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
2
PAYMENT
7,738.69
C871065432
96,214.45
88,475.76
M260727363
0
0
0
0
2
PAYMENT
3,783.72
C1250950517
173,135.98
169,352.26
M388489274
0
0
0
0
2
PAYMENT
23,147.49
C2141094945
169,352.26
146,204.77
M601520619
0
0
0
0
2
PAYMENT
141.03
C378227888
146,204.77
146,063.74
M1040537707
0
0
0
0
2
TRANSFER
303,473.14
C900824070
798
0
C790722099
0
303,473.14
0
0
2
PAYMENT
1,196.61
C1163157114
104,851
103,654.39
M167146668
0
0
0
0
2
PAYMENT
19,288.9
C497333241
12,777
0
M600554759
0
0
0
0
2
PAYMENT
2,217.41
C1149993098
0
0
M2120404899
0
0
0
0
2
PAYMENT
11,391.64
C1189187821
0
0
M943472307
0
0
0
0
2
PAYMENT
2,897.59
C548108014
13,002.91
10,105.32
M1214032527
0
0
0
0
2
PAYMENT
4,886.95
C40910225
10,105.32
5,218.37
M1541427914
0
0
0
0
2
PAYMENT
2,556.31
C537346910
5,218.37
2,662.06
M228756739
0
0
0
0
2
PAYMENT
1,212.07
C247309715
2,662.06
1,449.99
M1469235340
0
0
0
0
2
PAYMENT
4,072.66
C1293251731
1,449.99
0
M1422271143
0
0
0
0
2
PAYMENT
2,441.09
C926188689
0
0
M1994634331
0
0
0
0
2
PAYMENT
7,074.35
C280291320
0
0
M1963080787
0
0
0
0
2
PAYMENT
5,045.77
C1719746158
0
0
M229318537
0
0
0
0
2
PAYMENT
12,542.66
C974631651
0
0
M1578365270
0
0
0
0
2
PAYMENT
34.22
C823056052
0
0
M1678557259
0
0
0
0
2
PAYMENT
8,087.5
C1661728387
0
0
M584262389
0
0
0
0
2
PAYMENT
18,714.87
C1706027885
0
0
M1730371851
0
0
0
0
2
PAYMENT
10,965.89
C1537227906
0
0
M1625258377
0
0
0
0
2
PAYMENT
7,707.04
C2058424956
0
0
M115740440
0
0
0
0
2
PAYMENT
2,980.24
C1559783274
0
0
M1206931021
0
0
0
0
2
PAYMENT
20,603.4
C891328061
0
0
M59298126
0
0
0
0
2
PAYMENT
14,514.14
C483669346
0
0
M1502843539
0
0
0
0
2
PAYMENT
18,782.2
C1756587746
0
0
M762628123
0
0
0
0
2
PAYMENT
19,332.44
C280397810
0
0
M1442089085
0
0
0
0
2
PAYMENT
3,286.78
C646148183
0
0
M767312012
0
0
0
0
2
PAYMENT
21,987.06
C160549854
0
0
M2027363825
0
0
0
0
2
PAYMENT
13,839.11
C1164692340
0
0
M178019189
0
0
0
0
2
PAYMENT
3,879.64
C232042179
0
0
M1303122461
0
0
0
0
2
PAYMENT
38.88
C1451708599
0
0
M1042874081
0
0
0
0
2
PAYMENT
2,942.66
C379776337
0
0
M993208674
0
0
0
0
2
PAYMENT
10,024.14
C1474155611
31,756
21,731.86
M779876279
0
0
0
0
2
DEBIT
3,949.99
C800218956
5,533
1,583.01
C1668376627
209,201.42
195,932.4
0
0
2
DEBIT
7,888.3
C233315297
325
0
C1135523296
57,107
4,770.58
0
0
2
PAYMENT
4,994.3
C875456779
32,204.57
27,210.28
M1159329398
0
0
0
0
2
PAYMENT
14,213.84
C2028767654
27,210.28
12,996.44
M899068489
0
0
0
0
2
DEBIT
3,868.15
C1916269505
30,695
26,826.85
C1318822808
11,142.89
15,011.03
0
0
2
DEBIT
8,723.05
C2014777783
12,580
3,856.95
C991505714
1,266,524.82
1,066,634.1
0
0
2
PAYMENT
7,204.66
C1680479914
15,425
8,220.34
M1680794780
0
0
0
0
2
PAYMENT
764.8
C692763171
50,823
50,058.2
M1771084820
0
0
0
0
2
PAYMENT
5,910.1
C1564170442
474,663.45
468,753.35
M1310871029
0
0
0
0
2
PAYMENT
9,877.48
C843410864
468,753.35
458,875.87
M1599612880
0
0
0
0
2
PAYMENT
8,194.49
C1487067641
10,046
1,851.51
M70482685
0
0
0
0
2
PAYMENT
1,477.91
C486715174
608,724
607,246.09
M66747889
0
0
0
0
2
PAYMENT
4,004.23
C1306067302
1,203
0
M1377992370
0
0
0
0
2
PAYMENT
423.81
C1523683407
306,613
306,189.19
M169110289
0
0
0
0
2
DEBIT
6,012.68
C256084228
250,368.71
244,356.03
C1183572822
141,949.63
147,962.31
0
0
2
PAYMENT
2,478.71
C1322623408
244,356.03
241,877.32
M416285645
0
0
0
0
2
PAYMENT
10,592.75
C825605925
64,995.3
54,402.54
M581770158
0
0
0
0
2
PAYMENT
6,382.51
C1092023914
54,402.54
48,020.03
M1505774574
0
0
0
0
2
PAYMENT
5,840.15
C1167068004
31,275
25,434.85
M254416915
0
0
0
0
2
PAYMENT
7,767.92
C2046364218
39,692
31,924.08
M582857168
0
0
0
0
2
PAYMENT
740.95
C1739806152
782
41.05
M948315053
0
0
0
0
2
TRANSFER
67,234.96
C153048669
66,203
0
C490150701
0
67,234.96
0
0
2
PAYMENT
3,088.09
C1189303711
280,442
277,353.91
M998458782
0
0
0
0
2
PAYMENT
14,198.34
C840008200
12,801.94
0
M1095731113
0
0
0
0
2
PAYMENT
29,414.89
C500985266
0
0
M1020421154
0
0
0
0
2
PAYMENT
402.22
C49127538
0
0
M1067588937
0
0
0
0
2
PAYMENT
6,934.8
C1097684722
501
0
M1848760713
0
0
0
0
2
PAYMENT
9,614.45
C28318221
0
0
M785848103
0
0
0
0
2
PAYMENT
7,856.39
C86384329
122
0
M1706779253
0
0
0
0
2
PAYMENT
1,125.82
C1692036285
180
0
M1923232046
0
0
0
0
2
PAYMENT
208.35
C1204267493
49,776
49,567.65
M2035401634
0
0
0
0
2
PAYMENT
3,719.89
C1322907569
31,284
27,564.11
M756126725
0
0
0
0
2
PAYMENT
10,967.31
C1474529475
280,248
269,280.69
M542641486
0
0
0
0
2
DEBIT
923.14
C566039179
35,512
34,588.86
C1017997535
200,546
19,293.26
0
0
2
PAYMENT
5,975.88
C2951941
1,168
0
M1262693971
0
0
0
0
2
PAYMENT
3,703.76
C730949640
313
0
M1659969211
0
0
0
0
2
PAYMENT
4,356.91
C174871747
69,486
65,129.09
M1477431915
0
0
0
0
2
PAYMENT
2,396.83
C2029920330
20,393
17,996.17
M311487784
0
0
0
0
2
CASH_OUT
205,054.97
C2050124277
17,996.17
0
C451111351
3,419,944.48
2,560,556.45
0
0
2
PAYMENT
647.06
C1552445522
40,822
40,174.94
M1442707449
0
0
0
0
2
PAYMENT
5,514.73
C1083292099
80,518
75,003.27
M688197093
0
0
0
0
2
PAYMENT
7,734.86
C907080311
75,003.27
67,268.41
M208181619
0
0
0
0
2
PAYMENT
2,676.46
C1106933404
67,268.41
64,591.95
M1074868579
0
0
0
0
2
PAYMENT
1,602.18
C1906565212
64,591.95
62,989.77
M969432090
0
0
0
0
2
PAYMENT
23,938.64
C722764585
62,989.77
39,051.13
M1657218305
0
0
0
0
2
PAYMENT
9,418.88
C210278405
39,051.13
29,632.24
M2010856706
0
0
0
0
2
PAYMENT
11,265.41
C2027549979
29,632.24
18,366.83
M602748972
0
0
0
0
2
PAYMENT
1,044.89
C1810748644
18,366.83
17,321.94
M1165023158
0
0
0
0
2
PAYMENT
4,944.69
C1924563758
17,321.94
12,377.25
M944826636
0
0
0
0
2
PAYMENT
2,185.46
C1033850902
12,377.25
10,191.79
M2123492724
0
0
0
0
2
PAYMENT
9,222.29
C947437179
10,191.79
969.51
M132065521
0
0
0
0
2
PAYMENT
46,256.91
C1082640380
969.51
0
M831285461
0
0
0
0
2
PAYMENT
3,220.95
C1291486201
0
0
M840737335
0
0
0
0
2
PAYMENT
15,730.19
C1280977839
0
0
M516040753
0
0
0
0
2
PAYMENT
9,877.72
C104826203
0
0
M1365611185
0
0
0
0
2
PAYMENT
979.03
C1291832417
0
0
M1131673199
0
0
0
0
2
PAYMENT
4,497.18
C966567431
0
0
M1141984159
0
0
0
0
2
PAYMENT
7,891.04
C1992235960
0
0
M706960270
0
0
0
0
2
PAYMENT
2,707.95
C1985178707
0
0
M953191605
0
0
0
0
2
PAYMENT
11,762.79
C909914828
0
0
M116650158
0
0
0
0
2
PAYMENT
11,163.43
C1806640599
0
0
M1470540083
0
0
0
0
2
PAYMENT
4,538.3
C5987161
0
0
M422882684
0
0
0
0
2
PAYMENT
1,130.94
C187150864
0
0
M1772780918
0
0
0
0
2
PAYMENT
4,235.51
C871461513
700,054.99
695,819.48
M252864198
0
0
0
0
2
PAYMENT
5,374.49
C957608454
695,819.48
690,444.99
M65567135
0
0
0
0