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-000900 | 2025-06-17 17:00:00 | 1,366.61 | claim | mobile | USR-02275 | 402 | 3 | 0 | QA | 1 | 73.2 | 0 | 0 |
TXN-000901 | 2025-03-14 01:00:00 | 707.87 | payment | agent | USR-02950 | 239 | 2 | 0 | AE | 0 | 0.7 | 0.135 | 0 |
TXN-000902 | 2025-09-13 07:00:00 | 1,941.77 | payment | call_center | USR-00485 | 289 | 7 | 0 | SA | 0 | 91.4 | 0.119 | 0 |
TXN-000903 | 2025-05-03 04:00:00 | 1,058.33 | claim | web | USR-00232 | 120 | 5 | 2 | AE | 1 | 63.4 | 0.028 | 0 |
TXN-000904 | 2025-08-31 03:00:00 | 1,496.58 | adjustment | call_center | USR-01924 | 826 | 3 | 1 | OM | 1 | 43.9 | 0.017 | 0 |
TXN-000905 | 2025-01-06 11:00:00 | 1,113.1 | claim | call_center | USR-00222 | 1,187 | 10 | 0 | SA | 1 | 6.2 | 0 | 0 |
TXN-000906 | 2025-11-27 10:00:00 | 3,591.34 | adjustment | mobile | USR-04643 | 452 | 5 | 0 | AE | 1 | 54.3 | 0.039 | 0 |
TXN-000907 | 2025-05-06 00:00:00 | 5,388.49 | adjustment | web | USR-04936 | 519 | 6 | 0 | KW | 1 | 12.6 | 0 | 0 |
TXN-000908 | 2025-02-03 06:00:00 | 2,487.24 | claim | mobile | USR-03181 | 240 | 8 | 0 | BH | 1 | 73.2 | 0 | 0 |
TXN-000909 | 2025-11-01 14:00:00 | 5,350.39 | claim | agent | USR-04438 | 185 | 2 | 1 | AE | 1 | 4 | 0.006 | 0 |
TXN-000910 | 2025-08-25 11:00:00 | 7,604.52 | claim | agent | USR-02788 | 145 | 3 | 0 | SA | 1 | 18.7 | 0.051 | 0 |
TXN-000911 | 2025-09-01 13:00:00 | 320.63 | claim | web | USR-02203 | 434 | 4 | 1 | KW | 1 | 5.3 | 0.091 | 0 |
TXN-000912 | 2025-01-27 00:00:00 | 1,097.64 | claim | call_center | USR-04786 | 134 | 3 | 1 | AE | 0 | 47.3 | 0.179 | 0 |
TXN-000913 | 2025-03-30 00:00:00 | 1,235.22 | refund | mobile | USR-02423 | 60 | 6 | 0 | AE | 1 | 31.3 | 0 | 0 |
TXN-000914 | 2025-12-20 09:00:00 | 2,925.82 | payment | call_center | USR-01190 | 119 | 12 | 0 | SA | 1 | 18 | 0 | 0 |
TXN-000915 | 2025-01-29 14:00:00 | 4,094.42 | payment | mobile | USR-03311 | 855 | 8 | 1 | KW | 1 | 94.2 | 0.082 | 0 |
TXN-000916 | 2025-09-26 22:00:00 | 619.45 | payment | call_center | USR-02915 | 47 | 6 | 0 | KW | 1 | 49.1 | 0.018 | 0 |
TXN-000917 | 2025-12-27 03:00:00 | 2,080.83 | claim | web | USR-04814 | 185 | 5 | 0 | SA | 0 | 50.6 | 0.125 | 0 |
TXN-000918 | 2025-08-09 21:00:00 | 1,150.28 | refund | agent | USR-00463 | 336 | 2 | 2 | AE | 0 | 29.6 | 0.254 | 0 |
TXN-000919 | 2025-03-25 01:00:00 | 3,038.54 | payment | call_center | USR-04817 | 506 | 2 | 1 | AE | 0 | 67.2 | 0.237 | 0 |
TXN-000920 | 2025-08-20 06:00:00 | 316.41 | payment | agent | USR-02910 | 954 | 4 | 0 | AE | 1 | 30.7 | 0 | 0 |
TXN-000921 | 2025-02-20 03:00:00 | 2,680.07 | payment | web | USR-04861 | 1,585 | 7 | 0 | SA | 1 | 16.5 | 0 | 0 |
TXN-000922 | 2025-03-09 05:00:00 | 160.02 | claim | mobile | USR-03894 | 83 | 5 | 0 | BH | 1 | 10.9 | 0 | 0 |
TXN-000923 | 2025-01-16 08:00:00 | 92.66 | payment | agent | USR-04720 | 34 | 4 | 1 | AE | 1 | 83.8 | 0.073 | 0 |
TXN-000924 | 2025-03-28 05:00:00 | 2,972.18 | adjustment | call_center | USR-04784 | 56 | 4 | 0 | QA | 1 | 10.6 | 0.037 | 0 |
TXN-000925 | 2025-07-22 03:00:00 | 4,326.45 | claim | mobile | USR-02897 | 19 | 9 | 1 | SA | 1 | 311 | 0.207 | 0 |
TXN-000926 | 2025-02-09 16:00:00 | 646.67 | claim | agent | USR-00710 | 29 | 4 | 0 | AE | 1 | 258 | 0.15 | 0 |
TXN-000927 | 2025-10-19 06:00:00 | 4,476.86 | claim | agent | USR-03036 | 424 | 5 | 0 | SA | 1 | 34.5 | 0 | 0 |
TXN-000928 | 2025-11-06 07:00:00 | 3,641.86 | payment | mobile | USR-03143 | 9 | 5 | 2 | AE | 1 | 0 | 0.066 | 0 |
TXN-000929 | 2025-07-27 19:00:00 | 4,843.29 | adjustment | agent | USR-03911 | 118 | 7 | 0 | AE | 1 | 15.7 | 0 | 0 |
TXN-000930 | 2025-05-17 06:00:00 | 7,707.11 | claim | mobile | USR-03647 | 332 | 4 | 1 | SA | 1 | 56.3 | 0 | 0 |
TXN-000931 | 2025-06-12 08:00:00 | 6,429.41 | payment | web | USR-02477 | 1,015 | 5 | 0 | KW | 1 | 84.3 | 0 | 0 |
TXN-000932 | 2025-05-17 16:00:00 | 1,628.42 | payment | mobile | USR-04282 | 186 | 1 | 0 | AE | 1 | 0.4 | 0 | 0 |
TXN-000933 | 2025-04-17 13:00:00 | 575.81 | payment | mobile | USR-02807 | 84 | 0 | 0 | AE | 0 | 43.2 | 0.12 | 0 |
TXN-000934 | 2025-01-20 09:00:00 | 4,876.53 | refund | mobile | USR-00348 | 374 | 4 | 1 | BH | 1 | 183 | 0 | 0 |
TXN-000935 | 2025-10-09 01:00:00 | 6,964.5 | claim | call_center | USR-02565 | 34 | 3 | 0 | SA | 1 | 150.2 | 0 | 0 |
TXN-000936 | 2025-03-09 21:00:00 | 2,957.63 | payment | web | USR-01096 | 9 | 7 | 0 | AE | 1 | 16.7 | 0.174 | 0 |
TXN-000937 | 2025-06-19 16:00:00 | 1,956.55 | payment | mobile | USR-03729 | 176 | 5 | 0 | AE | 1 | 6.5 | 0 | 0 |
TXN-000938 | 2025-06-01 00:00:00 | 2,842.63 | payment | mobile | USR-03512 | 47 | 5 | 0 | SA | 1 | 6.8 | 0 | 0 |
TXN-000939 | 2025-12-11 00:00:00 | 1,454.4 | claim | web | USR-04279 | 13 | 4 | 1 | QA | 1 | 72.5 | 0.054 | 0 |
TXN-000940 | 2025-06-02 02:00:00 | 2,874.21 | claim | web | USR-04047 | 152 | 4 | 0 | AE | 1 | 12.7 | 0.047 | 0 |
TXN-000941 | 2025-01-26 16:00:00 | 833.55 | claim | call_center | USR-04448 | 524 | 1 | 0 | OM | 0 | 127.7 | 0.227 | 0 |
TXN-000942 | 2025-03-13 10:00:00 | 51.11 | payment | call_center | USR-01090 | 82 | 3 | 0 | AE | 1 | 25.8 | 0.079 | 0 |
TXN-000943 | 2025-01-29 15:00:00 | 315.33 | claim | mobile | USR-04237 | 82 | 4 | 0 | KW | 1 | 0.8 | 0 | 0 |
TXN-000944 | 2025-09-12 00:00:00 | 5,611.7 | adjustment | agent | USR-03013 | 455 | 5 | 1 | AE | 1 | 26.8 | 0 | 0 |
TXN-000945 | 2025-11-03 08:00:00 | 1,370.08 | payment | call_center | USR-02157 | 262 | 5 | 1 | OM | 1 | 80.9 | 0 | 0 |
TXN-000946 | 2025-09-19 00:00:00 | 2,355.38 | payment | mobile | USR-02889 | 122 | 4 | 0 | OM | 1 | 29.3 | 0.076 | 0 |
TXN-000947 | 2025-07-08 23:00:00 | 915.76 | claim | mobile | USR-04463 | 145 | 7 | 1 | KW | 1 | 71.9 | 0 | 0 |
TXN-000948 | 2025-03-14 00:00:00 | 3,685.87 | adjustment | web | USR-01855 | 6 | 2 | 1 | OM | 1 | 214.2 | 0.252 | 0 |
TXN-000949 | 2025-09-29 16:00:00 | 934.9 | payment | web | USR-02403 | 222 | 6 | 0 | SA | 1 | 35 | 0.089 | 0 |
TXN-000950 | 2025-11-07 15:00:00 | 260.42 | claim | agent | USR-01967 | 932 | 5 | 0 | AE | 1 | 8 | 0 | 0 |
TXN-000951 | 2025-09-03 05:00:00 | 2,316.82 | adjustment | web | USR-00549 | 395 | 9 | 0 | SA | 1 | 93.3 | 0.033 | 0 |
TXN-000952 | 2025-10-28 09:00:00 | 939.3 | payment | mobile | USR-04769 | 790 | 5 | 0 | AE | 1 | 13.7 | 0.02 | 0 |
TXN-000953 | 2025-07-28 01:00:00 | 2,231.38 | claim | agent | USR-03270 | 341 | 3 | 1 | OM | 1 | 84.2 | 0.018 | 0 |
TXN-000954 | 2025-12-10 05:00:00 | 2,648.83 | payment | web | USR-04517 | 78 | 6 | 0 | AE | 1 | 9.2 | 0 | 0 |
TXN-000955 | 2025-06-06 22:00:00 | 3,956.88 | payment | call_center | USR-00763 | 123 | 2 | 0 | OTHER | 1 | 160.8 | 0.224 | 0 |
TXN-000956 | 2025-05-23 00:00:00 | 213.13 | payment | web | USR-01338 | 273 | 6 | 0 | BH | 1 | 41.4 | 0.047 | 0 |
TXN-000957 | 2025-05-17 12:00:00 | 973.5 | payment | call_center | USR-00460 | 160 | 9 | 0 | QA | 1 | 159.9 | 0.048 | 0 |
TXN-000958 | 2025-04-02 23:00:00 | 1,134.49 | payment | agent | USR-02699 | 348 | 7 | 0 | OTHER | 1 | 102.8 | 0.221 | 0 |
TXN-000959 | 2025-01-11 13:00:00 | 2,623.49 | claim | agent | USR-01139 | 122 | 13 | 1 | KW | 0 | 170.6 | 0.281 | 0 |
TXN-000960 | 2025-10-06 01:00:00 | 136.11 | claim | call_center | USR-04467 | 39 | 7 | 1 | AE | 0 | 157.1 | 0.21 | 0 |
TXN-000961 | 2025-05-14 13:00:00 | 8,169.51 | payment | web | USR-01870 | 128 | 4 | 1 | AE | 1 | 7.1 | 0.027 | 0 |
TXN-000962 | 2025-07-29 02:00:00 | 2,862.43 | payment | web | USR-03272 | 352 | 8 | 0 | SA | 1 | 1.2 | 0.097 | 0 |
TXN-000963 | 2025-06-14 18:00:00 | 440.86 | refund | call_center | USR-04741 | 306 | 4 | 1 | QA | 1 | 26.7 | 0 | 0 |
TXN-000964 | 2025-03-05 14:00:00 | 774.06 | payment | mobile | USR-01484 | 753 | 3 | 0 | QA | 1 | 44.2 | 0.027 | 0 |
TXN-000965 | 2025-01-03 06:00:00 | 11,906.01 | claim | mobile | USR-00128 | 160 | 5 | 1 | AE | 1 | 32.7 | 0 | 0 |
TXN-000966 | 2025-02-26 00:00:00 | 2,574.17 | claim | web | USR-00729 | 211 | 3 | 0 | QA | 1 | 7.1 | 0 | 0 |
TXN-000967 | 2025-01-14 08:00:00 | 3,426.1 | payment | agent | USR-01403 | 324 | 6 | 0 | SA | 1 | 13.5 | 0.023 | 0 |
TXN-000968 | 2025-04-07 22:00:00 | 1,977.12 | adjustment | mobile | USR-02773 | 1,721 | 8 | 1 | SA | 1 | 13.6 | 0.097 | 0 |
TXN-000969 | 2025-07-18 21:00:00 | 2,364.61 | payment | web | USR-02325 | 12 | 2 | 0 | AE | 1 | 2.7 | 0.017 | 0 |
TXN-000970 | 2025-09-24 23:00:00 | 2,794.28 | payment | mobile | USR-00768 | 35 | 3 | 0 | QA | 1 | 11.9 | 0 | 0 |
TXN-000971 | 2025-09-27 10:00:00 | 502.63 | adjustment | call_center | USR-01245 | 89 | 10 | 0 | AE | 1 | 22.6 | 0.043 | 0 |
TXN-000972 | 2025-05-22 00:00:00 | 517.04 | payment | web | USR-00287 | 15 | 8 | 0 | AE | 1 | 149.9 | 0 | 0 |
TXN-000973 | 2025-11-10 05:00:00 | 1,934.75 | claim | mobile | USR-01383 | 134 | 2 | 0 | SA | 0 | 144.4 | 0.17 | 0 |
TXN-000974 | 2025-02-10 21:00:00 | 4,543.54 | payment | web | USR-00162 | 409 | 4 | 0 | QA | 1 | 9.6 | 0.002 | 0 |
TXN-000975 | 2025-01-20 22:00:00 | 1,134.87 | payment | agent | USR-03839 | 1,122 | 3 | 0 | SA | 0 | 108.7 | 0.255 | 0 |
TXN-000976 | 2025-04-30 01:00:00 | 10,185.76 | payment | mobile | USR-03410 | 837 | 2 | 0 | AE | 0 | 24.6 | 0.179 | 0 |
TXN-000977 | 2025-10-13 18:00:00 | 964.21 | claim | web | USR-03604 | 26 | 7 | 0 | AE | 1 | 190 | 0.085 | 0 |
TXN-000978 | 2025-02-22 03:00:00 | 541.07 | payment | call_center | USR-01233 | 994 | 8 | 0 | OTHER | 1 | 6.3 | 0.16 | 0 |
TXN-000979 | 2025-01-28 20:00:00 | 4,352.27 | payment | web | USR-04196 | 84 | 4 | 0 | SA | 1 | 14.6 | 0.002 | 0 |
TXN-000980 | 2025-09-16 15:00:00 | 6,708.97 | adjustment | mobile | USR-01684 | 34 | 3 | 0 | SA | 1 | 67.9 | 0.003 | 0 |
TXN-000981 | 2025-09-07 02:00:00 | 606.9 | payment | call_center | USR-04067 | 106 | 7 | 0 | QA | 1 | 41.9 | 0.012 | 0 |
TXN-000982 | 2025-05-11 18:00:00 | 1,294.48 | adjustment | web | USR-02574 | 1,123 | 3 | 1 | AE | 1 | 7.1 | 0.044 | 0 |
TXN-000983 | 2025-07-31 16:00:00 | 4,591.09 | claim | mobile | USR-04338 | 42 | 6 | 0 | KW | 1 | 26.8 | 0 | 0 |
TXN-000984 | 2025-02-24 21:00:00 | 440.88 | adjustment | call_center | USR-02226 | 114 | 5 | 0 | AE | 1 | 51.2 | 0.053 | 0 |
TXN-000985 | 2025-08-07 03:00:00 | 195.24 | claim | web | USR-04818 | 255 | 7 | 0 | AE | 1 | 124.5 | 0 | 0 |
TXN-000986 | 2025-07-20 07:00:00 | 2,292.64 | claim | web | USR-00376 | 26 | 4 | 0 | AE | 1 | 12.7 | 0 | 0 |
TXN-000987 | 2025-06-11 21:00:00 | 638.68 | refund | web | USR-04646 | 446 | 3 | 0 | BH | 0 | 16.7 | 0.245 | 0 |
TXN-000988 | 2025-03-08 01:00:00 | 579.77 | claim | agent | USR-00291 | 1 | 3 | 0 | AE | 1 | 6 | 0.176 | 0 |
TXN-000989 | 2025-03-16 15:00:00 | 115.1 | claim | mobile | USR-02502 | 179 | 4 | 2 | QA | 1 | 87.6 | 0.071 | 0 |
TXN-000990 | 2025-11-19 10:00:00 | 537.26 | refund | call_center | USR-02123 | 218 | 5 | 1 | OTHER | 1 | 13.8 | 0.222 | 0 |
TXN-000991 | 2025-04-20 08:00:00 | 1,442.62 | claim | web | USR-01521 | 662 | 6 | 3 | BH | 1 | 21.6 | 0.21 | 0 |
TXN-000992 | 2025-11-04 20:00:00 | 885.67 | claim | agent | USR-02965 | 326 | 5 | 0 | AE | 1 | 54.3 | 0.032 | 0 |
TXN-000993 | 2025-03-15 02:00:00 | 2,114.41 | payment | mobile | USR-03918 | 552 | 5 | 0 | SA | 1 | 32.2 | 0 | 0 |
TXN-000994 | 2025-12-06 19:00:00 | 2,442.79 | payment | web | USR-03221 | 437 | 5 | 0 | KW | 1 | 14 | 0 | 0 |
TXN-000995 | 2025-05-04 05:00:00 | 664.86 | payment | web | USR-01223 | 306 | 5 | 0 | AE | 0 | 4.3 | 0.22 | 0 |
TXN-000996 | 2025-12-25 00:00:00 | 2,694.59 | payment | agent | USR-01256 | 309 | 5 | 0 | AE | 1 | 103.3 | 0 | 0 |
TXN-000997 | 2025-12-06 06:00:00 | 1,271.76 | claim | agent | USR-00020 | 557 | 3 | 0 | SA | 1 | 76.7 | 0 | 0 |
TXN-000998 | 2025-06-26 17:00:00 | 1,464.1 | refund | call_center | USR-03787 | 58 | 2 | 0 | BH | 1 | 49.3 | 0 | 0 |
TXN-000999 | 2025-09-26 05:00:00 | 2,059.1 | refund | web | USR-04230 | 166 | 4 | 0 | OM | 1 | 152 | 0 | 0 |
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