Hi Matthew,
When you import the files, it only creates a link referring to the location of the files and when the SD card is removed, the location is lost, thereby, making the media offline. A better idea would be to copy the contents of the SD card on your computer first.
Refer to this document for more information: Adobe Premiere Pro Help | Transferring and importing files
Thanks,
Rameez