TransactionID
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8
8
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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
TX002301
AC00038
301.73
2023-06-27 16:40:58
Debit
Tucson
D000006
165.143.173.165
M044
Online
67
Doctor
163
1
990.74
2024-11-04 08:07:10
TX002302
AC00387
294.61
2023-09-28 18:53:02
Debit
Omaha
D000652
216.32.4.105
M046
Branch
60
Retired
74
1
7,375.59
2024-11-04 08:07:33
TX002303
AC00126
106.43
2023-04-17 17:32:12
Credit
Phoenix
D000498
147.114.91.132
M063
ATM
52
Engineer
164
1
9,403.12
2024-11-04 08:10:35
TX002304
AC00155
381.52
2023-11-20 16:42:12
Debit
Seattle
D000306
188.124.181.12
M052
Online
36
Doctor
79
1
5,798.92
2024-11-04 08:11:07
TX002305
AC00494
1,142.76
2023-03-15 17:10:12
Credit
Houston
D000027
145.246.171.225
M058
Online
25
Student
71
1
1,498.93
2024-11-04 08:10:03
TX002306
AC00202
5.66
2023-12-04 18:43:37
Debit
Fresno
D000082
173.135.78.201
M029
Branch
40
Engineer
33
1
5,434.64
2024-11-04 08:11:43
TX002307
AC00489
209.09
2023-11-07 18:44:46
Debit
Virginia Beach
D000058
7.105.184.86
M091
ATM
48
Doctor
203
1
9,100.81
2024-11-04 08:06:31
TX002308
AC00378
521.81
2023-11-16 17:26:37
Debit
Virginia Beach
D000495
210.98.198.143
M058
ATM
47
Engineer
34
1
4,750.96
2024-11-04 08:07:27
TX002309
AC00255
588.36
2023-01-09 16:08:44
Debit
Charlotte
D000356
82.51.236.134
M068
Online
33
Engineer
134
1
8,434.99
2024-11-04 08:10:22
TX002310
AC00331
146.67
2023-10-31 16:05:00
Debit
Albuquerque
D000534
184.185.209.72
M025
Online
20
Student
273
1
1,569.75
2024-11-04 08:11:06
TX002311
AC00243
176.52
2023-03-14 17:06:18
Credit
San Diego
D000333
223.32.70.156
M022
Online
73
Retired
94
5
7,132.08
2024-11-04 08:08:41
TX002312
AC00066
57.34
2023-10-23 16:03:49
Debit
Atlanta
D000370
18.92.67.57
M089
Online
27
Student
81
1
1,100.64
2024-11-04 08:10:22
TX002313
AC00166
294.77
2023-10-10 17:16:59
Debit
Philadelphia
D000451
27.93.195.98
M087
Online
77
Retired
101
1
2,272.17
2024-11-04 08:10:02
TX002314
AC00288
881.32
2023-08-31 17:29:03
Debit
El Paso
D000354
190.152.148.249
M015
Online
31
Engineer
59
1
2,287.93
2024-11-04 08:06:52
TX002315
AC00005
162.59
2023-02-22 16:18:32
Debit
Indianapolis
D000401
201.95.180.152
M098
Branch
64
Retired
19
1
7,104.83
2024-11-04 08:08:46
TX002316
AC00191
56.15
2023-12-28 18:53:29
Debit
Nashville
D000336
216.79.134.201
M089
Branch
31
Doctor
77
1
13,265.92
2024-11-04 08:09:03
TX002317
AC00443
524.55
2023-09-19 16:32:00
Debit
El Paso
D000279
76.0.164.168
M039
ATM
39
Doctor
175
1
8,292.75
2024-11-04 08:07:00
TX002318
AC00096
535.4
2023-05-12 18:38:11
Debit
San Diego
D000453
49.29.37.185
M023
Branch
23
Student
110
1
651.84
2024-11-04 08:08:50
TX002319
AC00225
56.84
2023-08-14 17:29:30
Debit
Raleigh
D000654
155.140.33.42
M088
ATM
45
Engineer
185
1
7,977.78
2024-11-04 08:09:53
TX002320
AC00042
135.94
2023-01-18 16:48:32
Debit
Houston
D000489
58.1.27.124
M020
Branch
71
Retired
258
1
4,710.21
2024-11-04 08:10:02
TX002321
AC00460
47.1
2023-07-03 17:26:49
Credit
Washington
D000545
21.190.11.223
M021
Branch
42
Doctor
178
1
6,308.07
2024-11-04 08:09:40
TX002322
AC00378
124.05
2023-10-25 16:50:02
Credit
Albuquerque
D000652
193.217.248.188
M031
Branch
61
Doctor
220
1
7,009.54
2024-11-04 08:12:09
TX002323
AC00322
802.89
2023-08-28 18:32:00
Debit
Chicago
D000050
139.23.212.102
M037
ATM
19
Student
175
1
1,973.63
2024-11-04 08:11:17
TX002324
AC00328
193.16
2023-04-06 16:41:31
Debit
Charlotte
D000295
137.135.250.168
M100
ATM
64
Retired
109
1
2,304.56
2024-11-04 08:07:13
TX002325
AC00337
541.52
2023-06-28 17:47:15
Credit
Indianapolis
D000336
160.65.101.37
M094
Branch
48
Engineer
161
1
6,087.24
2024-11-04 08:08:36
TX002326
AC00003
20.17
2023-01-02 16:45:05
Debit
San Antonio
D000287
221.23.158.87
M088
ATM
77
Retired
86
1
3,869.37
2024-11-04 08:08:39
TX002327
AC00146
35.98
2023-08-17 16:14:47
Credit
Nashville
D000662
216.31.34.238
M004
Branch
40
Doctor
133
1
11,147.34
2024-11-04 08:06:59
TX002328
AC00004
273.24
2023-12-12 16:56:18
Debit
Fresno
D000626
211.45.75.44
M011
Branch
51
Retired
173
1
2,202.21
2024-11-04 08:10:05
TX002329
AC00386
663.45
2023-12-12 17:20:46
Debit
Albuquerque
D000564
156.187.182.236
M076
ATM
67
Retired
147
1
5,897.29
2024-11-04 08:11:40
TX002330
AC00187
343.86
2023-02-13 16:44:51
Debit
Charlotte
D000134
201.95.180.152
M058
Branch
57
Engineer
70
1
3,278.65
2024-11-04 08:09:48
TX002331
AC00415
69.38
2023-01-11 16:09:36
Debit
Detroit
D000191
22.196.202.183
M042
Branch
69
Doctor
280
2
12,072.11
2024-11-04 08:11:12
TX002332
AC00315
75.43
2023-08-14 16:01:57
Debit
Fresno
D000280
5.50.152.168
M096
ATM
77
Retired
266
1
1,441.86
2024-11-04 08:11:19
TX002333
AC00297
414.64
2023-04-03 16:27:24
Debit
Mesa
D000698
158.129.49.240
M060
Branch
32
Doctor
74
1
7,253.22
2024-11-04 08:09:17
TX002334
AC00304
86.79
2023-01-23 16:31:30
Debit
Fort Worth
D000514
204.120.80.105
M100
Branch
33
Doctor
166
1
8,795.37
2024-11-04 08:07:48
TX002335
AC00016
1,105.88
2023-03-06 17:37:32
Debit
Omaha
D000159
41.82.55.163
M047
ATM
34
Engineer
36
1
2,636.32
2024-11-04 08:11:22
TX002336
AC00048
14.1
2023-12-25 17:13:46
Debit
Louisville
D000099
164.75.163.220
M027
Branch
45
Engineer
73
1
6,949.21
2024-11-04 08:08:16
TX002337
AC00485
63.33
2023-12-26 17:10:01
Credit
Louisville
D000485
7.28.148.225
M014
Branch
23
Student
124
1
792.33
2024-11-04 08:12:02
TX002338
AC00064
606.27
2023-06-22 17:05:42
Debit
Louisville
D000326
12.71.148.184
M018
Branch
29
Doctor
42
1
9,668.78
2024-11-04 08:09:33
TX002339
AC00081
4.47
2023-08-14 16:20:49
Debit
Baltimore
D000239
147.234.20.46
M033
Branch
27
Student
132
1
1,381.75
2024-11-04 08:10:24
TX002340
AC00228
289.01
2023-08-28 16:41:21
Debit
Miami
D000202
191.91.45.159
M044
Online
66
Retired
96
1
4,226.26
2024-11-04 08:08:12
TX002341
AC00204
338.69
2023-10-23 18:46:51
Debit
Virginia Beach
D000476
48.89.167.189
M026
Branch
18
Student
169
1
1,137.89
2024-11-04 08:06:32
TX002342
AC00144
97.73
2023-05-29 17:55:23
Debit
Sacramento
D000038
135.29.211.116
M018
Branch
69
Doctor
156
1
7,885.21
2024-11-04 08:08:27
TX002343
AC00420
1,021.16
2023-10-16 17:32:16
Debit
Albuquerque
D000100
175.230.206.232
M046
ATM
20
Student
104
1
9,427.06
2024-11-04 08:07:50
TX002344
AC00448
27.61
2023-03-10 16:28:07
Credit
Fort Worth
D000463
116.43.88.219
M015
ATM
54
Retired
26
1
3,679.64
2024-11-04 08:09:16
TX002345
AC00363
284.17
2023-05-24 16:02:39
Debit
Memphis
D000247
40.192.99.27
M074
ATM
51
Retired
189
1
3,479.56
2024-11-04 08:08:05
TX002346
AC00396
76.21
2023-01-10 16:41:42
Debit
Los Angeles
D000275
40.198.240.246
M055
Branch
22
Student
69
1
664.93
2024-11-04 08:10:44
TX002347
AC00456
334.79
2023-11-20 17:51:05
Credit
Denver
D000673
6.44.165.160
M097
Branch
69
Doctor
292
1
624.09
2024-11-04 08:08:26
TX002348
AC00363
584.51
2023-08-25 17:47:07
Debit
Denver
D000697
113.201.172.36
M010
ATM
74
Retired
76
1
3,254.56
2024-11-04 08:08:49
TX002349
AC00326
432.18
2023-05-19 16:31:11
Debit
Las Vegas
D000023
76.136.92.235
M008
Branch
18
Student
162
1
678.83
2024-11-04 08:08:30
TX002350
AC00500
134.55
2023-10-09 16:44:50
Debit
San Jose
D000219
100.137.90.188
M026
Online
59
Doctor
165
1
14,852.42
2024-11-04 08:08:25
TX002351
AC00076
61.66
2023-02-10 16:34:00
Debit
Sacramento
D000125
112.222.0.29
M085
ATM
26
Student
86
1
5,705.4
2024-11-04 08:06:48
TX002352
AC00063
12.35
2023-02-06 18:39:50
Debit
Fresno
D000213
144.228.168.6
M092
Branch
25
Student
22
1
1,846.85
2024-11-04 08:11:12
TX002353
AC00376
213.25
2023-02-23 17:30:07
Debit
San Francisco
D000441
71.93.189.160
M076
Branch
25
Student
63
1
677.79
2024-11-04 08:08:03
TX002354
AC00392
34.93
2023-10-16 16:11:52
Debit
Columbus
D000434
172.111.76.65
M056
Branch
31
Engineer
72
1
2,810.37
2024-11-04 08:11:12
TX002355
AC00282
959.48
2023-01-10 16:28:02
Debit
Miami
D000120
90.111.245.138
M004
Branch
67
Doctor
36
1
10,631.43
2024-11-04 08:07:57
TX002356
AC00238
335.68
2023-11-06 17:20:40
Debit
Tucson
D000558
86.83.61.143
M062
Online
24
Student
142
1
1,188.95
2024-11-04 08:11:20
TX002357
AC00130
423.96
2023-01-30 18:50:14
Debit
San Diego
D000042
138.181.222.38
M086
ATM
43
Doctor
75
1
8,374.38
2024-11-04 08:08:41
TX002358
AC00194
361.38
2023-03-02 17:02:57
Credit
Milwaukee
D000444
60.89.202.192
M095
Online
72
Retired
71
3
4,972.92
2024-11-04 08:12:17
TX002359
AC00132
220.82
2023-12-29 16:30:53
Debit
Louisville
D000297
37.143.57.20
M089
Branch
42
Engineer
31
1
4,298.13
2024-11-04 08:08:24
TX002360
AC00071
717.36
2023-01-02 17:00:33
Credit
San Diego
D000035
51.196.87.214
M020
Online
22
Student
138
1
514.88
2024-11-04 08:09:39
TX002361
AC00457
406.12
2023-08-03 17:32:39
Debit
Houston
D000109
181.223.246.123
M004
ATM
42
Doctor
106
1
10,501.53
2024-11-04 08:11:29
TX002362
AC00153
427.83
2023-05-10 17:02:51
Debit
Phoenix
D000529
16.128.130.153
M066
ATM
47
Engineer
29
1
3,293.06
2024-11-04 08:09:49
TX002363
AC00003
416.62
2023-03-06 17:26:59
Credit
Baltimore
D000495
161.195.172.148
M091
Online
26
Student
67
1
9,700.9
2024-11-04 08:11:23
TX002364
AC00327
21.9
2023-04-10 17:04:28
Debit
Phoenix
D000216
136.172.149.77
M084
ATM
28
Student
30
1
1,052.27
2024-11-04 08:11:15
TX002365
AC00362
717.74
2023-12-08 16:51:28
Credit
Sacramento
D000030
161.168.126.136
M020
Online
42
Engineer
168
1
8,375.16
2024-11-04 08:10:43
TX002366
AC00195
393.68
2023-09-18 16:40:55
Debit
San Diego
D000034
145.179.219.57
M087
ATM
55
Doctor
141
1
10,135.88
2024-11-04 08:07:00
TX002367
AC00010
281.91
2023-01-12 17:10:03
Debit
Denver
D000312
24.148.92.177
M069
Branch
25
Student
269
1
225.53
2024-11-04 08:07:24
TX002368
AC00032
239.85
2023-01-26 16:17:52
Debit
Tucson
D000001
121.67.144.20
M047
ATM
70
Retired
50
1
1,477.63
2024-11-04 08:07:51
TX002369
AC00202
237.84
2023-09-22 17:40:23
Debit
Nashville
D000111
193.108.17.115
M047
Branch
26
Student
16
1
8,932.39
2024-11-04 08:09:29
TX002370
AC00262
459.29
2023-01-26 18:07:00
Credit
Kansas City
D000610
113.201.172.36
M016
Online
64
Retired
109
1
1,006.12
2024-11-04 08:11:08
TX002371
AC00158
196.49
2023-12-22 17:31:59
Debit
Oklahoma City
D000342
139.23.212.102
M016
Branch
41
Engineer
65
1
7,516.56
2024-11-04 08:09:30
TX002372
AC00465
21.23
2023-09-11 16:35:15
Debit
Virginia Beach
D000174
63.191.171.41
M094
ATM
23
Student
103
4
319.18
2024-11-04 08:09:59
TX002373
AC00260
95.23
2023-10-16 18:47:17
Debit
Denver
D000287
5.252.94.135
M077
Online
20
Student
60
3
966.88
2024-11-04 08:11:38
TX002374
AC00130
344.87
2023-08-28 17:59:32
Debit
Houston
D000608
124.6.134.78
M090
Branch
58
Retired
25
1
7,447.44
2024-11-04 08:11:21
TX002375
AC00500
129.62
2023-07-06 16:47:00
Credit
San Jose
D000179
37.143.57.20
M070
ATM
23
Student
124
1
620.28
2024-11-04 08:06:51
TX002376
AC00384
16.53
2023-07-24 17:07:27
Debit
Houston
D000078
52.1.78.30
M017
ATM
21
Student
220
1
707.95
2024-11-04 08:08:29
TX002377
AC00027
277.02
2023-11-13 16:16:48
Credit
Denver
D000561
65.149.11.248
M042
ATM
46
Doctor
227
1
8,586.38
2024-11-04 08:09:56
TX002378
AC00176
13.02
2023-06-14 16:24:08
Debit
Charlotte
D000387
121.67.144.20
M014
Branch
51
Doctor
42
1
6,076.45
2024-11-04 08:11:43
TX002379
AC00150
199.02
2023-01-30 17:36:54
Debit
Memphis
D000535
98.255.160.110
M081
ATM
22
Student
185
1
793.63
2024-11-04 08:08:22
TX002380
AC00443
684.5
2023-07-31 18:52:14
Debit
Fort Worth
D000075
190.251.45.32
M035
Branch
29
Doctor
76
1
6,258.63
2024-11-04 08:10:14
TX002381
AC00098
1,173.74
2023-09-25 16:44:52
Credit
Virginia Beach
D000639
193.190.29.63
M086
Online
61
Doctor
61
1
10,456.24
2024-11-04 08:07:31
TX002382
AC00452
45.92
2023-06-19 17:25:35
Debit
Nashville
D000622
120.170.93.69
M087
ATM
26
Student
23
1
544.56
2024-11-04 08:06:32
TX002383
AC00119
761.73
2023-09-11 17:15:04
Debit
Columbus
D000191
89.6.100.149
M075
ATM
19
Student
27
1
151.28
2024-11-04 08:09:23
TX002384
AC00342
331.38
2023-05-30 17:13:38
Debit
Miami
D000621
19.20.13.234
M051
ATM
42
Engineer
122
1
844.55
2024-11-04 08:08:38
TX002385
AC00190
602.8
2023-03-20 17:25:15
Debit
Baltimore
D000333
170.225.23.251
M003
Branch
60
Retired
173
1
7,417.69
2024-11-04 08:10:57
TX002386
AC00075
64.12
2023-08-10 17:12:55
Credit
Indianapolis
D000013
218.238.171.184
M097
Branch
57
Doctor
222
1
1,029.09
2024-11-04 08:09:39
TX002387
AC00450
57.38
2023-02-13 18:27:34
Debit
Kansas City
D000238
48.19.99.211
M062
Online
28
Student
86
1
899.52
2024-11-04 08:08:31
TX002388
AC00300
94.64
2023-05-15 18:30:55
Credit
New York
D000543
216.32.4.105
M036
ATM
28
Student
144
1
586.76
2024-11-04 08:08:50
TX002389
AC00183
155.56
2023-04-24 16:07:53
Credit
Austin
D000033
53.218.177.171
M014
Branch
19
Student
64
1
129.79
2024-11-04 08:07:46
TX002390
AC00079
301.39
2023-07-04 16:21:12
Credit
Denver
D000375
82.75.200.117
M050
Online
47
Doctor
104
1
10,548.58
2024-11-04 08:07:22
TX002391
AC00004
136.31
2023-10-30 16:38:14
Debit
Nashville
D000405
6.234.101.35
M055
Online
74
Retired
65
1
4,384.95
2024-11-04 08:08:41
TX002392
AC00063
4.39
2023-06-12 16:03:42
Debit
Philadelphia
D000441
188.225.207.71
M084
ATM
26
Student
63
1
1,429.61
2024-11-04 08:11:48
TX002393
AC00345
429.25
2023-06-12 16:26:36
Debit
Seattle
D000199
199.6.127.153
M090
Online
29
Engineer
107
1
5,019.68
2024-11-04 08:08:36
TX002394
AC00177
138.54
2023-01-03 17:56:37
Credit
Austin
D000022
195.237.152.198
M028
Branch
60
Engineer
93
1
8,274.77
2024-11-04 08:09:05
TX002395
AC00165
33.03
2023-08-10 16:58:10
Debit
Washington
D000376
109.42.41.157
M019
Branch
21
Student
28
1
935.88
2024-11-04 08:09:57
TX002396
AC00097
76.39
2023-02-27 16:28:23
Debit
Sacramento
D000132
23.255.214.209
M005
Online
30
Doctor
80
1
11,584.32
2024-11-04 08:10:59
TX002397
AC00241
25.32
2023-03-07 17:49:13
Debit
Oklahoma City
D000422
9.230.41.239
M090
ATM
19
Student
25
1
1,642.34
2024-11-04 08:09:29
TX002398
AC00308
330.91
2023-03-06 17:25:20
Debit
Kansas City
D000005
184.185.209.72
M041
ATM
36
Engineer
28
1
6,481.35
2024-11-04 08:11:10
TX002399
AC00308
153.55
2023-11-08 17:53:52
Debit
Denver
D000438
168.55.35.243
M099
Online
37
Doctor
16
1
5,619.91
2024-11-04 08:07:38
TX002400
AC00088
217.61
2023-02-28 17:34:08
Debit
Omaha
D000512
19.228.76.177
M039
Online
27
Student
120
1
1,661.1
2024-11-04 08:11:11