This can be done with openpyxl, I'm not sure its possible with Pandas at all. Here's how I've done it:
import openpyxl
wb = openpyxl.load_workbook('yourfile.xlsm')
ws = wb.get_sheet_by_name('Sheet1')
print(ws.cell(row=2, column=1).hyperlink.target)
You can also use iPython, and set a variable equal to the hyperlink object:
t = ws.cell(row=2, column=1).hyperlink
then do t.
and press tab to see all the options for what you can do with or access from the object.
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