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What to plot in order to pre-analyze the data before building a logistic model?

In linear models I was able to do a scatter plot of just the response values and see, whether they're distributed "reasonably".

However, in logistic models the response is a binary variable and thus produces a kind of difficult to interpret plot of just values $0$ and $1$.

What kind of plots can I do in order to pre-analyze the data before doing a logistic model on it?

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