step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
357
CASH_IN
97,947.09
C362758856
5,239,581
5,337,528.09
C1754076598
195,791.75
97,844.66
0
0
239
PAYMENT
15,276.52
C1370441425
150,682
135,405.48
M668499114
0
0
0
0
345
TRANSFER
116,387.38
C1664478249
29,944
0
C1320202888
0
116,387.38
0
0
576
PAYMENT
449.53
C1762403804
50,184
49,734.47
M1627881857
0
0
0
0
403
CASH_OUT
123,460.99
C1770827171
0
0
C1059485544
1,314,413.92
1,437,874.91
0
0
304
CASH_OUT
75,444.38
C149442858
319,596
244,151.62
C781151295
42,794.12
112,370.45
0
0
474
CASH_IN
2,648.48
C927363302
4,909,617.49
4,912,265.97
C1818281986
6,286,848.72
6,284,200.23
0
0
208
CASH_OUT
335,178.4
C637163936
0
0
C1555244133
419,871.76
755,050.16
0
0
278
CASH_OUT
283,896.94
C1031536244
23,738
0
C1031450381
893,321.37
1,177,218.3
0
0
379
CASH_OUT
267,825.87
C724543456
0
0
C453173796
4,464,374.98
4,732,200.85
0
0
357
CASH_IN
438,321.03
C1012684649
533,454.1
971,775.13
C99513008
718,838.76
280,517.73
0
0
138
CASH_OUT
147,780.9
C843340389
42,178
0
C2015570844
0
147,780.9
0
0
43
PAYMENT
6,964.77
C1143990303
0
0
M594472884
0
0
0
0
355
CASH_IN
81,100.91
C1129581184
25,253
106,353.91
C1843200739
0
0
0
0
232
CASH_OUT
32,728.02
C421368489
0
0
C1614628724
1,460,254.85
1,492,982.87
0
0
309
PAYMENT
5,875.35
C2138280200
0
0
M1452298314
0
0
0
0
396
CASH_OUT
89,793.87
C1357168982
28,388
0
C1307062883
1,792,767.95
1,882,561.82
0
0
283
CASH_OUT
86,976.42
C1818866808
0
0
C1921512450
1,400,391.91
1,487,368.33
0
0
155
CASH_OUT
136,187.54
C1762778858
0
0
C13035854
829,374.39
965,561.93
0
0
281
PAYMENT
13,761.6
C281509872
166
0
M1191346876
0
0
0
0
20
CASH_OUT
292,195.68
C2045214871
0
0
C1359361359
3,895,403.23
4,187,598.91
0
0
157
CASH_OUT
88,622.71
C1994972440
481,758.33
393,135.61
C536959274
2,002,374.92
2,090,997.64
0
0
234
CASH_OUT
71,431.58
C1067770683
0
0
C196216864
983,974.23
1,055,405.81
0
0
43
CASH_IN
16,328.32
C2090234637
994
17,322.32
C1455843718
1,012,608.99
1,205,527.95
0
0
395
TRANSFER
120,134.99
C1854593066
144,875
24,740.01
C1481322360
2,136,143.51
2,256,278.51
0
0
157
TRANSFER
743,704.09
C953372141
51,419
0
C832711225
553,347.72
1,464,181.9
0
0
595
CASH_OUT
70,135.78
C1667799173
5,080
0
C1101206342
5,642,228.32
5,712,364.1
0
0
203
PAYMENT
519.57
C1325952720
0
0
M2075921645
0
0
0
0
135
PAYMENT
2,464.28
C159836689
0
0
M852966380
0
0
0
0
236
CASH_IN
284,025.57
C1492918804
4,131,104.11
4,415,129.69
C1225002586
425,134.22
141,108.65
0
0
321
CASH_OUT
155,799.82
C1792176956
769
0
C904048488
0
155,799.82
0
0
143
CASH_IN
13,315.49
C1395202628
5,123,728.72
5,137,044.21
C1107916304
118,237.54
104,922.06
0
0
136
CASH_IN
84,034.58
C1711848749
15,783,418.47
15,867,453.05
C321169149
258,598.65
180,876.66
0
0
129
PAYMENT
13,947.11
C497534736
0
0
M1876608800
0
0
0
0
590
TRANSFER
120,692.35
C1996090687
0
0
C1345766074
4,946,668.45
5,067,360.8
0
0
329
TRANSFER
6,067.23
C71220675
259,824.28
253,757.05
C547081514
448,023.96
454,091.19
0
0
619
PAYMENT
7,422.26
C1639389033
301,260.61
293,838.35
M1274234902
0
0
0
0
305
CASH_IN
302,018.84
C695244003
1,957,152.97
2,259,171.81
C410825770
2,120,640.15
1,818,621.31
0
0
350
CASH_OUT
96,493.74
C1050077695
0
0
C2019180045
230,628.83
327,122.57
0
0
158
CASH_IN
289,685.06
C2020479793
3,405,246.86
3,694,931.92
C1932398940
735,899.58
446,214.52
0
0
130
PAYMENT
13,150.33
C2017939371
0
0
M314171405
0
0
0
0
119
PAYMENT
10,127.6
C842349557
90,807
80,679.4
M1635204917
0
0
0
0
237
CASH_OUT
71,969.35
C953665033
0
0
C125476121
1,856,787.95
1,928,757.31
0
0
44
CASH_IN
363,229.99
C1064082563
7,698,467.53
8,061,697.52
C2126588032
2,663,131.19
2,646,492.7
0
0
299
CASH_IN
157,554.19
C2053825072
1,457,251.59
1,614,805.78
C2023082320
245,493.77
87,939.58
0
0
133
CASH_OUT
55,761.36
C1206178707
0
0
C1155838976
3,453,029.38
3,508,790.74
0
0
211
PAYMENT
2,254.55
C102404479
0
0
M1334982015
0
0
0
0
18
CASH_IN
140,238.7
C846352709
654
140,892.7
C543154424
3,508
0
0
0
160
CASH_OUT
49,966.6
C1738320408
0
0
C1526844109
4,491,776.13
4,541,742.73
0
0
328
PAYMENT
17,283.67
C128886551
277,026.29
259,742.62
M1316102239
0
0
0
0
381
CASH_OUT
164,095.71
C1053564833
11,663
0
C543917118
176,979.44
341,075.15
0
0
370
CASH_IN
176,509.58
C1703731551
1,738,261.54
1,914,771.12
C389846327
410,014.43
233,504.85
0
0
681
CASH_OUT
89,781.42
C425657970
10,118
0
C714484936
105,497.25
195,278.67
0
0
280
CASH_OUT
290,314.72
C93418156
0
0
C1862374063
1,733,508.73
2,204,687.02
0
0
202
PAYMENT
33,968.09
C2115290486
0
0
M458484280
0
0
0
0
186
TRANSFER
407,137.32
C1925932068
0
0
C1326593181
625,217.36
1,016,066.53
0
0
379
CASH_OUT
67,442.58
C2108563120
527,334.25
459,891.67
C303003544
1,190,475.03
1,257,917.61
0
0
40
CASH_IN
21,589.26
C1026345385
1,153,588.36
1,175,177.62
C110157441
174,516.17
152,926.91
0
0
355
PAYMENT
5,502.97
C1833330530
0
0
M481363587
0
0
0
0
286
CASH_OUT
82,982.33
C1706189576
0
0
C808176880
706,610
789,592.32
0
0
40
CASH_OUT
82,651.15
C656576755
0
0
C956080386
327,703.94
410,355.09
0
0
287
TRANSFER
222,399.91
C644574689
0
0
C1825344967
2,092,537.2
2,314,937.1
0
0
136
CASH_IN
20,060.13
C1369078410
279,362.01
299,422.14
C40981167
215,706.65
195,646.52
0
0
352
PAYMENT
16,416.46
C1656683625
0
0
M899349976
0
0
0
0
238
PAYMENT
13,020.77
C1245743431
199,057
186,036.23
M802016946
0
0
0
0
346
TRANSFER
1,709,782.72
C62990709
124,750.49
0
C164234467
3,103,581.97
4,813,364.69
0
0
188
PAYMENT
8,348.42
C277826878
251,496
243,147.58
M1745485037
0
0
0
0
139
CASH_OUT
24,799.7
C1332729994
0
0
C1497897212
39,730.62
64,530.32
0
0
306
CASH_IN
29,657.38
C1775276358
5,036
34,693.38
C1407879386
8,497.97
0
0
0
163
PAYMENT
7,916.48
C225031970
40,480
32,563.52
M1396479580
0
0
0
0
34
PAYMENT
24,154.25
C318521892
102,374
78,219.75
M1752800642
0
0
0
0
381
PAYMENT
3,823.85
C503128424
10,539
6,715.15
M1890561361
0
0
0
0
21
CASH_IN
89,847.65
C1628280757
3,834,966.2
3,924,813.85
C265442747
1,450,258.07
1,360,410.41
0
0
355
CASH_IN
40,959.02
C2044491301
19,282
60,241.02
C1103911369
316,753.43
275,794.41
0
0
301
TRANSFER
111,738.24
C951176928
20,555
0
C1005385706
184,511.54
296,249.78
0
0
402
CASH_OUT
216,846.15
C231169766
11,565
0
C1070057359
4,005,463.83
4,222,309.98
0
0
377
CASH_IN
45,234.88
C887707745
8,928
54,162.88
C1389287480
32,626.01
0
0
0
406
PAYMENT
2,836.03
C1676195940
0
0
M1763225142
0
0
0
0
399
PAYMENT
13,231.15
C637191590
137,186.54
123,955.39
M1853971255
0
0
0
0
255
PAYMENT
13,078.18
C1946672686
15,126
2,047.82
M258803680
0
0
0
0
138
TRANSFER
338,806.95
C1261318647
0
0
C1525711410
4,596,214.39
4,935,021.34
0
0
15
CASH_OUT
23,618.11
C1508585136
49,921
26,302.89
C886888353
755,916.42
779,534.53
0
0
191
DEBIT
1,433.47
C1544827478
19,906
18,472.53
C1918488764
6,491,385.31
6,492,818.79
0
0
17
CASH_IN
310,349.65
C486998899
11,145
321,494.65
C1723324881
88,164.25
0
0
0
260
CASH_OUT
71,021.39
C1762810109
0
0
C1433982319
429,103.83
500,125.22
0
0
401
PAYMENT
10,246.73
C1650233679
113,999.45
103,752.71
M1676210531
0
0
0
0
326
TRANSFER
2,821,821.23
C453169015
0
0
C1910010179
4,495,723.9
7,317,545.13
0
0
236
CASH_IN
165,124.49
C1215117659
2,556,990.34
2,722,114.82
C1856349448
212,487.57
47,363.08
0
0
253
TRANSFER
535,897.14
C1274081962
0
0
C559794002
2,279,534.81
2,815,431.95
0
0
210
PAYMENT
20,711.42
C308286122
0
0
M1122266376
0
0
0
0
359
CASH_IN
156,476.47
C777439246
1,133,004.85
1,289,481.32
C1955762222
4,436,666.85
4,280,190.38
0
0
487
PAYMENT
4,968.69
C334172798
105,518
100,549.31
M344327026
0
0
0
0
15
CASH_IN
17,783.69
C37956858
5,188,323.57
5,206,107.26
C106014281
230,892.09
213,108.4
0
0
404
CASH_OUT
25,945.05
C529334487
249
0
C142992087
4,615,226.27
4,641,171.32
0
0
212
PAYMENT
19,254.42
C218324290
0
0
M1057052375
0
0
0
0
153
CASH_IN
188,725.32
C1742133157
5,747,752.53
5,936,477.85
C1384148874
2,131,391.1
1,942,665.78
0
0
254
CASH_IN
36,203.99
C411426536
7,307,137.89
7,343,341.87
C1540014921
4,259,786.29
4,223,582.31
0
0
33
CASH_OUT
443,031.75
C580730041
30,465
0
C1712641270
0
443,031.75
0
0
305
CASH_IN
298,008.98
C1507418651
1,169,511.46
1,467,520.44
C1788880808
11,084,350.16
10,786,341.18
0
0
228
PAYMENT
9,351.62
C1034434328
0
0
M1603635375
0
0
0
0