step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
157
TRANSFER
212,593.72
C1537766225
26,095
0
C1432458964
3,521,712.42
3,734,306.14
0
0
352
PAYMENT
24,130.18
C2119954384
20,017
0
M1014914613
0
0
0
0
232
CASH_OUT
438,766.03
C568836881
0
0
C869463465
1,094,505.38
1,533,271.41
0
0
13
CASH_IN
545,581.91
C442333450
19,942
565,523.91
C2059109138
875,708.57
330,126.66
0
0
408
PAYMENT
1,642.96
C1905426148
0
0
M1443442216
0
0
0
0
15
TRANSFER
239,493.23
C1916899751
0
0
C1644667402
2,722,025.57
2,961,518.8
0
0
232
PAYMENT
12,773.5
C1612606047
40,286
27,512.5
M212085763
0
0
0
0
358
CASH_OUT
31,983.46
C2016440880
0
0
C792445117
565,335.36
597,318.82
0
0
327
CASH_OUT
312,143.59
C1069883248
12,661
0
C1786445870
0
312,143.59
0
0
178
PAYMENT
29,597.69
C1529026924
0
0
M1355968338
0
0
0
0
19
CASH_OUT
186,781.13
C1529304703
0
0
C41318698
643,112.43
829,893.56
0
0
322
CASH_OUT
93,126.02
C1803971694
0
0
C254297645
184,421.69
277,547.71
0
0
403
TRANSFER
473,419.32
C1917696034
0
0
C434989972
747,727.09
1,221,146.41
0
0
178
CASH_OUT
205,922.74
C562008954
13,941
0
C557956046
0
205,922.74
0
0
400
CASH_OUT
91,953.75
C902449709
0
0
C2139853403
6,004,108.86
6,096,062.6
0
0
207
TRANSFER
199,605.9
C1985910808
0
0
C442926624
5,112,694.44
5,312,300.34
0
0
397
CASH_OUT
168,033.92
C1657054840
0
0
C733545577
5,737,169.64
5,905,203.57
0
0
356
CASH_IN
172,704.13
C1285499554
31,920
204,624.13
C1724376959
295,904.83
123,200.7
0
0
298
PAYMENT
5,994.61
C225157822
0
0
M148571284
0
0
0
0
380
CASH_OUT
99,357.68
C501942747
1,878
0
C321530602
0
99,357.68
0
0
135
CASH_OUT
108,872.33
C1534581170
0
0
C1599978553
1,266,521.4
1,375,393.73
0
0
345
CASH_OUT
313,217.15
C223375771
17,094
0
C270606763
17,673.82
330,890.97
0
0
373
PAYMENT
30,943.46
C413212928
80,171
49,227.54
M2092998616
0
0
0
0
43
PAYMENT
22,233.57
C1496722611
11,579
0
M1632159119
0
0
0
0
348
PAYMENT
5,877.91
C1807906349
0
0
M750610673
0
0
0
0
416
CASH_IN
126,905.52
C945916058
2,769,098.46
2,896,003.98
C239678975
794,275.8
667,370.28
0
0
378
CASH_OUT
137,264.18
C1887185457
0
0
C821119032
2,326,966.27
2,464,230.45
0
0
349
TRANSFER
199,377.7
C505961990
0
0
C364713520
667,731.16
867,108.86
0
0
352
CASH_OUT
29,322.42
C1329181212
0
0
C475290200
934,679.77
964,002.18
0
0
43
CASH_OUT
131,882.32
C967201216
0
0
C861197290
795,103.81
926,986.14
0
0
204
TRANSFER
1,151,093.49
C1573780486
0
0
C1778102577
2,782,710.02
3,933,803.51
0
0
211
CASH_OUT
243,202.73
C1025807405
0
0
C1129166440
1,525,508.19
1,768,710.92
0
0
38
CASH_OUT
221,029.7
C1107900336
0
0
C405159724
389,079.21
610,108.91
0
0
354
CASH_OUT
109,688.88
C1483987030
0
0
C418969510
800,382.94
910,071.82
0
0
156
CASH_IN
3,133.82
C585716853
4,784,905.23
4,788,039.05
C1001242186
783,394.36
780,260.54
0
0
234
CASH_OUT
52,617.96
C300927398
50,263
0
C189027121
2,732,909
2,785,526.96
0
0
204
CASH_IN
51,067.78
C1782956711
6,518,779.32
6,569,847.1
C352042426
884,833.23
833,765.45
0
0
327
CASH_OUT
89,765
C392098200
508
0
C1116464871
209,287.28
299,052.28
0
0
1
PAYMENT
58.21
C235370598
14,506
14,447.79
M248710794
0
0
0
0
370
CASH_OUT
440,477.91
C1265703854
305,819
0
C1475268374
6,320.99
446,798.89
0
0
132
CASH_OUT
162,929.46
C1007503567
63,700
0
C351701518
1,693,261.35
1,856,190.8
0
0
283
CASH_IN
143,396.53
C1102782185
8,554,032.44
8,697,428.97
C1880118146
284,077.42
140,680.89
0
0
360
TRANSFER
209,170.39
C908339724
0
0
C1602256924
3,207,433.31
3,416,603.7
0
0
33
CASH_IN
8,241.05
C1322872859
21,551
29,792.05
C1563911241
0
0
0
0
469
CASH_IN
26,040.07
C1529615444
414,649.55
440,689.62
C914140117
105,692.44
79,652.38
0
0
40
CASH_IN
41,497.17
C94816340
288
41,785.17
C775968074
0
0
0
0
371
PAYMENT
17,386.68
C1549755428
276
0
M1617497600
0
0
0
0
333
CASH_OUT
314,247.1
C1543357942
49,698
0
C880612742
4,846,414.14
5,160,661.25
0
0
44
PAYMENT
23,002.57
C1272100781
0
0
M262235130
0
0
0
0
235
CASH_IN
20,269.57
C945674242
50,510
70,779.57
C635204320
377,674.28
357,404.71
0
0
188
TRANSFER
274,129.27
C1640844149
14,021
0
C1796119857
0
274,129.27
0
0
260
CASH_OUT
97,464.66
C1429940542
0
0
C1241601979
979,514.1
1,076,978.75
0
0
371
CASH_OUT
238,416.66
C2044086167
0
0
C1438594533
1,327,071.91
1,565,488.58
0
0
160
PAYMENT
19,811.68
C600876558
42,842.37
23,030.68
M2112613770
0
0
0
0
210
PAYMENT
13,002.03
C1904070319
13,481
478.97
M774840929
0
0
0
0
253
PAYMENT
4,435
C539276510
301,104.88
296,669.88
M2129080157
0
0
0
0
205
CASH_OUT
77,164.79
C1400729092
0
0
C949113048
124,228.6
201,393.39
0
0
20
CASH_OUT
162,928.49
C1410776585
443
0
C2118258112
50,293.1
213,221.59
0
0
305
CASH_OUT
256,580.97
C184671113
0
0
C166103454
2,139,490.35
2,396,071.33
0
0
204
CASH_IN
179,164.77
C171351383
1,079,498.5
1,258,663.27
C521657940
754,407.53
575,242.76
0
0
182
CASH_OUT
14,680.72
C463575479
0
0
C1771658224
89,458.33
104,139.05
0
0
43
PAYMENT
17,654.77
C845426812
0
0
M782683840
0
0
0
0
40
CASH_OUT
51,955.19
C267682850
371,215.08
319,259.9
C1865723026
2,215,773.15
2,267,728.34
0
0
45
CASH_OUT
286,494.74
C1200558880
0
0
C1479553213
617,177.06
903,671.8
0
0
166
PAYMENT
10,268.39
C1981946286
101,788
91,519.61
M2106675096
0
0
0
0
159
CASH_IN
292,804.77
C1619790620
4,344,633.67
4,637,438.44
C1630881387
2,166,531.88
1,873,727.1
0
0
155
CASH_OUT
549,127.9
C1052664864
6,206
0
C829212899
320,010.07
869,137.97
0
0
330
CASH_OUT
122,900.39
C423633658
11,115
0
C2109216750
670,475.69
793,376.08
0
0
400
CASH_IN
642,393.13
C452298567
5,186
647,579.13
C1302481420
0
0
0
0
19
CASH_IN
5,892.59
C2112223789
370,447.6
376,340.19
C683978917
601,680.47
601,582.75
0
0
187
PAYMENT
4,090.96
C478735940
102,539.12
98,448.16
M106654160
0
0
0
0
42
CASH_OUT
225,429.47
C927875732
13,559
0
C221996675
165,635.74
391,065.22
0
0
298
PAYMENT
36,125.79
C1693547680
140,733.54
104,607.75
M2146612415
0
0
0
0
7
PAYMENT
1,507.32
C1807064996
22,377
20,869.68
M1439621082
0
0
0
0
281
CASH_OUT
56,487.03
C1600892694
0
0
C1074334222
319,646.47
376,133.5
0
0
401
CASH_OUT
245,389.85
C1697599374
1,261
0
C451068155
408,182.16
653,572.01
0
0
207
TRANSFER
936,960.97
C420927649
0
0
C379239204
2,196,523.38
3,133,484.35
0
0
43
CASH_IN
55,100.98
C588985245
55,785
110,885.98
C1487579385
0
0
0
0
17
CASH_IN
174,358.7
C561790882
880,224.86
1,054,583.56
C471623272
1,259,400.37
1,085,041.67
0
0
36
CASH_OUT
51,341.53
C235842035
0
0
C1981650697
2,308,148.91
2,359,490.45
0
0
372
TRANSFER
607,164.86
C1842261113
70,274.18
0
C1464984894
7,455,778.44
8,062,943.3
0
0
354
CASH_OUT
12,960.3
C297265883
0
0
C695972365
79,291.08
92,251.38
0
0
348
CASH_OUT
192,705.69
C1156375648
22,150
0
C1689293640
1,010,350.36
1,203,056.06
0
0
610
CASH_IN
123,262.1
C1854290596
249,218.9
372,481
C1186358884
600,661.42
477,399.32
0
0
380
PAYMENT
18,311.02
C1197789460
0
0
M1794544782
0
0
0
0
166
CASH_IN
290,092.01
C934396252
45,073
335,165.01
C1339765646
4,560,839.66
4,270,747.65
0
0
692
CASH_OUT
57,792.55
C1399912544
5,340
0
C1566776606
0
57,792.55
0
0
135
CASH_IN
206,798.02
C1427968493
1,300,730.65
1,507,528.67
C1420648398
2,711,351.48
2,504,553.45
0
0
236
PAYMENT
4,171.64
C94388814
1,084
0
M2072309107
0
0
0
0
356
CASH_OUT
16,604.97
C1336759953
30,184
13,579.03
C830452030
0
16,604.97
0
0
43
TRANSFER
1,365,773.03
C2010379652
0
0
C1165124808
5,360,163
7,003,062.29
0
0
301
PAYMENT
8,987.97
C1686257602
21,820
12,832.03
M205039426
0
0
0
0
230
PAYMENT
33,254.37
C761841046
337,937.84
304,683.47
M1967344695
0
0
0
0
324
TRANSFER
517,516.54
C615388514
0
0
C264099236
915,458.18
1,432,974.72
0
0
279
PAYMENT
438.48
C304693365
0
0
M86020003
0
0
0
0
350
CASH_IN
98,115.13
C1665995660
5,406,749.64
5,504,864.76
C1885057832
794,661.61
696,546.48
0
0
233
CASH_IN
270,456.26
C1566184886
9,852,764.38
10,123,220.64
C225613375
5,224,760.32
4,954,304.06
0
0
226
CASH_OUT
52,775.82
C1893245371
2,866
0
C267831123
94,971.96
147,747.78
0
0
205
CASH_IN
293,763.13
C125209675
55,557
349,320.13
C1314990685
214,685.81
0
0
0
715
CASH_IN
259,941.19
C1308760943
18,251
278,192.19
C574433656
0
0
0
0