Equity-strapped sellers in Twin Cities keep starter homes in short supply

This is a story that wasn’t heavy on visuals, but needed some heavy lifting in terms of data analysis. To help Jim Buchta, the Star Tribune’s real estate reporter, I wrote a python script using the pandas library to manipulate Minnesota Realtors data into a format that was easy to work with. From there, I used SQL and Excel to analyze the data.