step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
153
CASH_OUT
218,926.74
C1253249623
348,614.8
129,688.07
C291231919
580,658.95
799,585.69
0
0
229
CASH_OUT
328,382.63
C1063767025
0
0
C1035172263
823,199.05
1,151,581.68
0
0
376
PAYMENT
33,250.39
C707656518
10,217
0
M1654243686
0
0
0
0
208
PAYMENT
42,674.91
C982543356
0
0
M589077458
0
0
0
0
232
DEBIT
3,670.94
C1552466560
205,310
201,639.06
C898835810
56,627.21
60,298.16
0
0
354
CASH_OUT
102,859.83
C1985413524
0
0
C1307983841
1,478,417.34
1,581,277.17
0
0
131
CASH_OUT
312,888.3
C1070778902
14,865
0
C1287782441
57,784.63
370,672.93
0
0
134
CASH_OUT
785,970.84
C974245021
0
0
C1419771524
4,539,907.12
5,325,877.96
0
0
201
TRANSFER
2,525,862.92
C650162833
0
0
C565439848
2,923,116.41
5,448,979.32
0
0
227
PAYMENT
11,098.13
C1620810234
8,161.73
0
M678876710
0
0
0
0
163
CASH_IN
237,852
C843469566
101
237,953
C173939208
0
0
0
0
260
CASH_IN
168,002.92
C102487274
1,477
169,479.92
C150898849
0
0
0
0
350
CASH_OUT
2,881.43
C104185276
171
0
C1295076973
2,614,455.19
2,617,336.63
0
0
188
CASH_IN
50,971.41
C1553461612
151,983
202,954.41
C205456363
0
0
0
0
684
CASH_IN
131,706.08
C1329364652
2,940,020.03
3,071,726.11
C634222592
473,790.99
342,084.9
0
0
39
PAYMENT
6,547.31
C126131966
14,478.27
7,930.97
M2108278483
0
0
0
0
234
CASH_OUT
250,080.3
C667827614
263,669
13,588.7
C1158850334
764,300.18
1,014,380.48
0
0
229
CASH_OUT
313,524.46
C570991688
9,164
0
C708098177
0
313,524.46
0
0
280
CASH_OUT
149,113.66
C1301160988
92,654
0
C984190593
100,419.75
249,533.41
0
0
525
PAYMENT
3,565.98
C1936566342
0
0
M1902001443
0
0
0
0
400
TRANSFER
1,490,485.53
C2015534055
0
0
C1774637063
7,097,709.6
8,588,195.13
0
0
400
PAYMENT
10,558.21
C16842464
0
0
M1239689282
0
0
0
0
476
PAYMENT
3,845.29
C1950303235
42,264.88
38,419.59
M2088857784
0
0
0
0
45
PAYMENT
4,195.93
C444221687
225
0
M641118001
0
0
0
0
302
CASH_OUT
119,451.49
C1231136207
14,268
0
C759161367
0
119,451.49
0
0
37
PAYMENT
5,054.41
C649314324
60,078
55,023.59
M687988235
0
0
0
0
321
PAYMENT
4,241.55
C1233711924
0
0
M108692384
0
0
0
0
356
CASH_IN
217,081.54
C311202610
80,850.29
297,931.82
C1523779429
2,219,886.31
2,002,804.78
0
0
235
CASH_OUT
88,785.17
C595944491
0
0
C1406075580
1,165,456.94
1,254,242.11
0
0
378
PAYMENT
7,017.47
C1804653746
0
0
M1600723183
0
0
0
0
687
CASH_OUT
72,422.93
C124423325
226,463.51
154,040.58
C1871113932
584,858.63
657,281.56
0
0
297
CASH_OUT
112,808.34
C1534151776
0
0
C903490106
363,673
476,481.34
0
0
188
PAYMENT
3,166.9
C943242280
107,536.33
104,369.42
M686912047
0
0
0
0
354
PAYMENT
30,977.07
C72689814
0
0
M216678172
0
0
0
0
275
CASH_IN
249,093.66
C1640066596
596,110.11
845,203.77
C107150273
300,210.11
51,116.45
0
0
379
CASH_OUT
6,996.21
C1445279600
0
0
C1506761228
167,140.08
174,136.29
0
0
399
CASH_OUT
301,326.02
C1872852600
25,167
0
C1010255789
288,545.49
589,871.51
0
0
138
CASH_OUT
383,861.78
C383183256
1,167
0
C504279883
137,418.3
521,280.08
0
0
323
PAYMENT
2,954.97
C1670515539
111,069.02
108,114.06
M1209680209
0
0
0
0
300
PAYMENT
22,055.1
C1947870576
2,819
0
M1584754582
0
0
0
0
250
CASH_OUT
195,323.85
C1997859964
3,968
0
C2028608149
4,571,442.49
4,766,766.34
0
0
42
CASH_OUT
89,405.99
C1656945376
194,358.52
104,952.53
C1487000383
301,018.51
390,424.5
0
0
136
CASH_OUT
89,933.35
C2079382927
0
0
C1801129576
262,524.14
352,457.49
0
0
235
CASH_IN
202,854.27
C1365466495
13,397
216,251.27
C873221189
3,827,811.28
3,624,957.01
0
0
256
PAYMENT
15,244.66
C2124828156
4,254.02
0
M1481938785
0
0
0
0
371
CASH_OUT
271,398.63
C594334327
0
0
C1229883101
6,425,952.94
6,697,351.57
0
0
15
CASH_IN
206,808.17
C1727295016
13,941
364,107.99
C1275353661
2,249,499.7
2,042,691.53
0
0
332
CASH_OUT
85,162.45
C431461729
61,281
0
C507003754
0
85,162.45
0
0
232
CASH_IN
65,596.12
C1957865756
77,620
143,216.12
C267605733
0
0
0
0
283
CASH_OUT
102,682.4
C1560141807
0
0
C2019452260
2,451,153.38
2,553,835.77
0
0
514
PAYMENT
22,398.04
C1163643881
214
0
M803101840
0
0
0
0
250
DEBIT
47,936.8
C609099317
99,725
51,788.2
C1255734667
1,555,567.28
1,603,504.08
0
0
159
PAYMENT
7,747.14
C1602661334
69,619.02
61,871.88
M307295537
0
0
0
0
394
CASH_IN
257,981.51
C431126270
20,275,562.31
20,533,543.82
C530179357
779,870.5
521,888.99
0
0
375
PAYMENT
7,939.87
C1532328068
234
0
M1439244701
0
0
0
0
356
PAYMENT
9,148.13
C760601262
0
0
M1233939266
0
0
0
0
239
PAYMENT
1,138.43
C770866406
120,532
119,393.57
M2005272213
0
0
0
0
13
PAYMENT
9,668.28
C1796527629
947,434
937,765.72
M1331576698
0
0
0
0
183
CASH_OUT
267,798.55
C777181228
0
0
C1758605112
305,152
742,540.58
0
0
18
CASH_OUT
321,432.49
C1516893992
0
0
C537985281
686,793.31
1,008,225.8
0
0
158
TRANSFER
1,409,460.91
C1370564768
1,897
0
C1448389680
3,230.28
1,412,691.19
0
0
230
CASH_IN
281,941.13
C1968678767
1,837
283,778.13
C2078148207
0
0
0
0
207
PAYMENT
7,435.03
C486460747
8,510
1,074.97
M1889793669
0
0
0
0
404
PAYMENT
40,350.44
C2073959842
0
0
M1240857125
0
0
0
0
400
PAYMENT
3,733.51
C86677026
10,242
6,508.49
M1485877045
0
0
0
0
307
TRANSFER
635,010.59
C1172064336
2,035
0
C1540763264
19,365.43
654,376.02
0
0
18
CASH_OUT
78,358.91
C1012088201
0
0
C1403071677
175,977.28
0
0
0
249
CASH_OUT
91,016.94
C202769747
0
0
C213858206
6,268,741.56
6,359,758.5
0
0
41
PAYMENT
1,870.72
C1608830804
0
0
M2136866918
0
0
0
0
379
CASH_OUT
85,033.26
C287264636
131
0
C971321141
0
85,033.26
0
0
255
CASH_OUT
210,448.18
C514795719
12,487
0
C1609424366
213,844.87
424,293.05
0
0
255
PAYMENT
5,737.81
C894473479
5,154
0
M831170324
0
0
0
0
139
CASH_OUT
90,232.57
C361528566
0
0
C911284410
146,622.06
236,854.64
0
0
19
CASH_OUT
150,580.89
C235195551
20,308
0
C1531606489
430,088.65
482,345.65
0
0
40
CASH_OUT
123,195.82
C898425895
817
0
C28924122
594,319.08
717,514.9
0
0
131
PAYMENT
20,241.72
C2090461931
6,066
0
M1757466863
0
0
0
0
355
CASH_OUT
28,055.02
C1400114106
5,298
0
C774267032
1,950,562.61
1,978,617.63
0
0
298
PAYMENT
29,241.95
C794762532
0
0
M1148193052
0
0
0
0
261
TRANSFER
358,875.82
C435650333
0
0
C1477566274
1,300,043.55
1,658,919.37
0
0
524
CASH_IN
272,886.26
C336900920
0
272,886.26
C1587208472
643,770.55
370,884.29
0
0
312
PAYMENT
7,250.73
C879626883
5,569
0
M453407481
0
0
0
0
42
PAYMENT
1,992.52
C864270606
619
0
M1147739039
0
0
0
0
136
CASH_OUT
515,664.57
C1530066855
30,117
0
C1763266404
148,402.64
664,067.21
0
0
20
PAYMENT
13,956.47
C176818700
141,605
127,648.53
M558880953
0
0
0
0
18
CASH_IN
12,120.76
C1327977402
7,271,318.88
7,283,439.64
C2023070534
186,135.56
174,014.79
0
0
187
CASH_OUT
50,348.1
C1984540215
0
0
C1935404151
79,452.89
129,800.99
0
0
178
TRANSFER
1,098,528.45
C216804029
0
0
C963270886
2,443,790.65
3,542,319.1
0
0
187
CASH_OUT
16,306.19
C2043178005
0
0
C1897715111
758,375.44
774,681.63
0
0
207
TRANSFER
670,755.7
C821444801
566
0
C1986818884
67,425.22
738,180.92
0
0
249
CASH_IN
226,107.49
C848516903
6,436,088.23
6,662,195.72
C844145939
252,109.35
0
0
0
328
CASH_OUT
11,851.63
C385671928
9,003
0
C80809447
0
11,851.63
0
0
19
PAYMENT
12,378.31
C1406376943
1,209
0
M385748026
0
0
0
0
41
CASH_OUT
68,633.59
C544262583
95,588
26,954.41
C1541249299
2,259,831.52
2,328,465.1
0
0
232
CASH_OUT
223,629.13
C1450104327
0
0
C1669623794
2,960,316.74
3,183,945.87
0
0
96
PAYMENT
11,940.53
C2026894220
952.37
0
M1801726381
0
0
0
0
355
PAYMENT
11,083.59
C596246632
3,241.08
0
M1861388101
0
0
0
0
360
CASH_IN
244,004.48
C1506938416
2,315,192.71
2,559,197.19
C1824211202
1,478,545.23
1,234,540.75
0
0
11
CASH_OUT
128,334.71
C570881099
0
0
C2003714184
135,237.6
42,529.73
0
0
235
CASH_OUT
196,753.17
C870555240
0
0
C720927502
7,491,648.97
7,688,402.14
0
0
374
CASH_IN
179,020.53
C1241846736
106,889
285,909.53
C1154150188
2,335,785.4
2,156,764.87
0
0