# Random Forest Result #142 — Analysis Report

Generated 2026-09-21 02:36:40 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#142)

2026-09-21 02:13:38 · random_forest · status: completed

*The model explains 34.6% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.345639 |
| r2_std | 0.122952 |
| mse_mean | 52.232806 |
| mse_std | 7.541088 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.021128 | 0.013875 |
| ENV_SOILNH4 | 0.001802 | 0.001265 |
| ENV_SOILNO3 | 0.003362 | 0.003329 |
| ENV_SOILP | 0.016495 | 0.003534 |
| ENV_SOILOC | 0.009076 | 0.016 |
| ENV_SOILTN | 0.009067 | 0.012805 |
| ENV_SOILTC | 0.014288 | 0.047237 |
| ENV_PH | 0.001249 | 0.002939 |
| ENV_SOILCLAY | 0.003314 | 0.004583 |
| ENV_SOILSILT | -0.00579 | 0.007295 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.247639 |
| ENV_SOILNH4 | 0.103296 |
| ENV_SOILNO3 | 0.094585 |
| ENV_SOILP | 0.217172 |
| ENV_SOILOC | 0.29234 |
| ENV_SOILTN | 0.782153 |
| ENV_SOILTC | 0.765265 |
| ENV_PH | 0.156054 |
| ENV_SOILCLAY | 0.06528 |
| ENV_SOILSILT | 0.188871 |

### split metrics

| r2 | mse |
|---|---|
| 0.472938 | 62.41285 |
| 0.384566 | 44.390142 |
| 0.179412 | 49.895425 |

![importance bar](data:image/png;base64,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)

*importance bar*

![permutation 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)

*permutation bar*

![shap summary](data:image/png;base64,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)

*shap summary*

![pred vs obs](data:image/png;base64,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)

*pred vs obs*

![cv boxplot](data:image/png;base64,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)

*cv boxplot*

### Method & Provenance

- **Method:** Random Forest (Regression)
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — catg_example_01_forage_biomass.csv
- **Started:** 2026-09-21 02:13:38.003816
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/96b7753d8e314763a196bb620423f685

| Parameter | Value |
|---|---|
| task_type | regression |
| model_type | regression |
| target_column | PC_SHOOTMASS |
| n_estimators | 60 |
| n_splits | 3 |
| test_size | 0.25 |
| run_univariate | True |
| run_permutation | True |
| run_shap | True |
| permutation_repeats | 10 |
| fdr_threshold | 0.05 |

**Command history**

```python
from sklearn.ensemble import RandomForestRegressor
```

```python
model = RandomForestRegressor(n_estimators=60, random_state=42)
```

```python
scores = sklearn.model_selection.cross_val_score(model, X, y, cv=3)
```
