step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
183
CASH_IN
38,229.2
C259668845
1,335,243.21
1,373,472.42
C1945020497
612,867.76
574,638.56
0
0
186
CASH_IN
7,133.91
C1669118285
14,335,377.22
14,342,511.13
C598330719
54,746.17
47,612.26
0
0
306
CASH_IN
136,868.84
C673387115
1,958,766.68
2,095,635.52
C1177742084
10,135,727.75
9,998,858.9
0
0
304
TRANSFER
10,000,000
C163789922
0
0
C1689392161
30,000,000
59,436,695.11
0
0
129
CASH_OUT
223,351.45
C204505840
373
0
C2100443143
0
223,351.45
0
0
305
CASH_IN
285,222.91
C1545357297
7,226,439.76
7,511,662.68
C1753019580
8,423,627.17
8,138,404.26
0
0
211
PAYMENT
11,713.65
C1126042956
0
0
M2180670
0
0
0
0
166
PAYMENT
8,457.07
C1609946844
11,059.28
2,602.21
M725849416
0
0
0
0
187
CASH_IN
1,733.4
C2116710084
7,681,407.85
7,683,141.25
C1230840776
186,780.77
185,047.38
0
0
205
PAYMENT
1,981.23
C134105793
0
0
M1885267629
0
0
0
0
379
PAYMENT
927.17
C1285367845
212,849
211,921.83
M1781247704
0
0
0
0
36
PAYMENT
25,034.59
C1051496758
230
0
M666758588
0
0
0
0
210
PAYMENT
4,616.76
C1392221394
5,355.5
738.75
M1322843716
0
0
0
0
281
CASH_OUT
13,839.05
C820821496
0
0
C1728649571
487,899.58
501,738.63
0
0
311
CASH_OUT
509,934.45
C635566816
16,038.73
0
C1672834880
2,145,794.15
2,655,728.6
0
0
398
PAYMENT
15,335.95
C240942630
0
0
M951875746
0
0
0
0
279
CASH_IN
239,479.23
C1486215843
9,740,787.21
9,980,266.43
C218598269
9,200,134.42
8,960,655.19
0
0
233
CASH_IN
222,767.67
C1587221595
1,346,220.55
1,568,988.22
C1880628647
930,552.39
707,784.72
0
0
407
CASH_IN
56,651.87
C1069412764
5,445,763.44
5,502,415.31
C1955240360
183,538.35
126,886.48
0
0
211
PAYMENT
2,484.94
C1340912288
22,885
20,400.06
M1980024041
0
0
0
0
11
CASH_OUT
78,479.93
C559548854
0
0
C141213117
1,731,362.02
1,576,323.01
0
0
45
PAYMENT
729.71
C1265817434
7,069
6,339.29
M1530139164
0
0
0
0
370
CASH_OUT
244,796.89
C1908309209
0
0
C871885146
580,296.27
825,093.16
0
0
182
PAYMENT
3,415.47
C761812221
5,140
1,724.53
M766652662
0
0
0
0
231
PAYMENT
30,869.54
C1478521689
182,679
151,809.46
M894798690
0
0
0
0
135
CASH_IN
339,502.22
C173208220
5,450
344,952.22
C1925161016
204,636.69
0
0
0
157
CASH_OUT
122,209.65
C199333175
198,330
76,120.35
C429876749
1,577,756.48
1,699,966.14
0
0
403
CASH_OUT
189,563.78
C1865139473
9,984
0
C2041018171
14,516.83
204,080.62
0
0
20
CASH_IN
47,763.81
C337937644
13,833,002.31
13,880,766.11
C470811102
710,386.86
662,623.05
0
0
369
PAYMENT
25,137.47
C1146430240
0
0
M2005073917
0
0
0
0
15
CASH_IN
136,505.35
C865939445
10,466
146,971.35
C2141994208
1,019,564.04
883,058.69
0
0
230
CASH_OUT
43,220.91
C122447123
0
0
C1721180587
493,903.1
537,124.01
0
0
139
CASH_IN
34,241.77
C1355821865
2,184,668.09
2,218,909.86
C584557699
1,437,792.25
1,403,550.48
0
0
18
CASH_OUT
5,527.84
C928678252
0
0
C29117237
402,437.45
1,019,569.68
0
0
40
CASH_OUT
113,130.98
C744330632
0
0
C1234979787
6,363,256.58
6,476,387.57
0
0
354
CASH_IN
247,320.68
C113078103
13,814
261,134.68
C1672375308
365,590.99
118,270.31
0
0
354
CASH_IN
55,690.81
C1943842018
534
56,224.81
C1567612417
771,206.3
715,515.49
0
0
34
CASH_OUT
407,185.63
C2037622481
0
0
C1587017479
1,047,096.17
1,434,553.34
0
0
185
CASH_OUT
203,119.5
C33821960
0
0
C1089409432
2,563,372.41
2,766,491.91
0
0
306
CASH_OUT
333,332.75
C1449818139
0
0
C549868595
8,068,867.98
8,402,200.73
0
0
18
CASH_IN
363,873.95
C1888982999
0
363,873.95
C588431511
1,059,516.52
880,089.59
0
0
528
DEBIT
2,334.06
C1743815965
514,854
512,519.94
C652014681
2,108,165.68
2,110,499.74
0
0
283
PAYMENT
6,336.26
C1457577063
1,147.55
0
M605400214
0
0
0
0
226
CASH_IN
66,951.05
C1806833722
291
67,242.05
C184616814
0
0
0
0
322
PAYMENT
11,313.06
C420724965
0
0
M1142207935
0
0
0
0
164
CASH_OUT
58,490.28
C1337520472
51,216
0
C2136958416
0
58,490.28
0
0
188
CASH_OUT
9,929.56
C641578598
32,532
22,602.44
C446883669
278,507.89
288,437.45
0
0
357
PAYMENT
3,939.77
C544210810
15,505
11,565.23
M393583225
0
0
0
0
93
CASH_OUT
310,979.92
C1587821325
183,221.84
0
C58729816
489,178.71
800,158.63
0
0
179
CASH_OUT
23,156.48
C138764108
0
0
C172797825
108,746.89
131,903.37
0
0
331
PAYMENT
36,318.68
C1072853949
7,065
0
M837539976
0
0
0
0
322
DEBIT
2,362.48
C1875588552
207
0
C2044564657
667,327.89
669,690.37
0
0
286
PAYMENT
271.2
C160422989
29,845
29,573.8
M661933282
0
0
0
0
405
PAYMENT
6,440.87
C47883185
0
0
M1886430332
0
0
0
0
378
PAYMENT
21,520.11
C1450307141
0
0
M1794539453
0
0
0
0
235
PAYMENT
1,034.74
C1327865664
189,699.96
188,665.23
M1089051169
0
0
0
0
225
CASH_IN
32,118.67
C1139238412
216,990
249,108.67
C1494844758
717,874.83
685,756.16
0
0
15
PAYMENT
13,289.55
C1861828318
44,635
31,345.45
M470366266
0
0
0
0
20
CASH_OUT
67,215.43
C918806484
43,273.57
0
C1428902531
151,949.78
251,834.86
0
0
306
CASH_OUT
22,680.22
C1045916790
48,668
25,987.78
C2091295943
594,755.48
617,435.71
0
0
234
CASH_IN
297,256.41
C869328119
152,160
449,416.41
C744020030
383,835.11
86,578.7
0
0
348
PAYMENT
24,116.26
C76441724
26,487.53
2,371.27
M526898364
0
0
0
0
18
CASH_OUT
272,896.94
C245305397
10,807
0
C1791192044
20,680
272,590.1
0
0
132
TRANSFER
281,116.3
C614286988
0
0
C1001666683
437,523.61
718,639.91
0
0
308
PAYMENT
9,054.29
C1025578215
0
0
M1819786225
0
0
0
0
334
CASH_IN
124,617.89
C1126758364
2,867,940.24
2,992,558.13
C470324890
572,229.14
447,611.25
0
0
500
PAYMENT
22,618.39
C231503441
0
0
M1313052231
0
0
0
0
333
PAYMENT
21,493.68
C1013654623
20
0
M1732639770
0
0
0
0
188
CASH_IN
191,799.09
C839721982
101,651
293,450.09
C96047104
0
0
0
0
232
TRANSFER
726,771.59
C2126065465
14,574
0
C196490111
302,963.92
1,029,735.51
0
0
159
PAYMENT
16,033.45
C1263008529
0
0
M1805254492
0
0
0
0
588
CASH_IN
185,838.53
C2018952032
863
186,701.53
C919490560
28,167.41
0
0
0
205
CASH_OUT
385,215.39
C1999503113
0
0
C1158249836
865,174.5
1,250,389.89
0
0
37
PAYMENT
21,124.1
C372175715
213,295.48
192,171.38
M148357698
0
0
0
0
17
CASH_OUT
242,987.01
C1590605886
40,026
0
C831225172
1,702,116.68
1,945,103.7
0
0
695
CASH_OUT
29,962.32
C631410397
11,592.38
0
C1813627437
54,905.94
84,868.27
0
0
158
CASH_OUT
25,523.05
C1067403074
110,552
85,028.95
C712048963
113,827.44
139,350.49
0
0
17
CASH_IN
30,351.36
C2072597316
124,755
155,106.36
C1990757678
307,481.97
474,414.03
0
0
229
PAYMENT
2,441.79
C98031922
48,381.68
45,939.9
M663672646
0
0
0
0
36
CASH_IN
220,474.44
C755746221
6,420,211.59
6,640,686.03
C2130105182
3,013,704.02
2,793,229.58
0
0
281
CASH_OUT
158,820.27
C1356198777
91,161
0
C2023029213
0
158,820.27
0
0
183
CASH_OUT
302,275.31
C1190345496
100,246
0
C15930254
141,224.38
443,499.69
0
0
250
CASH_IN
110,433.7
C196988072
1,178,853.5
1,289,287.2
C1255447234
158,662.91
48,229.21
0
0
96
PAYMENT
327.13
C31902043
30,635
30,307.87
M521771960
0
0
0
0
303
CASH_IN
142,823.58
C1805616774
14,291,951.21
14,434,774.79
C879496505
439,319.78
296,496.2
0
0
234
CASH_IN
57,679.21
C1546784676
8,395
66,074.21
C55084578
1,636,660.52
1,578,981.31
0
0
38
CASH_OUT
61,317.19
C2099423428
0
0
C1893008546
107,698.24
169,015.43
0
0
8
CASH_OUT
353,190.71
C1696632983
233,621
0
C2112826959
51,619
2,258,719.46
0
0
8
CASH_OUT
9,194.89
C498245324
8,549.38
0
C1240091493
286,446.91
295,641.8
0
0
181
CASH_IN
136,295.49
C1640315378
219,511
355,806.49
C399353502
3,250,958.93
3,114,663.44
0
0
617
PAYMENT
6,717.2
C460007233
38,055.22
31,338.02
M2112699086
0
0
0
0
132
PAYMENT
15,737.41
C1152590728
13,104.4
0
M1158455375
0
0
0
0
277
CASH_OUT
54,135.2
C1983198333
0
0
C2013124319
259,060.18
313,195.38
0
0
309
CASH_OUT
23,146
C1918425094
0
0
C1136061453
126,940.64
150,086.64
0
0
138
CASH_OUT
154,277.51
C2027385852
106
0
C333763993
443,498.83
597,776.34
0
0
328
TRANSFER
550,131.08
C1716279343
0
0
C622566052
4,139,266.11
4,689,397.2
0
0
356
CASH_IN
22,496.12
C867437978
16,804,424.93
16,826,921.05
C1856274057
507,444.74
484,948.62
0
0
380
CASH_OUT
290,339.15
C1170858274
84,255.04
0
C2075845599
1,669,547.59
1,959,886.75
0
0
307
CASH_OUT
187,368.42
C194330642
0
0
C519422484
2,952,391.6
3,139,760.02
0
0
252
CASH_OUT
163,211.85
C93108336
287
0
C200591221
3,508,957.49
4,458,320.66
0
0