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
718
PAYMENT
9,039.67
C2001831292
35,105
26,065.33
M2071463784
0
0
0
0
718
PAYMENT
5,961.03
C241909490
13,465
7,503.97
M62794627
0
0
0
0
718
PAYMENT
3,023.86
C2017404141
206,245
203,221.14
M1128738757
0
0
0
0
718
PAYMENT
3,352.78
C344724977
145,846
142,493.22
M1713161936
0
0
0
0
718
TRANSFER
135,289.71
C1736810162
135,289.71
0
C1450998839
0
0
1
0
718
CASH_OUT
135,289.71
C499563648
135,289.71
0
C1559231794
120,427.58
255,717.29
1
0
718
TRANSFER
110,149.57
C1771114836
69,339
0
C1163258540
0
110,149.57
0
0
718
PAYMENT
6,933.51
C1765499120
79,816
72,882.49
M578818923
0
0
0
0
718
PAYMENT
2,582.83
C168466695
49,960
47,377.17
M1802515107
0
0
0
0
718
CASH_OUT
129,796.3
C1509876701
129,407
0
C896128072
1,346,429.09
1,476,225.39
0
0
718
PAYMENT
5,436.39
C2068293826
104,894
99,457.61
M635159564
0
0
0
0
718
CASH_OUT
31,605.17
C1339297598
14,509
0
C474983625
9,734.28
41,339.44
0
0
718
PAYMENT
21,483.09
C1629158674
42,105
20,621.91
M660428875
0
0
0
0
718
CASH_IN
79,189.68
C1549603592
32,035
111,224.68
C1885491870
2,048,601.07
1,969,411.39
0
0
718
CASH_IN
224,766.03
C866077250
296
225,062.03
C1646440789
0
0
0
0
718
PAYMENT
10,973.28
C89903950
8,023
0
M1216957614
0
0
0
0
718
PAYMENT
11,110.17
C2096681956
5,039
0
M905730915
0
0
0
0
718
PAYMENT
3,268.37
C1860583217
3,741
472.63
M1812525695
0
0
0
0
718
PAYMENT
10,642.19
C1448442857
21,076
10,433.81
M27591939
0
0
0
0
718
CASH_IN
123,022.86
C1583721905
25,028
148,050.86
C740089445
3,233,485.28
3,110,462.42
0
0
718
CASH_OUT
162,831.94
C1968514824
4,609
0
C1310608587
2,344,179.37
2,507,011.31
0
0
718
TRANSFER
91,070.84
C144871544
82,626
0
C1355792926
216,065.6
307,136.44
0
0
718
PAYMENT
16,002.59
C554041714
10,645
0
M1392322758
0
0
0
0
718
PAYMENT
5,555.07
C239876342
11,331
5,775.93
M309413911
0
0
0
0
718
PAYMENT
169.26
C57530042
388,579
388,409.74
M955086089
0
0
0
0
718
PAYMENT
15,444.73
C1460236650
134,423
118,978.27
M1335933548
0
0
0
0
718
PAYMENT
11,748.69
C571833636
15,636
3,887.31
M1896026450
0
0
0
0
718
PAYMENT
12,562.64
C1839049785
222,808
210,245.36
M656676924
0
0
0
0
718
PAYMENT
10,244.29
C785497505
709,446
699,201.71
M1202827432
0
0
0
0
718
PAYMENT
7,791.41
C1196240899
23,749
15,957.59
M1085224238
0
0
0
0
718
PAYMENT
7,936.04
C1664132143
241,795
233,858.96
M693005329
0
0
0
0
718
PAYMENT
5,241.34
C120425491
11,174
5,932.66
M1049812893
0
0
0
0
718
PAYMENT
1,891.05
C1483019708
19,652
17,760.95
M34718789
0
0
0
0
718
CASH_OUT
250,013.2
C1773636864
119,476
0
C648852344
4,483,406.59
4,733,419.79
0
0
718
PAYMENT
1,010.09
C1097980316
1
0
M826932475
0
0
0
0
718
PAYMENT
10,316.7
C1031153019
9,390
0
M1752985688
0
0
0
0
718
CASH_OUT
72,216.49
C663677426
21,445
0
C1372125217
126,990.77
199,207.26
0
0
718
TRANSFER
141,248.26
C1499363292
23,201
0
C2089970615
227,761.36
369,009.62
0
0
718
PAYMENT
3,272.79
C1435487345
13,798
10,525.21
M1585088552
0
0
0
0
718
PAYMENT
1,704.07
C241908588
29,779
28,074.93
M614555114
0
0
0
0
718
CASH_IN
156,585.64
C258400587
55,112
211,697.64
C1667088148
1,018,959.46
862,373.82
0
0
718
PAYMENT
1,814.04
C97977159
152
0
M1387325642
0
0
0
0
718
PAYMENT
2,450.32
C2085663099
152,785
150,334.68
M1149528835
0
0
0
0
718
PAYMENT
16,453.82
C2046068207
50,610
34,156.18
M743949475
0
0
0
0
718
PAYMENT
15,859.91
C1433760571
10,479
0
M844023525
0
0
0
0
718
PAYMENT
9,333.8
C1867048638
52,087
42,753.2
M2108183848
0
0
0
0
718
TRANSFER
70,835.09
C54140173
3,876
0
C1070811686
0
70,835.09
0
0
718
PAYMENT
7,805.8
C1191676513
68,257
60,451.2
M1876093225
0
0
0
0
718
PAYMENT
12,407.56
C1357701358
20,445
8,037.44
M65887627
0
0
0
0
718
DEBIT
1,161.11
C2026015509
15,468
14,306.89
C1275526112
923,321.66
924,482.77
0
0
718
PAYMENT
5,840.98
C2211461
292
0
M930989567
0
0
0
0
718
CASH_OUT
94,778.03
C1578489758
458,000
363,221.97
C452161425
1,472,237.74
1,567,015.77
0
0
718
PAYMENT
4.27
C853767530
152,890
152,885.73
M1060839461
0
0
0
0
718
PAYMENT
4,826.97
C1714444288
11,895
7,068.03
M384420479
0
0
0
0
718
PAYMENT
7,197.16
C1057535469
26,022
18,824.84
M1498710049
0
0
0
0
718
CASH_OUT
133,381.59
C1036002131
62,242
0
C1823881296
2,806,298.84
2,939,680.43
0
0
718
CASH_IN
53,029.97
C1705159846
10,751
63,780.97
C1150157769
1,277,875.71
1,224,845.74
0
0
718
TRANSFER
144,193.02
C528468514
9,915
0
C557918192
0
144,193.02
0
0
718
PAYMENT
6,655.91
C1658258532
246,210
239,554.09
M1580296662
0
0
0
0
718
CASH_IN
76,007.73
C772159786
5,383
81,390.73
C2024755809
1,989,470.45
1,913,462.72
0
0
718
CASH_IN
93,482.24
C1330239506
1,052
94,534.24
C609606911
0
0
0
0
718
CASH_IN
8,576.25
C359076283
152,419
160,995.25
C92273285
1,632,293.9
1,623,717.65
0
0
718
PAYMENT
8,037.7
C1087223064
124,660
116,622.3
M1604127554
0
0
0
0
718
CASH_OUT
106,246.76
C1586872811
2,631
0
C1083645530
3,177,929.45
3,284,176.21
0
0
718
PAYMENT
13,455.83
C1934817611
125,683
112,227.17
M1587214156
0
0
0
0
718
CASH_IN
120,354.49
C1776951494
586
120,940.49
C990376647
22,180.24
0
0
0
718
PAYMENT
6,750.26
C419446409
230,415
223,664.74
M2113672259
0
0
0
0
718
PAYMENT
1,384.29
C1951775783
31,249
29,864.71
M1275154043
0
0
0
0
718
PAYMENT
6,689.61
C1416484100
388
0
M1227787718
0
0
0
0
718
PAYMENT
1,800.09
C272872512
62,199
60,398.91
M1459045029
0
0
0
0
718
PAYMENT
17,485.98
C1812494474
197,474
179,988.02
M1366657136
0
0
0
0
718
CASH_OUT
119,002.08
C1545197482
1,746
0
C717275362
180,526.23
299,528.31
0
0
718
DEBIT
1,388.35
C806831334
157
0
C590813928
570,761.88
572,150.24
0
0
718
PAYMENT
5,767.43
C536127046
15,400
9,632.57
M1648335808
0
0
0
0
718
PAYMENT
14,660.81
C1888068778
824
0
M2050227753
0
0
0
0
718
CASH_IN
56,708.67
C1078960575
853
57,561.67
C32834975
615,444.07
558,735.4
0
0
718
CASH_OUT
151,980.71
C1588642797
41,921
0
C500176962
1,044,064.81
1,196,045.52
0
0
718
PAYMENT
10,759.98
C1671528549
20,437
9,677.02
M109508750
0
0
0
0
718
PAYMENT
5,070.5
C997847992
1,117
0
M1670312081
0
0
0
0
718
CASH_OUT
251,319.73
C205780525
272
0
C1093937685
323,837.24
575,156.97
0
0
718
CASH_OUT
48,471.23
C1034960291
55,009
6,537.77
C820355963
200,178
248,649.22
0
0
718
CASH_OUT
49,771.69
C1235287454
11,688
0
C344935079
1,322,639.91
1,372,411.6
0
0
718
TRANSFER
190,560.03
C1572767299
42,507
0
C1404118130
6,871,904.31
7,062,464.34
0
0
718
PAYMENT
13,193.53
C1314906439
2,735
0
M1916702730
0
0
0
0
718
CASH_OUT
108,710.98
C1010622430
52,292
0
C150016905
279,572.33
388,283.31
0
0
718
PAYMENT
1,956.79
C354011780
45,486
43,529.21
M620582073
0
0
0
0
718
PAYMENT
1,300.7
C583347948
783
0
M2027804485
0
0
0
0
718
PAYMENT
5,927.79
C600538928
5,034
0
M1834860396
0
0
0
0
718
PAYMENT
3,760.07
C1717853797
12,250
8,489.93
M1888864787
0
0
0
0
718
PAYMENT
17,115.96
C148838862
337,510
320,394.04
M142176614
0
0
0
0
718
PAYMENT
8,363.35
C1286242682
10,689
2,325.65
M305205166
0
0
0
0
718
TRANSFER
18,864.76
C1649435983
20,895
2,030.24
C1119045850
0
18,864.76
0
0
718
PAYMENT
14,197.15
C568445474
16,947
2,749.85
M970468917
0
0
0
0
718
CASH_OUT
161,105.66
C596515551
561
0
C448280980
330,685.67
491,791.33
0
0
718
CASH_OUT
76,174.12
C1117092348
37,564
0
C905416499
853,178.51
929,352.63
0
0
718
PAYMENT
14,054.46
C1837767510
11,685
0
M366684500
0
0
0
0
718
TRANSFER
58,187.87
C1188073938
14,096
0
C1078128267
3,695,680.08
3,753,867.94
0
0
718
PAYMENT
13.94
C795040365
47,968
47,954.06
M311342204
0
0
0
0
718
CASH_OUT
171,981.42
C1590931184
288,755
116,773.58
C209941417
11,775,992.01
11,947,973.43
0
0
718
PAYMENT
13,505.93
C474999545
55,636
42,130.07
M692742959
0
0
0
0