# Statistical Test Result #191 — Analysis Report

Generated 2026-09-21 02:38:22 · 1 run(s) · CAT-G Data Analyzer

## 1. repeated measures (#191)

2026-09-21 02:16:57 · statistical_test · status: completed

*The repeated measures on the response completed.*

| Metric | Value |
|---|---|
| method | repeated_measures |
| n_subjects | 30 |
| n_timepoints | 3 |
| between_col | group |
| derived_dataset_id | 710 |

### anova table

| term | df | df_error | F | p |
|---|---|---|---|---|
| group (between) | 1.0 | 28.0 | 2.706728 | 0.111107 |
| time | 2.0 | 56.0 | 30.666978 | 0.0 |
| time × group | 2.0 | 56.0 | 9.444349 | 0.000292 |

### timepoint means

| name | value |
|---|---|
| t1 | 51.578009 |
| t2 | 52.98408 |
| t3 | 53.75412 |

![profile 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)

*profile plot*

![interaction 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)

*interaction plot*

### Method & Provenance

- **Method:** Repeated-measures ANOVA
- **Engine:** Python · statsmodels 0.14.6
- **Input datasets:** gallery — example_repeated_measures.csv
- **Started:** 2026-09-21 02:16:57.609141
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/912162730f9b4e7f9d1dca324562f4e7

| Parameter | Value |
|---|---|
| test_type | repeated_measures |
| timepoint_cols | t1, t2, t3 |
| between_col | group |

**Command history**

```python
from statsmodels.stats.anova import AnovaRM
```

```python
fit = AnovaRM(long_df, depvar='value', subject='subject', within=['time']).fit()
```
