One of the first things I do when I open a vulnerability scan is make a pivot table on the title of the vulnerability and the count of that title. Then I do the same for all the systems. It’s easy to do in Excel once you’ve seen someone do it once, but if you have a lot of data it can be crash prone. Here’s how to make a simple pivot table in Python.
This example is for Qualys data but it’s easy to adapt it to another scanner. Just change the names of the columns. Python is so much faster and more reliable for this that I rarely make pivots in Excel anymore. I make them in Python, then load the output file in Excel for viewing.
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David Farquhar is a computer security professional, entrepreneur, and author. He has written professionally about computers since 1991, so he was writing about retro computers when they were still new. He has been working in IT professionally since 1994 and has specialized in vulnerability management since 2013. He holds Security+ and CISSP certifications. Today he blogs five times a week, mostly about retro computers and retro gaming covering the time period from 1975 to 2000.










