step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
398
CASH_IN
81,122.88
C440873330
59,603
140,725.88
C927722950
112,602.77
31,479.88
0
0
408
PAYMENT
20,489.29
C254678101
10,950.75
0
M1171108468
0
0
0
0
228
CASH_OUT
364,090.79
C697464148
0
0
C2074660349
507,323.28
871,414.07
0
0
162
CASH_OUT
50,809.34
C751133223
19,858
0
C1724169215
270,715.85
321,525.19
0
0
204
CASH_OUT
160,833.73
C1709164748
74,661
0
C1714083725
0
160,833.73
0
0
20
CASH_IN
333,717.45
C704466314
52,614
386,331.45
C1647372705
73,719.88
0
0
0
9
CASH_IN
98,939.64
C2083041284
5,858,517.36
5,957,457
C606486785
237,271.62
0
0
0
283
CASH_OUT
90,573.17
C790665641
40,820
0
C517096155
436,099.19
526,672.36
0
0
42
PAYMENT
3,721.05
C355047115
0
0
M1261245618
0
0
0
0
138
CASH_OUT
49,421.26
C1001064466
0
0
C305564364
1,172,145.77
1,221,567.04
0
0
17
TRANSFER
843,709.3
C1806137581
0
0
C2038281466
3,413,817.15
4,257,526.45
0
0
355
TRANSFER
396,628.11
C1723083589
177,816.78
0
C1623496214
1,600,695.05
1,997,323.16
0
0
281
CASH_OUT
53,662.35
C1028359980
10,538
0
C1245066848
229,321.15
282,983.5
0
0
183
CASH_OUT
168,509.42
C952855949
18,656
0
C1139143668
236,338.64
404,848.06
0
0
372
PAYMENT
7,851.54
C1513776211
48,420
40,568.46
M44838434
0
0
0
0
300
CASH_OUT
339,727.19
C291704819
0
0
C88084461
368,524.73
708,251.93
0
0
231
CASH_IN
119,931.53
C1021056822
3,960,592.81
4,080,524.34
C621355005
209,794.93
89,863.4
0
0
325
PAYMENT
4,660.58
C729333614
0
0
M1979095238
0
0
0
0
142
PAYMENT
13,964.03
C1347045325
119,478.84
105,514.81
M1850101720
0
0
0
0
330
CASH_IN
129,327.15
C735316099
247
129,574.15
C1605382486
0
0
0
0
235
CASH_IN
388,363.37
C488167960
19,233
407,596.37
C618055467
0
0
0
0
326
TRANSFER
877,877.5
C673725069
0
0
C242417074
1,252,013.66
2,270,630.73
0
0
231
CASH_OUT
98,308.08
C24035333
249,985
151,676.92
C172002987
132,067.76
230,375.84
0
0
186
CASH_IN
29,026.02
C1170988941
102,643.77
131,669.78
C159714366
423,606.56
394,580.55
0
0
352
CASH_IN
219,012.71
C1299381929
6,800,771.34
7,019,784.06
C156962883
918,161.07
699,148.36
0
0
15
CASH_OUT
149,539.89
C1972314802
0
0
C755583709
1,931,863.15
2,081,403.04
0
0
305
CASH_OUT
135,251.39
C536283649
1,048
0
C779799548
475,370.23
610,621.61
0
0
400
CASH_OUT
95,720.19
C1364360590
9,254
0
C843225669
605,047.58
700,767.77
0
0
203
TRANSFER
162,469.22
C689181932
0
0
C1064912325
3,177,003.18
3,339,472.4
0
0
281
CASH_IN
4,898.02
C441711053
50,709
55,607.02
C1230461928
6,642,349.41
6,637,451.39
0
0
273
CASH_OUT
34,160.22
C460907863
45,257.59
11,097.37
C1335737198
3,117,058.87
3,151,219.1
0
0
158
CASH_OUT
38,124.6
C1647125291
11,818
0
C1873104472
7,279,339.55
7,317,464.15
0
0
308
CASH_IN
117,672.8
C380502126
437,122.2
554,795
C1595218853
314,147.68
196,474.88
0
0
372
PAYMENT
6,288.44
C2103336531
6,044.6
0
M560957453
0
0
0
0
19
PAYMENT
10,230.66
C821457921
490
0
M924453556
0
0
0
0
402
CASH_OUT
50,970.88
C1354845022
15,334
0
C1261213496
5,635.89
56,606.77
0
0
209
CASH_OUT
43,432.25
C1940517120
0
0
C1928507687
683,608.88
727,041.13
0
0
140
CASH_OUT
228,972.83
C977298870
42,268
0
C401895529
0
228,972.83
0
0
403
CASH_OUT
174,624.04
C1498586361
0
0
C560995953
339,693.51
514,317.55
0
0
374
PAYMENT
2,137.96
C802148257
0
0
M1777079861
0
0
0
0
181
CASH_IN
173,608.77
C135336338
1,747,876.8
1,921,485.56
C1723451287
7,151,882.99
6,978,274.23
0
0
134
TRANSFER
38,589.42
C1640332689
11,421
0
C1183653836
0
0
0
0
258
PAYMENT
8,427.99
C1613231418
5,420
0
M1213632530
0
0
0
0
185
CASH_OUT
336,314.76
C683931849
75,179
0
C1314508095
439,918.72
776,233.48
0
0
46
CASH_OUT
329,762.94
C1245639396
0
0
C814930485
3,113,701.04
3,443,463.98
0
0
323
CASH_OUT
421,544.5
C1529593210
404,959.69
0
C1248470660
1,326,212.02
1,747,756.51
0
0
18
PAYMENT
15,588.54
C1472876686
78,738.07
63,149.54
M1092752025
0
0
0
0
189
CASH_OUT
143,023.16
C146802903
0
0
C39018573
549,883.73
692,906.89
0
0
34
CASH_IN
58,654.85
C83677970
3,264,211.25
3,322,866.11
C62166268
104,884.31
46,229.45
0
0
136
CASH_OUT
12,449.28
C1987238162
0
0
C339366816
365,722.54
378,171.82
0
0
47
CASH_IN
295,483.53
C1161766645
4,561,426.9
4,856,910.43
C1612761773
2,731,314.97
2,435,831.44
0
0
249
CASH_OUT
120,385.12
C1097685571
0
0
C1520594719
2,660,098.47
2,780,483.6
0
0
404
CASH_IN
267,712.11
C1065637109
4,844,520.61
5,112,232.71
C1683398595
385,407.69
117,695.59
0
0
346
CASH_IN
252,673.22
C345441035
390,825
643,498.22
C2040724711
0
0
0
0
19
PAYMENT
2,887.89
C2081180020
0
0
M1111710286
0
0
0
0
209
CASH_IN
47,618.18
C366016857
111,316
158,934.18
C1479844098
0
0
0
0
129
CASH_OUT
182,904.03
C826168590
153,397.98
0
C1916590803
327,974.48
510,878.52
0
0
184
TRANSFER
1,353,347.93
C137613875
608
0
C1472191474
3,914,143.36
5,267,491.29
0
0
179
TRANSFER
211,289.51
C860101008
70,140
0
C55431965
1,723,950.46
1,935,239.97
0
0
19
CASH_IN
118,595.43
C1432521898
17,210,553.99
17,329,149.42
C1456351628
851,460.75
954,029.47
0
0
405
PAYMENT
20,126.66
C495397298
579,553
559,426.34
M835227795
0
0
0
0
231
PAYMENT
24,500.62
C823413889
0
0
M603255311
0
0
0
0
263
CASH_IN
27,649.18
C288408248
8,031,392.27
8,059,041.45
C930183259
3,434,955.04
3,407,305.87
0
0
329
CASH_IN
178,855.62
C1682910679
10,312,076.12
10,490,931.74
C574849334
3,183,374.53
3,004,518.91
0
0
135
CASH_IN
345,366.82
C696539777
840,764
1,186,130.82
C53097320
2,205,438.75
1,860,071.93
0
0
396
PAYMENT
11,979.05
C1748644681
451,846
439,866.95
M1637859548
0
0
0
0
382
TRANSFER
211,517.71
C1599010094
0
0
C1618165924
3,687,890.92
3,899,408.63
0
0
282
CASH_OUT
110,228.12
C595854322
14,742
0
C547467971
398,371.7
508,599.81
0
0
281
TRANSFER
304,295.22
C182855552
275
0
C833628492
31,968.39
336,263.61
0
0
154
PAYMENT
11,741.5
C1350540054
3,077
0
M1259257247
0
0
0
0
162
CASH_OUT
151,074.78
C482631254
0
0
C473403276
816,468.06
967,542.84
0
0
231
CASH_IN
280,897.62
C174677010
1,049
281,946.62
C657393806
309,142.86
28,245.24
0
0
298
PAYMENT
64,693.37
C2144418113
75,667
10,973.63
M1679111196
0
0
0
0
589
PAYMENT
10,563.16
C325664096
131,123
120,559.84
M766556761
0
0
0
0
36
CASH_OUT
2,300.53
C596202472
991,521.58
989,221.05
C181297850
40,096.55
42,397.08
0
0
228
PAYMENT
823.18
C314642724
0
0
M1212739636
0
0
0
0
154
PAYMENT
6,245.82
C500661733
36,006
29,760.18
M1122831803
0
0
0
0
330
CASH_IN
134,260.51
C929268322
11
134,271.51
C887488112
0
0
0
0
40
CASH_OUT
104,341.36
C1068864815
0
0
C1657084365
2,164,335.16
2,268,676.52
0
0
137
PAYMENT
16,879.46
C581150349
0
0
M88432692
0
0
0
0
21
PAYMENT
121.34
C483983322
23,818
23,696.66
M1734444257
0
0
0
0
396
CASH_IN
361,445.51
C1860326804
136,154
497,599.51
C1730613573
1,831,988.48
1,470,542.97
0
0
259
CASH_IN
370,887.68
C439316141
10,964
381,851.68
C1776779893
78,643.55
0
0
0
203
PAYMENT
23,252.53
C1087057131
28,032
4,779.47
M1737210272
0
0
0
0
131
PAYMENT
6,152.38
C1286775735
41,325
35,172.62
M665493922
0
0
0
0
404
CASH_OUT
349,977.39
C1819163682
0
0
C1311353123
8,133,385.86
8,483,363.25
0
0
140
CASH_OUT
9,227.6
C829165130
10,212
984.4
C552060976
1,293,448.96
1,302,676.56
0
0
330
CASH_IN
6,437.68
C1778693905
194,649.99
201,087.67
C1578102668
1,133,099.18
1,126,661.5
0
0
14
CASH_OUT
98,430.1
C1372286722
0
0
C568461177
5,837,425
5,935,855.1
0
0
396
CASH_OUT
252,381.62
C677289991
0
0
C59861222
832,551.67
1,084,933.29
0
0
206
CASH_OUT
61,304.28
C1254570070
10,357
0
C752567681
831,397.3
892,701.58
0
0
226
CASH_IN
115,773.31
C1470682858
282
116,055.31
C1629718560
0
0
0
0
228
PAYMENT
9,690.76
C1172828406
1,254
0
M508294977
0
0
0
0
353
CASH_OUT
270,546.34
C2055165255
0
0
C994466695
946,640.09
1,217,186.43
0
0
326
PAYMENT
35,034.9
C1071146111
33,086
0
M50074184
0
0
0
0
281
CASH_OUT
161,134.14
C1356767611
66,504
0
C24121494
0
161,134.14
0
0
306
PAYMENT
18,514.25
C16135354
215,994
197,479.75
M509858033
0
0
0
0
311
PAYMENT
6,360.77
C1832285000
49,919
43,558.23
M1087624301
0
0
0
0
284
TRANSFER
201,900.23
C1167606732
65,322
0
C1443085955
0
201,900.23
0
0
380
CASH_OUT
22,534.92
C1799362269
16,704
0
C1017589542
742,692.74
765,227.65
0
0