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brt_visualized's Introduction

The following functions allow visualization of various aspects of GBM gradient boosted regression tree outputs

tree_plot

  • Creates a tree of histograms showing partitioning of data through a single tree within the model
  • Only able to plot 6 splits Example: alt text

sankey_tree

  • Uses a sankey diagram to visualize data partitioning through a single tree in the model
  • Can view all splits Example: alt text

aggregate_split_sankey

  • Aggregates all splits and following splits to show the most common split variables and the following split
  • Option to exclude terminal nodes Example: alt text

aggregate_tree_sankey

  • Aggregates all trees throughout the model organized by split row to show typical patterns among split variables Example: alt text

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