
50
90
5
99
100
0
ZMBA
2004-03-12T00:00:00
9
52
49
10
20
3
9
96
88
88
44
98
97
67
79
91
86
46
74
4
51
90
6
99
100
-0.133333
ZMBA
2004-03-19T00:00:00
10
50
47
10
37
3
2
2
97
97
36
97
97
73
58
91
86
27
78
2
98
100
96
78
25
0.307692
ZMBA
2004-03-26T00:00:00
10
49
47
10
15
3
24
7
96
96
45
97
97
66
49
91
87
56
74
9
98
100
95
87
18
0
ZMBA
2004-04-02T00:00:00
23
89
26
95
27
4
9
2
96
96
61
97
99
67
48
74
85
40
91
4
95
100
93
86
19
0.176471
ZMBA
2004-04-09T00:00:00
23
87
25
95
8
3
3
1
97
97
71
96
99
67
32
74
86
66
91
2
97
100
97
72
20
0.3
ZMBA
2004-04-16T00:00:00
23
88
25
95
7
6
56
40
97
97
79
97
99
68
33
74
86
69
90
27
96
100
97
71
21
-0.153846
ZMBA
2004-04-23T00:00:00
23
89
26
95
25
10
55
63
97
97
63
97
99
68
18
73
86
31
90
29
95
99
98
92
19
-0.045455
ZMBA
2004-04-30T00:00:00
24
87
25
95
41
8
47
3
97
97
50
96
99
68
15
73
86
8
91
24
99
100
98
95
28
0.238095
ZMBA
2004-05-07T00:00:00
23
88
25
95
44
8
13
23
97
97
47
96
99
70
14
73
86
2
91
7
98
100
99
92
28
-0.076923
ZMBA
2004-05-14T00:00:00
100
22
83
5
37
23
96
42
97
97
23
96
99
82
20
8
90
12
85
62
97
100
99
92
29
-0.041667
ZMBA
2004-05-21T00:00:00
100
31
84
5
39
23
88
98
97
97
20
97
100
83
6
8
90
9
85
58
97
100
96
91
26
-0.173913
ZMBA
2004-05-28T00:00:00
100
28
83
5
8
45
98
76
97
97
39
97
99
83
2
8
90
57
85
75
95
100
96
88
25
0.078947
ZMBA
2004-06-04T00:00:00
100
32
84
5
10
78
100
97
97
97
38
97
99
83
3
8
90
51
85
92
96
100
96
88
31
-0.097561
ZMBA
2004-06-11T00:00:00
100
33
84
5
39
50
95
75
96
96
20
97
100
83
11
8
90
9
86
76
96
100
95
86
33
0.027027
ZMBA
2004-06-18T00:00:00
100
38
84
5
40
46
74
98
95
95
19
97
100
83
6
8
90
6
85
62
95
100
96
91
38
-0.105263
ZMBA
2004-06-25T00:00:00
100
42
84
5
23
80
100
98
95
95
29
98
100
83
6
8
90
27
84
93
94
100
94
96
35
-0.058824
ZMBA
2004-07-02T00:00:00
100
42
84
5
30
74
97
89
94
94
26
98
100
83
15
8
90
21
84
88
94
100
94
96
21
0
ZMBA
2004-07-09T00:00:00
100
33
84
5
35
74
88
11
94
94
22
97
100
83
2
8
90
13
84
85
94
100
87
95
16
0.15625
ZMBA
2004-07-16T00:00:00
100
41
84
5
7
38
20
79
95
95
39
98
99
73
2
33
90
55
83
26
93
99
83
95
15
-0.135135
ZMBA
2004-07-23T00:00:00
100
43
84
5
21
54
29
94
95
95
30
98
99
73
2
33
90
30
82
39
93
99
83
95
15
-0.125
ZMBA
2004-07-30T00:00:00
100
43
84
5
16
33
18
80
94
94
32
98
99
74
7
33
90
36
81
21
95
99
86
91
14
0.035714
ZMBA
2004-08-06T00:00:00
100
47
85
5
31
38
19
93
94
94
30
98
99
74
17
33
90
18
81
25
89
95
81
99
9
-0.137931
ZMBA
2004-08-13T00:00:00
23
96
26
7
25
22
14
94
93
93
28
98
99
66
15
3
88
26
63
15
86
96
80
99
10
-0.08
ZMBA
2004-08-20T00:00:00
23
96
26
7
22
19
14
100
91
91
29
98
99
66
16
3
87
30
62
14
89
93
94
99
9
-0.130435
ZMBA
2004-08-27T00:00:00
23
94
26
7
16
19
8
34
96
96
29
98
99
64
25
4
87
38
65
11
87
85
94
87
7
0.2
ZMBA
2004-09-03T00:00:00
23
94
25
7
6
38
72
46
94
94
52
98
99
58
21
4
87
65
66
55
87
85
94
88
8
0
ZMBA
2004-09-10T00:00:00
23
94
25
7
6
13
18
14
94
94
52
98
99
58
31
4
87
65
68
13
86
74
86
76
7
0.083333
ZMBA
2004-09-17T00:00:00
23
97
26
7
29
8
7
96
94
94
36
98
99
68
25
4
87
22
70
6
88
61
87
74
9
-0.115385
ZMBA
2004-09-24T00:00:00
23
95
26
7
13
10
13
18
94
94
44
98
99
62
18
4
87
45
69
9
86
51
85
71
3
0.086957
ZMBA
2004-10-01T00:00:00
22
97
26
7
32
13
9
87
93
93
34
98
99
69
41
4
87
17
70
9
87
28
85
59
4
-0.08
ZMBA
2004-10-08T00:00:00
22
96
26
7
24
8
6
92
93
93
39
98
99
65
69
4
87
28
67
5
85
31
85
57
4
-0.043478
ZMBA
2004-10-15T00:00:00
22
97
26
7
34
4
2
80
92
92
14
98
99
68
61
4
87
15
67
2
85
34
86
58
4
0
ZMBA
2004-10-22T00:00:00
22
96
27
7
19
8
16
97
91
91
21
99
99
64
50
4
87
34
66
10
84
34
87
58
9
-0.090909
ZMBA
2004-10-29T00:00:00
22
95
27
7
8
10
23
90
90
90
30
98
99
59
68
4
87
54
69
13
86
26
89
56
14
0
ZMBA
2004-11-05T00:00:00
22
98
27
7
21
10
52
97
85
85
18
99
99
64
79
4
88
29
58
27
86
35
86
50
14
-0.05
ZMBA
2004-11-12T00:00:00
23
97
26
7
36
6
7
36
88
88
22
99
99
67
75
27
88
12
49
4
85
35
83
50
15
0.105263
ZMBA
2004-11-19T00:00:00
23
94
27
7
6
10
56
4
92
92
35
98
98
55
69
27
95
61
32
29
88
49
77
47
16
0.190476
ZMBA
2004-11-26T00:00:00
22
94
28
7
11
8
17
73
92
92
32
98
98
57
92
100
95
46
31
9
73
55
34
16
28
-0.112
ZMBA
2004-12-03T00:00:00
23
94
28
7
13
7
7
37
91
91
32
98
98
74
73
100
95
43
32
5
74
55
35
16
27
0.036036
ZMBA
2004-12-10T00:00:00
23
93
27
7
11
9
12
7
91
91
33
98
98
74
59
100
95
46
34
8
77
65
36
8
41
0.130435
ZMBA
2004-12-17T00:00:00
23
93
26
7
38
7
4
2
92
92
23
98
98
79
47
100
95
15
38
4
78
60
17
20
38
0.153846
ZMBA
2004-12-24T00:00:00
23
94
26
7
31
6
6
25
92
92
27
98
98
77
54
100
95
25
39
4
78
50
19
24
32
-0.046667
ZMBA
2004-12-31T00:00:00
23
94
26
7
46
5
4
4
91
91
21
98
98
79
24
100
95
11
41
3
73
49
19
15
36
0.118881
ZMENY
2021-06-18T00:00:00
25
86
51
15
38
1
2
36
95
95
23
32
50
26
50
50
65
77
50
1
49.5
85
16.5
57.5
26.5
-0.041698
ZMENY
2021-06-25T00:00:00
25
85
48
15
38
1
2
5
95
95
15
32
50
37
50
50
65
77
50
1
49.5
85
16.5
57.5
26.5
0.13986