step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
58
PAYMENT
398,051.89
C838489730
0.2
12,949.4
C233882901
3,337,038.61
187,415.33
0
0
252
PAYMENT
19,611.68
C874196972
802,803.98
552,375.1
C1789693369
665,608.18
6,559.05
0
0
564
TRANSFER
28,861.22
C1168547506
213,031.63
153,037.97
C93380934
22,985.29
0.09
0
0
308
CASH_OUT
86,204.18
C2082502250
36,201.78
28,332.51
C2066527428
1,748,782.97
28,997.03
0
0
92
CASH_IN
31,201.19
C922128070
2,752,752.71
5,707,100.17
M267401375
1,073,819.54
15.21
0
0
196
CASH_OUT
68,405.23
C1079990329
280,311.72
144,683.49
C1295708470
4,544,877.26
11,548.95
0
0
87
CASH_OUT
3,957.44
C332508804
0.24
62,347.09
M1897384487
1,729,460.97
0.01
0
0
423
CASH_IN
1,029,969.44
C654276643
1,965.14
1,454.73
C155014793
10,481,473.05
29,458,935.37
0
0
465
CASH_IN
539,474.26
C402983973
2,709,794.91
554,578.35
M806614498
2,068,966.94
39,005.13
0
0
186
PAYMENT
386,853.67
C194390420
3,101.16
155,238.65
C1565959694
1,758,920.11
33,088.48
0
0
20
CASH_OUT
349,962.86
C2023623217
5,691,888.36
320,546.06
C708361565
927,201.15
9,361.09
0
0
72
CASH_IN
307,118.91
C1120246293
39,964.16
540.16
C111874449
5,950,099.22
12,792,526.33
0
0
437
CASH_OUT
42,197.46
C2110100275
13,409.04
6,944.05
C863824730
3,754,481.22
3,707,083.36
0
0
111
PAYMENT
314.02
C1669534462
21.59
695,453.71
C1152456534
235,989.75
0.01
0
0
344
CASH_IN
330,753.06
C108259094
12,414,122.38
19,730,767.28
C1540904465
2,625,902.66
2,839.58
0
0
131
PAYMENT
117,695.43
C1907707774
6,694.79
4,267.56
M2107074990
101,363.58
17.53
0
0
40
DEBIT
180,208.1
C1215789736
389,042.01
4,598,154.11
C1958598801
684,295.84
410.58
0
0
248
CASH_OUT
42.57
C1354501235
332,829.73
3,853,767.59
C1949546691
713,239.76
0
0
0
24
CASH_IN
18,539.54
C1473210989
3,299,654.06
5,844,204.19
C897184208
5,242,650.58
379,123.79
0
0
6
CASH_OUT
178,652.88
C121681691
524,203.59
32,650
M174456050
53,133.86
0.02
0
0
40
CASH_OUT
128,998.49
C1607007111
1,664,290.03
726,689.91
C100349103
1,974,985.19
35,058.24
0
0
200
CASH_OUT
1,332.71
C1158787592
149,864.39
4,137,115.51
M934162674
228,692.36
0
0
0
37
CASH_IN
420,548.46
C1758403446
2,820,734.59
15,487,875.42
C1567030178
1,259,613.2
38,361.41
0
0
521
CASH_OUT
527,881.5
C260577876
30,016.5
1,847.88
C488114188
3,695,802.07
3,016,586.56
0
0
324
PAYMENT
44.03
C713206771
9,383,392.93
5,397,520.85
M2048124098
6,150.27
0
0
0
31
CASH_IN
319,791.31
C458385618
3,609.73
5,930.84
C505973878
5,042,420.32
208,161.33
0
0
254
PAYMENT
319.96
C363835915
69,886.56
114,688.43
M1114155831
442.79
0
0
0
303
CASH_OUT
3,928.23
C1354819582
81.58
245,867.07
C1646539846
1,744,950.07
23,751.65
0
0
182
PAYMENT
241,302.52
C1154013098
17,695.15
34.13
C1296066483
716,430.9
541,547.45
0
0
382
PAYMENT
289,108.49
C802362669
318.41
350.28
M137309192
2,007,543.8
513,924.88
0
0
11
PAYMENT
106,932.23
C701481268
19,386.29
811,184.72
C1487669283
1,549,370.57
2,762.05
0
0
281
CASH_OUT
1,540.75
C942444431
12,118,143.87
26,220,995.6
C1267321002
44,302.87
0
0
0
81
CASH_OUT
42,124.59
C1691726756
2.62
18,897.91
C1533328386
2,017,052.9
43.85
0
0
314
CASH_IN
275,214.52
C1639229612
15,778.01
1,218,992.14
M1007489157
3,381,528.23
21,642.8
0
0
116
PAYMENT
8,995.58
C464277742
1,778,132.85
1,090,022.49
C1340465257
45,735.6
0
0
0
55
CASH_OUT
582,411.77
C1950697177
9,032.13
363,642.11
C68113386
5,194,060.69
128,554.82
0
0
95
DEBIT
857,644.68
C1130788996
4,610,529.92
6,543,898.73
C284399568
932,681.83
7,460.61
0
0
77
CASH_OUT
129,534.5
C1021031075
645.03
242,163.08
C1350235093
1,750,204.32
11,682.09
0
0
479
CASH_IN
744,478.71
C24795878
7,818,136.42
6,506,658.77
C1245102430
9,895,198.96
1,257,326.98
0
0
248
PAYMENT
106,428.43
C1864465525
46,141
879,986.48
C1226320004
2,718,231.25
21,429.27
0
0
310
PAYMENT
256,625.43
C957066321
1,163.55
747.27
M1560827112
1,498,811.83
69,957.45
0
0
321
CASH_OUT
43,687.86
C571269806
12,528,231.82
16,469,107.16
C1966907858
721,370.61
0.03
0
0
145
CASH_OUT
276,248.68
C1257816572
66,672.14
1,125,471.39
C1768714857
8,478,108.82
6,760,902.15
0
0
162
PAYMENT
810.85
C1382743750
796.66
88,283.19
C1853488980
49,776.47
0
0
0
201
CASH_OUT
546,452.45
C1476910534
7.79
3,352.46
C949040577
5,167,661.1
2,405,849.69
0
0
438
CASH_OUT
637,498.73
C1343557403
3,180,907.28
185,827.78
C878446844
854,287.67
126,329.1
0
0
743
CASH_OUT
20,257.55
C152459950
376.27
50,117.28
M1678112061
253,891.79
304.05
0
0
354
CASH_OUT
287,265.84
C539036420
77,211.78
234,941.72
C597131269
9,090,507.15
5,329,762.63
0
0
149
CASH_OUT
616,494.79
C208179488
3,492,525.42
7,132,584.53
C35936701
1,764,614.08
19,513.03
0
0
197
CASH_OUT
34,524.19
C2038753097
1,301.12
8,546.17
M1689967543
1,840,729.53
639.07
0
0
327
CASH_IN
36,552
C1771295628
25,729.14
4,212,871.25
M1474991014
78,519.35
0
0
0
125
CASH_OUT
130,642.27
C197810030
3,789.55
7,168.09
C2006091388
3,595,507.54
1,837,008.7
0
0
151
CASH_OUT
35,245.48
C1621666311
14,362.21
2,394,880.52
M1004123188
348,609.02
0
0
0
142
CASH_IN
288,424.94
C75222870
5,623,460.76
9,679,353.62
C1121051975
4,094,769.32
172,668.98
0
0
238
PAYMENT
1,205.84
C1949857301
75,359.25
2,052,578.85
C1593800610
16,729.73
0
0
0
141
CASH_OUT
92.86
C2035581464
372,832.77
940,884.25
C620414526
434,867.68
0.36
0
0
250
PAYMENT
10,810.99
C1158244419
1,889,514.31
973,817.68
M202838414
146,580.72
0.03
0
0
75
CASH_OUT
333,874.6
C1378343861
9,083.64
280.36
M187939045
501,650.53
64,673.85
0
0
212
CASH_OUT
85,075.73
C1696746524
514.57
133.39
C1593686413
795,653.26
109,934.24
0
0
148
PAYMENT
366,036.25
C2130234429
35,933.34
46,250.8
C1380109732
542,335.48
801.34
0
0
213
CASH_OUT
4,156.63
C1727949088
4,636,242.28
6,340,930
M1860983280
181,633.99
0.32
0
0
161
PAYMENT
467,145.59
C2025349530
9,379.87
360.57
C27858463
2,951,229.19
1,278,196.17
0
0
79
PAYMENT
53,961.35
C2040219817
760,404.12
406,778.72
M1771162793
744,494.03
51.92
0
0
346
CASH_OUT
219,415.93
C347738161
66,699.86
1,423,126.56
C335669009
3,130,056.85
2,023,815.89
0
0
249
PAYMENT
2,845.76
C687544187
78,721.62
503,990.78
C890717405
71,979.4
0
0
0
77
PAYMENT
34,912.67
C524453621
300.22
8,779.23
C176397687
7,446.26
0
0
0
116
CASH_OUT
72,680.11
C1036503319
720,199.83
2,575,615.75
M1413275851
6,357.61
0
0
0
697
PAYMENT
688,313.6
C1874745837
1,650.17
2,066.72
C1271217447
3,022,609.25
18,270.34
0
0
66
PAYMENT
43,751.44
C1674668037
8,338.48
58,524.34
M658930823
81,282.41
0
0
0
121
PAYMENT
3,720.5
C1688049173
2,432,812.22
5,647,039.21
C1306068157
31,006.16
0
0
0
187
PAYMENT
342,454.99
C675929446
316.26
176,690.91
C2046809804
400,086.03
4,845.82
0
0
74
CASH_IN
415,601.15
C1391227741
2,113,583.68
9,466,129.1
C811430947
903,776.98
4.61
0
0
84
PAYMENT
371.61
C109036610
2,880,506.13
6,142,827.55
C2067084792
19,747.75
0
0
0
238
CASH_OUT
430,487.52
C1826479998
71,878.48
56,917.86
C1329898122
1,238,871.98
942,378.91
0
0
24
CASH_OUT
1,406.24
C953256069
18,813.88
728,365.4
C1045869053
707,127.27
2.23
0
0
478
PAYMENT
109,193.69
C45421207
761.66
89.71
M2075045664
558,960.58
382.48
0
0
212
CASH_OUT
171,117.25
C1138184567
394,873.05
3,423,829.49
C1916342367
1,124,902.67
802.99
0
0
296
CASH_IN
292,680.64
C480467551
97.7
6,321.45
M912639087
4,161,946.95
1,388,517.79
0
0
24
PAYMENT
174,260.87
C408914768
1,179.85
839.93
C9292837
1,275,038.07
105,768.26
0
0
92
PAYMENT
138,016.71
C1961837104
233,214.45
319,807.4
C1066037975
3,679,984.05
120,670.34
0
0
58
PAYMENT
156,701.27
C527338461
9,129.63
1,374.96
C568141727
35,753.31
0
0
0
64
CASH_OUT
19,806.58
C642336317
3,851,061.72
8,051,730.14
C1714224617
2,551,092.26
171,497.76
0
0
396
TRANSFER
209,278.68
C1759658405
117,005.23
337,265.52
C1639871802
2,311,711.99
3,323.41
0
0
195
CASH_OUT
4,056.16
C556856484
88,784.35
308,812.46
M1068024429
1,067,836.51
467.69
0
0
98
PAYMENT
229,478.62
C737746068
915,931.03
90,869.81
C601367152
2,693,142.43
98,177.38
0
0
115
PAYMENT
21,770.07
C1311630567
844,295.07
828,173.26
C1280975334
6,471.91
0
0
0
534
CASH_OUT
99,934.56
C422317011
2,537,936.32
253,002.08
C528423896
748,083.7
82,951.18
0
0
328
TRANSFER
250,337.02
C1712233934
1,684,127.74
424,909.7
M1502033958
1,435,761.04
435.13
0
0
273
PAYMENT
2,371.34
C467426253
1,239.88
83,734.99
C717473031
4,818,377.03
633,486.16
0
0
247
PAYMENT
14,541.16
C240473961
60.53
247,880.47
M382699443
19,679.66
0
0
0
276
PAYMENT
128,977.28
C552268995
16,088.62
5,266.63
C2117724523
2,799,561.2
6,262.02
0
0
306
PAYMENT
207.57
C1736896530
5,895.82
2,263,042.32
C585667175
270,378.03
0.01
0
0
568
PAYMENT
20,437.07
C1389466250
328,303.69
421,388.97
C1829019815
102,314.9
0
0
0
450
CASH_OUT
113,859.46
C1445264065
153,567.67
157,184.01
C2055324371
2,122,492.67
2,629.78
0
0
480
PAYMENT
121,753.48
C655560298
257,986.85
71,407.86
C1378730341
10,502.12
0
0
0
173
TRANSFER
135,240.93
C799593911
4,914,072.23
8,922,673.41
M504220743
834,086.19
35.59
0
0
129
CASH_OUT
319,817.99
C1691424952
1,274.77
648,274.77
C517129737
2,051,646.85
143,649.06
0
0
562
CASH_OUT
17,027.95
C1935747864
788,411.6
343,655.33
M1907870840
204,924.26
0.03
0
0
368
CASH_IN
160,374.63
C805574613
60,780.79
2,698,654.87
C2133790470
7,069,048.69
3,677,959.44
0
0
509
CASH_IN
73,990.86
C984856188
935,507.48
3,593,394.15
C1114853795
1,805,336.97
557,809.72
0
0