# Random Forest Result #140 — Analysis Report

Generated 2026-09-21 02:36:00 · 1 run(s) · CAT-G Data Analyzer

## 1. random forest (#140)

2026-09-21 02:12:05 · random_forest · status: completed

*The classifier predicts the target with 100.0% cross-validated accuracy, weighted F1 1.000.*

| Metric | Value |
|---|---|
| task_type | classification |
| accuracy_mean | 1.0 |
| accuracy_std | 0.0 |
| f1_mean | 1.0 |
| f1_std | 0.0 |
| n_classes | 3 |

### permutation importance

| name | mean | std |
|---|---|---|
| PLOT | 0.0 | 0.0 |
| LAT | 0.004667 | 0.0066 |
| LONG | 0.011 | 0.004967 |
| ENV_SOILNH4 | 0.0 | 0.0 |
| ENV_SOILNO3 | 0.0 | 0.0 |
| ENV_SOILP | 0.0 | 0.0 |
| ENV_SOILOC | 0.004667 | 0.0066 |
| ENV_SOILTN | 0.0 | 0.0 |
| ENV_SOILTC | 0.0 | 0.0 |
| ENV_PH | 0.0 | 0.0 |

### shap importance

| name | mean_abs |
|---|---|
| PLOT | 0.066248 |
| LAT | 0.02633 |
| LONG | 0.077888 |
| ENV_SOILNH4 | 0.0 |
| ENV_SOILNO3 | 0.000331 |
| ENV_SOILP | 0.0 |
| ENV_SOILOC | 0.013416 |
| ENV_SOILTN | 0.01395 |
| ENV_SOILTC | 0.013066 |
| ENV_PH | 0.0 |

### split metrics

| accuracy | f1_weighted |
|---|---|
| 1.0 | 1.0 |
| 1.0 | 1.0 |
| 1.0 | 1.0 |

![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*

![confusion heatmap](data:image/png;base64,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)

*confusion heatmap*

![cv boxplot](data:image/png;base64,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)

*cv boxplot*

### Method & Provenance

- **Method:** Random Forest (Classification)
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — cat_g_field_data_plots.csv
- **Started:** 2026-09-21 02:12:05.989988
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/76d644e54c38460abc9ca6f21474ff98

| Parameter | Value |
|---|---|
| task_type | classification |
| model_type | classification |
| target_column | RANCH |
| 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 RandomForestClassifier
```

```python
model = RandomForestClassifier(n_estimators=60, random_state=42)
```

```python
scores = sklearn.model_selection.cross_val_score(model, X, y, cv=3)
```