--- license: gpl-3.0 tags: - Network Security --- # UNSW-NB15 > This data is provided through the Train, Test CSV file provided by UNSW-NB15. [link](https://research.unsw.edu.au/projects/unsw-nb15-dataset) ## Labels The label of the data set is as follows. |#|Column|Non-Null|Count|Dtype| |---|---|---|---|---| |0|id|82332|non-null|int64| |1|dur|82332|non-null|float64 |2|proto|82332|non-null|object| |3|service|82332|non-null|object| |4|state|82332|non-null|object| |5|spkts|82332|non-null|int64| |6|dpkts|82332|non-null|int64| |7|sbytes|82332|non-null|int64| |8|dbytes|82332|non-null|int64| |9|rate|82332|non-null|float64 |10|sttl|82332|non-null|int64| |11|dttl|82332|non-null|int64| |12|sload|82332|non-null|float64 |13|dload|82332|non-null|float64 |14|sloss|82332|non-null|int64| |15|dloss|82332|non-null|int64| |16|sinpkt|82332|non-null|float64 |17|dinpkt|82332|non-null|float64 |18|sjit|82332|non-null|float64 |19|djit|82332|non-null|float64 |20|swin|82332|non-null|int64| |21|stcpb|82332|non-null|int64| |22|dtcpb|82332|non-null|int64| |23|dwin|82332|non-null|int64| |24|tcprtt|82332|non-null|float64 |25|synack|82332|non-null|float64 |26|ackdat|82332|non-null|float64 |27|smean|82332|non-null|int64| |28|dmean|82332|non-null|int64| |29|trans_depth|82332|non-null|int64| |30|response_body_len|82332|non-null|int64| |31|ct_srv_src|82332|non-null|int64| |32|ct_state_ttl|82332|non-null|int64| |33|ct_dst_ltm|82332|non-null|int64| |34|ct_src_dport_ltm|82332|non-null|int64| |35|ct_dst_sport_ltm|82332|non-null|int64| |36|ct_dst_src_ltm|82332|non-null|int64| |37|is_ftp_login|82332|non-null|int64| |38|ct_ftp_cmd|82332|non-null|int64| |39|ct_flw_http_mthd|82332|non-null|int64| |40|ct_src_ltm|82332|non-null|int64| |41|ct_srv_dst|82332|non-null|int64| |42|is_sm_ips_ports|82332|non-null|int64| |43|attack_cat|82332|non-null|object| |44|label|82332|non-null|int64|