step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
136
PAYMENT
23,483.49
C1838867194
0
0
M1857832903
0
0
0
0
43
PAYMENT
2,867.7
C1233793996
0
0
M1122370534
0
0
0
0
34
CASH_OUT
297,465.9
C2125602837
80,421
0
C729866516
12,899,726.44
13,197,192.34
0
0
37
CASH_IN
213,887.35
C1445962034
517,338.87
731,226.21
C1786712116
7,115,661.36
6,901,774.01
0
0
14
PAYMENT
9,577.36
C528174706
0
0
M1877458144
0
0
0
0
373
PAYMENT
4,631.38
C2118965111
240,105.48
235,474.1
M1996428200
0
0
0
0
163
PAYMENT
13,708.32
C761832504
15,925
2,216.68
M939982067
0
0
0
0
205
CASH_IN
120,149.77
C385507141
4,041,838.1
4,161,987.87
C622267994
3,663,614.81
3,543,465.05
0
0
133
CASH_IN
43,292.65
C1859490145
22,347,091.8
22,390,384.44
C1930005749
269,291.51
225,998.87
0
0
274
PAYMENT
10,933.74
C2066508840
274
0
M621961619
0
0
0
0
10
PAYMENT
10,492.9
C85882895
87,414.02
76,921.13
M942388875
0
0
0
0
687
CASH_OUT
173,545.26
C444827360
66,757
0
C679358114
118,918.67
292,463.93
0
0
159
PAYMENT
1,057.85
C1244029085
0
0
M1540175171
0
0
0
0
47
PAYMENT
9,530.1
C1205009144
53,309
43,778.9
M1192632619
0
0
0
0
225
PAYMENT
243.12
C1030108180
4,866.3
4,623.18
M1323316445
0
0
0
0
188
PAYMENT
8,262.02
C1337075323
46,543
38,280.98
M1067505634
0
0
0
0
254
CASH_OUT
267,466.87
C867355675
0
0
C516047294
3,118,170.35
3,385,637.22
0
0
522
CASH_OUT
82,351.46
C133088579
69,923
0
C1642330165
591,990.41
674,341.87
0
0
185
PAYMENT
9,009.32
C181506193
236,672
227,662.68
M1689035124
0
0
0
0
350
PAYMENT
15,349.5
C1131725430
11,284
0
M1058903461
0
0
0
0
306
CASH_IN
221,731.28
C689142336
10,973,926.67
11,195,657.95
C95395389
466,061.52
244,330.24
0
0
33
PAYMENT
5,036.44
C1653134676
0
0
M619009329
0
0
0
0
235
CASH_OUT
147,479.99
C321109223
15,766
0
C888064817
1,345,659.92
1,493,139.91
0
0
397
CASH_IN
48,731.78
C754140215
1,568,304.22
1,617,036
C541258645
3,375,368.09
3,326,636.31
0
0
227
PAYMENT
536.81
C510438825
0
0
M1162383506
0
0
0
0
180
CASH_OUT
234,160.05
C73662259
0
0
C144363042
264,429.45
498,589.5
0
0
161
CASH_OUT
63,169.37
C1937083163
0
0
C1137320932
16,600,624.24
16,663,793.62
0
0
42
PAYMENT
7,058.78
C1785162328
0
0
M1735819447
0
0
0
0
262
CASH_IN
102,842.16
C738663641
2,943,465.88
3,046,308.04
C1707137586
947,300.27
844,458.11
0
0
587
CASH_IN
33,277.85
C1437735096
5,882,224.35
5,915,502.2
C1996470226
752,624.04
719,346.18
0
0
257
CASH_OUT
230,324.78
C473826334
5,021
0
C2110750998
46,356.99
276,681.77
0
0
17
CASH_IN
18,440.48
C588990905
8,331,203.5
8,349,643.98
C1693705674
50,332.35
13,727.79
0
0
13
DEBIT
6,931.1
C1784233912
54,452.76
47,521.65
C1616099333
147,885
154,816.1
0
0
8
PAYMENT
13,671.01
C1395919405
0
0
M1958516609
0
0
0
0
155
CASH_OUT
28,420.63
C1661017224
0
0
C1324181027
654,404.6
682,825.22
0
0
690
TRANSFER
583,576.89
C705806190
50,079
0
C183909704
0
583,576.89
0
0
345
CASH_IN
211,046.45
C372150240
6,599,410.42
6,810,456.86
C1392270926
223,049.35
12,002.91
0
0
228
CASH_IN
311,867.9
C140489053
14,801
326,668.9
C227349711
4,522,544.79
4,210,676.89
0
0
137
CASH_OUT
56,641.9
C767426975
0
0
C1811541942
1,940,123.2
1,996,765.1
0
0
352
CASH_OUT
15,583.57
C252125703
0
0
C643695513
212,509.91
228,093.49
0
0
255
PAYMENT
8,876.7
C1114921059
50,627
41,750.3
M583303754
0
0
0
0
402
CASH_OUT
179,821.55
C1879192923
0
0
C1293367160
650,138.01
829,959.56
0
0
202
PAYMENT
10,690.15
C713971080
174,570.18
163,880.03
M1618173863
0
0
0
0
129
CASH_OUT
211,511.83
C1666037786
305,956.81
94,444.98
C223200173
572,594.94
784,106.77
0
0
20
CASH_IN
157,017.98
C813440953
18,356
175,373.98
C883407131
586
65,619.69
0
0
326
CASH_IN
57,660.67
C974580784
848,697.94
906,358.61
C1646158015
75,635.55
17,974.88
0
0
284
PAYMENT
7,960.9
C1277658431
0
0
M744384951
0
0
0
0
137
CASH_OUT
7,651.89
C247206124
0
0
C1974578058
4,063,751.4
4,071,403.28
0
0
347
PAYMENT
19,997.19
C1599893611
1,580
0
M1524823678
0
0
0
0
372
PAYMENT
39,151.98
C1207806370
11,614
0
M921658732
0
0
0
0
42
CASH_IN
116,427.73
C1249942973
675
117,102.73
C21069221
53,451.4
0
0
0
249
PAYMENT
3,943.65
C811222667
100,848
96,904.35
M1795484518
0
0
0
0
39
CASH_IN
138,297.22
C931596715
1,155,963.09
1,294,260.3
C1703241431
1,038,560.46
900,263.24
0
0
136
PAYMENT
1,880.67
C2076599850
768
0
M162207720
0
0
0
0
348
CASH_OUT
115,768.51
C1123486746
521,048
405,279.49
C2014427570
0
115,768.51
0
0
159
CASH_IN
61,397.18
C1088239365
31,317,700.15
31,379,097.33
C601253461
2,479,305.97
2,417,908.79
0
0
232
CASH_OUT
207,843.56
C913665184
10,486
0
C1335048982
401,436.32
609,279.88
0
0
165
CASH_IN
28,781.78
C1095279120
5,054,044.65
5,082,826.42
C602617045
1,435,212.97
1,406,431.2
0
0
403
CASH_OUT
14,368.06
C996793667
1,747
0
C1029430773
294,334.47
308,702.53
0
0
179
CASH_IN
358,051.43
C1100716565
3,001,066.75
3,359,118.18
C389666681
1,171,238.01
813,186.58
0
0
139
PAYMENT
3,002.95
C1389461191
460,580.74
457,577.79
M534024948
0
0
0
0
14
DEBIT
3,927.81
C919802176
24,432.99
20,505.18
C470217116
10,801,266.35
10,805,194.16
0
0
371
PAYMENT
17,806.15
C1311075237
92,933
75,126.85
M2013808123
0
0
0
0
18
TRANSFER
517,483.54
C2028379709
0
0
C1753735765
865,192.58
1,611,293.63
0
0
177
CASH_IN
157,792.46
C1709322567
4,929,510.28
5,087,302.74
C249238773
178,641.62
245,015.98
0
0
380
CASH_OUT
10,119.82
C682262098
0
0
C802139688
685,134.57
695,254.39
0
0
17
CASH_OUT
201,461.6
C1946294623
186,446
0
C1712459668
0
201,461.6
0
0
154
CASH_OUT
66,631.09
C2067768134
313,257
246,625.91
C1005106105
9,640.84
76,271.93
0
0
183
PAYMENT
675.94
C627528893
0
0
M875032500
0
0
0
0
227
PAYMENT
17,272.14
C1408327560
31,452.22
14,180.08
M142592064
0
0
0
0
355
CASH_OUT
236,571.86
C733013311
0
0
C529860814
651,232.53
887,804.39
0
0
345
CASH_IN
47,708.57
C1515991432
25,597,943.03
25,645,651.6
C47886877
320,481.43
272,772.85
0
0
299
PAYMENT
18,870.4
C814110229
0
0
M323877833
0
0
0
0
186
CASH_IN
187,040.1
C1885118150
4,819
191,859.1
C526070997
51,590.89
0
0
0
35
PAYMENT
4,059.02
C1497432245
718,722
714,662.98
M1855697203
0
0
0
0
132
PAYMENT
425.72
C1907267667
201,049
200,623.28
M1893140830
0
0
0
0
276
CASH_OUT
103,856.71
C305201793
0
0
C1429459435
438,797.8
542,654.5
0
0
252
PAYMENT
36,949.32
C1272732105
0
0
M1387408646
0
0
0
0
10
CASH_OUT
69,895.29
C162836960
0
0
C626957815
304,355.86
374,251.15
0
0
322
CASH_IN
127,264.06
C451403256
33,290
160,554.06
C500570945
174,756.9
47,492.84
0
0
15
CASH_OUT
172,196.53
C1539944294
246,759
74,562.47
C2015069833
228,582.47
683,021.46
0
0
278
PAYMENT
3,621.37
C523143966
2,622
0
M1341021625
0
0
0
0
225
CASH_IN
322,604.76
C721307716
3,537
326,141.76
C1802023176
133,920.06
0
0
0
370
PAYMENT
45,809.98
C1654863619
0
0
M1533069919
0
0
0
0
321
CASH_OUT
75,373.93
C755707987
406,725
331,351.07
C1867980918
0
75,373.93
0
0
278
CASH_OUT
46,461.86
C1776579370
70,645
24,183.14
C1264098090
153,324.37
199,786.23
0
0
396
CASH_OUT
33,305.44
C1503184400
31,057
0
C919601483
1,371,387.97
1,404,693.41
0
0
140
PAYMENT
12,520.37
C645523385
309,050.04
296,529.66
M2041702858
0
0
0
0
298
PAYMENT
4,626.66
C1000637095
219,042.02
214,415.36
M222542931
0
0
0
0
11
CASH_OUT
152,401.06
C1728730335
19,434
0
C1722067317
828,055.25
1,294,864.62
0
0
16
CASH_OUT
137,877.85
C445923240
0
0
C699679818
4,381,508.75
4,643,079.59
0
0
307
CASH_OUT
105,173.9
C874547933
16,118
0
C926641274
874,302.83
979,476.73
0
0
227
CASH_IN
6,115.66
C367391374
53,968
60,083.66
C63860389
0
0
0
0
375
CASH_OUT
110,206.35
C866995168
0
0
C167931014
464,800.22
575,006.57
0
0
312
CASH_IN
27,270.02
C1545026376
8,688,696.17
8,715,966.2
C483785330
695,357.87
668,087.85
0
0
253
TRANSFER
1,789,379.91
C327086603
130,163.11
0
C169798908
4,329,140.53
6,118,520.43
0
0
36
CASH_OUT
252,319.02
C1970517482
11,373
0
C877542641
641,895.41
894,214.43
0
0
688
PAYMENT
12,603.53
C1923024596
0
0
M847280704
0
0
0
0
139
CASH_OUT
121,871.01
C1886552501
114,675.81
0
C1583333027
127,848.83
249,719.84
0
0
19
PAYMENT
2,251.47
C2024862573
0
0
M575308853
0
0
0
0