Example: Multiomics Regression 20260106_083726Completed

Algorithm: Random Forest Regressor | Created: January 06, 2026 at 08:37

Performance Metrics
Mae

2.6437

± 0.179
Pearson

0.9898

± 0.0013
Spearman

0.978

± 0.0075
R2 pearson

0.9797

± 0.0026

Detailed Metrics (Across All Folds)
MetricMeanStd DevMinMax
Mae2.64370.17902.33452.8949
Pearson0.98980.00130.98820.9920
Spearman0.97800.00750.96720.9858
R2 pearson0.97970.00260.97660.9842
Feature Selection Frequency
Feature selection frequency
Top Features (Avg. Importance)
RankFeatureMeanStd Dev
1age0.57640.1326
2cholesterol0.17010.1168
3crp0.11740.0522
4il60.07780.0081
5mmp90.03710.0227
6faecalibacterium0.00820.0021
7bifidobacterium0.00690.0
8ldl0.00660.0008
9timp10.00250.0006
10igf10.00240.0006
Regression Analysis

Compare training and test set predictions to evaluate model overfitting. Similar performance indicates good generalization.

Training Set Performance
Prediction scatter train

Model predictions on training data (may show overfitting if much better than test)

Test Set Performance
Prediction scatter test

Model predictions on held-out test data (true generalization performance)

Configuration
Hyperparameters
Max depth10
N estimators50
Random state42
Data Configuration
Feature Selectionkbest_f
Validationkfold
Target Columntarget
Generated Reports
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/85/job_config.json
Standard Output (stdout)
{"job_id": 85, "algorithm": "random_forest_regressor", "n_folds": 5, "holdout_used": false, "per_fold_results": [{"fold": 1, "metrics": {"r2": 0.9838872408559324, "mse": 11.514728158863798, "mae": 2.3344698376623407, "rmse": 3.3933358452802453, "pearson": 0.9920470884928412, "r2_pearson": 0.9841574257871231, "spearman": 0.9829094379919422}, "selected_features": ["cholesterol", "ldl", "albumin", "crp", "il6", "igf1", "mmp9", "timp1", "faecalibacterium", "age"], "feature_importance": {"cholesterol": 0.24693057765084123, "ldl": 0.00773008106349113, "albumin": 0.0019230317082549603, "crp": 0.07237155199995789, "il6": 0.07134626680499973, "igf1": 0.0019094721979977557, "mmp9": 0.034607758396634894, "timp1": 0.0015409162949805541, "faecalibacterium": 0.007758984810528769, "age": 0.5538813590723131}, "model_file": "model_fold_1.joblib", "y_true": [77.9, 18.0, 37.1, 19.1, 82.3, 41.0, 50.7, 82.7, 91.6, 95.0, 95.0, 75.1, 80.6, 18.0, 95.0, 80.0, 47.4, 26.5, 95.0, 57.7, 47.0, 95.0, 95.0, 44.4, 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"mmp9", "timp1", "faecalibacterium", "age"], "feature_importance": {"cholesterol": 0.1886272268613083, "ldl": 0.0069663116333221415, "albumin": 0.0018878931278701115, "crp": 0.04514214377357833, "il6": 0.07337053196107307, "igf1": 0.0031954838135167087, "mmp9": 0.012442809142290807, "timp1": 0.0031422904934978583, "faecalibacterium": 0.0073259304533175905, "age": 0.6578993787402251}, "model_file": "model_fold_2.joblib", "y_true": [69.2, 39.2, 56.5, 67.2, 95.0, 25.2, 42.8, 33.2, 86.5, 50.8, 70.7, 45.6, 20.9, 35.3, 55.3, 24.9, 21.7, 95.0, 80.9, 32.7, 61.8, 95.0, 79.2, 95.0, 32.8, 54.9, 31.1, 82.3, 64.6, 18.0, 95.0, 48.8, 42.3, 50.3, 23.6, 95.0, 40.7, 27.8, 63.7, 64.0, 73.0, 18.0, 88.7, 20.2, 95.0, 46.3, 44.3, 18.0, 42.6, 91.8, 95.0, 89.2, 28.5, 84.1, 95.0, 95.0, 35.3, 88.5, 19.5, 28.5], "y_pred": [73.45266666666669, 39.27936190476192, 59.934666666666686, 65.04606666666665, 95.0, 23.197999999999997, 46.5415606060606, 29.807999999999996, 85.06200000000001, 53.39719393939393, 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Standard Error (stderr)
Starting pipeline execution for Job: 85
Loaded data: (300, 55) features, (300,) targets.
Running nested cross-validation...
Generating visualizations...
Generating reports...
Warning: weasyprint not installed. PDF report skipped.
Warning: python-docx not installed. DOCX report skipped.
Warning: excel writer dependency missing. Excel report skipped.
Analysis complete. Results saved to /app/public/ml_results/85