We study the connection of matter density and its tracers from the PDF perspective. One aspect of this connection is the conditional expectation value $langle delta_{mathrm{tracer}}|delta_mrangle$ when averaging both tracer and matter density over some scale. We present a new way to incorporate a Lagrangian bias expansion of this expectation value into standard frameworks for modelling the PDF of density fluctuations and counts-in-cells statistics. Using N-body simulations and mock galaxy catalogs we confirm the accuracy of this expansion and compare it to the more commonly used Eulerian parametrization. For halos hosting typical luminous red galaxies, the Lagrangian model provides a significantly better description of $langle delta_{mathrm{tracer}}|delta_mrangle$ at second order in perturbations. A second aspect of the matter-tracer connection is shot-noise, ie the scatter of tracer density around $langle delta_{mathrm{tracer}}|delta_mrangle$. It is well known that this noise can be significantly non-Poissonian and we validate the performance of a more general, two-parameter shot-noise model for different tracers and simulations. Both parts of our analysis are meant to pave the way for forthcoming applications to survey data.
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