step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
276
CASH_OUT
117,247.31
C1191046472
0
0
C523431523
147,422.59
264,669.9
0
0
227
CASH_IN
254,419.87
C1415479836
2,802
257,221.87
C1160353705
492,853.88
238,434.01
0
0
16
DEBIT
4,021.76
C1262824982
11,452
7,430.24
C446417967
705,111.34
713,976.23
0
0
357
PAYMENT
7,976.07
C1369450547
51,520
43,543.93
M1799831829
0
0
0
0
399
PAYMENT
7,846.24
C250857571
0
0
M1307549309
0
0
0
0
163
TRANSFER
869,399.53
C746579701
0
0
C744535294
2,312,050.35
3,181,449.88
0
0
352
CASH_OUT
597,381.4
C1410973071
209,597
0
C1425994294
0
597,381.4
0
0
356
CASH_IN
295,437.59
C1073858744
5,525,211.26
5,820,648.85
C1795589331
420,038.73
124,601.14
0
0
359
PAYMENT
18,115.58
C1437809082
6,369.65
0
M1796627010
0
0
0
0
135
PAYMENT
7,775.39
C895430500
337,337.55
329,562.17
M1549080162
0
0
0
0
184
PAYMENT
6,273.13
C1116496219
0
0
M1089956548
0
0
0
0
140
CASH_OUT
28,768.99
C570272062
0
0
C1597440760
177,384.71
206,153.7
0
0
236
CASH_OUT
62,066.93
C422682229
228
0
C1765752993
287,193.99
479,267.08
0
0
38
CASH_IN
306,104.47
C38299657
5,086
311,190.47
C1686218230
4,643,421.3
4,337,316.84
0
0
13
PAYMENT
2,135.44
C96073580
352,712.25
350,576.81
M1640575643
0
0
0
0
163
CASH_OUT
196,541.88
C1403026215
45,815
0
C2014337711
181,680.37
378,222.25
0
0
14
CASH_IN
338,537.78
C1957381206
55,103
393,640.78
C618460872
4,318,392.41
4,219,484.23
0
0
201
PAYMENT
6,383.99
C1880635984
0
0
M696431568
0
0
0
0
397
CASH_IN
217,845.94
C43818125
147,886
365,731.94
C479726106
246,668.54
28,822.61
0
0
308
PAYMENT
2,363.37
C2071145931
288,783
286,419.63
M561590802
0
0
0
0
212
PAYMENT
19,236.25
C737951442
0
0
M859966303
0
0
0
0
14
TRANSFER
467,999.92
C2010286470
3,909
0
C369161626
204,042.37
763,470.86
0
0
210
PAYMENT
1,154.87
C1800044709
104,993
103,838.13
M28083509
0
0
0
0
189
CASH_OUT
61,936.12
C2068312909
231,366
169,429.88
C1626751280
451,911.75
513,847.86
0
0
188
PAYMENT
582.55
C2111095443
0
0
M1897891894
0
0
0
0
379
CASH_OUT
29,747.05
C244603798
4,973
0
C228843812
172,260.16
202,007.22
0
0
160
CASH_OUT
295,353.76
C448711888
24,442
0
C125313844
643,230.4
938,584.15
0
0
234
CASH_OUT
17,279.28
C1390916341
51,996
34,716.72
C1885899324
0
17,279.28
0
0
382
PAYMENT
13,115.62
C678361804
20,000.77
6,885.15
M1267226562
0
0
0
0
399
PAYMENT
10,668.96
C879215676
6,315
0
M431087163
0
0
0
0
7
PAYMENT
4,926.87
C815483785
0
0
M1582680409
0
0
0
0
276
CASH_IN
126,029.29
C2134730316
21,731,782.78
21,857,812.07
C971197037
349,711.11
223,681.82
0
0
178
CASH_IN
142,723.66
C97172994
2,499,248.37
2,641,972.03
C465460519
541,173.1
398,449.44
0
0
304
CASH_OUT
214,307.08
C947713695
0
0
C531802356
463,020.71
677,327.79
0
0
379
CASH_OUT
80,036.74
C1979245885
0
0
C1280763254
406,334
486,370.75
0
0
207
PAYMENT
269.61
C2001868053
81,921.21
81,651.6
M1102305905
0
0
0
0
34
CASH_OUT
233,331.47
C2069876962
28,746.54
0
C1900157388
426,654.32
889,777.67
0
0
324
CASH_OUT
173,692.11
C69363681
30,248
0
C1134115692
0
173,692.11
0
0
226
CASH_IN
533,083.67
C265668913
3,669,447.1
4,202,530.76
C1219349215
4,185,326.23
3,652,242.56
0
0
311
CASH_OUT
9,143.06
C1684882264
24,623
15,479.94
C1045802324
79,225.27
88,368.33
0
0
403
CASH_OUT
65,025.29
C1879516806
305,697
240,671.71
C1015310501
935,378.96
1,000,404.26
0
0
395
TRANSFER
1,279,502.25
C1190417252
120,362
0
C1364260047
204,184.89
1,483,687.14
0
0
10
PAYMENT
3,019.48
C2134984375
92,356
89,336.52
M55951316
0
0
0
0
209
PAYMENT
8,163.65
C292044414
31,880
23,716.35
M105042760
0
0
0
0
43
CASH_OUT
513.12
C963312266
0
0
C994297522
151,170.02
151,683.14
0
0
162
CASH_OUT
198,140.44
C677857191
20,517
0
C1421889976
54,364.23
252,504.67
0
0
397
CASH_IN
112,797.4
C1065765310
298,188.57
410,985.96
C1842552715
329,292.06
216,494.66
0
0
423
CASH_IN
488,451.79
C605787590
5,155,430.5
5,643,882.29
C175766100
757,069.92
268,618.13
0
0
400
CASH_OUT
5,228.29
C898735888
51,113
45,884.71
C459332896
4,452,828.38
4,458,056.67
0
0
137
CASH_OUT
84,385.61
C419066013
580
0
C647012170
3,860,789.33
3,945,174.93
0
0
688
PAYMENT
16,964.68
C810585275
0
0
M589477027
0
0
0
0
285
CASH_OUT
163,501.09
C1410842523
0
0
C578317080
2,711,881.89
2,875,382.99
0
0
189
CASH_IN
37,223.63
C1316201103
2,472,450.95
2,509,674.58
C1760827139
39,608.13
2,384.5
0
0
394
TRANSFER
1,667,885.73
C921630153
0
0
C2117166051
7,315,947.73
8,983,833.45
0
0
226
CASH_OUT
276,475.11
C212858953
409,092.32
132,617.21
C1514227469
3,966,596.33
4,243,071.44
0
0
249
PAYMENT
11,065.85
C852273568
1,042
0
M1952770347
0
0
0
0
325
PAYMENT
16,346.16
C354670298
30,250
13,903.84
M495404081
0
0
0
0
34
CASH_OUT
49,039.12
C937475715
0
0
C510299393
2,251,493.02
2,300,532.14
0
0
20
CASH_IN
149,975.56
C805920038
2,017,966.71
2,167,942.27
C613512336
1,450,837.73
1,300,862.17
0
0
204
PAYMENT
11,113.38
C1365845178
0
0
M1812950643
0
0
0
0
179
CASH_IN
257,993.31
C545494028
23,748
281,741.31
C607634291
2,500,455.12
2,242,461.81
0
0
236
CASH_IN
16,376.08
C1589519451
40,775
57,151.08
C421517669
0
0
0
0
41
PAYMENT
18,343.06
C448759704
258,763.49
240,420.43
M344702861
0
0
0
0
311
CASH_OUT
111,944.42
C1181360500
9,999
0
C227864313
811,711.87
923,656.29
0
0
142
PAYMENT
7,476.63
C149097479
0
0
M1864171974
0
0
0
0
355
CASH_OUT
141,928.18
C1173370823
69,824
0
C1562097611
2,076,529.19
2,218,457.36
0
0
130
CASH_IN
238,690.75
C838159176
31,865
270,555.75
C467394160
2,147,770.65
1,909,079.9
0
0
230
PAYMENT
7,131.41
C172385457
0
0
M1686817465
0
0
0
0
209
CASH_OUT
198,535.59
C651618532
174,487
0
C1223081041
333,501.6
532,037.18
0
0
179
CASH_IN
221,418.69
C1417416833
28,074.47
249,493.16
C1132801571
3,170,673.31
2,949,254.62
0
0
297
CASH_IN
120,252.29
C1370923284
19,044,741.87
19,164,994.16
C1348936539
322,013.4
201,761.11
0
0
404
CASH_OUT
96,390.14
C1850280207
108,758
12,367.86
C2103317420
3,782,064.98
3,878,455.11
0
0
10
PAYMENT
7,944.94
C1842018899
50,446
42,501.06
M1569429101
0
0
0
0
132
CASH_OUT
193,863.99
C1759816025
5,057
0
C1743735800
904,819.89
1,098,683.88
0
0
352
PAYMENT
2,723.35
C551122576
0
0
M1446154085
0
0
0
0
155
PAYMENT
9,027.93
C1066610251
11,998
2,970.07
M219314400
0
0
0
0
154
PAYMENT
3,726.07
C1850543969
0
0
M2086309497
0
0
0
0
204
CASH_OUT
183,344.87
C1252255110
0
0
C1641096856
312,403.3
545,945.84
0
0
235
TRANSFER
1,296,892.47
C1002328299
41,022
0
C283851125
0
1,296,892.47
0
0
225
PAYMENT
30,811.18
C363479042
0
0
M1660335779
0
0
0
0
217
PAYMENT
76,324.56
C1032607671
49,649.19
0
M2140621922
0
0
0
0
190
PAYMENT
17,993.31
C475263901
4,018
0
M418294832
0
0
0
0
40
CASH_IN
296,718.42
C414037248
8,431,450.07
8,728,168.49
C1406865558
1,518,007.04
1,221,288.62
0
0
260
CASH_OUT
12,733.38
C1997006203
0
0
C1348766234
183,137.45
195,870.83
0
0
300
CASH_OUT
286,394.09
C1321330571
812
0
C941900312
511,833.24
798,227.33
0
0
166
PAYMENT
8,633.94
C2076843997
142
0
M1269127007
0
0
0
0
280
PAYMENT
12,284
C1297682916
0
0
M1186510987
0
0
0
0
259
CASH_OUT
192,837.49
C1091799470
452,780
259,942.51
C178693245
209
193,046.49
0
0
401
CASH_OUT
61,600.99
C568670780
304,450
242,849.01
C2097549323
200,395
261,995.99
0
0
380
CASH_OUT
140,238.55
C374436801
0
0
C1082014165
1,898,950.59
2,039,189.14
0
0
45
TRANSFER
135,778.2
C2024780640
51,387
0
C1647015718
1,722,261.45
1,858,039.65
0
0
46
PAYMENT
10,727.95
C816815275
50,735
40,007.05
M1570360775
0
0
0
0
352
CASH_OUT
59,237.02
C1458094406
21,557
0
C1853708685
0
59,237.02
0
0
253
CASH_OUT
122,398.33
C348652698
0
0
C1051754452
2,079,461.64
2,201,859.97
0
0
332
CASH_IN
192,520.33
C1935436078
2,936,913.69
3,129,434.03
C256076977
1,617,771.34
1,425,251
0
0
183
CASH_OUT
7,449.21
C1068955803
15,541
8,091.79
C720180251
8,474.12
15,923.33
0
0
188
PAYMENT
5,803.36
C1077534790
0
0
M162291885
0
0
0
0
185
TRANSFER
217,143.83
C1176369460
108,589
0
C1902566798
3,367,494.68
3,584,638.51
0
0
17
TRANSFER
440,715.09
C1716690047
0
0
C175759964
2,899,896.79
3,766,740.99
0
0
527
CASH_OUT
63,042.64
C1627907497
902.77
0
C868880279
10,115,185.41
10,178,228.05
0
0