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Browse files- redfin_app.py +87 -0
- requirements.txt +7 -0
redfin_app.py
ADDED
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import streamlit as st
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import pandas as pd
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import time
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from selenium import webdriver
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from selenium.webdriver.common.by import By
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from selenium.webdriver.chrome.service import Service
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from selenium.webdriver.chrome.options import Options
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from selenium.webdriver.support.ui import WebDriverWait
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from selenium.webdriver.support import expected_conditions as EC
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from webdriver_manager.chrome import ChromeDriverManager
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def scrape_redfin(zipcode):
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options = Options()
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options.add_argument("--headless")
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options.add_argument("--incognito")
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options.add_argument("--disable-blink-features=AutomationControlled")
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options.add_argument("start-maximized")
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options.add_argument("user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36")
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driver = webdriver.Chrome(service=Service(ChromeDriverManager().install()), options=options)
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url = f"https://www.redfin.com/zipcode/{zipcode}"
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driver.get(url)
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try:
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listings_container = WebDriverWait(driver, 60).until(
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EC.presence_of_element_located((By.XPATH, "/html/body/div[1]/div[6]/div[1]/div[3]/div[1]/div[4]/div/div[1]/div"))
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)
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except Exception as e:
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st.error("Error: Listings did not load properly")
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driver.quit()
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return pd.DataFrame()
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scroll_pause_time = 5
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screen_height = driver.execute_script("return window.innerHeight;")
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last_height = driver.execute_script("return document.body.scrollHeight")
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while True:
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driver.execute_script("window.scrollBy(0, arguments[0]);", screen_height // 2)
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time.sleep(scroll_pause_time)
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new_height = driver.execute_script("return document.body.scrollHeight")
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if new_height == last_height:
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break
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last_height = new_height
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houses = []
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listings = driver.find_elements(By.XPATH, "/html/body/div[1]/div[6]/div[1]/div[3]/div[1]/div[4]/div/div[1]/div/div")
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for listing in listings:
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try:
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price = listing.find_element(By.XPATH, ".//div/div/div[2]/div[1]/div[1]/span").text
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except:
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price = "N/A"
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try:
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address = listing.find_element(By.XPATH, ".//div/div/div[2]/div[3]").text
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except:
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address = "N/A"
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try:
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size = listing.find_element(By.XPATH, ".//div/div/div[2]/div[4]/div").text
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except:
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size = "N/A"
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try:
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link = listing.find_element(By.TAG_NAME, "a").get_attribute("href")
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except:
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link = "N/A"
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houses.append({"Price": price, "Address": address, "Size": size, "Link": link})
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driver.quit()
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return pd.DataFrame(houses)
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st.title("Redfin House Listings Scraper")
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zipcode = st.text_input("Enter ZIP code:")
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if st.button("Scrape Data"):
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if zipcode:
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with st.spinner("Scraping data, please wait..."):
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df = scrape_redfin(zipcode)
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if not df.empty:
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st.success("Scraping complete! Here are the available houses:")
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st.dataframe(df)
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else:
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st.warning("No houses found for the given ZIP code.")
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else:
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st.error("Please enter a valid ZIP code.")
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requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
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| 1 |
+
selenium
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| 2 |
+
pandas
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| 3 |
+
webdriver-manager
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| 4 |
+
undetected-chromedriver
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| 5 |
+
setuptools
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| 6 |
+
selenium-stealth
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| 7 |
+
streamlit
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