Login Request with CSRF Token in HTML HTTP Response using Python - python-3.x

Question

I need to create a login request using Python, but the roadblock is when I load the URL using GET Request, a specific value of CSRF Token is set by the server in HTML Response, and the same CSRF Token in being validated in the login request without that CSRF Token value, and I won't be able to login to the web application.
Let's say, I am loading the URL using GET Request and I am printing the value of CSRF Token which is being generated new token with each refresh.
Using the following Script 1, the value of the CSRF Token is retrieved:
import requests
from bs4 import BeautifulSoup
response = request.get("https://myloginpage.com", verify=False)
print(response.status_code)
soup = BeautifulSoup(response.text, "html.parser")
csrf_token = soup.find("input", {"name": "csrf_token"})["value"]
print(csrf_token)
And the login request is given below where the CSRF Token value is set by the server in the response to GET Request given above (or retrieved by Script 1).
POST /auth/login HTTP/1.1
Host: myloginpage.com
Cookie: cookiesession1=0A1256CFAXDBEO4P8WONHSGEAPSP5B4F; csrf_token=<token value of csrf>; ci_session=r90o6pi8not5barjnhhtnu8atobmgbae
Content-Length: 131
Sec-Ch-Ua: "Not?A_Brand";v="8", "Chromium";v="108"
Accept: */*
Content-Type: application/x-www-form-urlencoded; charset=UTF-8
X-Requested-With: XMLHttpRequest
Sec-Ch-Ua-Mobile: ?0
User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/108.0.5359.72 Safari/537.36
Sec-Ch-Ua-Platform: "Windows"
Origin: https://myloginpage.com
Sec-Fetch-Site: same-origin
Sec-Fetch-Mode: cors
Sec-Fetch-Dest: empty
Referer: https://myloginpage.com
Accept-Encoding: gzip, deflate
Accept-Language: en-US,en;q=0.9
Connection: close
user_id=0&csrf_token=<token value of csrf>&iusername=<username>&ipassword=<password>&is_ajax=1&form=login
Hence, I created a script as given below:
import requests
from bs4 import BeautifulSoup
headers = {
'Accept': '*/*',
'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/108.0.5359.72 Safari/537.36',
'Referrer': 'https://myloginpage.com/',
}
response = requests.get("https://myloginpage.com", headers, verify=False)
print(response.status_code)
soup = BeautifulSoup(response.text, "html.parser")
csrf_token = soup.find("input", {"name": "csrf_token"})["value"]
print(csrf_token)
login = 'https://myloginpage.com/auth/login'
payload = {
'user_id': '<user_id>',
'csrf_token': <csrf_token>,
'iusername': '<username>',
'ipassword': '<password>',
'is_ajax': '1',
'form': 'login'
}
response = requests.post(login, data=payload, verify=False)
print(response.status_code)
But still, the login is unsuccessful with the 403 HTTP Response code.