step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
43
CASH_IN
123,973.51
C1963539752
689,311.89
813,285.4
C30693190
3,231,110.28
3,107,136.78
0
0
178
PAYMENT
3,505.2
C1206624776
0
0
M1254622134
0
0
0
0
280
PAYMENT
17,584.5
C354038655
71,337
53,752.5
M2050348118
0
0
0
0
407
CASH_OUT
788.56
C1468065679
0
0
C2035043081
21,952.88
22,741.44
0
0
232
CASH_OUT
126,459.94
C1808618502
0
0
C1555029183
478,068.31
604,528.25
0
0
10
CASH_OUT
49,250.27
C368008185
0
0
C187805697
89,264.36
17,711.87
0
0
210
CASH_OUT
112,618.29
C1171016093
59,792
0
C1724758059
930,710.95
1,043,329.24
0
0
35
PAYMENT
7,164.44
C1445204765
24,422.39
17,257.95
M321890105
0
0
0
0
163
CASH_OUT
89,784.07
C2072587890
0
0
C72038830
113,290.2
203,074.27
0
0
129
CASH_OUT
58,040.41
C1230791808
167
0
C1069389045
4,193,303.19
4,251,343.6
0
0
182
CASH_IN
46,127.14
C1889771892
25,347
71,474.14
C2069344655
1,937,846.99
1,891,719.85
0
0
206
PAYMENT
1,669.63
C719710260
230,981.58
229,311.94
M365833043
0
0
0
0
396
PAYMENT
47,387.95
C633735489
0
0
M836902967
0
0
0
0
354
CASH_IN
193,879.02
C442758861
124,460
318,339.02
C1192375949
0
0
0
0
250
PAYMENT
20,316.31
C1379445212
53,930
33,613.69
M1982640375
0
0
0
0
136
CASH_IN
436,295.83
C205248976
61,752
498,047.83
C1142647170
590,076.15
153,780.32
0
0
403
CASH_IN
159,490.42
C2085335667
12,095,343.09
12,254,833.51
C933865715
319,863.85
160,373.43
0
0
396
CASH_IN
84,373.24
C1663770922
20,438,227.22
20,522,600.46
C985525614
1,603,088.62
1,518,715.38
0
0
11
CASH_OUT
312,485.78
C355956575
162,725.96
0
C1302803707
4,635,769.59
5,187,049.94
0
0
304
PAYMENT
15,224.85
C1853666881
67,412
52,187.15
M1969574038
0
0
0
0
19
CASH_OUT
29,829.09
C2124367073
0
0
C1550393379
61,573.84
193,231.01
0
0
281
PAYMENT
11,757.04
C867209976
0
0
M1861265780
0
0
0
0
232
PAYMENT
4,888.75
C2078267735
0
0
M1935211321
0
0
0
0
185
CASH_OUT
64,421.47
C51385100
27,482.94
0
C222035303
409,004.68
473,426.15
0
0
301
CASH_IN
71,901.16
C1583977606
9,924,318.85
9,996,220.01
C1297592476
6,124,631.59
6,052,730.43
0
0
130
PAYMENT
6,467.34
C1399126326
56,560
50,092.66
M377888052
0
0
0
0
203
PAYMENT
10,521.29
C125434348
0
0
M1228840673
0
0
0
0
13
CASH_OUT
156,827.45
C913880525
73,759
0
C1526428241
703,375.99
738,952.7
0
0
327
TRANSFER
408,875.65
C775401352
0
0
C1532370339
1,834,106.94
2,242,982.59
0
0
348
CASH_OUT
164,509.44
C1985427484
0
0
C2125120450
832,946.3
997,455.74
0
0
212
CASH_OUT
170,436.87
C821668298
9,749.19
0
C1698757089
8,096,843.16
8,267,280.02
0
0
18
TRANSFER
209,458.37
C259113917
29,924
0
C540326166
5,747,110.05
6,174,016.05
0
0
251
CASH_OUT
351,506.58
C761981902
1,044
0
C1921820100
1,522,316.81
1,873,823.39
0
0
225
CASH_IN
154,517.23
C883828714
10,389
164,906.23
C1737693009
1,602,625.15
1,448,107.92
0
0
277
CASH_OUT
89,174.49
C1392884049
29,570.48
0
C1957081050
332,175.23
421,349.72
0
0
40
PAYMENT
1,066.21
C883103560
0
0
M1271279633
0
0
0
0
187
CASH_IN
13,948.89
C758543805
5,623,185.64
5,637,134.53
C390306411
5,210,334.34
5,196,385.45
0
0
375
CASH_OUT
154,771.42
C2055151427
62,783.07
0
C1690585873
2,311,207.26
2,465,978.67
0
0
232
PAYMENT
10,834.92
C316200626
71,532
60,697.08
M1973845297
0
0
0
0
232
CASH_OUT
261,231.96
C1802906807
0
0
C1362258327
598,299.81
859,531.78
0
0
235
CASH_IN
138,392.89
C1706325305
4,405,370.76
4,543,763.66
C1852970576
640,699.3
502,306.4
0
0
235
PAYMENT
16,758.63
C1133676820
0
0
M2048045540
0
0
0
0
225
CASH_OUT
368,767.68
C1191028801
329
0
C691687649
1,014,511.09
1,383,278.77
0
0
161
CASH_OUT
130,720.78
C1295065961
0
0
C314119202
1,975,730.2
2,041,322.8
0
0
209
PAYMENT
15,159.7
C309369038
362,891.24
347,731.54
M1417796750
0
0
0
0
17
CASH_IN
84,364.36
C1898381955
258,981.26
343,345.62
C612216079
1,879,136.59
1,794,772.22
0
0
7
PAYMENT
17,642.44
C714940629
22,577.72
4,935.28
M1588090074
0
0
0
0
139
PAYMENT
32,074.91
C893788622
11,616
0
M1742581310
0
0
0
0
345
CASH_OUT
283,301.77
C1085349968
64,647
0
C333465353
0
283,301.77
0
0
139
CASH_OUT
160,488.71
C1461817774
0
0
C2037394702
467,745.25
830,897.86
0
0
525
CASH_OUT
104,523.74
C1396723115
0
0
C1529707218
3,499,545.51
3,604,069.25
0
0
505
CASH_IN
323,898.24
C1418670510
2,262,815.67
2,586,713.91
C142642780
825,625.73
501,727.49
0
0
323
CASH_OUT
34,101.05
C119663368
0
0
C2109216750
636,374.64
670,475.69
0
0
210
CASH_OUT
213,332.65
C495170600
0
0
C588441760
2,647,579.75
2,860,912.4
0
0
597
CASH_IN
117,884.09
C447412141
25,700
143,584.09
C1124802672
117,183.16
0
0
0
257
PAYMENT
3,265.79
C1245208159
76,082
72,816.21
M1277997440
0
0
0
0
188
CASH_IN
265,181.58
C1019370565
878,209.86
1,143,391.44
C2006816605
3,001,165.19
2,735,983.62
0
0
356
CASH_IN
155,037.58
C1962501316
25,710
180,747.58
C1255439041
3,194,002.22
3,038,964.64
0
0
357
CASH_IN
10,434.24
C1122591665
2,304,726.59
2,315,160.84
C1046263148
389,141.27
378,707.02
0
0
252
PAYMENT
8,545.21
C202687694
0
0
M608110848
0
0
0
0
182
CASH_OUT
56,173.83
C748872061
0
0
C214473683
947,180.51
931,974.05
0
0
274
CASH_OUT
923.89
C1343598838
0
0
C403781369
21,646.09
22,569.98
0
0
259
CASH_IN
210,513.53
C2005931038
20,441
230,954.53
C767338294
1,272,773.8
1,062,260.28
0
0
183
CASH_OUT
422,961.38
C1062576848
325
0
C1285756334
0
422,961.38
0
0
238
CASH_OUT
31,051.59
C845377448
0
0
C2096227122
329,926.21
360,977.8
0
0
16
CASH_IN
520,169.61
C230171244
343,681.95
863,851.56
C781593836
683,048.99
65,903.74
0
0
307
CASH_OUT
9,419.14
C1271464312
15,575
6,155.86
C1764893370
0
9,419.14
0
0
374
CASH_OUT
305,098.61
C698346203
102,656
0
C754463860
382,897.42
687,996.04
0
0
144
PAYMENT
7,954
C1541618100
0
0
M766262798
0
0
0
0
19
CASH_OUT
201,041.1
C564963386
0
0
C79185074
2,986,339.07
3,187,380.18
0
0
225
CASH_IN
38,627
C329943834
4,084,641.39
4,123,268.39
C1970400978
232,711.13
194,084.13
0
0
403
CASH_OUT
187,844.36
C1084239822
40,469
0
C1029618165
0
187,844.36
0
0
348
PAYMENT
1,592.32
C780965152
28,416
26,823.68
M1407998277
0
0
0
0
161
PAYMENT
892.37
C1325359860
0
0
M1890396215
0
0
0
0
214
PAYMENT
5,670.16
C1065477665
206,188
200,517.84
M796506076
0
0
0
0
205
CASH_OUT
378,923.8
C466776276
25,348
0
C49425776
911,984.34
1,290,908.14
0
0
186
PAYMENT
14,815.88
C654801321
22,297
7,481.12
M1369799739
0
0
0
0
324
CASH_IN
320,470.15
C7548800
13,941
320,577.15
C531019809
0
0
0
0
182
CASH_OUT
51,606.79
C859180184
0
0
C431789054
272,464.22
324,071.01
0
0
140
DEBIT
3,553.4
C1958296549
5,284.02
1,730.62
C308845215
498,248.78
554,935.15
0
0
202
PAYMENT
2,921.45
C1009847999
580,882.86
577,961.41
M80813657
0
0
0
0
350
TRANSFER
859,449.1
C425003042
0
0
C1080701934
25,011,589.87
25,588,238.86
0
0
18
CASH_OUT
288,612.69
C1892409513
0
0
C1147717854
1,468,242.18
1,756,854.87
0
0
236
CASH_IN
171,633.58
C1403071175
5,053,370.44
5,225,004.02
C14528826
799,880.89
628,247.31
0
0
158
CASH_OUT
72,358.22
C1953215254
0
0
C79339781
230,351.05
78,808.43
0
0
400
CASH_OUT
125,410.64
C1995652648
0
0
C1123789030
327,823.61
453,234.24
0
0
10
PAYMENT
12,738.44
C1619166181
102,695.41
89,956.98
M1919506397
0
0
0
0
159
CASH_OUT
4,571.63
C457742483
0
0
C675749322
497,964.84
502,536.47
0
0
165
PAYMENT
489.37
C646359741
149,118
148,628.63
M1558544339
0
0
0
0
225
TRANSFER
2,349,950.67
C1158414432
15,314
0
C130602913
603,022.54
2,952,973.21
0
0
183
TRANSFER
1,433,479.59
C81608889
642
0
C844775692
0
1,433,479.59
0
0
372
PAYMENT
10,622.3
C616254594
0
0
M67170937
0
0
0
0
178
CASH_OUT
408,401.45
C1918194668
689,392
280,990.55
C907111507
147,126.43
555,527.88
0
0
257
CASH_IN
557,838.41
C1717287605
11,182
569,020.41
C1290517114
267,852.34
0
0
0
251
TRANSFER
1,144,432.55
C1408706065
0
0
C131307582
4,149,925.81
5,294,358.35
0
0
235
CASH_IN
371,042.71
C1973614102
1,699,365.85
2,070,408.56
C1358214518
4,301,572.86
3,930,530.15
0
0
357
CASH_IN
19,494.57
C287170039
1,921,089.11
1,940,583.68
C159882434
75,635.52
56,140.95
0
0
369
CASH_OUT
141,519.24
C387888280
0
0
C999640037
12,853,274.23
12,994,793.47
0
0
154
CASH_IN
635,412.68
C1458432906
58,610
694,022.68
C8292738
0
0
0
0
545
PAYMENT
31,617.57
C1314607150
10,626
0
M1600734161
0
0
0
0