Period and underscore in a field result in an error.
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If the same field contains both a period (.) and underscore (_), as in many URL's, a blank page (error "No rows") will result when attempting to edit the entry. Note that if different fields in an entry contain a period and underscore, there is no error.
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Just a follow up---this seems to be an error related to Adminer reading the URL for the edit page. If the fields in question containing both an underscore and period are removed from the url, the edit page will load the entry. It's possibly a bug in PHP urlencode/urldecode that could perhaps be worked around.
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Another note---one possible way to fix this problem would be to call entries in "edit" mode by their rowid, rather than by trying to match every field.
Thank you for the report, I've fixed it in Git. You can download the "Current development version" from http://www.adminer.org/#download