step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
90
PAYMENT
26,765.03
C438634293
1,054.67
22,871.22
C1993705964
735,681.27
4.35
0
0
143
PAYMENT
47.95
C367380297
550,768.89
826,156.51
C741591669
83,403.09
0
0
0
35
PAYMENT
55,044.73
C129185551
29.99
121,922.75
C604967576
2,421,324.84
2,769.18
0
0
743
CASH_IN
214,678.36
C1413985773
7,451,371.95
3,135,766.59
M1447587225
3,907,569.42
2,248,377.14
0
0
281
CASH_IN
167,975.79
C2108482308
424,410.13
2,157,434.19
M125277474
2,407,917.02
1,252,065.09
0
0
324
CASH_OUT
55,022.25
C1388818398
1,307,071.95
1,865,526.7
C1393057100
1,353,614
150.99
0
0
250
CASH_IN
111,501.83
C1540189431
8,627,776.6
15,301,692.27
C132626451
3,873,658.43
67,315.73
0
0
185
TRANSFER
10,179.15
C696097467
1,534,551.02
1,158,518.82
C1380036556
1,415,267.93
245.22
0
0
154
PAYMENT
1,118.87
C1858412709
444,204.15
2,680.24
C325140436
2,004.64
0
0
0
26
CASH_OUT
679,926.36
C1928195919
182,297.75
224,816.59
M725481844
2,609,632.27
514,783.98
0
0
59
CASH_OUT
25,252.42
C1772383144
3,988,552.12
7,404,417.99
C695323263
2,028,776.91
834.48
0
0
27
CASH_OUT
3,300.15
C422156764
261,375.03
664,891.15
C49388214
1,277,415.98
2.71
0
0
171
CASH_IN
32,750.02
C1114548062
702,635.85
6,198,259.45
C1071485458
2,917,884.26
393,372.83
0
0
333
CASH_OUT
284,212.97
C608120113
7,158,861.87
13,246,609.22
C676376228
1,646,575.78
281.17
0
0
242
CASH_OUT
585,266.07
C342029789
218,724.49
20,649.23
C270593741
6,786,667.14
9,826,916.56
0
0
459
CASH_OUT
118,057.21
C813836124
3,245,601.63
3,925,422.19
C1667126241
132,101.32
0
0
0
351
TRANSFER
39,580.13
C979305313
0.45
2,517.31
C1862067577
1,129,251.12
16,708.45
0
0
86
PAYMENT
9,489.26
C1400501358
1,501.37
12,420.77
C788751652
138,928.65
2.73
0
0
211
CASH_IN
209.49
C74237572
775,851.23
7,939,147.92
C2074774762
5,294,520.74
1,099,379.35
0
0
167
CASH_IN
1,469,958.7
C1290127889
8,422,724.09
2,087,351.25
C1826129165
4,924,785.92
11,461,106.92
0
0
28
CASH_IN
435,583.8
C1235853011
8,590,634.14
10,235,419.77
C622723232
6,013,350.25
1,797,125.64
0
0
147
PAYMENT
60,259.87
C309167855
592,341.49
2,349,315.6
C1615713927
3,045,955.26
84,519.81
0
0
356
CASH_IN
552,927.55
C172526524
96,594.12
46,272.35
M2054836136
4,140,756.28
7,121,607.43
0
0
31
CASH_OUT
9,972.28
C738999890
31,159.13
159,558.19
C1859208558
802,517.88
621.18
0
0
480
PAYMENT
360,821.92
C763764364
10,863.89
13,782.98
C536529279
1,452,470.74
31,106.91
0
0
503
TRANSFER
287,717.77
C341412213
2,648,984.51
883,706.09
C1771866738
2,128,834.89
1,385,421.31
0
0
111
PAYMENT
49,044.48
C997049679
3,843,358.76
4,742,474.73
M332696356
288,031.52
0
0
0
480
CASH_OUT
197,174.42
C2108691946
2,157,350.95
99,920.93
M198874456
2,911,065.68
952,307.69
0
0
339
CASH_OUT
282,780.36
C1002035919
438.78
124,129.51
C763076326
2,029,155.73
957.93
0
0
270
PAYMENT
377,307.05
C323615570
4,470,817.46
539,340.3
C186994125
697,909.03
46,162
0
0
175
CASH_OUT
147,198.59
C1330662223
901,368.56
6,594,397.64
C1196408468
2,901,524.4
447,967.21
0
0
168
PAYMENT
11,870.09
C451049834
31,243.45
45,819.57
C2145888950
64,629.82
0
0
0
176
CASH_IN
1,199,006.99
C1162386916
35,652.39
9,448.07
C1535683776
6,308,999.62
7,032,357.21
0
0
90
PAYMENT
250,213.76
C884571821
910.27
5,575
C1408655500
970,604.78
16,403.01
0
0
89
PAYMENT
380.26
C1652112432
176,668.31
2,828,808
C1687123723
386,731.56
0
0
0
305
TRANSFER
7,106.31
C1496426702
792,971.96
5,082,583.62
C1942331600
18,897.31
0
0
0
68
PAYMENT
120,876.8
C1067426214
662,068.53
16,410.48
M661814610
24,275.43
1.26
0
0
440
CASH_IN
137,459
C1920821397
17,970.99
423,153.18
M1125403947
1,508,589.41
13,840.93
0
0
151
CASH_IN
292,115.25
C1980104236
2,033,486.57
3,935,299.07
C2111953178
1,978,618.31
457.47
0
0
93
CASH_IN
881,684.72
C2031205592
4,132,303.98
3,328,204.93
C1525339938
1,417,850.3
19,185.07
0
0
195
PAYMENT
42,759.74
C267777079
2,520,133.23
4,973,649.16
C1454009968
109,432.63
0.71
0
0
269
CASH_IN
104,578.04
C1176248927
2,430,640.19
3,700,791.63
C1614674613
5,111,859.75
526,651.71
0
0
139
CASH_OUT
268,887.14
C1182443473
3,725,577.15
2,962,930.98
M1511692043
1,293,628.54
10.83
0
0
21
CASH_IN
24,995.36
C2092018088
1,109.72
1,978,117.38
C920974804
1,769,113.17
14,897.69
0
0
368
CASH_OUT
386,825.43
C595554576
2,306,061.26
56,260.94
M1751824828
1,665,527.38
17,019.64
0
0
147
CASH_IN
98,382.34
C444755074
909,300.12
2,048,327.92
C886799309
5,260,946.31
7,491,002.74
0
0
145
CASH_IN
390,002.74
C1287434914
507,462.03
5,062,583.09
M1352438285
4,716,676.63
1,090,029.07
0
0
11
PAYMENT
332,094.17
C1465706322
1,000,732.37
894,004.1
M261189759
4,101,696.55
164.44
0
0
137
CASH_IN
174,723.47
C1541213827
508,617.31
3,442,701.13
C864975981
745,657.51
680.21
0
0
332
CASH_OUT
30,336.54
C1527714615
1,379,541.05
315,782.11
C46618914
3,736,635.57
136,063.12
0
0
222
PAYMENT
322.33
C2071212534
570,330.87
771,394.32
M1276642367
260,981.99
0
0
0
139
PAYMENT
54,602.13
C1933053377
1,266,303.1
4,704,636.74
M1221190809
211,000.11
0
0
0
39
PAYMENT
110,743.66
C233312585
12,535.93
840.3
C845998637
738,910.28
8,053.26
0
0
194
CASH_OUT
571.52
C1673868358
15,258.98
260,554.01
C999731400
169,417.99
0
0
0
93
CASH_OUT
484,624.03
C1621642399
12,732,766
13,304,702.63
C1659825451
1,134,350.53
84,341.29
0
0
208
CASH_OUT
11,956.34
C1915108204
2,406,415.22
4,936,820.85
C1108874420
3,215,538.81
81,384.62
0
0
322
CASH_IN
582,445.42
C715863235
836,814.85
89,788.98
C959199679
3,814,254.53
6,547,989.44
0
0
164
CASH_OUT
35,265.26
C1844836605
5,974.96
326,667.27
C820716416
269,754.01
0
0
0
516
CASH_IN
418,359.29
C676679673
2,728,856.31
1,260,833
M1051087110
3,986,692.28
7,875,650.58
0
0
316
CASH_IN
498,364.44
C1576272691
10,711,379.61
12,569,887.29
C1481430284
1,520,847.05
7,166.24
0
0
186
CASH_IN
3,794.14
C701634200
13,439,444.86
20,788,712.15
C452921610
613,056.8
4.15
0
0
257
PAYMENT
24,828.59
C1306224408
40,097.86
211,907.81
M702358347
813,217.94
76.21
0
0
116
PAYMENT
2,323.17
C1922444131
5,442,788.97
1,291,728.04
C1975591302
61,708.56
0
0
0
423
CASH_IN
239,042.06
C1961696506
1,055,390.87
225,123.92
C911689522
5,643,051.86
6,184,197.4
0
0
419
TRANSFER
21,130.49
C642062478
8.46
216,848.06
C158983095
4,050,725.48
975,737.06
0
0
279
PAYMENT
4,560.45
C505697909
831,114.81
230,056.86
C306323412
121,585.09
0.11
0
0
138
CASH_OUT
1,106,350.41
C335694695
1,721,588.11
152,653.05
M859899499
731,184.32
57.3
0
0
369
CASH_IN
363,667.04
C2028575548
7,133,066.25
5,402,170.13
C1211473276
3,011,564.51
5,373,039.16
0
0
308
CASH_IN
36,999.71
C2337478
2,589,344.8
20,196,086.8
M37502617
4,755,436.69
11,633.02
0
0
338
PAYMENT
13,006.83
C482320298
919,295.7
5,572,456.16
C460025153
137,759.9
0
0
0
190
PAYMENT
10,006.81
C1786739594
3,946.31
119,245.96
C15417450
219,335.61
0.23
0
0
31
PAYMENT
21,979.13
C1420831058
1,494,771.14
752,413.95
C594599017
234,995.59
4.65
0
0
200
TRANSFER
190,180.01
C775039239
7,085.73
635.45
C1949897123
7,560,685.92
1,378,531.73
0
0
85
PAYMENT
411,420.53
C1711702038
300,114.65
445,984.24
C1219375481
4,561,259.26
398,877.81
0
0
118
CASH_IN
63,670.39
C728552762
1,268,743.81
6,736,927.38
M458710904
845,733.09
3,127.03
0
0
164
CASH_OUT
186,926.19
C1647188479
69,524.35
1,660,797.93
M1544634165
210,206.5
0
0
0
250
TRANSFER
1,019.65
C1461513560
102.81
229,592.77
C2108567113
1,165,888.95
5,963.11
0
0
95
CASH_IN
339,428.37
C423360368
199,695.3
1,733,523.4
C18928637
9,609,661.28
2,492,681.27
0
0
343
CASH_OUT
73,185.76
C1194088321
569,600.02
949,859.01
C372873311
2,159,312.22
32,582.94
0
0
191
PAYMENT
83,643.84
C1682512668
4,497.75
884,731.16
M550466388
292,964.7
0
0
0
95
CASH_IN
9,078.32
C779110477
2,251.65
1,473,091.97
M2047869097
681,134.3
0
0
0
304
PAYMENT
1,201.1
C2040871714
57,045.27
579,392.51
M731507874
397,752.26
0.39
0
0
127
CASH_IN
106,419.54
C156959301
0.15
150.81
M775471131
2,819,346.47
1,565.5
0
0
326
PAYMENT
358,671.85
C1819162231
1.37
16.1
C1127612996
396,371.99
166,179.18
0
0
164
CASH_IN
18,690
C2121363314
189,143.15
902,789.12
C1306044543
6,440,863.89
1,068,877.31
0
0
401
PAYMENT
79,573.43
C868696884
8,350,139.44
2,576,711.87
M1378668460
574,624.81
125.44
0
0
479
CASH_OUT
48,090.83
C285573143
1,042,360.28
5,172,708.73
M2129519247
2,110,577.47
0.11
0
0
119
TRANSFER
26,594.4
C1065102729
35,499.18
145,374.03
C1588532570
876,538.1
9.63
0
0
418
CASH_OUT
1,225,870.19
C277574165
66.25
36,752.77
C676627068
4,006,423.28
474,072.55
0
0
401
TRANSFER
191,325.63
C43698977
1,584.18
25,599.04
C435923251
733,554.6
0.04
0
0
483
PAYMENT
14,927.94
C1179888332
209,383.94
170,799.75
C491794315
228,498.3
0.01
0
0
48
TRANSFER
269,217.99
C159233687
9,628,023.16
1,675,765.72
C432534454
113,511.74
120.04
0
0
217
PAYMENT
997,142.63
C552726505
0.18
0.97
C2077216326
2,143,194.43
53,648.59
0
0
585
CASH_OUT
83,650.05
C2056359603
11,302,342.25
16,397,001.6
M254143370
504,264.24
0.08
0
0
743
CASH_OUT
808,863.43
C1048762483
595.91
139,806.88
M883880619
3,245,521.33
141,161.53
0
0
173
PAYMENT
36,565.39
C285797379
26,995.48
513,813.69
C1785796599
81,041.22
0
0
0
293
PAYMENT
60.58
C254186429
232,286.59
929,059.37
M1571480500
21,612.03
0
0
0
106
PAYMENT
1,087.59
C1022652588
1,102.24
8,428,713.98
C1835950755
65,522.5
0
0
0
90
PAYMENT
84,274.71
C832794989
30.17
20.15
C743874516
15,155.61
0
0
0
293
PAYMENT
3,211.73
C908773694
970,044.5
356,895.38
C1205912198
268,328.18
0
0
0