How to find correlations between data over time?
You can read about time varying correlation, you can obtain the correlation at each point in time based on some fixed number of last days, enough days to make it smooth but not many so as to be able to see changes in correlation. You can also use exponential smoothers to give more weight to recent observations. Also the dynamic conditional correlation might be interesting to you.