# Random Forest Result #146 — Analysis Report

Generated 2026-09-21 02:37:22 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#146)

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

*The model explains 77.2% of the variance in the target under cross-validation.*

| Metric | Value |
|---|---|
| task_type | regression |
| r2_mean | 0.77179 |
| r2_std | 0.041005 |
| mse_mean | 199.71057 |
| mse_std | 27.668687 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.000762 | 0.008948 |
| ENV_SOILNH4 | -0.00042 | 0.002022 |
| ENV_SOILNO3 | -0.000454 | 0.004077 |
| ENV_SOILP | 0.004555 | 0.00288 |
| ENV_SOILOC | 0.002502 | 0.004561 |
| ENV_SOILTN | 0.016942 | 0.011589 |
| ENV_SOILTC | 0.018122 | 0.00958 |
| ENV_PH | -0.000352 | 0.000364 |
| ENV_SOILCLAY | -0.000108 | 0.000876 |
| ENV_SOILSILT | 0.005832 | 0.001824 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.47108 |
| ENV_SOILNH4 | 0.215687 |
| ENV_SOILNO3 | 0.136184 |
| ENV_SOILP | 0.350946 |
| ENV_SOILOC | 0.854207 |
| ENV_SOILTN | 0.358174 |
| ENV_SOILTC | 0.571677 |
| ENV_PH | 0.214236 |
| ENV_SOILCLAY | 0.299414 |
| ENV_SOILSILT | 0.290186 |

### split metrics

| r2 | mse |
|---|---|
| 0.745856 | 234.197297 |
| 0.739838 | 198.477631 |
| 0.829675 | 166.456784 |

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

*importance bar*

![permutation bar](data:image/png;base64,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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_05_grasshopper_pest_pressure.csv
- **Started:** 2026-09-21 02:15:02.446843
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/41da97babc1945769dd1bb43f3a17845

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