step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
354
CASH_IN
46,946.79
C43331200
72,743
119,689.79
C1318407596
2,643,370.18
2,596,423.39
0
0
228
PAYMENT
47,166.72
C1342559461
82,467
35,300.28
M1795126387
0
0
0
0
403
CASH_IN
101,975.18
C660272018
3,228
105,203.18
C854326947
2,607,421.76
2,505,446.58
0
0
211
PAYMENT
563.44
C808405186
66,789
66,225.56
M540717162
0
0
0
0
135
CASH_IN
165,519.71
C633615642
4,119,980.46
4,285,500.17
C2137181759
1,510,531.98
1,345,012.26
0
0
94
PAYMENT
13,664.05
C2020035525
804
0
M1199594318
0
0
0
0
404
CASH_OUT
28,282.06
C510777870
0
0
C1776087050
103,898.15
132,180.21
0
0
281
CASH_IN
97,175.71
C1629452497
1,370,385.21
1,467,560.91
C2116974054
1,441,559.51
1,344,383.8
0
0
209
CASH_OUT
249,278.81
C506746964
0
0
C1787994082
2,374,153.69
2,623,432.5
0
0
208
CASH_OUT
109,113.12
C930803112
0
0
C870166159
3,102,562.76
3,211,675.88
0
0
404
PAYMENT
2,125.9
C818146457
1,515
0
M1533008170
0
0
0
0
710
CASH_OUT
60,823.77
C1810013254
191
0
C295115425
23,662.18
84,485.95
0
0
252
CASH_IN
3,233.22
C2034721374
2,059,847.25
2,063,080.47
C894340629
296,110.98
292,877.76
0
0
298
PAYMENT
26,885.47
C1577109023
20,402
0
M2021263158
0
0
0
0
162
PAYMENT
7,967.31
C384525774
31,868
23,900.69
M1935901460
0
0
0
0
420
CASH_OUT
220,350.96
C1388070084
66,585
0
C1370443079
176,052.78
396,403.75
0
0
135
PAYMENT
3,722.4
C83412248
0
0
M45873714
0
0
0
0
227
CASH_OUT
190,892.29
C87128666
822,284.36
631,392.07
C1455843718
3,259,400.43
3,450,292.72
0
0
383
CASH_IN
110,219.56
C545785815
7,420,016.72
7,530,236.28
C1330937625
766,593.56
656,374
0
0
119
PAYMENT
1,422.59
C1134696236
140,275
138,852.41
M109106355
0
0
0
0
212
PAYMENT
2,184.63
C1762408492
71,377
69,192.37
M1511937783
0
0
0
0
15
CASH_OUT
114,018.06
C2129477066
0
0
C184248563
551,307.37
665,325.43
0
0
14
CASH_OUT
66,323.33
C326929015
146,459
80,135.67
C1979576380
1,189,130.85
1,446,515.4
0
0
329
CASH_OUT
128,790.66
C2077261693
105,694
0
C441101903
368,651.93
620,663.11
0
0
526
CASH_IN
106,467.4
C1398284972
3,414,201.64
3,520,669.03
C607294110
593,213.97
486,746.57
0
0
23
PAYMENT
9,408.73
C848406175
103,558
94,149.27
M1362675135
0
0
0
0
476
CASH_OUT
276,884.73
C134636149
0
0
C163106276
2,456,328.65
2,733,213.38
0
0
225
CASH_OUT
128,854.92
C1453296926
11,207
0
C119306016
3,500,162.82
3,629,017.75
0
0
38
CASH_OUT
543,829.42
C763476238
30,088
0
C1228974990
1,782,467.33
2,326,296.76
0
0
378
CASH_OUT
146,437.82
C716968995
11,318
0
C1909294752
205,044.48
351,482.29
0
0
9
PAYMENT
26,823.54
C1160918918
0
0
M1380591484
0
0
0
0
181
CASH_OUT
81,431.72
C736191075
0
0
C1459495568
998,639.06
1,080,070.78
0
0
204
CASH_IN
96,714.86
C203393993
69,948
166,662.86
C40695361
4,241,263.83
4,144,548.97
0
0
9
CASH_IN
43,693.43
C1213202662
4,157,848.35
4,201,541.78
C884262954
3,969,101.17
3,925,407.74
0
0
34
PAYMENT
18,161.87
C1004876011
0
0
M644236955
0
0
0
0
402
PAYMENT
22,190.85
C1414837114
905,285
883,094.15
M909508733
0
0
0
0
38
PAYMENT
292.65
C1065921417
464,254.33
463,961.67
M130360079
0
0
0
0
17
PAYMENT
35,543.46
C328288261
50,085
14,541.54
M866699781
0
0
0
0
238
TRANSFER
145,900.67
C752241366
12,838
0
C2058731708
0
145,900.67
0
0
345
CASH_OUT
208,234.36
C631196003
0
0
C17867850
529,006.23
737,240.59
0
0
256
TRANSFER
221,436.88
C902892156
0
0
C1646552014
507,659.97
729,096.86
0
0
207
TRANSFER
293,549.41
C913531783
0
0
C368732036
582,494.53
876,043.94
0
0
335
CASH_OUT
393,985.83
C999890836
768,930.32
374,944.48
C1991115700
5,646,878.84
6,040,864.68
0
0
260
TRANSFER
461,765.16
C1003616118
0
0
C2131745538
481,944.97
943,710.12
0
0
379
CASH_IN
22,058.44
C1811842206
11,155
33,213.44
C241289640
0
0
0
0
180
CASH_OUT
62,418.29
C810330305
0
0
C1801832639
389,981.68
452,399.97
0
0
249
CASH_OUT
9,466.23
C1238228575
0
0
C1910711
123,020.79
132,487.02
0
0
11
CASH_IN
148,031.57
C614079409
6,271,598.37
6,419,629.94
C1874819995
224,264.08
76,232.51
0
0
235
CASH_OUT
114,625.77
C1893214952
0
0
C1480482803
236,733.47
351,359.24
0
0
139
CASH_OUT
95,550.92
C2099334459
9,969
0
C188387817
54,365.4
149,916.32
0
0
276
CASH_OUT
27,975.63
C47399193
32,072
4,096.37
C1017656240
0
27,975.63
0
0
257
CASH_IN
38,563.27
C68495929
12,954,652.66
12,993,215.93
C1907361671
2,799,609.43
2,761,046.15
0
0
356
TRANSFER
80,605.18
C382292466
0
0
C1486919356
9,374,775.77
9,455,380.95
0
0
33
PAYMENT
25,584.05
C1292257788
0
0
M310841656
0
0
0
0
277
CASH_OUT
354,793.32
C2129165330
0
0
C1158538373
429,534.96
784,328.29
0
0
18
CASH_OUT
244,200.06
C144979047
468,018
223,817.94
C681035095
88,454.66
60,742.19
0
0
522
CASH_OUT
3,976.93
C1651172885
0
0
C188299134
7,716.92
11,693.85
0
0
45
CASH_IN
24,450.26
C2142412995
10,403
34,853.26
C1339879011
4,757,080.68
4,732,630.42
0
0
184
PAYMENT
9,532.22
C559264003
0
0
M1945481726
0
0
0
0
225
PAYMENT
61,259.57
C1370107502
9,139
0
M2094107329
0
0
0
0
11
CASH_IN
38,428.45
C839626089
903,487
941,915.45
C876369005
0
0
0
0
254
CASH_OUT
104,262.92
C1429742724
0
0
C1982062313
545,212.71
649,475.63
0
0
236
CASH_OUT
188,744.43
C1295397313
0
0
C1992335047
1,344,767.12
1,533,511.55
0
0
381
PAYMENT
5,080.99
C1697505559
6,555
1,474.01
M832240211
0
0
0
0
158
PAYMENT
3,514.17
C377452292
0
0
M398520072
0
0
0
0
138
PAYMENT
14,492.45
C998840365
0
0
M453341131
0
0
0
0
276
CASH_OUT
112,544.15
C850386597
0
0
C630374125
253,212.2
365,756.35
0
0
594
PAYMENT
12,303.66
C1488491525
0
0
M1996234197
0
0
0
0
23
PAYMENT
12,271.27
C739071366
11,599
0
M1333445745
0
0
0
0
162
TRANSFER
496,994.34
C1206805528
0
0
C525703784
2,904,906.63
3,401,900.97
0
0
355
CASH_OUT
37,285.01
C1824075812
20,307
0
C339498117
20,491.05
57,776.06
0
0
348
CASH_IN
256,453.69
C1163415738
20,825
277,278.69
C1540276467
723,822.06
467,368.38
0
0
451
PAYMENT
37,316.25
C1543249850
0
0
M1960717250
0
0
0
0
178
CASH_OUT
243,122.23
C189607703
56,510
0
C689483405
1,995,465
2,238,587.23
0
0
210
PAYMENT
443.04
C937136140
0
0
M1458665217
0
0
0
0
46
PAYMENT
9,855.61
C1001014396
48,506.77
38,651.15
M728647028
0
0
0
0
208
TRANSFER
213,087.66
C858000671
0
0
C173662754
1,096,953.99
1,310,041.64
0
0
402
PAYMENT
24,225.33
C2013542784
117,778.92
93,553.59
M1111144796
0
0
0
0
325
PAYMENT
13,192.91
C1543218817
0
0
M395678598
0
0
0
0
138
CASH_OUT
341,244.48
C374087871
0
0
C1959498569
408,759.67
750,004.15
0
0
162
PAYMENT
8,013.76
C1754710257
4,686.93
0
M1348429097
0
0
0
0
380
CASH_OUT
64,162.99
C1513315091
41,052
0
C943368934
0
64,162.99
0
0
299
CASH_OUT
339,768.59
C1417313684
0
0
C1820425999
721,195.64
1,060,964.23
0
0
209
PAYMENT
7,315.61
C426384471
39,947
32,631.39
M1188179109
0
0
0
0
324
PAYMENT
14,011.96
C687782627
208,773.6
194,761.63
M1494523427
0
0
0
0
396
DEBIT
2,037.2
C348313602
75,553
73,515.8
C1516682608
2,451,568.03
2,453,605.23
0
0
140
CASH_IN
330,098.68
C802616253
4,957,016.29
5,287,114.97
C1787982344
2,645,682.42
2,315,583.74
0
0
408
TRANSFER
479,232.17
C2048000123
0
0
C648872469
3,778,561.99
4,257,794.16
0
0
345
TRANSFER
139,077.79
C1107989963
0
0
C532229730
264,766.83
403,844.62
0
0
397
TRANSFER
898,040.61
C1827207889
4,314
0
C1389672861
463,604.95
1,361,645.56
0
0
308
TRANSFER
439,976.73
C1932130865
20,626
0
C1101462921
0
439,976.73
0
0
17
CASH_IN
382,147
C1000772154
11,632,424.03
12,014,571.03
C935808590
30,394,191.03
30,012,044.03
0
0
20
PAYMENT
17,725.39
C715652247
173,102.16
155,376.77
M2014398249
0
0
0
0
305
CASH_IN
361,646.12
C283643983
21,481
383,127.12
C1268027733
0
0
0
0
156
TRANSFER
103,573.91
C937290966
181
0
C65502719
0
103,573.91
0
0
41
PAYMENT
6,049.75
C507179688
30,849
24,799.25
M181875538
0
0
0
0
20
PAYMENT
9,443.03
C1872280710
7,596.64
0
M850447217
0
0
0
0
403
PAYMENT
901.18
C1147826590
17,837.71
16,936.53
M1966416470
0
0
0
0
231
PAYMENT
24,842.32
C878797649
0
0
M2079135315
0
0
0
0
395
CASH_OUT
80,387.34
C313985309
0
0
C730662641
125,496.83
205,884.17
0
0