Frequently with encoding applications that are based on various codecs, the ideal video dimensions will be multiples of 16. I believe that you can force the horizontal to whatever you wish, but Handbrake will always suggest a vertical (I can't recall if you can override with various aspect ratio settings).
Another thing to watch out for is the "automatic" setting for the cropping on the same settings tab, this can also impact the final output resolution.
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