input_vals stringlengths 2.98k 3.07k | traffic stringclasses 2
values |
|---|---|
{'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_cre... | 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_c... | 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... | 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,... | 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_c... | 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_c... | 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_c... | 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_c... | 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_c... | 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_c... | 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_c... | 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,... | 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_cre... | 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_c... | 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_c... | 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, ... | 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_c... | 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,... | 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... | 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_c... | 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_c... | 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,... | 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'... | 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_c... | 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.... | 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_c... | 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... | 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, ... | 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... | 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_c... | 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_c... | 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... | 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_c... | 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': ... | 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.... | 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'... | 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_c... | 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,... | 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_c... | 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_c... | 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_c... | 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,... | 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':... | 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,... | 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_c... | 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_... | 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... | 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_cre... | 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_c... | 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... | 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_c... | 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_... | 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... | 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'... | 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_cr... | 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_c... | 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_c... | 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_c... | 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'... | 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_cre... | 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_c... | 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_c... | 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... | 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_c... | 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, ... | 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_c... | 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_c... | 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_c... | 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_c... | 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,... | 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_c... | 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_cre... | 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':... | 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_c... | 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_c... | 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_c... | 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,... | 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... | 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_c... | 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,... | 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_c... | 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_c... | 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_c... | 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_cre... | 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_c... | 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,... | 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_c... | 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_c... | 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': ... | 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,... | 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,... | 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_cr... | 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_c... | 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_c... | 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... | 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... | 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... | 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'... | 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_c... | 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.... | normal |
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