Datasets:
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-000000 | 2025-04-25 16:00:00 | 3,063.4 | adjustment | agent | USR-02570 | 6 | 3 | 0 | AE | 1 | 119.3 | 0.235 | 0 |
TXN-000001 | 2025-01-01 09:00:00 | 2,014.8 | refund | mobile | USR-04917 | 195 | 3 | 0 | OM | 0 | 12.6 | 0.169 | 0 |
TXN-000002 | 2025-04-28 03:00:00 | 572.81 | claim | agent | USR-00780 | 138 | 7 | 1 | BH | 1 | 24.5 | 0 | 0 |
TXN-000003 | 2025-11-10 21:00:00 | 2,838.26 | claim | web | USR-03740 | 408 | 7 | 1 | KW | 1 | 156.3 | 0.041 | 0 |
TXN-000004 | 2025-11-20 03:00:00 | 751.07 | claim | web | USR-02687 | 398 | 3 | 0 | AE | 1 | 14.9 | 0 | 0 |
TXN-000005 | 2025-08-13 04:00:00 | 5,536.79 | payment | call_center | USR-01919 | 154 | 6 | 1 | QA | 1 | 17.3 | 0 | 0 |
TXN-000006 | 2025-10-18 17:00:00 | 87.62 | claim | mobile | USR-04363 | 79 | 11 | 0 | BH | 1 | 148.1 | 0.048 | 0 |
TXN-000007 | 2025-02-15 12:00:00 | 1,162.74 | adjustment | mobile | USR-00071 | 991 | 2 | 0 | KW | 1 | 4.3 | 0.059 | 0 |
TXN-000008 | 2025-12-18 21:00:00 | 4,877.32 | refund | call_center | USR-02965 | 248 | 5 | 0 | SA | 1 | 62.8 | 0.057 | 0 |
TXN-000009 | 2025-03-31 10:00:00 | 1,213.95 | payment | agent | USR-00133 | 711 | 4 | 0 | AE | 1 | 20.7 | 0.011 | 0 |
TXN-000010 | 2025-05-20 04:00:00 | 1,418.29 | payment | agent | USR-02841 | 121 | 6 | 1 | AE | 1 | 24.4 | 0.076 | 0 |
TXN-000011 | 2025-01-28 20:00:00 | 177.46 | claim | call_center | USR-04472 | 41 | 2 | 1 | SA | 1 | 7.5 | 0 | 0 |
TXN-000012 | 2025-08-17 03:00:00 | 1,111.47 | payment | mobile | USR-04726 | 531 | 5 | 0 | AE | 1 | 65.1 | 0.047 | 0 |
TXN-000013 | 2025-10-09 18:00:00 | 2,738.61 | adjustment | call_center | USR-03819 | 335 | 3 | 1 | BH | 1 | 23.5 | 0 | 0 |
TXN-000014 | 2025-10-03 20:00:00 | 4,036.04 | payment | call_center | USR-00437 | 93 | 3 | 1 | BH | 0 | 56.8 | 0.211 | 0 |
TXN-000015 | 2025-12-24 17:00:00 | 782.14 | claim | agent | USR-00690 | 403 | 8 | 0 | KW | 1 | 60.6 | 0 | 0 |
TXN-000016 | 2025-03-26 17:00:00 | 219.8 | payment | call_center | USR-02090 | 385 | 8 | 0 | AE | 1 | 83.4 | 0.015 | 0 |
TXN-000017 | 2025-04-07 20:00:00 | 3,240.07 | claim | agent | USR-03878 | 112 | 5 | 0 | BH | 1 | 4.7 | 0.025 | 0 |
TXN-000018 | 2025-07-14 15:00:00 | 1,004.5 | payment | call_center | USR-01433 | 1,158 | 2 | 0 | BH | 1 | 41 | 0.078 | 0 |
TXN-000019 | 2025-05-06 22:00:00 | 1,976.48 | claim | web | USR-03571 | 283 | 3 | 0 | AE | 1 | 48.4 | 0 | 0 |
TXN-000020 | 2025-03-20 20:00:00 | 73.3 | payment | agent | USR-01188 | 148 | 9 | 0 | AE | 1 | 2.9 | 0 | 0 |
TXN-000021 | 2025-10-03 04:00:00 | 713.09 | claim | web | USR-04161 | 233 | 4 | 0 | AE | 1 | 5 | 0.088 | 0 |
TXN-000022 | 2025-02-25 07:00:00 | 97.65 | claim | agent | USR-00407 | 74 | 6 | 0 | KW | 0 | 27.7 | 0.156 | 0 |
TXN-000023 | 2025-05-23 17:00:00 | 931.1 | payment | call_center | USR-00132 | 401 | 4 | 0 | KW | 1 | 19.6 | 0.048 | 0 |
TXN-000024 | 2025-10-14 09:00:00 | 608.75 | payment | agent | USR-02051 | 996 | 4 | 1 | QA | 1 | 51.2 | 0 | 0 |
TXN-000025 | 2025-05-02 19:00:00 | 9,318.45 | payment | mobile | USR-02492 | 50 | 5 | 0 | SA | 0 | 34.2 | 0.127 | 0 |
TXN-000026 | 2025-10-26 10:00:00 | 1,005.53 | payment | call_center | USR-00179 | 0 | 6 | 0 | KW | 1 | 237.4 | 0.316 | 0 |
TXN-000027 | 2025-05-19 14:00:00 | 735.01 | refund | agent | USR-02497 | 216 | 6 | 1 | KW | 1 | 9.9 | 0 | 0 |
TXN-000028 | 2025-06-23 19:00:00 | 499.75 | payment | call_center | USR-00594 | 106 | 3 | 0 | AE | 1 | 40.3 | 0.067 | 0 |
TXN-000029 | 2025-01-01 05:00:00 | 1,362.54 | adjustment | web | USR-00549 | 430 | 6 | 0 | SA | 1 | 61.3 | 0.092 | 0 |
TXN-000030 | 2025-02-01 13:00:00 | 119.24 | payment | web | USR-00234 | 4 | 5 | 2 | SA | 1 | 66 | 0.147 | 0 |
TXN-000031 | 2025-08-10 21:00:00 | 684.14 | payment | web | USR-03455 | 255 | 3 | 0 | AE | 0 | 20.3 | 0.268 | 0 |
TXN-000032 | 2025-04-15 11:00:00 | 535.63 | refund | web | USR-02943 | 46 | 2 | 0 | KW | 1 | 74.5 | 0.072 | 0 |
TXN-000033 | 2025-12-22 23:00:00 | 6,617.08 | claim | agent | USR-04564 | 20 | 8 | 1 | AE | 1 | 29 | 0.029 | 0 |
TXN-000034 | 2025-11-12 04:00:00 | 1,912.53 | payment | agent | USR-03973 | 39 | 4 | 0 | OM | 1 | 70.4 | 0 | 0 |
TXN-000035 | 2025-01-01 04:00:00 | 3,969.48 | claim | agent | USR-02799 | 166 | 11 | 0 | AE | 1 | 67.3 | 0.086 | 0 |
TXN-000036 | 2025-11-03 13:00:00 | 188.81 | payment | agent | USR-01066 | 1,222 | 8 | 0 | BH | 1 | 127.2 | 0 | 0 |
TXN-000037 | 2025-05-27 16:00:00 | 322.66 | payment | mobile | USR-00911 | 316 | 1 | 0 | QA | 1 | 31 | 0 | 0 |
TXN-000038 | 2025-09-03 04:00:00 | 2,232.99 | claim | mobile | USR-02132 | 223 | 5 | 0 | KW | 1 | 12.7 | 0 | 0 |
TXN-000039 | 2025-06-02 05:00:00 | 7,725.7 | payment | web | USR-02240 | 296 | 3 | 0 | OM | 1 | 92.1 | 0 | 0 |
TXN-000040 | 2025-07-06 14:00:00 | 46.99 | claim | call_center | USR-00835 | 209 | 4 | 0 | SA | 1 | 26.2 | 0.062 | 0 |
TXN-000041 | 2025-10-29 23:00:00 | 4,765.76 | payment | mobile | USR-04862 | 7 | 6 | 0 | AE | 1 | 59.4 | 0.154 | 0 |
TXN-000042 | 2025-11-10 18:00:00 | 119.61 | payment | web | USR-00628 | 1,385 | 10 | 0 | SA | 1 | 126.5 | 0.039 | 0 |
TXN-000043 | 2025-08-16 06:00:00 | 2,818.43 | payment | web | USR-01518 | 281 | 3 | 1 | AE | 1 | 27.8 | 0 | 0 |
TXN-000044 | 2025-12-12 22:00:00 | 133.57 | payment | agent | USR-00423 | 95 | 2 | 0 | OTHER | 1 | 22.7 | 0.08 | 0 |
TXN-000045 | 2025-10-12 02:00:00 | 590.71 | payment | mobile | USR-00358 | 1,307 | 7 | 0 | KW | 1 | 66.8 | 0 | 0 |
TXN-000046 | 2025-03-30 17:00:00 | 371.71 | refund | call_center | USR-03910 | 640 | 2 | 0 | SA | 1 | 146 | 0.093 | 0 |
TXN-000047 | 2025-12-07 19:00:00 | 434.14 | adjustment | mobile | USR-03635 | 44 | 5 | 1 | OM | 1 | 16.9 | 0 | 0 |
TXN-000048 | 2025-01-27 00:00:00 | 225.35 | claim | web | USR-00891 | 105 | 10 | 1 | SA | 1 | 11.7 | 0 | 0 |
TXN-000049 | 2025-04-15 05:00:00 | 1,471.23 | claim | agent | USR-01847 | 101 | 2 | 0 | SA | 1 | 14.9 | 0 | 0 |
TXN-000050 | 2025-12-03 09:00:00 | 12.53 | payment | call_center | USR-00386 | 2 | 12 | 0 | QA | 1 | 49.8 | 0.125 | 0 |
TXN-000051 | 2025-08-27 08:00:00 | 3,127.07 | payment | web | USR-02096 | 167 | 7 | 1 | BH | 1 | 149.4 | 0 | 0 |
TXN-000052 | 2025-09-18 22:00:00 | 298.65 | claim | web | USR-00529 | 965 | 5 | 2 | QA | 1 | 219 | 0.141 | 0 |
TXN-000053 | 2025-05-14 21:00:00 | 226.66 | payment | mobile | USR-04189 | 529 | 2 | 0 | OTHER | 1 | 23.5 | 0.097 | 0 |
TXN-000054 | 2025-04-30 13:00:00 | 1,122.84 | payment | web | USR-00706 | 116 | 1 | 0 | AE | 1 | 45.1 | 0.035 | 0 |
TXN-000055 | 2025-03-02 22:00:00 | 494.29 | adjustment | agent | USR-01323 | 3 | 9 | 0 | BH | 1 | 15.2 | 0.125 | 0 |
TXN-000056 | 2025-11-13 07:00:00 | 3,613.97 | payment | mobile | USR-04314 | 667 | 9 | 0 | KW | 1 | 36.8 | 0 | 0 |
TXN-000057 | 2025-06-09 20:00:00 | 11.78 | payment | agent | USR-00266 | 575 | 6 | 0 | OM | 1 | 44 | 0 | 0 |
TXN-000058 | 2025-03-04 18:00:00 | 321.1 | claim | agent | USR-02670 | 958 | 4 | 0 | BH | 1 | 65.2 | 0 | 0 |
TXN-000059 | 2025-08-07 02:00:00 | 2,396.93 | claim | web | USR-02705 | 316 | 9 | 0 | KW | 1 | 111.1 | 0.066 | 0 |
TXN-000060 | 2025-04-11 00:00:00 | 319.42 | claim | web | USR-03356 | 270 | 5 | 0 | BH | 1 | 6.3 | 0 | 0 |
TXN-000061 | 2025-12-26 08:00:00 | 4,092.55 | claim | mobile | USR-01961 | 47 | 6 | 0 | SA | 0 | 24.2 | 0.164 | 0 |
TXN-000062 | 2025-02-07 05:00:00 | 1,443.04 | claim | call_center | USR-03297 | 276 | 4 | 1 | AE | 0 | 43.6 | 0.287 | 0 |
TXN-000063 | 2025-02-19 22:00:00 | 1,106.08 | claim | agent | USR-01204 | 192 | 7 | 1 | KW | 0 | 1.9 | 0.288 | 0 |
TXN-000064 | 2025-01-13 06:00:00 | 38.3 | payment | mobile | USR-02102 | 493 | 7 | 0 | OM | 1 | 57.9 | 0 | 0 |
TXN-000065 | 2025-01-25 03:00:00 | 1,363.73 | claim | mobile | USR-03264 | 60 | 7 | 0 | KW | 1 | 16 | 0.053 | 0 |
TXN-000066 | 2025-08-28 10:00:00 | 5,860.79 | adjustment | web | USR-01899 | 204 | 3 | 0 | SA | 1 | 25.5 | 0 | 0 |
TXN-000067 | 2025-01-22 22:00:00 | 848.69 | refund | web | USR-04521 | 54 | 2 | 0 | OTHER | 0 | 113.6 | 0.355 | 0 |
TXN-000068 | 2025-09-05 19:00:00 | 1,046.23 | payment | agent | USR-01475 | 145 | 3 | 0 | QA | 1 | 41 | 0 | 0 |
TXN-000069 | 2025-03-16 08:00:00 | 3,531.32 | claim | call_center | USR-02706 | 743 | 4 | 0 | SA | 1 | 42.9 | 0 | 0 |
TXN-000070 | 2025-10-19 11:00:00 | 2,503.63 | claim | agent | USR-03979 | 349 | 3 | 1 | KW | 1 | 116.4 | 0.071 | 0 |
TXN-000071 | 2025-06-30 03:00:00 | 1,333.29 | adjustment | agent | USR-01281 | 123 | 1 | 1 | KW | 1 | 45.7 | 0.024 | 0 |
TXN-000072 | 2025-04-17 07:00:00 | 529.87 | claim | call_center | USR-04051 | 560 | 4 | 0 | KW | 1 | 32.9 | 0.016 | 0 |
TXN-000073 | 2025-02-24 18:00:00 | 2,229.46 | payment | call_center | USR-03048 | 492 | 6 | 0 | QA | 1 | 72.7 | 0.098 | 0 |
TXN-000074 | 2025-05-08 03:00:00 | 1,728.61 | payment | call_center | USR-02024 | 424 | 7 | 0 | AE | 0 | 5.9 | 0.235 | 0 |
TXN-000075 | 2025-01-22 02:00:00 | 1,189.81 | claim | mobile | USR-04666 | 557 | 5 | 0 | KW | 1 | 17.9 | 0.077 | 0 |
TXN-000076 | 2025-08-14 05:00:00 | 1,718.46 | claim | call_center | USR-01957 | 878 | 4 | 1 | AE | 1 | 12.1 | 0 | 0 |
TXN-000077 | 2025-06-08 02:00:00 | 745.31 | claim | web | USR-02737 | 678 | 4 | 0 | AE | 1 | 5.5 | 0 | 0 |
TXN-000078 | 2025-09-10 10:00:00 | 2,111.52 | payment | agent | USR-03712 | 77 | 4 | 0 | AE | 1 | 31.1 | 0 | 0 |
TXN-000079 | 2025-09-30 01:00:00 | 190.71 | payment | mobile | USR-03928 | 365 | 5 | 0 | SA | 1 | 65 | 0.059 | 0 |
TXN-000080 | 2025-09-18 15:00:00 | 915.36 | claim | agent | USR-02391 | 132 | 8 | 0 | SA | 1 | 26.6 | 0.073 | 0 |
TXN-000081 | 2025-08-01 16:00:00 | 1,698.06 | claim | mobile | USR-00548 | 577 | 3 | 0 | KW | 1 | 4.4 | 0.078 | 0 |
TXN-000082 | 2025-09-10 15:00:00 | 3,328.99 | refund | call_center | USR-01426 | 820 | 3 | 0 | KW | 1 | 3.6 | 0.09 | 0 |
TXN-000083 | 2025-12-18 11:00:00 | 1,256.91 | claim | call_center | USR-03520 | 236 | 5 | 1 | SA | 1 | 3 | 0.025 | 0 |
TXN-000084 | 2025-08-03 17:00:00 | 1,957.88 | adjustment | web | USR-02251 | 423 | 2 | 2 | SA | 1 | 3.2 | 0.052 | 0 |
TXN-000085 | 2025-08-10 12:00:00 | 1,631.39 | refund | call_center | USR-02878 | 17 | 3 | 0 | SA | 1 | 0.2 | 0 | 0 |
TXN-000086 | 2025-07-08 15:00:00 | 807.7 | adjustment | mobile | USR-04174 | 329 | 5 | 1 | AE | 1 | 33.3 | 0 | 0 |
TXN-000087 | 2025-08-16 19:00:00 | 295.18 | payment | agent | USR-02749 | 813 | 2 | 0 | SA | 1 | 10.5 | 0.01 | 0 |
TXN-000088 | 2025-12-14 15:00:00 | 4,689.78 | payment | agent | USR-02988 | 705 | 4 | 1 | SA | 1 | 16.1 | 0.008 | 0 |
TXN-000089 | 2025-12-20 09:00:00 | 519.54 | adjustment | agent | USR-02217 | 406 | 5 | 0 | AE | 1 | 11.7 | 0 | 0 |
TXN-000090 | 2025-08-31 19:00:00 | 477.52 | refund | mobile | USR-00786 | 638 | 2 | 0 | QA | 0 | 12.2 | 0.291 | 0 |
TXN-000091 | 2025-03-02 12:00:00 | 391.5 | claim | mobile | USR-01955 | 250 | 5 | 1 | KW | 1 | 6.3 | 0.056 | 0 |
TXN-000092 | 2025-08-17 10:00:00 | 2,129.93 | payment | call_center | USR-02138 | 69 | 5 | 0 | SA | 0 | 17.8 | 0.213 | 0 |
TXN-000093 | 2025-07-05 08:00:00 | 104.78 | payment | mobile | USR-01670 | 526 | 3 | 0 | AE | 1 | 5.1 | 0 | 0 |
TXN-000094 | 2025-03-20 06:00:00 | 191.88 | claim | agent | USR-01261 | 398 | 7 | 0 | BH | 1 | 64.2 | 0.06 | 0 |
TXN-000095 | 2025-04-04 00:00:00 | 2,420.35 | payment | call_center | USR-01618 | 57 | 7 | 1 | SA | 1 | 122.7 | 0 | 0 |
TXN-000096 | 2025-12-29 06:00:00 | 2,582.22 | refund | mobile | USR-01828 | 433 | 4 | 0 | BH | 1 | 15.2 | 0 | 0 |
TXN-000097 | 2025-08-11 12:00:00 | 1,450.04 | claim | call_center | USR-03968 | 26 | 4 | 1 | OTHER | 1 | 47.7 | 0.086 | 0 |
TXN-000098 | 2025-02-06 17:00:00 | 2,152.15 | refund | call_center | USR-00217 | 343 | 2 | 0 | AE | 1 | 12.5 | 0.063 | 0 |
TXN-000099 | 2025-03-17 09:00:00 | 743.59 | claim | call_center | USR-03975 | 34 | 2 | 0 | AE | 1 | 24.9 | 0.041 | 0 |
End of preview. Expand in Data Studio
Anomaly Detection Training
Training dataset for anomaly detection models. Contains transaction patterns and anomaly labels.
Dataset Details
- Records: 20,000
- Features: 14
- Organization: GCC Insurance ML Models Hub
Features
| Column | Type | Description |
|---|---|---|
| transaction_id | object | Feature for ML training |
| timestamp | object | Feature for ML training |
| amount | float64 | Feature for ML training |
| transaction_type | object | Feature for ML training |
| channel | object | Feature for ML training |
| user_id | object | Feature for ML training |
| session_duration_sec | int64 | Feature for ML training |
| pages_visited | int32 | Feature for ML training |
| failed_attempts | int32 | Feature for ML training |
| ip_country | object | Feature for ML training |
| ... | ... | +4 more features |
Usage
from datasets import load_dataset
dataset = load_dataset("gcc-insurance-ml-models/anomaly-detection-training")
License
Apache 2.0
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