# Project Images

<!--
Author: Molla Samser
Website: https://rskworld.in/
Email: help@rskworld.in
Phone: +91 93305 39277
Address: Nutanhat, Mongolkote, Purba Burdwan, West Bengal, India, 713147
-->

## Project Screenshot

The main project image (`seaborn-statistical.png`) should showcase:
- Multiple statistical visualizations in a dashboard layout
- Examples of different plot types (heatmaps, histograms, box plots, etc.)
- Clean, professional design
- Watermark: "rskworld.in"

## Generated Visualization Images

When you run the notebooks, visualization images will be automatically saved here:
- Distribution plots
- Correlation heatmaps
- Categorical plots
- Regression plots
- Advanced visualizations
- Statistical analysis charts

## Image Generation

### Automatic Generation

Run the `generate_images.py` script in the project root to automatically generate all visualization images:

```bash
python generate_images.py
```

This script will:
- Execute all Jupyter notebooks in sequence
- Generate visualization images automatically
- Save all images to this `images/` directory
- Delete itself after completion

### Manual Generation

To generate images manually:
1. Open Jupyter Notebook: `jupyter notebook`
2. Open any notebook from the `notebooks/` directory
3. Run all cells - images will be saved automatically to this directory

### Project Showcase Images

To generate project showcase images, use the prompts provided in the project documentation or create visualizations by running the notebooks.

---

*Project by Molla Samser - [RSK World](https://rskworld.in/)*

