I hope, it helps you in understanding how to read excel file, try to correctly specify your file path. In my case ./ means current file where my python file exist. Move your excel file where your python file exist

Install:

pip install pandas openpyxl

Solution 1

import pandas as pd
df = pd.read_excel('./TfidfVectorizer_sklearn.xlsx')
df

Solution 2

import openpyxl

book = openpyxl.load_workbook('./TfidfVectorizer_sklearn.xlsx')

sheet = book.active
cells = sheet['A1': 'D5']

for c1, c2, c3, c4 in cells:
    print(f"{c1.value} {c2.value} {c3.value} {c4.value}")
Answer from Muhammad Ali on Stack Overflow
๐ŸŒ
Pandas
pandas.pydata.org โ€บ docs โ€บ reference โ€บ api โ€บ pandas.read_excel.html
pandas.read_excel โ€” pandas 3.0.6 documentation
Read an Excel file into a DataFrame ยท Supports xls, xlsx, xlsm, xlsb, odf, ods and odt file extensions read from a local filesystem or URL. Supports an option to read a single sheet or a list of sheets
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GeeksforGeeks
geeksforgeeks.org โ€บ python โ€บ reading-excel-file-using-python
Reading an excel file using Python - GeeksforGeeks
June 16, 2026 - Unlike pandas or openpyxl, it opens Excel in the background and allows automation such as formatting, formulas, and charts.
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Using Python to read data from an Excel file โ€“ Brendan's Tech Ramblings
April 25, 2023 - I took a look at options for how I could automate reading an Excel file using Python โ€“ my plan being to write a script that would extract the data from the Excel file and then write this to Azure Table storage.
Author: pyexcel
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Hakibenita
hakibenita.com โ€บ fast-excel-python
Fastest Way to Read Excel in Python | Haki Benita
January 3, 2024 - Openpyxl is a library for reading and writing Excel files in Python. Unlike Tablib, Openpyxl is dedicated just to Excel and does not support any other file types. In fact, both tablib and pandas use Openpyxl under the hood when reading xlsx files.
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DataCamp
datacamp.com โ€บ tutorial โ€บ python-excel-tutorial
Python Excel Tutorial: Read, Write & Format Excel With openpyxl | DataCamp
June 3, 2026 - A complete guide to openpyxl for Python developers. Read and write Excel files, create charts, apply cell formatting, and automate Excel workflows from Python.
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Reddit
reddit.com โ€บ r/python โ€บ fastest way to read excel in python
r/Python on Reddit: Fastest Way to Read Excel in Python
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Python.org
discuss.python.org โ€บ python help
Read excel data and performing calculation - Python Help - Discussions on Python.org
October 6, 2023 - Hi., I have data in sheet1 of excel, in tabular column format. i want to read the first data row, and perform calculation and output in the second sheet. The data deonotes the size of the cabinet. ( width, height and โ€ฆ
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OpenPyXL
openpyxl.readthedocs.io
openpyxl - A Python library to read/write Excel 2010 xlsx/xlsm files โ€” openpyxl 3.1.3 documentation
from openpyxl import Workbook wb = Workbook() # grab the active worksheet ws = wb.active # Data can be assigned directly to cells ws['A1'] = 42 # Rows can also be appended ws.append([1, 2, 3]) # Python types will automatically be converted import datetime ws['A2'] = datetime.datetime.now() # Save the file wb.save("sample.xlsx")
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python-excel.org
Python Resources for working with Excel - Working with Excel Files in Python
There are two main approaches: processing Excel files from Python โ€” reading, writing, and manipulating .xlsx files without needing Excel installed โ€” and running Python inside Excel โ€” building add-ins, user-defined functions, and automation that works within the Excel application itself.
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DEV Community
dev.to โ€บ mhamzap10 โ€บ 7-python-excel-libraries-in-depth-review-for-developers-4hf4
7 Python Excel Libraries: In-Depth Review for Developers - DEV Community
July 19, 2024 - In this article, we will explore some of the most popular and powerful Python libraries for handling Excel files and also take a look at IronXL for Python, which provides an excellent solution for Excel-related tasks.
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DigitalOcean
digitalocean.com โ€บ community โ€บ tutorials โ€บ pandas-read_excel-reading-excel-file-in-python
Pandas read_excel: Reading Excel Files in Python | DigitalOcean
Learn how to use pandas read_excel for reading Excel files in Python and install engines. load single or multiple sheets, control dtypes, and export results.
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discuss.python.org โ€บ python help
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September 19, 2024 - I have large excel file having 5-6 worksheets. I am trying to read one sheet who has 0.7 Millions (7 lakhs+) rows. The process took hours to read such huge file using pd.read_excel(). Needed help for the optimize/quicโ€ฆ
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docs.python.org โ€บ 3 โ€บ library โ€บ csv.html
csv โ€” CSV File Reading and Writing
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mljar.com โ€บ docs โ€บ python-read-excel
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Load Excel file into Pandas DataFrame. Please check Advanced settings. You can select Sheet by name or by integer index, which is zero-indexed. You can also specify number of rows to skip when file reading ยท Please check pandas.read_excel for ...
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Pythonexcel
pythonexcel.com
Python Excel - A Guide to Read/Write Excel Files in Python
It is the most widely used library for python-excel purposes. It is an open source project, being non-commercial can have pros and cons. However it is a good library to start practicising with Python and excel. openpyxl is the default reader for Python Pandas.
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Microsoft Support
support.microsoft.com โ€บ en-us โ€บ office โ€บ python-in-excel-dataframes-a10495b2-8372-4f0f-9179-32771fe0dc04
Python in Excel DataFrames | Microsoft Support
The data within a DataFrame can be returned as Excel values instead of as a Python object. Output a DataFrame as Excel values to incorporate other Excel-based analytics like charts, Excel formulas, and conditional formatting. Use the Python output menu in the formula bar to control how Python calculations are returned.