# Feature Selection Result #160 — Analysis Report

Generated 2026-09-21 02:36:13 · 1 run(s) · CAT-G Data Analyzer

## 1. univariate screening (#160)

2026-09-21 02:12:36 · feature_selection · status: completed

*35 feature(s) passed the screen.*

| Metric | Value |
|---|---|
| task_type | regression |
| n_samples | 400 |
| n_features | 40 |
| target_column | PC_SHOOTMASS |

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

*volcano*

![pvalue qq](data:image/png;base64,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)

*pvalue qq*

### Method & Provenance

- **Method:** Univariate feature screening
- **Engine:** Python · scikit-learn/scipy 1.8.0
- **Input datasets:** gallery — cat_g_field_data_plots.csv
- **Started:** 2026-09-21 02:12:36.563461
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/ddc9cb78b42f4d9c87d80959e89650af

| Parameter | Value |
|---|---|
| method | univariate_screening |
| target_col | PC_SHOOTMASS |
| fdr_threshold | 0.05 |
| derived_dataset_id | 692 |

**Command history**

```python
from scipy import stats
```

```python
r, p = stats.pearsonr(x_feature, y_target)
```

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

```python
fdr = statsmodels.stats.multitest.multipletests(p_values, method='fdr_bh')
```
