metadata

title: ChatCSV
emoji: 🌖
colorFrom: blue
colorTo: red
sdk: gradio
sdk_version: 5.25.2
app_file: app.py
pinned: false
license: mit

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

CSV Chatbot

An interactive chatbot that analyzes CSV files using natural language queries. Upload your CSV data and ask questions in plain English to get insights, visualizations, and reports.

Features

Natural Language Queries: Ask questions about your CSV data in plain English
Multiple File Support: Upload and analyze multiple CSV files at once
Automatic Visualization: Generate charts and graphs based on your data
Report Generation: Export conversation and analysis results as HTML reports
Smart CSV Handling: Automatic detection of encoding, delimiters, and data types

How to Use

Upload CSV Files: Click the upload button and select one or more CSV files
Process Files: Click "Process Files" to index your data
Ask Questions: Type your question in the text box and click "Submit"
View Results: See text responses, tables, and visualizations in the chat
Export Results: Click "Export Conversation" to create a shareable report

Example Queries

"What's the average value in column X?"
"Show me a histogram of the distribution in column Y"
"Is there a correlation between column A and column B?"
"What are the top 5 values in column Z?"
"Compare the average values grouped by category"

Technical Details

This application uses:

Phi-3-mini language model for natural language understanding
LlamaIndex for data indexing and retrieval
Pandas for data analysis
Matplotlib for visualization
Gradio for the web interface

Limitations

Large CSV files (>100MB) may take longer to process
Complex statistical analyses may require specific phrasing
Currently limited to tabular data in CSV format

Feedback and Contributions

This is an open-source project. Feedback and contributions are welcome!