# Statistical Test Result #185 — Analysis Report

Generated 2026-09-21 02:38:06 · 1 run(s) · CAT-G Data Analyzer

## 1. kruskal wallis (#185)

2026-09-21 02:16:37 · statistical_test · status: completed

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

| Metric | Value |
|---|---|
| statistic | 58.206178 |
| p_value | 0.0 |
| significant | True |
| num_groups | 4 |
| value_col | value |
| group_col | group |

### group stats

| group | n | mean | sd | median | min | max |
|---|---|---|---|---|---|---|
| control | 25 | 10.164134 | 1.012099 | 10.097676 | 7.876104 | 12.189803 |
| high | 25 | 13.606847 | 0.877117 | 13.486133 | 11.932558 | 15.628616 |
| low | 25 | 10.471072 | 0.995267 | 10.446981 | 8.686865 | 12.276171 |
| mid | 25 | 11.045181 | 1.179363 | 11.445376 | 8.760768 | 12.860748 |

### effect size

| name | value |
|---|---|
| name | epsilon_squared |
| value | 0.575064 |

### posthoc

| group_a | group_b | meandiff | z | p_adj | reject | method |
|---|---|---|---|---|---|---|
| control | high | -56.96 | -6.941525 | 0.0 | True | dunn_bonferroni |
| control | low | -6.32 | -0.770197 | 1.0 | False | dunn_bonferroni |
| control | mid | -17.44 | -2.125355 | 0.201342 | False | dunn_bonferroni |
| high | low | 50.64 | 6.171328 | 0.0 | True | dunn_bonferroni |
| high | mid | 39.52 | 4.816171 | 9e-06 | True | dunn_bonferroni |
| low | mid | -11.12 | -1.355157 | 1.0 | False | dunn_bonferroni |

![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 — example_posthoc.csv
- **Started:** 2026-09-21 02:16:37.688121
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/460cb7b064cc46bd994725312267c267

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

**Command history**

```python
from scipy import stats
```

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