medData / imgdata.py
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import os
import time
import random
import requests
from urllib.parse import urljoin
from selenium import webdriver
from selenium.webdriver.chrome.service import Service
from selenium.webdriver.chrome.options import Options
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from webdriver_manager.chrome import ChromeDriverManager
from bs4 import BeautifulSoup
# Configuration
BASE_URL = "https://openi.nlm.nih.gov"
SEARCH_URL = "https://openi.nlm.nih.gov/gridquery?it=xg&m=1&n=100&q=pneumonia%20x%20ray"
DATA_DIR = "xray_images"
DELAY_RANGE = (1, 3)
HEADERS = {
"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36",
"Referer": BASE_URL
}
def setup_driver():
"""Configure Chrome with advanced anti-detection settings"""
chrome_options = Options()
chrome_options.add_argument("--headless=new")
chrome_options.add_argument("--disable-blink-features=AutomationControlled")
chrome_options.add_experimental_option("excludeSwitches", ["enable-automation"])
chrome_options.add_experimental_option("useAutomationExtension", False)
chrome_options.add_argument("--window-size=1920,1080")
# Random user agent rotation
user_agents = [
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36",
"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36"
]
chrome_options.add_argument(f"user-agent={random.choice(user_agents)}")
service = Service(ChromeDriverManager().install())
driver = webdriver.Chrome(service=service, options=chrome_options)
# Mask WebDriver parameters
driver.execute_cdp_cmd("Page.addScriptToEvaluateOnNewDocument", {
"source": """
Object.defineProperty(navigator, 'webdriver', {get: () => undefined});
window.navigator.chrome = {runtime: {}};
"""
})
return driver
def load_full_page(driver):
"""Ensure all content is loaded with multiple scroll attempts"""
print("Loading full page content...")
for _ in range(3):
driver.execute_script("window.scrollTo(0, document.body.scrollHeight);")
time.sleep(random.uniform(2, 4))
driver.execute_script("window.scrollTo(0, 0);")
time.sleep(random.uniform(1, 2))
def extract_image_urls(driver):
"""Multi-strategy URL extraction with fallbacks"""
print("Extracting image URLs...")
soup = BeautifulSoup(driver.page_source, "html.parser")
urls = []
# Strategy 1: Direct image sources
for img in soup.select('img[src*="/imgs/"]'):
src = img.get('src', '')
if src.endswith('.png'):
urls.append(urljoin(BASE_URL, src))
# Strategy 2: Angular data attributes (fallback)
if not urls:
for div in soup.select('div[data-ng-init*="img"]'):
init_str = div.get('data-ng-init', '')
if 'img:' in init_str:
img_id = init_str.split("'")[3]
urls.append(f"{BASE_URL}/imgs/collections/{img_id}.png")
# Strategy 3: JavaScript-rendered content
if not urls:
script_tags = soup.find_all('script', type='text/javascript')
for script in script_tags:
if 'img:' in script.text:
lines = script.text.split('\n')
for line in lines:
if 'img:' in line:
img_id = line.split("'")[3]
urls.append(f"{BASE_URL}/imgs/collections/{img_id}.png")
return list(set(urls))
def verify_download(url):
"""Validate image URLs before downloading"""
try:
head_response = requests.head(url, headers=HEADERS, timeout=10)
if head_response.status_code == 200:
return True
print(f"Invalid URL: {url} (Status: {head_response.status_code})")
return False
except Exception as e:
print(f"URL verification failed: {url} - {str(e)}")
return False
def download_images(url_list):
"""Batch download with progress tracking"""
os.makedirs(DATA_DIR, exist_ok=True)
success_count = 0
for idx, url in enumerate(url_list, 1):
print(f"Processing {idx}/{len(url_list)}")
if not verify_download(url):
continue
try:
filename = url.split('/')[-1]
filepath = os.path.join(DATA_DIR, filename)
if os.path.exists(filepath):
print(f"Skipping existing: {filename}")
success_count += 1
continue
response = requests.get(url, headers=HEADERS, stream=True, timeout=30)
response.raise_for_status()
# Validate image content
if response.headers['Content-Type'] not in ['image/png', 'image/jpeg']:
raise ValueError("Invalid content type")
with open(filepath, 'wb') as f:
for chunk in response.iter_content(chunk_size=8192):
if chunk: # Filter out keep-alive chunks
f.write(chunk)
print(f"Downloaded: {filename}")
success_count += 1
except Exception as e:
print(f"Download failed: {url} - {str(e)}")
time.sleep(random.uniform(*DELAY_RANGE))
return success_count
def main():
driver = setup_driver()
try:
# Initial page load
print("Navigating to search page...")
driver.get(SEARCH_URL)
# Wait for core content
WebDriverWait(driver, 20).until(
EC.presence_of_element_located((By.CSS_SELECTOR, "body"))
)
# Force full page load
load_full_page(driver)
# Extract URLs using multiple strategies
image_urls = extract_image_urls(driver)
if not image_urls:
print("No URLs found - saving debug files...")
with open("debug_page.html", "w", encoding="utf-8") as f:
f.write(driver.page_source)
driver.save_screenshot("debug_screenshot.png")
return
print(f"Found {len(image_urls)} potential image URLs")
# Download images
success = download_images(image_urls)
print(f"\nDownload complete! Successfully saved {success}/{len(image_urls)} images")
finally:
driver.quit()
if __name__ == "__main__":
main()