search
HomeBackend DevelopmentPython TutorialHow to Append a New DataFrame to an Existing Excel Sheet in Python Using Pandas?

How to Append a New DataFrame to an Existing Excel Sheet in Python Using Pandas?

Append Existing Excel Sheet with New Dataframe Using Python Pandas

In this article, we will explore how to append a new dataframe to an existing Excel spreadsheet using Python Pandas.

Problem:

Appending a new dataframe to an existing Excel sheet using the Pandas to_excel() function overwrites the existing data. The goal is to append the new data to the end of the current sheet, maintaining the existing content.

Solution:

To address this issue, we can leverage the following steps:

  1. Load the Existing Workbook:

    • Use the openpyxl package to load the existing Excel workbook.
    • Save the existing sheet names in a list.
  2. Prepare the New Dataframe:

    • Remove any unnecessary rows or columns from the new dataframe.
  3. Create a New Workbook Writer:

    • Create an ExcelWriter object using Pandas, specifying the existing workbook as an output.
    • Set engine to "openpyxl", mode to "a", and if_sheet_exists to "new" if the existing sheet doesn't exist.
  4. Write the New Dataframe:

    • Write the new dataframe to the new sheet created by the ExcelWriter.
    • Adjust the cell formatting as needed.
  5. Copy Cells from New to Existing Sheet:

    • Since Pandas does not support in-place appending, we use openpyxl to copy the cells from the new sheet to the existing sheet, starting at the end of the existing data.
  6. Remove the New Sheet:

    • After copying the data, remove the new sheet that was created for writing the new dataframe.
  7. Save and Close the Workbook:

    • Save the workbook and close it.

Example:

import pandas as pd
import openpyxl
from openpyxl.utils import get_column_letter

# Load existing workbook
workbook = openpyxl.load_workbook("existing_excel.xlsx")
sheet_names = workbook.sheetnames

# Prepare new dataframe
new_df = pd.DataFrame({
    "Name": ["Alice", "Bob", "Carol"],
    "Age": [25, 30, 35]
})

# Create new workbook writer
with pd.ExcelWriter("existing_excel.xlsx", engine="openpyxl", mode="a", if_sheet_exists="new") as writer:
    # Write new dataframe
    new_df.to_excel(writer, sheet_name="NewData", index=False)

    # Get worksheet objects
    new_sheet = writer.sheets["NewData"]
    existing_sheet = workbook["ExistingData"]

    # Get last row in existing sheet
    last_row = existing_sheet.max_row

    # Copy cells from new sheet to existing sheet
    copy_excel_cell_range(
        src_ws=new_sheet,
        tgt_ws=existing_sheet,
        src_min_row=2,
        src_max_row=new_sheet.max_row,
        tgt_min_row=last_row + 1,
        with_style=True
    )

    # Remove temporary sheet
    workbook.remove(new_sheet)

# Save and close
workbook.save("existing_excel.xlsx")

By following this approach, you can seamlessly append new data to an existing Excel sheet without overwriting the existing content.

The above is the detailed content of How to Append a New DataFrame to an Existing Excel Sheet in Python Using Pandas?. For more information, please follow other related articles on the PHP Chinese website!

Statement
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn
Python: A Deep Dive into Compilation and InterpretationPython: A Deep Dive into Compilation and InterpretationMay 12, 2025 am 12:14 AM

Pythonusesahybridmodelofcompilationandinterpretation:1)ThePythoninterpretercompilessourcecodeintoplatform-independentbytecode.2)ThePythonVirtualMachine(PVM)thenexecutesthisbytecode,balancingeaseofusewithperformance.

Is Python an interpreted or a compiled language, and why does it matter?Is Python an interpreted or a compiled language, and why does it matter?May 12, 2025 am 12:09 AM

Pythonisbothinterpretedandcompiled.1)It'scompiledtobytecodeforportabilityacrossplatforms.2)Thebytecodeistheninterpreted,allowingfordynamictypingandrapiddevelopment,thoughitmaybeslowerthanfullycompiledlanguages.

For Loop vs While Loop in Python: Key Differences ExplainedFor Loop vs While Loop in Python: Key Differences ExplainedMay 12, 2025 am 12:08 AM

Forloopsareidealwhenyouknowthenumberofiterationsinadvance,whilewhileloopsarebetterforsituationswhereyouneedtoloopuntilaconditionismet.Forloopsaremoreefficientandreadable,suitableforiteratingoversequences,whereaswhileloopsoffermorecontrolandareusefulf

For and While loops: a practical guideFor and While loops: a practical guideMay 12, 2025 am 12:07 AM

Forloopsareusedwhenthenumberofiterationsisknowninadvance,whilewhileloopsareusedwhentheiterationsdependonacondition.1)Forloopsareidealforiteratingoversequenceslikelistsorarrays.2)Whileloopsaresuitableforscenarioswheretheloopcontinuesuntilaspecificcond

Python: Is it Truly Interpreted? Debunking the MythsPython: Is it Truly Interpreted? Debunking the MythsMay 12, 2025 am 12:05 AM

Pythonisnotpurelyinterpreted;itusesahybridapproachofbytecodecompilationandruntimeinterpretation.1)Pythoncompilessourcecodeintobytecode,whichisthenexecutedbythePythonVirtualMachine(PVM).2)Thisprocessallowsforrapiddevelopmentbutcanimpactperformance,req

Python concatenate lists with same elementPython concatenate lists with same elementMay 11, 2025 am 12:08 AM

ToconcatenatelistsinPythonwiththesameelements,use:1)the operatortokeepduplicates,2)asettoremoveduplicates,or3)listcomprehensionforcontroloverduplicates,eachmethodhasdifferentperformanceandorderimplications.

Interpreted vs Compiled Languages: Python's PlaceInterpreted vs Compiled Languages: Python's PlaceMay 11, 2025 am 12:07 AM

Pythonisaninterpretedlanguage,offeringeaseofuseandflexibilitybutfacingperformancelimitationsincriticalapplications.1)InterpretedlanguageslikePythonexecuteline-by-line,allowingimmediatefeedbackandrapidprototyping.2)CompiledlanguageslikeC/C transformt

For and While loops: when do you use each in python?For and While loops: when do you use each in python?May 11, 2025 am 12:05 AM

Useforloopswhenthenumberofiterationsisknowninadvance,andwhileloopswheniterationsdependonacondition.1)Forloopsareidealforsequenceslikelistsorranges.2)Whileloopssuitscenarioswheretheloopcontinuesuntilaspecificconditionismet,usefulforuserinputsoralgorit

See all articles

Hot AI Tools

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Undress AI Tool

Undress AI Tool

Undress images for free

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

SublimeText3 Linux new version

SublimeText3 Linux new version

SublimeText3 Linux latest version

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

WebStorm Mac version

WebStorm Mac version

Useful JavaScript development tools

MinGW - Minimalist GNU for Windows

MinGW - Minimalist GNU for Windows

This project is in the process of being migrated to osdn.net/projects/mingw, you can continue to follow us there. MinGW: A native Windows port of the GNU Compiler Collection (GCC), freely distributable import libraries and header files for building native Windows applications; includes extensions to the MSVC runtime to support C99 functionality. All MinGW software can run on 64-bit Windows platforms.

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools