Datasets:

suku9

/

ns_data

like 0

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 15, 'duration': 0.0, 'src_bytes': 0.3695652173913043, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0070921985815602835, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.010989010989011, 'diff_srv_rate': 2.5, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.5368421052631579, 'dst_host_diff_srv_rate': 8.285714285714285, 'dst_host_same_src_port_rate': 14.666666666666668, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': True, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.7730496453900709, 'srv_count': -0.125, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0439560439560438, 'diff_srv_rate': 1.1666666666666667, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.1510204081632653, 'dst_host_same_srv_rate': -0.4315789473684211, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6811594202898551, 'dst_bytes': 15.800387596899224, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.06382978723404255, 'srv_count': -0.1875, 'serror_rate': 0.2, 'srv_serror_rate': 0.2, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.300578034682081, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.5, 'dst_host_srv_diff_host_rate': 2.0, 'dst_host_serror_rate': 0.03, 'dst_host_srv_serror_rate': 0.01, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.01, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.5615942028985508, 'dst_bytes': 0.813953488372093, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.11347517730496454, 'srv_count': 1.5, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.09, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.7588652482269503, 'srv_count': 0.6875, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -0.923076923076923, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.17959183673469387, 'dst_host_same_srv_rate': -0.4631578947368421, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.0780141843971631, 'srv_count': 0.0625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0439560439560438, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.22040816326530613, 'dst_host_same_srv_rate': -0.4947368421052632, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.7304964539007093, 'srv_count': 0.5, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.945054945054945, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.19591836734693877, 'dst_host_same_srv_rate': -0.4736842105263158, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.8156028368794326, 'srv_count': 0.9375, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.16326530612244897, 'dst_host_same_srv_rate': -0.4421052631578948, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': True, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.8439716312056738, 'srv_count': 0.0, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0329670329670328, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.20408163265306123, 'dst_host_same_srv_rate': -0.48421052631578954, 'dst_host_diff_srv_rate': 0.5714285714285713, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.3546099290780143, 'srv_count': 0.25, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -1.0329670329670328, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.20816326530612245, 'dst_host_same_srv_rate': -0.48421052631578954, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.3120567375886525, 'srv_count': -0.3125, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0769230769230769, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.20408163265306123, 'dst_host_same_srv_rate': -0.48421052631578954, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.8804347826086957, 'dst_bytes': 4.362403100775194, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07801418439716312, 'srv_count': -0.0625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.43, 'dst_host_count': -1.4277456647398843, 'dst_host_srv_count': 0.636734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 2.0, 'dst_host_srv_diff_host_rate': 1.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 15, 'duration': 0.0, 'src_bytes': 1.0507246376811594, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.4624277456647399, 'dst_host_srv_count': -0.17551020408163265, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 16.666666666666668, 'dst_host_srv_diff_host_rate': 10.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': True, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.553191489361702, 'srv_count': -0.4375, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0989010989010988, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.5368421052631579, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': True, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.5815602836879432, 'srv_count': 0.5, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.9120879120879121, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24897959183673468, 'dst_host_same_srv_rate': -0.5263157894736842, 'dst_host_diff_srv_rate': 0.5714285714285713, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': True, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.927536231884058, 'dst_bytes': 26.72093023255814, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0425531914893617, 'srv_count': 0.0625, 'serror_rate': 0.0, 'srv_serror_rate': 0.11, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.22, 'dst_host_count': -0.9479768786127167, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 1.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.09420289855072464, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.4682080924855492, 'dst_host_srv_count': -0.19183673469387755, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 16.666666666666668, 'dst_host_srv_diff_host_rate': 50.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': True, 'protocol_type_tcp': False, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': True, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6847826086956522, 'dst_bytes': 1.193798449612403, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07801418439716312, 'srv_count': -0.3125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.092485549132948, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.33333333333333337, 'dst_host_srv_diff_host_rate': 1.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.02, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 1.0833333333333333, 'dst_bytes': 2.2829457364341086, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.03546099290780142, 'srv_count': 0.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.2, 'dst_host_count': -0.5664739884393064, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 2.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.4822695035460993, 'srv_count': 0.9375, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.989010989010989, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.16326530612244897, 'dst_host_same_srv_rate': -0.4421052631578948, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': True, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.8865248226950355, 'srv_count': 0.5625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0329670329670328, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.09826589595375723, 'dst_host_srv_count': -0.18775510204081633, 'dst_host_same_srv_rate': -0.4631578947368421, 'dst_host_diff_srv_rate': 0.5714285714285713, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.99, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.7572463768115942, 'dst_bytes': 23.07170542635659, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0425531914893617, 'srv_count': 0.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.2, 'dst_host_count': -0.9710982658959537, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 1.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 5607.0, 'src_bytes': 0.37318840579710144, 'dst_bytes': 0.20348837209302326, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.5368421052631579, 'dst_host_diff_srv_rate': 11.857142857142856, 'dst_host_same_src_port_rate': 16.666666666666668, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': True, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.6595744680851063, 'srv_count': -0.375, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0879120879120878, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24897959183673468, 'dst_host_same_srv_rate': -0.5263157894736842, 'dst_host_diff_srv_rate': 0.5714285714285713, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': True, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 507.0, 'src_bytes': 1.423913043478261, 'dst_bytes': 27.947674418604652, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 3.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 1.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.15510204081632653, 'dst_host_same_srv_rate': -0.4315789473684211, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.53, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.02, 'dst_host_srv_rerror_rate': 0.16, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': True, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.8794326241134751, 'srv_count': -0.0625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.065934065934066, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.20408163265306123, 'dst_host_same_srv_rate': -0.48421052631578954, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6630434782608695, 'dst_bytes': 12.767441860465116, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.06382978723404255, 'srv_count': 0.875, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.18, 'dst_host_count': -1.2254335260115607, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.33333333333333337, 'dst_host_srv_diff_host_rate': 7.000000000000001, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.56, 'dst_host_srv_rerror_rate': 0.57, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6195652173913043, 'dst_bytes': 20.3468992248062, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.0, 'srv_count': 0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.7137681159420289, 'dst_bytes': 2.7131782945736433, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.1347517730496454, 'srv_count': 1.5625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.03, 'srv_rerror_rate': 0.03, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 17, 'duration': 0.0, 'src_bytes': -0.13043478260869565, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': 0.25, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 1.0, 'dst_host_count': -1.4682080924855492, 'dst_host_srv_count': -0.04081632653061224, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 16.666666666666668, 'dst_host_srv_diff_host_rate': 25.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': True, 'protocol_type_tcp': False, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': True, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.3049645390070922, 'srv_count': 0.5, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.7912087912087912, 'diff_srv_rate': 1.1666666666666667, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.0163265306122449, 'dst_host_same_srv_rate': -0.2947368421052632, 'dst_host_diff_srv_rate': 0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': True, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.9384057971014492, 'dst_bytes': 1.0755813953488371, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.03546099290780142, 'srv_count': 0.0625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.4219653179190752, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 1.8333333333333335, 'dst_host_srv_diff_host_rate': 0.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -0.5494505494505494, 'diff_srv_rate': 16.666666666666668, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.5368421052631579, 'dst_host_diff_srv_rate': 4.142857142857142, 'dst_host_same_src_port_rate': 4.666666666666667, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.29, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': 0.0036231884057971015, 'dst_bytes': 0.0872093023255814, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.1843971631205674, 'srv_count': 10.8125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.763265306122449, 'dst_host_same_srv_rate': 0.49473684210526314, 'dst_host_diff_srv_rate': -0.14285714285714285, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': True, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 1.0, 'src_bytes': 0.2210144927536232, 'dst_bytes': 0.28488372093023256, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.2369942196531791, 'dst_host_srv_count': -0.23673469387755103, 'dst_host_same_srv_rate': -0.41052631578947374, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.8333333333333334, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.0036231884057971015, 'dst_bytes': 0.08333333333333333, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.7659574468085106, 'srv_count': 12.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.01, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': True, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.3546099290780143, 'srv_count': 0.5625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.010989010989011, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.18775510204081633, 'dst_host_same_srv_rate': -0.4631578947368421, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': True, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 1.0144927536231885, 'dst_bytes': 4.461240310077519, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.05673758865248227, 'srv_count': 1.25, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.14, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.5177304964539007, 'srv_count': 0.3125, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0329670329670328, 'diff_srv_rate': 1.1666666666666667, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.20408163265306123, 'dst_host_same_srv_rate': -0.48421052631578954, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': True, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.2553191489361702, 'srv_count': 0.1875, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.8571428571428571, 'diff_srv_rate': 1.3333333333333335, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.0, 'dst_host_same_srv_rate': -0.2736842105263158, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': True, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.7588652482269505, 'srv_count': 0.25, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0439560439560438, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.22040816326530613, 'dst_host_same_srv_rate': -0.4947368421052632, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': True, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 2.0, 'src_bytes': 5.605072463768116, 'dst_bytes': 0.7209302325581395, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 1.0, 'dst_host_count': -0.4277456647398844, 'dst_host_srv_count': 0.34285714285714286, 'dst_host_same_srv_rate': 0.31578947368421056, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': True, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 9052.0, 'src_bytes': 0.3695652173913043, 'dst_bytes': 0.20348837209302326, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07092198581560284, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.5494505494505494, 'diff_srv_rate': 8.333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24897959183673468, 'dst_host_same_srv_rate': -0.5263157894736842, 'dst_host_diff_srv_rate': 9.142857142857142, 'dst_host_same_src_port_rate': 16.5, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': True, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.8913043478260869, 'dst_bytes': 5.825581395348837, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.02127659574468085, 'srv_count': 0.1875, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.6666666666666666, 'srv_count': 0.1875, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.989010989010989, 'diff_srv_rate': 1.3333333333333335, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.21224489795918366, 'dst_host_same_srv_rate': -0.4947368421052632, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': True, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 16, 'duration': 0.0, 'src_bytes': -0.057971014492753624, 'dst_bytes': 0.0, 'wrong_fragment': 3.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.46808510638297873, 'srv_count': 4.5, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.06938775510204082, 'dst_host_same_srv_rate': -0.2105263157894737, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 5.166666666666667, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.7644927536231884, 'dst_bytes': 1.6686046511627908, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.2127659574468085, 'srv_count': 2.25, 'serror_rate': 0.02, 'srv_serror_rate': 0.02, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 12, 'duration': 0.0, 'src_bytes': 1.0507246376811594, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.4508670520231215, 'dst_host_srv_count': -0.10204081632653061, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 16.666666666666668, 'dst_host_srv_diff_host_rate': 9.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': True, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.7304964539007093, 'srv_count': 0.5625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.021978021978022, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.23673469387755103, 'dst_host_same_srv_rate': -0.5157894736842106, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': True, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.9347826086956522, 'dst_bytes': 0.9651162790697675, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.028368794326241134, 'srv_count': 0.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.7167630057803468, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 2.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.3333333333333333, 'srv_count': -0.25, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -1.021978021978022, 'diff_srv_rate': 1.6666666666666667, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24081632653061225, 'dst_host_same_srv_rate': -0.5157894736842106, 'dst_host_diff_srv_rate': 0.857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 15, 'duration': 0.0, 'src_bytes': -0.057971014492753624, 'dst_bytes': 0.0, 'wrong_fragment': 3.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24897959183673468, 'dst_host_same_srv_rate': -0.5263157894736842, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.77, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6376811594202898, 'dst_bytes': 2.7093023255813953, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.0851063829787234, 'srv_count': 2.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.05, 'dst_host_count': -1.323699421965318, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.6666666666666667, 'dst_host_srv_diff_host_rate': 1.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.0036231884057971015, 'dst_bytes': 0.13372093023255813, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.75177304964539, 'srv_count': 7.0, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7428571428571429, 'dst_host_same_srv_rate': 0.47368421052631576, 'dst_host_diff_srv_rate': -0.14285714285714285, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': True, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.0, 'dst_bytes': 0.25775193798449614, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.41843971631205673, 'srv_count': 4.1875, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.03, 'dst_host_count': -0.7687861271676301, 'dst_host_srv_count': 0.6081632653061224, 'dst_host_same_srv_rate': 0.3894736842105263, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 14.666666666666668, 'dst_host_srv_diff_host_rate': 0.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.08, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': True, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 17, 'duration': 0.0, 'src_bytes': -0.13043478260869565, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': 0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 1.0, 'dst_host_count': -1.4624277456647399, 'dst_host_srv_count': -0.06938775510204082, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 16.666666666666668, 'dst_host_srv_diff_host_rate': 13.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': True, 'protocol_type_tcp': False, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': True, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.8581560283687943, 'srv_count': 0.0625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.021978021978022, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.21224489795918366, 'dst_host_same_srv_rate': -0.4947368421052632, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': True, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.07092198581560284, 'srv_count': 0.25, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.5494505494505494, 'diff_srv_rate': 1.3333333333333335, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.0163265306122449, 'dst_host_same_srv_rate': -0.2947368421052632, 'dst_host_diff_srv_rate': 0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': True, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.0036231884057971015, 'dst_bytes': 0.08333333333333333, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.950354609929078, 'srv_count': 13.75, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.01, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': True, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 2.1630434782608696, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.4624277456647399, 'dst_host_srv_count': -0.061224489795918366, 'dst_host_same_srv_rate': -0.2736842105263158, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 4.166666666666667, 'dst_host_srv_diff_host_rate': 2.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': True, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.3617021276595744, 'srv_count': -0.25, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -1.0769230769230769, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24081632653061225, 'dst_host_same_srv_rate': -0.5157894736842106, 'dst_host_diff_srv_rate': 0.857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.1418439716312057, 'srv_count': -0.4375, 'serror_rate': 0.1, 'srv_serror_rate': 0.0, 'rerror_rate': 0.89, 'srv_rerror_rate': 1.0, 'same_srv_rate': -1.0879120879120878, 'diff_srv_rate': 16.666666666666668, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.5368421052631579, 'dst_host_diff_srv_rate': 11.714285714285712, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.07, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.62, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.9637681159420289, 'dst_bytes': 5.4147286821705425, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07092198581560284, 'srv_count': -0.25, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.3475177304964539, 'srv_count': 0.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -0.923076923076923, 'diff_srv_rate': 1.3333333333333335, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2163265306122449, 'dst_host_same_srv_rate': -0.4947368421052632, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 2.36231884057971, 'dst_bytes': 0.6453488372093024, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.8439306358381503, 'dst_host_srv_count': 0.2857142857142857, 'dst_host_same_srv_rate': -0.12631578947368421, 'dst_host_diff_srv_rate': 0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 1.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': True, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 14, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.10982658959537572, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.5368421052631579, 'dst_host_diff_srv_rate': 7.999999999999998, 'dst_host_same_src_port_rate': 9.666666666666666, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.58, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': True, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': True, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.2695035460992908, 'srv_count': 0.6875, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.6923076923076923, 'diff_srv_rate': 1.3333333333333335, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.0163265306122449, 'dst_host_same_srv_rate': -0.2631578947368421, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.7872340425531915, 'srv_count': -0.0625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -1.0329670329670328, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.23265306122448978, 'dst_host_same_srv_rate': -0.5157894736842106, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': True, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.0921985815602837, 'srv_count': 0.8125, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.967032967032967, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.17142857142857143, 'dst_host_same_srv_rate': -0.45263157894736844, 'dst_host_diff_srv_rate': 0.5714285714285713, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': True, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6413043478260869, 'dst_bytes': 5.577519379844961, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.3526011560693643, 'dst_host_srv_count': -0.02040816326530612, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.8333333333333334, 'dst_host_srv_diff_host_rate': 1.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.9290780141843972, 'srv_count': 0.5, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.978021978021978, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.1306122448979592, 'dst_host_same_srv_rate': -0.41052631578947374, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.4963768115942029, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07801418439716312, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.36263736263736257, 'diff_srv_rate': 11.166666666666668, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.12244897959183673, 'dst_host_same_srv_rate': -0.15789473684210528, 'dst_host_diff_srv_rate': -0.14285714285714285, 'dst_host_same_src_port_rate': 7.666666666666667, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': True, 'protocol_type_tcp': False, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': True, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.007246376811594203, 'dst_bytes': 0.08139534883720931, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.03546099290780142, 'srv_count': 0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.21, 'dst_host_count': -0.9884393063583815, 'dst_host_srv_count': 0.08163265306122448, 'dst_host_same_srv_rate': 0.5052631578947369, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': True, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.8794326241134752, 'srv_count': -0.125, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.054945054945055, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.23265306122448978, 'dst_host_same_srv_rate': -0.5157894736842106, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 0.0, 'src_bytes': -0.11594202898550725, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.2196531791907514, 'dst_host_srv_count': -0.0653061224489796, 'dst_host_same_srv_rate': 0.04210526315789478, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 9.166666666666668, 'dst_host_srv_diff_host_rate': 2.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': True, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.8581560283687943, 'srv_count': 0.0625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.065934065934066, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.22040816326530613, 'dst_host_same_srv_rate': -0.4947368421052632, 'dst_host_diff_srv_rate': 0.5714285714285713, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': True, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6014492753623188, 'dst_bytes': 5.406976744186046, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.028368794326241134, 'srv_count': 1.1875, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.11, 'dst_host_count': -1.1965317919075145, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.33333333333333337, 'dst_host_srv_diff_host_rate': 4.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 1.0036231884057971, 'dst_bytes': 11.013565891472869, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.028368794326241134, 'srv_count': 0.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.5028901734104047, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 2.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.6595744680851063, 'srv_count': 0.0, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -1.065934065934066, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.22448979591836735, 'dst_host_same_srv_rate': -0.5052631578947369, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 1.0326086956521738, 'dst_bytes': 7.717054263565892, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': 1.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.1, 'dst_host_count': -1.3352601156069364, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.6666666666666667, 'dst_host_srv_diff_host_rate': 2.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.8581560283687943, 'srv_count': -0.0625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -1.0439560439560438, 'diff_srv_rate': 1.1666666666666667, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.22857142857142856, 'dst_host_same_srv_rate': -0.5052631578947369, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': True, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.4609929078014185, 'srv_count': 0.6875, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24897959183673468, 'dst_host_same_srv_rate': -0.5263157894736842, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': True, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 15, 'duration': 0.0, 'src_bytes': -0.13043478260869565, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': 2.25, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 1.0, 'dst_host_count': -1.4682080924855492, 'dst_host_srv_count': 0.1306122448979592, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 16.666666666666668, 'dst_host_srv_diff_host_rate': 25.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': True, 'protocol_type_tcp': False, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': True, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 1.0, 'dst_bytes': 0.7344961240310077, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.03546099290780142, 'srv_count': 0.0625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.7630057803468208, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 1.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.4042553191489362, 'srv_count': -0.0625, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.065934065934066, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.0578034682080926, 'dst_host_srv_count': -0.22857142857142856, 'dst_host_same_srv_rate': -0.4315789473684211, 'dst_host_diff_srv_rate': 1.2857142857142856, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.97, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.6557971014492754, 'dst_bytes': 7.290697674418604, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.028368794326241134, 'srv_count': 0.125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 19, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 1.673758865248227, 'srv_count': 0.3125, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0439560439560438, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.5368421052631579, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': True, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.8368794326241135, 'srv_count': 0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -0.978021978021978, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.19591836734693877, 'dst_host_same_srv_rate': -0.4736842105263158, 'dst_host_diff_srv_rate': 0.5714285714285713, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 315.0, 'src_bytes': 0.3695652173913043, 'dst_bytes': 0.20348837209302326, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07801418439716312, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.36263736263736257, 'diff_srv_rate': 11.166666666666668, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.7976878612716763, 'dst_host_srv_count': -0.24897959183673468, 'dst_host_same_srv_rate': -0.5157894736842106, 'dst_host_diff_srv_rate': 7.428571428571428, 'dst_host_same_src_port_rate': 13.000000000000002, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': True, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.7355072463768116, 'dst_bytes': 2.744186046511628, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.02127659574468085, 'srv_count': 0.1875, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -0.5722543352601156, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 4.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.46, 'dst_host_srv_rerror_rate': 0.61, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 1.1195652173913044, 'dst_bytes': 2.874031007751938, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07801418439716312, 'srv_count': 0.0625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.33, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': 0.0, 'dst_bytes': 0.08527131782945736, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.6737588652482269, 'srv_count': 11.3125, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.010989010989010999, 'diff_srv_rate': 0.33333333333333337, 'srv_diff_host_rate': 0.01, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7795918367346939, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.14285714285714285, 'dst_host_same_src_port_rate': 0.16666666666666669, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': True, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.9361702127659575, 'srv_count': 0.625, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 1.0, 'srv_rerror_rate': 1.0, 'same_srv_rate': -0.967032967032967, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.2163265306122449, 'dst_host_same_srv_rate': -0.4947368421052632, 'dst_host_diff_srv_rate': 0.857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 1.0, 'dst_host_srv_rerror_rate': 1.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': True, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 18, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 2.028368794326241, 'srv_count': -0.125, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -1.0769230769230769, 'diff_srv_rate': 1.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24489795918367346, 'dst_host_same_srv_rate': -0.5263157894736842, 'dst_host_diff_srv_rate': 0.7142857142857143, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': True, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 2.0, 'src_bytes': 10.945652173913043, 'dst_bytes': 0.6414728682170543, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 1.0, 'dst_host_count': -0.06936416184971098, 'dst_host_srv_count': 0.22857142857142856, 'dst_host_same_srv_rate': -0.03157894736842108, 'dst_host_diff_srv_rate': 0.0, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 1.0, 'dst_host_serror_rate': 0.01, 'dst_host_srv_serror_rate': 0.02, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': True, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.21014492753623187, 'dst_bytes': 0.19767441860465115, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.09219858156028368, 'srv_count': -0.4375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': -1.4335260115606936, 'dst_host_srv_count': -0.2530612244897959, 'dst_host_same_srv_rate': -0.3894736842105263, 'dst_host_diff_srv_rate': 3.8571428571428563, 'dst_host_same_src_port_rate': 2.3333333333333335, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': True, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 1, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': 0.7789855072463768, 'dst_bytes': 1.4534883720930232, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.07092198581560284, 'srv_count': -0.1875, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.4, 'dst_host_count': -1.4508670520231215, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 4.166666666666667, 'dst_host_srv_diff_host_rate': 1.5, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 1082.0, 'src_bytes': 0.37318840579710144, 'dst_bytes': 0.20348837209302326, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': -0.0851063829787234, 'srv_count': -0.375, 'serror_rate': 0.0, 'srv_serror_rate': 0.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.24897959183673468, 'dst_host_same_srv_rate': -0.5263157894736842, 'dst_host_diff_srv_rate': 5.7142857142857135, 'dst_host_same_src_port_rate': 14.333333333333334, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': False, 'protocol_type_udp': True, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': True, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 21, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.0, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.8156028368794326, 'srv_count': 0.5, 'serror_rate': 1.0, 'srv_serror_rate': 1.0, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': -0.967032967032967, 'diff_srv_rate': 0.8333333333333334, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': -0.20816326530612245, 'dst_host_same_srv_rate': -0.48421052631578954, 'dst_host_diff_srv_rate': 0.42857142857142855, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 1.0, 'dst_host_srv_serror_rate': 1.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': False, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': True, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': True, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': False, 'flag_SH': False}

attack

{'land': 0, 'logged_in': 0, 'is_host_login': 0, 'is_guest_login': 0, 'level': 20, 'duration': 0.0, 'src_bytes': -0.15942028985507245, 'dst_bytes': 0.686046511627907, 'wrong_fragment': 0.0, 'urgent': 0.0, 'hot': 0.0, 'num_failed_logins': 0.0, 'num_compromised': 0.0, 'root_shell': 0.0, 'su_attempted': 0.0, 'num_root': 0.0, 'num_file_creations': 0.0, 'num_shells': 0.0, 'num_access_files': 0.0, 'num_outbound_cmds': 0.0, 'count': 0.1276595744680851, 'srv_count': 1.5, 'serror_rate': 0.03, 'srv_serror_rate': 0.03, 'rerror_rate': 0.0, 'srv_rerror_rate': 0.0, 'same_srv_rate': 0.0, 'diff_srv_rate': 0.0, 'srv_diff_host_rate': 0.0, 'dst_host_count': 0.0, 'dst_host_srv_count': 0.7836734693877551, 'dst_host_same_srv_rate': 0.5157894736842106, 'dst_host_diff_srv_rate': -0.2857142857142857, 'dst_host_same_src_port_rate': 0.0, 'dst_host_srv_diff_host_rate': 0.0, 'dst_host_serror_rate': 0.0, 'dst_host_srv_serror_rate': 0.0, 'dst_host_rerror_rate': 0.0, 'dst_host_srv_rerror_rate': 0.0, 'protocol_type_icmp': False, 'protocol_type_tcp': True, 'protocol_type_udp': False, 'service_IRC': False, 'service_X11': False, 'service_Z39_50': False, 'service_aol': False, 'service_auth': False, 'service_bgp': False, 'service_courier': False, 'service_csnet_ns': False, 'service_ctf': False, 'service_daytime': False, 'service_discard': False, 'service_domain': False, 'service_domain_u': False, 'service_echo': False, 'service_eco_i': False, 'service_ecr_i': False, 'service_efs': False, 'service_exec': False, 'service_finger': False, 'service_ftp': False, 'service_ftp_data': False, 'service_gopher': False, 'service_harvest': False, 'service_hostnames': False, 'service_http': True, 'service_http_2784': False, 'service_http_443': False, 'service_http_8001': False, 'service_imap4': False, 'service_iso_tsap': False, 'service_klogin': False, 'service_kshell': False, 'service_ldap': False, 'service_link': False, 'service_login': False, 'service_mtp': False, 'service_name': False, 'service_netbios_dgm': False, 'service_netbios_ns': False, 'service_netbios_ssn': False, 'service_netstat': False, 'service_nnsp': False, 'service_nntp': False, 'service_ntp_u': False, 'service_other': False, 'service_pm_dump': False, 'service_pop_2': False, 'service_pop_3': False, 'service_printer': False, 'service_private': False, 'service_red_i': False, 'service_remote_job': False, 'service_rje': False, 'service_shell': False, 'service_smtp': False, 'service_sql_net': False, 'service_ssh': False, 'service_sunrpc': False, 'service_supdup': False, 'service_systat': False, 'service_telnet': False, 'service_tftp_u': False, 'service_tim_i': False, 'service_time': False, 'service_urh_i': False, 'service_urp_i': False, 'service_uucp': False, 'service_uucp_path': False, 'service_vmnet': False, 'service_whois': False, 'flag_OTH': False, 'flag_REJ': False, 'flag_RSTO': False, 'flag_RSTOS0': False, 'flag_RSTR': False, 'flag_S0': False, 'flag_S1': False, 'flag_S2': False, 'flag_S3': False, 'flag_SF': True, 'flag_SH': False}

normal