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amount
float64
0
21.9M
nameOrig
int64
0
188k
oldBalanceOrig
float64
-199,468.15
33.5M
newBalanceOrig
float64
-199,468.15
33.7M
nameDest
int64
0
219k
oldBalanceDest
float64
-114,210.46
8.52M
newBalanceDest
float64
-23,166.37
21.9M
isFraud
int64
0
1
isUnauthorizedOverdraft
int64
0
1
action__CASH_IN
int64
0
1
action__CASH_OUT
int64
0
1
action__DEBIT
int64
0
1
action__PAYMENT
int64
0
1
action__TRANSFER
int64
0
1
89.24
0
89.24
0
0
0
89.24
1
0
0
0
0
0
1
89.24
1
89.24
0
1
0
0
1
0
0
1
0
0
0
70.62
2
70.62
0
2
0
70.62
1
0
0
0
0
0
1
70.62
3
70.62
0
3
0
0
1
0
0
1
0
0
0
22,695.14
4
22,695.14
0
4
0
22,695.14
1
0
0
0
0
0
1
22,695.14
5
22,695.14
0
5
0
0
1
0
0
1
0
0
0
425.67
6
425.67
0
6
0
425.67
1
0
0
0
0
0
1
425.67
7
425.67
0
7
0
0
1
0
0
1
0
0
0
26.16
8
26.16
0
8
0
26.16
1
0
0
0
0
0
1
26.16
9
26.16
0
9
0
0
1
0
0
1
0
0
0
19,168.79
10
19,168.79
0
10
0
19,168.79
1
0
0
0
0
0
1
19,168.79
11
19,168.79
0
11
0
0
1
0
0
1
0
0
0
272,829.54
12
272,829.54
0
12
0
272,829.54
1
0
0
0
0
0
1
272,829.54
13
272,829.54
0
13
0
0
1
0
0
1
0
0
0
23.36
14
23.36
0
14
0
23.36
1
0
0
0
0
0
1
23.36
15
23.36
0
15
0
0
1
0
0
1
0
0
0
72.03
16
72.03
0
16
0
72.03
1
0
0
0
0
0
1
72.03
17
72.03
0
17
0
0
1
0
0
1
0
0
0
38.29
18
38.29
0
18
0
38.29
1
0
0
0
0
0
1
38.29
19
38.29
0
19
0
0
1
0
0
1
0
0
0
0.24
20
0.24
0
20
0
0.24
1
0
0
0
0
0
1
0.24
21
0.24
0
21
0
0
1
0
0
1
0
0
0
88.84
22
88.84
0
22
0
88.84
1
0
0
0
0
0
1
88.84
23
88.84
0
23
0
0
1
0
0
1
0
0
0
9,693.94
24
9,693.94
0
24
0
9,693.94
1
0
0
0
0
0
1
9,693.94
25
9,693.94
0
25
0
0
1
0
0
1
0
0
0
49.99
26
49.99
0
26
0
49.99
1
0
0
0
0
0
1
49.99
27
49.99
0
27
0
0
1
0
0
1
0
0
0
35.73
28
35.73
0
28
0
35.73
1
0
0
0
0
0
1
35.73
29
35.73
0
29
0
0
1
0
0
1
0
0
0
510,692.79
30
510,692.79
0
30
0
510,692.79
1
0
0
0
0
0
1
510,692.79
31
510,692.79
0
31
0
0
1
0
0
1
0
0
0
46.11
32
46.11
0
32
0
46.11
1
0
0
0
0
0
1
46.11
33
46.11
0
33
0
0
1
0
0
1
0
0
0
5,023.28
34
5,023.28
0
34
0
5,023.28
1
0
0
0
0
0
1
5,023.28
35
5,023.28
0
35
0
0
1
0
0
1
0
0
0
53.99
36
53.99
0
36
0
53.99
1
0
0
0
0
0
1
53.99
37
53.99
0
37
0
0
1
0
0
1
0
0
0
60.15
38
60.15
0
38
0
60.15
1
0
0
0
0
0
1
60.15
39
60.15
0
39
0
0
1
0
0
1
0
0
0
12.31
40
12.31
0
40
0
12.31
1
0
0
0
0
0
1
12.31
41
12.31
0
41
0
0
1
0
0
1
0
0
0
62.02
42
62.02
0
42
0
62.02
1
0
0
0
0
0
1
62.02
43
62.02
0
43
0
0
1
0
0
1
0
0
0
8,761.42
44
8,761.42
0
44
0
8,761.42
1
0
0
0
0
0
1
8,761.42
45
8,761.42
0
45
0
0
1
0
0
1
0
0
0
96.16
46
96.16
0
46
0
96.16
1
0
0
0
0
0
1
96.16
47
96.16
0
47
0
0
1
0
0
1
0
0
0
23.01
48
23.01
0
48
0
23.01
1
0
0
0
0
0
1
23.01
49
23.01
0
49
0
0
1
0
0
1
0
0
0
121,671.65
50
121,671.65
0
50
0
121,671.65
1
0
0
0
0
0
1
121,671.65
51
121,671.65
0
51
0
0
1
0
0
1
0
0
0
68,923.25
52
68,923.25
0
52
0
68,923.25
1
0
0
0
0
0
1
68,923.25
53
68,923.25
0
53
0
0
1
0
0
1
0
0
0
75.33
54
75.33
0
54
0
75.33
1
0
0
0
0
0
1
75.33
55
75.33
0
55
0
0
1
0
0
1
0
0
0
67.61
56
67.61
0
56
0
67.61
1
0
0
0
0
0
1
67.61
57
67.61
0
57
0
0
1
0
0
1
0
0
0
5,025.37
58
5,025.37
0
58
0
5,025.37
1
0
0
0
0
0
1
5,025.37
59
5,025.37
0
59
0
0
1
0
0
1
0
0
0
0.22
60
0.22
0
60
0
0.22
1
0
0
0
0
0
1
0.22
61
0.22
0
61
0
0
1
0
0
1
0
0
0
98.1
62
98.1
0
62
0
98.1
1
0
0
0
0
0
1
98.1
63
98.1
0
63
0
0
1
0
0
1
0
0
0
29.77
64
29.77
0
64
0
29.77
1
0
0
0
0
0
1
29.77
65
29.77
0
65
0
0
1
0
0
1
0
0
0
4.55
66
4.55
0
66
0
4.55
1
0
0
0
0
0
1
4.55
67
4.55
0
67
0
0
1
0
0
1
0
0
0
70.05
68
70.05
0
68
0
70.05
1
0
0
0
0
0
1
70.05
69
70.05
0
69
0
0
1
0
0
1
0
0
0
34.99
70
34.99
0
70
0
34.99
1
0
0
0
0
0
1
34.99
71
34.99
0
71
0
0
1
0
0
1
0
0
0
83.2
72
83.2
0
72
0
83.2
1
0
0
0
0
0
1
83.2
73
83.2
0
73
0
0
1
0
0
1
0
0
0
58.88
74
58.88
0
74
0
58.88
1
0
0
0
0
0
1
58.88
75
58.88
0
75
0
0
1
0
0
1
0
0
0
51,870.95
76
51,870.95
0
76
0
51,870.95
1
0
0
0
0
0
1
51,870.95
77
51,870.95
0
77
0
0
1
0
0
1
0
0
0
12,462.25
78
12,462.25
0
78
0
12,462.25
1
0
0
0
0
0
1
12,462.25
79
12,462.25
0
79
0
0
1
0
0
1
0
0
0
12.78
80
12.78
0
80
0
12.78
1
0
0
0
0
0
1
12.78
81
12.78
0
81
0
0
1
0
0
1
0
0
0
275,353.31
82
275,353.31
0
82
0
275,353.31
1
0
0
0
0
0
1
275,353.31
83
275,353.31
0
83
0
0
1
0
0
1
0
0
0
5.99
84
5.99
0
84
0
5.99
1
0
0
0
0
0
1
5.99
85
5.99
0
85
0
0
1
0
0
1
0
0
0
3,422.04
86
3,422.04
0
86
0
3,422.04
1
0
0
0
0
0
1
3,422.04
87
3,422.04
0
87
0
0
1
0
0
1
0
0
0
28.82
88
28.82
0
88
0
28.82
1
0
0
0
0
0
1
28.82
89
28.82
0
89
0
0
1
0
0
1
0
0
0
12.76
90
12.76
0
90
0
12.76
1
0
0
0
0
0
1
12.76
91
12.76
0
91
0
0
1
0
0
1
0
0
0
76.62
92
76.62
0
92
0
76.62
1
0
0
0
0
0
1
76.62
93
76.62
0
93
0
0
1
0
0
1
0
0
0
22,161.15
94
22,161.15
0
94
0
22,161.15
1
0
0
0
0
0
1
22,161.15
95
22,161.15
0
95
0
0
1
0
0
1
0
0
0
213,669.86
96
213,669.86
0
96
0
213,669.86
1
0
0
0
0
0
1
213,669.86
97
213,669.86
0
97
0
0
1
0
0
1
0
0
0
62,058.96
98
62,058.96
0
98
0
62,058.96
1
0
0
0
0
0
1
62,058.96
99
62,058.96
0
99
0
0
1
0
0
1
0
0
0