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
8
PAYMENT
1,358.25
C117508038
26,120
24,761.75
M1703421359
0
0
0
0
8
CASH_IN
60,497.59
C812047148
50,118
110,615.59
C1949938346
72,692.66
12,195.08
0
0
8
TRANSFER
872,306.91
C88636010
0
0
C1615804266
3,517,034.36
4,512,194.13
0
0
8
PAYMENT
16,028.47
C175661618
0
0
M779717519
0
0
0
0
8
PAYMENT
10,440.89
C675318487
35,529
25,088.11
M1847406239
0
0
0
0
8
CASH_OUT
274,531.69
C658356380
0
0
C1204684191
1,336,715.58
1,734,187.09
0
0
8
TRANSFER
99,524.41
C1174039047
0
0
C1334973394
957,263.65
1,421,615.52
0
0
8
PAYMENT
5,991.25
C1765824093
2,059
0
M1856955452
0
0
0
0
8
PAYMENT
3,321.97
C614291501
14,591
11,269.03
M841065707
0
0
0
0
8
PAYMENT
931.7
C1505291852
164,314
163,382.3
M1085173315
0
0
0
0
8
DEBIT
3,107.93
C238819915
1,071
0
C2052185144
948,022.59
951,130.52
0
0
8
PAYMENT
11,866.72
C822469019
49,784
37,917.28
M793879417
0
0
0
0
8
CASH_OUT
293,597.51
C473832614
37,917.28
0
C305259590
713,804.52
937,916.52
0
0
8
PAYMENT
17,647.48
C1916711720
724,572.75
706,925.26
M1814666701
0
0
0
0
8
PAYMENT
13,934.92
C1312923994
706,925.26
692,990.35
M578178840
0
0
0
0
8
CASH_IN
248,673.65
C634789773
627,935.45
876,609.1
C143580560
1,306,908.38
1,475,853.11
0
0
8
PAYMENT
9,557.7
C95496463
876,609.1
867,051.39
M1178141586
0
0
0
0
8
PAYMENT
697.58
C1453820610
867,051.39
866,353.81
M1125699052
0
0
0
0
8
TRANSFER
2,001,378.66
C1340960209
11,374
0
C257761496
0
2,001,378.66
0
0
8
CASH_OUT
403,934.66
C1095160365
4,466
0
C1044472558
359,856.91
362,563.33
0
0
8
TRANSFER
643,200.13
C727556445
0
0
C1626759869
1,202,235.94
1,845,436.06
0
0
8
TRANSFER
75,378.33
C783253111
0
0
C423375700
219,142.47
51,174.14
0
0
8
TRANSFER
1,373,723.96
C168299926
0
0
C1554565380
4,691,193.74
6,064,917.71
0
0
8
TRANSFER
291,670.65
C2099802432
0
0
C2115178036
3,918,279.96
4,232,737.36
0
0
8
TRANSFER
1,667,482.25
C1002004721
0
0
C1013700132
2,865,753.44
4,619,940.36
0
0
8
TRANSFER
545,022.74
C1848700215
4,295
0
C1023714065
8,197,205.64
8,398,562.84
0
0
8
CASH_OUT
234,082.47
C614349274
978,286
744,203.53
C1354774829
0
70,687.71
0
0
8
CASH_IN
7,541.03
C436403832
9,550
17,091.03
C533866202
0
0
0
0
8
DEBIT
884.66
C1791802145
65,333
64,448.34
C1694246418
7,162
105,310.62
0
0
8
PAYMENT
8,406.78
C58501658
22,494
14,087.22
M1450775366
0
0
0
0
8
PAYMENT
4,740.39
C1527109327
89,907.65
85,167.26
M1419733821
0
0
0
0
8
CASH_OUT
87,197.96
C844445646
85,167.26
0
C1149080047
1,149,835.32
1,713,718.4
0
0
8
PAYMENT
4,613.33
C740876769
154
0
M1500444933
0
0
0
0
8
CASH_OUT
159,954.48
C1980213142
212,095
52,140.52
C1859965144
290,728.67
998,355.01
0
0
8
PAYMENT
1,333.64
C1844905439
61,228
59,894.36
M112969321
0
0
0
0
8
CASH_OUT
423.08
C682865002
59,894.36
59,471.29
C1595278145
236,109.37
97,805.68
0
0
8
CASH_OUT
14,037.12
C1673758973
59,471.29
45,434.17
C362585233
2,364,191.26
2,489,006.65
0
0
8
CASH_OUT
180,203.04
C919580839
45,434.17
0
C1674899618
12,776,442.63
12,588,180.96
0
0
8
CASH_OUT
91,094.53
C1855959193
0
0
C70895366
1,120,369.6
1,396,863.34
0
0
8
CASH_OUT
219,779.84
C1536324801
0
0
C363330984
258,257.67
667,093.53
0
0
8
CASH_OUT
456,688.18
C619285294
0
0
C1149273771
4,545,831.99
6,347,068.5
0
0
8
CASH_OUT
223,747.88
C1877495196
0
0
C414821585
646,637.95
743,038.31
0
0
8
CASH_OUT
233,343.99
C2095063936
0
0
C578294406
1,708,782.98
1,909,674.3
0
0
8
PAYMENT
1,433.34
C882664609
1,139
0
M1547971047
0
0
0
0
8
CASH_OUT
129,579.09
C1911360350
0
0
C1261940766
0
129,579.09
0
0
8
PAYMENT
35,100.97
C208460480
0
0
M1526861440
0
0
0
0
8
CASH_IN
91,412.52
C645140246
1,196
92,608.52
C796796033
39,011.9
162,015.98
0
0
8
PAYMENT
11,149.51
C1071273853
25,018
13,868.49
M1426727068
0
0
0
0
8
PAYMENT
1,626.63
C515326643
8,184
6,557.37
M415101644
0
0
0
0
8
PAYMENT
2,491.95
C1974546201
21,300
18,808.05
M1899753459
0
0
0
0
8
CASH_IN
261,009.06
C1430096317
7,175
268,184.06
C280226418
0
0
0
0
8
PAYMENT
2,746.84
C585185860
21,125
18,378.16
M1590952166
0
0
0
0
8
PAYMENT
24,595.67
C1891514552
18,378.16
0
M1232545651
0
0
0
0
8
PAYMENT
15,746.45
C1659836163
0
0
M482539656
0
0
0
0
8
CASH_IN
171,162.89
C490235984
20,490
191,652.89
C2128783027
50,335
0
0
0
8
PAYMENT
7,722.14
C1829017659
10,469
2,746.86
M2001325463
0
0
0
0
8
PAYMENT
10,189.07
C2093251918
103,017
92,827.93
M576778350
0
0
0
0
8
CASH_OUT
341,902.46
C1810657625
50,797
0
C758888772
75,746.06
956,858.04
0
0
8
CASH_OUT
122,312.51
C1391471814
0
0
C1383454473
351,819.97
1,173,901.8
0
0
8
PAYMENT
6,562.48
C218170843
629
0
M684160917
0
0
0
0
8
CASH_OUT
483,320.23
C547994989
0
0
C111210112
679,486.72
2,033,123.44
0
0
8
PAYMENT
3,104.33
C1944855458
20,590
17,485.67
M1984356313
0
0
0
0
8
PAYMENT
9,572.11
C1705928027
996
0
M134348374
0
0
0
0
8
PAYMENT
4,453.79
C451030471
52,452
47,998.21
M1520079189
0
0
0
0
8
TRANSFER
683,491.73
C1275634656
25,943
0
C1937294500
148,479.21
893,126.62
0
0
8
PAYMENT
8,856.62
C1266423673
69,176.57
60,319.95
M1081841604
0
0
0
0
8
CASH_OUT
196,319.24
C1323677351
60,319.95
0
C1191985342
1,080,127.85
1,276,447.09
0
0
8
CASH_IN
291,188.63
C1207638840
531
291,719.63
C1493513506
1,226,531.92
1,642,701.33
0
0
8
CASH_IN
164,793.84
C1813453665
30,356
195,149.84
C1638556416
703,508.37
335,656.26
0
0
8
PAYMENT
998.81
C1884189840
195,149.84
194,151.03
M335389872
0
0
0
0
8
CASH_OUT
82,621.94
C213929772
2,287,113.36
2,204,491.42
C485041780
0
29,077.82
0
0
8
PAYMENT
17,962.45
C1482195398
2,204,491.42
2,186,528.97
M1538360489
0
0
0
0
8
PAYMENT
1,321.8
C622289739
30,752
29,430.2
M723575274
0
0
0
0
8
PAYMENT
8,846.08
C929694713
1,315,159.39
1,306,313.31
M1621712241
0
0
0
0
8
PAYMENT
4,423.98
C2126145300
1,306,313.31
1,301,889.33
M1387919000
0
0
0
0
8
CASH_OUT
275,005.38
C900416253
81,048.4
0
C918738473
0
275,005.38
0
0
8
CASH_OUT
1,059.65
C532927468
0
0
C1648214200
129,470.14
130,529.79
0
0
8
PAYMENT
7,834.74
C854365639
50,907
43,072.26
M796702772
0
0
0
0
8
PAYMENT
116.18
C1085254540
20,425
20,308.82
M1106398406
0
0
0
0
8
CASH_IN
1,447.69
C392604562
1,308,039.72
1,309,487.41
C50060430
51,309
115,077.73
0
0
8
CASH_OUT
162,252.11
C1561402450
1,309,487.41
1,147,235.3
C2083562754
17,882,664.78
18,123,750.85
0
0
8
CASH_OUT
131,562.37
C1625239479
1,147,235.3
1,015,672.93
C1656107232
140,603.13
572,009.82
0
0
8
CASH_OUT
25,334.72
C865651478
1,015,672.93
990,338.21
C1689840534
145,149.56
113,153.73
0
0
8
CASH_OUT
337,500.94
C285269196
990,338.21
652,837.27
C2011996123
8,747,687.42
9,264,344.9
0
0
8
CASH_OUT
260,529.24
C1143382322
652,837.27
392,308.03
C143580560
1,058,234.73
1,475,853.11
0
0
8
CASH_OUT
419,352.42
C1562217622
392,308.03
0
C1495761010
1,786,219.02
1,969,176.6
0
0
8
CASH_OUT
105,583.96
C682114136
0
0
C1407083386
866,353.81
1,013,969.68
0
0
8
CASH_OUT
35,396.91
C1062822717
0
0
C2009378486
10,001,242.89
10,412,766.11
0
0
8
CASH_OUT
149,463.59
C1317501653
0
0
C826383690
861,073.77
910,277.22
0
0
8
CASH_OUT
81,423.19
C2135893679
0
0
C1561784955
3,575,520.87
3,830,814.23
0
0
8
CASH_OUT
31,584.18
C376217570
0
0
C1712007468
102,178.38
89,985.62
0
0
8
CASH_OUT
107,365.7
C1658345113
0
0
C1997859171
235,783.95
300,656.87
0
0
8
CASH_OUT
188,428.72
C394054085
0
0
C1833904548
609,646.39
698,681.07
0
0
8
CASH_OUT
243,382.41
C285274075
0
0
C666009404
348,795.81
592,178.22
0
0
8
CASH_OUT
210,035.38
C1675751830
0
0
C478124129
2,768,953.46
2,978,988.84
0
0
8
CASH_OUT
170,633.88
C1135415277
0
0
C1532153384
2,804,412.37
3,614,408.95
0
0
8
CASH_OUT
140,446.57
C846124220
0
0
C866356999
1,938,680.58
2,017,695.97
0
0
8
CASH_OUT
42,717.45
C604408605
0
0
C1732292969
214,398.06
105,847.94
0
0
8
CASH_OUT
51,852.31
C1208464202
0
0
C170503405
329,934.08
381,786.39
0
0
8
CASH_OUT
13,831.22
C1677598656
0
0
C579203723
17,922.71
31,753.93
0
0