Ok, I'll bite.
The chart of lagged correlations between variable A (Price) and variable B (Volume) confused me. So much so, that I decided to recreate your analysis.
For the life of me, my brain can't comprehend why the values have such an orderly increase from lags 0 to 30.
As our...