Scraping images from Baidu Image Search using Python can be a valuable skill for data analysis, machine learning projects, or simply collecting a large dataset of images. However, it’s important to note that scraping websites can infringe on terms of service or copyright laws, so always ensure you have permission to scrape the images and use them appropriately.
To scrape images from Baidu, you can use libraries such as requests
for making HTTP requests and BeautifulSoup
from bs4
for parsing HTML. Here’s a basic guide on how to do it:
1.Install Required Libraries:
Ensure you have requests
and bs4
installed. You can install them using pip:
bashCopy Codepip install requests beautifulsoup4
2.Making a Request:
Use the requests
library to make a GET request to the Baidu Image Search URL. You might need to construct the URL with appropriate query parameters.
3.Parsing the Response:
Use BeautifulSoup
to parse the HTML content of the response. Identify the HTML elements that contain the image URLs.
4.Extracting Image URLs:
Extract the image URLs from the parsed HTML. This typically involves finding <img>
tags and extracting their src
attributes.
5.Downloading Images:
Use the requests
library again to download the images by making GET requests to the image URLs and saving the content to files.
Here is a simple code snippet to illustrate this process:
pythonCopy Codeimport requests
from bs4 import BeautifulSoup
import os
def scrape_images(query, num_images=10):
search_url = f"https://image.baidu.com/search/index?tn=baiduimage&ie=utf-8&word={query}&ct=201326592&v=flip"
response = requests.get(search_url)
soup = BeautifulSoup(response.text, 'html.parser')
images = [img['src'] for img in soup.find_all('img') if img.get('src') and img.get('src').startswith('http')]
# Download images
os.makedirs('downloaded_images', exist_ok=True)
for i, img_url in enumerate(images[:num_images]):
img_data = requests.get(img_url).content
with open(f'downloaded_images/{query}_{i}.jpg', 'wb') as handler:
handler.write(img_data)
# Example usage
scrape_images('python programming', 5)
This code will search for images related to “python programming” on Baidu Image Search and download the first 5 images found. Remember, this is a basic example and real-world usage might require handling additional complexities such as pagination, captchas, or dynamic content loading.
[tags]
Python, Web Scraping, Baidu Image Search, BeautifulSoup, Requests Library