What is Panel data, fixed effects?

Panel data observe many units (stocks, funds, counterparties) over many periods. A fixed effects regression gives each unit (or period) its own intercept, which by the Frisch–Waugh–Lovell theorem is the same as demeaning every variable within the unit.