Facing Issues with Chrome Driver while trying to create a script for taking screenshots of a website

Question

So I tried the following code to install the Web Driver based on by chrome version and this is the error I get

from selenium import webdriver
from webdriver_manager.chrome import ChromeDriverManager

# Set up Chrome WebDriver using webdriver_manager
driver = webdriver.Chrome(ChromeDriverManager().install())

Traceback (most recent call last):
  File "C:/Users/Lavanya/Learn Python/pythonProject/PythonCTSPOC/main.py", line 5, in <module>
    driver = webdriver.Chrome(ChromeDriverManager().install())
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\selenium\webdriver\chrome\webdriver.py", line 76, in __init__
    RemoteWebDriver.__init__(
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\selenium\webdriver\remote\webdriver.py", line 157, in __init__
    self.start_session(capabilities, browser_profile)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\selenium\webdriver\remote\webdriver.py", line 252, in start_session
    response = self.execute(Command.NEW_SESSION, parameters)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\selenium\webdriver\remote\webdriver.py", line 319, in execute
    response = self.command_executor.execute(driver_command, params)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\selenium\webdriver\remote\remote_connection.py", line 374, in execute
    return self._request(command_info[0], url, body=data)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\selenium\webdriver\remote\remote_connection.py", line 397, in _request
    resp = self._conn.request(method, url, body=body, headers=headers)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\_request_methods.py", line 118, in request
    return self.request_encode_body(
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\_request_methods.py", line 217, in request_encode_body
    return self.urlopen(method, url, **extra_kw)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\poolmanager.py", line 432, in urlopen
    conn = self.connection_from_host(u.host, port=u.port, scheme=u.scheme)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\poolmanager.py", line 303, in connection_from_host
    return self.connection_from_context(request_context)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\poolmanager.py", line 328, in connection_from_context
    return self.connection_from_pool_key(pool_key, request_context=request_context)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\poolmanager.py", line 351, in connection_from_pool_key
    pool = self._new_pool(scheme, host, port, request_context=request_context)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\poolmanager.py", line 265, in _new_pool
    return pool_cls(host, port, **request_context)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\connectionpool.py", line 196, in __init__
    timeout = Timeout.from_float(timeout)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\util\timeout.py", line 190, in from_float
    return Timeout(read=timeout, connect=timeout)
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\util\timeout.py", line 119, in __init__
    self._connect = self._validate_timeout(connect, "connect")
  File "C:\Users\Lavanya\anaconda3\envs\PythonCTSPOC\lib\site-packages\urllib3\util\timeout.py", line 156, in _validate_timeout
    raise ValueError(
ValueError: Timeout value connect was <object object at 0x00000136338C90D0>, but it must be an int, float or None.

Have tried manually giving the path for the chrome driver and it still doesn't work

This is the code I'm working with

from selenium import webdriver
from PIL import Image
import time

chrome_driver_path = r"C:\path\to\chromedriver.exe"  
driver = webdriver.Chrome(executable_path=chrome_driver_path)

url = "https://www.youtube.com/"
driver.get(url)

time.sleep(5.0)
driver.save_screenshot("image3.png")
image1 = Image.open("image3.png")

driver.quit()

My Chrome Version is 118.0.5993.118 and I'm not sure where to find the Web Driver for this.