@onagooddaydevout Good work.
(In my mind, it is too early for this analysis though!)
One suggestion. I suspect that for column spx_inr_perc_change, 0% should not be for 28th Apr, but for 27th Apr. (You've taken the cell for 28th Apr as reference and thus measured % change from there...