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Import CIC-IDS2017 dataset into Timeplus/Proton
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-- create stream | |
CREATE STREAM network_traffic | |
( | |
`id` int, | |
`destination_port` int64, | |
`flow_duration` int64, | |
`total_fwd_packets` int64, | |
`total_backward_packets` int64, | |
`total_length_of_fwd_packets` int64, | |
`total_length_of_bwd_packets` int64, | |
`fwd_packet_length_max` int64, | |
`fwd_packet_length_min` int64, | |
`fwd_packet_length_mean` float64, | |
`fwd_packet_length_std` float64, | |
`bwd_packet_length_max` int64, | |
`bwd_packet_length_min` int64, | |
`bwd_packet_length_mean` float64, | |
`bwd_packet_length_std` float64, | |
`flow_bytes/s` nullable(float64), | |
`flow_packets/s` nullable(float64), | |
`flow_iat_mean` float64, | |
`flow_iat_std` float64, | |
`flow_iat_max` int64, | |
`flow_iat_min` int64, | |
`fwd_iat_total` int64, | |
`fwd_iat_mean` float64, | |
`fwd_iat_std` float64, | |
`fwd_iat_max` int64, | |
`fwd_iat_min` int64, | |
`bwd_iat_total` int64, | |
`bwd_iat_mean` float64, | |
`bwd_iat_std` float64, | |
`bwd_iat_max` int64, | |
`bwd_iat_min` int64, | |
`fwd_psh_flags` int64, | |
`bwd_psh_flags` int64, | |
`fwd_urg_flags` int64, | |
`bwd_urg_flags` int64, | |
`fwd_header_length` int64, | |
`bwd_header_length` int64, | |
`fwd_packets/s` float64, | |
`bwd_packets/s` float64, | |
`min_packet_length` int64, | |
`max_packet_length` int64, | |
`packet_length_mean` float64, | |
`packet_length_std` float64, | |
`packet_length_variance` float64, | |
`fin_flag_count` int64, | |
`syn_flag_count` int64, | |
`rst_flag_count` int64, | |
`psh_flag_count` int64, | |
`ack_flag_count` int64, | |
`urg_flag_count` int64, | |
`cwe_flag_count` int64, | |
`ece_flag_count` int64, | |
`down/up_ratio` int64, | |
`average_packet_size` float64, | |
`avg_fwd_segment_size` float64, | |
`avg_bwd_segment_size` float64, | |
`fwd_header_length.1` int64, | |
`fwd_avg_bytes/bulk` int64, | |
`fwd_avg_packets/bulk` int64, | |
`fwd_avg_bulk_rate` int64, | |
`bwd_avg_bytes/bulk` int64, | |
`bwd_avg_packets/bulk` int64, | |
`bwd_avg_bulk_rate` int64, | |
`subflow_fwd_packets` int64, | |
`subflow_fwd_bytes` int64, | |
`subflow_bwd_packets` int64, | |
`subflow_bwd_bytes` int64, | |
`init_win_bytes_forward` int64, | |
`init_win_bytes_backward` int64, | |
`act_data_pkt_fwd` int64, | |
`min_seg_size_forward` int64, | |
`active_mean` float64, | |
`active_std` float64, | |
`active_max` int64, | |
`active_min` int64, | |
`idle_mean` float64, | |
`idle_std` float64, | |
`idle_max` int64, | |
`idle_min` int64, | |
`label` string | |
); | |
-- add data from S3 | |
insert into network_traffic (`id`, | |
`destination_port`, | |
`flow_duration`, | |
`total_fwd_packets`, | |
`total_backward_packets`, | |
`total_length_of_fwd_packets`, | |
`total_length_of_bwd_packets`, | |
`fwd_packet_length_max`, | |
`fwd_packet_length_min`, | |
`fwd_packet_length_mean`, | |
`fwd_packet_length_std`, | |
`bwd_packet_length_max`, | |
`bwd_packet_length_min`, | |
`bwd_packet_length_mean`, | |
`bwd_packet_length_std`, | |
`flow_bytes/s`, | |
`flow_packets/s`, | |
`flow_iat_mean`, | |
`flow_iat_std`, | |
`flow_iat_max`, | |
`flow_iat_min`, | |
`fwd_iat_total`, | |
`fwd_iat_mean`, | |
`fwd_iat_std`, | |
`fwd_iat_max`, | |
`fwd_iat_min`, | |
`bwd_iat_total`, | |
`bwd_iat_mean`, | |
`bwd_iat_std`, | |
`bwd_iat_max`, | |
`bwd_iat_min`, | |
`fwd_psh_flags`, | |
`bwd_psh_flags`, | |
`fwd_urg_flags`, | |
`bwd_urg_flags`, | |
`fwd_header_length`, | |
`bwd_header_length`, | |
`fwd_packets/s`, | |
`bwd_packets/s`, | |
`min_packet_length`, | |
`max_packet_length`, | |
`packet_length_mean`, | |
`packet_length_std`, | |
`packet_length_variance`, | |
`fin_flag_count`, | |
`syn_flag_count`, | |
`rst_flag_count`, | |
`psh_flag_count`, | |
`ack_flag_count`, | |
`urg_flag_count`, | |
`cwe_flag_count`, | |
`ece_flag_count`, | |
`down/up_ratio`, | |
`average_packet_size`, | |
`avg_fwd_segment_size`, | |
`avg_bwd_segment_size`, | |
`fwd_header_length.1`, | |
`fwd_avg_bytes/bulk`, | |
`fwd_avg_packets/bulk`, | |
`fwd_avg_bulk_rate`, | |
`bwd_avg_bytes/bulk`, | |
`bwd_avg_packets/bulk`, | |
`bwd_avg_bulk_rate`, | |
`subflow_fwd_packets`, | |
`subflow_fwd_bytes`, | |
`subflow_bwd_packets`, | |
`subflow_bwd_bytes`, | |
`init_win_bytes_forward`, | |
`init_win_bytes_backward`, | |
`act_data_pkt_fwd`, | |
`min_seg_size_forward`, | |
`active_mean`, | |
`active_std`, | |
`active_max`, | |
`active_min`, | |
`idle_mean`, | |
`idle_std`, | |
`idle_max`, | |
`idle_min`, | |
`label` | |
) | |
SELECT * | |
FROM url('https://tp-solutions.s3.us-west-2.amazonaws.com/IoT/Friday-WorkingHours-Afternoon-DDos-pcap_ISCX-clean-with_index.csv', 'CSVWithNames'); |
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