Datasets:

bvk
/

CIC-MalMem-2022

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Split (1)

train · 58.6k rows

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
41	12	13.829268	308.829268	2,148	52.390244	12,662	308.829268	1,092	4,442	45	930	1,247	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
42	12	13.285714	302.285714	2,177	51.833333	12,696	302.285714	1,141	4,503	46	877	1,225	105	772	142	412	402	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
41	13	13.121951	296.95122	2,073	50.560976	12,175	296.95122	1,071	4,363	45	864	1,151	102	776	141	399	355	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	11.046875	259.0625	3,011	47.046875	16,581	263.190476	1,467	6,013	68	1,176	1,542	144	920	158	661	516	119	180	119	0.038838	0.058747	0.038838	11	60	66	1.833333	1	2	1	6	3	8	0.015385	0.030769	0.015385	0.092308	0.046154	0.123077	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	13.658537	308.073171	2,148	52.390244	12,631	308.073171	1,093	4,437	45	930	1,236	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
42	12	13.238095	302.404762	2,177	51.833333	12,701	302.404762	1,141	4,503	46	877	1,222	105	772	142	412	402	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	11.361702	246.106383	2,086	44.382979	11,567	246.106383	846	3,903	50	1,051	1,020	117	776	148	334	397	78	124	78	0.036585	0.058161	0.036585	11	76	66	1.833333	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	13	14.95	294.875	1,981	49.525	11,795	294.875	1,035	4,113	44	821	1,238	100	711	141	373	344	52	91	52	0.026131	0.045729	0.026131	4	5	24	1.333333	0	0	0	4	2	5	0	0	0	0.1	0.05	0.125	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
40	14	13.15	262	1,812	45.3	10,481	268.74359	893	3,660	44	737	1,065	97	628	138	307	276	40	78	40	0.022087	0.04307	0.022087	3	3	18	1	2	3	2	7	4	8	0.047619	0.071429	0.047619	0.166667	0.095238	0.190476	138	395	222	26	27	118	120	88	8	Benign	Benign	Benign
64	19	10.921875	258.078125	3,011	47.046875	16,518	262.190476	1,464	5,977	68	1,176	1,523	144	918	157	659	516	119	180	119	0.038838	0.058747	0.038838	11	60	66	1.833333	1	2	1	6	3	8	0.015385	0.030769	0.015385	0.092308	0.046154	0.123077	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	13.487805	307.780488	2,149	52.414634	12,619	307.780488	1,091	4,432	45	930	1,222	103	778	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.119048	301.738095	2,177	51.833333	12,673	301.738095	1,141	4,496	46	877	1,211	105	772	142	412	402	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
66	19	10.666667	255.787879	3,074	46.575758	16,883	259.738462	1,546	6,120	70	1,175	1,547	147	924	160	700	522	120	183	120	0.038363	0.058504	0.038363	11	60	66	1.833333	0	1	0	5	2	7	0	0.015152	0	0.075758	0.030303	0.106061	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	13.487805	307.853659	2,149	52.414634	12,622	307.853659	1,089	4,432	45	930	1,225	103	778	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.095238	301.666667	2,177	51.833333	12,670	301.666667	1,140	4,496	46	877	1,211	105	772	142	412	402	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
68	21	9.867647	242.573529	3,050	44.852941	16,498	253.815385	1,424	5,969	70	1,216	1,459	148	918	163	626	518	119	182	119	0.038375	0.058691	0.038375	11	60	66	1.833333	0	3	0	6	2	9	0	0.044118	0	0.088235	0.029412	0.132353	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	13.463415	307.560976	2,149	52.414634	12,610	307.560976	1,088	4,430	45	930	1,224	103	778	143	416	410	88	126	88	0.040797	0.058414	0.040797	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
42	12	13.095238	301.476191	2,177	51.833333	12,662	301.476191	1,140	4,495	46	877	1,210	105	772	142	412	402	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
66	21	10.590909	253.212121	3,087	46.772727	16,712	253.212121	1,426	6,022	72	1,222	1,508	150	924	170	639	522	119	183	119	0.037886	0.058262	0.037886	12	61	72	1.714286	3	3	3	7	5	9	0.043478	0.043478	0.043478	0.101449	0.072464	0.130435	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	13.560976	307.682927	2,149	52.414634	12,615	307.682927	1,091	4,433	45	930	1,230	103	774	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.142857	302.357143	2,179	51.880952	12,699	302.357143	1,140	4,516	46	877	1,216	105	772	142	416	402	79	119	79	0.036727	0.055323	0.036727	5	6	30	1.25	2	2	2	6	4	8	0.045455	0.045455	0.045455	0.136364	0.090909	0.181818	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
70	23	10.171429	246.685714	3,243	46.328571	17,269	250.275362	1,449	6,158	75	1,262	1,546	156	984	181	645	536	121	187	121	0.037231	0.057538	0.037231	13	62	78	1.625	1	2	1	6	3	8	0.014085	0.028169	0.014085	0.084507	0.042254	0.112676	138	392	222	26	24	118	126	87	8	Benign	Benign	Benign
41	12	13.585366	308.317073	2,149	52.414634	12,641	308.317073	1,093	4,437	45	930	1,232	103	774	143	418	412	87	125	87	0.040353	0.057978	0.040353	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	12	13.046512	297.767442	2,207	51.325581	12,804	297.767442	1,146	4,540	47	886	1,230	107	772	143	422	404	80	121	80	0.036697	0.055505	0.036697	5	6	30	1.25	1	1	1	5	3	7	0.022727	0.022727	0.022727	0.113636	0.068182	0.159091	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
68	22	10.411765	247.382353	3,117	45.838235	16,824	254.909091	1,423	6,028	72	1,242	1,532	150	967	178	631	528	120	183	120	0.038375	0.058523	0.038375	13	62	78	1.625	1	3	1	7	3	9	0.014493	0.043478	0.014493	0.101449	0.043478	0.130435	138	392	222	26	24	118	127	87	8	Benign	Benign	Benign
41	12	13.609756	307.780488	2,149	52.414634	12,619	307.780488	1,090	4,426	45	930	1,228	103	774	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.333333	302.880952	2,179	51.880952	12,721	302.880952	1,140	4,517	46	877	1,226	105	772	142	417	402	78	118	78	0.036279	0.054884	0.036279	5	6	30	1.25	2	2	2	6	4	8	0.045455	0.045455	0.045455	0.136364	0.090909	0.181818	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
70	22	10.242857	238.014286	2,995	42.785714	16,668	264.571429	1,430	5,950	69	1,236	1,559	144	969	180	625	516	117	177	117	0.039039	0.059059	0.039039	13	62	78	1.625	1	8	1	12	3	14	0.014085	0.112676	0.014085	0.169014	0.042254	0.197183	138	392	222	26	24	118	127	87	8	Benign	Benign	Benign
41	12	13.585366	307.902439	2,149	52.414634	12,624	307.902439	1,090	4,430	45	930	1,230	103	773	143	416	412	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.333333	302.857143	2,179	51.880952	12,720	302.857143	1,140	4,515	46	877	1,225	105	772	142	417	402	78	118	78	0.036279	0.054884	0.036279	5	6	30	1.25	2	2	2	6	4	8	0.045455	0.045455	0.045455	0.136364	0.090909	0.181818	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
71	22	10.084507	234.690141	3,008	42.366197	16,671	264.619048	1,416	5,937	69	1,245	1,565	144	983	183	622	519	122	182	122	0.040478	0.060385	0.040478	13	62	78	1.625	1	9	1	13	3	15	0.013889	0.125	0.013889	0.180556	0.041667	0.208333	138	393	222	26	25	118	128	87	8	Benign	Benign	Benign
41	12	13.609756	307.926829	2,149	52.414634	12,625	307.926829	1,092	4,426	45	930	1,228	103	773	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.404762	303.142857	2,179	51.880952	12,732	303.142857	1,140	4,519	46	877	1,234	105	772	142	417	402	78	118	78	0.036279	0.054884	0.036279	5	6	30	1.25	2	2	2	6	4	8	0.045455	0.045455	0.045455	0.136364	0.090909	0.181818	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
71	22	9.71831	234.43662	3,006	42.338028	16,653	264.333333	1,421	5,913	69	1,275	1,512	143	1,011	182	618	517	127	187	127	0.042095	0.061982	0.042095	14	63	84	1.555556	1	9	1	13	3	16	0.013889	0.125	0.013889	0.180556	0.041667	0.222222	138	393	222	26	25	118	128	87	8	Benign	Benign	Benign
41	12	13.609756	308	2,149	52.414634	12,628	308	1,092	4,427	45	930	1,231	103	771	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.309524	302.5	2,179	51.880952	12,705	302.5	1,139	4,511	46	877	1,223	105	770	142	417	402	78	118	78	0.036279	0.054884	0.036279	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	124	88	8	Benign	Benign	Benign
70	21	9.628571	231.985714	2,951	42.157143	16,248	266.360656	1,415	5,722	65	1,230	1,468	139	1,001	174	589	512	129	187	129	0.043552	0.063133	0.043552	13	62	78	1.625	1	10	1	14	3	18	0.014085	0.140845	0.014085	0.197183	0.042254	0.253521	138	393	222	26	25	118	128	87	8	Benign	Benign	Benign
41	12	13.536585	307.536585	2,149	52.414634	12,609	307.536585	1,092	4,426	45	930	1,223	103	771	143	416	412	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.142857	301.833333	2,179	51.880952	12,677	301.833333	1,139	4,506	46	877	1,210	105	770	142	417	402	78	118	78	0.036279	0.054884	0.036279	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	124	88	8	Benign	Benign	Benign
48	19	11.083333	242.270833	2,115	44.0625	11,629	242.270833	849	3,921	52	1,054	1,007	119	778	151	347	400	78	125	78	0.036178	0.057978	0.036178	12	77	72	1.714286	0	0	0	4	2	6	0	0	0	0.083333	0.041667	0.125	138	392	222	26	24	118	122	87	8	Benign	Benign	Benign
40	13	14.475	293.575	1,988	49.7	11,743	293.575	1,034	4,097	44	825	1,201	100	714	141	373	344	53	91	53	0.026566	0.045614	0.026566	4	5	24	1.333333	0	0	0	4	2	5	0	0	0	0.1	0.05	0.125	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	15	13.119048	266.095238	1,927	45.880952	11,177	272.609756	939	3,859	46	752	1,135	101	721	144	328	291	43	83	43	0.022326	0.043094	0.022326	3	3	18	1	0	1	0	5	2	6	0	0.02381	0	0.119048	0.047619	0.142857	138	395	222	26	27	118	120	88	8	Benign	Benign	Benign
70	21	9.142857	218.528571	2,772	40.173913	15,309	263.948276	1,318	5,364	62	1,177	1,365	132	923	164	548	495	124	178	124	0.044685	0.064144	0.044685	12	61	72	1.714286	2	14	2	18	4	23	0.027778	0.194444	0.027778	0.25	0.055556	0.319444	138	392	222	26	24	118	127	87	8	Benign	Benign	Benign
41	12	13.536585	307.317073	2,149	52.414634	12,600	307.317073	1,093	4,422	45	930	1,219	103	771	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.02381	301.428571	2,179	51.880952	12,660	301.428571	1,139	4,504	46	877	1,203	105	770	142	417	402	78	118	78	0.036279	0.054884	0.036279	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	124	88	8	Benign	Benign	Benign
68	21	9.058824	213.191177	2,613	38.426471	14,511	268.722222	1,242	4,989	59	1,170	1,298	125	907	160	510	481	107	158	107	0.041201	0.060839	0.041201	12	61	72	1.714286	4	18	4	22	6	24	0.055556	0.25	0.055556	0.305556	0.083333	0.333333	138	392	222	26	24	118	127	87	8	Benign	Benign	Benign
41	12	13.414634	306.731707	2,149	52.414634	12,576	306.731707	1,091	4,415	45	930	1,212	103	771	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.047619	301.047619	2,173	51.738095	12,644	301.047619	1,139	4,494	46	877	1,201	105	770	142	417	396	78	118	78	0.036381	0.055037	0.036381	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	124	88	8	Benign	Benign	Benign
55	21	11	259.654546	2,557	46.490909	14,283	269.490566	1,210	4,858	58	1,168	1,267	123	901	159	520	477	106	156	106	0.041536	0.061129	0.041536	12	61	72	1.714286	11	13	11	17	13	19	0.166667	0.19697	0.166667	0.257576	0.19697	0.287879	138	392	222	26	24	118	127	87	8	Benign	Benign	Benign
41	12	13.390244	306.365854	2,149	52.414634	12,561	306.365854	1,089	4,408	45	930	1,209	103	771	143	416	410	87	125	87	0.040353	0.057978	0.040353	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
42	12	13.047619	301.071429	2,173	51.738095	12,645	301.071429	1,139	4,493	46	877	1,201	105	770	142	417	396	78	118	78	0.036381	0.055037	0.036381	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	124	88	8	Benign	Benign	Benign
59	23	11.084746	266.305085	2,881	48.830508	15,712	266.305085	1,285	5,289	65	1,347	1,415	136	967	178	576	522	114	170	114	0.039501	0.058905	0.039501	15	65	90	1.666667	5	5	5	9	7	13	0.078125	0.078125	0.078125	0.140625	0.109375	0.203125	138	392	222	26	24	118	127	87	8	Benign	Benign	Benign
39	12	12.461538	275.512821	1,881	48.230769	10,746	282.789474	910	3,743	42	811	1,002	96	720	136	313	309	68	102	68	0.036977	0.055465	0.036977	4	5	24	1.333333	4	5	4	9	6	11	0.093023	0.116279	0.093023	0.209302	0.139535	0.255814	138	395	222	26	27	118	125	88	8	Benign	Benign	Benign
41	12	13.512195	307.682927	2,171	52.95122	12,615	307.682927	1,089	4,424	45	930	1,218	103	777	143	419	417	89	127	89	0.040826	0.058257	0.040826	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	124	88	8	Benign	Benign	Benign
42	12	13.071429	301.238095	2,173	51.738095	12,652	301.238095	1,139	4,496	46	877	1,205	105	770	142	417	396	78	118	78	0.036381	0.055037	0.036381	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	124	88	8	Benign	Benign	Benign
41	12	13.439024	307.439024	2,133	52.02439	12,605	307.439024	1,111	4,484	45	901	1,196	103	770	141	428	399	75	112	75	0.035868	0.053563	0.035868	5	6	30	1.25	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
62	23	10.483871	236.354839	2,682	43.258065	14,660	261.785714	1,095	4,947	62	1,239	1,370	131	925	174	520	501	107	160	107	0.04003	0.059858	0.04003	16	67	96	1.777778	2	8	2	12	4	15	0.03125	0.125	0.03125	0.1875	0.0625	0.234375	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
41	12	13.512195	307.804878	2,171	52.95122	12,620	307.804878	1,090	4,425	45	930	1,219	103	777	143	419	417	89	127	89	0.040826	0.058257	0.040826	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	124	88	8	Benign	Benign	Benign
42	12	13.404762	305.52381	2,195	52.261905	12,832	305.52381	1,150	4,577	46	877	1,243	105	780	142	428	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
52	20	10.942308	242.75	2,221	43.54902	12,623	242.75	961	4,412	57	1,043	1,153	123	797	157	395	386	82	130	82	0.037358	0.059226	0.037358	6	7	36	1.2	9	9	9	13	11	17	0.147541	0.147541	0.147541	0.213115	0.180328	0.278689	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
39	12	12.384615	276.282051	1,884	48.307692	10,776	283.578947	913	3,754	42	813	1,002	96	720	136	315	311	69	103	69	0.037439	0.055887	0.037439	4	5	24	1.333333	3	4	3	8	5	10	0.071429	0.095238	0.071429	0.190476	0.119048	0.238095	138	395	222	26	27	118	125	88	8	Benign	Benign	Benign
41	12	13.439024	307.390244	2,171	52.95122	12,603	307.390244	1,091	4,426	45	930	1,214	103	777	143	409	417	89	127	89	0.040826	0.058257	0.040826	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	124	88	8	Benign	Benign	Benign
42	12	13.738095	308.309524	2,195	52.261905	12,949	308.309524	1,159	4,628	46	877	1,280	105	780	142	437	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
40	12	13.85	311.2	2,060	51.5	12,448	311.2	1,104	4,440	44	887	1,191	101	759	138	427	391	66	102	66	0.032852	0.050772	0.032852	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
55	20	10.872727	245.272727	2,385	44.166667	13,490	245.272727	1,059	4,822	60	1,037	1,248	129	817	160	434	403	85	136	85	0.035986	0.057578	0.035986	6	7	36	1.2	5	5	5	9	7	15	0.083333	0.083333	0.083333	0.15	0.116667	0.25	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
41	12	13.414634	307.170732	2,171	52.95122	12,594	307.170732	1,090	4,421	45	930	1,211	103	777	143	409	417	89	127	89	0.040826	0.058257	0.040826	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	124	88	8	Benign	Benign	Benign
42	12	13.761905	308.309524	2,195	52.261905	12,949	308.309524	1,159	4,629	46	877	1,283	105	780	142	439	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
53	20	11.415094	252.641509	2,345	44.245283	13,390	252.641509	1,063	4,757	59	1,039	1,254	127	820	161	433	398	84	134	84	0.036191	0.057734	0.036191	6	7	36	1.2	4	4	4	8	6	11	0.070175	0.070175	0.070175	0.140351	0.105263	0.192982	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
41	12	13.853659	312.731707	2,180	53.170732	12,822	312.731707	1,130	4,473	45	932	1,242	103	782	143	435	453	89	127	89	0.040658	0.058017	0.040658	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	124	88	8	Benign	Benign	Benign
42	12	13.666667	307.880952	2,195	52.261905	12,931	307.880952	1,155	4,624	46	877	1,274	105	780	142	439	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
57	20	10.929825	244.22807	2,469	44.089286	13,921	244.22807	1,163	4,985	62	1,046	1,302	133	842	165	466	407	87	140	87	0.035539	0.05719	0.035539	6	7	36	1.2	1	1	1	5	3	9	0.017241	0.017241	0.017241	0.086207	0.051724	0.155172	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
40	12	13.65	304.5	2,064	51.6	12,180	304.5	1,083	4,305	44	855	1,185	100	751	140	412	406	82	119	82	0.03969	0.057599	0.03969	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.714286	307.642857	2,195	52.261905	12,921	307.642857	1,150	4,620	46	877	1,277	105	780	142	439	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
52	21	10.903846	246.653846	2,287	43.980769	12,826	246.653846	1,082	4,457	58	1,010	1,148	125	805	160	425	390	83	132	83	0.036693	0.058355	0.036693	6	7	36	1.2	7	7	7	11	9	14	0.118644	0.118644	0.118644	0.186441	0.152542	0.237288	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
40	12	13.725	304.65	2,064	51.6	12,186	304.65	1,081	4,308	44	855	1,192	100	751	140	412	406	82	119	82	0.03969	0.057599	0.03969	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.642857	307.333333	2,195	52.261905	12,908	307.333333	1,150	4,611	46	877	1,265	105	780	142	439	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
48	19	11.104167	244.770833	2,135	44.479167	11,749	244.770833	857	3,942	52	1,080	1,010	119	786	151	350	406	78	125	78	0.035862	0.057471	0.035862	12	77	72	1.714286	0	0	0	4	2	6	0	0	0	0.083333	0.041667	0.125	138	392	222	26	24	118	122	87	8	Benign	Benign	Benign
41	14	14.195122	290.95122	2,050	50	11,929	290.95122	1,038	4,145	45	831	1,209	102	757	144	382	349	55	93	55	0.026686	0.045124	0.026686	4	5	24	1.333333	0	0	0	4	2	5	0	0	0	0.097561	0.04878	0.121951	138	395	222	26	27	118	123	88	8	Benign	Benign	Benign
42	15	13.428571	270.047619	1,961	46.690476	11,342	270.047619	998	3,996	47	759	1,165	102	727	145	353	295	44	85	44	0.022506	0.043478	0.022506	3	3	18	1	0	0	0	4	2	5	0	0	0	0.095238	0.047619	0.119048	138	395	222	26	27	118	120	88	8	Benign	Benign	Benign
50	19	11.16	249.36	2,223	44.46	12,468	249.36	1,077	4,286	55	955	1,150	121	791	152	404	380	82	129	82	0.037324	0.058716	0.037324	5	6	30	1.25	10	10	10	14	12	17	0.166667	0.166667	0.166667	0.233333	0.2	0.283333	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
40	12	13.75	304.525	2,064	51.6	12,181	304.525	1,082	4,311	44	855	1,195	100	751	140	412	406	82	119	82	0.03969	0.057599	0.03969	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.5	306.904762	2,195	52.261905	12,890	306.904762	1,153	4,608	46	877	1,253	105	780	142	439	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
51	19	10.921569	244.705882	2,255	44.215686	12,480	244.705882	1,069	4,276	56	958	1,144	123	799	154	403	383	83	131	83	0.03722	0.058744	0.03722	5	6	30	1.25	9	9	9	13	11	16	0.15	0.15	0.15	0.216667	0.183333	0.266667	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
40	12	13.75	304.275	2,064	51.6	12,171	304.275	1,080	4,308	44	855	1,197	100	751	140	412	406	82	119	82	0.03969	0.057599	0.03969	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.47619	306.785714	2,195	52.261905	12,885	306.785714	1,152	4,607	46	877	1,254	105	780	142	439	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
55	19	11.254545	248.109091	2,498	45.418182	13,646	248.109091	1,144	4,571	60	1,080	1,292	132	840	166	452	453	98	150	98	0.039389	0.060289	0.039389	7	8	42	1.166667	3	3	3	7	5	10	0.051724	0.051724	0.051724	0.12069	0.086207	0.172414	138	392	222	26	24	118	128	87	8	Benign	Benign	Benign
40	12	13.525	300.425	2,064	51.6	12,017	300.425	1,044	4,283	44	855	1,174	100	751	140	385	371	81	118	81	0.039225	0.057143	0.039225	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.47619	306.714286	2,195	52.261905	12,882	306.714286	1,150	4,606	46	877	1,254	105	780	142	439	403	80	120	80	0.0369	0.055351	0.0369	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	125	88	8	Benign	Benign	Benign
54	18	11.203704	247.574074	2,433	45.055556	13,369	247.574074	1,131	4,480	59	1,074	1,252	131	822	159	441	444	97	148	97	0.04005	0.061107	0.04005	7	8	42	1.166667	5	5	5	9	7	12	0.084746	0.084746	0.084746	0.152542	0.118644	0.20339	138	392	222	26	24	118	127	87	8	Benign	Benign	Benign
40	12	13.375	299.8	2,064	51.6	11,992	299.8	1,044	4,272	44	855	1,158	100	751	140	385	371	81	118	81	0.039225	0.057143	0.039225	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.357143	306.214286	2,195	52.261905	12,861	306.214286	1,147	4,602	46	877	1,244	105	780	142	437	403	79	119	79	0.036456	0.054915	0.036456	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	125	88	8	Benign	Benign	Benign
57	20	11.789474	255.807018	2,634	46.210526	14,581	255.807018	1,174	4,855	63	1,192	1,404	136	857	174	489	508	110	164	110	0.04173	0.062215	0.04173	13	46	78	1.3	3	3	3	7	5	10	0.05	0.05	0.05	0.116667	0.083333	0.166667	138	392	222	26	24	118	129	87	8	Benign	Benign	Benign
40	12	13.25	299.45	2,064	51.6	11,978	299.45	1,043	4,266	44	855	1,151	100	751	140	385	371	81	118	81	0.039225	0.057143	0.039225	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.214286	306.047619	2,195	52.261905	12,854	306.047619	1,149	4,601	46	877	1,234	105	780	142	437	403	79	119	79	0.036456	0.054915	0.036456	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	125	88	8	Benign	Benign	Benign
57	20	11.701754	255.824561	2,635	46.22807	14,582	255.824561	1,187	4,847	63	1,189	1,393	136	860	173	499	511	112	166	112	0.04244	0.062903	0.04244	13	46	78	1.3	3	3	3	7	5	10	0.05	0.05	0.05	0.116667	0.083333	0.166667	138	392	222	26	24	118	129	87	8	Benign	Benign	Benign
40	12	13.225	299.1	2,064	51.6	11,964	299.1	1,042	4,260	44	855	1,144	100	751	140	385	371	81	118	81	0.039225	0.057143	0.039225	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.261905	306.142857	2,195	52.261905	12,858	306.142857	1,148	4,600	46	877	1,240	105	780	142	437	403	79	119	79	0.036456	0.054915	0.036456	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	125	88	8	Benign	Benign	Benign
57	20	11.491228	254.403509	2,635	46.22807	14,501	254.403509	1,185	4,820	63	1,189	1,365	136	856	173	499	511	112	166	112	0.04244	0.062903	0.04244	13	46	78	1.3	3	3	3	7	5	10	0.05	0.05	0.05	0.116667	0.083333	0.166667	138	392	222	26	24	118	129	87	8	Benign	Benign	Benign
40	12	13.25	299.45	2,064	51.6	11,978	299.45	1,044	4,263	44	855	1,147	100	751	140	385	371	81	118	81	0.039225	0.057143	0.039225	5	6	30	1.25	1	1	1	5	3	7	0.02439	0.02439	0.02439	0.121951	0.073171	0.170732	138	395	222	26	27	118	124	88	8	Benign	Benign	Benign
42	12	13.285714	305.928571	2,195	52.261905	12,849	305.928571	1,146	4,594	46	877	1,237	105	780	142	437	403	79	119	79	0.036456	0.054915	0.036456	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	125	88	8	Benign	Benign	Benign