step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
254
CASH_IN
398,920.57
C679076570
140
399,060.57
C1673423999
754,884.55
355,963.98
0
0
332
CASH_OUT
191,261.61
C382668327
0
0
C1098413790
2,616,377.77
2,807,639.38
0
0
375
PAYMENT
12,426.83
C1380286798
114,547.69
102,120.85
M834561555
0
0
0
0
396
CASH_IN
377,059.84
C1689467118
13,405,401.6
13,782,461.45
C1621687210
3,347,886.12
2,970,826.28
0
0
129
PAYMENT
2,261.85
C752672189
236,365
234,103.15
M894363798
0
0
0
0
227
CASH_OUT
23,539.24
C380930222
0
0
C1798048098
81,930.46
105,469.7
0
0
259
CASH_OUT
116,011.81
C1336941144
49,165
0
C74234708
168,861.07
284,872.88
0
0
249
CASH_OUT
89,752.74
C1147417274
0
0
C2002063015
529,726.9
619,479.64
0
0
188
CASH_OUT
68,842.65
C1778057711
0
0
C1059492557
4,494,954.46
4,563,797.12
0
0
130
CASH_OUT
146,581.03
C609542929
30,660
0
C811737296
7,212.09
153,793.11
0
0
129
CASH_OUT
239,168.84
C516602653
19,321
0
C1972303837
0
239,168.84
0
0
403
CASH_IN
522,895.3
C1820861765
958,914.36
1,481,809.66
C1280307362
581,969.01
59,073.71
0
0
348
CASH_OUT
339,480.93
C705741154
20,800
0
C1037355035
2,563,436.74
2,902,917.68
0
0
405
CASH_OUT
129,901.03
C1930806652
16,507
0
C564058345
35,903.07
165,804.1
0
0
329
CASH_OUT
81,747.24
C2016382561
11,305
0
C869559205
10,635,842.49
10,717,589.73
0
0
589
PAYMENT
14,024.39
C1701919579
0
0
M914162474
0
0
0
0
349
CASH_OUT
316,578.88
C1320328950
104,680
0
C1329284152
879,960.11
1,196,538.99
0
0
377
CASH_IN
147,942.03
C351570770
10,391,458.69
10,539,400.73
C2119531098
4,436,999.07
4,289,057.04
0
0
305
CASH_OUT
312,737.46
C763051516
5,963
0
C1199488808
0
312,737.46
0
0
400
CASH_IN
57,174.68
C1886175253
177,095.13
234,269.81
C2128168780
3,610,974.18
3,553,799.51
0
0
21
CASH_OUT
14,413.25
C1591086869
0
0
C1337062880
3,311,023.59
3,325,436.85
0
0
254
CASH_OUT
260,980.02
C1555045599
11,232
0
C696942949
2,203,771.08
2,464,751.1
0
0
186
CASH_OUT
108,588.15
C200966621
61,410
0
C987030372
5,931,152.85
6,039,741.01
0
0
12
PAYMENT
3,689.78
C1170128879
0
0
M1934961208
0
0
0
0
251
CASH_IN
34,295.91
C476128754
10,901
45,196.91
C1272209286
85,972.71
51,676.8
0
0
164
PAYMENT
5,874.08
C1391932815
0
0
M374846350
0
0
0
0
230
PAYMENT
9,507.88
C4754116
0
0
M2106124100
0
0
0
0
259
CASH_OUT
268,753.49
C1221277354
203,622
0
C1014351168
68,298.32
337,051.81
0
0
95
PAYMENT
9,779.28
C1852565019
192
0
M1583074288
0
0
0
0
179
PAYMENT
21,577
C1252878308
217,951
196,374
M343999512
0
0
0
0
142
CASH_IN
159,682.59
C2115581969
14,596
174,278.59
C581025605
9,343,282.91
9,183,600.31
0
0
163
CASH_IN
28,074.49
C241035360
10,938,177.62
10,966,252.1
C1055701722
1,056,944.69
1,028,870.21
0
0
540
CASH_OUT
158,239.47
C1733811463
11,450
0
C917989275
0
158,239.47
0
0
305
CASH_IN
40,928.27
C742859953
10,524,028.39
10,564,956.66
C1056699859
587,721.39
546,793.12
0
0
351
CASH_OUT
127,492.68
C210993321
0
0
C887415490
684,411.75
811,904.43
0
0
297
CASH_OUT
6,618.41
C2062283816
0
0
C901051991
112,849.44
119,467.85
0
0
234
CASH_OUT
244,856.63
C272509456
8,017
0
C1223173571
302,970.87
547,827.49
0
0
283
CASH_OUT
144,706.17
C1422309558
55,174
0
C1978653668
432,335.07
577,041.24
0
0
182
CASH_OUT
167,033.6
C586916710
0
0
C10397745
439,295.77
516,524.2
0
0
232
CASH_OUT
29,067.87
C4642
0
0
C182373184
71,182.35
100,250.22
0
0
299
PAYMENT
1,376.95
C1473248105
422,663.48
421,286.53
M1852389001
0
0
0
0
544
TRANSFER
211,645.94
C213993430
1,815
0
C815368236
648,310.94
859,956.87
0
0
205
CASH_OUT
188,612.47
C1959115777
0
0
C691538485
554,511.16
743,123.63
0
0
16
CASH_OUT
379,292.68
C696536808
80,904.71
0
C1548218207
5,163,276.76
5,822,883.07
0
0
495
TRANSFER
459,057.5
C1670064383
0
0
C300462113
2,496,830.84
2,955,888.34
0
0
369
TRANSFER
1,070,629.31
C650277045
14,428
0
C1882687409
437,719.48
1,508,348.8
0
0
205
PAYMENT
3,029.98
C992815088
198,799.72
195,769.74
M842935523
0
0
0
0
500
PAYMENT
3,801.14
C915219576
0
0
M1570578148
0
0
0
0
41
CASH_IN
54,403.86
C1486738472
6,765,896.31
6,820,300.17
C1413989543
651,230.39
596,826.53
0
0
371
CASH_OUT
189,402.62
C2090777678
163,682
0
C505575605
32,341.94
221,744.55
0
0
202
TRANSFER
186,537.62
C742933803
0
0
C136905374
197,802.42
384,340.04
0
0
589
CASH_OUT
74,032.23
C1177860654
0
0
C1798253047
101,047.62
175,079.85
0
0
15
CASH_IN
185,787.83
C344204530
41,947
227,734.83
C1530913957
289,442.43
103,654.6
0
0
41
CASH_OUT
239,941.26
C411993272
12,228
0
C239731893
417,560.51
657,501.77
0
0
35
PAYMENT
76,262.64
C864505299
510,389.8
434,127.16
M890192332
0
0
0
0
287
PAYMENT
39,522.36
C754600957
0
0
M2144780935
0
0
0
0
377
CASH_IN
159,524.04
C2110212050
5,586,122.55
5,745,646.59
C574644844
218,295.15
58,771.11
0
0
371
CASH_OUT
219,870.56
C621683266
0
0
C1080321586
3,201,169.77
3,421,040.33
0
0
402
CASH_OUT
161,878.65
C603619434
0
0
C1796434439
538,193.48
700,072.13
0
0
227
PAYMENT
19,848.16
C647898448
0
0
M660523755
0
0
0
0
545
CASH_IN
101,426.09
C1598899972
9,242,781.51
9,344,207.6
C1475974780
1,040,297.86
938,871.77
0
0
160
CASH_IN
143,503.1
C798940540
5,809,139.09
5,952,642.19
C1136189635
526,958.95
383,455.85
0
0
253
CASH_IN
138,086.12
C1390323545
6,978,975.99
7,117,062.11
C966461989
559,701.3
421,615.18
0
0
261
CASH_OUT
124,805.23
C1497143634
0
0
C729910941
3,519,063.89
3,643,869.12
0
0
216
CASH_OUT
127,519.89
C1977029570
0
0
C586911160
129,914.45
257,434.33
0
0
405
CASH_OUT
100,442.37
C153728730
0
0
C1119331727
474,492.72
574,935.09
0
0
302
CASH_OUT
434,716.38
C1697024094
915
0
C305273664
0
434,716.38
0
0
306
PAYMENT
25,096.83
C787064641
0
0
M1392598996
0
0
0
0
47
TRANSFER
1,321,411.89
C1394843614
0
0
C1492359254
6,792,909.54
8,114,321.43
0
0
304
CASH_OUT
409,620.28
C1951694971
1,120
0
C844234542
2,932,632.13
3,342,252.42
0
0
283
CASH_OUT
71,746.72
C1215569246
196
0
C889836717
190,437.27
262,183.99
0
0
302
CASH_OUT
272,566.69
C359512212
20,188
0
C264419473
32,339.91
304,906.6
0
0
186
PAYMENT
37,344.66
C1753654111
10,190
0
M1923228498
0
0
0
0
159
CASH_OUT
54,936.25
C1524072150
15,974
0
C1780947923
511,452.79
566,389.04
0
0
691
CASH_OUT
57,330.86
C1440778273
27,117
0
C409596785
0
57,330.86
0
0
182
PAYMENT
14,330.8
C1902826698
0
0
M481455464
0
0
0
0
236
PAYMENT
139.1
C1068603532
10,964
10,824.9
M287390590
0
0
0
0
185
CASH_IN
422,757.29
C1049302481
185,386
608,143.29
C832920091
52,079.1
0
0
0
308
PAYMENT
5,114.17
C278986543
0
0
M1081370912
0
0
0
0
376
CASH_IN
147,022.9
C1785480424
298,136
445,158.9
C217414695
186,980.92
39,958.02
0
0
492
TRANSFER
1,815,088.47
C1252251876
154,492
0
C247707393
1,728,389.32
3,543,477.79
0
0
225
CASH_OUT
32,374.82
C980039636
0
0
C1926796570
52,729.39
85,104.21
0
0
162
CASH_OUT
157,507.37
C576468559
0
0
C1185023129
767,077.42
924,584.79
0
0
228
CASH_OUT
245,954.71
C833134892
9,903
0
C1990124036
252,794.1
498,748.81
0
0
38
TRANSFER
288,461.16
C1473889820
0
0
C58711561
421,207.64
1,051,359.74
0
0
253
TRANSFER
170,725.85
C645350783
0
0
C592379047
1,281,510.77
1,452,236.62
0
0
181
CASH_OUT
139,861.61
C909984496
112,934.65
0
C1776460976
10,570,400.94
10,710,262.56
0
0
19
CASH_OUT
53,994.56
C792828965
243,233
189,238.44
C270046794
28,002.32
336,334.56
0
0
252
PAYMENT
47,853.41
C1649863920
12,935
0
M1148202320
0
0
0
0
48
PAYMENT
1,982.12
C708482137
21,898
19,915.88
M180681584
0
0
0
0
36
CASH_OUT
244,337.94
C2021730953
0
0
C823681343
4,299,350.14
4,543,688.08
0
0
595
CASH_IN
55,400.97
C408458544
3,563,777.02
3,619,177.98
C1929197605
87,494.63
32,093.66
0
0
162
CASH_OUT
89,051.23
C1495559870
0
0
C8618049
6,079,454.04
6,168,505.28
0
0
310
PAYMENT
30,202.44
C1972116186
19,878
0
M1604075806
0
0
0
0
402
CASH_OUT
167,798.45
C1840060858
33,855
0
C467115820
1,046,385.48
1,214,183.94
0
0
139
CASH_IN
89,205.03
C2099765901
30,067
119,272.03
C1938138619
98,143.21
8,938.18
0
0
357
PAYMENT
4,912.71
C1082072573
122
0
M1789067857
0
0
0
0
346
CASH_IN
287,717.85
C1963592936
15,490
303,207.85
C1922817002
1,315,767.73
1,028,049.88
0
0
381
CASH_IN
8,130.93
C315464694
9,695,318.07
9,703,449.01
C880627473
9,865,312.8
9,857,181.86
0
0
369
PAYMENT
20,130.35
C1383000732
203,821.39
183,691.04
M1202943073
0
0
0
0