transaction_id string | timestamp string | amount float64 | transaction_type string | channel string | user_id string | session_duration_sec int64 | pages_visited int32 | failed_attempts int32 | ip_country string | device_fingerprint_match int64 | time_since_last_activity_hours float64 | anomaly_score float64 | is_anomaly int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TXN-000100 | 2025-08-31 16:00:00 | 164.11 | claim | mobile | USR-04373 | 923 | 5 | 1 | AE | 1 | 76.2 | 0 | 0 |
TXN-000101 | 2025-05-06 03:00:00 | 2,509.38 | payment | mobile | USR-04240 | 269 | 2 | 0 | QA | 1 | 9.2 | 0 | 0 |
TXN-000102 | 2025-02-24 22:00:00 | 2,571.08 | claim | web | USR-00198 | 26 | 6 | 1 | KW | 1 | 14.9 | 0 | 0 |
TXN-000103 | 2025-03-24 13:00:00 | 46.93 | adjustment | call_center | USR-04418 | 313 | 2 | 0 | AE | 1 | 19.9 | 0 | 0 |
TXN-000104 | 2025-06-15 01:00:00 | 262.36 | claim | agent | USR-03400 | 197 | 8 | 0 | SA | 1 | 31.9 | 0.033 | 0 |
TXN-000105 | 2025-01-10 06:00:00 | 1,191.45 | claim | web | USR-04270 | 3 | 4 | 0 | AE | 1 | 14.8 | 0.176 | 0 |
TXN-000106 | 2025-03-22 01:00:00 | 768.07 | payment | agent | USR-01277 | 16 | 7 | 0 | QA | 1 | 47.9 | 0.019 | 0 |
TXN-000107 | 2025-07-09 00:00:00 | 1,332.72 | payment | agent | USR-01856 | 137 | 8 | 0 | KW | 1 | 68.7 | 0.014 | 0 |
TXN-000108 | 2025-08-19 20:00:00 | 15.28 | payment | web | USR-01371 | 359 | 4 | 1 | SA | 1 | 133.1 | 0.059 | 0 |
TXN-000109 | 2025-11-16 15:00:00 | 1,086.43 | claim | mobile | USR-01695 | 286 | 5 | 1 | SA | 1 | 10 | 0.036 | 0 |
TXN-000110 | 2025-09-26 22:00:00 | 1,124.51 | adjustment | call_center | USR-00932 | 48 | 6 | 0 | KW | 1 | 81.4 | 0 | 0 |
TXN-000111 | 2025-12-19 09:00:00 | 3,098.44 | payment | call_center | USR-04629 | 314 | 7 | 1 | AE | 1 | 15.8 | 0.049 | 0 |
TXN-000112 | 2025-09-18 00:00:00 | 548.48 | adjustment | mobile | USR-02759 | 111 | 3 | 0 | SA | 1 | 2.7 | 0 | 0 |
TXN-000113 | 2025-10-04 16:00:00 | 463.73 | claim | web | USR-03587 | 594 | 6 | 0 | BH | 1 | 15.3 | 0 | 0 |
TXN-000114 | 2025-06-14 18:00:00 | 174.42 | payment | web | USR-03265 | 119 | 8 | 0 | OM | 1 | 67.2 | 0.001 | 0 |
TXN-000115 | 2025-01-29 03:00:00 | 26.44 | payment | agent | USR-02435 | 160 | 0 | 1 | SA | 1 | 5 | 0 | 0 |
TXN-000116 | 2025-07-13 14:00:00 | 2,185.06 | claim | call_center | USR-03042 | 165 | 3 | 0 | AE | 1 | 87.8 | 0.071 | 0 |
TXN-000117 | 2025-01-20 22:00:00 | 819.92 | payment | call_center | USR-01301 | 398 | 4 | 0 | QA | 1 | 90 | 0 | 0 |
TXN-000118 | 2025-01-19 06:00:00 | 5,719.06 | claim | web | USR-02214 | 141 | 3 | 2 | SA | 1 | 62.7 | 0 | 0 |
TXN-000119 | 2025-10-18 06:00:00 | 1,808.2 | payment | call_center | USR-04451 | 179 | 8 | 0 | AE | 1 | 110.5 | 0 | 0 |
TXN-000120 | 2025-08-08 05:00:00 | 867.21 | payment | mobile | USR-01747 | 100 | 3 | 1 | SA | 1 | 50.1 | 0.093 | 0 |
TXN-000121 | 2025-11-16 15:00:00 | 3,062.38 | claim | web | USR-04445 | 516 | 6 | 0 | OTHER | 1 | 53 | 0.247 | 0 |
TXN-000122 | 2025-02-24 02:00:00 | 3,765.19 | claim | mobile | USR-04923 | 48 | 2 | 1 | SA | 1 | 30.5 | 0 | 0 |
TXN-000123 | 2025-07-13 08:00:00 | 269.56 | payment | mobile | USR-04908 | 874 | 9 | 0 | BH | 1 | 38.1 | 0.064 | 0 |
TXN-000124 | 2025-09-06 02:00:00 | 3,761.86 | refund | call_center | USR-00082 | 235 | 6 | 0 | SA | 0 | 44.1 | 0.141 | 0 |
TXN-000125 | 2025-07-24 00:00:00 | 385.53 | adjustment | web | USR-01432 | 272 | 7 | 1 | AE | 1 | 67.7 | 0.022 | 0 |
TXN-000126 | 2025-08-12 16:00:00 | 7,701.81 | adjustment | mobile | USR-04228 | 926 | 1 | 0 | BH | 1 | 43.6 | 0.059 | 0 |
TXN-000127 | 2025-01-24 23:00:00 | 310.49 | payment | agent | USR-03990 | 711 | 4 | 0 | SA | 1 | 30.3 | 0.022 | 0 |
TXN-000128 | 2025-05-27 22:00:00 | 238.06 | claim | mobile | USR-00908 | 129 | 9 | 0 | OTHER | 1 | 4.9 | 0.124 | 0 |
TXN-000129 | 2025-08-01 23:00:00 | 1,704.42 | payment | web | USR-03651 | 693 | 5 | 0 | AE | 0 | 23.5 | 0.221 | 0 |
TXN-000130 | 2025-01-20 16:00:00 | 12,444.23 | refund | agent | USR-01727 | 92 | 4 | 1 | KW | 1 | 53.4 | 0.041 | 0 |
TXN-000131 | 2025-04-03 10:00:00 | 2.52 | claim | web | USR-02502 | 27 | 2 | 0 | QA | 1 | 23.5 | 0.055 | 0 |
TXN-000132 | 2025-06-07 10:00:00 | 164.42 | refund | mobile | USR-00110 | 84 | 5 | 0 | AE | 1 | 18.1 | 0 | 0 |
TXN-000133 | 2025-07-17 10:00:00 | 5.4 | claim | web | USR-04985 | 122 | 6 | 0 | BH | 1 | 61.2 | 0 | 0 |
TXN-000134 | 2025-04-06 05:00:00 | 147.35 | payment | web | USR-00312 | 341 | 9 | 0 | SA | 1 | 9.3 | 0 | 0 |
TXN-000135 | 2025-10-31 21:00:00 | 827.38 | claim | agent | USR-02168 | 426 | 1 | 0 | AE | 0 | 218.2 | 0.369 | 0 |
TXN-000136 | 2025-02-06 19:00:00 | 762.5 | payment | call_center | USR-00442 | 110 | 6 | 0 | OM | 1 | 81.9 | 0 | 0 |
TXN-000137 | 2025-03-09 14:00:00 | 1,498.47 | claim | agent | USR-01060 | 156 | 6 | 0 | KW | 1 | 94.4 | 0.069 | 0 |
TXN-000138 | 2025-10-02 02:00:00 | 718.06 | payment | web | USR-02120 | 33 | 7 | 0 | KW | 1 | 20.3 | 0 | 0 |
TXN-000139 | 2025-10-21 04:00:00 | 2,474.8 | claim | call_center | USR-03111 | 3 | 4 | 1 | OTHER | 1 | 33.7 | 0.3 | 0 |
TXN-000140 | 2025-12-20 10:00:00 | 550.5 | claim | agent | USR-03803 | 337 | 8 | 2 | BH | 1 | 3.9 | 0.03 | 0 |
TXN-000141 | 2025-07-30 12:00:00 | 328.07 | payment | call_center | USR-02516 | 1,339 | 3 | 0 | SA | 0 | 30.4 | 0.225 | 0 |
TXN-000142 | 2025-10-06 02:00:00 | 13,141.4 | payment | call_center | USR-02913 | 178 | 3 | 0 | QA | 1 | 8.8 | 0 | 0 |
TXN-000143 | 2025-08-29 15:00:00 | 4,187.27 | payment | agent | USR-03191 | 117 | 8 | 0 | AE | 1 | 8.7 | 0.041 | 0 |
TXN-000144 | 2025-01-27 10:00:00 | 160.01 | refund | call_center | USR-01299 | 901 | 7 | 1 | OTHER | 1 | 4.7 | 0.062 | 0 |
TXN-000145 | 2025-04-09 12:00:00 | 669.52 | payment | agent | USR-04296 | 746 | 5 | 0 | SA | 0 | 54.8 | 0.196 | 0 |
TXN-000146 | 2025-09-13 01:00:00 | 247.16 | refund | web | USR-04019 | 1,037 | 4 | 0 | OM | 1 | 28.5 | 0 | 0 |
TXN-000147 | 2025-09-25 20:00:00 | 3,442.76 | refund | agent | USR-01170 | 149 | 3 | 1 | QA | 0 | 33.2 | 0.203 | 0 |
TXN-000148 | 2025-08-20 14:00:00 | 219.69 | payment | agent | USR-02639 | 247 | 4 | 0 | SA | 1 | 112.3 | 0 | 0 |
TXN-000149 | 2025-10-01 23:00:00 | 276.67 | claim | call_center | USR-03624 | 57 | 4 | 0 | AE | 1 | 8 | 0 | 0 |
TXN-000150 | 2025-07-17 22:00:00 | 134.12 | claim | agent | USR-02808 | 48 | 5 | 0 | OM | 1 | 17.4 | 0 | 0 |
TXN-000151 | 2025-12-26 13:00:00 | 2,440.64 | payment | call_center | USR-01387 | 15 | 0 | 1 | QA | 1 | 142.8 | 0 | 0 |
TXN-000152 | 2025-01-22 07:00:00 | 1,313.14 | claim | agent | USR-03096 | 617 | 3 | 0 | QA | 1 | 101.9 | 0 | 0 |
TXN-000153 | 2025-08-11 20:00:00 | 2,205.72 | claim | agent | USR-04599 | 108 | 5 | 0 | KW | 1 | 5.6 | 0.016 | 0 |
TXN-000154 | 2025-02-28 19:00:00 | 762.2 | payment | agent | USR-02668 | 407 | 4 | 0 | AE | 1 | 29.5 | 0 | 0 |
TXN-000155 | 2025-09-22 13:00:00 | 1,494.06 | adjustment | call_center | USR-03480 | 75 | 5 | 1 | SA | 1 | 86.8 | 0.081 | 0 |
TXN-000156 | 2025-09-13 00:00:00 | 166.51 | claim | mobile | USR-04714 | 272 | 7 | 0 | SA | 1 | 83.8 | 0.065 | 0 |
TXN-000157 | 2025-11-14 01:00:00 | 1,286.91 | payment | mobile | USR-00759 | 435 | 5 | 1 | QA | 1 | 55.5 | 0 | 0 |
TXN-000158 | 2025-02-27 15:00:00 | 14,922.34 | refund | web | USR-01190 | 1,184 | 3 | 1 | AE | 1 | 6.6 | 0 | 0 |
TXN-000159 | 2025-12-20 12:00:00 | 4,412.07 | payment | web | USR-02997 | 48 | 7 | 1 | SA | 1 | 11.8 | 0 | 0 |
TXN-000160 | 2025-03-29 09:00:00 | 1,458.48 | claim | web | USR-03168 | 284 | 4 | 1 | SA | 1 | 51.9 | 0 | 0 |
TXN-000161 | 2025-09-09 22:00:00 | 2,312.9 | payment | call_center | USR-04404 | 366 | 3 | 1 | OM | 1 | 6.5 | 0.087 | 0 |
TXN-000162 | 2025-04-22 09:00:00 | 2,648.85 | payment | web | USR-02707 | 111 | 4 | 0 | SA | 1 | 35.7 | 0 | 0 |
TXN-000163 | 2025-02-27 06:00:00 | 2,108.1 | payment | web | USR-02113 | 710 | 7 | 0 | AE | 1 | 22.1 | 0.083 | 0 |
TXN-000164 | 2025-05-12 14:00:00 | 1,205.85 | payment | agent | USR-01138 | 134 | 6 | 0 | KW | 1 | 105.2 | 0.091 | 0 |
TXN-000165 | 2025-01-10 15:00:00 | 1,593.56 | claim | agent | USR-00071 | 81 | 6 | 0 | KW | 1 | 45.9 | 0.095 | 0 |
TXN-000166 | 2025-03-19 22:00:00 | 3,648.77 | claim | agent | USR-00018 | 166 | 5 | 0 | SA | 1 | 24.1 | 0 | 0 |
TXN-000167 | 2025-04-07 03:00:00 | 3,278.79 | payment | call_center | USR-00612 | 23 | 7 | 0 | OTHER | 1 | 26.1 | 0.171 | 0 |
TXN-000168 | 2025-08-17 19:00:00 | 919.09 | claim | web | USR-01096 | 464 | 2 | 0 | AE | 1 | 51 | 0.064 | 0 |
TXN-000169 | 2025-03-19 12:00:00 | 3,481.51 | payment | call_center | USR-04401 | 140 | 2 | 0 | SA | 0 | 17.8 | 0.231 | 0 |
TXN-000170 | 2025-07-07 02:00:00 | 1,763.72 | refund | call_center | USR-03824 | 536 | 4 | 0 | AE | 1 | 50.2 | 0.054 | 0 |
TXN-000171 | 2025-05-14 16:00:00 | 46.07 | payment | web | USR-00404 | 174 | 4 | 0 | OTHER | 1 | 98.3 | 0.16 | 0 |
TXN-000172 | 2025-02-12 03:00:00 | 139.35 | claim | web | USR-04072 | 65 | 6 | 0 | SA | 0 | 9.1 | 0.144 | 0 |
TXN-000173 | 2025-08-14 21:00:00 | 571.1 | claim | call_center | USR-02832 | 533 | 5 | 0 | AE | 1 | 18.3 | 0 | 0 |
TXN-000174 | 2025-05-15 00:00:00 | 5,273.46 | payment | web | USR-01187 | 94 | 4 | 1 | AE | 1 | 13.5 | 0.074 | 0 |
TXN-000175 | 2025-12-25 07:00:00 | 5,094.47 | claim | call_center | USR-01888 | 73 | 4 | 2 | AE | 1 | 2.6 | 0.066 | 0 |
TXN-000176 | 2025-10-01 21:00:00 | 3,115.85 | payment | call_center | USR-01230 | 48 | 9 | 0 | AE | 1 | 1.4 | 0 | 0 |
TXN-000177 | 2025-02-01 23:00:00 | 2,842.62 | payment | mobile | USR-00556 | 230 | 2 | 0 | AE | 0 | 19.7 | 0.192 | 0 |
TXN-000178 | 2025-03-25 18:00:00 | 1,181 | payment | web | USR-00364 | 656 | 6 | 0 | AE | 1 | 45 | 0.052 | 0 |
TXN-000179 | 2025-05-17 06:00:00 | 722.48 | claim | mobile | USR-02245 | 521 | 2 | 0 | SA | 1 | 19.5 | 0.088 | 0 |
TXN-000180 | 2025-12-05 00:00:00 | 67.97 | adjustment | web | USR-01334 | 241 | 5 | 0 | KW | 1 | 11.9 | 0.023 | 0 |
TXN-000181 | 2025-11-02 16:00:00 | 1,895.74 | refund | agent | USR-00503 | 229 | 8 | 0 | AE | 1 | 25.1 | 0 | 0 |
TXN-000182 | 2025-03-19 22:00:00 | 1,924.21 | claim | agent | USR-01165 | 1,071 | 8 | 0 | AE | 1 | 35.8 | 0.006 | 0 |
TXN-000183 | 2025-03-19 22:00:00 | 2,967.05 | claim | agent | USR-00115 | 129 | 6 | 0 | QA | 1 | 22.5 | 0 | 0 |
TXN-000184 | 2025-02-07 14:00:00 | 469.91 | payment | mobile | USR-02722 | 536 | 6 | 0 | OTHER | 0 | 27.9 | 0.449 | 0 |
TXN-000185 | 2025-08-07 07:00:00 | 344.25 | payment | mobile | USR-00513 | 33 | 2 | 1 | AE | 1 | 82.9 | 0.043 | 0 |
TXN-000186 | 2025-02-23 17:00:00 | 2,586.47 | adjustment | call_center | USR-02203 | 314 | 3 | 0 | SA | 1 | 0.8 | 0.07 | 0 |
TXN-000187 | 2025-10-10 02:00:00 | 1,956.29 | payment | agent | USR-02015 | 317 | 4 | 0 | KW | 1 | 30.4 | 0 | 0 |
TXN-000188 | 2025-04-26 06:00:00 | 175.53 | claim | web | USR-00225 | 83 | 4 | 0 | SA | 1 | 13.8 | 0.059 | 0 |
TXN-000189 | 2025-04-23 01:00:00 | 1,475.26 | claim | agent | USR-00626 | 99 | 6 | 0 | AE | 1 | 62.5 | 0 | 0 |
TXN-000190 | 2025-10-24 20:00:00 | 4,185.66 | claim | web | USR-01528 | 1,210 | 7 | 0 | QA | 1 | 132.2 | 0.044 | 0 |
TXN-000191 | 2025-03-18 11:00:00 | 14.57 | adjustment | agent | USR-01474 | 236 | 6 | 0 | BH | 1 | 12.2 | 0.073 | 0 |
TXN-000192 | 2025-05-21 11:00:00 | 843.74 | claim | call_center | USR-03329 | 322 | 3 | 0 | QA | 1 | 5.6 | 0.068 | 0 |
TXN-000193 | 2025-05-13 08:00:00 | 1,647.24 | payment | agent | USR-03096 | 47 | 5 | 0 | KW | 0 | 10.3 | 0.237 | 0 |
TXN-000194 | 2025-05-20 15:00:00 | 2,879.94 | claim | mobile | USR-00694 | 367 | 7 | 0 | AE | 1 | 13.1 | 0.024 | 0 |
TXN-000195 | 2025-09-29 22:00:00 | 749.36 | adjustment | mobile | USR-04761 | 853 | 3 | 0 | AE | 1 | 36.4 | 0 | 0 |
TXN-000196 | 2025-11-20 01:00:00 | 2,920.96 | payment | call_center | USR-04733 | 292 | 2 | 0 | QA | 0 | 24.9 | 0.226 | 0 |
TXN-000197 | 2025-09-13 11:00:00 | 595.2 | refund | agent | USR-01661 | 326 | 5 | 0 | AE | 1 | 41.1 | 0 | 0 |
TXN-000198 | 2025-01-21 10:00:00 | 233.5 | adjustment | mobile | USR-01472 | 68 | 4 | 0 | SA | 1 | 68.8 | 0.072 | 0 |
TXN-000199 | 2025-03-26 19:00:00 | 3,448.35 | payment | mobile | USR-04594 | 164 | 2 | 1 | AE | 1 | 77.7 | 0.04 | 0 |
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