# Random Forest Result #149 — Analysis Report

Generated 2026-09-21 02:37:53 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#149)

2026-09-21 02:16:12 · random_forest · status: completed

*The model explains 0.0% of the variance in the target — worse than simply predicting the mean; treat predictions as unreliable.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | -0.127684 |
| r2_std | 0.430563 |
| mse_mean | 3.420748 |
| mse_std | 0.823789 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.016337 | 0.003928 |
| ENV_SOILNH4 | 0.004143 | 0.002695 |
| ENV_SOILNO3 | 0.007993 | 0.006056 |
| ENV_SOILP | 0.002755 | 0.00336 |
| ENV_SOILOC | -0.005316 | 0.003437 |
| ENV_SOILTN | -0.000658 | 0.003885 |
| ENV_SOILTC | -0.005923 | 0.008819 |
| ENV_PH | 0.00459 | 0.008166 |
| ENV_SOILCLAY | 0.028921 | 0.009043 |
| ENV_SOILSILT | -0.003407 | 0.006026 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.070773 |
| ENV_SOILNH4 | 0.019476 |
| ENV_SOILNO3 | 0.028227 |
| ENV_SOILP | 0.020736 |
| ENV_SOILOC | 0.004994 |
| ENV_SOILTN | 0.003569 |
| ENV_SOILTC | 0.005338 |
| ENV_PH | 0.026288 |
| ENV_SOILCLAY | 0.100922 |
| ENV_SOILSILT | 0.044507 |

### split metrics

| r2 | mse |
|---|---|
| -0.732183 | 3.698357 |
| 0.111214 | 4.261812 |
| 0.237916 | 2.302074 |

![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_08_woody_encroachment.csv
- **Started:** 2026-09-21 02:16:12.854253
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/c2d3ecce80614f57be4dc0be42e7fcdb

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