# Demos


<a href="../demos/starter-demo.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"><img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='600'%20height='300'%3E%3Crect%20fill='%234A90D9'%20width='600'%20height='300'/%3E%3Ctext%20x='300'%20y='160'%20text-anchor='middle'%20fill='white'%20font-size='28'%20font-family='sans-serif'%3EStarter%20Demo%3C/text%3E%3C/svg%3E" class="section-card-img" style="width: 100%; border-radius: 0.375rem; margin-bottom: 0.75rem;" /></a>


Starter Demo


A minimal example showing the basics of data processing.


<a href="../demos/advanced-demo.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"><img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='600'%20height='300'%3E%3Crect%20fill='%2342B883'%20width='600'%20height='300'/%3E%3Ctext%20x='300'%20y='160'%20text-anchor='middle'%20fill='white'%20font-size='28'%20font-family='sans-serif'%3EAdvanced%20Demo%3C/text%3E%3C/svg%3E" class="section-card-img" style="width: 100%; border-radius: 0.375rem; margin-bottom: 0.75rem;" /></a>


Advanced Demo


A comprehensive example with chained operations and validation.


<a href="../demos/data-pipeline.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"><img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='600'%20height='300'%3E%3Crect%20fill='%23E8853D'%20width='600'%20height='300'/%3E%3Ctext%20x='300'%20y='160'%20text-anchor='middle'%20fill='white'%20font-size='28'%20font-family='sans-serif'%3EData%20Pipeline%3C/text%3E%3C/svg%3E" class="section-card-img" style="width: 100%; border-radius: 0.375rem; margin-bottom: 0.75rem;" /></a>


Data Pipeline


Build a complete ETL pipeline from raw data to validated output.


<a href="../demos/visualization.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"><img src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='600'%20height='300'%3E%3Crect%20fill='%237C4DFF'%20width='600'%20height='300'/%3E%3Ctext%20x='300'%20y='160'%20text-anchor='middle'%20fill='white'%20font-size='28'%20font-family='sans-serif'%3EVisualization%3C/text%3E%3C/svg%3E" class="section-card-img" style="width: 100%; border-radius: 0.375rem; margin-bottom: 0.75rem;" /></a>


Visualization


Create summary visualizations from processed data.


------------------------------------------------------------------------


<a href="../demos/error-handling.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"></a>


Error Handling


Learn how to handle edge cases and invalid inputs gracefully.


<a href="../demos/batch-processing.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"></a>


Batch Processing


Process multiple datasets in batch mode.


<a href="../demos/schema-patterns.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"></a>


Common Schema Patterns


Reusable validation schemas for typical data structures.


<a href="../demos/performance-tips.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"></a>


Performance Tips


Optimize processing speed for large datasets.


<a href="../demos/integration-guide.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"></a>


Integration Guide


Integrate the package with pandas, Polars, and other frameworks.


<a href="../demos/custom-validators.html" class="section-card" style="display: block; padding: 1.25rem 1.5rem; border: 1px solid #dee2e6; border-radius: 0.5rem; color: inherit; text-decoration: none;"></a>


Custom Validators


Build your own validation logic on top of the validate function.
