step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
309
CASH_IN
231,910.56
C480245360
7,094,713.6
7,326,624.16
C29028630
551,876.64
319,966.08
0
0
163
PAYMENT
28,437.44
C1660496124
0
0
M360148719
0
0
0
0
207
CASH_IN
173,497.62
C1444389387
9,917
183,414.62
C1704431060
752,009.22
578,511.6
0
0
380
PAYMENT
14,213.23
C863039154
221,702
207,488.77
M1101367661
0
0
0
0
235
PAYMENT
16,713.45
C773184429
0
0
M312358027
0
0
0
0
12
CASH_IN
103,231.22
C1345238521
1,023,564.93
1,126,796.16
C1561140816
719,297.7
1,296,231.71
0
0
236
CASH_IN
175,415.57
C1503649009
0
175,415.57
C960783964
2,716,624.11
2,541,208.54
0
0
356
CASH_IN
354,574.15
C1226943436
50,024
404,598.15
C785462817
782,746.05
428,171.9
0
0
26
PAYMENT
4,544.37
C1752983523
24,359.36
19,814.99
M646413364
0
0
0
0
233
CASH_OUT
118,052.08
C550776949
410
0
C919207118
0
118,052.08
0
0
14
TRANSFER
1,385,495.96
C1333842191
0
0
C530106477
3,859,979.18
5,543,458.44
0
0
161
CASH_OUT
77,857.04
C451022487
70,178
0
C1006945070
517,580.5
595,437.54
0
0
567
CASH_OUT
97,346.58
C1374126326
0
0
C271536000
401,988.61
499,335.19
0
0
406
CASH_OUT
142,768.38
C936448708
6,528
0
C1947529897
25,478.38
168,246.76
0
0
401
PAYMENT
13,067.65
C1072227933
102,689.07
89,621.42
M1612831269
0
0
0
0
327
PAYMENT
6,159.47
C1452105407
0
0
M1013795299
0
0
0
0
326
CASH_OUT
248,986.61
C1135655666
0
0
C887722153
2,283,863.8
2,532,850.42
0
0
188
TRANSFER
597,186.51
C655995081
0
0
C244654962
3,714,635.23
4,311,821.75
0
0
20
CASH_OUT
65,498.2
C1859767648
4,214
0
C841708979
0
308,816.2
0
0
142
CASH_IN
204,609.47
C596066261
2,010
206,619.47
C1358620682
0
0
0
0
380
PAYMENT
11,906.12
C496100806
181
0
M22265552
0
0
0
0
139
PAYMENT
3,925.99
C1948302712
107,709
103,783.01
M1445325673
0
0
0
0
350
PAYMENT
28,534.3
C989186497
50,725
22,190.7
M1343483903
0
0
0
0
235
TRANSFER
227,735.72
C455597058
0
0
C1936889175
326,945.1
554,680.82
0
0
588
PAYMENT
2,591.39
C83068354
35,245
32,653.61
M479225829
0
0
0
0
307
CASH_IN
143,145.27
C929957217
21,667,272.09
21,810,417.36
C1264924549
222,699.31
79,554.04
0
0
298
CASH_IN
154,986.17
C53391757
22,069,463.04
22,224,449.22
C1809173127
54,785,635.39
54,630,649.22
0
0
375
CASH_OUT
71,394.17
C1548987550
0
0
C77460741
531,537.22
1,007,812.07
0
0
177
CASH_OUT
145,230.95
C1196726826
0
0
C1123296715
1,399,664.17
1,544,895.12
0
0
11
CASH_OUT
101,142.75
C1828110937
80,369.7
0
C2008288438
3,380,416.32
3,643,715.66
0
0
250
CASH_IN
45,410.3
C2118466550
26,022
71,432.3
C1403976858
0
0
0
0
33
TRANSFER
1,037,987.09
C1472711603
33,625
0
C659316679
178,994.58
1,216,981.67
0
0
231
CASH_IN
235,846.3
C808668182
20,148,982.52
20,384,828.82
C754811797
1,327,904.21
1,092,057.91
0
0
34
CASH_OUT
321,090.28
C1874246122
347
0
C1372252045
1,477,280.72
1,798,371
0
0
22
PAYMENT
50,856.96
C94675181
0
0
M1320663984
0
0
0
0
325
PAYMENT
14,035.95
C1391111255
11,072
0
M149111311
0
0
0
0
9
CASH_IN
140,440.07
C994279254
6,995,392.1
7,135,832.18
C1493513506
9,363,168.89
9,680,048.95
0
0
229
CASH_OUT
207,603.66
C1206750787
0
0
C1956131129
1,992,731.23
2,200,334.89
0
0
577
DEBIT
6,871.99
C1607226022
100,379
93,507.01
C377335570
305,556.48
312,428.47
0
0
351
CASH_OUT
106,472.27
C1715455579
0
0
C1014148483
433,751.29
540,223.55
0
0
372
TRANSFER
278,228.57
C259213871
0
0
C1064363366
3,120,811.53
3,399,040.1
0
0
538
TRANSFER
3,856,775.88
C1611333212
52,718
0
C952186896
1,329,128.71
5,185,904.59
0
0
281
CASH_IN
151,990.39
C695536705
14,155,750.64
14,307,741.03
C658811646
597,029.65
445,039.26
0
0
278
CASH_IN
29,392.86
C846260717
107,203
136,595.86
C2043366437
313,644.24
284,251.38
0
0
250
CASH_OUT
27,852.74
C993746210
1,129
0
C527708239
1,621,665.92
1,649,518.66
0
0
235
CASH_IN
37,191.84
C1475466962
4,027,909.5
4,065,101.34
C943851067
60,652.25
23,460.41
0
0
400
CASH_IN
135,905.5
C1300587132
1,735,163.51
1,871,069.01
C95536716
214,554.11
78,648.61
0
0
325
PAYMENT
14,468.07
C1803184873
0
0
M916060505
0
0
0
0
35
TRANSFER
1,613,710.38
C445866375
288
0
C1562150022
121,406.99
1,827,744.23
0
0
281
CASH_OUT
207,342.37
C469595179
0
0
C1119375343
507,337.59
714,679.95
0
0
37
CASH_OUT
40,474.84
C589407235
0
0
C1362803227
246,280.64
286,755.48
0
0
33
PAYMENT
15,435.07
C377502052
70,622.03
55,186.96
M237289803
0
0
0
0
157
PAYMENT
1,401.39
C899620218
54,713.12
53,311.72
M632500222
0
0
0
0
371
CASH_IN
126,080.9
C1371092758
4,666
130,746.9
C1053692214
115,389.84
0
0
0
235
CASH_IN
54,915.23
C1594272366
1,250,971.01
1,305,886.24
C182762530
321,341.05
266,425.81
0
0
132
CASH_IN
136,953.38
C1899373444
22,303
159,256.38
C34449369
1,672,626.49
1,535,673.11
0
0
279
PAYMENT
62,624.68
C1038259563
0
0
M1172141266
0
0
0
0
324
PAYMENT
30,365.63
C1876616700
9,670
0
M1103860949
0
0
0
0
262
PAYMENT
1,015.16
C1595883153
32,342
31,326.84
M331745248
0
0
0
0
354
CASH_OUT
262,407.35
C2037978273
2,719
0
C1578218116
68,834.91
331,242.26
0
0
520
PAYMENT
8,314.64
C587428678
203,606
195,291.36
M1061536635
0
0
0
0
300
PAYMENT
420.92
C1489490453
6,548
6,127.08
M1306192915
0
0
0
0
234
PAYMENT
8,805.85
C1929123505
0
0
M1796588909
0
0
0
0
212
PAYMENT
25,791.07
C1461353776
0
0
M2000982545
0
0
0
0
158
CASH_IN
112,133.56
C1313019980
128,492
240,625.56
C1319995760
0
0
0
0
34
PAYMENT
7,729.1
C907786361
39,055.41
31,326.31
M1658299580
0
0
0
0
333
CASH_IN
269,617.05
C199645149
7,848,434.5
8,118,051.55
C1287720540
1,060,805.47
791,188.42
0
0
259
PAYMENT
10,314.25
C900761968
17,306.23
6,991.98
M1852835548
0
0
0
0
283
CASH_IN
63,860.63
C1191709254
25,263,308.09
25,327,168.72
C1797603707
318,243.76
254,383.13
0
0
8
PAYMENT
9,652.12
C238927185
92,092.69
82,440.56
M920834503
0
0
0
0
348
CASH_IN
119,993.74
C1008538185
5,507,309.35
5,627,303.09
C619502779
1,605,317.71
1,485,323.97
0
0
299
PAYMENT
20,567.26
C2005094805
2,592
0
M1411819669
0
0
0
0
182
CASH_OUT
232,729.19
C744176689
132,478
0
C810829604
67,052.72
299,781.91
0
0
228
CASH_IN
287,328.38
C1776240621
60,679
348,007.38
C1538346813
0
0
0
0
37
PAYMENT
36,172.62
C1862956521
405,629
369,456.38
M118769045
0
0
0
0
691
PAYMENT
29,128.61
C983668680
12,127
0
M1469457376
0
0
0
0
131
CASH_OUT
222,538.45
C355359469
97,542
0
C757360604
0
222,538.45
0
0
257
CASH_IN
172,289.14
C1962443987
14,954
187,243.14
C1117764767
148,585.16
0
0
0
169
PAYMENT
140.18
C1344888788
41,285.71
41,145.53
M1194234107
0
0
0
0
370
CASH_IN
284,375.61
C1576293402
5,434,696.25
5,719,071.86
C1864415999
30,097,996.39
29,813,620.78
0
0
184
CASH_IN
104,048.14
C605400404
11,295
115,343.14
C609192087
4,560,620.07
4,456,571.94
0
0
210
CASH_OUT
84,483.86
C1569976779
0
0
C562287359
1,248,501.44
1,226,611.6
0
0
358
CASH_OUT
127,833.8
C809569853
8,422.43
0
C1638592349
4,164,105.98
4,291,939.79
0
0
394
CASH_IN
155,862.65
C1926864000
2,831,882.04
2,987,744.68
C1828635862
763,780.81
607,918.16
0
0
404
PAYMENT
13,553.4
C1998638966
21,133
7,579.6
M95600815
0
0
0
0
9
CASH_OUT
46,466.52
C477985855
0
0
C1693783990
58,518.77
104,985.3
0
0
355
PAYMENT
4,689.83
C1343335821
0
0
M588269474
0
0
0
0
154
CASH_IN
200,448.08
C1788879931
26,528
226,976.08
C67400351
2,372,386.83
2,171,938.75
0
0
8
PAYMENT
4,296.18
C1130579119
3,457.5
0
M88695564
0
0
0
0
360
PAYMENT
8,291.97
C5606848
10,281
1,989.03
M128125699
0
0
0
0
396
CASH_OUT
263,448.47
C774394592
19,829.82
0
C2102590443
2,989,112.95
3,252,561.42
0
0
330
PAYMENT
7,955.21
C1336848009
0
0
M2020272936
0
0
0
0
11
CASH_OUT
203,381.91
C532799042
0
0
C907770473
366,025.1
569,407.01
0
0
187
CASH_OUT
204,138
C834818210
315,681
111,543
C651077660
185,331.49
389,469.49
0
0
277
CASH_OUT
85,761.72
C979329822
13,308
0
C1881803541
212,429.12
298,190.84
0
0
36
CASH_IN
96,123.1
C392892883
9,192
105,315.1
C1688894003
0
0
0
0
348
CASH_OUT
88,906.49
C875043977
0
0
C1993438039
582,549.71
956,912.01
0
0
235
PAYMENT
39,442.86
C1772688482
0
0
M1280137654
0
0
0
0
330
PAYMENT
32,242.04
C811610778
0
0
M67890365
0
0
0
0
522
CASH_OUT
33,112.95
C2134640284
0
0
C1975918135
8,967,251.44
9,000,364.39
0
0