Upload data, get ensemble predictions with feature importance. Free.
or click to browse · max 3 MB
Running random forest analysis analysis...
Sent to — interactive charts, statistical results, R code, and AI insights.
Analyze another fileBuilds an ensemble of decision trees for classification or regression. Provides feature importance rankings, partial dependence plots, and out-of-bag error estimates.
Use this when you need a robust predictive model that handles non-linear relationships and feature interactions.
If you need interpretable coefficients, use Logistic or Linear Regression. If you want boosting, use XGBoost.
Built for: Data scientist, ML engineer, analyst
Typical data source: Labeled dataset with numeric and/or categorical features
Classification or regression data
Minimum 100 rows · Best with 500-50000 rows
Build a Random Forest ensemble model to classify or predict outcomes from tabular data. Provides feature importance rankings, OOB error convergence, model performance metrics, and partial dependence plots — helping you understand which variables drive your outcome and how well the model predicts.
Variables ranked by their contribution to prediction accuracy
Out-of-bag error rate vs number of trees
Confusion matrix (classification) or predicted vs actual (regression)
How the top-ranked feature affects the predicted outcome
Feature importance scores by both Gini and accuracy measures
Key model performance metrics (accuracy, OOB error, R-squared)
Random Forest model parameters and settings
Plain-English interpretation — what the numbers mean, what's significant, and what to do next.
Need something simpler? Logistic — Need interpretable model
Need more power? Xgboost — Want boosting for potentially higher accuracy
Similar: Xgboost
See our FAQ for details on pricing, data privacy, and how the analysis works. Every report includes a Methodology section showing the statistical test, assumptions checked, and diagnostics run.
Run any analysis on your own data — 60+ validated R modules, interactive reports, AI insights, and PDF export.
Try Free — No Credit Card