TransactionID
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8
8
AccountID
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495 values
TransactionAmount
float64
0.26
1.92k
TransactionDate
stringlengths
19
19
TransactionType
stringclasses
2 values
Location
stringclasses
43 values
DeviceID
stringlengths
7
7
IP Address
stringlengths
9
15
MerchantID
stringclasses
100 values
Channel
stringclasses
3 values
CustomerAge
int64
18
80
CustomerOccupation
stringclasses
4 values
TransactionDuration
int64
10
300
LoginAttempts
int64
1
5
AccountBalance
float64
101
15k
PreviousTransactionDate
stringclasses
360 values
TX000701
AC00367
365.04
2023-03-06 16:29:57
Debit
Virginia Beach
D000232
86.220.59.252
M003
Branch
22
Student
94
1
873.89
2024-11-04 08:12:08
TX000702
AC00030
211.1
2023-09-14 16:58:48
Debit
Miami
D000653
19.228.76.177
M070
Branch
57
Retired
136
1
7,059.77
2024-11-04 08:07:01
TX000703
AC00111
21.49
2023-05-04 16:51:17
Debit
Denver
D000108
60.43.160.195
M050
ATM
58
Doctor
240
1
11,991.24
2024-11-04 08:08:08
TX000704
AC00220
63.58
2023-09-11 17:43:14
Debit
Columbus
D000081
163.129.70.210
M093
ATM
18
Student
199
1
8,086.04
2024-11-04 08:11:56
TX000705
AC00295
321.86
2023-07-24 16:25:51
Debit
San Antonio
D000554
141.241.241.128
M005
ATM
63
Doctor
167
1
12,626.49
2024-11-04 08:06:35
TX000706
AC00137
12.11
2023-12-12 16:17:27
Debit
Jacksonville
D000577
57.141.198.111
M038
Branch
75
Retired
127
1
1,730.28
2024-11-04 08:07:10
TX000707
AC00004
642.54
2023-05-10 18:49:20
Debit
Milwaukee
D000663
166.79.195.157
M025
Branch
44
Engineer
28
1
3,143.17
2024-11-04 08:10:37
TX000708
AC00442
210.45
2023-12-11 16:47:05
Debit
Las Vegas
D000547
144.91.150.133
M011
ATM
27
Student
146
1
1,242.49
2024-11-04 08:06:24
TX000709
AC00201
313.65
2023-01-30 16:08:07
Credit
Chicago
D000288
57.232.212.116
M017
Branch
55
Retired
173
1
1,886.36
2024-11-04 08:10:49
TX000710
AC00462
99.76
2023-08-07 16:21:37
Debit
Sacramento
D000501
38.164.132.63
M039
Branch
26
Student
131
1
416.89
2024-11-04 08:06:26
TX000711
AC00390
115.32
2023-07-25 17:24:07
Debit
Denver
D000663
211.45.75.44
M075
Branch
53
Retired
113
1
5,929.08
2024-11-04 08:08:36
TX000712
AC00297
33.61
2023-08-21 17:25:00
Debit
Milwaukee
D000116
142.184.68.230
M014
Online
23
Student
72
1
479.08
2024-11-04 08:08:40
TX000713
AC00173
498.59
2023-01-30 16:20:26
Credit
Oklahoma City
D000604
93.169.212.219
M032
Online
33
Doctor
32
1
5,862.99
2024-11-04 08:06:58
TX000714
AC00382
98.81
2023-09-04 16:48:13
Debit
San Francisco
D000430
38.210.156.148
M047
Branch
27
Student
91
1
797.1
2024-11-04 08:08:11
TX000715
AC00175
1.87
2023-10-20 18:34:41
Debit
Washington
D000165
30.229.179.194
M014
ATM
65
Retired
147
1
7,287.94
2024-11-04 08:09:48
TX000716
AC00035
78.92
2023-06-15 18:57:42
Credit
Jacksonville
D000118
149.84.108.18
M075
Online
59
Engineer
95
1
5,624.86
2024-11-04 08:08:28
TX000717
AC00219
194.29
2023-01-23 16:05:42
Credit
Seattle
D000307
160.65.101.37
M059
Branch
39
Engineer
10
1
2,988.41
2024-11-04 08:08:57
TX000718
AC00416
28.73
2023-10-31 16:11:57
Debit
Kansas City
D000384
93.52.44.101
M016
ATM
53
Engineer
185
1
2,712.96
2024-11-04 08:08:37
TX000719
AC00467
105.53
2023-06-16 16:36:20
Debit
Colorado Springs
D000003
53.131.194.183
M026
Online
24
Student
88
1
1,433.66
2024-11-04 08:10:14
TX000720
AC00465
737.34
2023-03-20 17:45:22
Debit
Miami
D000041
93.146.251.20
M006
Online
30
Doctor
34
1
7,336.56
2024-11-04 08:08:06
TX000721
AC00102
237.86
2023-02-06 17:48:39
Debit
Philadelphia
D000274
135.73.131.111
M044
ATM
18
Student
210
1
475.63
2024-11-04 08:10:20
TX000722
AC00119
409.61
2023-07-26 16:05:48
Debit
Kansas City
D000618
197.23.128.119
M024
Branch
65
Doctor
89
1
11,698.15
2024-11-04 08:10:16
TX000723
AC00418
75.53
2023-08-21 17:36:05
Credit
Fresno
D000597
54.252.249.33
M009
Online
21
Student
157
1
1,034.35
2024-11-04 08:07:11
TX000724
AC00237
72.75
2023-05-01 16:30:03
Debit
Phoenix
D000413
105.136.156.29
M067
ATM
64
Doctor
15
1
12,042.79
2024-11-04 08:07:19
TX000725
AC00279
39.11
2023-09-01 18:05:37
Debit
Columbus
D000241
196.121.240.10
M052
Online
26
Student
143
1
518.54
2024-11-04 08:08:27
TX000726
AC00067
1,309.79
2023-03-06 16:33:43
Debit
San Francisco
D000251
3.200.166.167
M004
ATM
23
Student
139
1
1,258.93
2024-11-04 08:11:14
TX000727
AC00043
729.38
2023-11-14 17:23:43
Debit
Los Angeles
D000443
99.205.173.118
M093
ATM
68
Doctor
90
1
9,127.65
2024-11-04 08:08:16
TX000728
AC00012
137.49
2023-07-26 16:54:08
Debit
Fort Worth
D000159
42.61.10.112
M040
ATM
34
Engineer
50
1
4,471.05
2024-11-04 08:07:04
TX000729
AC00244
504.71
2023-04-10 18:27:51
Debit
Detroit
D000009
24.148.92.177
M060
Online
29
Engineer
61
1
6,214.54
2024-11-04 08:08:37
TX000730
AC00395
371.47
2023-05-30 16:15:10
Credit
Milwaukee
D000661
32.71.250.58
M097
Branch
24
Student
58
1
1,187.04
2024-11-04 08:07:09
TX000731
AC00253
430.35
2023-02-20 17:23:03
Debit
Charlotte
D000096
217.233.219.196
M007
Online
36
Doctor
205
1
354.9
2024-11-04 08:10:51
TX000732
AC00394
230.32
2023-05-15 18:15:33
Debit
Las Vegas
D000272
49.174.157.140
M015
Branch
35
Engineer
56
1
791.46
2024-11-04 08:08:34
TX000733
AC00457
121.71
2023-09-05 17:02:23
Debit
Chicago
D000674
77.208.193.198
M015
ATM
52
Retired
140
1
5,878.89
2024-11-04 08:11:23
TX000734
AC00046
98.87
2023-01-03 17:51:07
Debit
Detroit
D000058
219.31.152.129
M060
Online
20
Student
179
1
533.2
2024-11-04 08:06:58
TX000735
AC00011
117.55
2023-05-19 16:35:07
Debit
Fresno
D000088
4.101.189.38
M046
ATM
24
Student
35
1
897.94
2024-11-04 08:11:13
TX000736
AC00045
244.64
2023-02-21 18:41:39
Debit
Tucson
D000172
66.255.7.16
M072
Branch
30
Doctor
103
1
9,159.56
2024-11-04 08:06:53
TX000737
AC00181
321.93
2023-12-04 18:27:11
Debit
Nashville
D000083
45.241.13.208
M092
ATM
45
Engineer
12
1
4,392.73
2024-11-04 08:07:51
TX000738
AC00149
1,092.73
2023-01-23 17:24:29
Debit
Columbus
D000688
56.89.80.133
M064
Branch
58
Retired
11
1
1,390.98
2024-11-04 08:07:50
TX000739
AC00288
283.23
2023-02-06 16:48:45
Debit
El Paso
D000695
146.69.70.214
M061
Online
40
Engineer
98
1
2,008.77
2024-11-04 08:07:38
TX000740
AC00014
346.65
2024-01-01 16:17:13
Debit
Washington
D000077
43.98.242.106
M062
Online
30
Engineer
60
1
6,356.96
2024-11-04 08:06:58
TX000741
AC00153
381.62
2023-01-27 16:40:28
Debit
Las Vegas
D000670
187.223.139.194
M097
Online
64
Retired
164
1
6,009.12
2024-11-04 08:11:46
TX000742
AC00164
388.65
2023-02-21 16:02:33
Debit
Oklahoma City
D000284
40.244.94.218
M065
ATM
76
Retired
43
1
7,896.85
2024-11-04 08:08:15
TX000743
AC00159
29.22
2023-07-06 18:16:05
Debit
San Antonio
D000432
44.67.137.125
M068
ATM
24
Student
151
1
1,649.43
2024-11-04 08:09:03
TX000744
AC00360
46.75
2023-07-31 17:37:31
Debit
Colorado Springs
D000469
196.244.194.198
M078
Branch
67
Retired
150
1
2,840.43
2024-11-04 08:09:20
TX000745
AC00326
348.64
2023-06-09 17:12:09
Debit
San Jose
D000221
134.222.122.238
M098
Online
57
Retired
128
1
3,274.96
2024-11-04 08:11:22
TX000746
AC00110
319.17
2023-01-11 16:58:02
Debit
Tucson
D000444
7.28.148.225
M088
Online
73
Retired
81
1
6,501.56
2024-11-04 08:08:49
TX000747
AC00110
73.95
2023-11-03 16:39:45
Debit
Kansas City
D000337
6.204.110.7
M012
ATM
26
Student
76
1
363.92
2024-11-04 08:07:22
TX000748
AC00257
389.63
2023-02-16 16:20:06
Debit
Mesa
D000645
155.140.33.42
M100
Online
27
Engineer
99
1
9,748.48
2024-11-04 08:08:55
TX000749
AC00145
217.61
2023-03-16 17:36:31
Debit
Chicago
D000172
216.32.4.105
M025
ATM
19
Student
45
1
1,404.53
2024-11-04 08:10:08
TX000750
AC00455
199.84
2023-01-16 16:01:34
Debit
Dallas
D000330
48.19.99.211
M082
ATM
21
Student
150
1
706.44
2024-11-04 08:09:14
TX000751
AC00282
56.35
2023-02-09 16:09:00
Debit
Charlotte
D000266
166.79.195.157
M033
ATM
44
Doctor
75
1
5,095.73
2024-11-04 08:07:36
TX000752
AC00045
248.95
2023-06-16 16:19:35
Credit
San Francisco
D000454
38.210.156.148
M068
Branch
65
Retired
29
1
3,059.79
2024-11-04 08:09:32
TX000753
AC00390
142.58
2023-06-19 16:20:51
Debit
San Antonio
D000647
139.23.212.102
M048
ATM
33
Engineer
145
1
7,844.23
2024-11-04 08:06:46
TX000754
AC00032
1,020.73
2023-07-24 16:42:06
Debit
Fort Worth
D000676
166.79.195.157
M087
ATM
28
Student
87
1
1,119.61
2024-11-04 08:11:32
TX000755
AC00153
84.34
2023-06-08 16:27:56
Debit
Memphis
D000493
200.136.146.93
M039
Online
58
Retired
248
3
5,313.97
2024-11-04 08:09:31
TX000756
AC00460
1,607.55
2023-09-07 16:27:03
Debit
Phoenix
D000070
94.37.250.128
M031
ATM
31
Engineer
156
1
6,227.99
2024-11-04 08:07:33
TX000757
AC00154
333.78
2023-11-30 17:53:48
Debit
San Diego
D000444
49.31.186.82
M057
ATM
60
Retired
98
1
6,810.94
2024-11-04 08:07:50
TX000758
AC00190
332.59
2023-07-13 17:50:13
Debit
San Antonio
D000163
166.41.54.117
M060
Online
55
Retired
143
1
1,457.07
2024-11-04 08:09:05
TX000759
AC00156
236.81
2023-10-26 16:59:55
Debit
Oklahoma City
D000274
189.168.172.41
M013
Branch
22
Student
15
1
813.68
2024-11-04 08:07:18
TX000760
AC00005
417.8
2023-06-26 16:21:14
Credit
Philadelphia
D000630
49.31.186.82
M066
Branch
27
Student
130
1
1,518.82
2024-11-04 08:09:17
TX000761
AC00126
319.27
2023-08-07 16:54:58
Debit
San Antonio
D000172
211.97.88.141
M052
ATM
50
Doctor
150
1
10,269.78
2024-11-04 08:12:18
TX000762
AC00201
384.1
2023-05-24 18:32:58
Debit
Detroit
D000497
199.103.32.145
M004
Branch
42
Engineer
172
1
672.79
2024-11-04 08:11:42
TX000763
AC00165
820.62
2023-03-03 17:18:59
Credit
Fresno
D000622
47.82.77.181
M084
Branch
61
Doctor
158
1
6,024.8
2024-11-04 08:07:28
TX000764
AC00420
474.77
2023-12-25 16:28:20
Credit
Indianapolis
D000046
104.155.121.252
M073
Online
56
Engineer
50
1
2,158.59
2024-11-04 08:08:36
TX000765
AC00329
542.72
2023-09-04 18:37:57
Credit
Indianapolis
D000573
34.86.220.205
M100
Branch
43
Doctor
92
1
6,011.8
2024-11-04 08:08:53
TX000766
AC00037
79.8
2023-12-22 17:17:34
Debit
Fort Worth
D000477
189.198.67.252
M070
ATM
73
Retired
76
1
6,372.58
2024-11-04 08:06:48
TX000767
AC00293
46.24
2023-03-13 16:05:46
Debit
San Diego
D000590
80.155.14.197
M043
Branch
57
Engineer
52
1
2,569.56
2024-11-04 08:07:24
TX000768
AC00481
327.8
2023-11-23 17:44:29
Debit
San Francisco
D000517
90.111.245.138
M054
ATM
61
Doctor
54
1
10,585.48
2024-11-04 08:09:18
TX000769
AC00233
445.79
2023-07-07 17:19:39
Debit
Las Vegas
D000308
207.157.126.125
M052
ATM
52
Doctor
161
1
717.99
2024-11-04 08:12:05
TX000770
AC00235
55.89
2023-08-17 16:54:30
Debit
Fresno
D000461
175.230.206.232
M026
Online
72
Retired
150
1
3,689.65
2024-11-04 08:11:33
TX000771
AC00324
158.41
2023-02-09 16:28:58
Debit
Sacramento
D000122
188.225.207.71
M013
Branch
28
Student
16
1
1,512.16
2024-11-04 08:10:03
TX000772
AC00029
101.19
2023-11-29 18:38:41
Credit
Denver
D000524
80.155.14.197
M033
Online
64
Doctor
75
1
14,389.45
2024-11-04 08:09:44
TX000773
AC00093
827.14
2023-01-17 17:25:13
Debit
El Paso
D000645
215.97.143.157
M018
Branch
36
Engineer
265
4
9,800.21
2024-11-04 08:08:14
TX000774
AC00141
61.97
2023-05-22 18:45:23
Debit
Phoenix
D000487
10.223.224.50
M056
ATM
74
Retired
95
1
7,014.69
2024-11-04 08:10:47
TX000775
AC00061
27.21
2023-06-14 16:34:54
Debit
San Jose
D000700
28.149.72.129
M050
ATM
79
Retired
102
1
3,520.61
2024-11-04 08:06:49
TX000776
AC00092
173.74
2023-09-08 17:48:22
Debit
Houston
D000127
161.177.41.214
M074
Online
80
Retired
64
1
4,913.42
2024-11-04 08:11:52
TX000777
AC00354
176.11
2023-08-10 16:48:55
Debit
San Jose
D000566
86.220.59.252
M091
Branch
38
Engineer
105
1
9,155.35
2024-11-04 08:10:30
TX000778
AC00358
88.4
2023-11-10 18:02:07
Debit
Fort Worth
D000112
112.196.12.19
M065
Online
46
Engineer
174
1
2,567.53
2024-11-04 08:09:41
TX000779
AC00078
567.92
2023-06-20 16:27:07
Debit
Columbus
D000358
213.207.62.176
M042
Online
53
Retired
14
1
3,779.47
2024-11-04 08:12:12
TX000780
AC00013
138.11
2023-12-11 17:29:02
Credit
Phoenix
D000227
20.147.6.179
M001
Online
68
Retired
104
1
4,177.65
2024-11-04 08:07:04
TX000781
AC00030
456.93
2023-09-26 16:18:33
Credit
Virginia Beach
D000587
214.67.148.245
M006
Branch
28
Engineer
193
1
7,284.76
2024-11-04 08:09:29
TX000782
AC00074
101.42
2023-04-25 17:00:15
Debit
Atlanta
D000195
112.56.160.202
M036
Online
66
Retired
146
1
6,530.59
2024-11-04 08:12:22
TX000783
AC00399
300.61
2023-05-01 17:21:46
Debit
El Paso
D000086
165.35.58.173
M006
Online
44
Doctor
51
1
7,895.54
2024-11-04 08:11:56
TX000784
AC00323
265.94
2023-06-05 16:11:07
Debit
Boston
D000581
106.244.1.47
M085
Online
54
Engineer
132
1
6,781.3
2024-11-04 08:06:37
TX000785
AC00107
345.54
2023-01-24 16:05:40
Debit
San Diego
D000054
215.97.143.157
M050
Online
29
Engineer
50
1
2,091.78
2024-11-04 08:11:09
TX000786
AC00211
411.52
2023-01-10 17:40:16
Debit
Los Angeles
D000494
52.1.78.30
M023
ATM
41
Doctor
88
1
11,108.39
2024-11-04 08:09:13
TX000787
AC00297
111.21
2023-08-21 18:36:41
Debit
Portland
D000401
216.151.64.40
M076
Branch
35
Doctor
111
1
9,088.36
2024-11-04 08:12:12
TX000788
AC00102
316.37
2023-08-28 17:34:17
Debit
Colorado Springs
D000599
218.83.2.94
M088
ATM
53
Engineer
86
1
4,671.69
2024-11-04 08:08:00
TX000789
AC00196
260.63
2023-12-20 18:58:27
Debit
Fort Worth
D000564
36.13.239.172
M005
Branch
37
Engineer
142
1
7,534.73
2024-11-04 08:08:49
TX000790
AC00342
92.36
2023-03-27 16:48:34
Debit
Dallas
D000598
3.200.166.167
M092
ATM
29
Engineer
144
1
6,353.14
2024-11-04 08:07:55
TX000791
AC00027
262.06
2023-09-11 16:09:15
Debit
Oklahoma City
D000408
44.73.3.217
M029
Branch
63
Doctor
118
1
13,587.52
2024-11-04 08:10:23
TX000792
AC00339
64.5
2023-08-17 18:32:19
Debit
Denver
D000076
18.72.115.111
M062
ATM
74
Retired
230
1
1,351.24
2024-11-04 08:08:31
TX000793
AC00468
253.55
2023-01-11 16:56:58
Debit
Jacksonville
D000112
41.82.55.163
M007
ATM
28
Engineer
85
5
2,797.26
2024-11-04 08:09:12
TX000794
AC00262
408.28
2023-03-15 16:33:09
Credit
Nashville
D000638
142.148.226.178
M028
Branch
21
Student
125
3
1,222.77
2024-11-04 08:10:10
TX000795
AC00425
175.94
2023-06-05 16:16:13
Debit
Indianapolis
D000438
47.167.178.158
M044
ATM
57
Retired
89
1
3,728.04
2024-11-04 08:07:11
TX000796
AC00161
199.47
2023-08-14 16:26:38
Debit
Detroit
D000585
82.88.241.226
M041
Online
57
Doctor
142
1
6,067.44
2024-11-04 08:07:22
TX000797
AC00417
51.07
2023-01-23 18:06:58
Debit
Dallas
D000114
162.198.218.92
M017
Branch
63
Retired
133
1
4,292.16
2024-11-04 08:12:12
TX000798
AC00208
435.86
2023-12-29 17:17:48
Debit
Jacksonville
D000471
147.125.143.41
M075
ATM
56
Retired
134
1
3,801.82
2024-11-04 08:09:18
TX000799
AC00304
74.73
2023-01-30 17:17:38
Credit
Jacksonville
D000566
92.180.81.50
M009
Branch
64
Retired
162
1
6,353.22
2024-11-04 08:08:26
TX000800
AC00166
182.79
2023-10-25 16:21:15
Credit
Louisville
D000499
35.73.67.98
M013
Online
23
Student
14
1
1,251.85
2024-11-04 08:06:54