[Python] why does selenium not go the next page during web scrapping

I noticed that using selenium, it doesn't scrape information from a listing website, the code is working, but I noticed that it doesn't go to the the next page, why could be the problem in the code. I have debugged it but can't see to know where the problem is coming from.

import time
import pandas as pd
from selenium import webdriver
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from selenium.common.exceptions import NoSuchElementException, TimeoutException

# Initialize WebDriver
driver = webdriver.Chrome()

result = []

try:
for i in range(1, 3):
URL = f"https://www.zoopla.co.uk/to-rent/property/yorkshire-and-the-humber/?price_frequency=per_month&q=yorkshire&search_source=to-rent&pn={i}"
driver.get(URL)

try:
# Wait for listings to be visible (increase timeout if needed)
WebDriverWait(driver, 20).until(
EC.visibility_of_element_located((By.CSS_SELECTOR, "div._19tyedx0"))
)
time.sleep(3) # Give extra time for JavaScript content
except TimeoutException:
print(f"Timeout: No listings found on page {i}")
continue # Skip to next page if no listings found

for house in driver.find_elements(By.CSS_SELECTOR, "div._19tyedx0"):
try:
Amount = house.find_element(By.CSS_SELECTOR, "p._64if862._194zg6t6").text
Amount_per_week = house.find_element(By.CSS_SELECTOR, "p._64if863._194zg6t8").text
Address = house.find_element(By.CLASS_NAME, "m6hnz62._194zg6t9").text
Number_of_rooms = house.find_element(By.CSS_SELECTOR, "p._1wickv3._194zg6t9 span:nth-child(1)").text

result.append({
"Amount": Amount,
"Amount per week": Amount_per_week,
"Address": Address,
"Number of rooms": Number_of_rooms
})
except NoSuchElementException:
continue # Skip missing elements

finally:
driver.quit() # Close the browser when done

# Convert to DataFrame
df = pd.DataFrame(result)
print(df)

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