step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
184
CASH_OUT
420,590.01
C1578395774
65,172
0
C1332347373
179,918.43
600,508.44
0
0
164
PAYMENT
4,559.28
C509998694
22,429
17,869.72
M137704198
0
0
0
0
184
CASH_IN
180,717.37
C1306901702
1,885,608.49
2,066,325.85
C790453911
588,979.89
408,262.53
0
0
160
CASH_OUT
110,858.76
C1284726212
0
0
C1269910768
180,011.64
290,870.4
0
0
253
CASH_OUT
454,187.43
C1550883126
149,472
0
C371152829
339,854.19
794,041.61
0
0
308
CASH_OUT
68,894.72
C558192808
41,725
0
C383898342
0
68,894.72
0
0
229
PAYMENT
21,234.63
C1680518974
435,477.84
414,243.21
M1273924663
0
0
0
0
327
PAYMENT
7,434.35
C1830235329
55,273
47,838.65
M212552548
0
0
0
0
493
CASH_IN
238,372.53
C19630629
2,711,293.32
2,949,665.85
C1256421914
768,190.76
529,818.23
0
0
252
CASH_OUT
255,975.68
C1649331221
0
0
C690620577
861,060.64
1,117,036.32
0
0
235
CASH_OUT
5,862.53
C618727168
0
0
C2096970953
24,890,647.21
25,139,556.83
0
0
133
CASH_OUT
1,159,010.44
C1724151856
1,159,010.44
0
C1229046559
175,085.52
1,334,095.97
1
0
307
CASH_IN
188,524.54
C948249808
83,664.45
272,188.99
C2034724064
992,044.41
803,519.87
0
0
255
CASH_OUT
269,262.86
C1328553039
0
0
C498739573
742,582.8
1,011,845.66
0
0
397
CASH_OUT
225,066.13
C558489202
8,377
0
C1214972946
0
225,066.13
0
0
9
CASH_OUT
161,982.84
C2022497229
0
0
C260838211
626,465.92
1,185,434
0
0
396
CASH_OUT
66,752.24
C1420855118
132,557
65,804.76
C1967282442
4,175,100.22
4,241,852.46
0
0
259
PAYMENT
5,399.45
C9950205
7,723.77
2,324.32
M422521791
0
0
0
0
300
CASH_OUT
115,032.77
C1748202360
0
0
C222347754
164,182.32
279,215.08
0
0
133
CASH_IN
220,335.56
C2064302328
201,262
421,597.56
C1043348948
0
0
0
0
324
CASH_IN
212,911.57
C1930936523
27,884
240,795.57
C1271617536
0
0
0
0
691
CASH_IN
287,102.79
C1006136997
41,276
328,378.79
C1440939811
20,025.68
0
0
0
206
TRANSFER
53,622.58
C1393659182
11,078
0
C535425584
450,880.17
504,502.75
0
0
227
PAYMENT
90,107.01
C1624215972
120,122.72
30,015.7
M1025266609
0
0
0
0
329
CASH_OUT
81,329.57
C1706270393
74,296.29
0
C1139164491
1,136,628.48
1,217,958.05
0
0
656
TRANSFER
153,240.42
C1265430230
0
0
C980427417
275,463.31
428,703.73
0
0
307
CASH_OUT
61,940.79
C1543742992
0
0
C919913263
491,594.37
553,535.16
0
0
140
PAYMENT
15,972.01
C784530460
0
0
M1568446302
0
0
0
0
334
PAYMENT
20,710.75
C1242684877
12,407
0
M1990476362
0
0
0
0
283
CASH_IN
178,637.29
C182401268
249,518.18
428,155.47
C1445962161
35,087,878.85
34,909,241.56
0
0
239
CASH_IN
189,887.79
C758577911
108,587
298,474.79
C887791203
0
0
0
0
503
PAYMENT
5,341.24
C27522057
127,742
122,400.76
M339268741
0
0
0
0
20
CASH_OUT
80,037.98
C1287668205
115,572
35,534.02
C606815938
7,549,534.52
7,629,572.5
0
0
371
PAYMENT
472.28
C2082463657
358,026.25
357,553.97
M522697275
0
0
0
0
304
CASH_IN
93,925.53
C816943825
23,358
117,283.53
C1531835463
720,694.45
626,768.92
0
0
130
CASH_IN
58,486.21
C25274256
10,158,842.34
10,217,328.55
C330301567
961,600.08
903,113.86
0
0
205
CASH_OUT
236,528.77
C1887655147
10,553
0
C1138707476
0
236,528.77
0
0
373
CASH_OUT
128,385.98
C1749376959
0
0
C785686218
387,132.91
515,518.89
0
0
354
CASH_OUT
160,220.9
C1042245247
226,046.72
65,825.81
C1816934948
311,047.57
471,268.48
0
0
280
PAYMENT
7,779.33
C264424886
1,776
0
M1179955777
0
0
0
0
168
PAYMENT
7,258.72
C315000274
198,274
191,015.28
M34997134
0
0
0
0
304
CASH_OUT
28,069.53
C1427142931
0
0
C319838900
176,630.15
204,699.69
0
0
137
CASH_IN
34,603.12
C139885703
2,232,661.57
2,267,264.69
C1962881679
1,138,096.31
1,103,493.19
0
0
259
CASH_OUT
524,241.41
C939148165
0
0
C945185490
2,267,391.26
2,791,632.67
0
0
252
CASH_OUT
75,307.61
C178427407
0
0
C876825417
891,822.91
967,130.53
0
0
372
CASH_OUT
40,002.18
C1979841188
0
0
C287997745
73,791.64
113,793.81
0
0
181
CASH_OUT
1,083.01
C1430488796
30,038
28,954.99
C1993142411
2,990,894.3
2,991,977.31
0
0
9
CASH_IN
589.47
C1992471049
1,025
1,614.47
C1298314970
0
0
0
0
375
PAYMENT
33,639.18
C1873806770
86
0
M569793892
0
0
0
0
235
PAYMENT
1,508.42
C702799350
0
0
M1052090900
0
0
0
0
156
CASH_OUT
162,892.35
C1098835971
83,005
0
C504213289
0
162,892.35
0
0
209
TRANSFER
592,590.8
C1005044207
0
0
C127400790
1,011,540.67
1,604,131.47
0
0
229
CASH_OUT
296,380.84
C622074513
422,379
125,998.16
C1198035880
0
296,380.84
0
0
300
PAYMENT
22,720.8
C804002947
5,201
0
M1073218297
0
0
0
0
12
CASH_IN
434,057.33
C544333934
35,752
469,809.33
C722895070
32,750
0
0
0
256
PAYMENT
2,390.56
C1407948472
26,826
24,435.44
M1254966538
0
0
0
0
301
CASH_IN
52,142.29
C2043220614
15,295,758.49
15,347,900.77
C443221506
52,795.47
653.18
0
0
153
PAYMENT
14,690.19
C832735491
0
0
M655073200
0
0
0
0
188
CASH_IN
177,294.04
C252640684
20,499
197,793.04
C846190461
1,747,581.53
1,570,287.49
0
0
395
CASH_OUT
166,630.68
C144328318
0
0
C152341619
214,190.33
380,821.01
0
0
373
PAYMENT
443.38
C1893173087
105,683
105,239.62
M1519432330
0
0
0
0
345
CASH_OUT
378,398.27
C2138739274
35,250
0
C1124667209
0
378,398.27
0
0
131
CASH_OUT
377,978.09
C1827284249
100,419
0
C1690946816
2,055,878.31
2,433,856.4
0
0
179
CASH_OUT
211,536.86
C208120811
0
0
C1935431118
1,494,435.11
1,705,971.97
0
0
12
CASH_OUT
176,631.29
C689020018
0
0
C1850733047
1,264,244.63
1,600,898.19
0
0
322
PAYMENT
44,786.88
C1604114633
75,810.87
31,023.99
M1469630893
0
0
0
0
595
CASH_OUT
31,701.21
C154216879
54,120
22,418.79
C821417379
72,938.91
104,640.12
0
0
48
PAYMENT
8,879.06
C477681833
149
0
M1955031525
0
0
0
0
187
CASH_OUT
94,327.27
C1828142057
11,243
0
C767968917
147,068.2
241,395.47
0
0
34
CASH_OUT
104,282.17
C2143855357
5,610
0
C89214269
816,778.78
921,060.94
0
0
273
CASH_OUT
287,861.72
C1364734757
18,663
0
C1774345652
0
287,861.72
0
0
237
PAYMENT
1,283.84
C231197034
178,561.87
177,278.02
M1447961256
0
0
0
0
298
CASH_OUT
136,624.46
C1192185201
5,065
0
C1543385875
9,769.88
146,394.34
0
0
213
CASH_OUT
166,025.5
C1509617153
192
0
C883450390
198,283.7
364,309.2
0
0
131
CASH_IN
36,585.54
C1243370974
11,397
47,982.54
C1177740196
2,401,317.31
2,364,731.77
0
0
8
TRANSFER
780,886.93
C1260614086
50,226
0
C515132998
1,822,194.67
4,460,317.7
0
0
400
CASH_OUT
223,385.37
C1262352542
1,589.78
0
C1104123517
2,146,783.46
2,370,168.83
0
0
251
PAYMENT
4,097.96
C1786328493
50,528.5
46,430.54
M276383327
0
0
0
0
376
CASH_IN
259,897.28
C1891842643
6,591,447.79
6,851,345.08
C629801822
589,485.08
329,587.8
0
0
209
PAYMENT
11,840.29
C1823515216
13,240
1,399.71
M1826955736
0
0
0
0
500
CASH_OUT
253,193.5
C1627787340
0
0
C1719945302
390,587.58
643,781.08
0
0
252
CASH_OUT
193,637.17
C1355692096
50,224
0
C1646095157
0
193,637.17
0
0
13
TRANSFER
1,018,202.74
C1776785450
0
0
C644165296
2,577,561.05
3,869,727.02
0
0
205
CASH_OUT
229,103.05
C1593111795
56,325
0
C1255498425
0
236,177.45
0
0
284
PAYMENT
10,897.16
C217873647
0
0
M63509799
0
0
0
0
11
PAYMENT
12,706.82
C91535316
0
0
M315330491
0
0
0
0
177
PAYMENT
2,700.33
C1620288666
145,010.93
142,310.6
M379672295
0
0
0
0
303
PAYMENT
8,435.29
C1292401401
0
0
M1949424201
0
0
0
0
374
CASH_OUT
63,723.95
C280676518
0
0
C595577458
442,924.36
506,648.32
0
0
178
PAYMENT
9,317.89
C1393564898
265,856
256,538.11
M46951457
0
0
0
0
406
CASH_OUT
40,959.81
C926729316
102,146
61,186.19
C1892555146
0
40,959.81
0
0
471
CASH_OUT
148,906.41
C1742437548
723
0
C462199736
0
148,906.41
0
0
301
CASH_OUT
942.92
C1607289572
0
0
C2055903889
27,630.98
28,573.9
0
0
439
PAYMENT
6,660.46
C871865074
124,575
117,914.54
M382287745
0
0
0
0
301
PAYMENT
7,131.01
C258734971
368
0
M1649975923
0
0
0
0
39
PAYMENT
13,015.4
C343574998
11,577
0
M258083760
0
0
0
0
137
PAYMENT
2,074.65
C1132869051
195,711.8
193,637.15
M1228642758
0
0
0
0
305
PAYMENT
9,220.91
C1289387018
171,453.64
162,232.74
M164640239
0
0
0
0
297
PAYMENT
23,357.9
C1486184285
11,050
0
M714900055
0
0
0
0
563
CASH_OUT
195,655.63
C438843715
52,660
0
C4786767
61,498.34
257,153.97
0
0