step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
191
CASH_IN
88,645.64
C1243336204
1,121
89,766.64
C405176846
3,102,269.1
3,013,623.46
0
0
235
PAYMENT
5,849.63
C208376082
0
0
M1914552583
0
0
0
0
375
CASH_OUT
58,495.25
C649660917
0
0
C1894643766
664,110.66
722,605.91
0
0
354
CASH_OUT
81,506.62
C1471925818
0
0
C216555291
1,254,737.63
1,336,244.24
0
0
133
PAYMENT
17,046.59
C138025386
0
0
M570588147
0
0
0
0
403
CASH_OUT
270,631.4
C1283169764
0
0
C1347133833
339,113.36
609,744.76
0
0
351
CASH_OUT
179,762.83
C1777912520
0
0
C989484366
435,343.69
615,106.52
0
0
183
PAYMENT
5,364.5
C149161812
0
0
M623159618
0
0
0
0
162
CASH_IN
78,810.43
C991192006
20,203
99,013.43
C259874601
243,135.04
164,324.61
0
0
322
CASH_IN
57,048.71
C723865014
3,977,947
4,034,995.71
C57885497
776,022.88
718,974.18
0
0
401
CASH_OUT
90,106.94
C1588611647
0
0
C1105819050
369,954.02
460,060.96
0
0
235
CASH_OUT
71,233.79
C890294921
0
0
C1400186899
416,924.11
488,157.9
0
0
14
PAYMENT
9,412.76
C1582032231
19,871
10,458.24
M1997386029
0
0
0
0
259
PAYMENT
8,411.84
C1010850582
0
0
M1658106546
0
0
0
0
203
CASH_IN
198,851.04
C1624621897
2,486,417.44
2,685,268.48
C1168424751
234,411.86
35,560.82
0
0
208
PAYMENT
205.83
C900383173
0
0
M1400787358
0
0
0
0
563
TRANSFER
1,565,621.39
C1835277194
1,565,621.39
0
C372825955
0
0
1
0
326
CASH_IN
254,579.34
C1025412512
14,775,661.77
15,030,241.11
C224714759
642,680.51
388,101.17
0
0
226
PAYMENT
4,920.17
C1182406921
33,710.51
28,790.34
M2070328036
0
0
0
0
522
TRANSFER
3,647,962.44
C1438214695
178
0
C1765412156
4,341,179.95
7,989,142.4
0
0
380
PAYMENT
2,027.13
C140548401
22
0
M1278132544
0
0
0
0
134
CASH_IN
154,239.44
C1065411419
8,691,194.38
8,845,433.82
C1669559054
570,113.06
415,873.63
0
0
258
CASH_OUT
202,368.38
C696239240
30,123
0
C906676977
4,244,319.29
4,446,687.66
0
0
399
TRANSFER
624,459.44
C1247871748
18,775
0
C239665913
0
624,459.44
0
0
41
CASH_OUT
22,372.91
C1368626426
0
0
C579635599
25,406
0
0
0
163
CASH_IN
3,728.05
C212251184
20,389
24,117.05
C1851856110
396,308.98
302,377.05
0
0
159
CASH_IN
160,343.23
C1142265579
1,488,642.37
1,648,985.6
C1876295118
2,095,846.32
1,935,503.09
0
0
205
CASH_OUT
738.49
C194594475
10,037
9,298.51
C359518909
371,839.63
372,578.12
0
0
373
CASH_OUT
66,879.53
C1176638947
0
0
C1657275026
216,168.21
283,047.74
0
0
212
CASH_IN
145,996.16
C1390110476
9,101
155,097.16
C41608171
9,991
0
0
0
263
CASH_OUT
225,089.61
C290756865
436
0
C1256674860
67,714.98
292,804.59
0
0
395
CASH_OUT
62,682.91
C555638920
24,061
0
C553754086
0
62,682.91
0
0
141
TRANSFER
850,036.71
C1406915403
0
0
C870844967
1,638,875.82
2,488,912.54
0
0
399
CASH_IN
147,304.41
C1529698238
12,483
159,787.41
C984370423
127,996.57
0
0
0
250
CASH_IN
103,300.8
C1425644135
10,071
113,371.8
C201510393
1,315,422.74
1,212,121.94
0
0
403
CASH_OUT
245,422.99
C1501657338
40,846
0
C1824059477
0
245,422.99
0
0
235
PAYMENT
2,877.94
C419161040
0
0
M1962823347
0
0
0
0
332
CASH_IN
70,775.3
C485013041
5,614,567.13
5,685,342.43
C1460868518
525,495.71
454,720.41
0
0
158
CASH_OUT
79,119.6
C1825415776
0
0
C343029885
1,864,928.39
1,993,636.71
0
0
129
CASH_OUT
109,796.38
C391201220
0
0
C1377718929
204,573.84
314,370.22
0
0
306
TRANSFER
8,301,288.99
C319695871
0
0
C1319869164
9,296,088.37
17,460,098.55
0
0
327
TRANSFER
181,409.76
C2052001624
0
0
C292103771
434,883.38
616,293.14
0
0
373
TRANSFER
1,548,336.8
C378760255
115
0
C986242444
504,245.72
2,052,582.52
0
0
37
CASH_IN
121,928.94
C1753670439
22,060,375.4
22,182,304.34
C2051941954
787,519.54
665,590.59
0
0
18
CASH_OUT
30,396.69
C176858472
42,155
11,758.31
C1315912968
0
30,396.69
0
0
394
CASH_OUT
89,795.37
C912989240
0
0
C899769358
437,087.9
526,883.27
0
0
402
PAYMENT
14,263
C1176953609
0
0
M762118377
0
0
0
0
257
CASH_IN
314,845.59
C694574096
1,279,519.76
1,594,365.35
C138638709
1,414,260.52
1,099,414.93
0
0
182
CASH_OUT
448,829.52
C480769916
9,541
0
C1786011910
5,282,126.44
5,730,955.96
0
0
94
CASH_OUT
17,943.85
C831941353
0
0
C1428963834
622,659.04
640,602.89
0
0
280
CASH_IN
66,022.77
C1302515126
19,682
85,704.77
C1795679305
0
0
0
0
395
CASH_IN
247,489.97
C1834741189
3,142,057.88
3,389,547.85
C1320717748
335,727.35
88,237.38
0
0
402
CASH_IN
38,707.68
C1662273782
21,587,760.32
21,626,468
C1023879244
1,779,441.56
1,740,733.89
0
0
161
CASH_OUT
353,994.61
C82992560
12,448
0
C108101199
618,223.88
972,218.48
0
0
18
TRANSFER
123,503.59
C1884617789
0
0
C399274828
1,234,896.34
2,121,163.67
0
0
206
PAYMENT
7,357.15
C1796483690
1,553
0
M1359928219
0
0
0
0
279
PAYMENT
3,741.67
C1769264578
9,000
5,258.33
M1945050396
0
0
0
0
10
PAYMENT
1,156.59
C1620586899
853,288
852,131.41
M1593683889
0
0
0
0
353
CASH_OUT
452,087.8
C506448089
15,663
0
C1827086201
139,022.57
591,110.37
0
0
240
CASH_IN
163,905.22
C1130904958
2,115,886.53
2,279,791.74
C1902518595
513,695.02
349,789.81
0
0
275
CASH_OUT
63,431.3
C1360230360
737
0
C1657714819
0
63,431.3
0
0
164
PAYMENT
26,203.45
C1411880084
259
0
M903969833
0
0
0
0
188
CASH_OUT
6,980.3
C965376709
0
0
C2095772767
8,773,844.28
8,780,824.58
0
0
38
CASH_OUT
344,017.21
C1701329361
88,148
0
C366015139
13,949,512.09
14,293,529.3
0
0
286
PAYMENT
104.87
C69629378
12,264
12,159.13
M1194145955
0
0
0
0
381
PAYMENT
1,277.01
C598310672
19,865
18,587.99
M1151492913
0
0
0
0
298
CASH_IN
84,035.91
C1935164178
15,689,043.93
15,773,079.84
C958691106
6,246,234.86
6,162,198.95
0
0
17
CASH_IN
235,365.39
C1616953130
4,586,257.88
4,821,623.28
C900921479
498,236.28
262,870.89
0
0
227
PAYMENT
46,084.93
C1516590965
107,603
61,518.07
M1846742464
0
0
0
0
42
CASH_OUT
123,843.34
C1944819575
0
0
C1930935243
1,975,314.42
2,099,157.76
0
0
19
CASH_IN
63,351.45
C1430132988
6,292,445.85
6,355,797.3
C341133823
3,773,587.62
3,511,390.19
0
0
426
CASH_OUT
475,883.46
C448659360
23,943
0
C2013934446
120,291.5
596,174.96
0
0
285
PAYMENT
28,421.11
C829536937
0
0
M79850404
0
0
0
0
33
PAYMENT
4,738.69
C993624694
0
0
M1226174777
0
0
0
0
159
CASH_OUT
155,681.56
C1365877376
82,547
0
C66108622
0
155,681.56
0
0
189
CASH_IN
55,103.17
C291958077
2,058,728.88
2,113,832.05
C1755092826
2,592,917.66
2,537,814.49
0
0
95
CASH_OUT
98,169.56
C56688575
148
0
C503579744
0
98,169.56
0
0
155
PAYMENT
12,501.25
C1051883915
27,203
14,701.75
M379237309
0
0
0
0
277
PAYMENT
164.21
C1871488452
45,266
45,101.79
M1524661057
0
0
0
0
186
CASH_OUT
268,880.36
C2096558315
0
0
C1221676402
3,159,851.48
3,428,731.84
0
0
307
PAYMENT
7,584.63
C1032045319
0
0
M749171902
0
0
0
0
353
CASH_OUT
104,121.95
C1601699652
0
0
C1927010100
2,697,395.89
2,801,517.84
0
0
691
PAYMENT
5,468.31
C2045515285
66,140
60,671.69
M1905357670
0
0
0
0
251
CASH_OUT
105,806.82
C2141138843
26,418
0
C1453112071
1,752,843.58
1,858,650.41
0
0
355
CASH_OUT
192,189.7
C1662115189
0
0
C527116730
266,595.08
458,784.78
0
0
690
PAYMENT
2,489.76
C174634938
0
0
M2141997946
0
0
0
0
300
CASH_IN
201,437.61
C1232375122
760,233.81
961,671.42
C1926625466
3,571,923.8
3,370,486.19
0
0
346
PAYMENT
879.09
C408699169
0
0
M116838118
0
0
0
0
547
CASH_IN
271,800.96
C1193937186
7,689,536.13
7,961,337.09
C1883091136
405,446.14
133,645.17
0
0
231
PAYMENT
3,696.09
C220346929
87,993
84,296.91
M1935365808
0
0
0
0
201
CASH_IN
142,144.57
C326958279
11,208
153,352.57
C321396956
0
0
0
0
21
CASH_OUT
34,338.95
C721313560
60,159
25,820.05
C1963947209
1,714,469.1
1,748,808.05
0
0
378
CASH_OUT
114,088.2
C1799213304
7,735
0
C46546996
582,886.09
696,974.3
0
0
190
CASH_IN
20,259.98
C1019891611
2,142,546.31
2,162,806.3
C73508698
97,449.27
77,189.29
0
0
355
PAYMENT
10,930.59
C2013515196
60,700
49,769.41
M107452302
0
0
0
0
401
CASH_OUT
155,328.01
C1075830958
76,973
0
C655944148
384,012.78
539,340.79
0
0
252
CASH_OUT
154,869.98
C407166536
0
0
C987706248
2,591,955.17
2,746,825.16
0
0
94
TRANSFER
185,984.74
C1701254536
0
0
C1512531739
1,563,939.1
1,749,923.83
0
0
347
CASH_OUT
234,403.89
C2071202923
0
0
C2132953900
756,945.28
991,349.17
0
0
178
CASH_IN
160,641.78
C1822471469
2,084
162,725.78
C251430005
564,484.29
403,842.5
0
0