|
--- |
|
dataset_info: |
|
features: |
|
- name: destination_port |
|
dtype: int64 |
|
- name: flow_duration |
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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. |
