The dataset consists of various features extracted from network traffic and syslog samples. These features are anonymized for security reasons and are represented as F1 to F78. Below is a group-wise description of these features:

1. Network Features:
    F1 to F21: These features include various network-related data such as source and destination IPs, protocols, ports, and service types.
1. Packet and Byte Counts:
    F22 to F28: These features capture information related to packet counts, byte counts, and connection states.
1. Flag Indicators:
    F29 to F34: These features indicate the presence of specific flags in the network packets, such as SYN, ACK, FIN, and RST.
1. Traffic Ratios:
    F35 to F38: These features represent ratios related to packet and byte counts, helping to understand the traffic distribution.
1. Timing and Rate Metrics:
    F39 to F54: These features include various timing metrics and rates, such as average and standard deviation of user time, system time, and input/output wait time.
1. System Activity:
    F55 to F70: These features capture system activity metrics like average and standard deviation of load averages, memory usage, process counts, and context switches.
1. Security Alerts:
    F71 to F78: These features include security-related alerts and activities such as login attempts, file and process activities, and privilege escalation indicators.
## Files

*   **train.csv** - the training set
*   **test.csv** - the test set
*   **sample_submission.csv** - a sample submission file in the correct format