step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
12
PAYMENT
110,221.24
C2010909150
79,242.01
2,556,956.4
C1407808265
753,148.85
24.6
0
0
50
PAYMENT
2,200.29
C1211174920
1,046,712.99
859,009.61
C691864844
1,476.74
0
0
0
364
PAYMENT
394,479.3
C1956757988
0.07
709.63
C1581282769
996,224.33
639,989.82
0
0
217
PAYMENT
2,526.41
C753831910
2,647.73
9,054.37
M1758769830
58,174.13
0
0
0
186
CASH_IN
992,683.55
C884423152
114,684.13
371,134.3
C909328439
5,979,274.16
12,687,182.16
0
0
59
CASH_OUT
154,912.24
C2083142007
5.08
30,147.65
C726834993
1,490,545.33
96,488.66
0
0
427
CASH_IN
8,678.92
C791188640
1,522,434.09
9,244,861.4
C1841264081
1,519,564.02
9,469.48
0
0
159
TRANSFER
4,918.46
C436483259
30,552.5
1,209,812.69
C868062744
2,120,728.49
9,158.41
0
0
237
CASH_OUT
246,579.18
C1475678376
4,345,488.07
2,311,433.08
C2015010875
817,496.81
801.61
0
0
211
CASH_OUT
283,258.7
C2076665117
854,659.78
648,685.89
M1071681412
453,904.68
3.42
1
0
619
PAYMENT
68,906.73
C663601107
6,470.9
260,896.73
M457106571
783,515.89
0.07
0
0
305
CASH_OUT
105,607.42
C814120003
8,807,153.13
8,399,600.13
C703760559
254,685.3
0
0
0
492
PAYMENT
105,044.43
C178370151
0.03
785.27
C1723864527
830,767.62
0
0
0
272
TRANSFER
428,140.75
C1545639133
172,925.87
9,972.2
C1999913369
889,865.81
99,045.53
0
0
264
CASH_IN
121,935.09
C1229042036
5,287.04
881,567.53
M1493340644
3,595,265.18
385,837.42
0
0
517
PAYMENT
25,280.97
C710572203
9.29
177.71
M1178177754
496,286.53
57,805.64
0
0
115
PAYMENT
11,529.05
C1104453919
2,854,507.85
864,323.27
M1124554945
87,161.22
0
0
0
414
CASH_OUT
447,954.26
C1831131110
3,440,065.11
6,335,032.25
M1684618711
817,493.38
0.05
0
0
338
PAYMENT
39,487.55
C513735558
8,871.02
613,000.35
M1081745892
430,418.18
256.27
0
0
65
PAYMENT
109,936.38
C64237513
22,637.13
1,867,535.49
M811191202
125,446.79
0
0
0
78
CASH_OUT
307,213.42
C321819385
1,634,222.96
108,838.14
C1782083860
4,946,421.18
592,598.33
0
0
435
CASH_OUT
87,733.27
C1524461433
14,565.79
357,758.68
C1809396039
228,969.88
0
0
0
174
PAYMENT
16,964.55
C1240239684
40.69
12,807.68
C890542852
592,652.69
98.48
0
0
30
CASH_OUT
110,797.49
C311910835
2,404,045.33
11,224,989.74
C1558233921
579,457.03
7.93
0
0
435
CASH_OUT
473,356.74
C1688983488
13,645.7
31,286.02
C2079125034
10,119,503.14
26,775,851.28
0
0
654
CASH_IN
475,971.75
C2028556698
51,651.4
1,608,424.79
C124045563
5,239,976.55
12,014,170.48
0
0
743
CASH_IN
966,013.37
C1018668369
18,438.71
127,696.38
C1010126965
5,310,463.71
8,481,615.75
0
0
131
PAYMENT
27,817.18
C1772023055
2,034,523.45
8,048.53
M778347494
1,695.95
0
0
0
61
CASH_IN
588,997.02
C489168765
1,939,573.01
11,491,480.68
C1377240592
4,360,148.06
104,150.79
0
0
38
CASH_OUT
166,705.3
C1089209976
92,306.45
1,551,630.46
M136143567
3,095,243
10,427.13
0
0
205
CASH_IN
149,798.3
C1399216390
473,197.02
59,029.64
C1403737566
1,322,903.33
840,879.31
0
0
180
CASH_OUT
215,334.63
C1377522597
2,312.38
40,688.13
C417094017
2,617,086.13
599,998.49
0
0
259
CASH_IN
16,993.67
C631588743
821.73
434,556.11
M421312453
1,284,250.96
52.22
0
0
353
PAYMENT
28,422.62
C350084492
4,272.43
68,227.95
M335088321
587,810.13
3,910.97
0
0
477
CASH_IN
20,946.37
C954910225
2,903,401.91
8,846,742.75
C1899982544
3,712,327.55
33,660.13
0
0
44
PAYMENT
8,749.81
C1074352880
122,968.21
1,132,264.12
C501839748
76,280.23
0
0
0
242
PAYMENT
19,357.13
C143138782
143,956.6
2,730,399.96
M263122982
70,444.63
0
0
0
201
CASH_IN
32,314.34
C1030241160
218,845.94
2,724,213.86
M268934369
1,016,048.91
144,247.3
0
0
726
PAYMENT
43,186.54
C1042965957
1,283.28
10,828.87
C835462321
1,008,193.77
138.27
0
0
331
CASH_OUT
111,424.88
C251425674
1,040,731.85
1,855,131.41
M2080761540
1,555,993.81
1,107.32
0
0
111
CASH_OUT
2,997.41
C952540751
3,409,101.47
14,966,564.94
C1417245859
39,296.9
0
0
0
480
CASH_IN
89,091.1
C826616977
7,686,343.98
3,785,126.93
M1158697892
485,715.38
4,433.87
0
0
294
CASH_OUT
549,297.8
C421661079
325,567.75
951,401.99
C685649300
1,999,567.22
724,927.26
0
0
388
CASH_OUT
256,760.34
C429274340
6,358,176.18
1,529,206.15
M525059064
1,026,574.81
64,654.95
0
0
514
TRANSFER
2,718.38
C1958546813
1,329,004.3
2,672,970.27
C939481347
70,058.68
0
0
0
168
CASH_IN
286,344.19
C1406425342
4,175,364.44
16,054,312.46
C869191258
4,002,041.56
962,384.6
0
0
74
CASH_OUT
468,916.82
C121589445
68,457.7
337,879.72
C386349248
2,450,594.34
96,829.75
0
0
169
PAYMENT
105.03
C1130126459
5,193,137.75
3,969,646.3
M722778852
2,412.24
0
0
0
129
PAYMENT
9,586.15
C555817996
953.31
111,573.28
C324315918
241,289.87
0
0
0
75
PAYMENT
76,893.97
C716450930
0.79
1.21
C931127653
362,621.57
1,734.3
0
0
104
PAYMENT
34,135.73
C1960606825
2,628,600.45
1,896,103.06
C1519489714
1,473,210.92
2,866.93
0
0
201
TRANSFER
22,185.73
C1988219950
6,395,557.62
332,354.45
C903992703
1,304,331.56
1,250,109.99
0
0
353
CASH_IN
289,588.94
C1098985598
352,663.25
515,267.18
C641958081
1,209,071.01
33,944.42
0
0
177
CASH_IN
324,339.15
C573876012
240,931.51
1,634,692.47
C727725103
2,454,996.26
231,810.45
0
0
462
CASH_OUT
335,139.58
C1661515672
343,634.12
260,056.24
C279409221
9,467,345.45
5,772,760.56
0
0
9
CASH_OUT
294,366.54
C1311330917
910.42
112,953.08
C824197891
5,957,504.01
12,486,931.96
0
0
646
CASH_OUT
118,963.74
C1749341406
945,208.22
3,441,261.19
C2083051148
1,230,538.71
2.75
0
0
267
CASH_OUT
548,220.86
C1662624710
4,565.53
194,234.62
C56525196
553,444.82
30,101.73
0
0
279
CASH_OUT
584,607.3
C2058412518
1,896,672.44
7,772,144.93
C81491429
2,454,611.29
5,182.12
0
0
63
CASH_IN
765,558.42
C535016563
8,045,677.88
3,486,359.63
C2082791004
570,954.36
2,215.31
0
0
222
PAYMENT
15,831.67
C1861462468
1.01
15,028.6
M1287881143
581,157.85
0.07
0
0
164
CASH_IN
210,511.22
C261559624
28,665.72
7,976,620.14
C121100946
1,147,619.96
4,509.03
0
0
350
PAYMENT
383,812.96
C1739197017
1,731.74
187.33
C1590366555
1,095,429.99
4.94
0
0
340
CASH_IN
121,135.84
C206015441
9,007,353.86
7,386,056.54
C668048643
1,653,928.27
81,929.4
0
0
177
CASH_OUT
1,424.1
C1014745725
1,468.58
373,882
M568611428
39,625.14
4.19
0
0
63
CASH_IN
90,767.1
C1340520202
11,025,964.87
24,946,398.45
C911093380
2,708,383.03
344.6
0
0
257
PAYMENT
620.69
C1354473880
2,298.01
40,095.27
M21451155
3,954.31
0
0
0
675
PAYMENT
0
C1510629883
147,415.12
1,461,172.37
M484244429
5,186.97
0
0
0
611
CASH_OUT
2,002.35
C1986595707
1,120,075.87
3,339,102.27
C293714217
1,787,816.34
9,053.95
0
0
119
TRANSFER
105,926.31
C1341486455
250.68
4,265.49
C146760377
167,034.04
1.14
0
0
17
CASH_IN
1,702,637.45
C192364346
503,077.1
78,438.58
C910260446
8,990,834.18
23,814,441.41
0
0
134
CASH_IN
302,614.42
C1456515612
4,438,249.27
5,077,846.74
C795766682
2,309,826.92
301.11
0
0
548
CASH_IN
134,346.45
C966785623
4,975,586.17
7,089,426.7
M548827459
4,071,707.77
15,052,926.12
0
0
107
CASH_OUT
8,989.34
C777386190
514,273.18
1,316,073.53
M395935282
5,821.8
0
0
0
287
PAYMENT
178,999.21
C375009118
792,184.41
397,544.93
C513171171
1,661,761.84
17,893.38
0
0
743
CASH_OUT
25,896.17
C210087812
0.17
13,842.49
M99555925
1,658,144.74
473,695.39
0
0
313
CASH_OUT
40,111.64
C1442312817
450,133.68
5,838,962.89
C1866170275
907,657.91
2.74
0
0
229
PAYMENT
12,434.95
C1550636697
851,076.13
3,330,014.53
C1941846362
18,303.17
0
0
0
41
TRANSFER
46,140.83
C284146208
3,007.87
685.73
M1565120235
588,148.93
0.01
0
0
191
PAYMENT
15,526.86
C989059198
4,939.22
342,949.77
C2109403222
682,872.74
2.53
0
0
58
CASH_OUT
105,414.18
C1226297660
869,493.76
3,477,448.58
C270969864
777,558.5
21.7
0
0
147
CASH_OUT
234,474.23
C553215860
21,092.38
35,801.15
C21846438
6,404,539.26
9,795,032.32
0
0
101
CASH_IN
160,571.44
C1867325208
969,771.4
3,003,299.3
C1160584405
814,648.88
1,267.1
0
0
31
CASH_IN
18,283.8
C815793692
0.02
2,423.72
M1638620649
830,576.15
4,974.65
0
0
34
PAYMENT
11,319.08
C794296545
19.48
39.35
C662697319
314,338.67
0.02
0
0
252
CASH_OUT
23,534.84
C1503461799
274,388.54
88,829.1
C647384327
1,752,531.18
408.51
0
0
103
CASH_OUT
594,472.66
C376376798
81.46
3,655.13
C563863481
4,009,691.66
185,154.28
0
0
409
CASH_OUT
237,596.69
C1795519843
1,916,025.56
2,462,339.35
C724844824
693,914.43
101.53
0
0
54
CASH_OUT
66,796.34
C583070395
594.9
28,797.83
M1759976906
13,122,426.52
23,064,874.75
0
0
574
CASH_IN
747,559.39
C798193089
22.15
651.35
M789541422
3,778,909.93
1,502,196.97
0
0
128
CASH_OUT
700,284.19
C1979840920
155,175.82
40,945.84
M1852077386
321,319.18
126.07
0
0
107
PAYMENT
860.56
C1381934264
1,893,305.16
3,073,710.77
C1651840635
80,048.2
0
0
0
240
PAYMENT
247,455.38
C1476514604
0.01
0
M1769690641
423,429.66
0.13
0
0
82
PAYMENT
30,950.02
C1995975691
155,483.59
5,890,639.28
C387528219
2,540,027.04
153.08
0
0
591
CASH_OUT
37,978.11
C603601801
79,390.71
669,484.42
M1676886528
2,179,095.78
1,798,886.14
0
0
165
CASH_IN
174,928.85
C1889094844
2,978,856.69
8,647,713.83
C830615916
7,734,200.3
14,288,971
0
0
217
CASH_IN
361,548.28
C613472420
170,072.99
1,027,038.1
C151956844
3,382,887.33
3,758.01
0
0
582
PAYMENT
88,763.22
C1200569810
113,596.64
121,272.09
M171383230
1,133,244.32
12.01
0
0
569
CASH_OUT
314,414.93
C1616123579
10.29
38,040.37
C624404267
2,841,429.96
921,054.44
0
0
88
CASH_OUT
43,367.79
C1217718325
0.32
63.16
C1627541763
4,172,786.24
3,632,061.61
0
0