SInES Helpers: Random Forester

SInES Helpers: Random Forester (Random Forest Classification & Feature Importance: Gini vs. Permutation)

1. Upload Excel or CSV:	Excel worksheet:
2. Configure Forest:	Target / Class Column: Identifier / Name Column: Predictor Features: Please upload a file to select attributes. 0 Features selected Number of Trees: Max Tree Depth: Top Features in the plot: Calculation Modes: Gini Importance (MDI) Permutation Importance (PFI) Optional: Audio Mapping Audio File Name Column: Audio directory path:
3. Run Random Forest:

Wait for Start...

Ranking of all analyzed Features:

Rank	Feature	Gini Importance (%)	Permutation Drop (%)	Valid values

Random Forester © 2026 by Christoph Reuter and SInES (last modified: 25.10.2026) is released under MIT License
How to cite: Reuter, C. (2026). SInES Helpers: Random Forester. Web Application https://sinestools.univie.ac.at/randomforester.htm