polarisR: Tips, Requirements, and
Support
This vignette provides supplementary information for using
polarisR, including best practices, technical requirements,
and support resources.
Tips and Best Practices
Data Quality Considerations:
- Ensure sufficient numeric columns for analysis
 
- Handle missing values before upload
 
- Consider data scaling if variables have very different ranges
 
- Minimum 50+ observations recommended for stable NLDR results
 
 
Technical Requirements
- R Version: R >= 4.1.0
 
- quollr Version: 0.3.7
 
- Key Dependencies: shiny, plotly, DT, quollr, Rtsne,
umap
 
- Browser: Modern web browser with JavaScript
enabled
 
- Memory: Sufficient RAM for your dataset size
(recommend 4GB+ for large datasets)
 
 
Support
For questions, bug reports, or feature requests, please visit: