# Random Forest Result #147 — Analysis Report

Generated 2026-09-21 02:37:31 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#147)

2026-09-21 02:15:26 · random_forest · status: completed

*The model explains 83.5% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.835335 |
| r2_std | 0.043526 |
| mse_mean | 0.76771 |
| mse_std | 0.158907 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.011739 | 0.018022 |
| ENV_SOILNH4 | -0.00199 | 0.003367 |
| ENV_SOILNO3 | 0.001999 | 0.000821 |
| ENV_SOILP | -0.001752 | 0.001491 |
| ENV_SOILTN | 0.064514 | 0.015946 |
| ENV_SOILTC | 0.135219 | 0.012696 |
| ENV_PH | 0.002762 | 0.000874 |
| ENV_SOILCLAY | 0.001776 | 0.004232 |
| ENV_SOILSILT | 0.073887 | 0.018645 |
| ENV_SOILSAND | 0.022481 | 0.00901 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.016825 |
| ENV_SOILNH4 | 0.021395 |
| ENV_SOILNO3 | 0.011124 |
| ENV_SOILP | 0.00914 |
| ENV_SOILTN | 0.70218 |
| ENV_SOILTC | 0.727751 |
| ENV_PH | 0.018506 |
| ENV_SOILCLAY | 0.012148 |
| ENV_SOILSILT | 0.113804 |
| ENV_SOILSAND | 0.074886 |

### split metrics

| r2 | mse |
|---|---|
| 0.867947 | 0.69667 |
| 0.864242 | 0.618589 |
| 0.773817 | 0.98787 |

![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_06_soil_carbon_credits.csv
- **Started:** 2026-09-21 02:15:26.727584
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/0af7a5128668442fb3b9c296168aaf7d

| Parameter | Value |
|---|---|
| task_type | regression |
| model_type | regression |
| target_column | ENV_SOILOC |
| 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)
```
