# Statistical Test Result #186 — Analysis Report

Generated 2026-09-21 02:38:08 · 1 run(s) · CAT-G Data Analyzer

## 1. t test (#186)

2026-09-21 02:16:40 · statistical_test · status: completed

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

| Metric | Value |
|---|---|
| statistic | 11.818765 |
| p_value | 0.0 |
| significant | True |
| test_type | independent |
| test_variant | Student's t-test (equal variances assumed) |
| levene_p | 0.641388 |
| 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 | cohens_d |
| value | 3.342852 |

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

*group boxplot*

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

*mean ci*

### Method & Provenance

- **Method:** Student's / Welch's t-test
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — example_posthoc_two_groups.csv
- **Started:** 2026-09-21 02:16:40.616341
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/60e2706272dd49bb8dfecc7303fb0a48

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

**Command history**

```python
from scipy import stats
```

```python
stat, p = stats.ttest_ind(group_a, group_b, equal_var=<levene>)
```
