step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
373
CASH_OUT
100,384.08
C1892790152
69,867
0
C566427967
5,355,836.71
5,456,220.8
0
0
303
PAYMENT
15,395.66
C963189208
0
0
M68565807
0
0
0
0
10
PAYMENT
258.55
C1362561820
317,573.35
317,314.8
M575205576
0
0
0
0
180
CASH_IN
216,380.5
C943906045
16,104
232,484.5
C636138265
0
0
0
0
11
PAYMENT
11,441.61
C1350030880
47,651
36,209.39
M1695213463
0
0
0
0
188
CASH_IN
70,643.9
C1248291605
203,761
274,404.9
C968882805
0
0
0
0
15
CASH_OUT
90,548.09
C1807268726
22,149
0
C500703366
0
28,502.44
0
0
155
PAYMENT
166.91
C1991141405
10,093
9,926.09
M2075139564
0
0
0
0
282
TRANSFER
492,822.46
C758975164
0
0
C1378233097
1,052,295.77
1,545,118.23
0
0
371
PAYMENT
51,769.46
C904657322
10,643
0
M481468850
0
0
0
0
35
CASH_OUT
248,823.52
C1979501645
5,174
0
C1514794352
1,007,073.21
1,255,896.73
0
0
161
PAYMENT
11,453.59
C325311902
0
0
M725888020
0
0
0
0
350
CASH_OUT
164,464.11
C1182820380
64,874
0
C1588957891
575,339.81
739,803.92
0
0
259
CASH_IN
75,297.9
C877834987
1,911,996.06
1,987,293.96
C1938409896
8,300,575.56
8,225,277.65
0
0
229
CASH_IN
171,697.74
C121617064
12,439,366.98
12,611,064.72
C656370020
1,769,872.35
1,598,174.61
0
0
396
CASH_IN
123,197.02
C1832242886
120
123,317.02
C276191877
7,522,335.72
7,399,138.7
0
0
157
PAYMENT
12,431.61
C615984420
1,934
0
M1832370665
0
0
0
0
18
CASH_IN
291,331.72
C710378611
124,512
415,843.72
C1662898073
0
0
0
0
18
CASH_OUT
345,144.58
C609387891
499,063
153,918.42
C1650704471
10,974
12,557.52
0
0
294
CASH_OUT
806,863.3
C747251675
806,863.3
0
C1519845212
2,344,186.16
3,151,049.45
1
0
166
PAYMENT
761.48
C977212251
0
0
M1416107091
0
0
0
0
528
DEBIT
1,523.38
C101554713
67,585
66,061.62
C710342888
46,850.59
48,373.97
0
0
303
CASH_OUT
43,159.01
C447146159
9,670
0
C671337546
20,614,518.69
20,657,677.7
0
0
251
CASH_OUT
176,461.36
C248360713
0
0
C221754843
1,317,008.16
1,493,469.53
0
0
190
PAYMENT
2,541.55
C1564902645
10,496.94
7,955.39
M1895691230
0
0
0
0
373
CASH_IN
183,698.96
C2144691964
2,992,343.22
3,176,042.18
C271575221
6,220,149.35
6,036,450.39
0
0
297
PAYMENT
9,698.49
C2070002745
52,583
42,884.51
M1411035807
0
0
0
0
374
CASH_OUT
237,692.31
C1299995578
10,587
0
C708211451
0
237,692.31
0
0
328
CASH_IN
110,101.1
C957587875
21,308
131,409.1
C746609581
72,149.85
0
0
0
44
CASH_OUT
135,249.4
C36185976
2,049
0
C1297505300
289,514.75
424,764.16
0
0
186
CASH_OUT
214,124.8
C902519236
8,163
0
C1429968288
2,305,757.33
2,519,882.14
0
0
181
CASH_OUT
39,995.1
C2113946113
371,482
331,486.9
C425492546
0
39,995.1
0
0
573
PAYMENT
2,706.27
C1332049776
93,652
90,945.73
M70000857
0
0
0
0
161
PAYMENT
31,009.39
C1975067906
0
0
M882272147
0
0
0
0
158
CASH_IN
143,484.87
C1950011604
10,310
153,794.87
C857365378
5,117,425.06
4,973,940.19
0
0
326
CASH_IN
29,529.5
C1185590750
6,503,025.55
6,532,555.05
C1602128458
818,638.55
789,109.04
0
0
350
PAYMENT
13,507.86
C1873356357
116
0
M318934800
0
0
0
0
596
CASH_IN
127,498.89
C954473044
12,870,344.48
12,997,843.38
C691838055
315,659.12
188,160.23
0
0
398
CASH_OUT
105,095.61
C1444613651
197
0
C1961424733
0
105,095.61
0
0
249
PAYMENT
7,204.87
C1492365071
0
0
M72606899
0
0
0
0
383
CASH_IN
62,337.26
C141646271
9,250,445.78
9,312,783.05
C2082326073
78,416.73
16,079.46
0
0
304
CASH_IN
117,647.31
C894616067
5,340,817.35
5,458,464.66
C1284730927
190,131.91
72,484.6
0
0
10
CASH_IN
217,551.94
C25554543
2,180,195.92
2,397,747.86
C157591472
727,567.81
671,031.83
0
0
331
CASH_OUT
136,394.82
C2081894246
20,172
0
C1792808381
71,006.54
207,401.35
0
0
278
PAYMENT
4,224.1
C981606624
39,790
35,565.9
M537397999
0
0
0
0
13
PAYMENT
7,925.85
C1928538947
0
0
M8336625
0
0
0
0
375
PAYMENT
9,118.65
C1327273607
30,028
20,909.35
M2111824551
0
0
0
0
186
PAYMENT
6,638.31
C1702795050
0
0
M320891926
0
0
0
0
350
TRANSFER
2,028,585.1
C871049945
200,879
0
C402262184
0
2,028,585.1
0
0
594
CASH_OUT
261,320.32
C1473474111
10,645
0
C1692832856
0
261,320.32
0
0
300
TRANSFER
155,304.73
C1813715779
50,020.33
0
C1181681250
679,687.96
834,992.69
0
0
163
CASH_OUT
168,519.09
C590825815
950,073.07
781,553.97
C172475290
460,071.69
412,304.97
0
0
394
CASH_OUT
109,435.04
C1960897990
0
0
C753298852
1,318,732.77
1,428,167.81
0
0
154
PAYMENT
582.31
C1799708023
0
0
M1753025523
0
0
0
0
301
CASH_OUT
156,493.77
C38777806
0
0
C1286928684
1,140,358.08
1,296,851.85
0
0
331
PAYMENT
10,643.61
C1425980682
25,546
14,902.39
M782997951
0
0
0
0
185
CASH_OUT
50,111.49
C1630913283
0
0
C1399458580
955,820.53
1,005,932.02
0
0
43
CASH_IN
114,531.59
C204837053
610,178.39
724,709.98
C699453810
1,321,270.92
1,206,739.32
0
0
282
TRANSFER
242,746.5
C1459471804
50,375
0
C1262011052
24,080.97
266,827.47
0
0
186
PAYMENT
12,467.43
C1804644264
50,205
37,737.57
M703180768
0
0
0
0
350
PAYMENT
30,729.3
C581092628
28,969
0
M727473563
0
0
0
0
140
PAYMENT
11,600.89
C1033179241
11,486
0
M741223780
0
0
0
0
354
CASH_OUT
128,566.05
C51713258
11,602
0
C1697147324
491,639.11
620,205.16
0
0
193
CASH_IN
82,742.97
C1012444574
7,990,531.09
8,073,274.07
C1043731023
497,515.96
414,772.99
0
0
235
CASH_OUT
5,621.13
C1429344237
122,480
116,858.87
C2012864987
2,452,067.95
2,457,689.08
0
0
396
PAYMENT
10,692.93
C1354365880
0
0
M1241484709
0
0
0
0
158
CASH_OUT
127,048.8
C935830942
35,699
0
C1439366836
486,136.46
613,185.26
0
0
18
CASH_OUT
31,580.05
C679835635
0
0
C592093707
344,815.59
225,422.32
0
0
401
PAYMENT
59,782.45
C1994740718
163,328
103,545.55
M414554241
0
0
0
0
371
PAYMENT
10,452.21
C1159397263
167
0
M1048655542
0
0
0
0
140
PAYMENT
32,724.57
C41281472
0
0
M20923479
0
0
0
0
237
CASH_OUT
43,209.97
C2045288691
0
0
C1970702528
137,955.03
181,165
0
0
351
PAYMENT
614.61
C654007684
0
0
M944416080
0
0
0
0
48
PAYMENT
6,345.94
C687205356
32,780
26,434.06
M1728022128
0
0
0
0
185
TRANSFER
273,503.4
C362808071
0
0
C1047773674
344,044.52
617,547.92
0
0
393
CASH_IN
221,794.83
C133176430
80,403
302,197.83
C1645778736
436,995.59
215,200.76
0
0
182
PAYMENT
2,588.54
C1173615080
41,547
38,958.46
M531725823
0
0
0
0
594
CASH_OUT
60,606.32
C1024549765
0
0
C1305009774
338,629.16
399,235.48
0
0
399
CASH_OUT
201,007.2
C166446075
0
0
C216592405
11,892,767.37
12,093,774.57
0
0
448
CASH_IN
139,877.02
C820264689
31,528
171,405.02
C250343810
74,340.03
0
0
0
274
CASH_OUT
11,627.6
C30171635
9,497
0
C2103889084
85,632.19
97,259.79
0
0
394
CASH_OUT
122,426.33
C470143903
50,137
0
C85010535
0
122,426.33
0
0
17
CASH_OUT
275,609.35
C487812799
0
0
C1837095482
3,492,822.62
4,143,933.6
0
0
13
CASH_OUT
194,396.2
C1434018911
22,096
0
C2076351339
566,201.81
760,598.01
0
0
44
CASH_OUT
33,077.87
C1831036283
11,742
0
C683138717
125,519.61
158,597.48
0
0
163
PAYMENT
3,873.38
C1976238602
67,229.66
63,356.27
M510682926
0
0
0
0
306
CASH_IN
328,218.97
C171710026
2,278
330,496.97
C876071903
0
0
0
0
281
CASH_OUT
83,493.15
C2111405403
0
0
C321717015
5,322,310.45
5,405,803.6
0
0
253
PAYMENT
36,862.87
C1607635931
341
0
M979933234
0
0
0
0
46
CASH_IN
376,550.63
C110048837
3,810,179.25
4,186,729.89
C471450373
3,856,176.73
3,479,626.09
0
0
250
PAYMENT
6,905.63
C498744194
20,286
13,380.37
M877647877
0
0
0
0
179
CASH_IN
269,030.81
C1600631464
47,806
316,836.81
C83179166
57,080.23
0
0
0
304
CASH_OUT
242,891.09
C1228793560
63,399
0
C1362453499
0
242,891.09
0
0
182
CASH_OUT
233,144.01
C981409446
175,479
0
C1584838894
784,182.22
1,017,326.23
0
0
306
CASH_IN
64,851.41
C1133286126
51,936
116,787.41
C890377362
7,097,450.58
7,032,599.16
0
0
142
CASH_IN
307,084.24
C859180153
2,878,951.02
3,186,035.26
C1356915369
993,350.55
686,266.31
0
0
329
CASH_IN
9,426.71
C173650238
20,139
29,565.71
C109775032
44,480.12
35,053.41
0
0
20
CASH_OUT
90,730.07
C974160097
5,242.79
0
C447070962
5,546,453.08
5,702,938.58
0
0
156
CASH_OUT
11,756.35
C716006124
31,034
19,277.65
C1560501002
932,285.75
944,042.1
0
0
302
CASH_OUT
241,110.6
C1161563257
32,063
0
C1858926350
1,140,910.45
1,497,268.98
0
0