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seaborn kdeplot overly smooth for bimodal data

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this:

I frequently want to make a contour plot of the density of bivariate data. Sometimes the data are bimodal, like this: