Identify Pattern from Time series data

I'm working on time series data and wondering what the best approach it to identify a specific pattern in time series

Using a sample time series as an example:Time series data

The circle area is the pattern that I wanna to take it out from the whole data frame.

Any approaches or ideas would be much appreciated!