step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
136
PAYMENT
13,382.29
C756435736
0
0
M2113537778
0
0
0
0
252
CASH_IN
4,859.63
C291493936
4,106,822.89
4,111,682.52
C2002792683
251,879.35
247,019.72
0
0
41
TRANSFER
518,339.83
C559078087
0
0
C1728460906
7,554,201.05
8,072,540.88
0
0
39
TRANSFER
451,310.12
C604541326
54,987
0
C2146875526
974,842.68
1,797,288.53
0
0
346
CASH_IN
161,121.07
C290022912
1,888,481.45
2,049,602.52
C381600260
412,090.16
250,969.1
0
0
644
CASH_OUT
49,364.07
C877593625
41,623
0
C1575083932
158,009.13
207,373.19
0
0
374
CASH_IN
92,119.49
C1815651807
3,297,740.33
3,389,859.82
C158242145
1,950,696.11
1,858,576.62
0
0
355
CASH_IN
282,508.76
C1448400865
23,379
305,887.76
C814784749
66,891.81
0
0
0
236
TRANSFER
813,462.62
C40905611
153,223
0
C453039491
67,479.59
880,942.21
0
0
307
CASH_OUT
53,797.94
C522950250
113,452
59,654.06
C968695097
309,554.38
363,352.32
0
0
225
PAYMENT
82,797.84
C1411102270
31,931
0
M8961529
0
0
0
0
40
CASH_OUT
529,508.88
C1821641108
8,049
0
C94238070
0
529,508.88
0
0
303
PAYMENT
13,763.87
C1532316610
0
0
M1131873222
0
0
0
0
350
PAYMENT
13,176.51
C558630256
0
0
M1646382835
0
0
0
0
335
PAYMENT
58,760.91
C805432013
480,859.24
422,098.33
M703071544
0
0
0
0
322
DEBIT
1,096.42
C362865724
11,227
10,130.58
C533887341
1,013,259.91
1,014,356.33
0
0
232
CASH_OUT
42,843.05
C1013384637
0
0
C615345603
3,758,226.36
3,801,069.41
0
0
227
CASH_IN
74,833.8
C1086764372
1,392,489.11
1,467,322.91
C97617767
158,074.64
83,240.85
0
0
301
CASH_IN
206,764.77
C1692768606
1,767
208,531.77
C1122394266
774,962.57
568,197.8
0
0
399
CASH_OUT
164,032.21
C1227984431
227,653
63,620.79
C743500120
0
164,032.21
0
0
590
PAYMENT
9,296.83
C820447403
0
0
M184735125
0
0
0
0
255
CASH_OUT
235,731.9
C789074715
14,954
0
C1881669628
2,981,264.46
3,216,996.36
0
0
187
CASH_OUT
142,259.85
C1064603430
22,861
0
C1727221386
211,427.16
353,687.02
0
0
356
PAYMENT
8,164.01
C1405528965
0
0
M1933926398
0
0
0
0
348
CASH_IN
95,263.11
C33175299
7,356,221.51
7,451,484.62
C1373973293
143,134.82
47,871.71
0
0
300
CASH_IN
249,585.52
C467717543
12,086,210.8
12,335,796.32
C726198580
468,270.14
218,684.62
0
0
177
CASH_IN
396,792.55
C1675746664
793
397,585.55
C256865139
0
0
0
0
201
PAYMENT
15,068.73
C1830375097
0
0
M1991416
0
0
0
0
184
CASH_OUT
440,773.08
C1461159159
0
0
C327341526
1,138,196.74
1,578,969.82
0
0
155
PAYMENT
14,298.25
C1982775599
0
0
M1309930156
0
0
0
0
185
CASH_IN
78,108.5
C1292711577
16,856,365.12
16,934,473.62
C265777076
238,095.59
159,987.08
0
0
249
PAYMENT
12,596.61
C1963550118
0
0
M1695671000
0
0
0
0
177
CASH_IN
31,141.94
C1259952556
1,362,949.88
1,394,091.82
C974768731
1,669,373.11
1,638,231.17
0
0
373
PAYMENT
1,251.94
C2146933874
0
0
M1527627185
0
0
0
0
382
PAYMENT
1,068.21
C1480105448
4,006.95
2,938.74
M1374852383
0
0
0
0
95
CASH_IN
455,834.18
C1503346721
563,701.88
1,019,536.06
C1121802556
2,838,201.48
2,382,367.3
0
0
132
PAYMENT
14,511.02
C236635667
0
0
M698251819
0
0
0
0
322
CASH_OUT
28,591.42
C409741973
0
0
C1904483493
1,211,089.44
1,239,680.86
0
0
19
CASH_IN
193,890.52
C391871944
26,921
220,811.52
C2136570309
232,872.2
38,981.68
0
0
129
CASH_OUT
129,041.74
C244341744
265
0
C1300578648
0
129,041.74
0
0
132
CASH_OUT
215,925.55
C1450168978
0
0
C922807181
411,942.41
627,867.96
0
0
183
CASH_OUT
136,964.13
C1452534624
0
0
C1755130739
3,926,844.12
4,063,808.26
0
0
44
PAYMENT
3,551.26
C1828136324
843.47
0
M1662786733
0
0
0
0
7
TRANSFER
1,331,086.47
C1982404838
15,432
0
C1210180003
59,949.22
1,313,362.94
0
0
393
CASH_OUT
244,211.66
C322617928
0
0
C58016175
880,497.39
1,124,709.04
0
0
206
PAYMENT
2,901.96
C776180615
56,324
53,422.04
M2030050716
0
0
0
0
396
CASH_OUT
386,669.45
C1916496762
0
0
C1377074488
699,568.7
1,488,239.23
0
0
157
PAYMENT
24,104.54
C16708267
0
0
M1911445805
0
0
0
0
204
CASH_IN
265,293.29
C1787501728
351
265,644.29
C850683997
2,215,022.18
1,949,728.89
0
0
18
CASH_OUT
619.31
C590272894
965,806.14
965,186.83
C274824257
0
619.31
0
0
306
TRANSFER
875,582.25
C1598042404
94,595.97
0
C1378537795
9,622,156.32
10,497,738.57
0
0
330
CASH_OUT
54,330.72
C240218607
0
0
C580319947
176,658.69
230,989.41
0
0
249
PAYMENT
13,344.1
C400990872
7,292
0
M300081380
0
0
0
0
289
PAYMENT
8,579.34
C662980180
20,366
11,786.66
M317737019
0
0
0
0
46
CASH_OUT
163,051.33
C1117122966
15,392
0
C1939378466
2,463,135.58
2,626,186.91
0
0
301
CASH_IN
110,568.66
C1769987336
2,056,769.3
2,167,337.96
C407792911
175,630.33
65,061.66
0
0
154
PAYMENT
22,434.71
C1019120294
10,420.14
0
M2011269895
0
0
0
0
10
CASH_OUT
313,664.24
C1826659400
0
0
C193625667
9,150,645.97
9,464,310.21
0
0
208
CASH_OUT
125,991.42
C571901331
7,310
0
C1698289399
822,675.7
950,520.3
0
0
349
CASH_OUT
93,496.01
C1902615133
0
0
C538113947
2,087,164.19
2,180,660.2
0
0
156
CASH_IN
113,147.72
C229481481
3,985,489.64
4,098,637.36
C61031593
213,116.03
99,968.31
0
0
208
TRANSFER
437,371.03
C979315962
0
0
C45958213
564,026.21
1,001,397.24
0
0
18
PAYMENT
7,848.71
C1832568799
196,040.06
188,191.35
M1629378206
0
0
0
0
253
CASH_IN
296,870.15
C1500999280
13,201
310,071.15
C1622552473
118,599.44
0
0
0
395
CASH_IN
46,773.06
C583270541
7,600,788.34
7,647,561.4
C545660061
3,521,517.05
3,474,744
0
0
328
CASH_IN
106,799.55
C775199672
876,341.87
983,141.42
C1234632255
980,615.68
873,816.13
0
0
278
TRANSFER
327,534.3
C1936578603
0
0
C1514199309
1,067,390.45
1,394,924.75
0
0
518
TRANSFER
153,990.5
C1619280891
201,778
47,787.5
C1837241611
0
153,990.5
0
0
42
TRANSFER
935,639.61
C1699211236
89,771.37
0
C1293949664
2,037,867.29
2,973,506.9
0
0
258
CASH_OUT
423,808.74
C948008517
0
0
C1939084847
755,968.04
1,179,776.78
0
0
164
PAYMENT
12,209.45
C1549828854
16,901
4,691.55
M1435742536
0
0
0
0
353
CASH_IN
220,141.98
C1484287258
10,089
230,230.98
C1891826460
1,352,478.87
1,132,336.88
0
0
34
CASH_IN
320,395.22
C1219933393
1,158,528.94
1,478,924.15
C644421104
405,213.09
13,592.78
0
0
140
PAYMENT
5,222.23
C2036462106
30,296
25,073.77
M2080924806
0
0
0
0
233
PAYMENT
29,279.51
C1877480943
0
0
M17092044
0
0
0
0
255
PAYMENT
206.84
C329671918
25,968.18
25,761.34
M830219798
0
0
0
0
137
CASH_OUT
71,997.46
C1382737049
0
0
C1905045732
594,918.75
666,916.22
0
0
15
CASH_OUT
135,411.69
C2019927907
0
0
C1664754826
1,182,915.15
1,318,326.84
0
0
210
TRANSFER
68,324.55
C1204432983
0
0
C1440200379
324,774.11
393,098.67
0
0
129
CASH_IN
29,158.25
C98762391
480
29,638.25
C2074710753
72,959.23
43,800.99
0
0
154
CASH_IN
297,656.83
C872308387
1,018,457.76
1,316,114.59
C1631252583
841,526.89
543,870.06
0
0
275
CASH_OUT
156,765.52
C727477811
0
0
C773052859
383,977.55
540,743.07
0
0
683
CASH_OUT
93,483.23
C1773649560
93,483.23
0
C2085820540
86,882.3
180,365.53
1
0
43
CASH_OUT
218,440.55
C542988410
52,085
0
C1790242902
0
218,440.55
0
0
402
PAYMENT
14,872.25
C1623560754
276,972.22
262,099.98
M1625741812
0
0
0
0
300
PAYMENT
25,540.34
C1817780317
50,002
24,461.66
M1798263689
0
0
0
0
41
PAYMENT
336.46
C1512711427
50,076
49,739.54
M610095315
0
0
0
0
216
CASH_OUT
46,031.43
C1816231296
0
0
C1362782214
255,950.5
301,981.94
0
0
40
CASH_OUT
144,153.46
C483691061
27,764
0
C539360430
0
144,153.46
0
0
186
CASH_OUT
378,955.73
C1613083227
0
0
C1798276972
834,854.48
1,213,810.2
0
0
234
PAYMENT
17,147.59
C827453658
12,154
0
M364965509
0
0
0
0
349
PAYMENT
48,213.75
C1194602188
5,866
0
M897474644
0
0
0
0
41
CASH_IN
210,391.93
C1814014154
11,016,371.05
11,226,762.98
C1702939487
336,890.42
126,498.49
0
0
160
PAYMENT
5,718.88
C1576282858
6,731
1,012.12
M1072291811
0
0
0
0
138
CASH_IN
141,273.15
C80009629
24,639,886.52
24,781,159.68
C559367869
484,939.6
219,172.46
0
0
229
PAYMENT
4,962.99
C1589115167
14,752
9,789.01
M1768343139
0
0
0
0
177
CASH_IN
242,090.12
C264592116
17,528,542.66
17,770,632.78
C761150919
319,311.17
77,221.05
0
0
155
PAYMENT
1,854.44
C1146107700
0
0
M1816242792
0
0
0
0
187
CASH_IN
78,860.27
C335626674
22,076
100,936.27
C1512413377
611,984.08
533,123.81
0
0
234
PAYMENT
5,392.12
C1503656322
10,831
5,438.88
M1243910048
0
0
0
0