Datasets:

xpertsystems
/

cyb003-sample

sample_id,family_id,threat_actor_id,malware_family,threat_actor_tier,target_platform,campaign_attribution_cluster,obfuscation_complexity_score,total_api_calls,unique_api_calls,registry_mutations_total,files_mutated_count,network_connections_total,lateral_propagation_count,c2_sessions_established,execution_duration_steps,av_detection_flag,edr_detection_flag,sandbox_evasion_success,definitive_detection_flag,privilege_escalated_flag,data_exfiltrated_flag,dwell_time_ratio,family_attribution_confidence,lotl_technique_count,packer_detected_flag,threat_actor_roi_score,coordinated_campaign_flag,campaign_success_flag
S0000_0000,RAN00000,TA0000,ransomware,commodity,linux_rhel_9,7,0.3459,128,96,14,12,22,1,5,50,0,0,0,0,0,1,0.1688,0.6846,1,1,0.862,1,1
S0000_0001,BOT00001,TA0000,botnet_agent,commodity,macos_ventura,5,0.3239,210,165,5,12,8,0,0,30,1,1,0,0,1,0,0.1701,0.6652,1,0,0.0,1,0
S0000_0002,CRY00002,TA0000,cryptominer,apt,windows_10_enterprise,8,0.5115,585,64,11,17,21,0,3,45,0,1,1,1,0,0,0.3159,0.6674,1,1,0.191,1,1
S0000_0003,SPY00003,TA0000,spyware,apt,windows_server_2022,8,0.7117,434,372,9,11,21,0,2,60,0,1,0,1,1,0,0.3279,0.7068,1,0,0.1459,1,1
S0000_0004,SPY00004,TA0000,spyware,apt,windows_10_enterprise,8,0.7259,349,224,8,9,19,0,5,47,0,1,0,0,1,0,0.2995,0.678,0,0,0.0,1,0
S0000_0005,APT00005,TA0000,apt_implant,apt,windows_server_2022,0,1.0,1152,882,21,12,27,2,3,40,0,0,0,0,0,1,0.3088,0.6718,0,0,0.2208,1,1
S0000_0006,RAN00006,TA0000,ransomware,crimeware,windows_10_enterprise,1,0.4357,413,388,8,15,22,0,3,58,0,0,1,1,1,1,0.2699,0.6845,1,1,0.0,1,0
S0000_0007,CRY00007,TA0000,cryptominer,crimeware,windows_server_2022,11,0.387,514,363,13,13,19,0,2,55,1,0,0,0,1,1,0.2882,0.7019,0,0,0.0,1,0
S0000_0008,ROO00008,TA0000,rootkit,commodity,linux_ubuntu_22,2,0.5596,270,60,5,15,20,0,4,49,0,0,0,0,1,0,0.1467,0.7187,0,0,0.0,1,0
S0000_0009,RAN00009,TA0000,ransomware,commodity,linux_ubuntu_22,4,0.3585,692,258,3,8,11,0,7,28,1,1,0,0,1,0,0.2,0.6773,0,0,0.0,1,0
S0001_0000,FIL00010,TA0001,fileless_malware,apt,windows_10_enterprise,4,0.9857,651,381,11,11,22,0,4,25,1,0,1,1,0,0,0.2868,0.6965,1,0,0.0,1,0
S0001_0001,DRO00011,TA0001,dropper,crimeware,android_13,10,0.62,210,125,6,9,22,0,1,30,0,1,1,1,0,0,0.2161,0.66,2,0,0.0,1,0
S0001_0002,BOT00012,TA0001,botnet_agent,crimeware,windows_10_enterprise,2,0.4712,496,222,9,14,16,0,3,35,0,0,1,1,1,0,0.2587,0.6507,3,1,0.0,1,0
S0001_0003,BOT00013,TA0001,botnet_agent,apt,windows_10_enterprise,2,0.6177,107,78,14,12,14,0,5,34,0,0,0,0,0,1,0.322,0.6749,4,0,0.0,1,0
S0001_0004,BOT00014,TA0001,botnet_agent,crimeware,windows_server_2022,5,0.484,502,316,10,8,22,0,4,41,0,1,0,1,0,1,0.253,0.6862,0,1,0.0729,1,1
S0001_0005,BOT00015,TA0001,botnet_agent,crimeware,windows_11_pro,8,0.4521,268,162,8,17,21,2,5,59,0,0,0,0,0,0,0.245,0.7126,0,0,0.0,1,0
S0001_0006,FIL00016,TA0001,fileless_malware,crimeware,linux_rhel_9,10,0.6866,500,291,7,12,26,1,3,41,1,1,1,1,1,1,0.2269,0.7202,2,1,0.0,1,0
S0001_0007,TRO00017,TA0001,trojan,crimeware,linux_rhel_9,2,0.5276,525,348,13,13,15,0,2,56,0,0,0,0,0,0,0.2284,0.6844,1,0,0.0,1,0
S0001_0008,APT00018,TA0001,apt_implant,commodity,windows_10_enterprise,2,0.5858,537,421,10,14,15,0,2,29,1,0,0,1,1,0,0.1695,0.6806,1,1,0.1495,1,1
S0001_0009,SPY00019,TA0001,spyware,crimeware,embedded_ot_firmware,4,0.5357,227,191,7,13,19,1,5,56,1,0,0,1,1,0,0.2246,0.6878,1,1,0.0,1,0
S0002_0000,FIL00020,TA0002,fileless_malware,commodity,windows_10_enterprise,9,0.5981,276,161,5,14,27,0,8,26,0,0,1,0,1,0,0.1616,0.6663,0,0,0.0,1,0
S0002_0001,WOR00021,TA0002,worm,crimeware,windows_11_pro,1,0.4361,183,166,8,9,23,1,5,29,0,0,0,0,0,0,0.1938,0.6682,3,0,0.0,1,0
S0002_0002,TRO00022,TA0002,trojan,apt,windows_10_enterprise,0,0.7175,613,253,8,8,17,0,1,44,1,0,1,0,0,0,0.3057,0.6993,3,0,0.3861,1,1
S0002_0003,DRO00023,TA0002,dropper,commodity,android_13,11,0.4615,436,203,9,8,11,0,2,51,1,1,0,1,1,1,0.1333,0.7015,2,1,0.0,1,0
S0002_0004,BOT00024,TA0002,botnet_agent,commodity,windows_10_enterprise,6,0.3886,140,40,9,10,17,0,2,32,1,0,0,1,0,0,0.1382,0.6809,0,1,0.106,1,1
S0002_0005,CRY00025,TA0002,cryptominer,commodity,windows_10_enterprise,4,0.2778,755,376,16,16,15,0,2,36,1,0,1,1,1,1,0.1512,0.7154,0,1,0.0,1,0
S0002_0006,SPY00026,TA0002,spyware,commodity,windows_11_pro,2,0.3812,607,408,8,11,16,0,2,35,0,0,0,1,0,0,0.1446,0.6843,0,1,0.0,1,0
S0002_0007,APT00027,TA0002,apt_implant,apt,embedded_ot_firmware,0,1.0,513,439,8,12,15,0,1,29,0,0,0,0,0,0,0.326,0.6673,0,1,0.0,1,0
S0002_0008,FIL00028,TA0002,fileless_malware,crimeware,macos_ventura,6,0.7491,1050,725,4,13,16,0,2,53,0,0,0,1,1,1,0.2622,0.6845,1,0,0.0,1,0
S0002_0009,SPY00029,TA0002,spyware,apt,linux_ubuntu_22,2,0.7075,318,101,8,10,17,0,0,53,0,0,0,0,0,0,0.3057,0.7325,6,0,0.0,1,0
S0003_0000,SPY00030,TA0003,spyware,apt,macos_ventura,3,0.7541,462,130,8,8,15,0,2,48,0,1,0,1,1,0,0.3212,0.674,2,0,0.0,1,0
S0003_0001,ROO00031,TA0003,rootkit,crimeware,macos_ventura,2,0.694,491,407,9,13,26,0,3,51,0,0,0,0,0,1,0.2089,0.6744,1,1,0.224,1,1
S0003_0002,RAN00032,TA0003,ransomware,apt,windows_11_pro,1,0.6735,445,174,10,9,23,0,2,25,0,0,1,0,0,0,0.334,0.6687,4,0,0.6522,1,1
S0003_0003,FIL00033,TA0003,fileless_malware,commodity,windows_10_enterprise,6,0.5865,412,341,9,14,8,0,6,25,0,0,0,0,1,0,0.1454,0.6738,1,0,0.0,1,0
S0003_0004,APT00034,TA0003,apt_implant,commodity,linux_ubuntu_22,4,0.561,387,241,11,12,25,0,2,40,0,0,0,0,1,1,0.1526,0.6752,0,0,0.1548,1,1
S0003_0005,RAN00035,TA0003,ransomware,commodity,windows_server_2022,2,0.3323,464,189,6,18,21,0,2,27,1,0,0,0,0,0,0.1269,0.688,1,1,0.0,1,0
S0003_0006,APT00036,TA0003,apt_implant,apt,windows_11_pro,5,1.0,108,44,10,15,19,2,4,42,0,0,1,0,1,1,0.3212,0.6942,1,1,0.5129,1,1
S0003_0007,APT00037,TA0003,apt_implant,crimeware,windows_10_enterprise,11,0.831,238,204,10,17,24,1,5,57,0,0,0,0,1,1,0.208,0.6839,1,1,0.0,1,0
S0003_0008,ROO00038,TA0003,rootkit,commodity,linux_ubuntu_22,6,0.4877,296,77,2,6,16,1,3,31,1,0,0,0,1,0,0.1119,0.7233,1,1,0.0,1,0
S0003_0009,CRY00039,TA0003,cryptominer,crimeware,windows_10_enterprise,0,0.3622,372,288,7,14,21,0,3,49,0,0,0,0,0,1,0.2554,0.6529,2,1,0.6737,1,1
S0004_0000,TRO00040,TA0004,trojan,commodity,android_13,10,0.4154,474,269,12,18,16,0,2,45,1,1,0,0,1,1,0.1308,0.703,0,1,0.0,1,0
S0004_0001,BOT00041,TA0004,botnet_agent,apt,windows_10_enterprise,3,0.5885,420,403,5,9,19,0,2,54,0,0,0,0,1,1,0.3012,0.7056,1,0,0.0,1,0
S0004_0002,BOT00042,TA0004,botnet_agent,crimeware,windows_10_enterprise,5,0.4603,161,57,10,14,19,0,4,34,1,0,1,0,0,1,0.2392,0.7337,1,0,0.5718,1,1
S0004_0003,WOR00043,TA0004,worm,crimeware,linux_rhel_9,4,0.4219,1074,1046,9,16,14,1,4,46,1,0,0,0,1,0,0.2251,0.7233,3,1,0.1769,1,1
S0004_0004,RAN00044,TA0004,ransomware,crimeware,windows_10_enterprise,1,0.4805,334,259,11,6,19,0,5,37,0,1,1,1,0,1,0.2054,0.7133,2,1,0.0,1,0
S0004_0005,DRO00045,TA0004,dropper,crimeware,windows_10_enterprise,0,0.6297,169,124,7,9,21,1,2,42,0,0,1,0,1,0,0.244,0.6484,1,0,0.0,1,0
S0004_0006,SPY00046,TA0004,spyware,crimeware,windows_server_2022,1,0.6013,430,288,11,16,19,0,1,38,0,0,1,1,0,0,0.2129,0.7044,0,0,0.1496,1,1
S0004_0007,APT00047,TA0004,apt_implant,commodity,macos_ventura,4,0.5709,97,54,5,11,21,0,1,29,0,1,0,0,1,0,0.1469,0.6466,0,1,0.1768,1,1
S0004_0008,CRY00048,TA0004,cryptominer,commodity,windows_10_enterprise,11,0.2781,331,193,9,16,23,1,2,52,0,1,0,1,1,1,0.1509,0.6418,2,0,0.0592,1,1
S0004_0009,BOT00049,TA0004,botnet_agent,nation_state,windows_10_enterprise,1,0.7961,291,196,5,15,16,1,3,42,0,1,1,1,1,1,0.3724,0.6804,1,0,0.0,1,0
S0005_0000,BOT00050,TA0005,botnet_agent,nation_state,linux_ubuntu_22,10,0.8129,376,156,9,10,13,0,1,56,0,1,1,1,1,1,0.3762,0.6377,1,1,0.0,1,0
S0005_0001,TRO00051,TA0005,trojan,apt,embedded_ot_firmware,1,0.6984,542,345,10,13,15,0,3,38,0,0,0,1,0,1,0.3395,0.6388,1,1,0.0,1,0
S0005_0002,WOR00052,TA0005,worm,commodity,windows_11_pro,10,0.3647,285,133,7,13,17,0,0,60,0,1,0,1,0,0,0.179,0.6761,1,0,0.0,1,0
S0005_0003,SPY00053,TA0005,spyware,nation_state,windows_10_enterprise,0,0.9224,210,93,12,10,18,0,3,47,0,0,0,0,0,1,0.3647,0.6733,2,1,0.3031,1,1
S0005_0004,SPY00054,TA0005,spyware,apt,windows_10_enterprise,0,0.7579,413,99,9,12,21,1,1,59,0,1,1,1,1,0,0.3398,0.6692,1,0,0.0,1,0
S0005_0005,RAN00055,TA0005,ransomware,apt,windows_10_enterprise,8,0.6248,272,170,14,8,21,0,4,45,0,0,0,0,0,0,0.3249,0.635,0,1,0.0,1,0
S0005_0006,FIL00056,TA0005,fileless_malware,crimeware,windows_10_enterprise,0,0.6918,243,184,3,14,11,0,2,54,0,1,0,1,0,1,0.2292,0.6717,1,0,0.0,1,0
S0005_0007,TRO00057,TA0005,trojan,commodity,windows_server_2022,1,0.3612,557,535,7,14,17,0,5,50,0,1,0,1,1,0,0.1431,0.7143,0,0,0.0,1,0
S0005_0008,BOT00058,TA0005,botnet_agent,commodity,windows_10_enterprise,0,0.3419,612,146,5,10,15,1,2,33,0,1,0,1,0,0,0.1638,0.6733,1,0,0.0904,1,1
S0005_0009,CRY00059,TA0005,cryptominer,nation_state,windows_11_pro,7,0.6489,333,182,5,12,22,0,6,38,0,0,1,0,1,1,0.3687,0.7127,2,0,0.0,1,0
S0006_0000,DRO00060,TA0006,dropper,crimeware,windows_server_2022,4,0.6161,758,376,10,9,18,0,4,51,1,0,0,0,0,0,0.2137,0.7424,2,0,0.0,1,0
S0006_0001,BOT00061,TA0006,botnet_agent,commodity,windows_server_2022,11,0.3623,637,421,10,6,22,0,2,53,0,0,0,0,1,1,0.1003,0.7102,2,1,0.0,1,0
S0006_0002,WOR00062,TA0006,worm,crimeware,windows_10_enterprise,9,0.4036,735,302,9,16,23,1,2,52,0,0,0,1,1,1,0.2653,0.7015,1,1,0.0,1,0
S0006_0003,DRO00063,TA0006,dropper,crimeware,linux_rhel_9,1,0.6033,800,724,10,15,16,0,3,52,0,0,1,0,1,1,0.1951,0.6915,0,0,0.0,1,0
S0006_0004,SPY00064,TA0006,spyware,commodity,linux_ubuntu_22,10,0.3967,638,526,7,9,23,1,1,33,0,1,0,1,1,0,0.1913,0.6707,0,1,0.0,1,0
S0006_0005,WOR00065,TA0006,worm,apt,linux_ubuntu_22,9,0.5611,230,148,9,16,23,2,4,51,0,0,1,1,0,0,0.3317,0.695,0,1,0.0,1,0
S0006_0006,DRO00066,TA0006,dropper,apt,windows_10_enterprise,8,0.803,303,165,4,10,16,1,2,27,0,0,1,0,1,0,0.3109,0.673,5,0,0.0,1,0
S0006_0007,WOR00067,TA0006,worm,apt,windows_10_enterprise,6,0.571,594,543,9,15,17,2,4,41,0,0,1,1,0,0,0.3453,0.7284,0,0,0.0,1,0
S0006_0008,RAN00068,TA0006,ransomware,crimeware,android_13,2,0.4298,352,256,5,7,10,0,2,60,1,1,1,0,1,0,0.2651,0.6911,1,0,0.0234,1,1
S0006_0009,SPY00069,TA0006,spyware,crimeware,windows_11_pro,2,0.5554,172,100,4,4,17,0,5,38,1,0,1,1,0,0,0.2596,0.6877,1,1,0.0,1,0
S0007_0000,BOT00070,TA0007,botnet_agent,crimeware,windows_10_enterprise,2,0.4638,461,250,9,10,20,0,6,32,0,1,1,1,0,0,0.219,0.6872,2,0,0.0,1,0
S0007_0001,TRO00071,TA0007,trojan,crimeware,windows_11_pro,3,0.5438,284,145,11,11,18,1,5,54,1,1,1,1,1,1,0.2378,0.6797,3,1,0.1278,1,1
S0007_0002,SPY00072,TA0007,spyware,commodity,windows_server_2022,10,0.4044,573,444,5,16,21,0,3,58,0,0,0,1,1,1,0.1388,0.6352,1,0,0.0,1,0
S0007_0003,TRO00073,TA0007,trojan,crimeware,embedded_ot_firmware,0,0.54,338,75,16,17,30,0,6,59,0,0,1,0,0,0,0.2459,0.7191,2,0,0.0,1,0
S0007_0004,CRY00074,TA0007,cryptominer,commodity,windows_10_enterprise,9,0.339,1046,789,6,16,32,0,2,24,0,0,0,0,0,0,0.1525,0.6171,1,1,0.7932,1,1
S0007_0005,SPY00075,TA0007,spyware,crimeware,android_13,5,0.5422,677,370,9,14,22,0,4,45,1,0,1,1,1,1,0.2278,0.6758,0,0,0.0,1,0
S0007_0006,WOR00076,TA0007,worm,crimeware,windows_10_enterprise,0,0.4443,461,218,10,9,15,0,2,43,1,1,0,0,0,1,0.207,0.6753,2,1,0.0385,1,1
S0007_0007,ROO00077,TA0007,rootkit,commodity,windows_server_2022,0,0.5724,211,164,7,11,15,0,6,56,0,1,1,1,0,0,0.1714,0.6819,0,1,0.255,1,1
S0007_0008,FIL00078,TA0007,fileless_malware,commodity,windows_server_2022,10,0.4963,393,297,6,9,9,0,3,44,0,1,0,1,0,0,0.1898,0.6152,1,1,0.0,1,0
S0007_0009,CRY00079,TA0007,cryptominer,crimeware,windows_10_enterprise,5,0.3677,788,278,11,11,13,1,6,42,0,0,0,0,1,1,0.242,0.7092,2,1,0.0,1,0
S0008_0000,DRO00080,TA0008,dropper,commodity,windows_10_enterprise,2,0.5215,449,380,14,16,18,0,3,57,0,0,0,0,0,0,0.1622,0.694,0,1,0.0,1,0
S0008_0001,SPY00081,TA0008,spyware,nation_state,windows_11_pro,3,0.9258,304,159,9,10,18,0,2,53,0,1,1,1,1,1,0.383,0.692,7,0,0.1655,1,1
S0008_0002,TRO00082,TA0008,trojan,crimeware,embedded_ot_firmware,11,0.531,432,196,5,11,13,0,2,53,0,0,0,0,1,0,0.2801,0.6637,3,1,0.6242,1,1
S0008_0003,APT00083,TA0008,apt_implant,crimeware,windows_server_2022,6,0.7247,325,179,9,8,15,1,1,60,0,0,0,0,1,1,0.2831,0.706,0,1,0.0,1,0
S0008_0004,CRY00084,TA0008,cryptominer,crimeware,android_13,1,0.3906,339,251,8,7,20,0,4,41,1,1,0,1,1,0,0.2479,0.6307,2,1,0.1715,1,1
S0008_0005,BOT00085,TA0008,botnet_agent,commodity,linux_rhel_9,0,0.3674,414,320,13,9,15,0,4,27,1,0,1,1,1,0,0.141,0.7165,0,1,0.0,1,0
S0008_0006,RAN00086,TA0008,ransomware,nation_state,windows_11_pro,5,0.7548,349,292,6,13,18,1,2,36,1,1,0,0,1,1,0.3538,0.7326,2,1,0.0,1,0
S0008_0007,WOR00087,TA0008,worm,crimeware,linux_ubuntu_22,2,0.4328,272,218,11,16,17,2,1,52,0,0,1,0,0,0,0.2411,0.7245,0,0,0.0,1,0
S0008_0008,BOT00088,TA0008,botnet_agent,apt,windows_10_enterprise,1,0.575,763,589,4,9,16,2,3,38,0,0,0,0,0,1,0.3428,0.6743,6,0,0.0,1,0
S0008_0009,APT00089,TA0008,apt_implant,commodity,windows_10_enterprise,7,0.6262,195,113,8,10,26,1,2,35,0,1,0,1,1,0,0.1649,0.7157,1,0,0.0,1,0
S0009_0000,SPY00090,TA0009,spyware,crimeware,linux_rhel_9,3,0.6025,356,261,8,11,14,0,3,26,1,0,1,1,0,0,0.2522,0.7032,1,1,0.0,1,0
S0009_0001,APT00091,TA0009,apt_implant,crimeware,linux_ubuntu_22,11,0.7276,294,214,5,9,23,0,2,32,0,1,0,0,0,0,0.2476,0.589,1,1,0.0,1,0
S0009_0002,APT00092,TA0009,apt_implant,nation_state,windows_10_enterprise,9,1.0,188,170,10,8,13,2,5,40,0,0,1,0,1,1,0.3345,0.6676,3,1,0.0,1,0
S0009_0003,WOR00093,TA0009,worm,crimeware,windows_11_pro,8,0.4004,326,203,9,8,17,4,1,27,0,1,1,1,1,0,0.2065,0.7171,1,1,0.0,1,0
S0009_0004,APT00094,TA0009,apt_implant,crimeware,windows_server_2022,5,0.7797,311,189,10,20,12,0,0,58,0,0,1,1,0,1,0.2068,0.6568,5,0,0.0,1,0
S0009_0005,ROO00095,TA0009,rootkit,commodity,macos_ventura,7,0.5192,568,171,5,13,18,0,3,37,0,0,0,1,1,0,0.1392,0.6655,3,0,0.1176,1,1
S0009_0006,ROO00096,TA0009,rootkit,crimeware,windows_server_2022,2,0.6735,1075,880,10,14,10,0,4,42,1,0,0,1,0,1,0.2557,0.6799,0,1,0.0,1,0
S0009_0007,CRY00097,TA0009,cryptominer,crimeware,windows_11_pro,7,0.4096,404,351,8,13,13,0,2,44,1,0,1,1,1,0,0.2222,0.7118,3,0,0.0,1,0
S0009_0008,CRY00098,TA0009,cryptominer,crimeware,windows_11_pro,4,0.4154,153,90,18,15,21,0,1,37,0,1,0,1,1,1,0.2262,0.7247,0,0,0.0,1,0
S0009_0009,TRO00099,TA0009,trojan,commodity,windows_11_pro,3,0.3467,529,394,11,12,24,0,3,57,1,0,1,0,1,1,0.152,0.6584,0,1,0.0,1,0