SVN -> Git *but* with special changes

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I have a couple big projects in SVN that I'd like to convert to Git. Being in
SVN, they've operated under a couple assumptions that are not true under
Git. These assumptions are:

1. Directories can exist even if there's nothing in them (just like any
filesystem).

2. Keeping binary files in version control isn't a big deal because the
whole repo doesn't get copied to everyone's system or use up people's GitHub
storage space.

The SVN repos have been relying on those, but both are false under Git, so I
need to do a "modified" conversion, rather than just a straight one.

So, how can I convert an SVN repo to Git, and have the conversion add dummy
files to empty directories and exclude specific files? (Also, there are tags
and branches to be converted too, in the SVN-standard "tags" and "branches"
directories.)

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