Problem Statement:

Network administrators need to quickly identify timing anomalies from NTP log files for network stability analysis

Objective:

Parse NTP log files, extract timing data, and highlight anomalies in Excel for quick analysis and decision making

Process Pipeline:

• NTP log file parsing and data extraction
• Timing data analysis using pandas
• Excel automation with openpyxl
• Anomaly highlighting and reporting

Technologies & Models:

Python, pandas, openpyxl, Excel automation

Key Outcomes:

Automated anomaly detection, Quick analysis workflow, Excel integration