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
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1
5
AccountBalance
float64
101
15k
PreviousTransactionDate
stringclasses
360 values
TX002001
AC00456
3.85
2023-04-17 16:27:27
Debit
San Jose
D000058
72.192.101.196
M025
ATM
29
Doctor
32
1
10,506.41
2024-11-04 08:08:51
TX002002
AC00332
431.22
2023-04-21 16:25:49
Credit
Austin
D000301
111.226.226.202
M051
Branch
73
Retired
129
1
6,505.98
2024-11-04 08:07:30
TX002003
AC00245
178.55
2023-12-15 16:16:30
Debit
Houston
D000630
16.250.113.156
M076
Branch
55
Engineer
67
1
7,568.4
2024-11-04 08:12:21
TX002004
AC00388
248.76
2023-05-24 16:12:18
Debit
Denver
D000334
80.75.92.66
M091
ATM
18
Student
56
1
546.46
2024-11-04 08:06:33
TX002005
AC00008
76.16
2023-11-21 16:45:29
Debit
San Francisco
D000539
100.128.70.210
M060
ATM
23
Student
99
1
1,072.25
2024-11-04 08:12:04
TX002006
AC00066
347.25
2023-01-30 18:49:52
Debit
Indianapolis
D000646
33.28.138.82
M062
ATM
69
Doctor
250
1
7,273.55
2024-11-04 08:08:01
TX002007
AC00227
28.04
2023-02-15 16:37:09
Debit
Los Angeles
D000101
114.223.129.47
M008
ATM
57
Doctor
146
5
11,197.54
2024-11-04 08:12:17
TX002008
AC00352
325.98
2023-07-20 16:58:39
Debit
Washington
D000232
141.241.241.128
M086
ATM
19
Student
277
1
782.35
2024-11-04 08:08:23
TX002009
AC00481
249.56
2023-11-20 16:05:05
Debit
New York
D000617
49.10.93.200
M083
Branch
76
Retired
246
1
4,444.95
2024-11-04 08:11:08
TX002010
AC00341
17.43
2023-02-23 16:21:38
Debit
Albuquerque
D000574
155.19.119.0
M042
ATM
56
Doctor
33
1
10,658.88
2024-11-04 08:08:36
TX002011
AC00065
198.01
2023-04-24 17:46:41
Credit
Austin
D000145
83.80.89.29
M005
Branch
26
Student
40
1
250.93
2024-11-04 08:10:09
TX002012
AC00248
585.58
2023-09-04 16:13:40
Debit
Raleigh
D000580
175.166.115.182
M091
Branch
23
Student
55
1
1,729.02
2024-11-04 08:09:16
TX002013
AC00177
434.67
2023-12-05 18:33:02
Credit
Virginia Beach
D000107
13.149.61.4
M024
Online
27
Student
124
1
1,298.13
2024-11-04 08:10:09
TX002014
AC00139
510.7
2023-06-07 16:35:27
Credit
Nashville
D000167
156.96.135.18
M040
Online
27
Student
294
1
5,828.48
2024-11-04 08:07:57
TX002015
AC00252
331.98
2023-08-28 16:40:01
Debit
Denver
D000302
60.153.124.80
M047
ATM
74
Retired
12
1
7,600.99
2024-11-04 08:09:26
TX002016
AC00286
199.54
2023-10-10 17:24:33
Debit
Portland
D000631
16.250.113.156
M070
Online
56
Engineer
268
1
9,603.73
2024-11-04 08:10:49
TX002017
AC00001
212.97
2023-11-14 16:56:34
Debit
Atlanta
D000492
45.241.13.208
M003
Online
59
Engineer
178
1
4,180.4
2024-11-04 08:10:42
TX002018
AC00453
270.56
2023-02-17 16:57:32
Debit
Philadelphia
D000203
57.166.147.242
M038
Online
23
Student
139
1
1,268.44
2024-11-04 08:08:05
TX002019
AC00291
306.37
2023-06-27 18:26:08
Debit
Colorado Springs
D000484
21.122.39.207
M015
ATM
26
Engineer
120
1
9,609.67
2024-11-04 08:07:43
TX002020
AC00113
643.02
2023-10-02 17:47:19
Credit
Detroit
D000534
34.125.226.63
M065
ATM
38
Doctor
85
1
11,989.39
2024-11-04 08:07:01
TX002021
AC00390
98.48
2023-02-16 17:14:41
Debit
Miami
D000440
202.194.199.70
M090
Branch
47
Engineer
12
1
9,538.92
2024-11-04 08:11:29
TX002022
AC00345
889.01
2023-08-29 17:55:07
Debit
Virginia Beach
D000299
198.166.198.233
M030
Online
36
Engineer
169
1
4,826.88
2024-11-04 08:11:23
TX002023
AC00011
537.86
2023-09-19 16:44:21
Debit
Kansas City
D000159
144.228.168.6
M001
Online
27
Student
134
1
293.06
2024-11-04 08:09:27
TX002024
AC00106
241.18
2023-05-30 18:29:15
Debit
Mesa
D000616
12.240.113.200
M025
ATM
25
Student
162
1
1,445.53
2024-11-04 08:06:56
TX002025
AC00087
130.54
2023-04-05 17:20:36
Debit
Atlanta
D000544
173.135.78.201
M074
ATM
64
Doctor
94
1
11,204.62
2024-11-04 08:09:50
TX002026
AC00441
800.29
2023-12-04 16:25:27
Credit
San Diego
D000400
115.196.150.105
M033
Branch
20
Student
84
1
693.4
2024-11-04 08:11:42
TX002027
AC00069
8.81
2023-05-22 16:57:30
Debit
Dallas
D000462
35.67.21.23
M046
Online
57
Doctor
165
1
13,523.65
2024-11-04 08:09:40
TX002028
AC00020
28.52
2023-06-02 16:54:12
Debit
Detroit
D000700
40.10.25.102
M021
ATM
20
Student
163
1
662.51
2024-11-04 08:08:28
TX002029
AC00172
431.31
2023-05-01 16:18:16
Credit
Atlanta
D000363
223.189.165.37
M021
Online
23
Student
99
1
342.73
2024-11-04 08:09:29
TX002030
AC00237
885.33
2023-08-22 18:41:50
Credit
Raleigh
D000413
40.226.196.34
M025
ATM
47
Engineer
59
1
7,764.16
2024-11-04 08:10:03
TX002031
AC00186
199.23
2023-09-04 16:04:27
Debit
Tucson
D000183
24.148.92.177
M052
ATM
29
Engineer
54
1
9,834
2024-11-04 08:07:46
TX002032
AC00165
42.26
2023-10-26 16:19:25
Debit
Raleigh
D000214
59.132.247.252
M080
ATM
44
Doctor
171
1
268.77
2024-11-04 08:09:35
TX002033
AC00438
166.06
2023-07-14 16:06:06
Debit
Indianapolis
D000195
85.239.236.80
M020
ATM
30
Engineer
172
1
5,397.68
2024-11-04 08:07:04
TX002034
AC00435
357.72
2023-08-07 17:29:48
Debit
Miami
D000334
3.70.1.133
M082
ATM
53
Retired
25
1
7,659.5
2024-11-04 08:11:19
TX002035
AC00472
588.37
2023-01-05 17:48:29
Debit
Dallas
D000482
49.20.211.229
M100
Online
28
Student
284
1
1,926.08
2024-11-04 08:07:39
TX002036
AC00446
72.82
2023-11-10 16:50:35
Debit
Houston
D000453
25.188.196.47
M063
Online
68
Doctor
127
1
6,911.62
2024-11-04 08:06:49
TX002037
AC00427
162.36
2023-11-22 16:10:32
Debit
Tucson
D000315
125.89.163.224
M069
Online
36
Engineer
147
1
7,527.04
2024-11-04 08:09:02
TX002038
AC00230
584.82
2023-10-17 16:11:26
Credit
Nashville
D000594
201.114.165.141
M057
Online
43
Doctor
109
1
12,071.1
2024-11-04 08:09:47
TX002039
AC00172
38.15
2023-10-06 16:37:16
Credit
Oklahoma City
D000682
110.235.207.187
M065
Online
72
Retired
129
1
1,425.47
2024-11-04 08:12:23
TX002040
AC00103
477.54
2023-08-21 17:20:05
Credit
San Francisco
D000386
29.168.185.63
M063
ATM
23
Student
52
1
1,598.63
2024-11-04 08:06:48
TX002041
AC00467
639.57
2023-12-18 16:25:18
Debit
Philadelphia
D000166
189.183.50.147
M013
Branch
60
Doctor
43
1
11,726.47
2024-11-04 08:12:02
TX002042
AC00094
58.23
2023-07-26 17:25:23
Debit
Phoenix
D000504
200.22.195.243
M068
Online
28
Student
34
1
9,189.76
2024-11-04 08:09:59
TX002043
AC00231
776.21
2023-02-22 17:15:20
Credit
Raleigh
D000656
213.15.9.253
M036
Online
78
Retired
99
1
4,895.87
2024-11-04 08:06:38
TX002044
AC00032
248.76
2023-03-20 18:51:53
Debit
Portland
D000390
149.46.124.220
M070
Branch
21
Student
117
1
6,178.77
2024-11-04 08:09:07
TX002045
AC00241
188.61
2024-01-01 17:16:23
Debit
Boston
D000451
107.248.120.12
M083
Online
67
Retired
26
1
7,167.57
2024-11-04 08:06:23
TX002046
AC00263
675.37
2023-12-29 16:45:06
Credit
Jacksonville
D000508
10.223.224.50
M001
Online
56
Retired
31
1
4,704.91
2024-11-04 08:11:11
TX002047
AC00012
94.82
2023-03-21 16:36:30
Credit
Columbus
D000123
175.230.206.232
M011
Branch
67
Retired
56
1
1,267.72
2024-11-04 08:12:17
TX002048
AC00009
425.18
2023-02-20 16:16:39
Credit
Fresno
D000270
27.93.195.98
M057
Online
59
Engineer
135
1
5,790.55
2024-11-04 08:11:26
TX002049
AC00041
50.28
2023-02-02 16:20:28
Debit
Oklahoma City
D000544
196.244.194.198
M057
Branch
60
Engineer
65
1
5,729.1
2024-11-04 08:06:46
TX002050
AC00317
864.72
2023-08-25 16:35:39
Credit
Detroit
D000622
161.71.2.223
M018
Branch
34
Engineer
58
1
7,379.38
2024-11-04 08:11:10
TX002051
AC00475
70.68
2023-11-22 17:01:08
Debit
El Paso
D000138
13.88.251.53
M016
Online
25
Student
105
1
1,478.41
2024-11-04 08:10:55
TX002052
AC00181
261.77
2023-01-12 18:07:21
Debit
Chicago
D000026
82.75.200.117
M004
Online
28
Student
46
1
824.71
2024-11-04 08:11:48
TX002053
AC00120
183.22
2023-10-05 18:40:15
Debit
Milwaukee
D000290
64.15.0.66
M099
ATM
27
Student
63
1
1,024.42
2024-11-04 08:07:27
TX002054
AC00331
58.32
2023-07-31 16:21:15
Credit
Louisville
D000135
87.50.72.69
M011
Branch
29
Engineer
275
4
6,027.49
2024-11-04 08:06:58
TX002055
AC00500
156.86
2023-01-30 16:37:53
Debit
Charlotte
D000168
11.167.243.171
M099
ATM
51
Doctor
102
1
14,453.35
2024-11-04 08:10:27
TX002056
AC00292
120.67
2023-12-25 18:16:39
Debit
Colorado Springs
D000119
214.247.164.80
M040
ATM
42
Doctor
233
1
5,374.54
2024-11-04 08:12:08
TX002057
AC00436
308.62
2023-10-06 18:59:06
Credit
Sacramento
D000482
61.95.76.233
M047
Branch
59
Engineer
101
1
9,148.08
2024-11-04 08:06:47
TX002058
AC00476
506.81
2023-12-20 16:17:24
Debit
Milwaukee
D000650
138.220.61.84
M091
ATM
59
Engineer
41
1
2,757.23
2024-11-04 08:08:00
TX002059
AC00391
328.39
2023-11-09 16:47:01
Debit
New York
D000396
110.150.1.201
M013
ATM
41
Engineer
108
1
2,523.83
2024-11-04 08:11:57
TX002060
AC00267
796.3
2023-03-22 16:03:01
Debit
Austin
D000225
93.160.83.196
M062
Branch
67
Retired
64
1
1,498.79
2024-11-04 08:08:32
TX002061
AC00034
72.47
2023-10-17 18:02:43
Debit
Boston
D000066
89.18.54.235
M083
Online
29
Doctor
72
1
1,305.56
2024-11-04 08:11:10
TX002062
AC00425
279.6
2023-05-31 16:28:06
Debit
Fort Worth
D000452
182.84.41.229
M097
ATM
25
Student
131
1
1,910.9
2024-11-04 08:06:53
TX002063
AC00048
304.2
2023-06-08 16:06:13
Debit
Indianapolis
D000652
11.188.75.155
M083
Online
25
Student
102
1
423.64
2024-11-04 08:10:19
TX002064
AC00110
351.38
2023-06-26 18:41:55
Debit
New York
D000254
47.82.77.181
M026
Branch
64
Retired
21
1
7,606.63
2024-11-04 08:06:32
TX002065
AC00427
86.07
2023-11-20 18:40:45
Debit
Dallas
D000355
192.163.114.167
M078
Branch
31
Doctor
23
1
842.56
2024-11-04 08:12:19
TX002066
AC00483
604.5
2023-08-08 18:39:24
Debit
Portland
D000501
31.127.129.152
M073
ATM
28
Student
80
1
709.42
2024-11-04 08:06:32
TX002067
AC00310
258.7
2023-02-22 17:12:15
Debit
Charlotte
D000285
161.71.2.223
M035
ATM
27
Student
123
1
1,358.37
2024-11-04 08:06:36
TX002068
AC00179
994.63
2023-06-21 16:00:07
Debit
Austin
D000345
147.119.62.178
M030
Online
61
Doctor
158
1
13,538.14
2024-11-04 08:09:25
TX002069
AC00363
11.46
2023-01-31 17:14:32
Credit
Austin
D000232
179.43.245.131
M027
Branch
75
Retired
64
1
7,258.33
2024-11-04 08:08:10
TX002070
AC00080
63.76
2023-06-27 17:44:24
Debit
San Antonio
D000211
134.222.122.238
M002
ATM
69
Retired
100
1
4,980.26
2024-11-04 08:10:22
TX002071
AC00158
446.83
2023-06-26 18:51:31
Credit
Miami
D000378
77.92.193.22
M051
Branch
55
Retired
143
1
1,623.5
2024-11-04 08:09:33
TX002072
AC00033
63.54
2023-05-22 18:23:18
Debit
Dallas
D000195
51.250.122.123
M045
ATM
26
Engineer
136
1
4,401.78
2024-11-04 08:07:31
TX002073
AC00492
81.11
2023-10-16 18:07:26
Debit
Charlotte
D000402
51.250.46.149
M044
Online
48
Engineer
110
1
2,051.37
2024-11-04 08:07:46
TX002074
AC00228
441.26
2023-02-27 16:07:46
Credit
Tucson
D000490
92.180.81.50
M074
Branch
58
Doctor
87
5
13,704.92
2024-11-04 08:11:41
TX002075
AC00058
170.96
2023-12-28 16:46:46
Debit
Washington
D000644
96.24.89.146
M083
Branch
64
Doctor
69
1
13,374.89
2024-11-04 08:06:53
TX002076
AC00427
48.51
2023-01-09 17:22:18
Debit
Austin
D000443
81.67.222.238
M009
Branch
22
Student
69
1
3,363.23
2024-11-04 08:10:53
TX002077
AC00236
325.03
2023-01-11 17:04:19
Debit
Jacksonville
D000289
111.226.226.202
M098
Branch
60
Doctor
106
1
13,521.76
2024-11-04 08:10:08
TX002078
AC00144
125.83
2023-05-29 17:14:03
Debit
Los Angeles
D000608
113.137.153.101
M001
ATM
57
Retired
138
1
6,109.86
2024-11-04 08:11:30
TX002079
AC00256
506.83
2023-04-24 17:27:12
Debit
Indianapolis
D000410
116.43.88.219
M064
Branch
37
Engineer
45
1
9,975.79
2024-11-04 08:07:31
TX002080
AC00054
738.94
2023-10-09 18:54:21
Debit
Philadelphia
D000165
44.67.137.125
M085
Branch
41
Doctor
173
1
13,856.18
2024-11-04 08:08:51
TX002081
AC00492
180.36
2023-05-30 16:12:10
Credit
Oklahoma City
D000451
184.185.209.72
M021
Online
33
Engineer
55
1
9,905.23
2024-11-04 08:06:40
TX002082
AC00498
225.1
2023-12-11 17:28:44
Debit
Boston
D000047
217.82.46.37
M082
ATM
28
Student
35
1
1,547.71
2024-11-04 08:07:08
TX002083
AC00005
359.51
2023-11-30 18:08:39
Debit
Charlotte
D000144
32.169.88.41
M010
Online
79
Retired
157
1
7,153.72
2024-11-04 08:12:11
TX002084
AC00204
720.46
2023-12-07 16:10:40
Debit
Tucson
D000280
19.20.13.234
M068
Branch
54
Retired
44
1
3,101.54
2024-11-04 08:08:35
TX002085
AC00428
1,116.57
2023-02-23 16:54:09
Debit
Tucson
D000204
135.73.131.111
M005
ATM
56
Retired
104
1
1,393.14
2024-11-04 08:07:14
TX002086
AC00019
291.46
2023-02-08 16:29:56
Debit
Miami
D000665
149.84.108.18
M046
ATM
57
Retired
135
1
7,142.53
2024-11-04 08:10:03
TX002087
AC00029
1,192.95
2023-12-04 18:30:00
Debit
Las Vegas
D000227
71.93.189.160
M068
Branch
23
Student
73
1
325.15
2024-11-04 08:08:01
TX002088
AC00449
98.24
2023-04-10 17:58:46
Debit
Mesa
D000005
193.190.29.63
M031
Online
28
Student
148
1
580.66
2024-11-04 08:08:58
TX002089
AC00213
100.48
2023-02-17 16:53:25
Credit
Milwaukee
D000139
136.172.149.77
M100
Branch
18
Student
104
1
6,149.81
2024-11-04 08:12:12
TX002090
AC00076
45.9
2023-07-04 18:55:57
Debit
Columbus
D000565
221.169.49.152
M002
Branch
56
Engineer
264
1
5,698.25
2024-11-04 08:07:45
TX002091
AC00442
258.21
2023-11-27 17:19:31
Debit
San Antonio
D000530
68.254.244.208
M014
Online
39
Doctor
225
1
9,562.41
2024-11-04 08:10:11
TX002092
AC00228
1,079.11
2023-05-05 16:42:25
Debit
Las Vegas
D000203
209.214.250.164
M042
Online
53
Engineer
211
1
2,038.31
2024-11-04 08:07:41
TX002093
AC00081
287.51
2023-05-22 16:57:31
Debit
El Paso
D000698
189.20.224.220
M016
Online
22
Student
255
1
187.65
2024-11-04 08:08:19
TX002094
AC00072
501.3
2023-05-22 18:27:37
Credit
San Antonio
D000428
197.187.216.106
M020
Online
26
Engineer
146
1
8,520.08
2024-11-04 08:08:07
TX002095
AC00261
26.1
2023-02-17 16:21:21
Debit
Mesa
D000353
77.92.193.22
M001
ATM
27
Student
32
1
1,435.72
2024-11-04 08:07:09
TX002096
AC00082
436.77
2023-09-28 16:14:49
Debit
Jacksonville
D000281
48.31.196.24
M075
ATM
20
Student
176
1
825.69
2024-11-04 08:09:11
TX002097
AC00334
292.38
2023-05-15 16:49:14
Debit
Baltimore
D000687
3.11.254.2
M001
ATM
68
Doctor
224
1
5,803.89
2024-11-04 08:09:42
TX002098
AC00251
1,026.46
2023-06-21 16:40:17
Debit
Philadelphia
D000292
131.41.45.13
M009
Branch
53
Retired
165
1
3,134.47
2024-11-04 08:07:24
TX002099
AC00481
25.29
2023-07-27 18:34:19
Debit
Miami
D000111
41.82.55.163
M005
Online
50
Engineer
125
1
5,374.69
2024-11-04 08:06:44
TX002100
AC00239
123.35
2023-08-11 17:00:56
Credit
Baltimore
D000170
172.111.76.65
M070
Online
31
Doctor
10
1
6,852.16
2024-11-04 08:09:58