step
int64
1
743
type
stringclasses
5 values
amount
float64
0
92.4M
nameOrig
stringlengths
5
11
oldbalanceOrg
float64
0
59.6M
newbalanceOrig
float64
0
49.6M
nameDest
stringlengths
2
11
oldbalanceDest
float64
0
356M
newbalanceDest
float64
0
356M
isFraud
int64
0
1
isFlaggedFraud
int64
0
1
1
PAYMENT
2,357.63
C2041996211
887
0
M461448225
0
0
0
0
1
PAYMENT
5,157.05
C1562950869
1,667.92
0
M2021835850
0
0
0
0
1
PAYMENT
5,746.44
C845388562
0
0
M550572371
0
0
0
0
1
PAYMENT
5,607.36
C948424584
5,202
0
M1447685190
0
0
0
0
1
PAYMENT
6,360.79
C2027701910
3,731
0
M1345293143
0
0
0
0
1
CASH_IN
67,200.07
C1448277333
108,912
176,112.07
C243745864
0
0
0
0
1
PAYMENT
2,453.34
C1340086277
35,411
32,957.66
M1427247001
0
0
0
0
1
PAYMENT
79.26
C2034975583
4,597,098.32
4,597,019.06
M955443582
0
0
0
0
1
PAYMENT
3,758.16
C2006842965
4,597,019.06
4,593,260.9
M842422776
0
0
0
0
1
PAYMENT
24,495.45
C289711450
4,593,260.9
4,568,765.44
M1045567253
0
0
0
0
1
PAYMENT
1,284.49
C648358364
42,110
40,825.51
M643587433
0
0
0
0
1
PAYMENT
3,283.87
C310792845
5,338,019.35
5,334,735.48
M1019348343
0
0
0
0
1
TRANSFER
42,136.28
C866529530
5,334,735.48
5,292,599.2
C837659261
46,303
57,472.15
0
0
1
TRANSFER
27,008.84
C2002097394
5,292,599.2
5,265,590.36
C824009085
37,097.33
64,106.18
0
0
1
TRANSFER
331,545.25
C1466413743
5,265,590.36
4,934,045.11
C1023714065
1,543,990.84
1,412,484.09
0
0
1
TRANSFER
42,529.28
C2065886345
4,934,045.11
4,891,515.83
C1568059495
87,913.35
122,750.49
0
0
1
TRANSFER
252,129.73
C2030121719
4,891,515.83
4,639,386.1
C1899073220
844,104.14
420,946.86
0
0
1
TRANSFER
473,469.94
C573102881
4,639,386.1
4,165,916.16
C392292416
2,743,237.78
3,420,103.09
0
0
1
TRANSFER
2,317,408.88
C1219553025
4,165,916.16
1,848,507.28
C1883840933
14,437,052.95
16,874,643.09
0
0
1
TRANSFER
864,389.49
C605686842
1,848,507.28
984,117.79
C33524623
1,751,348.58
1,517,262.16
0
0
1
TRANSFER
276,094.92
C1417413828
984,117.79
708,022.87
C22805895
280,157.9
651,524.92
0
0
1
TRANSFER
132,355.33
C820587705
708,022.87
575,667.54
C1782113663
4,408,666.39
3,997,768.55
0
0
1
TRANSFER
169,106.97
C2142129482
575,667.54
575,667.54
C1170794006
575,667.54
22,190.99
0
0
1
TRANSFER
2,604,219.11
C195163481
575,667.54
0
C97730845
7,263,554.62
9,940,339.29
0
0
1
TRANSFER
249,740.75
C1062181581
2,748.22
0
C968113504
6,072
241,220.25
0
0
1
PAYMENT
7,977.96
C1186657657
0
0
M1274225913
0
0
0
0
1
PAYMENT
7,848.22
C1333529571
402,672
394,823.78
M212232499
0
0
0
0
1
PAYMENT
7,625.73
C489047267
248,677
241,051.27
M1335914322
0
0
0
0
1
PAYMENT
3,499.43
C1613514326
31,242
27,742.57
M1610372241
0
0
0
0
1
DEBIT
642.26
C1884422865
21,363
20,720.74
C1509514333
1,772.9
2,415.16
0
0
1
CASH_OUT
41,295.56
C1011104118
20,720.74
0
C932583850
2,614,230.5
2,719,172.89
0
0
1
CASH_OUT
13,576.03
C1046009438
0
0
C812586739
367,271.74
122,027.28
0
0
1
CASH_OUT
29,572.74
C62739928
0
0
C1262822392
12,464,794.41
12,494,367.15
0
0
1
CASH_OUT
53,569.21
C1671007220
0
0
C1750905143
683,211.62
424,250.45
0
0
1
CASH_OUT
139,247.62
C2114687352
0
0
C1401316767
232,039.71
407,298.23
0
0
1
CASH_OUT
60,360.45
C102318785
0
0
C1256728724
94,056.3
69,756.86
0
0
1
CASH_OUT
161,795.9
C1868809295
0
0
C97730845
9,867,773.73
9,940,339.29
0
0
1
CASH_OUT
607,537.17
C1082795132
0
0
C1286084959
2,090,116.34
2,107,778.11
0
0
1
CASH_OUT
254,399.35
C1655242052
0
0
C1810132623
455,863.64
97,128.19
0
0
1
CASH_OUT
427,823.47
C778806426
0
0
C2083562754
777,546.17
1,186,556.81
0
0
1
CASH_OUT
16,662.21
C1599823012
0
0
C97730845
10,029,569.63
9,940,339.29
0
0
1
CASH_OUT
173,570.67
C1323514615
0
0
C1850180796
588,441.63
1,268,668.92
0
0
1
CASH_OUT
54,684.17
C1795468466
0
0
C1330400026
71,672
817.21
0
0
1
CASH_OUT
87,963.9
C406358588
0
0
C1740000325
427,792.72
1,363,368.51
0
0
1
CASH_OUT
565,349.9
C486759395
0
0
C665576141
5,622,929.89
5,515,763.34
0
0
1
CASH_OUT
94,527.39
C1247866422
0
0
C655381473
95,007.35
189,534.74
0
0
1
CASH_OUT
315,552.62
C80722676
0
0
C97730845
10,046,231.84
9,940,339.29
0
0
1
CASH_OUT
48,169.69
C1492822331
0
0
C2083562754
1,205,369.63
1,186,556.81
0
0
1
CASH_OUT
118,753.07
C1596009860
0
0
C1256728724
154,416.74
69,756.86
0
0
1
CASH_OUT
106,705.8
C310212872
0
0
C1629911510
210,697.58
15,375.37
0
0
1
CASH_OUT
328,967.35
C1805412777
0
0
C716083600
1,889,487.5
2,444,985.19
0
0
1
CASH_OUT
55,855.58
C1713546896
0
0
C20671747
68,283.63
43,691.09
0
0
1
CASH_OUT
370,751.08
C817490653
0
0
C2083562754
1,253,539.33
1,186,556.81
0
0
1
CASH_OUT
49,177.38
C1232433403
0
0
C1568059495
130,442.64
122,750.49
0
0
1
CASH_OUT
63,557.19
C1093441885
0
0
C997608398
361,284.25
157,982.12
0
0
1
CASH_OUT
33,663.22
C843686350
0
0
C721748895
168,225.59
0
0
0
1
CASH_OUT
20,986.8
C1306085976
0
0
C1870252780
25,475.43
46,462.23
0
0
1
CASH_OUT
301,680.88
C793319856
0
0
C665576141
6,188,279.79
5,515,763.34
0
0
1
CASH_OUT
9,320.15
C176851829
0
0
C1330400026
126,356.17
817.21
0
0
1
CASH_OUT
241,488.05
C1974606907
0
0
C1590550415
19,274,628.33
19,169,204.93
0
0
1
CASH_OUT
60,850.8
C1925059423
0
0
C1831477404
230,396.43
247,063.16
0
0
1
CASH_OUT
476,934.35
C358420513
0
0
C22805895
556,252.82
651,524.92
0
0
1
CASH_OUT
598,674.03
C1272115420
0
0
C985934102
1,184,203.57
971,418.91
0
0
1
CASH_OUT
135,357.16
C778337881
0
0
C1816757085
11,259,893.58
10,681,238.79
0
0
1
CASH_OUT
422,125.99
C742568993
0
0
C716083600
2,218,454.85
2,444,985.19
0
0
1
CASH_OUT
57,643.24
C1373861264
0
0
C1096283470
66,948.88
0
0
0
1
PAYMENT
11,261.67
C233519968
7,004
0
M7346738
0
0
0
0
1
TRANSFER
416,106.78
C967460257
12,283
0
C1831477404
291,247.23
247,063.16
0
0
1
PAYMENT
4,447.55
C1940912369
50,268
45,820.45
M667680223
0
0
0
0
1
TRANSFER
25,071.46
C669700766
25,071.46
0
C1384210339
0
0
1
0
1
CASH_OUT
25,071.46
C1275464847
25,071.46
0
C1364913072
9,083.76
34,155.22
1
0
1
PAYMENT
3,239.95
C1080167822
120,792
117,552.05
M943666520
0
0
0
0
1
PAYMENT
10,286.48
C1236303587
147,166
136,879.52
M892231982
0
0
0
0
1
PAYMENT
2,011.81
C1710228600
34,672
32,660.19
M606365803
0
0
0
0
1
PAYMENT
9,520.02
C1856589162
21,099
11,578.98
M675833472
0
0
0
0
1
PAYMENT
4,273.56
C1300132917
6,489,960.66
6,485,687.1
M1243495105
0
0
0
0
1
CASH_OUT
26,844.84
C1853422837
6,485,687.1
6,458,842.26
C2083117811
254,506.86
290,772.6
0
0
1
PAYMENT
634.41
C91220956
18,396.16
17,761.75
M999221400
0
0
0
0
1
CASH_OUT
58,516.68
C8197402
17,761.75
0
C932583850
2,655,526.06
2,719,172.89
0
0
1
PAYMENT
5,077.6
C692838068
21,987
16,909.4
M1392570698
0
0
0
0
1
PAYMENT
4,471.34
C528877978
22,161
17,689.66
M2008746677
0
0
0
0
1
PAYMENT
6,525.58
C15910024
337,514
330,988.42
M1420623741
0
0
0
0
1
PAYMENT
12,749.19
C2076829355
27,552
14,802.81
M1418245573
0
0
0
0
1
PAYMENT
7,652.07
C1112075608
26,253.43
18,601.35
M1898751355
0
0
0
0
1
CASH_OUT
450,465.15
C1164241227
18,601.35
0
C1504109395
500,206.13
593,737.38
0
0
1
PAYMENT
17,540.66
C1414744767
160,564
143,023.34
M1366581056
0
0
0
0
1
CASH_IN
2,673.64
C1164394344
768,815.91
771,489.55
C1330400026
135,676.32
817.21
0
0
1
PAYMENT
4,215.08
C665565246
771,489.55
767,274.47
M1776486598
0
0
0
0
1
PAYMENT
3,468.74
C438228197
13,310
9,841.26
M1719547057
0
0
0
0
1
PAYMENT
244.09
C476973576
195,601
195,356.91
M1840940155
0
0
0
0
1
PAYMENT
137.88
C32496853
59,708.34
59,570.46
M371440613
0
0
0
0
1
PAYMENT
7,155.31
C2062667107
59,570.46
52,415.15
M1129387802
0
0
0
0
1
PAYMENT
2,432.88
C1009218257
12,946
10,513.12
M936380963
0
0
0
0
1
PAYMENT
9,021.44
C1128158063
1,536
0
M144467413
0
0
0
0
1
PAYMENT
4,476.2
C262815725
0
0
M941403433
0
0
0
0
1
PAYMENT
14,546.65
C159917166
6,120
0
M1649498695
0
0
0
0
1
TRANSFER
272,709.33
C1012552887
76,067
0
C1935365522
0
158,433.78
0
0
1
PAYMENT
7,669.42
C1643299824
29,659
21,989.58
M688988404
0
0
0
0
1
CASH_OUT
14,750.26
C1098568947
21,989.58
7,239.33
C1899073220
1,096,233.87
420,946.86
0
0
1
CASH_OUT
107,421.26
C795594631
7,239.33
0
C1983747920
226,328.33
95,508.95
0
0