step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
400
CASH_OUT
83,623.5
C469096608
146
0
C916326778
540,439.3
624,062.8
0
0
130
TRANSFER
2,314,182.78
C1164857705
11,432
0
C267437101
393,296.34
2,707,479.12
0
0
376
CASH_OUT
245,630.33
C2099111606
0
0
C1819545642
453,953.4
699,583.73
0
0
204
PAYMENT
1,907.27
C1328889170
0
0
M1685672912
0
0
0
0
12
CASH_OUT
387,545.28
C1897402027
1,755
0
C715007517
43,185.9
430,731.19
0
0
163
PAYMENT
8,725.67
C943822528
32,984
24,258.33
M868902904
0
0
0
0
234
CASH_OUT
35,220.59
C550006928
2,028
0
C2078496428
0
35,220.59
0
0
231
CASH_IN
86,758.39
C1716538914
42,942
129,700.39
C30439572
351,746.05
264,987.66
0
0
42
CASH_OUT
52,232.5
C637155509
62,924
10,691.5
C1060561506
532,155.81
584,388.31
0
0
279
CASH_IN
45,542.64
C1829234635
7,265,170.22
7,310,712.86
C557408882
1,117,598.29
1,072,055.65
0
0
302
CASH_IN
433,244.5
C705672467
11,509,534.17
11,942,778.67
C1664473613
508,406.77
75,162.27
0
0
300
CASH_OUT
162,657.17
C688890089
10,669
0
C348620171
273,863.65
436,520.82
0
0
335
CASH_OUT
514,473.53
C1937286921
1,147.96
0
C1006703978
6,426,391.72
6,940,865.25
0
0
382
TRANSFER
189,431.25
C793410823
34
0
C1767370208
3,136,314.19
3,325,745.44
0
0
213
PAYMENT
11,724
C92661647
29,106
17,382
M769225179
0
0
0
0
208
PAYMENT
7,350.68
C971294010
8,006.48
655.8
M471654306
0
0
0
0
186
CASH_OUT
116,031.82
C851740376
32,771
0
C1692128035
36,967.17
152,998.98
0
0
308
PAYMENT
15,805.99
C977788571
0
0
M1313184897
0
0
0
0
139
PAYMENT
3,445.73
C1499179889
0
0
M1433263271
0
0
0
0
201
CASH_IN
85,388.3
C494969640
243,455
328,843.3
C1589424274
845,218.97
759,830.67
0
0
304
CASH_OUT
147,472.63
C1986820315
2,479
0
C598765158
0
147,472.63
0
0
308
PAYMENT
5,963.65
C1267891283
10,954
4,990.35
M2009600291
0
0
0
0
1
CASH_OUT
229,133.94
C905080434
15,325
0
C476402209
5,083
51,513.44
0
0
304
PAYMENT
5,374.68
C1689411855
335,262.93
329,888.25
M1727063817
0
0
0
0
321
CASH_IN
273,669.85
C330483594
2,575,914.4
2,849,584.26
C104809881
339,135.06
65,465.21
0
0
306
CASH_IN
184,007.28
C411305466
3,948,733.9
4,132,741.18
C2087584929
244,933.09
60,925.82
0
0
379
PAYMENT
209.51
C1753303967
0
0
M2086810429
0
0
0
0
189
PAYMENT
17,013.66
C443837030
2,157.9
0
M720126153
0
0
0
0
209
CASH_OUT
426,792.74
C861800935
0
0
C982043426
4,527,485.4
5,112,290.84
0
0
139
PAYMENT
20,920.32
C840467339
0
0
M391978835
0
0
0
0
492
TRANSFER
1,187,792.02
C494327795
19,021
0
C1585435043
0
1,187,792.02
0
0
36
CASH_IN
20,263.88
C770121799
12,855,737.3
12,876,001.18
C2008610860
4,320,231.18
4,299,967.3
0
0
12
PAYMENT
61,575.43
C210696066
41,499.2
0
M1834143884
0
0
0
0
594
CASH_OUT
118,517.91
C256475448
1,266
0
C2120478173
0
118,517.91
0
0
130
TRANSFER
916,500.58
C2121249308
174,040
0
C865922491
6,077,536.42
6,994,037
0
0
206
PAYMENT
11,328.39
C1530771297
0
0
M490852448
0
0
0
0
398
PAYMENT
45,869.5
C286182640
0
0
M115140315
0
0
0
0
183
CASH_IN
174,132.78
C832429638
8,004
182,136.78
C2108362148
961,955.4
787,822.62
0
0
347
PAYMENT
6,917.12
C272692969
31,197
24,279.88
M1265274528
0
0
0
0
130
PAYMENT
5,424.71
C1920721996
159,520.37
154,095.66
M1820481385
0
0
0
0
300
CASH_IN
249,004.41
C1628638554
80,341
329,345.41
C1744465279
282,386.43
33,382.01
0
0
404
TRANSFER
76,850.01
C1043774776
0
0
C1577559326
84,220.26
161,070.27
0
0
12
CASH_IN
61,544.95
C1335745081
14,852
76,396.95
C480912785
359,347.31
297,802.36
0
0
282
PAYMENT
935.21
C1369818674
0
0
M623688182
0
0
0
0
324
PAYMENT
10,568.82
C117086804
0
0
M1066991461
0
0
0
0
346
TRANSFER
1,274,279.67
C2116387127
36,184
0
C1719177449
0
1,274,279.67
0
0
165
CASH_OUT
47,624.59
C2067375736
84
0
C1498338996
2,687,573.49
2,735,198.08
0
0
186
TRANSFER
636,946.04
C10744029
213,214
0
C1527947653
0
636,946.04
0
0
372
CASH_OUT
480,232.97
C1179008111
74,411
0
C891977269
157,274.59
637,507.56
0
0
179
PAYMENT
7,875.18
C838460489
1,534
0
M1088333916
0
0
0
0
93
CASH_OUT
52,293.57
C239936136
27,728
0
C1276896453
4,225,756.61
4,278,050.17
0
0
520
PAYMENT
5,782.11
C307615894
15,463
9,680.89
M2096956869
0
0
0
0
238
PAYMENT
9,460.16
C1621468583
476
0
M148815299
0
0
0
0
182
PAYMENT
2,051.6
C498682624
29,626
27,574.4
M890656528
0
0
0
0
399
PAYMENT
9,200.26
C674129837
67,778.7
58,578.44
M652156512
0
0
0
0
379
CASH_OUT
9,209.84
C57310341
0
0
C17200896
690,556.28
699,766.12
0
0
281
TRANSFER
120,854.07
C289727227
12,125
0
C1322321007
0
120,854.07
0
0
130
PAYMENT
29,764.58
C1309382794
50,613
20,848.42
M1568055957
0
0
0
0
203
PAYMENT
6,284.44
C1297878349
73,371
67,086.56
M101018722
0
0
0
0
687
PAYMENT
4,781.47
C2060453542
0
0
M1520507714
0
0
0
0
250
CASH_OUT
268,182.46
C1114881054
9,056
0
C1917702405
30,779.71
298,962.16
0
0
374
CASH_OUT
308,626.88
C1586600293
6,021
0
C1851365081
2,684,519.57
2,993,146.46
0
0
46
PAYMENT
9,741.01
C1108794964
0
0
M574423795
0
0
0
0
228
CASH_OUT
216,585.72
C1780819909
0
0
C1711566460
7,410,416.95
7,627,002.67
0
0
251
CASH_IN
51,463.98
C89268384
12,186,772.52
12,238,236.49
C76070131
1,505,540.79
1,454,076.81
0
0
372
PAYMENT
27,284.61
C993830260
0
0
M1304901325
0
0
0
0
396
CASH_OUT
113,533.41
C518844738
75
0
C1246298094
0
113,533.41
0
0
3
CASH_IN
256,782.92
C1518204977
3,329,649.08
3,586,432
C665576141
7,075,716.53
6,818,933.6
0
0
164
PAYMENT
17,254.97
C545459687
22,283
5,028.03
M1550724821
0
0
0
0
38
CASH_OUT
6,374.99
C844351494
9,045
2,670.01
C1418590145
1,086,458.55
1,092,833.54
0
0
141
CASH_IN
168,981.22
C1796756068
15,590,284.36
15,759,265.59
C831897456
1,656,476.2
1,487,494.97
0
0
278
PAYMENT
13,869.05
C1035350228
42,011
28,141.95
M175667523
0
0
0
0
43
CASH_OUT
118,688.22
C1422241080
59,936
0
C846878492
225,351.99
344,040.2
0
0
687
TRANSFER
1,218,645.5
C1919748607
0
0
C584508537
2,245,262.57
3,463,908.07
0
0
13
PAYMENT
2,554.96
C1173088852
0
0
M1419578764
0
0
0
0
299
CASH_IN
37,200.45
C499663092
14,798,928.72
14,836,129.17
C509441358
645,752.97
608,552.52
0
0
136
CASH_OUT
274,036.55
C13891941
55,560
0
C913546835
107,748.69
381,785.24
0
0
254
CASH_OUT
2,530.14
C926171462
41,275
38,744.86
C1465075233
391,951.06
394,481.19
0
0
280
CASH_OUT
130,835.04
C1425242139
0
0
C173542628
2,185,290.81
2,316,125.85
0
0
300
PAYMENT
28,478.84
C1208018005
0
0
M188136313
0
0
0
0
11
TRANSFER
629,721.61
C1341545390
15,810
0
C118695434
204,991.99
523,446.39
0
0
332
CASH_IN
162,917.54
C701431738
3,101
166,018.54
C1656502425
0
0
0
0
140
CASH_IN
172,640.25
C1349828937
356,397.42
529,037.67
C602075352
321,307.63
148,667.38
0
0
37
CASH_IN
92,336.51
C1320506308
151,334
243,670.51
C1064515000
103,743.26
11,406.74
0
0
288
TRANSFER
2,846,875.16
C1299442731
0
0
C1694304811
4,363,001.69
7,209,876.85
0
0
374
TRANSFER
1,626,000.38
C298229142
10,499
0
C242038637
15,675.55
1,641,675.93
0
0
299
CASH_OUT
243,171.45
C1375778546
11,472
0
C1081484691
0
243,171.45
0
0
212
PAYMENT
2,589.05
C204105685
217
0
M1344613901
0
0
0
0
348
PAYMENT
153.63
C2086144723
51,562
51,408.37
M2070786990
0
0
0
0
691
PAYMENT
7,610.02
C1897703686
8,082
471.98
M18838890
0
0
0
0
136
CASH_OUT
127.75
C1752732009
19,857
19,729.25
C1091447513
325,453.98
210,927.73
0
0
347
PAYMENT
37,079.11
C304358974
20,607
0
M1509106783
0
0
0
0
227
CASH_IN
31,217.79
C1604296464
159,937.94
191,155.74
C1252940594
2,152,404.5
2,121,186.7
0
0
204
CASH_IN
87,590.06
C2035796166
12,581,972.13
12,669,562.18
C1438718176
716,231.43
1,131,809.8
0
0
350
CASH_OUT
87,100.83
C699042176
9,905
0
C153054422
65,497.18
152,598.01
0
0
233
CASH_OUT
90,955.95
C263601138
32,132
0
C1112900482
0
90,955.95
0
0
16
PAYMENT
3,194.53
C442478562
0
0
M1627396463
0
0
0
0
142
CASH_OUT
101,557.76
C74473302
0
0
C1358868821
3,344,536.19
3,446,093.96
0
0
407
PAYMENT
653.29
C1019005623
100,933
100,279.71
M49808734
0
0
0
0
306
PAYMENT
17,296.26
C652791078
0
0
M1533291873
0
0
0
0