Upload data-viz-readme.md
Browse files- data-viz-readme.md +34 -0
data-viz-readme.md
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Data Visualization & Cleaning AI
|
| 2 |
+
|
| 3 |
+
An intelligent data analysis tool that automatically processes CSV, Excel, JSON, and text files to generate insightful visualizations and cleaning recommendations.
|
| 4 |
+
|
| 5 |
+
## Features
|
| 6 |
+
|
| 7 |
+
- **Automatic Data Analysis**: Generates statistical summaries, detects outliers, and identifies data quality issues
|
| 8 |
+
- **AI-Powered Insights**: Leverages GPT and HuggingFace models to provide cleaning recommendations and analysis insights
|
| 9 |
+
- **Interactive Visualizations**: Creates distribution plots, correlation heatmaps, PCA visualizations, and more using Plotly
|
| 10 |
+
- **Smart Data Cleaning**: Offers tools to handle missing values, outliers, duplicates, and data type conversions
|
| 11 |
+
- **Multi-Format Support**: Works with CSV, Excel, JSON, and text files with intelligent separator detection
|
| 12 |
+
|
| 13 |
+
## Getting Started
|
| 14 |
+
|
| 15 |
+
1. Upload your data file in the Data Analysis tab
|
| 16 |
+
2. Click "Analyze Data" to generate visualizations and insights
|
| 17 |
+
3. Review the AI-powered cleaning recommendations
|
| 18 |
+
4. Apply cleaning operations in the Data Cleaning tab
|
| 19 |
+
5. Download your cleaned dataset for further analysis
|
| 20 |
+
|
| 21 |
+
## Technical Details
|
| 22 |
+
|
| 23 |
+
Built with:
|
| 24 |
+
- Pandas and NumPy for data processing
|
| 25 |
+
- Plotly, Matplotlib and Seaborn for visualizations
|
| 26 |
+
- scikit-learn for PCA and standardization
|
| 27 |
+
- OpenAI GPT models for intelligent recommendations
|
| 28 |
+
- HuggingFace models for additional insights
|
| 29 |
+
- Gradio for the interactive web interface
|
| 30 |
+
|
| 31 |
+
## Usage Notes
|
| 32 |
+
|
| 33 |
+
For full AI-powered features, configure your API keys in the Settings tab.
|
| 34 |
+
The app can also run in demo mode with reduced AI capabilities.
|