step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
93
TRANSFER
1,651,830.73
C650725242
0
0
C920247588
7,507,104.04
9,158,934.77
0
0
350
CASH_IN
124,925.74
C334938792
905
125,830.74
C1577777839
0
0
0
0
249
CASH_OUT
527,318.1
C1305701439
5,838
0
C1912646539
0
527,318.1
0
0
184
CASH_IN
16,432.9
C294434142
568,444.16
584,877.06
C348548175
2,336,122.5
2,319,689.59
0
0
252
PAYMENT
34,642.54
C560801736
12,896
0
M1008689982
0
0
0
0
210
CASH_OUT
151,607.4
C1390332377
32,450
0
C1433756384
6,611,174.53
6,762,781.93
0
0
281
CASH_OUT
17,445.93
C1371594035
13,941
0
C1437876749
565,383.34
582,829.27
0
0
43
PAYMENT
9,728.97
C2097053563
0
0
M1216386187
0
0
0
0
183
CASH_OUT
296,310.12
C2102219314
0
0
C1245220738
439,146.47
1,004,006.95
0
0
41
CASH_OUT
158,631.82
C781955282
0
0
C333989071
694,709.06
853,340.87
0
0
186
PAYMENT
51,780.82
C1597023154
105,712
53,931.18
M279017958
0
0
0
0
426
PAYMENT
12,895.74
C145056828
177,650.04
164,754.3
M1761685376
0
0
0
0
351
CASH_OUT
23,128.94
C996117025
374,936.81
351,807.87
C445422631
45,916.74
69,045.67
0
0
262
TRANSFER
1,338,660.71
C2012758678
0
0
C623921799
2,170,558.75
3,509,219.46
0
0
139
PAYMENT
14,098.88
C17915535
55,141.45
41,042.57
M949325805
0
0
0
0
165
CASH_OUT
322,688.67
C1083192150
0
0
C1094687286
356,625.93
679,314.6
0
0
180
CASH_OUT
353,856.18
C2016734490
0
0
C1076057414
969,670.63
1,323,526.81
0
0
323
PAYMENT
7,263.89
C1177965153
570,346
563,082.11
M1391588815
0
0
0
0
209
CASH_OUT
300,549.15
C1111980
0
0
C759362419
521,981.64
822,530.79
0
0
12
PAYMENT
1,395.9
C855350771
0
0
M603538135
0
0
0
0
36
CASH_OUT
49,907.08
C2045263288
108
0
C364803523
0
49,907.08
0
0
22
PAYMENT
5,141.95
C2145075605
0
0
M1563734808
0
0
0
0
163
CASH_IN
232,890.95
C151708610
1,628
234,518.95
C1414129850
0
0
0
0
300
CASH_OUT
15,134.54
C174145944
0
0
C1663342061
4,673,391.86
4,688,526.4
0
0
321
CASH_IN
45,330.98
C979819729
2,896,283.91
2,941,614.89
C1388398693
99,631.7
54,300.72
0
0
332
PAYMENT
559.25
C154067268
128,182
127,622.75
M589575479
0
0
0
0
323
PAYMENT
2,253.18
C1300988275
114
0
M1108208936
0
0
0
0
394
CASH_OUT
280,135.47
C1758607846
202
0
C167175107
0
280,135.47
0
0
43
CASH_OUT
31,893.55
C1014128920
0
0
C722427493
541,323.94
573,217.49
0
0
525
PAYMENT
24,408.11
C1816812043
1,740
0
M1307908758
0
0
0
0
230
TRANSFER
361,565.18
C1202123026
0
0
C1342580251
4,093,253.64
4,454,818.83
0
0
156
CASH_OUT
59,930.52
C1074707556
0
0
C1573611155
1,051,197.1
1,111,127.61
0
0
398
CASH_OUT
315,552.06
C1380369462
24,231
0
C1926918968
0
315,552.06
0
0
356
CASH_OUT
81,460.86
C2036228932
19,408
0
C1005714733
223,513.01
304,973.87
0
0
278
CASH_IN
189,749.63
C162113966
1,658,464.01
1,848,213.64
C795832713
1,498,707.46
1,308,957.82
0
0
375
CASH_OUT
321,482.36
C1167192703
32,085
0
C61268741
0
321,482.36
0
0
380
PAYMENT
3,544.89
C2043125776
0
0
M2094224669
0
0
0
0
38
CASH_IN
80,565.23
C618481697
191
80,756.23
C1922098064
10,180.25
0
0
0
22
CASH_IN
266,230.57
C2125221301
24,586
290,816.57
C135902930
394,567.36
128,336.78
0
0
42
PAYMENT
10,615.98
C1536361266
190,597.73
179,981.75
M1965816248
0
0
0
0
13
TRANSFER
324,757.83
C21959451
0
0
C632116376
3,986,627.1
4,311,384.94
0
0
378
CASH_OUT
199,074.1
C383618040
0
0
C1945083429
1,691,583.28
1,890,657.38
0
0
380
CASH_IN
131,709.04
C1825308784
18,221
149,930.04
C610333579
9,826.97
0
0
0
239
CASH_IN
117,252.36
C1283446403
5,045
122,297.36
C1537095058
0
0
0
0
44
TRANSFER
72,627.04
C1672946324
0
0
C1721439071
956,356.68
1,028,983.72
0
0
161
PAYMENT
25,202.5
C135428926
0
0
M403277144
0
0
0
0
275
CASH_OUT
342,187.08
C948820683
0
0
C999081378
2,001,631.01
2,343,818.1
0
0
384
CASH_IN
202,912.8
C187656832
2,852,684.76
3,055,597.56
C1806783136
826,041.38
623,128.58
0
0
596
CASH_OUT
68,235.56
C161724744
138,308
70,072.44
C597212140
161,291.05
229,526.62
0
0
227
CASH_IN
317,562.98
C112759539
3,363,880.81
3,681,443.79
C940156715
1,683,326.57
1,365,763.59
0
0
132
PAYMENT
36,988.8
C1848005658
99,439
62,450.2
M913700859
0
0
0
0
355
TRANSFER
1,933,103.47
C365486265
279
0
C1599841684
368,489.56
2,301,593.03
0
0
358
PAYMENT
4,258.6
C2055178517
77,486
73,227.4
M2118395618
0
0
0
0
577
TRANSFER
3,415.5
C1981944452
8,006
4,590.5
C1719676155
1,320,240.34
1,323,655.84
0
0
304
PAYMENT
33,377.34
C519363543
0
0
M335634660
0
0
0
0
378
CASH_IN
35,018.74
C1037801844
9,662,986.13
9,698,004.88
C1086030659
60,390.42
25,371.68
0
0
256
CASH_OUT
611.24
C1668180143
0
0
C1824381729
459,268.17
459,879.41
0
0
375
PAYMENT
14,399.01
C705846138
0
0
M1998205944
0
0
0
0
36
CASH_IN
23,329.31
C190742787
52,133
75,462.31
C1278765810
0
0
0
0
236
PAYMENT
2,194.54
C2142301325
0
0
M16732607
0
0
0
0
214
CASH_IN
95,202.67
C1577673429
157,281
252,483.67
C668880340
490,702.7
395,500.04
0
0
354
CASH_OUT
71,769.61
C494050767
0
0
C1718948200
272,983.47
344,753.08
0
0
190
PAYMENT
1,805.64
C450618847
11,080
9,274.36
M815356398
0
0
0
0
346
CASH_OUT
129,509.99
C1455552309
0
0
C1377406923
2,502,705.23
2,632,215.22
0
0
212
CASH_OUT
217,307.75
C1512649024
0
0
C2072615239
5,536,068.71
5,753,376.46
0
0
18
CASH_OUT
117,160.54
C984273330
0
0
C109249560
274,742.46
138,075.47
0
0
375
CASH_IN
126,522.86
C922869726
8,556,119.15
8,682,642.01
C1914575368
524,775.06
398,252.2
0
0
20
CASH_OUT
66,544.11
C442702738
0
0
C755026369
74,485.85
141,029.95
0
0
38
CASH_OUT
18,109.2
C951623477
8,045
0
C576772038
0
18,109.2
0
0
95
PAYMENT
1,600.07
C2066385652
0
0
M818348736
0
0
0
0
399
CASH_OUT
48,666.96
C373683370
0
0
C1581613896
2,435,495.77
2,484,162.73
0
0
329
CASH_OUT
585,729.83
C1505807612
0
0
C178740644
972,502.7
1,558,232.53
0
0
16
CASH_OUT
141,255.93
C834390360
0
0
C857365378
1,377,474.21
1,518,730.15
0
0
705
PAYMENT
5,947.85
C1294680618
101,111
95,163.15
M2071216385
0
0
0
0
236
CASH_OUT
154,033.54
C1280752998
0
0
C2142981346
1,700,314.81
1,854,348.35
0
0
131
CASH_OUT
95,180.55
C889715631
1,419
0
C770008353
7,704.55
310,252.01
0
0
522
CASH_OUT
237,071.53
C604368861
2,259
0
C615233181
15,347,638.63
15,584,710.16
0
0
206
CASH_IN
271,768.75
C802201325
956,102.82
1,227,871.57
C2045741092
746,965.51
475,196.76
0
0
309
CASH_OUT
26,974.34
C602390638
0
0
C1916646570
140,375.19
167,349.53
0
0
478
TRANSFER
1,393,128.91
C1733189476
0
0
C1341333075
2,020,063.1
3,413,192.01
0
0
328
TRANSFER
222,013.57
C323994346
0
0
C858037727
613,691.28
523,758.62
0
0
442
PAYMENT
3,044.82
C251945050
10,070
7,025.18
M1752823318
0
0
0
0
236
TRANSFER
502,029.63
C37924522
0
0
C705265129
921,074.64
1,423,104.27
0
0
16
CASH_OUT
140,608.43
C2048779275
0
0
C1686961517
3,001,677.15
4,063,145.74
0
0
159
CASH_OUT
594,741.38
C303263057
13,844
0
C1606053571
618,363.17
1,569,365.65
0
0
230
CASH_OUT
43,117.85
C1898158237
140,239
97,121.15
C442881660
3,967,611.54
4,010,729.39
0
0
305
PAYMENT
43,681.78
C1743783185
5,207.63
0
M319026250
0
0
0
0
186
TRANSFER
460,293.42
C1190170555
0
0
C1703129217
625,243.25
1,667,127.84
0
0
304
CASH_OUT
486,212.6
C657695783
0
0
C1321580386
1,432,468.83
1,918,681.43
0
0
132
CASH_OUT
276,799.65
C1903914341
0
0
C1492983042
1,480,405.01
1,757,204.65
0
0
20
CASH_OUT
145,202.44
C1018601490
21,007
0
C420423028
89,495.64
219,926.65
0
0
137
PAYMENT
20,149.98
C967025337
241,641.16
221,491.18
M913004934
0
0
0
0
250
CASH_OUT
246,811.71
C1732743075
2,542
0
C242069494
0
246,811.71
0
0
38
CASH_OUT
40,399.01
C1902547781
21,143
0
C2005629380
31,292
71,691.01
0
0
350
PAYMENT
28,258.14
C1272168495
128,851.37
100,593.23
M383067143
0
0
0
0
228
TRANSFER
805,781.22
C601325808
10,973
0
C1776594375
219,232.9
1,025,014.11
0
0
227
PAYMENT
40,641.48
C1733453106
176
0
M2108359973
0
0
0
0
23
PAYMENT
12,591.68
C995822210
15,997
3,405.32
M1472315491
0
0
0
0
328
CASH_OUT
77,926.74
C1153450307
0
0
C80536458
248,141.46
326,068.2
0
0
178
CASH_OUT
428,054.55
C925405390
5,336
0
C630138291
2,135,327.15
2,563,381.7
0
0