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Excel AI Assistant

A powerful desktop application that transforms your Excel and CSV data using AI, with support for both OpenAI's cloud API and local Ollama models.

Overview

Excel AI Assistant is a Python-based desktop application that helps you apply intelligent transformations to your spreadsheet data. It seamlessly connects with OpenAI's powerful language models or your local Ollama open-source models to provide AI-driven data manipulation, cleaning, and analysis capabilities.

Key Features

Load Excel and CSV files: Easily open and manipulate your spreadsheet data
Intelligent Transformations: Apply AI-powered transformations to cells and ranges
Dual AI Backend Options:
- OpenAI API: Use cloud-based GPT models for high-quality results
- Ollama Integration: Process data locally with open-source models for privacy and cost savings
Column Context Understanding: Process cells with context from other columns for more intelligent transformations
Row Numbering: Clear row numbering with total row count display for better navigation
Auto-Save Capability: Automatically save changes to source files after batch processing
Customizable Templates: Save your favorite prompts for quick reuse
Batch Processing: Apply transformations to multiple cells efficiently
Interactive Data View: View, edit, and copy cell data with an intuitive interface
Dark/Light Mode: Choose your preferred theme or match your system theme

Screenshots

Main Interface	OpenAI Settings

Prompt Templates	Ollama Integration

Installation

Prerequisites

Python 3.13 or higher
uv package manager (installation instructions below)
For OpenAI API: An OpenAI API key
For Ollama (optional): Ollama installed with at least one model

Installing uv

uv is a fast Python package installer and resolver built in Rust:

macOS/Linux:

curl -LsSf https://astral.sh/uv/install.sh | sh

Installing uv via pip (Windows/Mac/Linux):

pip install uv

Step-by-Step Installation

Clone this repository:

git clone https://github.com/georgekhananaev/excel-ai-assistant.git
cd excel-ai-assistant

Create a virtual environment and install dependencies:

# Create and activate a virtual environment
uv venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

# Install dependencies using uv sync
uv sync

Set up your OpenAI API key (optional):
- Create a .env file in the project root directory
- Add your API key: OPENAI_API_KEY=your_api_key_here
Set up Ollama (optional for local processing):
- Install Ollama from ollama.ai/download
- Start the Ollama server: ollama serve
- Pull a model: ollama pull llama3.2 (or any other model you prefer) see here: Ollama GitHub

Usage

Starting the Application

Run the application using uv:

uv run main.py

Or if you've activated the virtual environment:

python main.py

Basic Workflow

Open a File: Click "Open" in the toolbar or File menu to load an Excel or CSV file
Select API: Choose between OpenAI or Ollama for processing
Set Range: Specify the row range and columns to process
Select Context Columns: Choose additional columns that provide context for AI processing (optional)
Configure Prompt: Enter instructions or select a template from the dropdown
Enable Auto-Save: Toggle auto-save to automatically apply changes to the source file
Process Data: Click "Run on Selected Range" to apply the transformation

Using Templates

The application comes with many built-in prompt templates for common transformations:

Text formatting (capitalization, case conversion)
Data formatting (dates, phone numbers, currency)
Content transformation (summarization, grammar fixing)
Code and markup handling (JSON, XML, CSV formatting)
Multi-language translation
Data cleanup operations

You can also create, save, and manage your own custom templates.

Using Local Models with Ollama

For private data processing or offline use, Excel AI Assistant supports local models through Ollama:

In the toolbar, select "Ollama" from the API dropdown
Make sure Ollama is running (ollama serve in your terminal)
Use the "Test API" button to verify the connection
Select your preferred model from the dropdown
Process your data with complete privacy - nothing leaves your computer!

New Features

Column Context Understanding

The application can now use data from other columns as context when processing a cell:

When running a transformation, you'll be prompted to select context columns
Select any columns that provide relevant context for the AI
The AI will consider this additional context when processing each cell, resulting in more intelligent transformations

Auto-Save Functionality

Enable auto-save to automatically apply changes to the source file:

Before running a transformation, check the "Auto-save after batch processing" box
When batch processing completes, changes will be saved directly to the file
The application will refresh to show the latest saved data
Even when canceling mid-process, completed changes will be saved if auto-save is enabled

Improved Data View

The data view now includes:

Row numbers for easy reference
Total row count display in the header
Better error handling and UI feedback
Improved resilience to processing interruptions

Configuration

Access settings through Edit > Preferences to configure:

API settings (OpenAI key, model, Ollama URL)
Interface appearance (theme, fonts, table display)
Processing options (batch size, temperature, tokens)
Advanced settings (logging, performance)

The design/ folder contains React mockups of the application's interface. These mockups serve two purposes:

Visual Documentation: They provide visual references for the application's UI and functionality
Web Application Foundation: They can be used as a starting point if you want to create a web version of this application

Troubleshooting

Connection Issues

For OpenAI: Verify your API key is correct and check your internet connection
For Ollama: Ensure Ollama is running (ollama serve in terminal) and check the URL (default: http://localhost:11434)

Installation Issues

If you see an error about "Multiple top-level packages discovered", use uv sync instead of uv pip install -e .

Auto-Save Issues

If auto-save doesn't appear to work, verify file permissions
Check that you're able to write to the selected file location
Look for error messages in the status bar at the bottom of the window
Try closing other applications that might have the file open

Context Column Tips

Choose context columns that provide relevant information for your transformation
Don't select too many context columns as this may confuse the AI or slow down processing
Order your context selections with the most important columns first

Performance Tips

For large files, increase the batch size in preferences
If using Ollama, smaller models are faster but may be less accurate
Enable multi-threading in Advanced settings for better performance
Consider processing smaller ranges if dealing with very large datasets

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Acknowledgments

Built with Python, Tkinter, and Pandas
Uses OpenAI's API for cloud processing
Integrates with Ollama for local AI processing
Inspired by the need to bring AI capabilities to everyday data tasks

Quick Links

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href="/xml/xml_dtd_intro.asp">Learn XML DTD</a> <a class="w3-bar-item w3-button" href="/xml/schema_intro.asp">Learn XML Schema</a> <a class="w3-bar-item w3-button" href="/xml/xsl_intro.asp">Learn XSLT</a> <a class="w3-bar-item w3-button" href="/xml/xpath_intro.asp">Learn XPath</a> <a class="w3-bar-item w3-button" href="/xml/xquery_intro.asp">Learn XQuery</a> </div> </div> </div> <br class="hidesm"> </nav> <nav id="nav_references" class="w3-hide-small" style="position: absolute; padding-bottom: 60px; display: none;"> <div class="w3-content" style="max-width:1100px;font-size:18px"> <span onclick="w3_close_nav('references')" class="w3-button w3-xxxlarge w3-display-topright w3-hover-white sectionxsclosenavspan" style="padding-right:30px;padding-left:30px;">×</span><br> <div class="w3-row-padding w3-bar-block"> <div class="w3-container" style="padding-left:13px"> <h2 style="color:#FFF4A3;"><b>References</b></h2> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">HTML</h3> <a 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href="/cssref/css_selectors.asp">CSS Selector Reference</a> <a class="w3-bar-item w3-button" href="/bootstrap/bootstrap_ref_all_classes.asp">Bootstrap 3 Reference</a> <a class="w3-bar-item w3-button" href="/bootstrap4/bootstrap_ref_all_classes.asp">Bootstrap 4 Reference</a> <a class="w3-bar-item w3-button" href="/w3css/w3css_references.asp">W3.CSS Reference</a> <a class="w3-bar-item w3-button" href="/icons/icons_reference.asp">Icon Reference</a> <a class="w3-bar-item w3-button" href="/sass/sass_functions_string.php">Sass Reference</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">JavaScript</h3> <a class="w3-bar-item w3-button" href="/jsref/default.asp">JavaScript Reference</a> <a class="w3-bar-item w3-button" href="/jsref/default.asp">HTML DOM Reference</a> <a class="w3-bar-item w3-button" href="/jquery/jquery_ref_overview.asp">jQuery Reference</a> <a class="w3-bar-item w3-button" href="/angular/angular_ref_directives.asp">AngularJS Reference</a> <a class="w3-bar-item w3-button" href="/appml/appml_reference.asp">AppML Reference</a> <a class="w3-bar-item w3-button" href="/w3js/w3js_references.asp">W3.JS Reference</a> <h3 class="w3-margin-top">Programming</h3> <a class="w3-bar-item w3-button" href="/python/python_reference.asp">Python Reference</a> <a class="w3-bar-item w3-button" href="/java/java_ref_keywords.asp">Java Reference</a> </div> <div class="w3-col l3 m6"> <h3 class="w3-margin-top">Server Side</h3> <a class="w3-bar-item w3-button" href="/sql/sql_ref_keywords.asp">SQL Reference</a> <a class="w3-bar-item w3-button" href="/mysql/mysql_ref_functions.asp">MySQL Reference</a> <a class="w3-bar-item w3-button" href="/php/php_ref_overview.asp">PHP Reference</a> <a class="w3-bar-item w3-button" href="/asp/asp_ref_response.asp">ASP Reference</a> <h3 class="w3-margin-top">XML</h3> <a class="w3-bar-item w3-button" href="/xml/dom_nodetype.asp">XML DOM Reference</a> <a class="w3-bar-item w3-button" href="/xml/dom_http.asp">XML Http Reference</a> <a 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href="tryit.asp?filename=tryhtml_p_align_css" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <div class="w3-example"> <h3>Example</h3> <p>Style paragraphs with CSS:</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>html<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>head<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>style<span class="tagcolor" style="color:mediumblue">></span></span><span class="cssselectorcolor" style="color:brown"><br>p <span class="cssdelimitercolor" style="color:black">{</span><span class="csspropertycolor" style="color:red"><br>  color<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> navy<span class="cssdelimitercolor" style="color:black">;</span></span><br>  text-indent<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> 30px<span class="cssdelimitercolor" style="color:black">;</span></span><br>  text-transform<span class="csspropertyvaluecolor" style="color:mediumblue"><span class="cssdelimitercolor" style="color:black">:</span> uppercase<span class="cssdelimitercolor" style="color:black">;</span></span><br></span><span class="cssdelimitercolor" style="color:black">}</span><br></span><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/style<span class="tagcolor" style="color:mediumblue">></span></span><br> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/head<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>body<span class="tagcolor" style="color:mediumblue">></span></span><br><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="tagcolor" style="color:mediumblue">></span></span>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.<span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span class="tagcolor" style="color:mediumblue">></span></span><br><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/body<span class="tagcolor" style="color:mediumblue">></span></span><br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/html<span class="tagcolor" style="color:mediumblue">></span></span> </div> <a target="_blank" href="tryit.asp?filename=tryhtml_p_style_css" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <div class="w3-example"> <h3>Example</h3> <p> More on paragraphs:</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="tagcolor" style="color:mediumblue">></span></span><br>This paragraph<br>contains a lot of lines<br>in the source code,<br> but the browser <br>ignores it.<br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span class="tagcolor" style="color:mediumblue">></span></span> </div> <a target="_blank" href="tryit.asp?filename=tryhtml_paragraphs2" class="w3-btn w3-margin-bottom">Try it Yourself »</a> </div> <div class="w3-example"> <h3>Example</h3> <p>Poem problems in HTML:</p> <div class="w3-code notranslate htmlHigh"> <span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>p<span class="tagcolor" style="color:mediumblue">></span></span><br>My Bonnie lies over the ocean.<br>My Bonnie lies over the sea.<br>My Bonnie lies over the ocean.<br>Oh, bring back my Bonnie to me.<br><span class="tagnamecolor" style="color:brown"><span class="tagcolor" style="color:mediumblue"><</span>/p<span 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