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
2001-03-23T00:00:00
27
52
16
37
33
32
54
59
79
79
55
68
8
30
47
91
46
3
25
38
35
21
77
95
31
0.110782
ZMBA
2001-03-30T00:00:00
28
53
16
37
7
29
33
90
78
78
68
70
8
23
43
100
46
53
91
24
38
35
80
95
31
-0.141333
ZMBA
2001-04-06T00:00:00
30
56
16
37
22
39
64
92
78
78
59
73
8
30
67
100
45
22
92
50
37
34
79
95
31
-0.161491
ZMBA
2001-04-13T00:00:00
29
58
17
37
33
30
20
97
75
75
55
74
8
30
68
100
45
5
91
22
38
34
82
95
31
-0.037037
ZMBA
2001-04-20T00:00:00
30
56
17
37
18
27
12
49
77
77
77
72
8
25
67
100
45
31
92
18
41
31
83
95
31
0.138462
ZMBA
2001-04-27T00:00:00
30
57
17
36
11
24
13
83
76
76
81
74
8
22
67
100
45
44
92
17
51
39
82
95
31
-0.054054
ZMBA
2001-05-04T00:00:00
30
58
17
36
27
14
5
62
74
74
74
74
8
27
72
100
45
19
92
8
52
41
85
95
31
0.021429
ZMBA
2001-05-11T00:00:00
29
59
17
37
13
15
6
95
74
74
72
76
5
24
74
100
45
41
93
9
54
43
88
95
31
-0.076923
ZMBA
2001-05-18T00:00:00
21
57
27
15
15
19
15
41
73
73
76
74
5
23
61
85
59
38
97
15
53
37
87
95
31
0.083333
ZMBA
2001-05-25T00:00:00
21
59
28
15
41
15
10
79
71
71
60
75
5
31
60
85
59
1
97
11
56
29
86
95
31
-0.034965
ZMBA
2001-06-01T00:00:00
20
60
28
15
8
11
9
95
71
71
83
76
5
20
66
85
59
56
97
9
56
29
87
95
31
-0.115942
ZMBA
2001-06-08T00:00:00
20
60
28
15
8
8
4
86
69
69
83
77
6
20
64
85
59
58
97
5
53
27
86
95
31
0.008197
ZMBA
2001-06-15T00:00:00
20
61
28
15
16
9
10
94
70
70
78
78
6
23
71
85
59
42
97
7
53
26
86
95
31
-0.130081
ZMBA
2001-06-22T00:00:00
19
69
30
15
29
8
8
100
79
79
70
83
5
26
79
85
59
24
97
6
66
31
86
95
31
-0.280374
ZMBA
2001-06-29T00:00:00
20
63
29
15
16
7
10
50
88
88
80
79
5
22
73
89
59
44
97
6
40
52
71
95
31
0.298701
ZMBA
2001-07-06T00:00:00
20
61
29
14
7
6
5
20
88
88
87
78
6
18
65
89
59
73
97
3
55
45
57
95
31
0.07
ZMBA
2001-07-13T00:00:00
20
63
29
14
32
8
24
34
87
87
70
78
6
25
61
85
59
24
97
12
55
45
57
95
31
-0.018692
ZMBA
2001-07-20T00:00:00
20
64
29
14
42
6
14
79
86
86
66
79
6
26
61
85
59
10
97
7
55
43
65
95
31
-0.066667
ZMBA
2001-07-27T00:00:00
20
65
29
14
35
5
5
93
86
86
70
81
6
23
58
85
59
20
97
4
53
39
62
95
31
-0.102041
ZMBA
2001-08-03T00:00:00
20
63
28
14
8
5
7
29
86
86
85
79
6
16
54
86
59
71
97
4
51
32
69
95
31
0.102273
ZMBA
2001-08-10T00:00:00
5
51
33
13
12
5
5
17
85
85
77
79
6
12
42
51
64
54
98
4
50
30
66
95
31
0.030928
ZMBA
2001-08-17T00:00:00
5
53
33
12
15
3
2
82
85
85
65
80
6
16
42
43
64
48
97
2
47
33
68
95
31
-0.12
ZMBA
2001-08-24T00:00:00
5
53
33
12
24
5
13
77
84
84
61
80
6
19
39
42
64
34
97
7
48
33
68
95
31
0
ZMBA
2001-08-31T00:00:00
5
54
33
12
48
7
45
70
81
81
51
81
6
24
35
29
64
4
97
23
68
44
63
95
31
-0.011364
ZMBA
2001-09-07T00:00:00
5
56
33
12
53
7
39
75
74
74
50
81
6
25
27
29
64
2
97
20
68
63
72
95
31
-0.08046
ZMBA
2001-09-14T00:00:00
5
55
33
12
45
7
22
76
73
73
55
81
6
22
23
29
63
13
97
12
74
38
62
95
31
-0.0125
ZMBA
2001-09-21T00:00:00
4
56
34
12
12
6
10
97
86
86
71
85
6
14
34
29
63
63
97
7
51
39
25
95
31
-0.367089
ZMBA
2001-09-28T00:00:00
4
63
35
12
47
7
43
98
83
83
54
87
6
23
42
29
63
11
96
22
62
41
29
95
31
-0.14
ZMBA
2001-10-05T00:00:00
4
60
34
12
52
9
61
73
85
85
52
85
6
24
36
29
63
5
97
33
51
42
26
95
31
0.162791
ZMBA
2001-10-12T00:00:00
4
60
35
12
30
8
17
96
82
82
63
87
6
19
35
29
63
34
97
11
52
42
26
95
31
-0.1
ZMBA
2001-10-19T00:00:00
4
61
35
12
55
9
20
27
83
83
51
86
6
24
22
29
64
2
97
13
44
42
22
95
31
0.111111
ZMBA
2001-10-26T00:00:00
4
61
35
12
54
9
24
34
82
82
53
85
6
23
25
29
64
5
96
14
38
45
20
95
31
0.06
ZMBA
2001-11-02T00:00:00
4
62
35
12
50
9
22
84
81
81
54
87
6
22
31
30
64
8
95
13
37
44
21
95
31
-0.113208
ZMBA
2001-11-09T00:00:00
4
66
35
12
55
9
22
95
80
80
51
88
6
24
38
31
64
2
93
14
45
48
21
95
31
-0.106383
ZMBA
2001-11-16T00:00:00
16
60
37
8
45
5
5
85
79
79
76
88
95
15
33
27
70
16
90
3
39
53
20
95
31
0.02381
ZMBA
2001-11-23T00:00:00
16
61
37
8
51
4
4
91
78
78
73
88
94
16
26
27
70
9
90
3
41
54
20
95
31
-0.023256
ZMBA
2001-11-30T00:00:00
15
64
38
8
35
5
9
98
76
76
79
89
94
12
36
26
70
28
90
5
51
56
25
95
31
-0.142857
ZMBA
2001-12-07T00:00:00
16
63
38
8
14
4
4
71
77
77
88
88
94
7
41
26
70
57
88
3
52
37
22
95
31
0.083333
ZMBA
2001-12-14T00:00:00
17
57
36
8
29
5
20
4
87
87
81
85
94
10
23
26
69
34
89
9
29
34
24
95
31
0.384615
ZMBA
2001-12-21T00:00:00
16
63
37
8
52
5
33
77
88
88
70
88
94
16
26
26
69
1
88
15
48
49
26
95
31
-0.222222
ZMBA
2001-12-28T00:00:00
17
57
36
8
30
5
9
1
93
93
79
84
94
11
9
26
69
28
89
5
24
22
32
95
31
0.47619
ZMBA
2002-01-04T00:00:00
17
55
36
8
24
4
7
4
93
93
82
83
94
9
11
26
69
36
89
4
20
16
34
95
31
0.112903
ZMBA
2002-01-11T00:00:00
17
56
36
8
39
3
6
28
92
92
93
84
94
12
13
26
69
16
89
3
21
18
35
95
31
-0.072464
ZMBA
2002-01-18T00:00:00
17
61
37
8
26
3
7
87
93
93
94
87
94
7
16
26
69
32
89
3
23
21
37
95
31
-0.203125
ZMBA
2002-01-25T00:00:00
16
64
38
8
49
2
3
99
93
93
86
89
95
12
21
26
69
3
88
2
25
33
39
95
31
-0.176471
ZMBA
2002-02-01T00:00:00
16
62
38
8
34
3
7
80
93
93
91
88
94
9
22
26
69
23
88
3
26
29
39
95
31
0.02381
ZMBA
2002-02-08T00:00:00
16
62
38
8
25
10
83
86
92
92
94
89
95
7
18
26
70
35
89
44
28
31
37
95
31
-0.046512
ZMBA
2002-02-15T00:00:00
15
64
38
8
8
4
15
96
93
93
99
90
95
4
24
26
70
73
89
7
31
45
39
95
31
-0.146341
ZMBA
2002-02-22T00:00:00
15
65
38
8
18
19
90
89
91
91
96
90
94
6
22
25
70
42
89
55
32
49
39
95
31
-0.028571
ZMBA
2002-03-01T00:00:00
14
69
39
8
35
21
96
99
90
90
91
91
94
10
27
18
70
20
89
62
32
60
35
95
31
-0.147059
ZMBA
2002-03-08T00:00:00
16
63
37
8
50
18
92
3
96
96
86
88
94
12
15
19
70
3
90
56
43
20
35
95
31
0.586207
ZMBA
2002-03-15T00:00:00
16
62
38
8
10
6
28
23
96
96
98
88
94
5
16
20
71
59
89
14
40
23
35
95
31
-0.043478
ZMBA
2002-03-22T00:00:00
15
63
39
8
33
3
4
61
96
96
93
89
94
10
13
21
71
24
89
3
42
24
37
95
31
-0.068182
ZMBA
2002-03-29T00:00:00
17
58
38
8
10
4
10
2
96
96
80
87
75
7
8
26
72
58
88
5
46
29
37
95
31
0.292683
ZMBA
2002-04-05T00:00:00
6
56
70
17
29
5
7
95
97
97
60
90
88
10
23
32
77
21
87
5
46
22
38
95
31
-0.339623
ZMBA
2002-04-12T00:00:00
7
51
69
17
6
4
4
2
98
98
75
87
88
5
10
33
77
72
88
3
56
34
39
95
31
0.428571
ZMBA
2002-04-19T00:00:00
6
54
69
17
41
4
7
87
97
97
28
88
88
11
10
32
77
6
87
4
53
32
39
95
31
-0.1
ZMBA
2002-04-26T00:00:00
6
53
70
17
13
3
3
71
97
97
50
89
88
6
15
32
77
44
87
3
55
34
38
95
31
-0.088889
ZMBA
2002-05-03T00:00:00
6
54
69
16
35
12
84
76
97
97
31
89
88
10
15
32
77
13
87
47
55
34
38
95
31
0
ZMBA
2002-05-10T00:00:00
6
54
69
17
6
9
80
89
97
97
56
89
89
4
13
32
77
71
88
43
53
34
39
95
31
-0.073171
ZMBA
2002-05-17T00:00:00
22
91
30
3
24
7
43
96
96
96
57
91
96
8
23
13
85
29
89
21
55
40
40
95
31
-0.157895
ZMBA
2002-05-24T00:00:00
22
93
31
3
43
27
91
100
96
96
48
93
96
12
24
13
84
1
89
61
51
32
39
95
31
-0.21875
ZMBA
2002-05-31T00:00:00
22
92
31
3
27
5
10
92
96
96
55
93
96
9
30
12
84
23
89
6
49
32
13
95
31
0
ZMBA
2002-06-07T00:00:00
22
90
31
3
6
27
88
93
96
96
68
93
96
4
41
12
85
72
89
58
49
37
13
95
31
-0.08
ZMBA
2002-06-14T00:00:00
21
94
32
3
38
14
38
99
96
96
49
95
96
11
65
13
84
7
89
23
47
26
13
95
31
-0.26087
ZMBA
2002-06-21T00:00:00
22
91
31
3
23
12
20
26
96
96
56
93
96
8
44
13
84
26
90
14
72
40
16
95
31
0.352941
ZMBA
2002-06-28T00:00:00
22
93
31
3
23
13
28
57
96
96
56
93
96
8
44
12
85
28
90
19
71
37
19
95
31
-0.043478
ZMBA
2002-07-05T00:00:00
22
94
31
3
40
11
16
17
96
96
50
93
96
11
34
12
84
6
90
12
73
39
18
95
31
0.004545
ZMBA
2002-07-12T00:00:00
22
91
30
3
16
6
8
6
95
95
59
92
96
7
31
12
85
38
90
6
83
50
17
95
31
0.085973
ZMBA
2002-07-19T00:00:00
22
91
30
3
23
4
2
19
95
95
57
92
96
9
19
39
85
26
89
2
82
54
35
95
31
-0.041667
ZMBA
2002-07-26T00:00:00
22
90
30
3
23
4
4
2
94
94
57
91
96
9
13
40
85
28
90
3
87
56
30
95
31
0.086957
ZMBA
2002-08-02T00:00:00
22
89
30
3
6
5
5
3
92
92
69
91
96
5
5
40
85
67
91
4
83
53
28
95
31
0.084
ZMBA
2002-08-09T00:00:00
22
90
30
3
11
3
2
64
92
92
63
91
95
7
14
39
85
45
90
2
81
47
20
95
31
-0.110701
ZMBA
2002-08-16T00:00:00
24
91
30
2
8
7
33
99
95
95
71
94
97
6
27
5
89
56
91
18
89
44
13
95
31
-0.33195
ZMBA
2002-08-23T00:00:00
24
93
30
2
33
7
24
95
93
93
65
95
97
11
19
6
89
16
90
14
95
46
20
95
31
0
ZMBA
2002-08-30T00:00:00
23
91
30
2
19
8
41
99
90
90
66
96
97
8
27
6
89
35
90
22
91
42
22
95
31
-0.130435
ZMBA
2002-09-06T00:00:00
23
91
31
2
19
13
76
97
90
90
79
96
97
8
28
6
89
36
91
44
98
55
20
95
31
-0.071429
ZMBA
2002-09-13T00:00:00
23
94
31
2
28
13
77
99
89
89
75
97
97
10
37
6
89
25
90
44
99
58
14
95
31
-0.146154
ZMBA
2002-09-20T00:00:00
23
91
34
2
9
22
88
100
92
92
86
97
97
6
52
6
89
59
90
55
97
48
14
95
31
-0.333333
ZMBA
2002-09-27T00:00:00
23
93
32
2
22
29
91
65
94
94
77
97
97
9
56
6
90
29
90
61
97
49
23
95
31
0.216216
ZMBA
2002-10-04T00:00:00
22
96
34
2
32
21
54
99
95
95
72
98
97
11
54
6
90
16
90
35
97
39
31
95
31
-0.333333
ZMBA
2002-10-11T00:00:00
23
92
32
2
23
7
5
11
98
98
75
97
97
10
54
6
90
24
91
4
98
60
37
95
31
0.5
ZMBA
2002-10-18T00:00:00
23
94
32
2
38
5
3
26
97
97
82
97
97
12
47
6
90
5
90
3
98
60
38
95
31
0.055556
ZMBA
2002-10-25T00:00:00
23
92
32
2
13
5
2
34
96
96
93
97
97
8
44
6
90
38
90
2
97
48
33
95
31
0
ZMBA
2002-11-01T00:00:00
23
93
34
2
9
4
3
98
97
97
98
98
97
6
70
6
90
57
89
2
98
54
41
95
31
-0.315789
ZMBA
2002-11-08T00:00:00
25
90
29
2
37
3
2
1
100
100
82
91
97
12
14
6
90
2
95
1
92
46
87
95
31
2.846154
ZMBA
2002-11-15T00:00:00
26
88
27
3
27
2
1
31
100
100
41
94
99
13
15
9
92
13
94
1
94
61
91
95
31
-0.28
ZMBA
2002-11-22T00:00:00
25
88
28
3
9
3
6
72
100
100
51
96
99
8
33
9
92
48
92
3
94
69
94
95
31
-0.25
ZMBA
2002-11-29T00:00:00
26
89
27
3
8
2
2
45
100
100
55
95
99
6
30
10
92
60
93
1
94
66
94
95
31
0.185185
ZMBA
2002-12-06T00:00:00
25
89
28
3
10
5
43
91
100
100
48
96
99
26
28
11
92
39
92
21
94
69
93
95
31
-0.1875
ZMBA
2002-12-13T00:00:00
25
90
28
3
12
6
44
87
100
100
53
96
99
23
19
10
92
53
92
22
94
73
94
95
31
-0.153846
ZMBA
2002-12-20T00:00:00
25
91
29
3
12
5
38
99
100
100
54
97
99
22
35
11
92
58
92
17
94
72
95
95
31
-0.172727
ZMBA
2002-12-27T00:00:00
24
92
30
3
20
2
4
100
100
100
46
97
99
28
33
10
92
29
89
2
94
72
95
95
31
-0.120879
ZMBA
2003-01-03T00:00:00
24
93
30
3
26
65
96
96
100
100
43
98
99
30
34
11
92
20
88
88
94
75
91
95
31
0
ZMBA
2003-01-10T00:00:00
25
93
29
3
14
30
89
42
100
100
48
97
99
26
35
10
92
35
88
62
94
76
90
95
31
0.125
ZMBA
2003-01-17T00:00:00
24
93
31
3
30
8
28
99
98
98
34
98
99
32
38
10
92
13
88
12
94
75
93
95
31
-0.222222
ZMBA
2003-01-24T00:00:00
24
91
30
3
9
17
72
86
98
98
52
98
99
23
45
10
92
54
88
41
94
69
91
95
31
0
ZMBA
2003-01-31T00:00:00
25
90
28
3
9
6
22
1
100
100
57
96
99
21
21
10
92
66
91
10
94
76
97
95
31
0.785714
ZMBA
2003-02-07T00:00:00
26
88
26
3
10
5
15
1
100
100
49
94
99
25
22
10
92
46
92
8
94
78
96
95
31
0.36
ZMBA
2003-02-14T00:00:00
26
88
26
3
30
4
3
4
100
100
34
95
99
32
7
10
92
12
93
3
94
78
96
95
31
0