# Random Forest Result #141 — Analysis Report

Generated 2026-09-21 02:36:34 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#141)

2026-09-21 02:13:18 · random_forest · status: completed

*The model explains 35.0% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.349724 |
| r2_std | 0.151744 |
| mse_mean | 50.844263 |
| mse_std | 2.643804 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.009137 | 0.004065 |
| ENV_SOILNH4 | -2.9e-05 | 0.006682 |
| ENV_SOILNO3 | 0.002389 | 0.000391 |
| ENV_SOILP | -0.001287 | 0.019213 |
| ENV_SOILOC | -0.002492 | 0.006131 |
| ENV_SOILTN | -0.001218 | 0.002395 |
| ENV_SOILTC | -0.004529 | 0.012192 |
| ENV_PH | -0.00026 | 0.000269 |
| ENV_SOILCLAY | 0.000249 | 0.00296 |
| ENV_SOILSILT | -0.014357 | 0.015714 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.120615 |
| ENV_SOILNH4 | 0.082636 |
| ENV_SOILNO3 | 0.088722 |
| ENV_SOILP | 0.259756 |
| ENV_SOILOC | 0.12071 |
| ENV_SOILTN | 0.23526 |
| ENV_SOILTC | 0.273367 |
| ENV_PH | 0.138988 |
| ENV_SOILCLAY | 0.057941 |
| ENV_SOILSILT | 0.203845 |

### split metrics

| r2 | mse |
|---|---|
| 0.541696 | 54.270766 |
| 0.336802 | 47.835304 |
| 0.170674 | 50.426719 |

![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 (preprocessed)
- **Started:** 2026-09-21 02:13:18.142034
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/f95ceea32876467a84d79698d140674d

| 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)
```
