Convert HTML table into CSV file in python
Last Updated :
28 Apr, 2025
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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
# 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')
Output:
