# Statistical Test Result #181 — Analysis Report

Generated 2026-09-21 02:37:16 · 1 run(s) · CAT-G Data Analyzer

## 1. kruskal wallis (#181)

2026-09-21 02:14:51 · statistical_test · status: completed

*The kruskal wallis on COVER_SHANNON_JUL across RANCH groups was not statistically significant (p = 0.466).*

| Metric | Value |
|---|---|
| statistic | 0.531711 |
| p_value | 0.465888 |
| significant | False |
| num_groups | 2 |
| value_col | COVER_SHANNON_JUL |
| group_col | RANCH |

### group stats

| group | n | mean | sd | median | min | max |
|---|---|---|---|---|---|---|
| KINSELLA | 180 | 1.54724 | 0.368654 | 1.483024 | 0.801421 | 2.53831 |
| MATTHEIS | 216 | 1.569515 | 0.365745 | 1.506934 | 0.907369 | 2.585848 |

### effect size

| name | value |
|---|---|
| name | epsilon_squared |
| value | 0.0 |

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

*group boxplot*

![mean 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)

*mean ci*

### Method & Provenance

- **Method:** Kruskal-Wallis H test
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — catg_example_04_vegetation_diversity.csv
- **Started:** 2026-09-21 02:14:51.062084
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/fc16e63f5d754b96923ff0f10562d1b7

| Parameter | Value |
|---|---|
| test_type | kruskal_wallis |
| value_col | COVER_SHANNON_JUL |
| group_col | RANCH |

**Command history**

```python
from scipy import stats
```

```python
stat, p = stats.kruskal(*groups)
```
