# Statistical Test Result #183 — Analysis Report

Generated 2026-09-21 02:37:56 · 1 run(s) · CAT-G Data Analyzer

## 1. mann whitney (#183)

2026-09-21 02:16:20 · statistical_test · status: completed

*The mann whitney on PC_WOODMASS across RANCH groups was statistically significant (p = 0.006).*

| Metric | Value |
|---|---|
| statistic | 21778.5 |
| p_value | 0.005597 |
| significant | True |
| alternative | two-sided |
| method | asymptotic (normal approximation) |
| rank_biserial_r | -0.13708 |
| value_col | PC_WOODMASS |
| group_col | RANCH |

### group stats

| group | n | mean | sd | median | min | max |
|---|---|---|---|---|---|---|
| KINSELLA | 179 | 0.98493 | 2.363451 | 0.0 | 0.0 | 18.072 |
| MATTHEIS | 214 | 0.228551 | 0.772529 | 0.0 | 0.0 | 7.466 |

### effect size

| name | value |
|---|---|
| name | rank_biserial_r |
| value | -0.13708 |

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

*group violin*

![mean ci](data:image/png;base64,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)

*mean ci*

### Method & Provenance

- **Method:** Mann-Whitney U test
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — catg_example_08_woody_encroachment.csv
- **Started:** 2026-09-21 02:16:20.597111
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/4fd68eade08c42a9bba7ba26389cf87b

| Parameter | Value |
|---|---|
| test_type | mann_whitney |
| value_col | PC_WOODMASS |
| group_col | RANCH |

**Command history**

```python
from scipy import stats
```

```python
stat, p = stats.mannwhitneyu(group_a, group_b, alternative='two-sided')
```
