# Random Forest Result #139 — Analysis Report

Generated 2026-09-21 02:35:53 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#139)

2026-09-21 02:11:43 · random_forest · status: completed

*The model explains 53.4% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.534495 |
| r2_std | 0.020216 |
| mse_mean | 40.124996 |
| mse_std | 3.35536 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.001104 | 0.001748 |
| LAT | 0.00181 | 0.000957 |
| LONG | 0.002725 | 0.002277 |
| ENV_SOILNH4 | 0.002134 | 0.00171 |
| ENV_SOILNO3 | 0.002311 | 0.003533 |
| ENV_SOILP | 0.001566 | 0.003499 |
| ENV_SOILOC | 0.016012 | 0.006552 |
| ENV_SOILTN | 0.011141 | 0.012211 |
| ENV_SOILTC | -0.000762 | 0.006243 |
| ENV_PH | -0.002819 | 0.005171 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.092551 |
| LAT | 0.199099 |
| LONG | 0.047196 |
| ENV_SOILNH4 | 0.111703 |
| ENV_SOILNO3 | 0.050621 |
| ENV_SOILP | 0.06099 |
| ENV_SOILOC | 0.221387 |
| ENV_SOILTN | 0.734706 |
| ENV_SOILTC | 0.240267 |
| ENV_PH | 0.192217 |

### split metrics

| r2 | mse |
|---|---|
| 0.562705 | 44.270396 |
| 0.516368 | 40.052147 |
| 0.52441 | 36.052445 |

![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 — cat_g_field_data_plots.csv (preprocessed)
- **Started:** 2026-09-21 02:11:43.291308
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/4ae9de70c16e41858d39d893714e9650

| 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)
```
