Python read excel file

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Python is one of the world’s top programming languages used today and Python training has become the most popular training across individuals. Training Basket’s Python Training & Certification course covers basic and advanced Python concepts and how to apply them in real-world applications.Python is a flexible and powerful open-source language that is easy to learn and consists of powerful libraries for data analysis and manipulation. Our Python training course content is curated by experts as per the standard Industry curriculum. The curriculum, coding challenges and real-life problems cover data operations in Python, strings, conditional statements, error handling, shell scripting, web scraping and the commonly used Python web framework Django. Take this Python training and certification course and become job-ready now.

Python read excel file

Excel is a spreadsheet application which is developed by Microsoft. It is an easily accessible tool to organize, analyze, and store the data in tables. It is widely used in many different applications all over the world. From Analysts to CEOs, various professionals use Excel for both quick stats and serious data crunching.

Excel Documents

An Excel spreadsheet document is called a workbook which is saved in a file with .xlsx extension. The first row of the spreadsheet is mainly reserved for the header, while the first column identifies the sampling unit. Each workbook can contain multiple sheets that are also called a worksheets. A box at a particular column and row is called a cell, and each cell can include a number or text value. The grid of cells with data forms a sheet.

The active sheet is defined as a sheet in which the user is currently viewing or last viewed before closing Excel.

Reading from an Excel file

First, you need to write a command to install the xlrd module.

  • pip install xlrd

Creating a Workbook

A workbook contains all the data in the excel file. You can create a new workbook from scratch, or you can easily create a workbook from the excel file that already exists.

Input File

We have taken the snapshot of the workbook.

Python Read Excel File


  • # Import the xlrd module
    import xlrd

    # Define the location of the file
    loc = (“path of file”)

    # To open the Workbook
    wb = xlrd.open_workbook(loc)
    sheet = wb.sheet_by_index(0)

    # For row 0 and column 0
    sheet.cell_value(0, 0)

Explanation: In the above example, firstly, we have imported the xlrd module and defined the location of the file. Then we have opened the workbook from the excel file that already exists.

Reading from the Pandas

Pandas is defined as an open-source library which is built on the top of the NumPy library. It provides fast analysis, data cleaning, and preparation of the data for the user and supports both xls and xlsx extensions from the URL.

It is a python package which provides a beneficial data structure called a data frame.


  • Example –
    import pandas as pd

    # Read the file
    data = pd.read_csv(“.csv”, low_memory=False)

    # Output the number of rows
    print(“Total rows: {0}”.format(len(data)))

    # See which headers are available

Reading from the openpyxl

First, we need to install an openpyxl module using pip from the command line.

  • pip install openpyxl

After that, we need to import the module.

We can also read data from the existing spreadsheet using openpyxl. It also allows the user to perform calculations and add content that was not part of the original dataset.


  • import openpyxl
    my_wb = openpyxl.Workbook()
    my_sheet =
    my_sheet_title = my_sheet.title
    print(“My sheet title: ” + my_sheet_title)


  • My sheet title: Sheet

To learn more about openpyxl, visit our complete tutorial Click Here. We have discussed essential detail in this tutorial.

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