step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
160
CASH_OUT
302,485.35
C118371017
37,693
0
C1471056196
634,897.13
937,382.48
0
0
204
PAYMENT
6,586.18
C23998244
0
0
M1971047991
0
0
0
0
385
DEBIT
2,053.74
C2086994656
106,152
104,098.26
C484021062
129,687.29
131,741.03
0
0
299
PAYMENT
28,841.51
C2004234874
191,727
162,885.49
M1534804665
0
0
0
0
252
CASH_OUT
174,973.46
C1519539548
437,325
262,351.54
C313373980
5,176,732.05
5,351,705.51
0
0
324
TRANSFER
273,619.85
C89449366
12,349
0
C686051547
0
273,619.85
0
0
346
PAYMENT
19,982.91
C1369554118
0
0
M1805852539
0
0
0
0
94
PAYMENT
2,019.56
C1875295985
128,699
126,679.44
M880027462
0
0
0
0
349
CASH_IN
181,282.35
C1009140228
8,656,310.1
8,837,592.46
C2099784049
347,042.94
165,760.58
0
0
235
CASH_OUT
285,001.81
C588694040
52,708
0
C2051941954
3,951,535.54
4,236,537.35
0
0
18
PAYMENT
22,439.3
C1948850288
347,735.7
325,296.4
M406593370
0
0
0
0
397
CASH_OUT
20,578.45
C2059980340
15,443
0
C1719104114
731,634.12
752,212.57
0
0
258
CASH_OUT
10,170.86
C713968392
0
0
C1966195541
25,935.51
36,106.37
0
0
140
CASH_OUT
46,203.92
C883285218
31,332
0
C886515150
1,229,328.29
1,275,532.21
0
0
167
PAYMENT
4,883.54
C753809812
1,730.56
0
M1693322329
0
0
0
0
378
CASH_IN
149,402.68
C1355299138
325,379.08
474,781.76
C2144589118
376,648.39
227,245.71
0
0
184
TRANSFER
627,117.46
C662241651
0
0
C1027692837
3,803,977.51
4,431,094.97
0
0
235
CASH_OUT
290,383.58
C981705872
0
0
C1029951793
609,947.41
900,330.99
0
0
307
CASH_OUT
141,820.9
C803651735
57,069
0
C2109015013
0
141,820.9
0
0
14
CASH_IN
11,676.52
C1319399578
594
12,270.52
C1684567544
431,013.09
726,975.26
0
0
40
CASH_OUT
82,828.71
C181691537
0
0
C2006081398
21,392,284.89
21,475,113.6
0
0
455
CASH_OUT
70,148.61
C249757464
562.76
0
C1339863650
246,574.36
316,722.97
0
0
255
CASH_IN
287,657.92
C1014069004
10,643,658.04
10,931,315.96
C2043186980
4,173,572.42
3,885,914.5
0
0
10
CASH_OUT
214,405.41
C2088875803
0
0
C20671747
1,913,213.28
2,746,287.71
0
0
542
PAYMENT
19,418.3
C472024061
13,912
0
M1514690915
0
0
0
0
12
TRANSFER
610,084.11
C2006095834
15,692
0
C647560268
0
341,472.45
0
0
352
CASH_IN
475,928.39
C1339468317
11,245
487,173.39
C1428802687
0
0
0
0
400
CASH_OUT
170,968.76
C1965139003
0
0
C1723095467
22,978,006.04
23,148,974.79
0
0
185
PAYMENT
10,789.7
C105053623
137,905
127,115.3
M37763188
0
0
0
0
166
CASH_OUT
195,824.06
C126723007
16,594
0
C195179119
0
195,824.06
0
0
321
PAYMENT
54,453.45
C911807526
16,304.49
0
M139580177
0
0
0
0
230
CASH_OUT
303,781.86
C314983178
234,113
0
C1405813319
0
303,781.86
0
0
329
CASH_OUT
133,422.08
C519560457
65,557
0
C1673825432
63,905.39
197,327.47
0
0
12
CASH_OUT
55,064.75
C373943097
22,001
0
C1892646174
3,745,502.72
3,800,567.47
0
0
187
CASH_OUT
385,740.65
C2023435866
0
0
C310487491
1,878,051.33
2,263,791.98
0
0
332
CASH_OUT
254,163.57
C806092571
0
0
C1180668809
588,763.19
842,926.77
0
0
212
PAYMENT
9,254.66
C649519121
60,106
50,851.34
M1800663741
0
0
0
0
253
CASH_OUT
37,543.56
C368740462
3,654
0
C556592955
691,561.17
729,104.73
0
0
469
CASH_IN
43,974.76
C930159345
114,214
158,188.76
C525021003
0
0
0
0
681
CASH_IN
320,465.5
C2086912779
800,100.17
1,120,565.67
C1983898365
11,013,649.04
10,693,183.54
0
0
36
CASH_IN
18,266.52
C348912550
4,234,309.53
4,252,576.05
C1194329596
1,333,809.73
1,315,543.21
0
0
333
CASH_IN
233,375.76
C2117565048
9,722,102.88
9,955,478.63
C1475345250
3,334,546.09
3,101,170.33
0
0
400
CASH_IN
433,377.77
C539863919
5,027,774.84
5,461,152.61
C1509998925
16,739,271.31
16,305,893.54
0
0
356
CASH_OUT
1,251.19
C1167717236
0
0
C1380386974
418,256.57
419,507.76
0
0
166
CASH_IN
310,386.28
C676583132
5,040,540.58
5,350,926.86
C1133499113
680,027.81
369,641.53
0
0
325
PAYMENT
9,711.62
C246942810
27,522.43
17,810.8
M531076129
0
0
0
0
10
CASH_OUT
289,578.25
C941092470
40,600
0
C560116269
0
289,578.25
0
0
403
CASH_IN
127,937.08
C1141984847
1,010
128,947.08
C631944068
9,480,701.76
9,352,764.68
0
0
20
CASH_OUT
142,043.62
C1803596207
0
0
C1786197051
191,744
333,787.62
0
0
354
PAYMENT
968.26
C2146416848
0
0
M2006417650
0
0
0
0
186
CASH_OUT
46,208.79
C1973772576
20,605
0
C20671747
10,505,008.84
10,551,217.63
0
0
226
CASH_IN
280,895.91
C1113276524
80,532
361,427.91
C2085037952
3,566,051.25
3,200,256.36
0
0
355
DEBIT
3,500.69
C1939137664
39,796.19
36,295.5
C2024022936
396,430.44
399,931.13
0
0
588
PAYMENT
20,771.5
C1063413923
3,567
0
M1569666637
0
0
0
0
36
TRANSFER
1,205,318.36
C1529994404
0
0
C72565662
2,769,005.45
3,974,323.81
0
0
234
CASH_OUT
102,275.75
C395391680
0
0
C324563921
366,752.07
469,027.82
0
0
39
PAYMENT
8,646.19
C898415898
19,085
10,438.81
M1773677575
0
0
0
0
35
CASH_OUT
138,306.31
C560157267
0
0
C1446214842
2,196,313.57
2,334,619.87
0
0
235
CASH_OUT
99,551.73
C1421919850
12,213.69
0
C1882661534
122,539.1
222,090.83
0
0
544
CASH_OUT
141,243.6
C1093352666
0
0
C766664273
450,480.1
591,723.7
0
0
393
CASH_OUT
222,159.05
C1505991130
267
0
C795925812
0
222,159.05
0
0
540
PAYMENT
15,354.82
C14926792
435
0
M1368986796
0
0
0
0
235
CASH_IN
154,986.59
C1189454220
5,033,044.98
5,188,031.57
C1708861867
948,847.63
793,861.04
0
0
692
PAYMENT
7,204.72
C1127145873
3,142
0
M1660949959
0
0
0
0
44
CASH_OUT
16,880.3
C1062836337
51,983
35,102.7
C2040535612
309,616.32
326,496.61
0
0
131
CASH_IN
79,098.39
C764604432
10,958
90,056.39
C2051200965
12,693.84
0
0
0
275
PAYMENT
10,010.34
C340004160
74,898.99
64,888.65
M184311427
0
0
0
0
38
PAYMENT
5,495.16
C1932228134
172,756.15
167,260.99
M725463825
0
0
0
0
695
DEBIT
2,808.01
C567125794
71,020
68,211.99
C505669314
156,470.31
159,278.32
0
0
158
CASH_OUT
362,611.35
C561779660
122,537
0
C1837354442
0
362,611.35
0
0
328
PAYMENT
54,717.06
C1579183518
39,448
0
M1831094922
0
0
0
0
229
CASH_OUT
64,338.97
C471805165
0
0
C1084582822
177,876.89
242,215.86
0
0
328
CASH_IN
394,743.68
C2055125472
8,037
402,780.68
C1779975940
0
0
0
0
21
CASH_OUT
318,010.85
C780925930
0
0
C2144530714
920,563.94
1,293,245.43
0
0
19
PAYMENT
16,916.86
C1094022971
60,040
43,123.14
M1359356681
0
0
0
0
345
PAYMENT
898.25
C270753188
0
0
M1532942693
0
0
0
0
538
CASH_OUT
154.76
C1948467257
362,263
362,108.24
C1063555550
1,054,450.77
1,054,605.52
0
0
44
CASH_OUT
109,311.31
C479411707
0
0
C265359861
1,452,854.57
1,562,165.88
0
0
323
CASH_OUT
163,237.14
C304070771
0
0
C1573461932
490,100.86
653,338
0
0
260
PAYMENT
2,581.46
C2069525979
532
0
M832472905
0
0
0
0
380
CASH_IN
55,832.67
C1416166568
1,667,823.71
1,723,656.38
C738154166
228,818.24
172,985.56
0
0
299
PAYMENT
33,581.92
C1738751643
0
0
M1142016203
0
0
0
0
348
CASH_IN
68,343.11
C1373174064
22,522
90,865.11
C1756449588
1,037,601.84
969,258.72
0
0
210
CASH_OUT
146,618.12
C323843951
271
0
C1769140021
123,247.71
269,865.83
0
0
544
PAYMENT
10,927.07
C1641141446
3,126
0
M750120254
0
0
0
0
10
CASH_OUT
420,708.87
C579304751
0
0
C1713970768
520,101.15
940,810.03
0
0
183
PAYMENT
6,142.47
C127979203
131,580
125,437.53
M137273338
0
0
0
0
329
CASH_OUT
145,050.47
C1392755416
0
0
C1834992330
3,900,452.49
4,045,502.96
0
0
35
PAYMENT
1,587.71
C1367385914
105
0
M532317976
0
0
0
0
20
CASH_OUT
30,070.01
C441251894
72,674.35
42,604.34
C879169458
43,128.89
73,198.9
0
0
329
PAYMENT
7,732.95
C451549475
0
0
M857867903
0
0
0
0
370
CASH_OUT
324,322.34
C431259797
2
0
C562376382
0
324,322.34
0
0
379
CASH_IN
36,957.07
C798901780
455,773.4
492,730.46
C1586377157
498,397.36
461,440.29
0
0
595
PAYMENT
9,009.68
C697219304
51,782.04
42,772.36
M1989832655
0
0
0
0
164
CASH_IN
285,497.2
C1168495994
2,920,598.82
3,206,096.02
C404353116
22,797,041.99
22,511,544.79
0
0
382
PAYMENT
4,771.42
C383757082
41,871
37,099.58
M188226826
0
0
0
0
228
CASH_IN
12,094.27
C2002190434
2,349,080.2
2,361,174.47
C1635997073
71,842.69
59,748.42
0
0
402
CASH_IN
127,913.74
C974362285
15,159,948.76
15,287,862.51
C245561707
292,902.04
164,988.29
0
0
249
CASH_IN
80,885.26
C1549606881
889,106.37
969,991.63
C1715456280
445,227.73
364,342.47
0
0
214
PAYMENT
8,066.21
C1582430272
0
0
M1862321306
0
0
0
0