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Raw data:Panel Bcirc, ell, no conn- axon layouts -spatial map of firing rates (show ex and in, in rates should be more homogenous)Panel C- ellipsoids produce more tuned output: 2 polar plots of ex and in neurons, examples or some kind of mean/median response, same directions as above, indicate Head Direction Indices Model:Panel Amain part- spatial topology of head direction preference- broad input from thalamustwo sub figs- from axon layout and somata positions to connectivity- max entropy rule Analysis:Panel D- hdi distribution in excitatory and inhibitory population (maybe nice to go to a graph that shows each distribution no conn, circ and ellp separately)Panel E- hdi over scales with exemplary scale indicated Form:- max 6 or 7 panels