step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
419
PAYMENT
20,004.53
C1469060082
1,626,630.15
546,681.53
C1882431567
112,139.48
205.32
0
0
161
PAYMENT
87,532.72
C1041046060
7.42
1.64
C2119889806
1,019,899.07
4,383.45
0
0
61
CASH_IN
78,259.41
C658141453
6,314,831.62
9,374,250.89
C1530800608
1,150,942.69
503.45
0
0
76
CASH_IN
162,849.81
C1144098981
14,029.08
1,336,684.67
C711926359
2,716,983.3
659,015.98
0
0
661
CASH_OUT
104,878.32
C177257473
4,355.93
17,147.33
M912952432
296,415.4
23.41
0
0
190
CASH_OUT
20,654.07
C1678548029
368,440.48
9,155,949.4
C655066885
873,685.78
107.97
0
0
162
CASH_OUT
51,382.15
C60852079
436,713.28
2,357,661.59
C423622526
1,162,950.24
73,734.87
0
0
168
CASH_OUT
1,042.38
C1372501865
318,716.2
3,928,321.18
C1742418546
104,036.34
0
0
0
186
CASH_OUT
240,886.28
C1944604498
311,169.48
1,818,799.79
C1420654090
1,584,251.12
553.81
0
0
210
CASH_OUT
35.26
C2024822936
1,864,498.33
8,019,209.71
C1568080664
583,655.85
19.88
0
0
269
PAYMENT
2,350.81
C18614915
324,566.1
971,344.78
C790128051
32,430.38
0
0
0
94
CASH_IN
364,788.31
C998314407
1,116.95
64,027.82
C1873189623
8,630,603.8
6,580,798.48
0
0
454
PAYMENT
2,691.46
C2100946168
2,628,782.83
10,118,139.16
C1229322117
3,349.9
0
0
0
407
CASH_IN
334,535.76
C1934582916
1,266,156.57
3,522,743.4
C2018809277
3,307,974.47
143,002.99
0
0
255
PAYMENT
26,996.45
C1225450033
6,118,378.61
6,026,386.55
M1722166617
4,937.03
0
0
0
238
PAYMENT
20,096.73
C1165683506
10.02
11,411.18
M398835294
92,042.27
0.05
0
0
690
PAYMENT
355,193.07
C1999098233
216.75
56,729.66
M952812591
751,044.96
188.95
0
0
296
CASH_IN
387,765.4
C545787040
6,029.51
5,265.22
C1959880484
1,861,618.39
128,427.54
0
0
227
CASH_OUT
79,799.87
C372742663
797.35
17,236.63
C542780958
181,340
14.59
0
0
58
CASH_OUT
2,170.4
C1577503758
7,035,735.77
2,090,728.6
C1449054129
637,263.69
310.94
0
0
248
PAYMENT
25,979.33
C1434333958
377,301.41
1,569,901.28
C354674319
40,798.15
0.02
0
0
72
PAYMENT
11,233.57
C1658103202
55,752.53
297,259.58
M1784230914
12,206.88
0
0
0
212
PAYMENT
1.42
C964709899
239,929.06
248,642.28
M1719605221
47,707.93
0
0
0
186
CASH_OUT
13,525.13
C239429050
666,189.91
981,030.98
M450909133
1,864,345
2.05
0
0
57
PAYMENT
15,065.74
C1595754675
29,218.01
371.34
C270375529
259.23
0
0
0
263
TRANSFER
186,813.99
C1570728585
4,551.47
7,363.22
C670511396
2,208,937.44
47,698.97
0
0
169
CASH_IN
886,534.55
C1069148175
65.27
2,916.44
C1258989776
10,816,528.66
10,643,542.77
0
0
380
PAYMENT
115,964.59
C283410928
19,387.8
8.34
M1612023158
255,165.03
111.55
0
0
166
CASH_OUT
3,815.96
C1876634736
12,099,027.21
13,439,966.94
C673635405
82,173.71
0
0
0
176
CASH_IN
94,708.51
C1694720580
22,817.67
2,277,691.5
M2045783187
1,837,854.6
190.66
0
0
472
TRANSFER
114,967.19
C1070520113
1.23
29,498.57
C583350211
1,371,324.81
665.4
0
0
262
PAYMENT
81,811.31
C2079787650
8,347.35
8,062.08
M1497180088
812,186.98
34.98
0
0
145
TRANSFER
2,951.76
C47655323
172,503.55
362,620.07
M1815875591
2,345,946.62
180.2
0
0
42
PAYMENT
64,560.06
C1854156594
231,623.85
819,992.53
C906732391
25,903.76
0
0
0
517
TRANSFER
104,794.01
C1659447179
63,582.32
2,786,472.53
M2030282555
2,992.4
0
0
0
132
PAYMENT
2.8
C625075438
1,170,145.78
2,260,027.49
M1469167275
74.64
0
0
0
17
PAYMENT
205,440.66
C1945945690
64,441.91
210,525.69
C1344195521
247,210.17
313.19
0
0
247
PAYMENT
109,951.24
C641279198
791,731.57
461,686.82
C753109968
242,511.57
0.05
0
0
64
CASH_OUT
134,916.48
C1110717972
74,990.5
1,858,718.89
C848982811
9,131,334.67
394,997.11
0
0
432
CASH_IN
12,781.59
C51652231
34,455.49
1,823,134.59
C516113616
4,589,287.23
1,184.41
0
0
566
CASH_OUT
1,006,038.59
C1233269639
2,606.53
9,151.7
C1777268904
4,114,929.46
1,529,247.83
0
0
242
CASH_OUT
188,508.82
C127407054
941,330.47
1,115,567.85
C675566524
3,356,650.43
4,042,230.14
0
0
281
PAYMENT
4,026.31
C2009067771
0.01
151.19
M1502031460
171,914.79
0
0
0
168
PAYMENT
33,111.97
C950218083
3,825.91
24.92
C1103973243
604,092.29
244.21
0
0
271
CASH_OUT
59,069.57
C98402121
27.69
85,668.28
C1017708719
1,165,882.46
453,566
0
0
442
CASH_OUT
949,641.08
C1490676473
1,755.39
54,013.16
C190433492
8,463,018.93
4,820,993.23
0
0
243
CASH_IN
401,117.63
C1526949505
888.24
52,487.1
C512883673
7,147,810.79
23,923,793.27
0
0
360
CASH_OUT
600.64
C2107185934
8,380,075.67
6,379,613.33
M487128698
736,693.8
41.25
0
0
172
PAYMENT
146,754.19
C898455843
23,977.44
17,256.17
M1094395914
241,056.01
0.02
0
0
159
CASH_OUT
2,969.5
C184825489
42,433.3
502,392.32
M922057463
926,883.77
0.03
0
0
505
CASH_IN
445,359.92
C789027462
4,330,264
6,960,848.32
M1301494182
5,881,749.38
2,111,512.24
0
0
82
CASH_OUT
260,523.52
C482341999
1,098.66
14,019.73
C416227413
1,682,371.39
17,733.69
0
0
169
PAYMENT
43,191.77
C392027143
2,428,796.7
484,033.52
M710921907
570,552.13
3.52
0
0
109
CASH_OUT
8,780.45
C1095507820
384,747.4
505,974.41
M656943457
450,630.08
0.06
0
0
309
PAYMENT
75,238.09
C134825283
0.09
1,789.36
C1882849103
4,805,656.88
2,995,075.11
0
0
338
CASH_OUT
111,643.02
C520851325
5,060,949.85
2,672,972.19
M884939366
250,349.23
4.44
0
0
237
PAYMENT
42,514.06
C1335537944
1,195,973.9
20,816.63
M716036213
1,569.21
0
0
0
124
CASH_OUT
5,202.42
C488720241
545.84
179,900.82
C138300463
872,453.95
0.07
0
0
29
CASH_OUT
112,733.14
C190604786
118,164.49
462,051.73
M1724639200
2,390,222.64
726.47
0
0
286
PAYMENT
8,664.63
C1391402657
100,329.65
768,998.96
C667970654
478,575.99
10.87
0
0
90
PAYMENT
21,680.57
C329327296
15,667.17
4,459.79
M1760560800
148,745.2
0.01
0
0
422
CASH_IN
243,016.78
C1115244442
256,786.99
786,710.88
C279929092
1,706,825.7
36,158.8
0
0
264
TRANSFER
43,506.33
C1221302925
3,466,096.83
724,270
M872137472
1,833,211.62
1,002.07
0
0
67
CASH_IN
95,963.3
C988394597
54.65
94,370.28
C1010977736
6,732,092.38
6,304,825.36
0
0
462
CASH_IN
24,658.1
C1809546414
2,372,345.41
1,735,560.2
C989855973
570,136.78
40,397.65
0
0
621
CASH_OUT
58,681.95
C1273090466
2,613,848.67
4,255,124.16
C155731326
1,493,191.22
776,095.86
0
0
401
PAYMENT
21,978.27
C2132326062
1,421.04
222.75
M367269531
2,101,103.32
91,064.51
0
0
348
CASH_OUT
8,914.55
C352760913
40,896.14
89,736.71
M837919073
9,724.78
0.06
0
0
331
CASH_OUT
100,914.85
C644954311
9,280.03
446,220.73
C1211076254
152,830.08
0
0
0
743
TRANSFER
2,384.73
C2133812650
1,775.22
944,742.35
M762085530
430,398.93
0
0
0
616
CASH_OUT
28,619.54
C1475065725
299,957.62
222,355.1
M597740270
642,962.37
311.33
0
0
278
CASH_OUT
52,342.39
C177548032
27,678.46
3,557,418.89
C331611428
532,773.56
0.05
0
0
322
CASH_OUT
220,207.14
C743622771
1,280,419.77
1,904,823.11
M1055736045
2,673,676.64
125,018.12
0
0
492
CASH_OUT
299,437.04
C1498898416
243,624.05
662,040.9
M1013079347
1,852,124.94
0.49
0
0
549
PAYMENT
268,742.24
C1206118202
0.01
0.39
C1003241869
1,165,493.85
949.69
0
0
519
PAYMENT
260,326.78
C1432729843
914,154.41
355,101.82
M701882371
376,487.5
206.74
0
0
531
PAYMENT
7,181.1
C103087528
30,472.39
92,283.7
M37412466
11,167.08
0
0
0
88
CASH_OUT
73,111.06
C1378473139
4,185,029.91
863,722.84
C1601253679
795,521.57
2.29
0
0
421
TRANSFER
165,684.89
C203018054
317,183.47
939,390.23
C501399780
2,106,356.62
33,812.19
0
0
313
CASH_IN
266,307.93
C1943363552
9,948.47
293,508.61
C1799905082
6,663,830.05
5,043,093.39
0
0
242
CASH_OUT
60,515.75
C82324050
9,045,565.16
1,826,395.27
C949405539
6,446.49
0
0
0
86
CASH_OUT
475,222.21
C2144481183
101,187.98
728,875.76
M397959996
2,256,784.32
319,964.32
0
0
267
PAYMENT
24,550.19
C1887022576
51,826.82
67,890.4
C1071846129
66,890.78
0.04
0
0
111
PAYMENT
229,593.86
C999895872
12,160.93
89,714.78
M1296980694
6,740,942.37
4,447,527.06
0
0
498
CASH_IN
172,647.05
C1063481282
3,078,949.53
231,879.59
M250921451
3,811,410.33
2,941,749.6
0
0
223
PAYMENT
159,017.39
C1199919665
692.43
102,288.67
C1046277844
1,341,596.03
256.03
0
0
494
PAYMENT
13,543.19
C273113840
13.73
41,831.74
M1567787370
1,521,723.86
88,555.54
0
0
47
CASH_OUT
286,221.54
C1252930002
104,152.89
151,526.99
C306285887
1,629,312.19
819.66
0
0
546
CASH_OUT
41,079.63
C245591948
593,046.47
189,447.42
M779158806
1,598,559.77
14,740.96
0
0
225
PAYMENT
111,574.22
C1438294417
30,275.52
21,959.87
C266771188
2,845,471.51
931,962.93
0
0
382
TRANSFER
4,155.46
C1596476551
3,386,162.24
7,559,423.29
M1766173489
64,342.2
0
0
0
682
CASH_IN
243,890.75
C968827802
6,481,108.1
10,395,715.23
M254078729
9,956,733.06
19,696,209.06
0
0
168
PAYMENT
149,431.62
C1562985335
54.4
0.25
M713579068
20,037.79
6
0
0
94
PAYMENT
85,656.13
C1507335585
6.74
21.99
C1863593828
1,185,517.06
2,157.08
0
0
137
CASH_OUT
444,190.48
C1322700003
41,779.02
60,815.92
C1782688751
2,141,144.83
92,339.39
0
0
156
CASH_OUT
392,480.25
C1436554731
15,741,921.73
4,748,223.61
C365069374
665,267.48
44,809.04
0
0
61
CASH_OUT
13,120.99
C502406028
2,825,260.04
4,169,529.59
C167484873
543,541.91
2,511.44
0
0
325
PAYMENT
7,684.88
C264459150
1,916.76
2,368.25
M800726820
713,966.55
28,998.36
0
0
274
PAYMENT
9,340.53
C255612556
146,048.48
1,957,238.13
M465034520
35,024.29
0
0
0
91
PAYMENT
764.31
C1619385054
208,130.96
114,142.67
C714973390
0.67
0
0
0