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
CASH_IN
31,646.31
C1144897090
5,847,973.23
5,879,619.54
C1291286504
58,072.44
66,575.5
0
0
1
CASH_IN
48,134.99
C1195064186
5,879,619.54
5,927,754.53
C1961176822
55,211.3
0
0
0
1
CASH_IN
229,982.47
C24334184
5,927,754.53
6,157,737
C564160838
1,727,562.92
1,254,956.07
0
0
1
CASH_IN
216,806.48
C2008547236
6,157,737
6,374,543.48
C564160838
1,497,580.45
1,254,956.07
0
0
1
CASH_IN
117,257.18
C1590792382
6,374,543.48
6,491,800.66
C1182461167
204,311.36
23,508.22
0
0
1
CASH_IN
174,413.77
C1076855029
6,491,800.66
6,666,214.43
C1123629720
213,713.99
46,393.85
0
0
1
CASH_IN
72,897.92
C1539088279
6,666,214.43
6,739,112.35
C662736689
327,169.9
4,891,090.56
0
0
1
CASH_IN
82,564.24
C322830747
6,739,112.35
6,821,676.59
C2050019814
342,077.36
0
0
0
1
CASH_IN
63,764.9
C1094199074
6,821,676.59
6,885,441.49
C885951223
445,655.6
215,851.28
0
0
1
CASH_IN
183,074.81
C2108440536
6,885,441.49
7,068,516.3
C1219161283
187,573.89
0
0
0
1
CASH_IN
223,744.8
C1112758237
7,068,516.3
7,292,261.09
C1831477404
454,141.23
247,063.16
0
0
1
CASH_IN
46,179.38
C553821397
7,292,261.09
7,338,440.47
C1096283470
306,791.16
0
0
0
1
CASH_IN
91,611.03
C553879264
7,338,440.47
7,430,051.5
C1750905143
931,831.94
424,250.45
0
0
1
CASH_IN
128,022.19
C1028472807
7,430,051.5
7,558,073.69
C1286084959
2,756,959.24
2,107,778.11
0
0
1
CASH_IN
157,949.72
C1710783020
7,558,073.69
7,716,023.4
C985934102
1,878,807.53
971,418.91
0
0
1
CASH_IN
26,516.56
C1365790282
7,716,023.4
7,742,539.96
C1937962514
63,127.8
8,383.29
0
0
1
CASH_IN
105,647.45
C1826747905
7,742,539.96
7,848,187.42
C1068824137
126,541.52
265,092.36
0
0
1
CASH_IN
61,858.19
C948395645
7,848,187.42
7,910,045.61
C985934102
1,720,857.81
971,418.91
0
0
1
CASH_IN
245,041.35
C512256603
7,910,045.61
8,155,086.95
C985934102
1,658,999.62
971,418.91
0
0
1
CASH_IN
42,922.81
C226586078
8,155,086.95
8,198,009.76
C1182461167
87,054.17
23,508.22
0
0
1
CASH_IN
137,465.55
C1848886161
8,198,009.76
8,335,475.31
C1318822808
1,066,345.61
500,631.71
0
0
1
CASH_IN
170,207.14
C1816468636
8,335,475.31
8,505,682.45
C2050019814
259,513.13
0
0
0
1
CASH_IN
18,513.77
C834824701
8,505,682.45
8,524,196.22
C306206744
2,858,335.38
3,554,299.27
0
0
1
CASH_IN
199,318.34
C925568390
8,524,196.22
8,723,514.56
C1096283470
260,611.78
0
0
0
1
CASH_IN
26,295.3
C1198817209
8,723,514.56
8,749,809.86
C1883840933
13,915,059.95
16,874,643.09
0
0
1
CASH_IN
111,549.83
C51460663
8,749,809.86
8,861,359.69
C1749186397
208,152.76
277,515.05
0
0
1
CASH_IN
56,912.01
C557725225
8,861,359.69
8,918,271.71
C614685048
108,462.08
0
0
0
1
CASH_IN
414,285.51
C1318475957
8,918,271.71
9,332,557.22
C1049817027
614,630.33
60,738.03
0
0
1
CASH_IN
298,109.36
C712732521
9,332,557.22
9,630,666.58
C667346055
493,746.17
9,291,619.62
0
0
1
CASH_IN
269,736.99
C540092563
9,630,666.58
9,900,403.57
C1526298704
473,512.63
32,092.07
0
0
1
CASH_IN
18,622.16
C1894698434
9,900,403.57
9,919,025.73
C1825027294
55,379.84
36,757.68
0
0
1
CASH_IN
183,816.31
C205615258
9,919,025.73
10,102,842.03
C1023714065
2,391,652.26
1,412,484.09
0
0
1
CASH_IN
143,405.8
C2108708444
10,102,842.03
10,246,247.83
C667346055
195,636.81
9,291,619.62
0
0
1
PAYMENT
449.97
C1424788681
13,030.57
12,580.6
M1391119179
0
0
0
0
1
PAYMENT
2,743.55
C1428726828
12,580.6
9,837.06
M710220387
0
0
0
0
1
PAYMENT
1,548.73
C443502884
38,285.31
36,736.58
M517693873
0
0
0
0
1
PAYMENT
4,828.43
C247644034
36,736.58
31,908.14
M214313531
0
0
0
0
1
PAYMENT
1,737.12
C1824570614
31,908.14
30,171.02
M693345846
0
0
0
0
1
PAYMENT
1,089.31
C854989361
30,171.02
29,081.71
M257718694
0
0
0
0
1
PAYMENT
5,237.7
C1720865719
29,081.71
23,844.01
M1392886653
0
0
0
0
1
PAYMENT
3,364.48
C1369468094
23,844.01
20,479.53
M1037942373
0
0
0
0
1
PAYMENT
1,889.41
C1235635586
20,479.53
18,590.13
M876962272
0
0
0
0
1
PAYMENT
2,685.44
C1725054538
11,302
8,616.56
M917277283
0
0
0
0
1
PAYMENT
1,238.08
C1302141801
8,616.56
7,378.48
M1388849499
0
0
0
0
1
PAYMENT
17,994.24
C622820646
7,378.48
0
M2008159348
0
0
0
0
1
PAYMENT
6,396.49
C1389432760
458
0
M1103132232
0
0
0
0
1
PAYMENT
2,380.21
C535352603
6,003,259.91
6,000,879.7
M2015261478
0
0
0
0
1
CASH_OUT
139,754.72
C577245010
6,000,879.7
5,861,124.98
C932583850
2,474,475.78
2,719,172.89
0
0
1
PAYMENT
8,787.63
C1624788833
50,784
41,996.37
M968957548
0
0
0
0
1
DEBIT
2,261.24
C843959601
3,183
921.76
C1750905143
840,220.91
424,250.45
0
0
1
DEBIT
2,807.73
C1346197173
1,704
0
C1973538135
15,655.05
16,896.7
0
0
1
PAYMENT
4,247.14
C1924966548
49,049.96
44,802.82
M1128266449
0
0
0
0
1
PAYMENT
4,504.48
C533173186
44,802.82
40,298.34
M628487793
0
0
0
0
1
PAYMENT
3,051.76
C848958019
236,272
233,220.24
M248487859
0
0
0
0
1
PAYMENT
5,675.84
C758465579
224
0
M670689666
0
0
0
0
1
DEBIT
194.4
C1167327028
30,364
30,169.6
C75457651
29,741.84
31,469.78
0
0
1
PAYMENT
8,176.58
C936628786
820
0
M817941759
0
0
0
0
1
PAYMENT
4,074.17
C1478334108
574
0
M36550900
0
0
0
0
1
PAYMENT
13,695.83
C726051009
27,392
13,696.17
M492252770
0
0
0
0
1
PAYMENT
8,092.22
C701166114
595
0
M1187972599
0
0
0
0
1
CASH_OUT
286,803.5
C1481751887
0
0
C997608398
774,294.17
157,982.12
0
0
1
PAYMENT
3,620.25
C2094115865
22,956.58
19,336.33
M49547843
0
0
0
0
1
CASH_OUT
153,952.87
C1017792343
19,336.33
0
C1023714065
2,207,835.95
1,412,484.09
0
0
1
PAYMENT
1,335.03
C1774468680
2,043
707.97
M402978317
0
0
0
0
1
PAYMENT
96.32
C981487964
41,255
41,158.68
M1417554340
0
0
0
0
1
TRANSFER
412,906.88
C478182173
10,353
0
C1068824137
20,894.07
265,092.36
0
0
1
TRANSFER
288,638.46
C596333086
0
0
C747464370
1,106,431.03
1,567,434.81
0
0
1
PAYMENT
2,918.83
C456785282
158
0
M1043317832
0
0
0
0
1
PAYMENT
4,852.65
C560465923
30,128.26
25,275.61
M1485485458
0
0
0
0
1
PAYMENT
13,343.47
C210474732
25,275.61
11,932.14
M1288052401
0
0
0
0
1
DEBIT
1,672.55
C764358458
50,419
48,746.45
C885951223
381,890.69
215,851.28
0
0
1
PAYMENT
1,020.89
C539240764
75,771
74,750.11
M1883830050
0
0
0
0
1
PAYMENT
4,440.79
C201804812
49,624
45,183.21
M1487230025
0
0
0
0
1
PAYMENT
12,271.39
C1498016680
715
0
M1846539844
0
0
0
0
1
TRANSFER
379,953.15
C1490985125
121,856
0
C459857341
19,826.79
387,263.02
0
0
1
PAYMENT
9,198.49
C707506411
5,970
0
M1009326765
0
0
0
0
1
PAYMENT
660.52
C755328698
35,451
34,790.48
M7548983
0
0
0
0
1
PAYMENT
3,485.64
C1999135802
460
0
M52487168
0
0
0
0
1
PAYMENT
413.84
C85357160
26,512.93
26,099.09
M486348917
0
0
0
0
1
PAYMENT
3,865.44
C683718244
26,099.09
22,233.65
M742672280
0
0
0
0
1
CASH_OUT
124,832.65
C452457802
128
0
C812586739
4,795
122,027.28
0
0
1
TRANSFER
302,151.25
C1857910993
166,321
0
C1234250905
1,786
193,018.94
0
0
1
PAYMENT
1,854.51
C1130598644
2,244
389.49
M1293252487
0
0
0
0
1
PAYMENT
2,850.6
C1760401098
51,550.07
48,699.47
M1829966070
0
0
0
0
1
CASH_OUT
130,905.88
C841537936
48,699.47
0
C1068824137
433,800.95
265,092.36
0
0
1
PAYMENT
8,782.48
C1424439581
21,368
12,585.52
M1354280589
0
0
0
0
1
CASH_IN
254,286.27
C626626764
22,351
276,637.27
C1832532108
11,155
0
0
0
1
PAYMENT
10,239.16
C1372137902
276,637.27
266,398.11
M1015799131
0
0
0
0
1
TRANSFER
7,276.69
C701681793
93
0
C154319946
1,463
0
0
0
1
DEBIT
4,993.81
C1088744071
20,801
15,807.19
C488044861
120,766.35
5,203.54
0
0
1
DEBIT
8,531.44
C1484275564
2,080
0
C195600860
31,817.35
40,348.79
0
0
1
PAYMENT
4,297.27
C981159997
7,468
3,170.73
M85121323
0
0
0
0
1
PAYMENT
7,287.73
C1657125852
3,170.73
0
M2078239671
0
0
0
0
1
PAYMENT
5,375.2
C465909321
81,625
76,249.8
M143486875
0
0
0
0
1
PAYMENT
3,830.45
C1205419533
84,182
80,351.55
M1197176722
0
0
0
0
1
TRANSFER
70,543.76
C1964926542
80,351.55
9,807.8
C997608398
1,061,097.67
157,982.12
0
0
1
PAYMENT
3,558.79
C369901249
20,791
17,232.21
M405488475
0
0
0
0
1
PAYMENT
6,891.56
C80756779
41,921
35,029.44
M49969897
0
0
0
0
1
PAYMENT
2,875.66
C1970779713
399,779.94
396,904.27
M923013679
0
0
0
0
1
PAYMENT
4,632.68
C827579900
396,904.27
392,271.59
M1622135821
0
0
0
0