# Statistical Test Result #187 — Analysis Report

Generated 2026-09-21 02:38:10 · 1 run(s) · CAT-G Data Analyzer

## 1. mann whitney (#187)

2026-09-21 02:16:42 · statistical_test · status: completed

*The mann whitney on value across group groups was statistically significant (p < 0.001).*

| Metric | Value |
|---|---|
| statistic | 623.0 |
| p_value | 0.0 |
| significant | True |
| alternative | two-sided |
| method | asymptotic (normal approximation) |
| rank_biserial_r | -0.9936 |
| value_col | value |
| group_col | group |

### group stats

| group | n | mean | sd | median | min | max |
|---|---|---|---|---|---|---|
| high | 25 | 13.606847 | 0.877117 | 13.486133 | 11.932558 | 15.628616 |
| low | 25 | 10.471072 | 0.995267 | 10.446981 | 8.686865 | 12.276171 |

### effect size

| name | value |
|---|---|
| name | rank_biserial_r |
| value | -0.9936 |

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

*group violin*

![mean 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)

*mean ci*

### Method & Provenance

- **Method:** Mann-Whitney U test
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — example_posthoc_two_groups.csv
- **Started:** 2026-09-21 02:16:42.978151
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/1be5947e8391456e8df328daaf731d47

| Parameter | Value |
|---|---|
| test_type | mann_whitney |
| value_col | value |
| group_col | group |

**Command history**

```python
from scipy import stats
```

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