step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
185
CASH_OUT
210,153.71
C1611006874
0
0
C920749173
3,270,156.31
3,480,310.01
0
0
37
CASH_OUT
200,076.87
C12363772
12,580
0
C2010771466
0
200,076.87
0
0
381
PAYMENT
3,558.67
C156876253
0
0
M237076842
0
0
0
0
205
PAYMENT
9,646.84
C1795161031
40,047
30,400.16
M694870814
0
0
0
0
401
CASH_OUT
175,178.27
C650740280
51,587
0
C45936659
1,487,764.19
1,662,942.46
0
0
306
CASH_IN
99,507.27
C1536527368
10,462
109,969.27
C172328371
0
0
0
0
236
PAYMENT
8,900.62
C204759862
0
0
M1576098460
0
0
0
0
374
CASH_IN
61,552.71
C308137400
1,642,836.61
1,704,389.32
C1628318016
7,139,709.82
7,078,157.11
0
0
280
PAYMENT
14,619.43
C12064082
32,993
18,373.57
M1650680015
0
0
0
0
209
CASH_OUT
180,047.35
C1864815852
0
0
C1294104978
957,518.88
1,137,566.23
0
0
306
CASH_IN
8,891.34
C619853070
7,220,139.27
7,229,030.61
C2144925826
1,330,936.6
1,322,045.26
0
0
354
TRANSFER
857,454.03
C763406706
0
0
C1755092826
3,103,017.84
3,960,471.87
0
0
402
PAYMENT
7,241.51
C1904211456
314,886.94
307,645.43
M92481969
0
0
0
0
18
CASH_OUT
117,953.26
C336979022
158
0
C447680780
1,277,866.36
1,395,819.62
0
0
229
CASH_OUT
7,929.44
C1784524412
0
0
C746675748
152,666.67
160,596.11
0
0
297
CASH_OUT
233,881.42
C103801890
0
0
C1800405372
2,564,889.22
2,798,770.64
0
0
371
CASH_OUT
424,604.38
C1380852419
86
0
C1538448519
4,024,280.05
4,448,884.43
0
0
403
CASH_IN
328,722.26
C1320570875
468,696
797,418.26
C116703239
579,561.4
250,839.13
0
0
157
CASH_OUT
245,037.23
C96925526
20,683
0
C1447347286
299,224.95
544,262.18
0
0
236
CASH_IN
229,656.54
C986715961
27,870
257,526.54
C882391814
31,637.52
0
0
0
160
CASH_IN
112,496.1
C253324886
17,657
130,153.1
C263594357
131,028.33
18,532.23
0
0
347
CASH_OUT
138,057.43
C1947487336
0
0
C904847663
7,583,402.98
7,810,241.5
0
0
143
PAYMENT
9,964.61
C1601403082
4,123
0
M329982696
0
0
0
0
331
CASH_OUT
127,534.08
C664133441
41,089.86
0
C921318420
242,261.28
369,795.37
0
0
542
CASH_IN
89,064.93
C819198997
6,422,983.89
6,512,048.82
C1255518284
3,886,577.31
3,797,512.38
0
0
609
CASH_OUT
76,133.19
C1871273131
76,133.19
0
C1784771871
0
76,133.19
1
0
138
PAYMENT
14,349.95
C936651331
0
0
M1243216724
0
0
0
0
21
CASH_OUT
428,713
C1898529423
0
0
C1051643751
1,006,736.59
1,435,449.58
0
0
13
PAYMENT
16,085.88
C619078742
1,181,325.02
1,165,239.14
M366987478
0
0
0
0
238
PAYMENT
2,998.55
C1660008780
57,289
54,290.45
M1495075397
0
0
0
0
182
CASH_IN
209,418.5
C1260513753
592
210,010.5
C1017539764
57,703.37
0
0
0
326
CASH_IN
121,841.03
C1593178785
7,906,039.02
8,027,880.05
C2045222269
173,478.76
51,637.73
0
0
188
PAYMENT
13,807.05
C731830273
31,585
17,777.95
M136910556
0
0
0
0
36
CASH_IN
192,728.73
C69354547
1,606,494.84
1,799,223.56
C1496752534
197,664.95
4,936.22
0
0
235
CASH_IN
307,397.47
C106751034
12,276,803.29
12,584,200.76
C1284253410
780,453.37
473,055.9
0
0
331
CASH_IN
33,973.87
C1545252845
307,714.5
341,688.37
C1008253989
204,289.21
170,315.34
0
0
14
TRANSFER
270,808.48
C203611976
0
0
C1281229383
1,289,212.99
1,560,021.47
0
0
43
TRANSFER
969,094.57
C713964083
51,404
0
C2076439168
0
1,049,948.27
0
0
22
CASH_OUT
167,894.22
C82263167
0
0
C849275661
1,089,226.23
1,257,120.46
0
0
332
CASH_OUT
19,372.03
C1640847761
0
0
C1252726599
1,727,596.38
1,746,968.4
0
0
187
CASH_OUT
83,543.52
C1834762233
152,265.06
68,721.53
C524974275
6,171,703.92
6,255,247.44
0
0
331
CASH_OUT
272,812.84
C1893672083
0
0
C875477361
9,374,687.58
9,647,500.43
0
0
353
PAYMENT
22,640.68
C1064162847
0
0
M895599061
0
0
0
0
236
CASH_OUT
5,921.71
C1484366057
49,994
44,072.29
C508064833
0
5,921.71
0
0
37
CASH_IN
254,249.31
C268432300
14,066,517.97
14,320,767.29
C1729054933
312,868.86
58,619.55
0
0
213
CASH_OUT
157,240.81
C344246094
129,814.92
0
C1851865346
306,605.79
463,846.61
0
0
186
CASH_IN
209,107.64
C1511173922
74,921
284,028.64
C347101016
1,229,894.82
1,020,787.18
0
0
469
CASH_OUT
540,010.87
C538074928
20,312
0
C1249041202
36,333.35
576,344.22
0
0
15
CASH_OUT
221,400.36
C629239181
13,907.27
0
C1471633238
3,856,991.13
4,078,391.49
0
0
157
CASH_OUT
135,526.09
C666466626
21,225
0
C1774311343
0
135,526.09
0
0
46
CASH_IN
84,421.39
C1604116463
5,669,707.42
5,754,128.81
C237696149
640,989.63
556,568.25
0
0
43
CASH_OUT
246,876.37
C1920647938
0
0
C223840830
10,151,975.26
10,756,662.28
0
0
188
PAYMENT
3,035.28
C548814737
4,026.35
991.07
M1156307322
0
0
0
0
374
PAYMENT
10,720.03
C1506571005
4,059
0
M2049115807
0
0
0
0
13
PAYMENT
432.34
C1796954537
124,026
123,593.66
M855823137
0
0
0
0
157
CASH_OUT
20,087.13
C301002752
22,812
2,724.87
C86065697
0
20,087.13
0
0
40
TRANSFER
45,984.29
C2090280041
0
0
C1494623672
116,615.79
162,600.08
0
0
42
CASH_IN
25,521.35
C263722979
21,541,419.25
21,566,940.6
C1420124119
1,125,451.03
1,099,929.68
0
0
163
PAYMENT
15,333.59
C453671535
11,320
0
M529668542
0
0
0
0
181
CASH_IN
144,726.12
C999101033
13,365
158,091.12
C1226597073
160,179.99
15,453.88
0
0
13
PAYMENT
19,231.79
C1773124249
4,908
0
M341783302
0
0
0
0
183
CASH_OUT
260,512.19
C1835297435
790,582
530,069.81
C1854448921
0
260,512.19
0
0
253
CASH_IN
54,875.47
C691929600
55,151.43
110,026.9
C43921481
199,686.18
144,810.72
0
0
664
PAYMENT
36,669.51
C489565250
0
0
M970478002
0
0
0
0
237
PAYMENT
3,248.54
C84414848
11,490
8,241.46
M1411846137
0
0
0
0
280
CASH_OUT
109,346
C1920421227
0
0
C661007476
240,948.15
350,294.15
0
0
283
PAYMENT
5,404.14
C779896386
186
0
M594509502
0
0
0
0
215
CASH_IN
276,634.83
C1468591595
20,786,477.73
21,063,112.56
C426875724
3,822,553.84
3,545,919.01
0
0
18
CASH_OUT
232,141.68
C1349743759
995,461
763,319.32
C1368612562
2,545,463.97
2,845,174.08
0
0
323
CASH_OUT
38,251.31
C1609653348
10,883
0
C1784399451
1,244,480.42
1,282,731.73
0
0
179
CASH_OUT
257,059.39
C1869085837
11,494
0
C1773904694
0
257,059.39
0
0
143
PAYMENT
9,949.53
C712800413
249,340
239,390.47
M1358876942
0
0
0
0
282
CASH_OUT
177,077.67
C887749747
20,693
0
C605350661
0
177,077.67
0
0
159
CASH_OUT
455,071.44
C1758119007
0
0
C436812447
4,132,353.14
4,587,424.58
0
0
350
CASH_OUT
130,938.18
C898509080
0
0
C101062404
354,199.61
485,137.79
0
0
209
PAYMENT
7,353.3
C729601597
19,938
12,584.7
M181810345
0
0
0
0
259
CASH_OUT
141,102.6
C666489716
0
0
C1656297741
1,004,322.52
1,145,425.12
0
0
212
CASH_OUT
106,140.75
C1191271157
0
0
C559368867
1,359,265.16
1,465,405.9
0
0
41
CASH_IN
79,818.54
C561764981
7,624,373.81
7,704,192.35
C1346297235
469,066.95
389,248.41
0
0
209
PAYMENT
59.69
C1740688123
0
0
M133505786
0
0
0
0
448
CASH_OUT
284,577.7
C863347747
202,757
0
C141952222
19,550.45
304,128.14
0
0
402
CASH_OUT
28,034.11
C1930128171
16,208
0
C1666627037
219,360.08
247,394.19
0
0
661
CASH_IN
2,298.99
C421013217
188
2,486.99
C1991948191
0
0
0
0
397
CASH_IN
295,102.63
C1360318951
5,802,667.4
6,097,770.02
C477849145
1,063,377.59
768,274.96
0
0
300
CASH_IN
337,132.28
C509621464
22,073,762.33
22,410,894.61
C902800737
851,205.78
514,073.49
0
0
283
PAYMENT
4,300.64
C1451297902
56,287
51,986.36
M1258619606
0
0
0
0
13
PAYMENT
4,460.49
C1082025495
288,721.64
284,261.15
M1991820385
0
0
0
0
476
CASH_IN
667,611.03
C641552682
2,742,148.51
3,409,759.54
C1111479968
1,354,133.79
686,522.76
0
0
356
PAYMENT
31,526.34
C159181930
96,852.92
65,326.58
M1705694335
0
0
0
0
179
PAYMENT
2,368.76
C162378064
449,535.16
447,166.4
M1926328129
0
0
0
0
305
CASH_IN
159,103.04
C636948842
3,446,594.67
3,605,697.71
C326565472
1,248,227.33
1,089,124.29
0
0
10
TRANSFER
2,026,503.12
C1800991692
75,509
0
C464345779
192,900.58
2,219,403.7
0
0
161
CASH_OUT
265,688.99
C18603245
0
0
C1452305829
269,009.7
534,698.69
0
0
178
PAYMENT
5,514.73
C1964576898
0
0
M1470736134
0
0
0
0
140
CASH_OUT
159,047.55
C1420997601
20,423
0
C1338185098
568,343.86
727,391.41
0
0
254
CASH_OUT
71,881.78
C2078789252
24,878
0
C980328257
2,261,284.11
2,333,165.89
0
0
297
PAYMENT
1,434.06
C1694449131
0
0
M462453264
0
0
0
0
401
PAYMENT
3,845.76
C1590887414
0
0
M81074787
0
0
0
0
259
CASH_IN
214,457.47
C1890118092
29,131
243,588.47
C1515991176
14,186.2
0
0
0
202
CASH_OUT
88,064.48
C231884438
0
0
C1151252566
181,955.11
270,019.6
0
0