README.md

metadata

dataset_info:
  features:
    - name: destination_port
      dtype: int64
    - name: flow_duration
      dtype: int64
    - name: total_fwd_packets
      dtype: int64
    - name: total_backward_packets
      dtype: int64
    - name: total_length_of_fwd_packets
      dtype: int64
    - name: total_length_of_bwd_packets
      dtype: int64
    - name: fwd_packet_length_max
      dtype: int64
    - name: fwd_packet_length_min
      dtype: int64
    - name: fwd_packet_length_mean
      dtype: float64
    - name: fwd_packet_length_std
      dtype: float64
    - name: bwd_packet_length_max
      dtype: int64
    - name: bwd_packet_length_min
      dtype: int64
    - name: bwd_packet_length_mean
      dtype: float64
    - name: bwd_packet_length_std
      dtype: float64
    - name: flow_bytes/s
      dtype: float64
    - name: flow_packets/s
      dtype: float64
    - name: flow_iat_mean
      dtype: float64
    - name: flow_iat_std
      dtype: float64
    - name: flow_iat_max
      dtype: int64
    - name: flow_iat_min
      dtype: int64
    - name: fwd_iat_total
      dtype: int64
    - name: fwd_iat_mean
      dtype: float64
    - name: fwd_iat_std
      dtype: float64
    - name: fwd_iat_max
      dtype: int64
    - name: fwd_iat_min
      dtype: int64
    - name: bwd_iat_total
      dtype: int64
    - name: bwd_iat_mean
      dtype: float64
    - name: bwd_iat_std
      dtype: float64
    - name: bwd_iat_max
      dtype: int64
    - name: bwd_iat_min
      dtype: int64
    - name: fwd_psh_flags
      dtype: int64
    - name: bwd_psh_flags
      dtype: int64
    - name: fwd_urg_flags
      dtype: int64
    - name: bwd_urg_flags
      dtype: int64
    - name: fwd_header_length
      dtype: int64
    - name: bwd_header_length
      dtype: int64
    - name: fwd_packets/s
      dtype: float64
    - name: bwd_packets/s
      dtype: float64
    - name: min_packet_length
      dtype: int64
    - name: max_packet_length
      dtype: int64
    - name: packet_length_mean
      dtype: float64
    - name: packet_length_std
      dtype: float64
    - name: packet_length_variance
      dtype: float64
    - name: fin_flag_count
      dtype: int64
    - name: syn_flag_count
      dtype: int64
    - name: rst_flag_count
      dtype: int64
    - name: psh_flag_count
      dtype: int64
    - name: ack_flag_count
      dtype: int64
    - name: urg_flag_count
      dtype: int64
    - name: cwe_flag_count
      dtype: int64
    - name: ece_flag_count
      dtype: int64
    - name: down/up_ratio
      dtype: int64
    - name: average_packet_size
      dtype: float64
    - name: avg_fwd_segment_size
      dtype: float64
    - name: avg_bwd_segment_size
      dtype: float64
    - name: fwd_header_length.1
      dtype: int64
    - name: fwd_avg_bytes/bulk
      dtype: int64
    - name: fwd_avg_packets/bulk
      dtype: int64
    - name: fwd_avg_bulk_rate
      dtype: int64
    - name: bwd_avg_bytes/bulk
      dtype: int64
    - name: bwd_avg_packets/bulk
      dtype: int64
    - name: bwd_avg_bulk_rate
      dtype: int64
    - name: subflow_fwd_packets
      dtype: int64
    - name: subflow_fwd_bytes
      dtype: int64
    - name: subflow_bwd_packets
      dtype: int64
    - name: subflow_bwd_bytes
      dtype: int64
    - name: init_win_bytes_forward
      dtype: int64
    - name: init_win_bytes_backward
      dtype: int64
    - name: act_data_pkt_fwd
      dtype: int64
    - name: min_seg_size_forward
      dtype: int64
    - name: active_mean
      dtype: float64
    - name: active_std
      dtype: float64
    - name: active_max
      dtype: int64
    - name: active_min
      dtype: int64
    - name: idle_mean
      dtype: float64
    - name: idle_std
      dtype: float64
    - name: idle_max
      dtype: int64
    - name: idle_min
      dtype: int64
    - name: label
      dtype: string
  splits:
    - name: train
      num_bytes: 1795553965
      num_examples: 2830743
  download_size: 462120623
  dataset_size: 1795553965
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
license: apache-2.0
tags:
  - networking
pretty_name: cic-ids-2017-ml-cve
size_categories:
  - 1M<n<10M

cic-ids-2017-machine-learning-cve

This is the dataset originally appeared in cic-ids 2017. This dataset has not gone through any cleaning stages. We simply made sure that all rows contain valid data and all features are named property.