File size: 2,050 Bytes
a95b090 18f7294 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 |
---
title: ChatCSV
emoji: π
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
1. **Upload CSV Files**: Click the upload button and select one or more CSV files
2. **Process Files**: Click "Process Files" to index your data
3. **Ask Questions**: Type your question in the text box and click "Submit"
4. **View Results**: See text responses, tables, and visualizations in the chat
5. **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!
|