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With images, your site does a lot of automatic cropping and sizing to create consistently consistentcy throughout.
The problem is, some of this auto cropping doesn't do a good job. An image that looks good in the directory as as square shape may not look so great when it appears in a spotlight with a 3:2 ratio.
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