Here is what finally made me work for me.
from selenium import webdriver
options = webdriver.ChromeOptions()
options.add_argument("user-data-dir=C:\\Path")
w = webdriver.Chrome(executable_path="C:\\Users\\chromedriver.exe", chrome_options=options)
To find the path to the chromium profile data, you need to enter chrome://version/in the address bar. E.g. mine is displayed as C:\Users\pc\AppData\Local\Google\Chrome\User Data\Default, to use it in the script, I had to exclude it \Default\, so we only finish C:\Users\pc\AppData\Local\Google\Chrome\User Data.
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