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The issue is caused by the call self.set_array(EMPTY_IMAGE) in base_image_artist.py(70);
EMPTY_IMAGE is an array with a single Nan entry
At some point this calls vmin = self._density_vmin(array) in generic_density_artist.py(77)
and this generates the warning.
For example, the first example given in the README (using the 'scatter_density' method) currently emits
when run with numpy 1.20.1, matplotlib 3.3.0, mpl-scatter-density 0.7.
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