# Statistical Test Result #193 — Analysis Report

Generated 2026-09-21 02:38:52 · 1 run(s) · CAT-G Data Analyzer

## 1. t test (#193)

2026-09-21 02:17:43 · statistical_test · status: completed

*The independent on Feature_1 across Phenotype groups was not statistically significant (p = 0.122).*

| Metric | Value |
|---|---|
| statistic | -1.62056 |
| p_value | 0.122498 |
| significant | False |
| test_type | independent |
| test_variant | Student's t-test (equal variances assumed) |
| levene_p | 0.367509 |
| value_col | Feature_1 |
| group_col | Phenotype |

### group stats

| group | n | mean | sd | median | min | max |
|---|---|---|---|---|---|---|
| Control | 10 | 46.644287 | 9.334944 | 48.334781 | 30.489648 | 59.405647 |
| Treatment | 10 | 52.697071 | 7.23607 | 54.181301 | 40.411174 | 61.272412 |

### effect size

| name | value |
|---|---|
| name | cohens_d |
| value | -0.724737 |

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

*group boxplot*

![mean 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)

*mean ci*

### Method & Provenance

- **Method:** Student's / Welch's t-test
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — demo_simple.csv
- **Started:** 2026-09-21 02:17:43.297810
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/d1b299470a2b4e1993972286fbf0145f

| Parameter | Value |
|---|---|
| test_type | independent |
| value_col | Feature_1 |
| group_col | Phenotype |

**Command history**

```python
from scipy import stats
```

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