I have replicated Lesson 4 from Tutorial 1 and I am having some difficulties interpreting cumulative returns from alphalens:
al.plotting.plot_cumulative_returns(ls_factor_returns
If you take a look at the output from the previous graph:
al.plotting.plot_quantile_returns_bar
you will notice that the lowest quantile has a 5d return that is less negative that the first quantile (so the difference is negative, the strategy should lose money). Now my understanding of how cumulative returns works is that it goes long the top quantile and goes short the bottom one, but you can see below that the strategy still makes money over the entire period???
Also, I am not quite sure how to interpret the 5d holding period. Does this imply rebalancing every 5 days??