Unfortunately, it looks like the SD card my HA was stored on was corrupted. I am able to recover many of the individual files (already located my config.yaml file) but I wondered if there were identifiable characteristics of a snapshot file that would be easy to search for and find in the multitude of files generated by my recovery tool.
If you have a snapshot file on there it should be a .tar
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This is helpful, thank you. I think I found it!