Many 2D histograms, single colorbar

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Consider this minimal working example:
for i=1:4
numberPairs(i).matrix = randn(1000,2);
subplot (2,2,i)
h(i) = histogram2(numberPairs(i).matrix(:,1), numberPairs(i).matrix(:,2), 'DisplayStyle','tile', 'ShowEmptyBins','on');
end
% add single colorbar heatmap, for all subplots
h_colorbar = colorbar;
h_colorbar.Position = [ 0.9224 0.1093 0.0133 0.8159 ];
As far as I can see, the colorbar gets created subplot-wise, so its range of values reflects only the final matrix. However, the colors get normalized within each matrix, such that the highest count in each matrix is still bright yellow regardless of the value.
Instead, I'd like this heatmap legend to reflect the values in all subplots. Thus, if the highest-count cell in one subplot is 40, that should be a fainter yellow than the brightest cell in another subplot where the value is 50.
Perhaps this needs to be done not by customising the colorbar, but the 2D histograms themselves - but I don't know how...
Thanks in advance for any suggestions.

Accepted Answer

Bjorn Gustavsson
Bjorn Gustavsson on 8 Sep 2021
For that type of equalization I do someething like this:
for i1 = 1:4
numberPairs(i1).matrix = randn(1000,2);
subplot (2,2,i1)
h(i1) = histogram2(numberPairs(i1).matrix(:,1), numberPairs(i1).matrix(:,2), 'DisplayStyle','tile', 'ShowEmptyBins','on');
cx(i1,:) = caxis; % Save away the intensity limits
end
for i1 = 1:4
subplot (2,2,i1)
caxis([min(cx(:,1)),max(cx(:,2))]) % From the smallest low to the largest high
end
h_colorbar = colorbar;
h_colorbar.Position = [ 0.9224 0.1093 0.0133 0.8159 ];
HTH

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