my-asu-archive/real-time-traffic-analysis-clickhouse
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real-time-traffic-analysis-.../preprocessing
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Kaushik Narayan R 59ea030790 pcap to csv pipeline
2024-11-02 22:15:39 -07:00
..
pcap_processor.py
pcap to csv pipeline
2024-11-02 22:15:39 -07:00
README.md
pcap to csv pipeline
2024-11-02 22:15:39 -07:00
sample_output.csv
pcap to csv pipeline
2024-11-02 22:15:39 -07:00
scratch.py
preprocessing data
2024-10-31 00:29:26 -07:00

README.md

Data filtering, preprocessing and selection for further use

  • IP packet traces are taken from here, specifically from 2023/10/01-2023/10/31 (yet to confirm)
  • Filtering - TODO
    • L4 - Limit to TCP and UDP
      • maybe GRE for VPN usage?
    • L3 - IPv6 is only around 10%, let's drop it
  • Selection (of fields):
    • Timestamp
      • capture window is from 0500-0515 UTC
      • nanosecond precision, use DateTime64 data type in ClickHouse
    • IP
      • addresses - src, dst
      • protocol - TCP or UDP. cld go for boolean in ClickHouse to save space
    • TCP/UDP
      • ports - sport, dport
    • Packet size - in bytes