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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: