Python: How can I combine requests and windows certificate store for Client Side Certificates

I'd like to use client side certificates from pythons requests lib (https://requests.readthedocs.io/en/master/user/advanced/#client-side-certificates) on my windows system. The cert itself is stored in windows cert store. What's the best way to access this cert and pass it to requests?

Thanks for your help.