step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
175
CASH_IN
29,622.62
C1407572283
503,520.6
5,807,359.88
C1534732840
3,016,893
11,200.58
0
0
79
CASH_OUT
143,914.27
C1144276181
3,281,836.23
13,061,212.63
M659106949
490,172.43
0.18
0
0
154
PAYMENT
75,656.28
C899022678
1,687,542.74
188,344.49
M309523678
81,402.75
0
0
0
38
PAYMENT
1,169.8
C1076414525
15.43
554.59
C1054097856
256,925.66
0
0
0
301
CASH_OUT
36,943.73
C84370590
431,283.23
1,523,039.67
M601660603
1,178,351.28
17.53
0
0
270
CASH_OUT
9,711.34
C2104747887
38,254.21
545,376.5
C1395693245
304,463.1
1.23
0
0
289
PAYMENT
169,187.84
C1891882542
3.93
1,516.05
C705502744
259,158.38
297.55
0
0
25
PAYMENT
6,356.03
C119666121
553.98
50,850.18
C278477676
164,596.64
0
0
0
223
CASH_IN
273,337.27
C887330674
641,780.47
1,609,987.66
C1533293414
5,916,505.56
1,632,147.67
0
0
649
CASH_OUT
674,349.9
C460635582
18,700.02
150,931.76
C1723688833
2,774,465.6
2,160.77
0
0
341
CASH_OUT
80,828.71
C1724576138
523,447.18
5,678,638.06
C509539523
2,478,554.95
116,533.15
0
0
228
CASH_OUT
12,307.04
C963419343
1,068,297.42
138,632.37
M1834245769
32,703.88
0.02
0
0
273
PAYMENT
583.97
C1982135017
3,956,501.44
13,603,710.09
C1959506251
31,994.54
0
0
0
158
CASH_OUT
180.83
C1861808351
2,938,943.83
475,474.9
C2114821737
210,318.48
0
0
0
32
CASH_OUT
164,792.56
C1056509324
849.75
11,366.82
C345891541
3,529,026.69
2,484,684.47
0
0
26
PAYMENT
762,611.17
C1823133633
16,272.62
188.44
C1926673338
8,476,775.8
1,903,170.25
0
0
174
PAYMENT
2,102.36
C421339677
28.45
4,091.88
M1173861330
72,627.86
0
0
0
743
CASH_IN
1,041,173.42
C972674954
685,689.63
108,913.96
M788129149
4,882,618.93
11,702,244.96
0
0
201
PAYMENT
4,037.62
C1046524984
1,202.48
14,938.7
C623494491
91,195.34
0
0
0
221
CASH_IN
1,685,779.69
C1997815140
146.97
1,173.85
C187569650
8,672,237.69
48,774,187.09
0
0
70
CASH_OUT
1,335,282.2
C1323010169
14,470.9
3,265.29
C1399882285
4,654,124.34
969,079.15
0
0
450
PAYMENT
73,458.71
C1472949155
161,696.97
101,449.11
M938720721
330,698.34
107.92
0
0
614
CASH_OUT
416,263.38
C2095924374
1,788.32
65,097.19
M691696332
1,573,898.64
31,265.2
0
0
495
CASH_OUT
71,626.02
C1198874474
9.83
2,464.01
M1800504897
1,756,071.91
25,002.88
0
0
357
CASH_OUT
67,256.16
C673229661
2,026,994.55
715,006.14
M1879471132
743,472.74
7.11
0
0
26
PAYMENT
244.45
C1136443959
822,431.08
2,926,607.65
M1787743553
114,156.07
0
0
0
236
PAYMENT
2,804.82
C744514756
1,313.16
525,894.09
C1672964882
26,230.8
0
0
0
147
CASH_OUT
381,924.97
C2001040271
2,389,524.16
1,126,692.04
M932591833
775,647.71
23,506.35
0
0
87
PAYMENT
15,877.96
C1774874364
24,002.82
154,728.24
C976767353
797,822.73
3,153.89
0
0
330
PAYMENT
136,444.72
C592645755
140,299.3
124,630.64
M1365692074
1,399,327.38
83.45
0
0
566
CASH_OUT
177,039.43
C1149574882
1,201,963.87
6,003,833.08
M402905261
2,080,771.57
4,852.36
0
0
55
PAYMENT
44,478.01
C657968922
3,196.04
1,182,173.61
M595678543
1,568,245.64
38,933.07
0
0
707
CASH_OUT
863,860.77
C1274645744
5,689.47
25,262.45
M155054633
6,197,391.91
16,035,265.85
0
0
743
PAYMENT
14,468.23
C1970822111
70,648.26
952,060.86
M1527841752
2,695.26
0
0
0
42
CASH_OUT
375,236.52
C587486310
24,505.14
325,768.43
M940997817
1,341,111.27
249,075.97
0
0
469
CASH_OUT
157,856.21
C711645557
1,776,049.87
1,400,898.2
M1312514951
560,517.15
1,343.44
0
0
109
CASH_OUT
20,833.87
C1462224322
52.81
19,194.33
C1879893787
4,345,631.7
55,807.08
0
0
81
CASH_OUT
626,685.21
C1424372742
25,385.28
153,692.64
C563333542
4,490,829.77
568,118.04
0
0
168
CASH_IN
1,821.72
C1012892565
3,399,240.58
13,506,418.1
M1139306504
705,835.22
0
0
0
368
CASH_IN
317,720.44
C1474736590
595,788.15
3,304,338.91
M241902629
2,269,280.53
33,086.77
0
0
331
CASH_OUT
93,157.91
C1573569521
1,236,760.56
4,528,991.11
C1935965811
1,177,948.72
2,163.65
0
0
66
CASH_IN
27,391.28
C362972121
7.72
70,385.45
C1556653245
571,514.3
573.57
0
0
119
PAYMENT
6,844.28
C8504533
2.33
256,936.9
C97993978
252,060.15
0
0
0
125
CASH_IN
98,112.9
C1055798648
152,168.28
390,901.89
M1167845911
1,628,489.27
98.94
0
0
46
PAYMENT
16,621.49
C785275783
454.89
3,606.39
C1713489043
265,879.19
6.58
0
0
231
CASH_OUT
260,995.34
C860737459
21,341.55
3,665.98
C582929724
2,148,927.76
430,968.82
0
0
101
CASH_IN
393,868.82
C531002856
4,670,943.91
3,689,854.67
C1834996808
2,539,173.92
528,309.59
0
0
273
CASH_IN
50,936.97
C406642536
9,119,494.74
1,385,237.35
C268944893
1,127,241.46
13,762.49
0
0
112
PAYMENT
65,293.62
C1140757530
18,014.01
241,718.96
C1957086455
686,686.26
3.53
0
0
511
CASH_OUT
151,163.2
C1690728886
6,332.14
18,020.9
C488970536
912,454.19
3,062.37
0
0
535
PAYMENT
31,718.69
C318139342
20,739.72
456,745.44
M1442696984
718,806.06
261,320.1
0
0
127
CASH_OUT
149,203.78
C1127128980
2,578,292.3
4,456,634.17
C1735256046
1,908,560.51
4,140.87
0
0
162
CASH_OUT
543,549.31
C201621859
351,675.71
651,672.96
C716178210
2,148,522.1
36,714.91
0
0
14
PAYMENT
85,323.02
C1553042691
456,842.18
1,547,231.77
C741593058
57,306.9
0.39
0
0
95
TRANSFER
95,536.21
C664466844
1,137,620.65
5,056,230.57
M927331492
326,614.96
0
0
0
107
PAYMENT
7,691.95
C1596694393
2,321.49
22,494.94
M856924718
334,869.48
289.22
0
0
362
CASH_IN
354,264.21
C1290221490
7,190,750.84
6,192,685.37
C1040063364
5,361,738.84
2,830,476.66
0
0
219
PAYMENT
8,060.54
C32798319
462.62
1,409.66
C1859211315
540,789.98
502.47
0
0
156
CASH_IN
308,910.84
C261169268
107,314.88
944,599.43
C1616021043
7,620,206.89
5,390,892.78
0
0
323
CASH_IN
60,504.21
C1231158806
774,634.72
7,478,342.23
M1187305595
1,334,742.72
0.54
0
0
516
CASH_OUT
241,337.65
C514162863
50,460.27
4,925.55
M39192108
660,374.81
45,842.89
0
0
399
CASH_IN
171,927.01
C1342852959
139,931.72
784,088.27
M1143778964
4,983,744.81
1,283,746.2
0
0
91
TRANSFER
10,645.9
C583209163
1,072.36
18,572.66
C1267374857
2,134,385.21
94,659.19
0
0
99
CASH_OUT
232,270.15
C961388084
802,436.72
7,423,023.41
C1086247399
990,431.27
3,099.31
0
0
257
CASH_IN
18,865.88
C1991339794
2,240,118.7
6,285,727.23
M1285080383
255,549.18
0.01
0
0
345
PAYMENT
303,747.41
C1498037067
38,076.23
6,056.3
M2076279706
924,685.78
1,505.72
0
0
116
CASH_IN
415,851.35
C1865669896
52,501.82
6,997.97
C503186426
769,966.18
920.98
0
0
166
CASH_OUT
33,321.41
C1856596596
4,748,348.54
2,141,584.93
C480128984
170,792.51
313.69
0
0
455
CASH_OUT
54,582.01
C1941857154
1,818,961.92
2,808,424.99
C950647072
428,252.9
0
0
0
425
PAYMENT
77,283.8
C1833687103
381.87
26.95
C990601019
1,257,844.63
41,659.61
0
0
743
PAYMENT
2,326.64
C1186849773
270,862.98
6,883,404.49
M2066929933
1,153,920.26
77.83
0
0
553
CASH_OUT
39,460.52
C1062782398
164.41
322.45
M199874788
1,263,986.3
0.19
0
0
188
PAYMENT
143,614.67
C64479644
5,698.96
72,656.47
M62163765
138,808.35
0
0
0
107
CASH_IN
106,601.47
C1415475614
92,042.85
1,156,047.16
C1136261265
4,139,360.65
15,761.27
0
0
311
PAYMENT
75,152.91
C1034283765
3,083.15
67,424.81
M292141
80,110.26
0
0
0
155
CASH_IN
241,745.54
C77189234
2,107,748.69
5,371,311.95
C1675553530
4,904,534.7
37,318.7
0
0
76
CASH_OUT
18,586
C2080510749
1,750,023.46
8,886,520.03
C23019197
638,519.78
0.18
0
0
196
CASH_IN
74,660.69
C1812942765
3,770,878.96
750,880.83
M30901628
416,974.51
18,819.5
0
0
330
CASH_OUT
508,467.92
C1249861235
0.02
0.02
C1055276069
3,283,789.67
425,359.38
0
0
105
PAYMENT
247,456
C12498284
583,235.19
22,926.81
C1551088981
158,820.53
36.9
0
0
159
CASH_IN
125,057.21
C542226185
1,760,054.28
8,351,224.06
C1882538115
9,557,202.11
875,026.53
0
0
2
DEBIT
54,547.9
C1962189498
5,970,072.46
6,853,289.06
C834692963
148,432.2
0
0
0
104
CASH_OUT
51.73
C9038537
77,271.92
1,934,082.19
C667970654
628,440.77
523.41
0
0
118
TRANSFER
7,818.43
C932111112
3,757,529.07
8,843,418.65
C404711897
81,320.98
0
0
0
477
CASH_IN
169,454.96
C883923971
2,611,400.43
9,038,547.28
C986499376
3,269,684.51
2,830,976.76
0
0
123
CASH_OUT
97,805.92
C1833749148
30,309.12
1,399,168.95
M1206386073
1,629,849.84
12,766.18
0
0
583
CASH_OUT
641,815.12
C623039841
11.03
8,089.05
M1293241188
1,688,549.47
1,836.02
0
0
69
CASH_IN
546,789.88
C1335625864
29,380,637.64
22,123,009.87
C1892430440
7,009,869.22
2,633,418.66
0
0
37
PAYMENT
2,757.99
C275683103
333.6
103,211.36
C2078250226
1,330,097.84
589,732.01
0
0
174
CASH_OUT
244,501.21
C1688433212
614,020.53
613,169.82
C58101492
54,141.65
0
0
0
120
CASH_IN
703,042.79
C1909543107
44,292.71
6.73
C649881081
1,567,239.24
205,379.46
0
0
279
CASH_OUT
5,712.48
C1800297132
62,019.17
1,161,325.62
M688681306
330,718.02
0
0
0
427
PAYMENT
137,441.12
C1135980853
193,262.69
41,575.44
C1836910387
5,756,011.5
1,231,460.43
0
0
216
CASH_OUT
208,080.8
C831604300
45,760
901.74
C322104247
2,709,614.02
6,936,776.23
0
0
66
CASH_OUT
299,805.53
C1442103187
1,854,592.03
12,736.51
C567400629
1,096,397.42
3,338.26
0
0
212
CASH_OUT
161,338.37
C2146681242
564,709.46
3,898,738.33
M250953304
1,850,134.21
709,617.17
0
0
283
CASH_OUT
719.14
C1227136956
111,401.42
47,854.08
M919001809
204,149.06
0.25
0
0
376
CASH_IN
238,198.92
C1344550054
7,211,531.85
5,320,775.69
C1755466720
1,777,938.91
65,804.75
0
0
530
CASH_OUT
166,570.71
C540841054
1,365,682.71
4,148,573.92
M1020238763
536,299.62
0.05
0
0
85
CASH_OUT
11,441.06
C1415638385
1,323,803.31
1,851,246.21
C1800858456
587,651.31
0.03
0
0