Datasets:

bvk
/

CIC-MalMem-2022

pslist.nproc int64 21 240	pslist.nppid int64 8 72	pslist.avg_threads float64 1.65 16.8	pslist.avg_handlers float64 35 24.8k	dlllist.ndlls int64 670 3.44k	dlllist.avg_dlls_per_proc float64 7.33 53.2	handles.nhandles int64 3.51k 1.05M	handles.avg_handles_per_proc float64 71.1 33.8k	handles.nfile int64 266 807k	handles.nevent int64 966 7.89k	handles.ndesktop int64 22 159	handles.nkey int64 284 2.67k	handles.nthread int64 388 5.64k	handles.ndirectory int64 57 498	handles.nsemaphore int64 296 4.27k	handles.ntimer int64 69 382	handles.nsection int64 50 14.7k	handles.nmutant int64 118 583	ldrmodules.not_in_load int64 6 240	ldrmodules.not_in_init int64 16 264	ldrmodules.not_in_mem int64 6 240	ldrmodules.not_in_load_avg float64 0.02 0.53	ldrmodules.not_in_init_avg float64 0.04 0.59	ldrmodules.not_in_mem_avg float64 0.02 0.53	malfind.ninjections int64 1 627	malfind.commitCharge int64 1 221k	malfind.protection int64 6 3.76k	malfind.uniqueInjections float64 1 90.7	psxview.not_in_pslist int64 0 43	psxview.not_in_ethread_pool int64 0 201	psxview.not_in_pspcid_list int64 0 43	psxview.not_in_csrss_handles int64 4 205	psxview.not_in_session int64 2 45	psxview.not_in_deskthrd int64 4 207	psxview.not_in_pslist_false_avg float64 0 0.55	psxview.not_in_ethread_pool_false_avg float64 0 0.84	psxview.not_in_pspcid_list_false_avg float64 0 1	psxview.not_in_csrss_handles_false_avg float64 0.03 0.85	psxview.not_in_session_false_avg float64 0.01 0.58	psxview.not_in_deskthrd_false_avg float64 0.04 0.86	modules.nmodules int64 126 138	svcscan.nservices int64 94 395	svcscan.kernel_drivers int64 55 222	svcscan.fs_drivers int64 6 26	svcscan.process_services int64 7 27	svcscan.shared_process_services int64 26 118	svcscan.nactive int64 30 129	callbacks.ncallbacks int64 50 89	callbacks.ngeneric int64 7 8	Class stringclasses 2 values	Category stringclasses 16 values	Filename stringlengths 6 92
45	17	10.555556	202.844444	1,694	38.5	9,129	212.302326	670	3,161	46	716	887	104	671	125	184	257	53	95	53	0.030372	0.054441	0.030372	5	21	30	1.25	2	3	2	7	4	9	0.042553	0.06383	0.042553	0.148936	0.085106	0.191489	138	389	221	26	24	116	121	87	8	Benign	Benign	Benign
47	19	11.531915	242.234043	2,074	44.12766	11,385	242.234043	840	3,761	51	1,011	1,030	117	766	148	337	394	77	123	77	0.036167	0.057774	0.036167	12	77	72	1.714286	0	0	0	4	2	6	0	0	0	0.085106	0.042553	0.12766	138	392	222	26	24	118	122	87	8	Benign	Benign	Benign
40	14	14.725	288.225	1,932	48.3	11,529	288.225	1,050	3,996	45	784	1,241	100	645	138	369	338	51	89	51	0.026114	0.045571	0.026114	5	6	30	1.25	0	0	0	4	2	5	0	0	0	0.1	0.05	0.125	137	395	222	26	27	118	120	88	8	Benign	Benign	Benign
32	13	13.5	264.28125	1,445	45.15625	8,457	264.28125	630	2,961	36	654	792	83	567	127	186	242	31	62	31	0.021483	0.042966	0.021483	2	2	12	1	0	0	0	4	2	6	0	0	0	0.125	0.0625	0.1875	138	395	222	26	27	118	120	88	8	Benign	Benign	Benign
42	16	11.452381	281.333333	2,067	49.214286	11,816	281.333333	908	3,834	45	1,252	942	103	825	135	375	429	102	143	102	0.04782	0.067042	0.04782	12	77	72	2	4	4	4	8	6	10	0.086957	0.086957	0.086957	0.173913	0.130435	0.217391	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
40	12	13.8	306.95	2,082	52.05	12,278	306.95	1,080	4,308	44	887	1,199	101	768	140	381	382	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	13	13.813953	305.023256	2,169	50.44186	13,116	305.023256	1,150	4,727	48	923	1,314	107	784	145	438	399	70	111	70	0.032833	0.052064	0.032833	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	16	11.452381	281.404762	2,067	49.214286	11,819	281.404762	908	3,835	45	1,252	944	103	825	135	375	429	102	143	102	0.04782	0.067042	0.04782	12	77	72	2	4	4	4	8	6	10	0.086957	0.086957	0.086957	0.173913	0.130435	0.217391	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
42	16	11.452381	281.261905	2,067	49.214286	11,813	281.261905	908	3,836	45	1,252	945	103	825	135	375	429	102	143	102	0.04782	0.067042	0.04782	12	77	72	2	4	4	4	8	6	10	0.086957	0.086957	0.086957	0.173913	0.130435	0.217391	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
40	12	13.875	308	2,082	52.05	12,320	308	1,080	4,321	44	887	1,213	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	13	13.372093	302.511628	2,170	50.465116	13,008	302.511628	1,145	4,671	48	910	1,264	107	783	145	443	400	70	111	70	0.032818	0.052039	0.032818	5	6	30	1.25	3	3	3	7	5	9	0.065217	0.065217	0.065217	0.152174	0.108696	0.195652	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	16	11.190476	280.738095	2,067	49.214286	11,791	280.738095	907	3,829	45	1,252	928	103	825	135	375	429	102	143	102	0.04782	0.067042	0.04782	12	77	72	2	4	4	4	8	6	10	0.086957	0.086957	0.086957	0.173913	0.130435	0.217391	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
40	12	13.825	307.225	2,082	52.05	12,289	307.225	1,076	4,314	44	887	1,210	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	13	13.27907	301.395349	2,170	50.465116	12,960	301.395349	1,140	4,650	48	910	1,249	107	783	145	441	400	70	111	70	0.032818	0.052039	0.032818	5	6	30	1.25	3	3	3	7	5	9	0.065217	0.065217	0.065217	0.152174	0.108696	0.195652	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	16	11.261905	280.761905	2,067	49.214286	11,792	280.761905	907	3,829	45	1,252	931	103	825	135	375	429	102	143	102	0.04782	0.067042	0.04782	12	77	72	2	4	4	4	8	6	10	0.086957	0.086957	0.086957	0.173913	0.130435	0.217391	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
40	12	13.6	306.425	2,082	52.05	12,257	306.425	1,074	4,299	44	887	1,192	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
41	12	13.512195	305.268293	2,105	51.341463	12,516	305.268293	1,133	4,452	45	861	1,211	103	765	139	417	387	70	109	70	0.033849	0.052708	0.033849	4	5	24	1.333333	4	4	4	8	6	10	0.088889	0.088889	0.088889	0.177778	0.133333	0.222222	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	16	10.452381	244.595238	1,788	42.571429	10,276	263.48718	813	3,515	42	878	853	97	702	126	284	336	79	117	79	0.043217	0.064004	0.043217	6	23	36	2	4	7	4	11	6	13	0.086957	0.152174	0.086957	0.23913	0.130435	0.282609	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
40	12	13.55	306.125	2,082	52.05	12,245	306.125	1,074	4,299	44	887	1,190	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
41	12	13.414634	304.780488	2,105	51.341463	12,496	304.780488	1,130	4,447	45	861	1,204	103	765	139	417	381	70	109	70	0.033849	0.052708	0.033849	4	5	24	1.333333	4	4	4	8	6	10	0.088889	0.088889	0.088889	0.177778	0.133333	0.222222	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
41	16	11.609756	268.219512	1,924	46.926829	10,997	268.219512	848	3,675	44	982	929	101	733	132	335	385	87	127	87	0.044051	0.064304	0.044051	9	58	54	1.8	4	4	4	8	6	10	0.088889	0.088889	0.088889	0.177778	0.133333	0.222222	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
32	11	12.53125	283.59375	1,513	47.28125	9,077	302.566667	708	3,117	33	751	777	81	666	123	240	324	61	87	61	0.041695	0.059467	0.041695	3	4	18	1.5	5	7	5	11	7	13	0.135135	0.189189	0.135135	0.297297	0.189189	0.351351	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
40	12	13.325	305.25	2,082	52.05	12,210	305.25	1,073	4,288	44	887	1,171	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	12	13.666667	306.476191	2,177	51.833333	12,872	306.476191	1,169	4,551	46	878	1,256	105	776	142	440	425	79	119	79	0.036761	0.055375	0.036761	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.095238	0.047619	0.142857	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
40	13	13.175	293.25	1,990	49.75	11,730	293.25	1,057	4,196	44	789	1,123	100	737	138	394	330	65	101	65	0.03354	0.052116	0.03354	4	5	24	1.333333	2	2	2	6	4	8	0.047619	0.047619	0.047619	0.142857	0.095238	0.190476	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	17	11.534884	269.976744	2,024	47.069767	11,609	269.976744	878	3,919	47	1,048	980	105	761	138	372	412	94	136	94	0.045149	0.065322	0.045149	11	60	66	1.833333	4	4	4	8	6	10	0.085106	0.085106	0.085106	0.170213	0.12766	0.212766	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
40	12	13.35	305.4	2,082	52.05	12,216	305.4	1,074	4,291	44	887	1,175	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.488372	303.627907	2,223	51.697674	13,056	303.627907	1,179	4,591	47	888	1,273	111	780	145	455	447	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
44	17	12.022727	286.863636	2,162	49.136364	12,622	286.863636	950	4,272	48	1,188	1,061	107	869	145	400	444	101	144	101	0.045352	0.064661	0.045352	14	79	84	2	3	3	3	7	5	9	0.06383	0.06383	0.06383	0.148936	0.106383	0.191489	138	392	222	26	24	118	124	87	8	Benign	Benign	Benign
40	12	13.325	305.3	2,082	52.05	12,212	305.3	1,074	4,290	44	887	1,172	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.465116	303.27907	2,223	51.697674	13,041	303.27907	1,180	4,588	47	888	1,268	111	780	145	455	445	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
50	22	11.4	274.34	2,447	48.94	13,717	274.34	1,000	4,541	55	1,320	1,143	120	990	157	441	466	109	158	109	0.043254	0.062698	0.043254	16	81	96	1.777778	2	2	2	6	4	8	0.038462	0.038462	0.038462	0.115385	0.076923	0.153846	138	393	222	26	25	118	127	87	8	Benign	Benign	Benign
40	12	13.275	304.95	2,082	52.05	12,198	304.95	1,072	4,284	44	887	1,166	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.488372	303.116279	2,223	51.697674	13,034	303.116279	1,176	4,584	47	888	1,273	111	780	145	455	445	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
47	19	11.468085	241.914894	2,079	44.234043	11,370	241.914894	840	3,761	51	1,011	1,025	117	766	148	337	396	77	123	77	0.03615	0.057746	0.03615	12	77	72	1.714286	0	0	0	4	2	6	0	0	0	0.085106	0.042553	0.12766	138	392	222	26	24	118	122	87	8	Benign	Benign	Benign
38	13	14.684211	290.394737	1,875	49.342105	11,035	290.394737	1,027	3,789	42	738	1,171	96	635	131	355	326	51	87	51	0.026899	0.045886	0.026899	4	5	24	1.333333	2	2	2	6	4	7	0.05	0.05	0.05	0.15	0.1	0.175	137	395	222	26	27	118	120	88	8	Benign	Benign	Benign
32	13	13.09375	264.375	1,452	45.375	8,460	264.375	636	2,971	36	658	766	83	571	127	186	242	32	63	32	0.022069	0.043448	0.022069	2	2	12	1	0	0	0	4	2	5	0	0	0	0.125	0.0625	0.15625	138	395	222	26	27	118	119	88	8	Benign	Benign	Benign
50	22	11.2	274.08	2,448	48.96	13,704	274.08	1,000	4,545	55	1,321	1,133	120	993	158	441	466	109	158	109	0.043237	0.062674	0.043237	16	81	96	1.777778	1	1	1	5	3	7	0.019608	0.019608	0.019608	0.098039	0.058824	0.137255	138	393	222	26	25	118	127	87	8	Benign	Benign	Benign
40	12	13.225	304.975	2,082	52.05	12,199	304.975	1,072	4,283	44	887	1,164	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.488372	302.255814	2,223	51.697674	12,997	302.255814	1,173	4,565	47	888	1,272	111	776	145	455	445	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
50	22	11.08	273.42	2,448	48.96	13,671	273.42	996	4,537	55	1,320	1,125	120	993	158	441	466	109	158	109	0.043237	0.062674	0.043237	16	81	96	1.777778	0	0	0	4	2	6	0	0	0	0.08	0.04	0.12	138	393	222	26	25	118	127	87	8	Benign	Benign	Benign
40	12	13.325	305.475	2,082	52.05	12,219	305.475	1,075	4,287	44	887	1,167	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.44186	301.023256	2,223	51.697674	12,944	301.023256	1,153	4,572	47	888	1,272	111	776	145	440	424	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
50	22	11.04	272.32	2,448	48.96	13,616	272.32	987	4,520	55	1,320	1,119	120	993	157	441	466	109	158	109	0.043237	0.062674	0.043237	16	81	96	1.777778	0	0	0	4	2	6	0	0	0	0.08	0.04	0.12	138	393	222	26	25	118	127	87	8	Benign	Benign	Benign
40	12	13.375	305.275	2,082	52.05	12,211	305.275	1,074	4,286	44	887	1,168	101	768	140	384	383	76	113	76	0.036574	0.054379	0.036574	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.27907	300.302326	2,223	51.697674	12,913	300.302326	1,152	4,565	47	888	1,260	111	776	145	440	424	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
52	25	10.461538	253.192308	2,466	47.423077	13,166	253.192308	941	4,367	57	1,238	1,082	122	959	157	416	448	105	155	105	0.04222	0.062324	0.04222	13	62	78	1.625	0	0	0	4	2	6	0	0	0	0.076923	0.038462	0.115385	138	393	222	26	25	118	127	87	8	Benign	Benign	Benign
40	12	13.35	304.75	2,081	52.025	12,190	304.75	1,073	4,280	44	887	1,165	101	763	140	384	383	76	113	76	0.036591	0.054405	0.036591	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.116279	299.674419	2,223	51.697674	12,886	299.674419	1,152	4,555	47	888	1,239	111	776	145	440	424	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
50	24	10.48	254.9	2,403	48.06	12,745	254.9	922	4,189	54	1,186	1,040	118	947	151	400	438	104	153	104	0.042363	0.062322	0.042363	12	61	72	1.714286	0	0	0	4	2	6	0	0	0	0.08	0.04	0.12	138	395	222	26	27	118	127	87	8	Benign	Benign	Benign
40	12	13.35	304.9	2,081	52.025	12,196	304.9	1,074	4,283	44	887	1,163	101	763	140	384	383	76	113	76	0.036591	0.054405	0.036591	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.232558	299.72093	2,223	51.697674	12,888	299.72093	1,152	4,554	47	888	1,246	111	776	145	440	424	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
56	21	12.285714	269.267857	2,633	47.017857	15,079	269.267857	1,200	5,236	61	1,196	1,491	130	893	161	541	510	107	161	107	0.04	0.060187	0.04	12	61	72	1.714286	0	0	0	4	2	7	0	0	0	0.071429	0.035714	0.125	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
40	12	13.3	304.825	2,081	52.025	12,193	304.825	1,074	4,283	44	887	1,162	101	763	140	384	383	76	113	76	0.036591	0.054405	0.036591	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.162791	299.465116	2,223	51.697674	12,877	299.465116	1,152	4,551	47	888	1,240	111	776	145	440	424	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
55	20	12.654545	280.836364	2,623	47.690909	15,446	280.836364	1,220	5,336	61	1,202	1,501	128	899	156	561	510	107	160	107	0.04015	0.060038	0.04015	12	61	72	1.714286	0	0	0	4	2	6	0	0	0	0.072727	0.036364	0.109091	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
32	11	12.8125	285.375	1,513	47.28125	9,134	304.466667	712	3,145	33	752	793	81	666	123	243	325	60	86	60	0.04104	0.058824	0.04104	3	4	18	1.5	6	8	6	12	8	14	0.157895	0.210526	0.157895	0.315789	0.210526	0.368421	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
40	12	13.25	304.875	2,081	52.025	12,195	304.875	1,074	4,284	44	887	1,161	101	763	140	384	383	76	113	76	0.036591	0.054405	0.036591	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	12	13.093023	299.348837	2,223	51.697674	12,872	299.348837	1,152	4,543	47	888	1,237	111	776	145	440	424	80	121	80	0.03643	0.0551	0.03643	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
40	12	13.65	300.8	2,006	50.15	12,032	300.8	1,085	4,314	44	824	1,168	100	740	138	417	367	70	106	70	0.035733	0.054109	0.035733	4	5	24	1.333333	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
57	20	12.245614	271.491228	2,623	47.690909	15,475	271.491228	1,229	5,337	61	1,202	1,504	128	899	156	565	510	109	162	109	0.04087	0.060742	0.04087	12	61	72	1.714286	0	0	0	4	2	8	0	0	0	0.070175	0.035088	0.140351	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
40	12	13.15	304.5	2,081	52.025	12,180	304.5	1,075	4,281	44	887	1,152	101	763	140	384	383	76	113	76	0.036591	0.054405	0.036591	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	12	13.238095	302.5	2,177	51.833333	12,705	302.5	1,142	4,508	46	877	1,222	105	772	142	425	403	79	119	79	0.036761	0.055375	0.036761	5	6	30	1.25	1	1	1	5	3	7	0.023256	0.023256	0.023256	0.116279	0.069767	0.162791	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
56	21	11.357143	263.553571	2,508	44.785714	14,763	283.903846	1,160	5,002	58	1,233	1,332	122	909	155	529	499	105	155	105	0.041274	0.060928	0.041274	12	61	72	1.714286	1	5	1	9	3	11	0.017544	0.087719	0.017544	0.157895	0.052632	0.192982	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
40	12	13.325	305.7	2,081	52.025	12,228	305.7	1,081	4,308	44	887	1,172	101	763	140	381	383	76	113	76	0.036591	0.054405	0.036591	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	12	13.214286	302.5	2,177	51.833333	12,705	302.5	1,142	4,510	46	877	1,221	105	772	142	425	405	79	119	79	0.036761	0.055375	0.036761	5	6	30	1.25	1	1	1	5	3	7	0.023256	0.023256	0.023256	0.116279	0.069767	0.162791	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
60	21	10.85	257.966667	2,656	44.266667	15,482	276.464286	1,254	5,355	62	1,243	1,384	129	919	156	567	513	109	163	109	0.04043	0.06046	0.04043	12	61	72	1.714286	0	4	0	8	2	11	0	0.066667	0	0.133333	0.033333	0.183333	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
40	12	13.575	308.475	2,081	52.025	12,339	308.475	1,092	4,356	44	887	1,199	101	763	140	393	385	76	113	76	0.036591	0.054405	0.036591	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.1	0.05	0.15	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	12	13.095238	302.119048	2,177	51.833333	12,689	302.119048	1,142	4,504	46	877	1,213	105	772	142	425	403	79	119	79	0.036761	0.055375	0.036761	5	6	30	1.25	1	1	1	5	3	7	0.023256	0.023256	0.023256	0.116279	0.069767	0.162791	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
47	19	11.446809	243.276596	2,090	44.468085	11,434	243.276596	845	3,801	51	1,015	1,027	117	770	148	337	398	78	124	78	0.0365	0.058025	0.0365	12	77	72	1.714286	0	0	0	4	2	6	0	0	0	0.085106	0.042553	0.12766	138	392	222	26	24	118	122	87	8	Benign	Benign	Benign
38	13	15.263158	293.394737	1,880	49.473684	11,149	293.394737	1,018	3,857	42	763	1,197	96	635	131	366	319	52	89	52	0.027441	0.046966	0.027441	4	5	24	1.333333	0	0	0	4	2	5	0	0	0	0.105263	0.052632	0.131579	137	395	222	26	27	118	120	88	8	Benign	Benign	Benign
39	14	12.820513	258.461539	1,808	46.358974	10,080	258.461539	799	3,538	44	744	994	97	612	139	262	276	40	78	40	0.022099	0.043094	0.022099	3	3	18	1	0	0	0	4	2	5	0	0	0	0.102564	0.051282	0.128205	138	395	222	26	27	118	120	88	8	Benign	Benign	Benign
60	21	10.5	256.15	2,683	44.716667	15,373	274.517857	1,225	5,356	62	1,243	1,346	130	929	157	542	480	110	164	110	0.040382	0.060206	0.040382	12	61	72	1.714286	1	5	1	9	3	13	0.016393	0.081967	0.016393	0.147541	0.04918	0.213115	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	14.097561	312.219512	2,148	52.390244	12,801	312.219512	1,132	4,476	45	931	1,266	103	778	143	426	433	87	125	87	0.040371	0.058005	0.040371	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.097561	0.04878	0.146341	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
44	13	12.75	296.363636	2,232	50.727273	13,040	296.363636	1,146	4,678	49	921	1,234	109	782	148	442	408	79	121	79	0.035844	0.0549	0.035844	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.090909	0.045455	0.136364	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
54	20	11.648148	273.962963	2,582	47.814815	14,794	273.962963	1,216	5,225	60	1,203	1,333	126	903	154	540	472	107	159	107	0.040777	0.060595	0.040777	12	61	72	1.714286	5	5	5	9	7	11	0.084746	0.084746	0.084746	0.152542	0.118644	0.186441	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	14.073171	312.682927	2,148	52.390244	12,820	312.682927	1,127	4,482	45	930	1,266	103	778	143	438	439	87	125	87	0.040371	0.058005	0.040371	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.097561	0.04878	0.146341	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
44	13	12.840909	296.590909	2,232	50.727273	13,050	296.590909	1,146	4,679	49	921	1,239	109	782	148	442	408	79	121	79	0.035844	0.0549	0.035844	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.090909	0.045455	0.136364	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
65	20	10.738462	252.292308	2,995	46.796875	16,399	252.292308	1,363	5,965	70	1,226	1,518	145	925	158	621	510	117	179	117	0.038398	0.058746	0.038398	12	61	72	1.714286	1	1	1	5	3	8	0.015152	0.015152	0.015152	0.075758	0.045455	0.121212	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	14.04878	311.902439	2,148	52.390244	12,788	311.902439	1,122	4,475	45	930	1,267	103	778	143	437	439	87	125	87	0.040371	0.058005	0.040371	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.097561	0.04878	0.146341	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
44	13	12.863636	296.568182	2,232	50.727273	13,049	296.568182	1,146	4,675	49	921	1,238	109	782	148	442	408	79	121	79	0.035844	0.0549	0.035844	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.090909	0.045455	0.136364	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
54	19	11.907407	274.351852	2,585	47.87037	14,815	274.351852	1,265	5,255	59	1,160	1,373	125	891	152	541	470	108	160	108	0.041096	0.060883	0.041096	11	60	66	1.833333	5	5	5	9	7	11	0.084746	0.084746	0.084746	0.152542	0.118644	0.186441	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	14.073171	312.048781	2,148	52.390244	12,794	312.048781	1,124	4,475	45	930	1,269	103	778	143	437	439	87	125	87	0.040371	0.058005	0.040371	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.097561	0.04878	0.146341	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
44	13	12.909091	296.5	2,232	50.727273	13,046	296.5	1,146	4,680	49	921	1,245	109	782	148	441	408	79	121	79	0.035844	0.0549	0.035844	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.090909	0.045455	0.136364	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
64	19	11.234375	256.015625	2,997	47.571429	16,385	256.015625	1,424	5,881	68	1,176	1,573	144	920	154	636	509	119	180	119	0.039004	0.058997	0.039004	11	60	66	1.833333	0	0	0	4	2	8	0	0	0	0.0625	0.03125	0.125	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
42	13	13.880952	310.476191	2,205	52.5	13,040	310.476191	1,128	4,554	46	969	1,282	105	812	146	435	442	89	128	89	0.040199	0.057814	0.040199	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.095238	0.047619	0.142857	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
44	13	12.931818	296.431818	2,232	50.727273	13,043	296.431818	1,146	4,678	49	921	1,244	109	782	148	441	408	79	121	79	0.035844	0.0549	0.035844	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.090909	0.045455	0.136364	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
63	19	11.396825	260.777778	2,973	47.190476	16,429	260.777778	1,456	5,860	68	1,178	1,574	143	918	153	642	506	117	178	117	0.038678	0.058843	0.038678	11	60	66	1.833333	0	0	0	4	2	6	0	0	0	0.063492	0.031746	0.095238	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
42	13	13.690476	307.904762	2,205	52.5	12,932	307.904762	1,104	4,537	46	969	1,263	105	812	146	415	414	89	128	89	0.040199	0.057814	0.040199	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.095238	0.047619	0.142857	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	13	13.255814	302.232558	2,234	51.953488	12,996	302.232558	1,151	4,599	47	916	1,253	107	806	145	422	408	81	122	81	0.036685	0.055254	0.036685	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
63	19	11.47619	261.031746	2,998	47.587302	16,445	261.031746	1,460	5,875	68	1,178	1,576	144	920	155	654	508	118	179	118	0.038676	0.058669	0.038676	11	60	66	1.833333	0	0	0	4	2	6	0	0	0	0.063492	0.031746	0.095238	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
42	13	13.666667	307.452381	2,205	52.5	12,913	307.452381	1,102	4,534	46	969	1,263	105	812	146	415	414	89	128	89	0.040199	0.057814	0.040199	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.095238	0.047619	0.142857	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	13	13.139535	301.906977	2,234	51.953488	12,982	301.906977	1,151	4,596	47	916	1,244	107	806	145	422	406	81	122	81	0.036685	0.055254	0.036685	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
64	19	11.390625	262.09375	3,052	47.6875	16,774	262.09375	1,488	6,028	69	1,180	1,592	146	926	159	668	519	119	181	119	0.038313	0.058274	0.038313	11	60	66	1.833333	0	0	0	4	2	6	0	0	0	0.0625	0.03125	0.09375	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
32	11	12.21875	276.78125	1,466	45.8125	8,859	295.3	689	3,066	33	746	747	81	655	119	229	297	53	79	53	0.037642	0.056108	0.037642	2	3	12	2	6	8	6	12	8	14	0.157895	0.210526	0.157895	0.315789	0.210526	0.368421	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
41	12	13.756098	308.317073	2,148	52.390244	12,641	308.317073	1,090	4,436	45	930	1,238	103	778	143	414	410	87	125	87	0.040371	0.058005	0.040371	6	7	36	1.2	0	0	0	4	2	6	0	0	0	0.097561	0.04878	0.146341	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
43	13	13.139535	301.27907	2,234	51.953488	12,955	301.27907	1,151	4,595	47	916	1,242	107	806	145	422	406	81	122	81	0.036685	0.055254	0.036685	5	6	30	1.25	0	0	0	4	2	6	0	0	0	0.093023	0.046512	0.139535	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
41	13	13.243902	297.658537	2,073	50.560976	12,204	297.658537	1,077	4,366	45	864	1,159	102	776	141	404	362	72	109	72	0.035503	0.053748	0.035503	4	5	24	1.333333	0	0	0	4	2	6	0	0	0	0.097561	0.04878	0.146341	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
64	19	11.296875	262.203125	3,054	47.71875	16,781	262.203125	1,483	6,021	69	1,179	1,584	146	926	159	667	520	120	182	120	0.038598	0.05854	0.038598	11	60	66	1.833333	0	0	0	4	2	6	0	0	0	0.0625	0.03125	0.09375	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
32	11	12.21875	276.6875	1,466	45.8125	8,856	295.2	689	3,065	33	746	745	81	655	119	229	297	53	79	53	0.037642	0.056108	0.037642	2	3	12	2	6	8	6	12	8	14	0.157895	0.210526	0.157895	0.315789	0.210526	0.368421	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign

End of preview. Expand in Data Studio

CIC-MalMem-2022 was created by researchers at the Canadian Institute for Cybersecurity (CIC) at the University of New Brunswick. The details are described on the website https://www.unb.ca/cic/datasets/malmem-2022.html, and in their paper mentioned on that site:

Tristan Carrier, Princy Victor, Ali Tekeoglu, Arash Habibi Lashkari,” Detecting Obfuscated Malware using Memory Feature Engineering”, The 8th International Conference on Information Systems Security and Privacy (ICISSP), 2022.

The dataset is based on 2,916 recent malware samples collected from VirusTotal, with 3 broad malware categories: Ransomware, Spyware and Trojans, with 5 sub-categories for each. For each sample 10 memory dumps were created, in order to try to capture more of the malware's behavior. The benign samples were created from "normal user behavior", using various applications on the same Windows 10 VM that was used to run the malware samples. The memory forensics tool VolMemLyzer (available at https://github.com/ahlashkari/VolMemLyzer) was then used to extract a total of 55 features, which were collected in a CSV file. I captured this file from Kaggle at https://www.kaggle.com/datasets/luccagodoy/obfuscated-malware-memory-2022-cic/data and re-produced a re-formatted version here.

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Size of downloaded dataset files:

19.6 MB

Size of the auto-converted Parquet files:

7.23 MB

Number of rows:

58,596