File size: 6,544 Bytes
dfe70ff | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 | 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()
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