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Scrape HTML Tables and Convert Them to CSV Using Beautiful Soup in Python

Scrape a Wikipedia table with Beautiful Soup and write the data to a CSV file using the csv module.

web scraping beautiful soup csv
Python
import requests
from bs4 import BeautifulSoup
import csv

url = "https://en.wikipedia.org/wiki/List_of_countries_by_GDP_(nominal)"
response = requests.get(url)
soup = BeautifulSoup(response.text, 'html.parser')

tables = soup.find_all('table', {'class': 'wikitable'})

if tables:
    target_table = tables[2]
    rows =…
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PythonSkillset code samples are short, focused examples organised by topic and difficulty. Every snippet is server-rendered HTML — readable by search engines and easy to copy. Open any sample, read the notes, copy the code, then press Try in editor to run it in the browser with Pyodide.

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  2. Open a sample, read How it works, and copy the code block
  3. Run it in the IDE, tweak values, then take a related quiz or tutorial lesson

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Samples are quick reference — one concept per page. For step-by-step teaching, use our Python tutorials. To test yourself, try quizzes or coding challenges. Clean up style with the Python formatter.