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
TX000801
AC00279
628.36
2023-01-20 16:09:37
Debit
Austin
D000415
196.121.240.10
M005
Online
44
Doctor
108
1
11,869.71
2024-11-04 08:07:32
TX000802
AC00114
268.39
2023-02-21 18:13:02
Debit
San Antonio
D000224
81.102.230.41
M021
Online
29
Doctor
177
1
9,409.43
2024-11-04 08:11:45
TX000803
AC00411
362.27
2023-05-11 16:36:38
Debit
Jacksonville
D000073
69.160.14.157
M051
ATM
80
Retired
47
1
6,003.59
2024-11-04 08:07:35
TX000804
AC00380
560.15
2023-08-14 18:01:36
Credit
Memphis
D000493
93.169.212.219
M059
Online
50
Engineer
92
1
817.83
2024-11-04 08:10:51
TX000805
AC00272
351.99
2023-06-12 16:58:04
Debit
Chicago
D000513
15.176.70.194
M001
ATM
80
Retired
45
2
3,663.64
2024-11-04 08:11:23
TX000806
AC00202
132.36
2023-03-13 17:01:57
Debit
Colorado Springs
D000203
41.0.10.107
M094
Branch
28
Student
160
1
319.65
2024-11-04 08:10:05
TX000807
AC00053
24.77
2023-11-01 16:55:58
Credit
Nashville
D000449
223.32.70.156
M002
Online
40
Engineer
17
1
478.23
2024-11-04 08:07:20
TX000808
AC00316
668.67
2023-11-07 17:38:05
Debit
Detroit
D000682
184.59.28.72
M019
Online
44
Doctor
143
4
13,446.81
2024-11-04 08:06:29
TX000809
AC00422
80.24
2023-05-19 17:28:42
Credit
New York
D000604
190.92.63.219
M016
Branch
53
Doctor
58
1
8,012.81
2024-11-04 08:12:13
TX000810
AC00083
8.65
2023-11-20 16:28:19
Debit
Mesa
D000105
217.233.219.196
M060
ATM
68
Retired
198
1
4,201.22
2024-11-04 08:11:35
TX000811
AC00125
178.91
2023-03-15 16:37:04
Debit
Omaha
D000041
35.67.21.23
M035
ATM
18
Student
19
1
8,870.89
2024-11-04 08:07:06
TX000812
AC00227
115.22
2023-12-08 17:05:33
Debit
San Francisco
D000185
76.0.164.168
M063
Branch
27
Engineer
108
1
906.2
2024-11-04 08:09:07
TX000813
AC00292
161.63
2023-12-25 16:32:44
Debit
San Jose
D000626
34.86.220.205
M077
Online
46
Doctor
276
1
9,286.37
2024-11-04 08:08:21
TX000814
AC00319
542.75
2023-12-07 18:28:50
Credit
Nashville
D000641
82.115.199.37
M045
Branch
70
Retired
63
1
2,224.08
2024-11-04 08:08:27
TX000815
AC00431
317.47
2023-05-01 17:31:34
Credit
Sacramento
D000060
119.163.214.161
M083
Online
67
Doctor
16
1
14,639.28
2024-11-04 08:07:58
TX000816
AC00365
280.99
2023-02-20 18:03:01
Debit
Houston
D000374
11.167.243.171
M096
Branch
45
Engineer
29
1
9,733.59
2024-11-04 08:07:24
TX000817
AC00050
24.19
2023-02-08 17:33:08
Debit
San Diego
D000099
186.135.2.148
M061
ATM
29
Engineer
28
1
2,756.2
2024-11-04 08:07:26
TX000818
AC00129
586.85
2023-08-15 16:57:27
Debit
Mesa
D000515
187.199.178.27
M014
ATM
36
Doctor
86
1
6,655.15
2024-11-04 08:12:18
TX000819
AC00366
372.41
2023-06-19 18:12:16
Debit
San Diego
D000362
214.125.131.88
M088
ATM
55
Retired
143
1
3,233.87
2024-11-04 08:06:34
TX000820
AC00452
63.17
2023-07-25 18:28:57
Debit
Fresno
D000647
113.137.153.101
M039
ATM
20
Student
148
1
1,676.57
2024-11-04 08:07:18
TX000821
AC00339
383.69
2023-10-31 17:06:08
Debit
Colorado Springs
D000133
107.248.120.12
M064
Online
54
Engineer
285
1
8,371.11
2024-11-04 08:10:03
TX000822
AC00389
247.17
2023-05-22 17:58:55
Credit
Chicago
D000081
56.89.80.133
M096
Branch
65
Retired
149
1
2,611.64
2024-11-04 08:07:43
TX000823
AC00188
48.78
2023-08-11 16:43:41
Credit
Kansas City
D000071
112.222.0.29
M006
Branch
18
Student
136
1
552.06
2024-11-04 08:10:11
TX000824
AC00039
4.15
2023-10-19 16:34:39
Credit
Omaha
D000214
166.41.54.117
M019
Branch
60
Retired
119
1
6,017.36
2024-11-04 08:09:48
TX000825
AC00319
60.99
2023-08-01 17:14:17
Debit
Oklahoma City
D000651
5.50.152.168
M037
Branch
34
Engineer
58
1
7,281.46
2024-11-04 08:07:51
TX000826
AC00077
408.19
2023-12-15 16:48:08
Debit
Mesa
D000369
19.20.13.234
M038
Branch
26
Engineer
241
1
6,847.47
2024-11-04 08:08:29
TX000827
AC00131
524.6
2023-04-07 17:37:34
Debit
El Paso
D000593
44.73.3.217
M002
Branch
58
Doctor
76
1
13,017.7
2024-11-04 08:09:46
TX000828
AC00180
108.96
2023-10-10 18:12:07
Debit
Milwaukee
D000240
49.31.186.82
M070
ATM
26
Student
247
1
7,597.66
2024-11-04 08:06:40
TX000829
AC00249
70.03
2023-12-18 18:34:33
Debit
Nashville
D000005
193.221.15.59
M073
Branch
63
Retired
49
1
7,330.31
2024-11-04 08:07:55
TX000830
AC00454
124.84
2023-09-22 17:44:42
Debit
Louisville
D000640
18.72.115.111
M051
Online
52
Retired
79
1
6,711.78
2024-11-04 08:11:28
TX000831
AC00076
324.04
2023-07-05 16:49:05
Debit
Virginia Beach
D000642
101.120.142.50
M043
ATM
54
Retired
30
1
2,248.06
2024-11-04 08:08:07
TX000832
AC00386
39.69
2023-04-24 17:16:27
Debit
Austin
D000539
219.98.242.240
M089
Online
70
Retired
163
1
3,524.68
2024-11-04 08:07:44
TX000833
AC00444
157.7
2023-12-01 17:29:15
Credit
Omaha
D000075
21.190.11.223
M019
Branch
58
Engineer
46
1
8,332.58
2024-11-04 08:11:00
TX000834
AC00307
81.27
2023-11-07 16:36:34
Credit
Seattle
D000228
201.95.180.152
M051
Online
22
Student
68
1
1,814.48
2024-11-04 08:10:47
TX000835
AC00397
193.82
2023-04-20 17:52:46
Debit
Kansas City
D000531
16.128.130.153
M042
Branch
37
Engineer
176
1
3,886.77
2024-11-04 08:12:09
TX000836
AC00078
16.73
2023-11-30 17:48:36
Debit
Omaha
D000660
205.45.234.42
M022
Online
79
Retired
165
1
7,591.13
2024-11-04 08:08:04
TX000837
AC00348
474.05
2023-08-10 18:30:37
Debit
San Jose
D000643
24.129.74.189
M031
ATM
57
Retired
214
1
1,484.31
2024-11-04 08:10:46
TX000838
AC00169
39.21
2023-05-10 16:15:31
Debit
Miami
D000059
105.87.212.115
M093
ATM
66
Doctor
245
4
9,385.57
2024-11-04 08:11:52
TX000839
AC00007
637.75
2023-07-24 16:07:05
Debit
Dallas
D000561
184.57.159.204
M028
Branch
79
Retired
152
1
4,202.92
2024-11-04 08:08:51
TX000840
AC00009
153.59
2023-05-04 17:43:59
Credit
Portland
D000270
204.120.80.105
M001
Branch
66
Retired
174
1
4,813.12
2024-11-04 08:09:43
TX000841
AC00065
186.6
2023-10-25 16:03:16
Debit
Tucson
D000554
184.185.209.72
M086
Branch
18
Student
139
1
9,716.68
2024-11-04 08:10:37
TX000842
AC00362
644.08
2023-05-08 17:29:00
Debit
Atlanta
D000377
57.232.212.116
M018
Online
24
Student
55
1
1,980.62
2024-11-04 08:07:18
TX000843
AC00444
226.66
2023-12-27 18:55:13
Debit
Austin
D000644
16.94.155.46
M001
Branch
41
Doctor
168
1
10,216.25
2024-11-04 08:07:45
TX000844
AC00106
305
2023-10-12 17:20:30
Debit
Phoenix
D000608
199.103.32.145
M003
ATM
22
Student
222
1
944.83
2024-11-04 08:06:50
TX000845
AC00241
233.1
2023-01-16 17:28:48
Credit
Nashville
D000472
38.164.132.63
M011
Branch
42
Doctor
37
1
7,469.2
2024-11-04 08:11:39
TX000846
AC00092
793.13
2023-05-10 16:38:07
Debit
Memphis
D000518
173.232.121.213
M035
Online
68
Doctor
76
1
13,389.16
2024-11-04 08:09:45
TX000847
AC00173
224.19
2023-09-21 16:42:38
Debit
Houston
D000266
46.150.175.171
M017
ATM
52
Doctor
93
1
8,475.47
2024-11-04 08:07:34
TX000848
AC00363
214.83
2023-03-20 18:12:30
Credit
Tucson
D000228
205.45.234.42
M009
ATM
23
Student
63
1
991.69
2024-11-04 08:11:45
TX000849
AC00185
163.46
2023-09-08 17:09:54
Credit
Baltimore
D000150
39.129.125.110
M037
Branch
63
Retired
111
1
6,953.8
2024-11-04 08:11:32
TX000850
AC00370
194.99
2023-12-01 17:01:30
Debit
Jacksonville
D000442
173.232.121.213
M097
Branch
34
Engineer
91
1
1,370.03
2024-11-04 08:07:50
TX000851
AC00124
23.4
2023-02-08 18:27:49
Debit
El Paso
D000079
74.58.165.67
M027
ATM
46
Doctor
175
4
14,851.28
2024-11-04 08:07:14
TX000852
AC00412
227.5
2023-03-13 16:59:33
Debit
Sacramento
D000227
134.140.85.231
M055
Online
34
Doctor
277
1
11,505.35
2024-11-04 08:11:35
TX000853
AC00068
259.9
2023-06-22 16:08:43
Debit
Oklahoma City
D000551
14.200.197.126
M083
Online
26
Student
100
1
914.28
2024-11-04 08:07:29
TX000854
AC00321
59.51
2023-04-04 16:12:25
Credit
Dallas
D000263
86.220.59.252
M086
Online
36
Doctor
55
1
9,955.88
2024-11-04 08:12:18
TX000855
AC00302
50.63
2023-05-24 16:21:09
Debit
Columbus
D000314
9.230.41.239
M045
Online
64
Retired
143
1
4,732.81
2024-11-04 08:12:22
TX000856
AC00217
1,074.95
2023-06-02 16:49:03
Debit
Jacksonville
D000674
167.95.191.52
M089
Branch
20
Student
91
1
530.86
2024-11-04 08:09:58
TX000857
AC00298
112.94
2023-11-24 17:35:47
Credit
San Antonio
D000265
142.160.124.244
M091
Online
73
Retired
31
1
3,807.84
2024-11-04 08:07:19
TX000858
AC00327
11.81
2023-02-27 16:07:38
Debit
Phoenix
D000295
96.162.11.85
M072
ATM
21
Student
131
1
320.25
2024-11-04 08:07:53
TX000859
AC00054
329.14
2023-11-14 16:37:42
Debit
Sacramento
D000156
6.204.110.7
M018
Branch
55
Doctor
14
1
12,033.92
2024-11-04 08:09:00
TX000860
AC00403
154.24
2023-11-06 16:19:31
Debit
Mesa
D000129
219.98.242.240
M049
ATM
61
Retired
82
1
6,109.55
2024-11-04 08:08:33
TX000861
AC00397
233.44
2023-01-20 16:23:48
Debit
Chicago
D000334
37.213.85.222
M037
Online
20
Student
297
1
1,691.88
2024-11-04 08:07:54
TX000862
AC00383
141.8
2023-11-15 18:56:02
Debit
Chicago
D000046
184.4.253.143
M088
ATM
18
Student
116
1
1,697.67
2024-11-04 08:08:34
TX000863
AC00450
209.03
2023-10-09 18:20:39
Debit
Detroit
D000371
175.210.47.87
M012
Branch
55
Engineer
126
1
8,359.5
2024-11-04 08:10:58
TX000864
AC00086
1,137.63
2023-02-14 16:55:26
Debit
Baltimore
D000494
213.207.62.176
M074
ATM
26
Student
144
1
1,629.12
2024-11-04 08:08:03
TX000865
AC00156
261.14
2023-05-15 18:44:04
Debit
San Antonio
D000218
186.135.2.148
M040
ATM
42
Engineer
162
1
6,100.08
2024-11-04 08:08:53
TX000866
AC00418
101.81
2023-06-29 17:51:45
Debit
Fort Worth
D000209
160.212.125.105
M087
ATM
45
Doctor
105
1
13,872.03
2024-11-04 08:11:23
TX000867
AC00263
98.71
2023-09-18 17:41:29
Debit
Fort Worth
D000276
79.227.202.117
M070
ATM
32
Doctor
117
1
10,095.23
2024-11-04 08:07:42
TX000868
AC00009
87.38
2023-03-03 18:23:29
Debit
Atlanta
D000356
3.200.166.167
M054
Branch
21
Student
252
1
1,504.99
2024-11-04 08:09:45
TX000869
AC00436
83.39
2023-09-18 16:00:54
Debit
Omaha
D000069
135.73.131.111
M042
Branch
32
Doctor
158
1
13,182.11
2024-11-04 08:12:20
TX000870
AC00399
267.55
2023-06-13 16:06:05
Debit
Charlotte
D000138
170.99.15.217
M084
Online
46
Engineer
40
1
4,330.04
2024-11-04 08:12:03
TX000871
AC00182
870.05
2023-08-31 16:42:18
Debit
El Paso
D000098
80.90.35.146
M077
ATM
29
Doctor
39
1
905.25
2024-11-04 08:11:02
TX000872
AC00482
154.32
2024-01-01 16:53:32
Credit
Tucson
D000055
8.244.162.185
M015
ATM
38
Engineer
269
1
6,972.5
2024-11-04 08:11:43
TX000873
AC00475
164.51
2023-06-05 18:09:44
Debit
Louisville
D000105
189.248.139.91
M056
Branch
78
Retired
110
1
3,553.69
2024-11-04 08:07:10
TX000874
AC00253
758.12
2023-07-03 18:46:29
Debit
San Francisco
D000413
179.132.235.182
M028
ATM
69
Retired
90
1
6,164.65
2024-11-04 08:11:14
TX000875
AC00376
103.76
2023-03-29 16:20:33
Debit
Kansas City
D000667
79.47.176.19
M085
Online
28
Engineer
188
1
9,626.14
2024-11-04 08:11:31
TX000876
AC00058
583.92
2023-08-01 16:11:52
Debit
Kansas City
D000429
32.169.88.41
M024
Online
55
Engineer
139
1
6,364.14
2024-11-04 08:06:32
TX000877
AC00304
204.06
2023-01-02 16:07:17
Debit
Washington
D000685
150.231.20.169
M069
Online
77
Retired
159
1
4,351.83
2024-11-04 08:07:22
TX000878
AC00035
53.51
2023-10-26 16:54:32
Debit
New York
D000671
136.172.149.77
M030
Online
56
Retired
165
1
5,773.5
2024-11-04 08:11:18
TX000879
AC00366
1,108.46
2023-08-31 16:16:15
Debit
Los Angeles
D000353
48.89.167.189
M046
Branch
30
Engineer
262
1
9,257.04
2024-11-04 08:06:36
TX000880
AC00362
52.95
2023-08-07 18:02:59
Credit
Charlotte
D000652
148.234.210.167
M061
Online
68
Retired
14
1
6,335.58
2024-11-04 08:07:52
TX000881
AC00094
120.17
2023-08-08 17:07:42
Debit
Portland
D000052
47.167.178.158
M023
ATM
49
Doctor
105
1
5,403.79
2024-11-04 08:11:50
TX000882
AC00225
220.8
2023-09-06 18:43:52
Debit
Indianapolis
D000532
10.223.224.50
M021
Online
31
Engineer
28
1
8,135.31
2024-11-04 08:10:00
TX000883
AC00474
119.01
2023-03-13 17:26:41
Debit
Philadelphia
D000418
14.200.197.126
M069
ATM
45
Doctor
87
1
9,798.26
2024-11-04 08:09:17
TX000884
AC00448
183.32
2023-05-10 16:27:51
Debit
Raleigh
D000450
162.207.77.170
M041
ATM
21
Student
74
1
137.42
2024-11-04 08:09:31
TX000885
AC00439
858.88
2023-08-22 16:31:34
Debit
Jacksonville
D000389
146.53.16.47
M085
Online
60
Engineer
227
1
7,015.46
2024-11-04 08:12:11
TX000886
AC00133
11.46
2023-02-13 16:53:17
Credit
San Francisco
D000315
13.188.62.74
M092
Online
41
Engineer
128
1
2,356.71
2024-11-04 08:09:16
TX000887
AC00480
61.37
2023-02-06 16:54:19
Debit
Columbus
D000074
57.141.198.111
M001
Branch
75
Retired
164
1
4,294.44
2024-11-04 08:10:55
TX000888
AC00265
103.08
2023-02-27 16:48:02
Credit
Milwaukee
D000304
66.255.7.16
M096
Branch
49
Engineer
150
1
9,251.38
2024-11-04 08:06:42
TX000889
AC00176
1.21
2023-08-21 17:19:06
Debit
Atlanta
D000369
96.115.67.230
M039
Branch
55
Retired
196
1
7,542.74
2024-11-04 08:11:34
TX000890
AC00278
425.18
2023-10-04 16:00:54
Credit
Colorado Springs
D000496
77.92.193.22
M051
Online
26
Engineer
172
1
9,880.71
2024-11-04 08:08:39
TX000891
AC00216
60.96
2023-10-23 16:35:48
Debit
Colorado Springs
D000090
184.185.209.72
M065
ATM
52
Retired
238
1
6,189.24
2024-11-04 08:09:58
TX000892
AC00431
64.21
2023-01-09 16:36:16
Debit
Omaha
D000527
134.222.122.238
M028
ATM
51
Doctor
37
1
12,540.18
2024-11-04 08:09:24
TX000893
AC00063
523.02
2023-05-19 18:32:45
Debit
Jacksonville
D000689
124.180.225.109
M010
Online
53
Retired
83
1
4,586.11
2024-11-04 08:06:38
TX000894
AC00090
50.26
2023-11-09 17:51:35
Debit
Las Vegas
D000268
52.1.78.30
M055
Branch
65
Retired
164
1
1,519.38
2024-11-04 08:10:47
TX000895
AC00133
110.08
2023-11-20 17:15:13
Debit
Detroit
D000560
207.157.126.125
M059
Branch
19
Student
95
1
1,447.26
2024-11-04 08:08:19
TX000896
AC00357
54.47
2023-11-13 17:47:07
Credit
Philadelphia
D000434
190.92.63.219
M100
Branch
23
Student
34
1
1,131.42
2024-11-04 08:11:15
TX000897
AC00404
79.76
2023-04-03 16:25:35
Debit
Kansas City
D000110
221.169.49.152
M043
Online
68
Doctor
115
1
10,278.75
2024-11-04 08:08:14
TX000898
AC00390
16.79
2023-11-06 16:42:34
Credit
Detroit
D000317
204.120.80.105
M023
Online
30
Doctor
146
1
535.15
2024-11-04 08:11:01
TX000899
AC00083
1,531.31
2023-10-23 18:00:29
Debit
San Diego
D000319
91.204.200.167
M078
Online
18
Student
62
4
859.86
2024-11-04 08:06:40
TX000900
AC00161
68.62
2023-06-29 16:57:52
Debit
Omaha
D000044
167.67.137.223
M091
Branch
29
Doctor
157
1
13,891.47
2024-11-04 08:10:59