Export Factor Tables
Export Process
- Click the export button in model results or analysis view
- Choose file format (CSV or Excel)
- Choose consolidation option (ANOVA-style or Full)
- Download begins automatically
File Format
CSV:
- Plain text, universally compatible
- Easy to import to databases or other systems
- One file per factor table
Excel:
- Formatted workbook with multiple sheets
- One sheet per factor table
- Includes metadata and headers
- Easier for business review
Consolidation Options
Choose how factor tables are organized:
ANOVA-style (Separate Tables):
- Main effects and interactions in separate tables
- Example: Separate tables for "Age", "Vehicle", and "Age × Vehicle"
- More tables, but clearer feature attribution
- Best for understanding which effects are main vs. interaction
Full Consolidation:
- Main effects merged into interaction tables where applicable
- Example: Single "Age × Vehicle" table that includes the age and vehicle main effects
- Fewer total tables, may simplify implementation
- Predictions still exactly match the GBM
Both produce mathematically equivalent predictions—the difference is how the tables are organized for review and implementation.
Using Exported Tables
To calculate predictions from factor tables:
- Look up the factor for each feature (or feature combination) for your data point
- Sum all applicable factors (additive models) or multiply after exponentiating (multiplicative models)
- Apply the link function inverse if needed
The exported tables include all information needed for implementation in your production systems.