# Clustering Result #35 — Analysis Report

Generated 2026-09-21 02:39:27 · 1 run(s) · CAT-G Data Analyzer

## 1. kmeans (#35)

2026-09-21 02:18:13 · clustering · status: completed

*Clustering split 150 samples into 3 clusters (mean silhouette 0.349).*

| Metric | Value |
|---|---|
| method | kmeans |
| k | 3 |
| silhouette | 0.348815 |
| n_rows | 150 |
| n_dropped | 0 |
| derived_dataset_id | 723 |

### sizes

| name | value |
|---|---|
| 0 | 120 |
| 1 | 15 |
| 2 | 15 |

### inertia sweep

| name | value |
|---|---|
| 2 | 7622.387217 |
| 3 | 6661.63414 |
| 4 | 6197.62538 |
| 5 | 5589.571419 |
| 6 | 5319.345703 |
| 7 | 4789.599972 |
| 8 | 4433.637965 |
| 9 | 4054.299986 |
| 10 | 3834.379517 |

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

*cluster scatter*

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

*silhouette*

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

*elbow*

### Method & Provenance

- **Method:** Clustering — K-Means
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — cat_g_proteomics_omics_only.csv
- **Started:** 2026-09-21 02:18:13.933986
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/353bac72a0db47cbbc54087c03123afd

| Parameter | Value |
|---|---|
| cluster_method | kmeans |
| feature_cols | Psat1g153760.1;Psat2g159360.1, Psat4g000800.1, Psat7g234480.1, Psat6g170320.2, P13918;Psat0s5g0160.1;Psat5g199920.1, Psat0s3063g0160.1, Psat0s1401g0040.1, Psat1g046920.1;Psat3g040960.1;Psat6g072360.3, Psat4g103520.1, A0A0K0KZR1, Psat0s1587g0080.1, D3VNE1;D3VNE2, Psat3g204960.1, Psat4g152760.1, Psat3g066960.1;Psat4g123280.1, Psat1g060840.1, Psat3g040960.1;Q04593, Psat4g095120.1, P82333, Psat0s2970g0080.1, Psat2g102880.1, Psat5g016560.1, Psat0s2008g0040.2;Psat1g060840.1, Psat1g141040.1;Psat1g141080.3, Psat2g028040.1, Psat2g036360.1;Psat2g036520.1, Psat5g111120.1, Psat1g136200.1, Psat1g046920.1;Psat3g040960.1, P19251, Q9SSY8, Psat1g107440.1;Psat2g149200.1;Psat4g184760.1;Psat4g185080.1, Psat6g235800.1;Psat6g235800.2, Psat2g036360.1;Psat2g036480.1;Psat2g036520.1, Q7M228, Q8LP17, Psat1g046920.1;Psat3g040960.1;Q04593, Psat1g107440.1;Psat4g184440.1, Psat1g046920.1;Psat3g040960.1;Psat6g182520.1;Q04593, Psat6g178400.1, A0A432N9M1, Psat6g054880.1, Psat4g213880.1, Psat2g036480.1, Psat7g102240.1, Psat0s1664g0080.1, Psat1g130000.1, A0A432NQN8, Psat3g094480.1, Psat1g046920.1;Psat3g040960.1;Psat6g072360.3;Psat6g182520.1, Psat3g197600.1, Q8VX19, Psat4g184440.1;Psat4g184760.1, Psat2g169200.1, Psat1g194520.1;Psat7g068160.1, Psat3g010120.1, Psat4g194120.1, Psat2g183320.1;Psat3g179120.1, Psat2g028440.1, P51082 |
| n_clusters | 3 |

**Command history**

```python
from sklearn.cluster import KMeans
```

```python
labels = KMeans(n_clusters=3, n_init=10, random_state=42).fit_predict(X)
```

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