step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
260
CASH_OUT
230,168.05
C1551335724
0
0
C1770064499
265,714.24
495,882.3
0
0
302
PAYMENT
7,185.06
C1490908461
9,951
2,765.94
M1285231174
0
0
0
0
15
PAYMENT
6,718.48
C210979095
12,383
5,664.52
M1774696566
0
0
0
0
302
PAYMENT
12,948.92
C2035081216
24,710
11,761.08
M1028924373
0
0
0
0
237
PAYMENT
9,215.57
C770248645
451,733
442,517.43
M1925865875
0
0
0
0
280
PAYMENT
835.75
C731023084
721
0
M1557706410
0
0
0
0
44
TRANSFER
724,108.75
C672523752
0
0
C982171079
1,228,468.54
1,952,577.29
0
0
250
CASH_OUT
186,779.04
C1373668766
54,132
0
C1270188732
5,372,772.18
5,559,551.22
0
0
162
CASH_OUT
258,099.57
C193430051
0
0
C643996026
3,361,061.76
3,771,171.55
0
0
33
TRANSFER
210,586.9
C1138896127
0
0
C55088357
1,000,249.48
1,210,836.38
0
0
40
CASH_IN
56,966.32
C221414664
6,879,972.97
6,936,939.29
C2096224730
107,112.18
183,541.11
0
0
360
CASH_OUT
38,880.54
C1451298263
0
0
C2705792
6,297,562.74
6,336,443.28
0
0
357
CASH_IN
151,449.18
C1270035733
31,929
183,378.18
C1071856663
4,121,529.58
3,970,080.4
0
0
205
PAYMENT
3,727.04
C1136181161
105,386.03
101,658.98
M1660214796
0
0
0
0
37
CASH_IN
69,235.23
C1108651270
2,271,745.79
2,340,981.02
C242309627
8,552,496.12
8,483,260.89
0
0
331
PAYMENT
1,540.98
C138853717
462,491
460,950.02
M1688000436
0
0
0
0
187
CASH_OUT
216,525.31
C1051744598
373,600
157,074.69
C1693137077
20,553.73
237,079.04
0
0
187
CASH_OUT
276.86
C448681314
0
0
C550148521
237,803.54
238,080.4
0
0
274
PAYMENT
12,770.42
C719864613
79,023
66,252.58
M421675293
0
0
0
0
357
TRANSFER
198,168.29
C1964710306
0
0
C546969731
1,019,834.9
1,218,003.18
0
0
131
CASH_OUT
76,802.34
C1488552568
0
0
C211419500
661,008.79
737,811.13
0
0
355
CASH_IN
25,219.99
C919109480
61,522
86,741.99
C539747264
4,181.1
0
0
0
212
CASH_IN
247,746.12
C273532933
8,584,388.99
8,832,135.11
C652862278
620,324.74
372,578.63
0
0
202
PAYMENT
4,361.28
C148818398
242
0
M1378962389
0
0
0
0
300
CASH_OUT
84,124.22
C672679782
0
0
C1796419381
528,507.34
612,631.56
0
0
228
CASH_OUT
1,260.67
C365707287
51,405
50,144.33
C724821184
868,118.27
869,378.94
0
0
305
CASH_OUT
39,158.29
C708519424
0
0
C586582781
279,345.42
318,503.7
0
0
231
CASH_OUT
99,977.73
C1351823885
0
0
C325679116
1,143,588.45
1,243,566.19
0
0
225
CASH_OUT
177,722.08
C1041923024
0
0
C1696949148
207,223
384,945.08
0
0
40
CASH_OUT
401,640.86
C573748108
5,285
0
C1455609306
115,014.65
516,655.51
0
0
33
CASH_IN
403,372.55
C492718543
373
403,745.55
C1772320500
322,477.4
0
0
0
225
CASH_OUT
94,596.94
C522043156
0
0
C333489398
1,416,335.15
1,510,932.08
0
0
378
CASH_OUT
177,805.19
C496671969
198
0
C343654563
10,654.89
188,460.08
0
0
356
CASH_IN
63,294.73
C749277597
4,051,291.76
4,114,586.5
C392914520
699,043.63
635,748.89
0
0
304
CASH_IN
181,066.53
C1741402526
2,292,095.76
2,473,162.28
C2099513383
9,201,114.29
9,020,047.77
0
0
163
PAYMENT
14,599.46
C1769384914
0
0
M731943629
0
0
0
0
321
CASH_OUT
385,991.26
C372953274
317,896
0
C1059642873
1,520,077.46
1,906,068.72
0
0
346
CASH_IN
184,734.81
C1360091525
458,675.17
643,409.98
C279410299
2,177,270.94
1,992,536.14
0
0
131
PAYMENT
30,900.55
C1499302699
0
0
M1070560591
0
0
0
0
400
CASH_IN
245,891.65
C356498346
5,869,777.81
6,115,669.46
C192332999
4,303,284.68
4,057,393.03
0
0
306
CASH_OUT
194,335.67
C922707735
0
0
C547049864
393,678.54
588,014.21
0
0
20
PAYMENT
5,071.26
C165126428
23,377
18,305.74
M975510786
0
0
0
0
347
CASH_IN
610,627.92
C1979676083
6,904,050.34
7,514,678.26
C1054458136
3,513,198.41
2,902,570.49
0
0
186
TRANSFER
138,627.83
C1163165111
0
0
C432075895
13,761,801.65
13,903,504.04
0
0
185
CASH_IN
346,926.71
C1194761366
6,044
352,970.71
C2141000352
0
0
0
0
17
CASH_IN
511,573.69
C288538445
60,888
572,461.69
C1482163532
1,528,847.93
1,017,274.24
0
0
19
TRANSFER
333,717.13
C1055141215
0
0
C967483199
1,069,467.51
1,504,914.65
0
0
137
CASH_OUT
372,039.68
C887740872
8,135
0
C1763962298
383,337.74
755,377.41
0
0
399
PAYMENT
4,193.77
C1131509656
0
0
M369301414
0
0
0
0
40
PAYMENT
977.85
C2023966149
0
0
M731399245
0
0
0
0
394
PAYMENT
14,071.69
C116474889
0
0
M1137763434
0
0
0
0
377
CASH_OUT
173,743.34
C1969769264
70,741
0
C2034766230
66,688.3
240,431.64
0
0
137
CASH_OUT
92,928.71
C1083661803
238,550
145,621.29
C1232010834
1,212,948.5
1,305,877.21
0
0
325
CASH_IN
43,345.82
C327389699
5,070,488.14
5,113,833.96
C2145128605
132,609.38
89,263.55
0
0
252
CASH_OUT
16,602.27
C1769588835
0
0
C80742561
482,153.83
498,756.11
0
0
144
CASH_IN
200,475.9
C220087350
2,099,037.47
2,299,513.37
C818166920
2,108,689.17
1,908,213.27
0
0
188
TRANSFER
336,053.36
C20162039
0
0
C1021026993
847,871.89
1,183,925.25
0
0
408
PAYMENT
9,912.78
C1053881505
10,752
839.22
M957938962
0
0
0
0
279
CASH_OUT
70,243.97
C582578654
40,250
0
C814635211
1,249,902.55
1,761,945.94
0
0
22
PAYMENT
13,819.85
C1677607461
163,394
149,574.15
M799387189
0
0
0
0
210
CASH_IN
66,802.07
C1490574658
8,563,261.19
8,630,063.27
C582115922
906,043.83
839,241.76
0
0
236
CASH_OUT
233,025.39
C1664151480
49,283
0
C1793847043
539,558.31
772,583.71
0
0
37
CASH_OUT
9,917.5
C1528772306
11,367
1,449.5
C906215093
50,136.18
60,053.68
0
0
379
DEBIT
766.25
C2126924505
268
0
C263222698
66,663.17
67,429.42
0
0
129
PAYMENT
35,190.99
C421618279
0
0
M1844158781
0
0
0
0
346
CASH_IN
16,899.69
C567635921
1,390,561.67
1,407,461.36
C1401660423
66,104.8
49,205.1
0
0
383
PAYMENT
21,460.98
C161648317
162,275.94
140,814.96
M595081767
0
0
0
0
478
CASH_OUT
36,343.26
C1300831332
22,864
0
C1086008203
1,453,491.81
1,489,835.07
0
0
212
CASH_IN
369,779.24
C44052642
129
369,908.24
C2006476360
1,082,776.61
712,997.37
0
0
155
PAYMENT
1,621.28
C2139357215
0
0
M616819901
0
0
0
0
131
CASH_IN
98,950.83
C717329404
8,541,258.77
8,640,209.6
C968688910
213,446.31
114,495.47
0
0
138
CASH_OUT
215,405.16
C489120542
138,565
0
C924719452
3,893,253.2
4,108,658.36
0
0
373
CASH_IN
86,934.84
C548118467
106,183
193,117.84
C1694564677
14,543,264.05
14,456,329.21
0
0
345
CASH_IN
246,995.08
C1547747423
24,717
271,712.08
C1360008052
1,398,398.42
1,151,403.34
0
0
135
CASH_OUT
483,773.91
C1595657483
31,233
0
C1785830552
0
483,773.91
0
0
140
CASH_IN
145,316.13
C679066077
5,886,670.49
6,031,986.62
C216362223
492,232.82
346,916.69
0
0
11
CASH_OUT
118,617.75
C553841784
0
0
C1434590943
160,037.02
43,182.42
0
0
330
PAYMENT
1,629.02
C279819415
59,414
57,784.98
M1884032351
0
0
0
0
207
CASH_OUT
258,927.52
C908305705
187
0
C298849783
595,986.24
854,913.76
0
0
139
CASH_OUT
197,635.18
C888666029
28,454
0
C2017374566
191,728.84
389,364.02
0
0
10
CASH_OUT
90,108.6
C257657949
0
0
C1972335962
1,600,619.28
1,623,377.2
0
0
689
CASH_OUT
953,615.38
C1034067842
953,615.38
0
C64488744
0
953,615.38
1
0
39
CASH_OUT
175,274.46
C938659909
0
0
C1209549380
2,444,347.06
2,619,621.52
0
0
202
PAYMENT
2,659
C413885130
80,333
77,674
M1812566626
0
0
0
0
492
CASH_OUT
403,463.47
C1314495776
6,542
0
C170379805
396,386.4
799,849.87
0
0
164
CASH_OUT
233,595.06
C452801673
0
0
C1547538538
1,859,441.17
2,254,989.13
0
0
255
CASH_OUT
51,589
C463900153
11,507
0
C559325062
563,231.05
614,820.05
0
0
255
CASH_OUT
55,345.63
C1144310853
0
0
C319390795
2,969,318.42
3,024,664.04
0
0
356
PAYMENT
1,474.44
C1608319229
14,561
13,086.56
M1895977515
0
0
0
0
380
PAYMENT
7,215.19
C1647100786
0
0
M1819927421
0
0
0
0
381
CASH_OUT
359,856.91
C447611846
0
0
C320076355
1,854,660.29
2,214,517.2
0
0
356
CASH_OUT
154,597.74
C1469268670
21,564
0
C50108055
9,620,638.16
9,775,235.9
0
0
186
PAYMENT
8,949.01
C144978967
91,953.25
83,004.25
M790386729
0
0
0
0
229
CASH_OUT
126,149.36
C1606328283
1,418
0
C1993273598
0
310,378.27
0
0
162
CASH_IN
25,297.96
C124802841
28,345,487.6
28,370,785.57
C1525042760
25,922.62
624.66
0
0
227
PAYMENT
2,406.93
C2141398877
0
0
M166963975
0
0
0
0
16
CASH_OUT
91,715.2
C1255422036
23
0
C617978020
0
0
0
0
280
TRANSFER
173,232.7
C575799891
0
0
C2011879277
1,051,738.75
1,224,971.44
0
0
161
TRANSFER
1,361,323.14
C1953038377
26,586
0
C528932732
2,661,235.53
4,022,558.67
0
0
354
CASH_IN
153,254.44
C656664354
69
153,323.44
C154271451
241,509.13
88,254.69
0
0