Convert HTML table into CSV file in python

Namachila November 20, 2025

0 2 1 minute read

CSV file is a Comma Separated Value file that uses a comma to separate values. CSV file is a useful thing in today’s world when we are talking about machine learning, data handling, and data visualization. In this article, we will discuss how to convert an HTML table into a CSV file.

Converting HTML Table into CSV file in Python

Example: Suppose HTML file looks like, HTML table that can be converted to a CSV file using the BeautifulSoup and Pandas module of Python. These modules do not come built-in with Python. To install them type the below command in the terminal.

pip install beautifulsoup4
pip install pandas

Python3 Code for converting the HTML table into a CSV file

Python3

# Importing the required modules
import os
import sys
import pandas as pd
from bs4 import BeautifulSoup
  
path = 'html.html'
  
# empty list
data = []
  
# for getting the header from
# the HTML file
list_header = []
soup = BeautifulSoup(open(path),'html.parser')
header = soup.find_all("table")[0].find("tr")
 
for items in header:
    try:
        list_header.append(items.get_text())
    except:
        continue
 
# for getting the data
HTML_data = soup.find_all("table")[0].find_all("tr")[1:]
 
for element in HTML_data:
    sub_data = []
    for sub_element in element:
        try:
            sub_data.append(sub_element.get_text())
        except:
            continue
    data.append(sub_data)
 
# Storing the data into Pandas
# DataFrame
dataFrame = pd.DataFrame(data = data, columns = list_header)
  
# Converting Pandas DataFrame
# into CSV file
dataFrame.to_csv('Geeks.csv')