# Statistical Test Result #180 — Analysis Report

Generated 2026-09-21 02:36:03 · 1 run(s) · CAT-G Data Analyzer

## 1. anova (#180)

2026-09-21 02:12:21 · statistical_test · status: completed

*The anova on PC_SHOOTMASS across RANCH groups was statistically significant (p < 0.001).*

| Metric | Value |
|---|---|
| statistic | 71.66536 |
| p_value | 0.0 |
| significant | True |
| num_groups | 2 |
| value_col | PC_SHOOTMASS |
| group_col | RANCH |

### group stats

| group | n | mean | sd | median | min | max |
|---|---|---|---|---|---|---|
| KINSELLA | 179 | 20.162511 | 11.076508 | 18.9825 | 3.4285 | 75.4495 |
| MATTHEIS | 214 | 12.719743 | 5.981135 | 11.6025 | 3.2685 | 42.0715 |

### effect size

| name | value |
|---|---|
| name | eta_squared |
| value | 0.154897 |

![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:** One-way ANOVA
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — cat_g_field_data_plots.csv
- **Started:** 2026-09-21 02:12:21.702208
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/a8c43488daed4cf684d4cd95613576be

| Parameter | Value |
|---|---|
| test_type | anova |
| value_col | PC_SHOOTMASS |
| group_col | RANCH |

**Command history**

```python
from scipy import stats
```

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