Echocardiogram & Length of Hospital Stay

The goals of this project is to determine if echocardiogram prolongs length of hospital stay and identify ways to improve the process.

I identified and extracted echocardiogram start and end time in the physician notes using Regex, and identified the associated timestamps around this exam.