step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
155
CASH_IN
13,854.92
C203767612
48,700
62,554.92
C1937031449
222,240.24
208,385.32
0
0
134
TRANSFER
123,524.04
C1192109352
0
0
C777779618
2,164,412.8
2,287,936.83
0
0
256
TRANSFER
300,162.76
C1302343815
0
0
C176434594
692,915.28
993,078.04
0
0
322
CASH_IN
121,511.03
C1325115336
13,391,884.77
13,513,395.8
C1828979901
239,512.53
118,001.5
0
0
206
CASH_IN
400,455.42
C1180707334
1,122
401,577.42
C1890708324
0
0
0
0
354
CASH_OUT
214,338.75
C1337448264
653
0
C1693543478
0
214,338.75
0
0
201
CASH_IN
201,712.61
C1416231138
1,711,851.16
1,913,563.77
C614274623
275,116.84
73,404.23
0
0
180
PAYMENT
1,135.75
C2087081023
257,802
256,666.25
M161016981
0
0
0
0
36
CASH_IN
58,519.5
C1137827910
1,248,973.22
1,307,492.72
C1647365900
150,032.55
91,513.05
0
0
236
PAYMENT
1,983.55
C1811065216
0
0
M2039002021
0
0
0
0
327
CASH_OUT
187,834.01
C957675142
15,269
0
C2138340769
2,176,182.93
2,364,016.94
0
0
155
CASH_IN
83,975.35
C593321107
8,002,785.73
8,086,761.09
C759668657
304,292.47
220,317.12
0
0
260
PAYMENT
121.65
C1045792166
665
543.35
M967353176
0
0
0
0
377
CASH_OUT
459,948.51
C2031280656
73,281
0
C338389573
330,355.36
790,303.86
0
0
299
CASH_OUT
159,837.61
C2019124957
1,489
0
C1565405414
439,501.81
599,339.43
0
0
94
PAYMENT
10,744.45
C982314313
21,212
10,467.55
M1928162870
0
0
0
0
273
CASH_OUT
145,163.59
C1213707870
20,672
0
C788134039
0
145,163.59
0
0
206
CASH_IN
177,124
C633336765
42,026
219,150
C640847261
498,414.43
73,260.22
0
0
189
CASH_OUT
142,196.43
C32812805
43,238.63
0
C2064729020
171,396.51
313,592.94
0
0
185
PAYMENT
30,547.01
C1468421710
737,736.38
707,189.37
M360247300
0
0
0
0
43
CASH_OUT
148,051.5
C1669196435
0
0
C1939513155
628,587.84
776,639.34
0
0
226
CASH_OUT
211,388.61
C186842838
31,606
0
C250433966
0
211,388.61
0
0
397
CASH_IN
78,306.42
C576611408
1,070,924.26
1,149,230.68
C1593451016
11,581,985.03
11,503,678.6
0
0
207
CASH_OUT
13,158.21
C89159523
51,794
38,635.79
C1430480879
0
13,158.21
0
0
353
CASH_OUT
38,646.37
C5675859
22,585.88
0
C1253650165
1,820,417
1,859,063.37
0
0
332
CASH_OUT
234,949.62
C1600586888
1,849
0
C1929817656
0
234,949.62
0
0
350
PAYMENT
19,741.19
C673133338
0
0
M478670991
0
0
0
0
335
PAYMENT
13,560.92
C2027838148
85,539.02
71,978.1
M17168813
0
0
0
0
277
CASH_OUT
20,395.47
C1094715335
379
0
C1790907210
1,516,582.36
1,536,977.83
0
0
403
CASH_OUT
58,591.69
C958083817
0
0
C38132006
59,537.71
118,129.41
0
0
322
PAYMENT
25,440.86
C770885742
0
0
M1468559931
0
0
0
0
303
PAYMENT
14,128.49
C2146855991
0
0
M1605734755
0
0
0
0
375
PAYMENT
7,150.29
C941477587
71,877
64,726.71
M2061119942
0
0
0
0
217
DEBIT
2,395.97
C216488545
51,705
49,309.03
C1877636028
1,766,767.28
1,769,163.25
0
0
400
TRANSFER
765,324.51
C1208440499
240
0
C1409747335
0
765,324.51
0
0
226
PAYMENT
14,646.32
C844095866
345,866
331,219.68
M1551449679
0
0
0
0
205
PAYMENT
11,047.98
C2123602839
0
0
M1246010947
0
0
0
0
278
PAYMENT
7,823.77
C1524620170
797,521
789,697.23
M673161286
0
0
0
0
139
CASH_IN
35,750.97
C2130851732
3,530,407.46
3,566,158.42
C1895020166
7,262,761.38
7,227,010.41
0
0
188
PAYMENT
4,795.4
C331278256
7,075
2,279.6
M718454581
0
0
0
0
260
PAYMENT
6,005.23
C1181781855
0
0
M1028018320
0
0
0
0
370
CASH_IN
193,504.47
C1881478714
3,713,271.76
3,906,776.23
C1058201290
4,865,958.35
4,672,453.88
0
0
187
PAYMENT
11,970.51
C622229852
0
0
M30424795
0
0
0
0
163
CASH_IN
119,795.3
C226538370
2,417,280.93
2,537,076.23
C719997394
938,812.96
819,017.67
0
0
38
CASH_IN
98,224.68
C1383188764
2,105,690.99
2,203,915.68
C1789278476
956,317.55
858,092.87
0
0
300
PAYMENT
24,075.68
C331706469
0
0
M916824056
0
0
0
0
370
PAYMENT
10,041.31
C1723841035
343,504.18
333,462.87
M1628385191
0
0
0
0
120
PAYMENT
1,890.87
C323333954
23,940
22,049.13
M162770011
0
0
0
0
159
CASH_IN
35,616.27
C526217661
1,108,572.07
1,144,188.34
C874868512
165,139.19
129,522.92
0
0
44
CASH_OUT
224,720.06
C431284177
0
0
C1690808262
3,972,500.79
4,197,220.85
0
0
184
CASH_IN
73,857.4
C2008735453
82,315
156,172.4
C1179647291
2,769,507.47
2,695,650.08
0
0
129
CASH_OUT
445,772.82
C682199531
6,053
0
C631244673
0
445,772.82
0
0
355
CASH_OUT
66,999.8
C1611889485
0
0
C176511605
165,560.41
232,560.21
0
0
286
PAYMENT
7,800.84
C1988550346
5,134
0
M677151343
0
0
0
0
156
CASH_OUT
473,189.53
C124082881
0
0
C1729024666
1,342,451.37
1,815,640.91
0
0
42
CASH_IN
351,911.56
C74872090
5,207,220.26
5,559,131.82
C1893902520
1,211,879.52
859,967.96
0
0
328
TRANSFER
344,356.43
C347437273
0
0
C245650733
1,020,508.43
1,364,864.86
0
0
187
PAYMENT
3,178.32
C1857651016
12,478
9,299.68
M458200493
0
0
0
0
449
PAYMENT
19,876.16
C1866536493
0
0
M1790889374
0
0
0
0
346
PAYMENT
3,126.75
C257925960
0
0
M1365025618
0
0
0
0
633
TRANSFER
125,107.12
C2008189700
125,107.12
0
C1820507846
0
0
1
0
207
CASH_OUT
214,499.03
C1566205132
29,324
0
C625707394
244,626.84
459,125.87
0
0
20
CASH_OUT
110,122
C1453136560
0
0
C1768641212
12,471,317.4
12,600,023.97
0
0
403
CASH_IN
112,973.32
C1803162749
210,124.2
323,097.53
C276906502
7,445,750.49
7,332,777.17
0
0
321
CASH_IN
11,988.84
C1842316991
3,820
15,808.84
C256030147
2,606,234.09
2,594,245.24
0
0
544
CASH_OUT
145,671.03
C595637913
0
0
C1720620090
2,806,834.12
2,952,505.15
0
0
352
CASH_IN
107,780.88
C1773409841
12,650,915.41
12,758,696.29
C2008927841
145,067.22
37,286.33
0
0
321
CASH_OUT
47,020.89
C1712672617
122,529
75,508.11
C453278149
974,122.22
1,021,143.11
0
0
254
CASH_OUT
138,400.13
C353231434
0
0
C22428002
3,961,238.13
4,099,638.26
0
0
273
CASH_IN
79,046.15
C1327602669
31,951
110,997.15
C2059935509
143,769.58
64,723.43
0
0
184
PAYMENT
5,852.88
C1060568728
0
0
M1640947871
0
0
0
0
136
PAYMENT
2,341.95
C2039964471
10,212
7,870.05
M1259316767
0
0
0
0
188
CASH_OUT
241,330.56
C2118137675
0
0
C828138449
2,894,163.7
3,135,494.26
0
0
153
CASH_OUT
329,645.05
C162074660
0
0
C491744285
3,299,163.9
3,628,808.95
0
0
297
PAYMENT
710.58
C1156061994
0
0
M1161479240
0
0
0
0
179
TRANSFER
48,112.48
C141428504
0
0
C1067783447
8,250,573.95
8,298,686.44
0
0
352
CASH_OUT
387,038.73
C234623052
0
0
C520578291
1,942,766.52
2,329,805.25
0
0
404
CASH_OUT
77,316.89
C2125970924
0
0
C1764597024
322,750.97
400,067.87
0
0
131
PAYMENT
6,877.88
C1093950822
0
0
M411214340
0
0
0
0
249
CASH_OUT
555,946.09
C1058366846
184,008
0
C380259496
1,590,657.27
2,146,603.35
0
0
302
TRANSFER
7,752,981.52
C1303680522
0
0
C81022107
10,227,039.79
17,980,021.32
0
0
326
CASH_OUT
129,628.31
C462432384
0
0
C1030597810
2,137,532.77
2,267,161.07
0
0
234
CASH_OUT
235,026.29
C978686254
0
0
C292369629
4,137,243
4,372,269.29
0
0
397
CASH_IN
99,958.73
C409041516
21,257
121,215.73
C895551981
3,421,697.93
3,321,739.19
0
0
355
PAYMENT
6,298.8
C389570909
0
0
M1570031889
0
0
0
0
19
CASH_OUT
20,852.84
C1138103513
124
0
C1356360666
52,282.45
73,135.29
0
0
154
CASH_OUT
49,296.8
C1876748789
20,468
0
C980952475
1,696,829.72
1,746,126.52
0
0
133
CASH_IN
6,944.06
C2024705738
35,990
42,934.06
C2065686048
0
0
0
0
372
CASH_OUT
124,722.05
C384554601
0
0
C455029994
776,139.6
900,861.65
0
0
329
PAYMENT
1,608.74
C710296502
0
0
M251174628
0
0
0
0
236
PAYMENT
4,013.32
C176776827
12,142.99
8,129.67
M50243358
0
0
0
0
373
TRANSFER
942,529.24
C1886694474
0
0
C1277761376
2,276,016.53
3,218,545.76
0
0
7
CASH_IN
52,429.68
C1904553846
2,421,260.74
2,473,690.41
C1882860489
279,027.08
226,597.4
0
0
399
CASH_OUT
99,933.58
C553996358
92,142
0
C1878587095
0
99,933.58
0
0
369
CASH_IN
439,891.09
C2087391656
10,483
450,374.09
C388213450
1,096,115.86
656,224.77
0
0
597
PAYMENT
2,450.9
C1833376253
0
0
M1106263499
0
0
0
0
324
PAYMENT
14,563.52
C229579923
0
0
M1873250025
0
0
0
0
37
PAYMENT
7,236.75
C1724813946
0
0
M1200691969
0
0
0
0
39
CASH_OUT
236,039.84
C465110868
415,650
179,610.16
C767042903
2,094,931.56
2,330,971.4
0
0
323
TRANSFER
2,536,220.31
C420347823
43
0
C1989640257
252,887.67
2,789,107.98
0
0