Datasets:

ThSky21
/

LLM-Wallet-drain-attack-patterns

timestamp stringdate 2026-01-15 00:06:40 2026-01-15 19:39:30	user_id stringclasses 25 values	session_type stringclasses 3 values	model_called stringclasses 4 values	input_tokens int64 100 1.98k	output_tokens int64 50 1.2k	estimated_cost_usd float64 0 0.03	requests_per_minute float64 0.1 20	cumulative_user_spend_usd float64 0 0.87	budget_limit_usd float64 0.1 2	governance_action stringclasses 3 values	attack_pattern stringclasses 3 values	time_to_detection_seconds float64 8 45 ⌀
2026-01-15T07:58:31Z	user_ibljh7	normal_usage	gpt-4o-mini	560	182	0.0055	0.96	0.0055	2	ALLOWED	null	null
2026-01-15T01:09:56Z	user_ikcidk	normal_usage	gpt-4o-mini	273	55	0.0022	1.22	0.0022	2	ALLOWED	null	null
2026-01-15T04:00:32Z	user_q85jsg	normal_usage	gpt-4o	103	68	0.0015	1.44	0.0015	2	ALLOWED	null	null
2026-01-15T01:13:37Z	user_ikcidk	normal_usage	gpt-4o	563	58	0.0037	1.73	0.0059	2	ALLOWED	null	null
2026-01-15T04:19:57Z	user_9t84az	normal_usage	gpt-4o-mini	242	221	0.0045	1.02	0.0045	2	ALLOWED	null	null
2026-01-15T10:29:22Z	user_q85jsg	normal_usage	gemini-1.5-pro	342	112	0.0034	1.59	0.0049	2	ALLOWED	null	null
2026-01-15T01:43:01Z	user_3w5uzb	normal_usage	gemini-1.5-pro	149	218	0.004	0.92	0.004	2	ALLOWED	null	null
2026-01-15T08:30:06Z	user_jiujv6	normal_usage	gpt-4o	542	236	0.0063	0.2	0.0063	2	ALLOWED	null	null
2026-01-15T07:19:46Z	user_6dpbhs	normal_usage	gpt-4o	472	136	0.0044	1.62	0.0044	2	ALLOWED	null	null
2026-01-15T03:29:16Z	user_ikcidk	normal_usage	gemini-1.5-pro	197	187	0.0038	0.95	0.0097	2	ALLOWED	null	null
2026-01-15T05:04:14Z	user_30t9nt	normal_usage	gpt-4o	336	113	0.0034	1.76	0.0034	2	ALLOWED	null	null
2026-01-15T14:42:34Z	user_oh9sdb	normal_usage	gpt-4o	541	269	0.0067	1.15	0.0067	2	ALLOWED	null	null
2026-01-15T15:13:09Z	user_ytjxep	normal_usage	gpt-4o-mini	107	298	0.005	0.28	0.005	2	ALLOWED	null	null
2026-01-15T07:23:54Z	user_30t9nt	normal_usage	gemini-1.5-pro	348	173	0.0043	0.51	0.0077	2	ALLOWED	null	null
2026-01-15T02:59:49Z	user_6dpbhs	normal_usage	claude-3-5-sonnet	294	50	0.0022	1.97	0.0066	2	ALLOWED	null	null
2026-01-15T05:11:34Z	user_oh9sdb	normal_usage	gemini-1.5-pro	316	228	0.005	1.92	0.0117	2	ALLOWED	null	null
2026-01-15T03:27:25Z	user_8mdd4v	normal_usage	gpt-4o	251	105	0.0028	1.94	0.0028	2	ALLOWED	null	null
2026-01-15T01:02:26Z	user_9xuy41	normal_usage	gpt-4o-mini	125	199	0.0036	1.01	0.0036	2	ALLOWED	null	null
2026-01-15T17:29:25Z	user_6dpbhs	normal_usage	gpt-4o	360	70	0.0029	1.72	0.0095	2	ALLOWED	null	null
2026-01-15T01:14:13Z	user_65kxvf	normal_usage	gpt-4o	445	270	0.0063	0.55	0.0063	2	ALLOWED	null	null
2026-01-15T04:28:55Z	user_q85jsg	normal_usage	gpt-4o	396	202	0.005	0.18	0.0099	2	ALLOWED	null	null
2026-01-15T11:58:01Z	user_jiujv6	normal_usage	claude-3-5-sonnet	398	194	0.0049	1.09	0.0112	2	ALLOWED	null	null
2026-01-15T12:11:31Z	user_3w5uzb	normal_usage	gemini-1.5-pro	466	130	0.0043	0.55	0.0083	2	ALLOWED	null	null
2026-01-15T12:13:39Z	user_8mdd4v	normal_usage	gpt-4o	430	126	0.004	0.97	0.0068	2	ALLOWED	null	null
2026-01-15T08:20:34Z	user_xaji0y	normal_usage	gpt-4o	418	194	0.005	1.99	0.005	2	ALLOWED	null	null
2026-01-15T03:52:49Z	user_ytjxep	normal_usage	claude-3-5-sonnet	359	117	0.0036	0.35	0.0086	2	ALLOWED	null	null
2026-01-15T16:00:23Z	user_ahxthv	normal_usage	gemini-1.5-pro	225	144	0.0033	0.64	0.0033	2	ALLOWED	null	null
2026-01-15T12:48:27Z	user_ytjxep	normal_usage	gpt-4o	254	206	0.0044	1.97	0.013	2	ALLOWED	null	null
2026-01-15T05:27:00Z	user_ytjxep	normal_usage	gpt-4o-mini	577	219	0.0062	0.3	0.0192	2	ALLOWED	null	null
2026-01-15T02:06:04Z	user_wnnhj7	normal_usage	gpt-4o-mini	555	77	0.0039	1.51	0.0039	2	ALLOWED	null	null
2026-01-15T05:07:45Z	user_wnnhj7	normal_usage	gpt-4o-mini	409	103	0.0036	1.46	0.0075	2	ALLOWED	null	null
2026-01-15T09:12:02Z	user_wnnhj7	normal_usage	gpt-4o	350	114	0.0035	1.82	0.011	2	ALLOWED	null	null
2026-01-15T11:32:48Z	user_ahxthv	normal_usage	gpt-4o	316	262	0.0055	0.63	0.0088	2	ALLOWED	null	null
2026-01-15T14:02:16Z	user_9xuy41	normal_usage	gpt-4o-mini	166	213	0.004	1.96	0.0076	2	ALLOWED	null	null
2026-01-15T10:02:34Z	user_oh9sdb	normal_usage	gpt-4o	461	159	0.0047	1.17	0.0164	2	ALLOWED	null	null
2026-01-15T17:12:14Z	user_ahxthv	normal_usage	gpt-4o	552	226	0.0062	1.82	0.015	2	ALLOWED	null	null
2026-01-15T10:36:15Z	user_ibljh7	normal_usage	gpt-4o	382	87	0.0032	0.92	0.0087	2	ALLOWED	null	null
2026-01-15T06:38:17Z	user_xvg0fn	normal_usage	gpt-4o	560	288	0.0071	1.61	0.0071	2	ALLOWED	null	null
2026-01-15T03:49:27Z	user_ibljh7	normal_usage	claude-3-5-sonnet	449	113	0.0039	1.37	0.0126	2	ALLOWED	null	null
2026-01-15T16:05:42Z	user_ytjxep	normal_usage	gpt-4o-mini	547	154	0.005	1.95	0.0242	2	ALLOWED	null	null
2026-01-15T15:44:22Z	user_ikcidk	normal_usage	gpt-4o-mini	183	299	0.0054	1.62	0.0151	2	ALLOWED	null	null
2026-01-15T00:27:04Z	user_jiujv6	normal_usage	gemini-1.5-pro	191	238	0.0045	1.86	0.0157	2	ALLOWED	null	null
2026-01-15T04:51:25Z	user_ikcidk	normal_usage	gemini-1.5-pro	181	251	0.0047	1.43	0.0198	2	ALLOWED	null	null
2026-01-15T15:37:48Z	user_6dpbhs	normal_usage	gemini-1.5-pro	340	106	0.0033	0.48	0.0128	2	ALLOWED	null	null
2026-01-15T05:33:20Z	user_ibljh7	normal_usage	gpt-4o-mini	520	253	0.0064	1.76	0.019	2	ALLOWED	null	null
2026-01-15T12:00:55Z	user_xaji0y	normal_usage	gpt-4o	198	152	0.0033	0.72	0.0083	2	ALLOWED	null	null
2026-01-15T06:23:32Z	user_wnnhj7	normal_usage	claude-3-5-sonnet	428	180	0.0048	0.86	0.0158	2	ALLOWED	null	null
2026-01-15T02:05:59Z	user_xaji0y	normal_usage	claude-3-5-sonnet	549	298	0.0072	0.6	0.0155	2	ALLOWED	null	null
2026-01-15T01:58:24Z	user_6dpbhs	normal_usage	claude-3-5-sonnet	405	161	0.0044	0.76	0.0172	2	ALLOWED	null	null
2026-01-15T11:02:08Z	user_jiujv6	normal_usage	gpt-4o-mini	361	79	0.003	0.83	0.0187	2	ALLOWED	null	null
2026-01-15T00:48:28Z	user_wnnhj7	normal_usage	gpt-4o-mini	462	161	0.0047	0.1	0.0205	2	ALLOWED	null	null
2026-01-15T07:51:05Z	user_ibljh7	normal_usage	claude-3-5-sonnet	135	292	0.0051	1.36	0.0241	2	ALLOWED	null	null
2026-01-15T05:42:52Z	user_65kxvf	normal_usage	claude-3-5-sonnet	439	267	0.0062	0.34	0.0125	2	ALLOWED	null	null
2026-01-15T05:37:49Z	user_9t84az	normal_usage	claude-3-5-sonnet	441	154	0.0045	0.72	0.009	2	ALLOWED	null	null
2026-01-15T02:19:01Z	user_ytjxep	normal_usage	gemini-1.5-pro	198	157	0.0033	1.36	0.0275	2	ALLOWED	null	null
2026-01-15T11:12:18Z	user_30t9nt	normal_usage	gpt-4o	391	127	0.0039	0.87	0.0116	2	ALLOWED	null	null
2026-01-15T05:13:23Z	user_xvg0fn	normal_usage	claude-3-5-sonnet	207	160	0.0034	1.59	0.0105	2	ALLOWED	null	null
2026-01-15T08:02:32Z	user_oh9sdb	normal_usage	gemini-1.5-pro	326	222	0.005	0.51	0.0214	2	ALLOWED	null	null
2026-01-15T11:59:38Z	user_30t9nt	normal_usage	claude-3-5-sonnet	143	122	0.0025	1.08	0.0141	2	ALLOWED	null	null
2026-01-15T14:53:56Z	user_ahxthv	normal_usage	claude-3-5-sonnet	587	242	0.0066	0.55	0.0216	2	ALLOWED	null	null
2026-01-15T14:40:58Z	user_ikcidk	normal_usage	gpt-4o-mini	201	87	0.0023	0.15	0.0221	2	ALLOWED	null	null
2026-01-15T11:07:40Z	user_dw2pcn	normal_usage	gemini-1.5-pro	535	246	0.0064	0.24	0.0064	2	ALLOWED	null	null
2026-01-15T03:32:22Z	user_q85jsg	normal_usage	gemini-1.5-pro	467	228	0.0058	0.83	0.0157	2	ALLOWED	null	null
2026-01-15T02:41:11Z	user_ikcidk	normal_usage	gpt-4o	435	226	0.0056	0.11	0.0277	2	ALLOWED	null	null
2026-01-15T03:59:01Z	user_jiujv6	normal_usage	gemini-1.5-pro	190	255	0.0048	1.92	0.0235	2	ALLOWED	null	null
2026-01-15T10:08:50Z	user_6dpbhs	normal_usage	gemini-1.5-pro	227	284	0.0054	1.71	0.0226	2	ALLOWED	null	null
2026-01-15T14:35:21Z	user_8mdd4v	normal_usage	claude-3-5-sonnet	337	220	0.005	1.11	0.0118	2	ALLOWED	null	null
2026-01-15T11:09:10Z	user_oh9sdb	normal_usage	gemini-1.5-pro	517	234	0.0061	1.79	0.0275	2	ALLOWED	null	null
2026-01-15T08:07:03Z	user_ytjxep	normal_usage	gemini-1.5-pro	559	90	0.0041	1.51	0.0316	2	ALLOWED	null	null
2026-01-15T04:43:06Z	user_oh9sdb	normal_usage	claude-3-5-sonnet	484	113	0.0041	1.7	0.0316	2	ALLOWED	null	null
2026-01-15T08:49:18Z	user_9t84az	normal_usage	gpt-4o	420	111	0.0038	0.62	0.0128	2	ALLOWED	null	null
2026-01-15T04:16:07Z	user_xvg0fn	normal_usage	gpt-4o	239	135	0.0032	0.71	0.0137	2	ALLOWED	null	null
2026-01-15T02:44:44Z	user_8mdd4v	normal_usage	gpt-4o-mini	218	148	0.0033	1.42	0.0151	2	ALLOWED	null	null
2026-01-15T07:33:08Z	user_ahxthv	normal_usage	gemini-1.5-pro	308	134	0.0036	1.13	0.0252	2	ALLOWED	null	null
2026-01-15T03:45:55Z	user_6dpbhs	normal_usage	gpt-4o	526	157	0.005	0.84	0.0276	2	ALLOWED	null	null
2026-01-15T06:55:28Z	user_q85jsg	normal_usage	claude-3-5-sonnet	344	51	0.0025	1.89	0.0182	2	ALLOWED	null	null
2026-01-15T15:32:11Z	user_5lxo6q	normal_usage	gpt-4o-mini	556	294	0.0072	1.69	0.0072	2	ALLOWED	null	null
2026-01-15T03:59:40Z	user_dw2pcn	normal_usage	gemini-1.5-pro	239	161	0.0036	1.02	0.01	2	ALLOWED	null	null
2026-01-15T12:10:35Z	user_9xuy41	normal_usage	gpt-4o-mini	447	254	0.006	0.87	0.0136	2	ALLOWED	null	null
2026-01-15T16:44:23Z	user_oh9sdb	normal_usage	gemini-1.5-pro	165	209	0.004	1.11	0.0356	2	ALLOWED	null	null
2026-01-15T10:16:27Z	user_q85jsg	normal_usage	gemini-1.5-pro	439	56	0.003	0.26	0.0212	2	ALLOWED	null	null
2026-01-15T15:46:49Z	user_8mdd4v	normal_usage	gemini-1.5-pro	336	96	0.0031	0.2	0.0182	2	ALLOWED	null	null
2026-01-15T03:51:11Z	user_9xuy41	normal_usage	gemini-1.5-pro	332	133	0.0037	0.74	0.0173	2	ALLOWED	null	null
2026-01-15T13:41:23Z	user_wnnhj7	normal_usage	gpt-4o	587	262	0.0069	0.9	0.0274	2	ALLOWED	null	null
2026-01-15T00:21:10Z	user_dw2pcn	normal_usage	claude-3-5-sonnet	483	188	0.0052	0.2	0.0152	2	ALLOWED	null	null
2026-01-15T11:50:07Z	user_ikcidk	normal_usage	gpt-4o	135	249	0.0044	1.92	0.0321	2	ALLOWED	null	null
2026-01-15T17:17:13Z	user_xaji0y	normal_usage	gpt-4o-mini	226	101	0.0026	1.69	0.0181	2	ALLOWED	null	null
2026-01-15T02:17:52Z	user_ikcidk	normal_usage	gpt-4o-mini	342	221	0.005	0.32	0.0371	2	ALLOWED	null	null
2026-01-15T12:44:00Z	user_oh9sdb	normal_usage	gpt-4o	231	246	0.0048	0.8	0.0404	2	ALLOWED	null	null
2026-01-15T17:33:43Z	user_30t9nt	normal_usage	claude-3-5-sonnet	259	77	0.0024	1.2	0.0165	2	ALLOWED	null	null
2026-01-15T12:19:50Z	user_q85jsg	normal_usage	gpt-4o-mini	564	295	0.0072	0.81	0.0284	2	ALLOWED	null	null
2026-01-15T10:46:43Z	user_ahxthv	normal_usage	gpt-4o	453	262	0.0062	1.29	0.0314	2	ALLOWED	null	null
2026-01-15T15:28:44Z	user_xvg0fn	normal_usage	gpt-4o	450	203	0.0053	1.63	0.019	2	ALLOWED	null	null
2026-01-15T09:41:53Z	user_ibljh7	normal_usage	claude-3-5-sonnet	319	219	0.0049	0.8	0.029	2	ALLOWED	null	null
2026-01-15T15:27:57Z	user_xaji0y	normal_usage	gemini-1.5-pro	315	260	0.0055	1.03	0.0236	2	ALLOWED	null	null
2026-01-15T11:34:13Z	user_ibljh7	normal_usage	gpt-4o-mini	556	262	0.0067	0.97	0.0357	2	ALLOWED	null	null
2026-01-15T03:12:23Z	user_jiujv6	normal_usage	claude-3-5-sonnet	475	183	0.0051	1.93	0.0286	2	ALLOWED	null	null
2026-01-15T14:42:46Z	user_65kxvf	normal_usage	gemini-1.5-pro	570	187	0.0057	1.57	0.0182	2	ALLOWED	null	null
2026-01-15T15:01:55Z	user_jiujv6	normal_usage	gpt-4o-mini	474	201	0.0054	0.61	0.034	2	ALLOWED	null	null
2026-01-15T05:04:39Z	user_ahxthv	normal_usage	gemini-1.5-pro	551	165	0.0052	0.56	0.0366	2	ALLOWED	null	null

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