step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
401
CASH_OUT
381,571.68
C311756414
138,026
0
C699425848
0
381,571.68
0
0
356
PAYMENT
4,734.21
C697093829
21,328
16,593.79
M1191017607
0
0
0
0
163
PAYMENT
5,033.54
C563077310
0
0
M185134588
0
0
0
0
11
CASH_OUT
167,982.68
C435908944
11,805
0
C1554857774
21,227
165,321.5
0
0
378
CASH_OUT
222,936.56
C586221994
2,772
0
C1195657501
182,284.71
405,221.26
0
0
282
CASH_OUT
125,305
C1348349873
38,050
0
C1570274623
0
125,305
0
0
262
CASH_IN
32,030.63
C102601187
275,916.66
307,947.29
C503258654
5,385,139.11
5,365,302.89
0
0
599
CASH_IN
238,915.3
C916441481
2,509,696.52
2,748,611.82
C826533505
711,190.81
472,275.51
0
0
185
CASH_OUT
57,406.16
C1723608935
0
0
C347530890
779,284.18
836,690.34
0
0
522
CASH_OUT
52,596
C995831718
0
0
C400495996
146,447.82
199,043.82
0
0
278
CASH_OUT
10,400.38
C1885050926
0
0
C1000240829
226,911.05
237,311.43
0
0
374
CASH_IN
165,550.55
C325691340
23,741,332.24
23,906,882.79
C73638639
170,592.3
5,041.74
0
0
403
CASH_IN
59,763
C1880133451
4,659,504.89
4,719,267.89
C745873692
427,823.52
368,060.51
0
0
351
CASH_IN
194,466.08
C388624511
1,208,937.34
1,403,403.43
C266497725
234,643.5
40,177.42
0
0
140
CASH_IN
266,300.15
C1554088303
4,313,873.72
4,580,173.87
C1368114983
4,567,758.16
4,301,458
0
0
346
TRANSFER
472,084.45
C711670480
0
0
C1100257490
909,381.87
1,381,466.32
0
0
163
CASH_OUT
160,587.36
C1409101014
124,594
0
C1491640530
0
160,587.36
0
0
380
CASH_IN
148,358.79
C540522070
8,233
156,591.79
C220294170
346,083.75
197,724.97
0
0
260
CASH_OUT
135,130.73
C1745398920
52,044
0
C385453888
9,440,488.28
9,575,619.01
0
0
178
CASH_OUT
298,008.44
C787699425
761
0
C2108285003
966,059.2
1,489,771.63
0
0
186
PAYMENT
1,389.96
C244370050
38,715.51
37,325.55
M1886868995
0
0
0
0
20
CASH_OUT
162,370.78
C12660674
0
0
C419934338
1,161,429.24
1,323,800.02
0
0
307
CASH_IN
195,921.76
C1368495310
2,188,421.66
2,384,343.42
C2079412710
228,652.35
32,730.6
0
0
250
PAYMENT
30,012.3
C514449060
442
0
M2010887448
0
0
0
0
190
CASH_IN
164,125.87
C121599224
105,960
270,085.87
C1521530837
416,242.89
252,117.02
0
0
307
PAYMENT
5,148.96
C2135956459
0
0
M1256887005
0
0
0
0
184
TRANSFER
252,171.02
C1262847318
0
0
C1804871141
2,069,654.41
2,321,825.43
0
0
163
CASH_IN
15,150.61
C717974199
7,865,517.61
7,880,668.23
C831135081
2,038,512.96
2,023,362.34
0
0
160
TRANSFER
679,310.49
C1231270391
0
0
C1725523273
7,481,090.56
8,160,401.06
0
0
321
CASH_IN
221,132.54
C480412209
4,454,913.86
4,676,046.4
C2090746243
3,702,322.14
3,481,189.6
0
0
451
PAYMENT
18,864.16
C1667901934
135,367.45
116,503.29
M869152004
0
0
0
0
276
CASH_IN
151,844.23
C1229563241
2,425,126.25
2,576,970.48
C1758932991
173,609.96
21,765.73
0
0
228
CASH_OUT
152,039.83
C2009189732
103,860
0
C999571595
474,260.98
626,300.82
0
0
131
PAYMENT
14,323.17
C655907915
0
0
M317037343
0
0
0
0
321
CASH_OUT
52,309.67
C155363967
15,202
0
C1344302029
553,795.46
606,105.14
0
0
284
PAYMENT
6,945.83
C1129570446
11,522
4,576.17
M735917203
0
0
0
0
153
CASH_OUT
99,442.75
C708021347
97,621
0
C932407229
160,579.03
260,021.78
0
0
377
CASH_IN
53,849.6
C1092433975
0
53,849.6
C1633408574
680,661.02
626,811.42
0
0
356
CASH_OUT
22,847.41
C1360000114
16,325
0
C389419130
0
22,847.41
0
0
574
PAYMENT
14,964.15
C960013804
0
0
M49902562
0
0
0
0
259
PAYMENT
620.1
C1862885261
21,375
20,754.9
M652003961
0
0
0
0
187
CASH_IN
280,873.93
C1421815109
224,141.37
505,015.3
C1033241976
323,072.85
42,198.92
0
0
297
CASH_IN
157,063.28
C1161085740
100,542
257,605.28
C1806041279
1,460,363.41
1,303,300.13
0
0
278
PAYMENT
2,419.39
C1519932451
0
0
M335556214
0
0
0
0
40
CASH_OUT
367,799
C1482682751
0
0
C298512902
2,524,336.59
2,892,135.59
0
0
300
PAYMENT
5,539.29
C149283515
247,161.52
241,622.24
M1482372052
0
0
0
0
180
CASH_OUT
457,049.83
C1758852196
24,770
0
C2022375592
0
457,049.83
0
0
181
DEBIT
4,053.49
C1884272168
295
0
C1243613840
335,542.9
339,596.39
0
0
33
PAYMENT
7,400.4
C355738591
338
0
M1303501242
0
0
0
0
155
TRANSFER
562,427.85
C135305115
418,950
0
C1718198707
0
442,144.49
0
0
13
CASH_OUT
127,902.98
C1515206
0
0
C1636526944
8,097,064.86
8,224,967.84
0
0
260
CASH_OUT
144,522.09
C940283594
0
0
C653209376
619,085.8
763,607.89
0
0
165
CASH_IN
131,313.58
C1965517236
3,303,652.94
3,434,966.52
C1958931937
793,874
662,560.42
0
0
34
CASH_OUT
92,049.36
C372005009
0
0
C977898118
180,783.25
272,832.6
0
0
252
CASH_OUT
73,070.9
C1327701231
0
0
C560859791
2,327,872.62
4,457,668.69
0
0
308
TRANSFER
1,429,392.41
C353236125
286,951
0
C282771466
0
1,429,392.41
0
0
10
CASH_OUT
87,859.77
C1662603919
755
0
C1206078962
1,324,835.11
1,412,694.88
0
0
185
PAYMENT
5,677.28
C1687878264
0
0
M1619551269
0
0
0
0
131
PAYMENT
8,040.11
C1485721091
62,540
54,499.89
M1012324684
0
0
0
0
46
PAYMENT
3,907.83
C217253724
77
0
M596590645
0
0
0
0
258
CASH_IN
19,721.23
C53191437
650,377.78
670,099
C1721328727
544,639.09
524,917.86
0
0
322
PAYMENT
68,631.42
C104413416
0
0
M1079449073
0
0
0
0
311
TRANSFER
76,600.19
C1568295135
146
0
C198443055
386,766.26
463,366.45
0
0
10
PAYMENT
27,245.9
C1298739895
287,375.37
260,129.46
M519291937
0
0
0
0
396
CASH_OUT
93,463.06
C421649675
0
0
C682797966
810,827.46
904,290.52
0
0
95
CASH_OUT
273,792.38
C960797589
0
0
C1037746358
7,304,283.34
7,578,075.71
0
0
395
PAYMENT
17,191.74
C495875924
1,036
0
M1912624049
0
0
0
0
260
CASH_OUT
142,271.34
C1066494830
198,976
56,704.66
C885364193
705,228.32
847,499.66
0
0
487
PAYMENT
17,197.25
C2087663138
0
0
M896937134
0
0
0
0
134
CASH_OUT
95,482.17
C1965015566
0
0
C1346822308
3,066,461.75
3,161,943.92
0
0
46
DEBIT
1,798.09
C196330453
545,741
543,942.91
C1210058295
163,129.56
164,927.65
0
0
373
PAYMENT
9,719.35
C121532954
391,221.59
381,502.24
M1520503970
0
0
0
0
153
CASH_IN
5,575.09
C1277964700
11,273
16,848.09
C1368635064
284,124.15
278,549.06
0
0
11
TRANSFER
1,304,717.28
C1527953918
57,915.6
0
C1416283760
2,718,180.23
3,828,513.05
0
0
399
CASH_IN
469,328.96
C452373232
51,464
520,792.96
C548670134
0
0
0
0
378
CASH_OUT
59,914.98
C1520133200
44,471
0
C17410705
31,070.94
90,985.92
0
0
15
CASH_OUT
170,365.51
C1699255040
177,655.12
7,289.62
C108101199
824,894.03
995,259.54
0
0
182
PAYMENT
25,249.45
C1800788796
25,037
0
M2120658818
0
0
0
0
8
PAYMENT
13,442.64
C2041996859
20,218
6,775.36
M157563367
0
0
0
0
260
CASH_IN
59,448.16
C1793622582
17,680
77,128.16
C1323102423
500,229.11
440,780.96
0
0
15
PAYMENT
5,315.36
C281124576
34,540
29,224.64
M2087811366
0
0
0
0
208
CASH_OUT
328,488.11
C912826673
6,866.62
0
C631229279
1,178,229.33
1,506,717.44
0
0
143
CASH_OUT
40,707.81
C1519767752
12,433.23
0
C1584743181
114,407.72
155,115.54
0
0
305
PAYMENT
10,967.69
C1873447902
0
0
M243664945
0
0
0
0
226
TRANSFER
2,205,701.38
C1452863940
0
0
C2067691964
3,597,533.95
5,803,235.34
0
0
326
CASH_OUT
69,375.45
C726198332
0
0
C982936930
645,336.64
714,712.08
0
0
131
CASH_OUT
154,185.05
C687383134
32,137
0
C1396265973
0
171,338.34
0
0
42
CASH_OUT
362,706.76
C1715194539
0
0
C627669486
502,894.34
669,876.34
0
0
327
CASH_OUT
68,071.87
C611016777
10,641
0
C1362233626
0
68,071.87
0
0
687
PAYMENT
14,886.71
C1223644487
0
0
M293307228
0
0
0
0
357
PAYMENT
222.77
C1944855066
0
0
M676668175
0
0
0
0
500
CASH_IN
127,178.03
C69592064
384,382.03
511,560.06
C378796388
552,415.31
425,237.27
0
0
201
CASH_OUT
167,910.4
C1846106212
0
0
C1178894049
1,673,997.6
1,841,908
0
0
398
TRANSFER
616,807.23
C490035592
11,285
0
C481810713
0
616,807.23
0
0
349
CASH_IN
147,614.98
C979382927
10,846
158,460.98
C2060600691
0
0
0
0
372
CASH_OUT
480,493.31
C1192008587
0
0
C680659635
4,144,654.88
4,625,148.19
0
0
185
CASH_IN
106,426.33
C1496180415
1,003,532.51
1,109,958.83
C408168955
2,983,661.16
2,877,234.84
0
0
351
PAYMENT
14,625.16
C181231551
235,215.82
220,590.67
M1941857164
0
0
0
0
544
CASH_IN
423,058.56
C1210974358
3,140,788.37
3,563,846.92
C1697147324
769,739.06
346,680.51
0
0
183
PAYMENT
10,635.87
C1787783191
776,980.75
766,344.88
M678126310
0
0
0
0