# Clustering Result #34 — Analysis Report

Generated 2026-09-21 02:38:40 · 1 run(s) · CAT-G Data Analyzer

## 1. agglomerative (#34)

2026-09-21 02:17:18 · clustering · status: completed

*Clustering split 75 samples into 3 clusters (mean silhouette 0.479).*

| Metric | Value |
|---|---|
| method | agglomerative |
| k | 3 |
| linkage | ward |
| silhouette | 0.479172 |
| n_rows | 75 |
| n_dropped | 0 |
| derived_dataset_id | 714 |

### sizes

| name | value |
|---|---|
| 0 | 25 |
| 1 | 25 |
| 2 | 25 |

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

*cluster scatter*

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

*silhouette*

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)

*dendrogram*

### Method & Provenance

- **Method:** Clustering — Agglomerative clustering
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — example_clustering.csv
- **Started:** 2026-09-21 02:17:18.284433
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/1a3dd8c3013a4c3bb4c0baa519c650e2

| Parameter | Value |
|---|---|
| cluster_method | agglomerative |
| feature_cols | f1, f2, f3, f4, f5, f6 |
| n_clusters | 3 |
| linkage | ward |

**Command history**

```python
from sklearn.cluster import AgglomerativeClustering
```

```python
labels = AgglomerativeClustering(n_clusters=3, linkage='ward').fit_predict(X)
```

```python
silhouette = sklearn.metrics.silhouette_score(X, labels)
```
