Example: Multiomics Classification 20260106_134518Completed

Algorithm: Random Forest | Created: January 06, 2026 at 13:45

Performance Metrics
F1

0.8255

± 0.0603
Auc

0.8427

± 0.0279
Recall

0.8267

± 0.0602
Accuracy

0.8267

± 0.0602
Precision

0.8266

± 0.0622

Detailed Metrics (Across All Folds)
MetricMeanStd DevMinMax
F10.82550.06030.76470.9000
Auc0.84270.02790.80140.8831
Recall0.82670.06020.76670.9000
Accuracy0.82670.06020.76670.9000
Precision0.82660.06220.76460.9046
Feature Selection Frequency
Feature selection frequency
Top Features (Avg. Importance)
RankFeatureMeanStd Dev
1glucose0.15010.0273
2il60.12690.0173
3ldl0.12130.0191
4crp0.11960.0167
5cholesterol0.09630.0097
6escherichia0.08960.0137
7bifidobacterium0.08640.0124
8faecalibacterium0.08410.0124
9triglycerides0.08310.0068
10urea0.07730.0101
Classification Analysis
Confusion Matrix
Aggregate confusion matrix
ROC Curve
Average roc
Configuration
Hyperparameters
Max depth10
N estimators50
Random state42
Data Configuration
Feature Selectionkbest_f
Validationstratified_kfold
Target Columntarget
Pipeline Data & Stages

Pipeline execution flow and intermediate datasets.

CLI Command (Copy-Paste Ready)
OMP_NUM_THREADS=1 OPENBLAS_NUM_THREADS=1 MKL_NUM_THREADS=1 VECLIB_MAXIMUM_THREADS=1 NUMEXPR_NUM_THREADS=1 /opt/ml-env/bin/python /app/scripts/ml_pipeline.py --config /app/public/ml_results/90/job_config.json
Standard Output (stdout)
{"job_id": 90, "algorithm": "random_forest", "n_folds": 5, "holdout_used": false, "per_fold_results": [{"fold": 1, "metrics": {"accuracy": 0.9, "precision": 0.9046213093709883, "recall": 0.9, "f1": 0.8978021978021978, "auc": 0.8607520564042302}, "selected_features": ["glucose", "urea", "cholesterol", "triglycerides", "ldl", "crp", "il6", "leptin", "insulin", "bmi"], "feature_importance": {"glucose": 0.14284589070130718, "urea": 0.08083667215643468, "cholesterol": 0.10140028312495586, "triglycerides": 0.07630815241538506, "ldl": 0.1427112694178755, "crp": 0.10828435986621693, "il6": 0.14427918407908982, "leptin": 0.06394627283883016, "insulin": 0.07308930839606019, "bmi": 0.06629860700384449}, "model_file": "model_fold_1.joblib", "y_true": [0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0], "y_pred": [0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 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Standard Error (stderr)
Starting pipeline execution for Job: 90
Loaded data: (300, 55) features, (300,) targets.
Running nested cross-validation...
Generating visualizations...
Generating reports...
Warning: weasyprint not installed. PDF report skipped.
Analysis complete. Results saved to /app/public/ml_results/90