step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
278
CASH_IN
330,218.42
C632336343
20,866
351,084.42
C834976624
452,419.57
122,201.15
0
0
15
PAYMENT
11,647.08
C1264712553
30,370
18,722.92
M215391829
0
0
0
0
10
CASH_IN
152,264.21
C1746846248
106,589
258,853.21
C1607284477
201,303.01
49,038.8
0
0
403
TRANSFER
1,551,760.63
C333676753
0
0
C1564353608
3,198,359.45
4,750,120.08
0
0
206
CASH_IN
78,172.3
C813403091
2,921,331.58
2,999,503.88
C1091768874
415,821.9
337,649.6
0
0
259
PAYMENT
915.13
C2002954533
0
0
M290849763
0
0
0
0
188
CASH_OUT
20,603.87
C813757373
0
0
C823291717
558,068.66
578,672.53
0
0
139
CASH_OUT
58,605.72
C1850864812
0
0
C618657299
585,494.94
644,100.66
0
0
230
PAYMENT
4,865.11
C886849972
0
0
M623175144
0
0
0
0
544
CASH_OUT
118,131.63
C390714641
0
0
C366360355
8,131,691.35
8,476,246.86
0
0
45
CASH_OUT
141,100.88
C1514989792
80,506
0
C409578677
89,384.09
230,484.96
0
0
163
CASH_OUT
384,177.48
C94444270
40,348
0
C379896225
0
384,177.48
0
0
211
CASH_OUT
153,486.36
C513018655
20,476
0
C1302281681
85,173.16
238,659.53
0
0
302
CASH_OUT
51,042.59
C122114408
184
0
C705120650
380,143.14
431,185.74
0
0
18
PAYMENT
48,691.16
C1810046508
0
0
M487081598
0
0
0
0
322
PAYMENT
36,598.65
C1365498607
8,240.66
0
M969218364
0
0
0
0
158
CASH_OUT
124,443.29
C12524561
14,236
0
C579157353
0
124,443.29
0
0
131
CASH_OUT
510,190.97
C1564771551
57,590
0
C718731643
115,914.88
626,105.86
0
0
253
TRANSFER
940,927.27
C1346570604
8,568
0
C1178934515
0
940,927.27
0
0
132
CASH_OUT
240,156.34
C807101143
0
0
C1531623971
2,811,902.28
3,052,058.62
0
0
283
CASH_OUT
44,360.26
C346953986
0
0
C526046232
282,664.52
327,024.78
0
0
43
CASH_OUT
338,458.24
C25552315
30,283
0
C75671301
1,055,729.15
1,564,103.49
0
0
642
CASH_IN
311,748.24
C200195468
4,279
316,027.24
C786997986
27,843.39
0
0
0
164
DEBIT
151.58
C1576094043
10,659
10,507.42
C1308477441
50,706.33
50,857.9
0
0
326
PAYMENT
26,565.95
C1512675672
0
0
M1330826048
0
0
0
0
132
CASH_OUT
6.57
C1286124147
0
0
C1885613878
2,909,681.35
2,909,687.93
0
0
37
CASH_IN
23,898.77
C1953063740
50,271
74,169.77
C212080696
205,872.37
181,973.6
0
0
9
CASH_OUT
26,360.78
C470767940
365
0
C598132143
202,458.96
244,056.68
0
0
157
CASH_IN
192,935.2
C709178804
51,937
244,872.2
C1163988187
171,874.85
0
0
0
406
TRANSFER
18,801.43
C920671013
126
0
C1418884586
0
18,801.43
0
0
235
PAYMENT
3,516.08
C633099116
0
0
M2117267163
0
0
0
0
346
PAYMENT
6,987.8
C220437223
0
0
M1751641542
0
0
0
0
19
CASH_IN
8,808.73
C1717919401
50,485
59,293.73
C645140627
177,448.43
168,639.7
0
0
208
PAYMENT
24,649.07
C1353964860
0
0
M1059671726
0
0
0
0
332
CASH_OUT
97,562.73
C1894828300
5,396
0
C1975390043
2,455,585.33
2,553,148.05
0
0
139
TRANSFER
598,680.17
C544409289
45,059
0
C956338890
2,559,233
3,157,913.17
0
0
304
CASH_OUT
218,659.82
C88319926
1,005
0
C1971781194
16,320,325.66
16,592,681.56
0
0
686
CASH_IN
304,408.97
C893917810
4,276,845.77
4,581,254.74
C1327824794
1,443,186.93
1,314,479.93
0
0
139
PAYMENT
5,090.28
C1405934398
50,617
45,526.72
M839389189
0
0
0
0
226
CASH_OUT
176,016.04
C800760258
0
0
C358043414
12,916,654.7
13,005,481.5
0
0
201
PAYMENT
11,605.7
C484951468
0
0
M1504624467
0
0
0
0
14
CASH_IN
234,850.43
C982073663
669,990.79
904,841.22
C1216254870
298,639.42
49,936.17
0
0
323
CASH_OUT
186,549.79
C1647129298
0
0
C1714837024
242,473.16
429,022.95
0
0
225
CASH_OUT
79,042.15
C2086229320
6,064
0
C1654662784
410,360.71
489,402.86
0
0
138
PAYMENT
5,055.72
C315487150
108,809.83
103,754.11
M1717055694
0
0
0
0
41
PAYMENT
12,020.77
C1235787929
639,020.83
627,000.06
M1043686153
0
0
0
0
399
CASH_IN
123,326.84
C979213321
5,477,362
5,600,688.84
C787242927
3,470,716.16
3,347,389.32
0
0
120
PAYMENT
14,241.21
C1653380908
109,207
94,965.79
M77882578
0
0
0
0
373
PAYMENT
23,480.16
C1099535493
5,309
0
M933507080
0
0
0
0
179
CASH_IN
195,205.19
C2147063789
1,961,856.75
2,157,061.94
C1021587874
1,150,566.93
955,361.74
0
0
544
CASH_OUT
145,319.54
C237037918
8,056
0
C95318372
696,100.99
841,420.53
0
0
369
PAYMENT
14,270.03
C1496903190
3,309
0
M946866772
0
0
0
0
275
PAYMENT
6,851.17
C1051106607
0
0
M1348761534
0
0
0
0
396
CASH_IN
296,959.67
C731717743
10,609
307,568.67
C148906605
0
0
0
0
304
CASH_IN
166,630.9
C1410677661
10,944
177,574.9
C704312950
240,525
73,894.11
0
0
162
CASH_IN
165,135.41
C677811242
187,326.54
352,461.95
C788874634
190,273.97
25,138.56
0
0
304
PAYMENT
1,704.03
C74556831
0
0
M1951402325
0
0
0
0
22
CASH_IN
390,903.09
C41573174
7,947,520.93
8,338,424.03
C860929789
707,650.38
316,747.29
0
0
229
PAYMENT
21,061.24
C40966245
0
0
M1653653617
0
0
0
0
259
PAYMENT
8,129.46
C40866646
0
0
M182944108
0
0
0
0
234
PAYMENT
6,492.32
C1321671140
252,978.2
246,485.88
M533921438
0
0
0
0
304
CASH_OUT
16,242.22
C1322294401
0
0
C160609026
1,401,840.75
1,418,082.97
0
0
352
CASH_OUT
286,864.49
C998029122
0
0
C1563899518
598,674.63
885,539.12
0
0
139
CASH_IN
147,351.57
C710908433
6,185,044.14
6,332,395.71
C508488713
7,292,368.53
7,145,016.96
0
0
229
TRANSFER
21,362.19
C1977482177
0
0
C1554823726
102,800.19
124,162.37
0
0
186
PAYMENT
16,871.75
C1345262134
374,693.53
357,821.78
M1183610480
0
0
0
0
406
CASH_OUT
88,826.43
C952906355
249,733
160,906.57
C1084012188
963,113.59
1,051,940.02
0
0
469
PAYMENT
38,509.2
C174212239
0
0
M1265795703
0
0
0
0
399
PAYMENT
7,301.4
C239144018
21,426
14,124.6
M1684201690
0
0
0
0
288
PAYMENT
51,907.16
C1577059714
48,529
0
M1955312313
0
0
0
0
204
PAYMENT
343.06
C1370498771
0
0
M301320628
0
0
0
0
232
CASH_OUT
24,413.46
C1542135254
5,088
0
C1938475526
0
24,413.46
0
0
192
CASH_OUT
125,568.72
C923977418
55,360
0
C779506402
0
125,568.72
0
0
13
CASH_OUT
203,321.66
C1009192782
7,707.02
0
C1015529677
223,460.41
426,782.08
0
0
281
PAYMENT
7,452.27
C1418729422
254,793
247,340.73
M1996394103
0
0
0
0
379
CASH_IN
117,253.94
C2029840344
1,527,903.53
1,645,157.47
C2142547587
309,923.06
192,669.12
0
0
159
CASH_OUT
16,500.28
C731563967
0
0
C914957636
1,039,511.46
1,056,011.74
0
0
324
PAYMENT
25,380.11
C1515172243
0
0
M849428673
0
0
0
0
230
CASH_OUT
95,623.45
C1025174837
95,785
161.55
C1337597412
0
95,623.45
0
0
405
CASH_IN
122,899.15
C1358412469
6,017
128,916.15
C1995332832
227,088.65
104,189.5
0
0
380
CASH_IN
255,661.72
C1144246806
1,148,679.19
1,404,340.91
C87426661
1,991,419.36
1,735,757.64
0
0
307
CASH_OUT
124,210.26
C583984242
13,648
0
C408688303
637,289.41
761,499.67
0
0
43
TRANSFER
406,390.63
C449334349
0
0
C1477190619
596,285.7
1,002,676.33
0
0
404
CASH_IN
12,747.45
C1946500289
3,027,551.36
3,040,298.81
C748382555
193,795.69
181,048.24
0
0
36
PAYMENT
17,210.24
C2035379457
468,747.37
451,537.13
M1250735899
0
0
0
0
401
CASH_IN
287,548.26
C2147246002
6,300,194.15
6,587,742.41
C1034690288
1,211,290.25
923,741.99
0
0
259
CASH_IN
326,712.9
C1906310517
10,763,635.06
11,090,347.96
C809795627
2,415,359.64
2,088,646.74
0
0
228
PAYMENT
241.89
C1249789290
103,317.6
103,075.72
M870078784
0
0
0
0
236
PAYMENT
5,883.37
C1938448095
0
0
M1022031461
0
0
0
0
297
PAYMENT
13,055.28
C508385511
0
0
M956027336
0
0
0
0
12
PAYMENT
616.88
C1013341637
107,243.5
106,626.62
M1942028884
0
0
0
0
236
CASH_OUT
107,759.5
C1408936980
0
0
C1403087041
1,507,711.83
1,615,471.33
0
0
253
CASH_IN
18,868.29
C1363041822
21,137,221.01
21,156,089.3
C1761313958
34,831.61
15,963.32
0
0
13
PAYMENT
4,986.63
C1359889730
0
0
M1124177815
0
0
0
0
36
PAYMENT
17,692.64
C1270549119
10,268
0
M743266449
0
0
0
0
403
PAYMENT
7,457.89
C2051931889
0
0
M2079068430
0
0
0
0
300
DEBIT
2,262.52
C841098437
49,271
47,008.48
C1097907228
124,780
127,042.52
0
0
564
CASH_IN
67,418.91
C1484852473
52,181
119,599.91
C170358894
1,659,195.46
1,591,776.55
0
0
254
PAYMENT
9,414.76
C2023654274
5,839.9
0
M210283336
0
0
0
0
206
PAYMENT
17,485.51
C928494081
9,339
0
M981647331
0
0
0
0