step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
253
TRANSFER
545,778.67
C813569024
0
0
C97697997
658,348.54
1,204,127.21
0
0
299
CASH_OUT
14,042.69
C2012334164
524,450
510,407.31
C683477806
0
14,042.69
0
0
230
PAYMENT
1,954.47
C539571541
120,232
118,277.53
M1237289881
0
0
0
0
178
PAYMENT
11,477.02
C1751345271
0
0
M1915644995
0
0
0
0
208
CASH_OUT
150,863.55
C1952072203
27,546
0
C705482740
192,143.76
343,007.31
0
0
321
PAYMENT
23,749.84
C454443296
0
0
M2101340480
0
0
0
0
299
PAYMENT
48,078.49
C873531016
0
0
M1351200275
0
0
0
0
348
DEBIT
5,270.89
C1282774064
69,646.83
64,375.94
C670450358
513,706.86
518,977.75
0
0
345
CASH_IN
361,471.61
C506517118
25,195
386,666.61
C34415721
1,625,248.17
1,263,776.56
0
0
134
CASH_IN
220,326.37
C1744955095
18,539,223.53
18,759,549.9
C1197514581
650,694.99
430,368.62
0
0
34
PAYMENT
34,925.34
C876212061
11,224
0
M306750360
0
0
0
0
402
CASH_OUT
80,610.52
C936485384
0
0
C1101827022
3,214,131.65
3,294,742.18
0
0
140
CASH_OUT
20,661.72
C191531469
50,005
29,343.28
C1599654410
0
20,661.72
0
0
156
CASH_OUT
76,310.71
C1172132766
0
0
C1631347142
2,696,269.84
2,772,580.55
0
0
212
PAYMENT
9,554.92
C881823536
440
0
M1722607642
0
0
0
0
232
TRANSFER
126,874.3
C54841434
443
0
C877307137
0
126,874.3
0
0
142
PAYMENT
16,267.37
C739333591
22,295
6,027.63
M1729357869
0
0
0
0
334
PAYMENT
9,342.83
C2018814874
0
0
M593810464
0
0
0
0
325
PAYMENT
6,105.74
C940682722
159,009.04
152,903.3
M518823589
0
0
0
0
500
CASH_IN
129,733.66
C1829821524
8,495,663.98
8,625,397.65
C1978205895
193,963.29
64,229.63
0
0
36
CASH_OUT
30,079.14
C1319124354
0
0
C2024836608
920,085.41
1,750,528.94
0
0
357
TRANSFER
583,584.41
C2087007357
0
0
C1134685526
2,202,933.68
2,786,518.09
0
0
251
CASH_OUT
462,559.61
C1761224755
0
0
C91629805
1,519,372.72
1,981,932.33
0
0
331
PAYMENT
10,007.82
C589217090
706,666.72
696,658.9
M2060261698
0
0
0
0
329
CASH_IN
180,470.31
C2070432703
11,277,167.63
11,457,637.93
C401151881
1,290,761.32
1,110,291.01
0
0
395
CASH_OUT
2,416.79
C2099429005
84,033
81,616.21
C358901819
355,535.61
357,952.41
0
0
39
PAYMENT
7,555.45
C2142024043
0
0
M569212156
0
0
0
0
158
PAYMENT
3,297.13
C1848865728
81,814.76
78,517.63
M1164679379
0
0
0
0
227
CASH_OUT
160,647.73
C271667278
23,288
0
C604588050
0
160,647.73
0
0
166
CASH_OUT
341,163.55
C154290778
0
0
C632472943
5,342,552.17
5,683,715.71
0
0
185
TRANSFER
753,130.21
C1520679287
171,667.61
0
C519848959
3,424,472.76
4,177,602.98
0
0
42
PAYMENT
6,480.84
C1778245534
39,654
33,173.16
M765025112
0
0
0
0
20
CASH_OUT
141,797.78
C1331473622
11,274
0
C1968619192
9,218
94,286.65
0
0
41
PAYMENT
5,175.47
C1062962548
0
0
M568509095
0
0
0
0
236
CASH_OUT
197,213.93
C1364164735
0
0
C1168382976
6,030,227.15
6,227,441.08
0
0
355
PAYMENT
12,226.18
C325478387
0
0
M1546954618
0
0
0
0
354
CASH_OUT
65,311.28
C1278893650
219,041
153,729.72
C1668327168
1,356,661.99
1,421,973.27
0
0
383
TRANSFER
700,283.54
C2097361681
0
0
C216620307
4,155,958.56
4,856,242.1
0
0
594
CASH_IN
82,175.48
C1788013024
204,265.42
286,440.9
C254049364
4,211,064.09
4,128,888.61
0
0
332
PAYMENT
31,548.78
C2072470833
0
0
M104824990
0
0
0
0
307
CASH_IN
64,782.43
C507367025
20,157,840.55
20,222,622.98
C1336904651
3,034,388.59
2,969,606.16
0
0
256
CASH_OUT
148,023.46
C546994809
206,443
58,419.54
C124476043
0
148,023.46
0
0
308
CASH_IN
305,132
C1590943523
2,530,830.42
2,835,962.42
C1988868635
3,161,264.2
2,856,132.2
0
0
346
PAYMENT
19,804.56
C1774425328
0
0
M1887407223
0
0
0
0
165
PAYMENT
24,215.02
C212964503
303
0
M1759557670
0
0
0
0
211
CASH_OUT
158,908.56
C1786286960
10,186
0
C320469502
282,142.32
441,050.88
0
0
257
PAYMENT
11,187
C2147403281
20,600
9,413
M2095321705
0
0
0
0
15
PAYMENT
18,010.06
C741477304
0
0
M886723344
0
0
0
0
232
PAYMENT
13,611.54
C653403939
0
0
M1416577821
0
0
0
0
235
CASH_IN
315,472.4
C832062162
35,305.16
350,777.56
C413001338
761,433.14
289,482.58
0
0
40
CASH_OUT
45,870.05
C1490362175
0
0
C1694394149
1,771,965.63
1,817,835.68
0
0
369
CASH_OUT
39,728.25
C1729227121
51,559
11,830.75
C1737640425
0
39,728.25
0
0
373
TRANSFER
355,851.44
C913462714
258,288.28
0
C474977958
3,403,188.53
3,759,039.97
0
0
255
CASH_OUT
191,600.17
C922242729
0
0
C402944959
265,917.31
457,517.48
0
0
312
TRANSFER
516,373.32
C1858868854
0
0
C1817408357
1,056,946.38
1,573,319.7
0
0
42
CASH_IN
314,454.97
C1140808685
10,481.49
324,936.46
C346830293
44,705.31
0
0
0
228
PAYMENT
13,754.67
C648379376
11,207
0
M802836462
0
0
0
0
306
PAYMENT
13,649.89
C30382962
0
0
M1637818847
0
0
0
0
401
CASH_IN
105,493.21
C51189464
958,401.5
1,063,894.71
C92141964
262,440.75
156,947.53
0
0
303
CASH_IN
208,033.08
C1217589880
7,023,792.87
7,231,825.95
C402872421
5,877,763.5
5,669,730.42
0
0
136
CASH_OUT
259,925.07
C593809987
130,500
0
C437547978
0
52,893.01
0
0
323
CASH_IN
364,976.19
C495866583
733,710.7
1,098,686.89
C1387253902
5,858,086.21
5,493,110.02
0
0
382
CASH_IN
259,012.32
C1632902452
172,173
431,185.32
C1771091761
0
0
0
0
235
CASH_IN
123,412.69
C467939112
5,287,582.56
5,410,995.24
C1045200315
1,163,719.79
1,040,307.11
0
0
187
CASH_IN
183,751.16
C543573654
30,486
214,237.16
C314149578
0
0
0
0
302
PAYMENT
4,487.67
C1535134777
0
0
M113623893
0
0
0
0
234
PAYMENT
1,452.83
C1208534954
0
0
M94983160
0
0
0
0
95
PAYMENT
705.6
C615554448
90,552
89,846.4
M1373195679
0
0
0
0
164
PAYMENT
4,815.09
C1138218301
0
0
M1997893335
0
0
0
0
255
CASH_OUT
150,193.08
C685833735
20,965
0
C481786168
407,032.6
557,225.69
0
0
130
TRANSFER
694,573.74
C241454640
0
0
C1504914254
733,516.34
1,428,090.08
0
0
404
CASH_OUT
612,180.11
C1451498038
0
0
C437666628
1,352,855.51
1,965,035.62
0
0
227
PAYMENT
37,968.73
C971839648
144,201.16
106,232.43
M226756479
0
0
0
0
402
TRANSFER
622,684.09
C1574127115
0
0
C196041580
3,201,005.26
3,823,689.35
0
0
225
PAYMENT
10,788.1
C1685986081
31,086
20,297.9
M1197682735
0
0
0
0
333
CASH_IN
240,001.9
C2022833689
2,561,632.88
2,801,634.78
C482349179
807,436.35
567,434.45
0
0
262
PAYMENT
1,967.98
C724393943
77,961
75,993.02
M1877639896
0
0
0
0
352
PAYMENT
7,376.25
C2016660430
0
0
M946461682
0
0
0
0
298
CASH_OUT
274,698.34
C1509477214
0
0
C1245184652
1,639,986.67
1,914,685.01
0
0
18
CASH_OUT
185,462.47
C1225984113
0
0
C81022107
2,348,023.85
3,699,226.44
0
0
306
CASH_OUT
147,422.06
C1427708980
65,873
0
C722183703
319,118.63
466,540.69
0
0
13
PAYMENT
3,192.18
C976977800
209,229
206,036.82
M2021005619
0
0
0
0
297
CASH_OUT
43,522.69
C497409478
0
0
C657070390
593,545.76
637,068.45
0
0
18
CASH_OUT
219,643.8
C1382537790
0
0
C158015984
432,669.56
180,744.51
0
0
133
CASH_IN
60,973.47
C1797912922
4,724,260.12
4,785,233.59
C1248712846
5,967,980.16
5,907,006.69
0
0
395
CASH_IN
229,209.99
C1822803790
349,094.04
578,304.03
C1390319235
556,727.95
327,517.96
0
0
277
PAYMENT
48,719.91
C1748385216
0
0
M1821261805
0
0
0
0
304
PAYMENT
9,806.03
C1217985557
0
0
M491023936
0
0
0
0
212
PAYMENT
8,799.23
C411990098
19,259
10,459.77
M927766996
0
0
0
0
298
PAYMENT
16,990.35
C1295425281
1,036.81
0
M1720437464
0
0
0
0
231
CASH_IN
213,094.95
C554587526
50,392
263,486.95
C1160422569
14,246.1
0
0
0
162
CASH_IN
433,657.62
C2093309779
9,889
443,546.62
C1731643198
0
0
0
0
205
CASH_OUT
35,278.36
C1683430178
0
0
C567273070
187,373.54
222,651.9
0
0
402
CASH_IN
319,025.78
C1113062664
2,103,112.44
2,422,138.23
C613945298
3,986,888.94
3,667,863.16
0
0
637
CASH_IN
26,645.59
C599572567
595,950.15
622,595.75
C694844536
5,288,901.64
5,262,256.04
0
0
210
CASH_OUT
193,329.8
C1820767665
0
0
C962304925
251,276.95
444,606.75
0
0
393
TRANSFER
1,017,733.49
C1034293225
33,177
0
C509631413
59,572.64
1,077,306.13
0
0
286
CASH_IN
58,458.65
C372609707
7,625,842.56
7,684,301.2
C2090651141
2,174,671.73
2,116,213.08
0
0
236
TRANSFER
40,920.61
C1326812004
1,002
0
C1535264148
0
40,920.61
0
0
203
PAYMENT
1,074.54
C1993081612
0
0
M1012738089
0
0
0
0