step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
369
CASH_IN
58,531.43
C1907825507
11,066
69,597.43
C878987879
0
0
0
0
178
CASH_OUT
89,285.71
C158226128
483
0
C1819587762
11,458.91
100,744.62
0
0
277
PAYMENT
16,021.18
C1291445390
14,917
0
M1571860658
0
0
0
0
180
CASH_OUT
228,278.98
C998668118
21,018
0
C1520102392
0
228,278.98
0
0
227
CASH_OUT
92,750.43
C1943919819
0
0
C1729125336
1,089,636.93
1,182,387.36
0
0
46
CASH_OUT
69,466.37
C2052625139
0
0
C1142098871
967,938.83
1,037,405.19
0
0
282
PAYMENT
2,557.07
C1081931660
78,615
76,057.93
M1169648328
0
0
0
0
393
CASH_OUT
164,832.18
C2003151404
45,220.94
0
C457439728
3,583,860.84
3,748,693.02
0
0
378
DEBIT
6,611.95
C923398951
119,557
112,945.05
C273715591
238,750.93
245,362.88
0
0
177
TRANSFER
419,657.78
C919769259
60,664
0
C1642405153
0
419,657.78
0
0
227
PAYMENT
31,190.2
C1153384661
324,395.22
293,205.01
M1284465219
0
0
0
0
401
CASH_IN
326,433.53
C869366562
2,839,613.27
3,166,046.8
C943133115
1,441,249.81
1,114,816.28
0
0
205
PAYMENT
6,766.27
C1804463390
124,747
117,980.73
M1626297654
0
0
0
0
34
CASH_OUT
1,024.87
C47107072
551,538.69
550,513.82
C641531186
10,541.91
11,566.78
0
0
255
CASH_OUT
49,231.74
C1027595454
100,052
50,820.26
C1025167308
918,294.19
967,525.93
0
0
306
CASH_OUT
188,579.72
C1383435307
0
0
C1813167828
729,945.44
918,525.15
0
0
379
CASH_OUT
16,677.91
C1039567376
10,309
0
C1128994752
26,569.58
43,247.49
0
0
160
TRANSFER
179,321.09
C1182172278
82,766
0
C1628934827
605,806.18
785,127.28
0
0
262
CASH_OUT
86,089.65
C1909411936
0
0
C1923077600
5,910,258.33
5,996,347.97
0
0
131
CASH_OUT
309,706.5
C1831585583
15,759.58
0
C424065622
756,762.64
1,066,469.13
0
0
299
CASH_IN
307,613.47
C818831525
171
307,784.47
C606949201
0
0
0
0
402
CASH_OUT
111,352.78
C1315876292
2,349
0
C1250197808
0
111,352.78
0
0
330
PAYMENT
22,210.95
C876934161
20,782.56
0
M1497440317
0
0
0
0
356
PAYMENT
7,998.89
C490223566
677,975
669,976.11
M8894553
0
0
0
0
231
CASH_OUT
17,627.85
C170452233
0
0
C846524209
238,225.85
255,853.71
0
0
161
CASH_OUT
102,246.06
C1052582163
70,766.3
0
C71403194
387,660.01
489,906.07
0
0
33
CASH_OUT
165,636.04
C964388510
135
0
C1239007093
0
165,636.04
0
0
141
PAYMENT
12,905.64
C870780465
0
0
M1131334484
0
0
0
0
16
PAYMENT
9,721.78
C1926330249
0
0
M499649289
0
0
0
0
278
CASH_OUT
240,580.4
C412010733
240,580.4
0
C265543802
0
240,580.4
1
0
228
TRANSFER
924,327.47
C13349120
326,300
0
C1149435896
3,959,759.67
4,884,087.15
0
0
210
TRANSFER
786,764.47
C1345594172
0
0
C2016478138
1,082,008.68
1,868,773.15
0
0
573
PAYMENT
759.52
C537211695
0
0
M912775183
0
0
0
0
305
TRANSFER
241,521.77
C2107613318
0
0
C1390791447
3,043,788.06
3,285,309.83
0
0
331
PAYMENT
15,756.91
C4820543
24,015
8,258.09
M712430675
0
0
0
0
157
CASH_OUT
200,435.33
C1580302664
41,998.64
0
C767710058
2,059,333.43
2,259,768.76
0
0
134
CASH_OUT
256,621.39
C1447146114
0
0
C180752164
453,183.37
709,804.76
0
0
309
CASH_OUT
31,889.22
C583330962
11,165
0
C37735369
424,955.96
456,845.18
0
0
354
PAYMENT
1,234.18
C318544283
142,329.04
141,094.87
M1406183304
0
0
0
0
376
PAYMENT
25,540.99
C489827268
0
0
M812516557
0
0
0
0
256
CASH_IN
106,812.12
C672397657
2,272,655.52
2,379,467.63
C960174344
2,493,267.26
2,386,455.15
0
0
514
CASH_IN
78,466.45
C1825638418
6,569,437.8
6,647,904.25
C1831920138
345,459.82
266,993.37
0
0
181
CASH_IN
137,982.31
C1837838833
504,240
642,222.31
C329833167
8,991
0
0
0
401
CASH_IN
522,372.8
C2078121008
20,600
542,972.8
C1779832193
358,824.15
0
0
0
134
CASH_OUT
451,667.48
C1791135083
23
0
C2027991208
915,305.69
1,366,973.16
0
0
228
CASH_IN
131,376.2
C998453476
6,480,023.85
6,611,400.05
C1187532821
150,238.48
18,862.28
0
0
380
PAYMENT
5,846.45
C1929845846
0
0
M384803286
0
0
0
0
330
CASH_IN
85,475.65
C1911149713
14,231
99,706.65
C983581071
309,664.73
224,189.08
0
0
238
CASH_OUT
154,506.38
C1150828898
0
0
C536744831
616,957.09
771,463.47
0
0
429
CASH_OUT
67,123.08
C595823821
262,487
195,363.92
C781196690
0
67,123.08
0
0
312
CASH_OUT
285,177.53
C1459484250
0
0
C154730533
1,960,123.69
2,245,301.22
0
0
279
CASH_OUT
210,909.25
C1478978497
100
0
C522180886
2,891,072.37
3,101,981.62
0
0
19
CASH_IN
83,699.55
C1623353782
3,243,119.14
3,326,818.69
C1673773702
323,454.55
239,754.99
0
0
134
TRANSFER
992,225.83
C1616154129
10,871
0
C1317105949
0
992,225.83
0
0
406
CASH_OUT
292,079.87
C782821426
0
0
C662974708
1,438,631.64
1,730,711.51
0
0
21
CASH_OUT
134,862.82
C344083385
6,275
0
C1105063017
3,507,197.69
3,642,060.51
0
0
227
CASH_IN
349,692.42
C2036783275
16,838,150.37
17,187,842.79
C85777802
9,458,555.42
9,108,862.99
0
0
385
CASH_OUT
214,085.75
C1325556979
0
0
C1926226843
11,333,145.48
11,547,231.24
0
0
136
PAYMENT
5,894.38
C210582478
67,710
61,815.62
M1656724657
0
0
0
0
398
CASH_IN
56,160.3
C840923874
5,578,235.49
5,634,395.79
C1825485685
189,876.93
133,716.63
0
0
298
CASH_OUT
203,968.59
C38435681
6,540
0
C1002917763
4,192,225.15
4,396,193.74
0
0
401
CASH_OUT
4,653
C1521107678
402
0
C808265690
1,652,960.03
1,657,613.02
0
0
377
CASH_OUT
581,091.25
C475089457
221
0
C794538221
395,330.11
976,421.36
0
0
249
CASH_OUT
125,993.41
C1620442321
0
0
C166243665
538,972.05
664,965.46
0
0
323
CASH_IN
22,725.62
C539970399
7,243,868.45
7,266,594.07
C895261969
79,733.35
57,007.73
0
0
322
CASH_OUT
157,899.75
C1007276044
19,894
0
C1493634184
133,771.15
291,670.9
0
0
12
CASH_IN
473,994.57
C2090891450
52,696
526,690.57
C697820002
0
0
0
0
249
PAYMENT
1,647.88
C1196487021
0
0
M326629245
0
0
0
0
178
CASH_IN
524,773.99
C31076409
10,445
535,218.99
C1174126025
0
0
0
0
184
CASH_OUT
254,104.21
C2137107466
144,378
0
C1805938933
0
254,104.21
0
0
299
CASH_IN
230,808.53
C1796814943
3,297,641.7
3,528,450.23
C548922335
3,577,346.82
3,346,538.28
0
0
233
CASH_OUT
452,507.51
C45573933
225
0
C841290884
8,991,148.37
9,443,655.88
0
0
161
CASH_IN
159,489.14
C39396283
2,282
161,771.14
C290290064
18,134,654.74
17,975,165.6
0
0
254
CASH_IN
337,645.41
C1099907977
170,234
507,879.41
C18426088
0
0
0
0
380
PAYMENT
3,941.55
C220500342
35,933.29
31,991.74
M883027461
0
0
0
0
228
CASH_OUT
48,946.03
C329119253
0
0
C1117466415
347,276.09
396,222.12
0
0
131
CASH_IN
253,512.19
C759408361
20,731
274,243.19
C565301934
29,675
0
0
0
330
CASH_OUT
320,649.72
C901874161
2,446
0
C1280163738
53,238.65
373,888.38
0
0
229
PAYMENT
19,399.89
C824419659
0
0
M1800743156
0
0
0
0
35
CASH_OUT
34,032.76
C649061047
24,416
0
C1383996884
0
34,032.76
0
0
15
PAYMENT
12,915.53
C1111902228
81
0
M1805112311
0
0
0
0
154
TRANSFER
1,016,111.24
C1427753685
14,529
0
C152755022
0
1,016,111.24
0
0
325
PAYMENT
14,933.53
C1140568917
162
0
M1850568567
0
0
0
0
38
CASH_OUT
90,600.92
C1273514542
350,195.13
259,594.21
C1553033228
865,181.88
955,782.8
0
0
159
CASH_OUT
134,619.6
C726531594
0
0
C759946758
1,227,579.58
1,362,199.17
0
0
250
PAYMENT
7,116.12
C235758518
3,416
0
M1839900402
0
0
0
0
257
CASH_IN
350,482.12
C1101715171
11,619
362,101.12
C57882404
2,798,232.25
2,447,750.13
0
0
181
CASH_IN
57,309.26
C313261061
18,761,719.11
18,819,028.38
C609732298
1,024,489.1
967,179.84
0
0
179
PAYMENT
14,356.57
C1984425870
173,476
159,119.43
M389642364
0
0
0
0
401
CASH_OUT
291,450.54
C902691530
11,347
0
C904680553
1,409,451.79
1,700,902.33
0
0
212
CASH_IN
29,673.81
C217607041
3,799,575.37
3,829,249.18
C246599465
3,865,701.78
3,836,027.97
0
0
253
CASH_OUT
157,306.01
C1410978173
0
0
C1206823386
2,026,923.33
2,184,229.34
0
0
206
CASH_IN
26,204.89
C1131843254
779,261.54
805,466.43
C375321131
207,287.1
181,082.21
0
0
403
CASH_OUT
126,571.1
C2140505159
0
0
C595581063
570,634.15
697,205.25
0
0
313
CASH_IN
214,746.19
C737570986
403,752.71
618,498.89
C1877779310
645,733.27
430,987.08
0
0
182
CASH_OUT
85,046.13
C1409871094
526
0
C549681534
101,001
0
0
0
254
PAYMENT
10,735.21
C1452588719
0
0
M1899045698
0
0
0
0
14
CASH_OUT
384,995.17
C748416212
0
0
C942308585
524,072.82
909,067.99
0
0
129
CASH_OUT
142,242.39
C644204366
0
0
C624837819
713,291.86
564,850.39
0
0
136
DEBIT
3,196.33
C15325776
20,036
16,839.67
C1727188034
1,836,394.02
1,839,590.35
0
0