step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
186
TRANSFER
450,897.85
C1424881411
145,310.4
183,444.33
C2090651141
1,250,138.23
4.45
0
0
173
PAYMENT
42,251.42
C2034736296
9,375.24
147,580.03
M1809640346
154,193.8
0
0
0
287
PAYMENT
53,896.93
C1753339204
2,528.8
58,178.02
C1399386741
99,733.95
0
0
0
122
PAYMENT
254,312.63
C130448481
104.63
187,556.35
C521174447
328,818.19
0.04
0
0
119
CASH_OUT
765.62
C901936417
3,164.25
1,839,624.17
C1707395681
1,164,838.03
0.28
0
0
743
PAYMENT
2,928.56
C511855972
6,485,973.88
14,106,232.67
M1542000415
746,864.39
0
0
0
339
CASH_OUT
2,374.32
C1807630584
1,609,548.82
4,293,376.8
M2136947000
105,722.75
5.61
0
0
141
PAYMENT
26,525.86
C24120946
631.16
43,899.15
M1237022348
1,264,918.28
2,735.33
0
0
228
CASH_OUT
34,493.09
C2140973981
643,064.34
154,457.05
C547032177
1,458,037.2
69,516.3
0
0
366
CASH_OUT
135,559.4
C530602636
932,353.76
833,501.08
C1782965908
6,008,647.91
2,967,048.24
0
0
125
PAYMENT
18,955.73
C732499367
20,992.96
267,901.46
C1454274152
124,242.08
0
0
0
414
TRANSFER
48,471.15
C1127833710
78,042.95
726,185.8
C1454114173
6,085,028.45
2,321,499.76
0
0
59
TRANSFER
231,716.71
C1313902295
0.33
4,825.45
C807931439
4,032,905.33
576,778.3
0
0
16
CASH_IN
34,630.62
C1558601910
5,750,107.45
10,749,543.07
C1562558337
830,298.58
1,025.11
0
0
202
CASH_OUT
299,509.01
C145489249
982,092.25
1,073,281.27
C1188786458
6,001,950.07
4,175,884.52
0
0
162
CASH_IN
596,713.97
C349510159
1,896,670.45
4,813,100.81
C1553760125
4,476,660.1
1,447,022.45
0
0
495
PAYMENT
41,185.4
C1439424652
259.49
2,652.43
M26581290
298,012.73
3,890.17
0
0
66
CASH_IN
560,081.26
C53256211
16,359.33
1,392,613.45
C546251406
11,832,412.28
6,778,047.62
0
0
407
CASH_IN
1,480,504.96
C1655397409
805,967.59
44,147.74
C1104026096
9,722,663.7
14,745,266.18
0
0
135
CASH_IN
275,286.37
C1945686186
248,387.4
8,349.97
C1679418595
5,024,511.09
3,548,290.69
0
0
59
CASH_IN
440,843.71
C644225300
3,388,543.58
8,321,187.73
M1705911741
7,718,008.87
15,736,226.84
0
0
46
CASH_OUT
4,922.2
C98727939
5,382,850.95
3,694,934.76
M1377894402
32,044.99
0
0
0
112
PAYMENT
14,835.2
C763439735
1,329,067.8
2,556,329.13
M655775638
249.69
0
0
0
331
CASH_IN
165,758.96
C879860710
2,195.64
1,957.03
C1439048112
10,262,946.31
16,403,806.06
0
0
368
PAYMENT
207,979.47
C1853053021
2,057.1
21,805.98
C660865227
117,683.51
0
0
0
474
PAYMENT
17,220.1
C498844732
640,782.93
322,052.05
C1432079574
97,359.08
0
0
0
88
CASH_OUT
272,187.44
C2024670223
340,143.73
587,939.59
M1186527308
593,655.57
17,109.14
0
0
218
PAYMENT
77,020.34
C1374821719
5,147,199.84
609,693.47
C406862038
66,502.89
0
0
0
339
CASH_IN
139,719.18
C1249537713
2,283,859.05
5,157,640.57
C1399015331
3,422,818.11
1,273,774.81
0
0
238
CASH_OUT
34,060.19
C705817035
1,552,515.96
6,057,910.2
C793504886
592,340.89
0.16
0
0
590
CASH_IN
978,982.72
C31304694
46,903.6
224,069.14
M1780495255
4,409,078.76
1,589,268.01
0
0
324
CASH_OUT
16,512.91
C1867371457
130,884.9
478,339.75
M1397051659
32,630.16
0
0
0
366
PAYMENT
7,503.87
C355688507
0.14
138,792.85
C107263754
2,546.63
0
0
0
263
CASH_IN
134,297.65
C1149678128
264.6
724,749.02
M20537757
1,296,632.81
2,802.74
0
0
80
CASH_OUT
350,258.73
C1372965961
5,618.16
336,380.02
C1031426177
843,777.5
92,675.72
0
0
141
DEBIT
921,737.53
C1908674560
19,139,157.18
24,787,307.19
M1268049657
872,814.02
772.56
0
0
225
CASH_IN
643,827.93
C453597840
177,823.28
23,903.62
M1371619640
6,975,179.55
15,874,961.96
0
0
100
PAYMENT
4,545.66
C1777331967
202,672.38
1,538,381.16
M1679732259
279,958.82
0.08
0
0
104
CASH_OUT
415.72
C136305531
71,063.69
3,419,994.02
M1562315849
694,953.3
0
0
0
396
CASH_IN
1,051.21
C1182451631
202,082.29
945,184.47
M1129430021
510,979.88
5.1
0
0
79
CASH_IN
407,745
C989940783
288,330.87
380,332.29
C1198891746
9,391,658.55
7,537,992.6
0
0
138
CASH_IN
11,584.37
C873623747
3,594,975.27
1,479,624.36
C776956435
435,750.05
8.73
0
0
299
DEBIT
182,062.5
C1631470645
1,956,301.23
936,605.99
M1573623910
1,403,569.45
120.05
0
0
69
CASH_OUT
36,151.02
C751171167
3,626,571.27
4,362,239.81
C918073303
324,911.86
9.11
0
0
72
PAYMENT
197,266.99
C1637019118
348,408.92
310,352.69
C1870903927
12,054.29
0
0
0
56
CASH_OUT
48,506.75
C1333095001
1,888,441.51
6,211,801.05
C318587133
1,155,647.98
30.05
0
0
447
CASH_OUT
9,568.9
C75227319
7,346,826.77
9,498,745.12
M1836721843
141,412.45
0
0
0
743
CASH_OUT
21,573.22
C404835493
6,707,393.23
2,231,323.5
C1894215135
1,300,735.04
95.97
0
0
129
CASH_IN
449,785.92
C1122175915
1,836,287.71
257,331.12
M819031739
221,013.57
948.69
0
0
315
PAYMENT
101,877.38
C712736306
62,152.8
30,365.17
C831547338
696,586.51
1,314.64
0
0
46
CASH_OUT
6,512.16
C647498631
2,885,773.88
2,890,635.68
C48553791
305,568.42
0.79
0
0
240
PAYMENT
3,581.28
C1999366248
0.03
4.92
M1110191456
407,008.58
6,088.61
0
0
48
CASH_IN
298,872.02
C512618070
1,002,407.66
2,212,762.54
C216890954
10,481,092.83
18,092,561.44
0
0
36
CASH_IN
259,363.18
C752613581
6,944,483.37
5,190,013.74
C184277394
4,733,714.93
5,848,587.97
0
0
743
PAYMENT
348,358.2
C461005805
17,936.88
26,940.82
C1026245023
907,104.72
4,953.56
0
0
382
CASH_OUT
4,398.7
C1075779661
1,516,068.21
1,627,137.82
M804682516
321,000.79
0
0
0
164
PAYMENT
178,414.7
C59516513
14.36
1,450.79
C1026176984
1,637,129.22
26,734.89
0
0
119
CASH_IN
170,131.42
C188796838
249,642.29
5,450,608.2
C41254997
3,637,574.42
186,458.7
0
0
58
CASH_OUT
52,636.01
C1424777072
22,176.77
1,471,485.99
C882776288
4,043,518.62
10,202.67
0
0
146
PAYMENT
116,563.48
C456536691
538,605.86
116,614.08
C829348988
22,191.22
0
0
0
96
PAYMENT
7,871
C1813309780
96,866.95
431,666
C2107706406
188,972.53
0
0
0
276
TRANSFER
696,990.98
C1476775822
1,822,062.99
1,824.15
M191125585
1,132,584.59
17,642
0
0
140
CASH_OUT
174,418.92
C670003630
294,969.18
48,981.99
C1832198279
3,210,704.25
160,500.12
0
0
360
CASH_OUT
187,661.67
C1532574169
386,704.09
516,286.18
C600132298
1,071,406
45,878.82
0
0
407
PAYMENT
7,323.65
C1899223170
3,423,453.91
5,421,598.83
C1699170319
693,802.24
584,029.7
0
0
406
CASH_IN
434,034.21
C2043447675
80,109.93
58,357.74
M1153457356
3,763,708.34
350,215.02
0
0
42
CASH_IN
131,841.86
C1960230694
291,894.38
3,836,513.18
C572453104
8,277,768.21
2,134,453.52
0
0
300
PAYMENT
52,414.76
C531121245
333,258.77
1,071,947.99
C1008685767
425,285.64
8,248.26
0
0
18
CASH_OUT
44,838.86
C2127905216
37,909.07
936,490.48
C93518808
1,475,852.02
3,985.42
0
0
343
CASH_OUT
332,450.93
C872820557
259.94
1,738.22
M443351719
4,929,994.14
3,721,705.41
0
0
65
CASH_IN
135,963.23
C604541611
2,126,481.88
7,786,682.27
C518509822
1,097,664.19
1.77
0
0
400
CASH_IN
898,940.16
C899476809
949,118.69
3,137,857.89
C809697248
8,766,270.46
8,746,495.22
0
0
130
CASH_OUT
50,561.88
C2124196307
344,134.79
1,382,954.85
C1439225149
299,645.8
0
0
0
262
CASH_OUT
36,444.37
C596863062
4,291,231.37
18,541,108.06
M1729115464
70,822.05
0
0
0
268
TRANSFER
17,735.13
C1115270277
1,185,664.4
5,016,103.96
C328596294
2,330,571.67
20.63
0
0
58
TRANSFER
14,634.79
C1455214101
579.33
19,462.78
M369947944
475,680.96
0.4
0
0
99
CASH_OUT
317,930.07
C1801125209
9,498.57
227,076.57
C195280962
2,863,209.68
347,932.18
0
0
218
CASH_OUT
15,023.05
C1283079983
1,487,505.69
2,358,344.7
M1307653925
867,400.55
20.54
0
0
49
CASH_OUT
23,786.81
C559563962
2,192,447.36
1,013,739.86
C867564567
464,421.66
399.18
0
0
247
PAYMENT
16,107.11
C252855612
1,359,795.46
1,265,221.38
M1958187234
282,709.44
0
0
0
94
CASH_OUT
2,895.08
C1245975473
4,454,484.46
2,005,954.66
C1486564213
9,047.67
0
0
0
66
CASH_OUT
358,155.07
C2111790109
81,382.37
121,152.85
C1045890688
3,831,713.61
856,716.17
0
0
25
CASH_OUT
293,384.86
C1608585963
0.01
0
C2116786123
4,287,646.48
3,278,625.47
0
0
340
DEBIT
18,702.62
C1215613736
2,399,021.4
1,116,572.86
M144493745
749,502.73
13,849.72
0
0
401
CASH_OUT
55,641.4
C1773674556
34,110.67
517,809.82
M1526923260
723,638.44
405.04
0
0
103
CASH_OUT
32,320.7
C1887573258
97.33
499.53
C1712577153
593,560.69
28,084.93
0
0
461
PAYMENT
30,604.71
C1591434879
5,298,800.29
2,660,285.57
C669445392
36,728.53
0
0
0
170
CASH_OUT
7,759.32
C610668752
4,296,561.1
4,695,931.31
C398137756
1,712,184.29
12,791.78
0
0
743
PAYMENT
64,235.57
C916290559
5,379,217.43
3,130,481.06
M354354185
1,066,407.84
715.71
0
0
121
DEBIT
270,123.77
C361155273
64.17
1,126,983.68
M1932932579
1,946,837.81
1,505.33
0
0
115
PAYMENT
2,326.99
C1161782405
121,128.75
5.83
C633862330
4,404.09
0
0
0
216
CASH_OUT
29,064.79
C1339363155
757,998.67
866.27
M1754281083
1,242,962.9
28,724.69
0
0
184
CASH_OUT
6,960.02
C394944778
8,953,739.4
3,692,334.99
C522282440
108,458.9
0
0
0
309
CASH_IN
226,548.89
C683880702
845,714.63
5,180,431.38
M1259223838
1,440,316.41
2,625.28
0
0
19
PAYMENT
149,818.44
C1769123905
23,496.23
5,823.59
C1356157756
1,390,598.69
897,050.73
0
0
56
CASH_OUT
55,817.62
C1055528380
8,691,315.3
4,332,571.76
C701942093
43,589.66
0
0
0
325
PAYMENT
43,021.84
C1411349313
584,172.39
118,922.8
C81739976
1,022,840.59
1,645.95
0
0
351
PAYMENT
9,193.09
C2025614373
0.01
16.34
M4676958
296,429.77
0.04
0
0
203
TRANSFER
7,040.84
C512854360
45,344.89
148,307.28
M1061477822
663,773.87
189.31
0
0
53
CASH_IN
797,131.06
C1183352741
1,267,145.81
4,636,657.18
C154319946
16,098,556.12
24,244,040.77
0
0