# Clustering Result #32 — Analysis Report

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

## 1. kmeans (#32)

2026-09-21 02:12:45 · clustering · status: completed

*Clustering split 59 samples into 3 clusters (mean silhouette 0.152).*

| Metric | Value |
|---|---|
| method | kmeans |
| k | 3 |
| silhouette | 0.152473 |
| n_rows | 59 |
| n_dropped | 341 |
| derived_dataset_id | 693 |

### sizes

| name | value |
|---|---|
| 0 | 9 |
| 1 | 35 |
| 2 | 15 |

### inertia sweep

| name | value |
|---|---|
| 2 | 2093.887449 |
| 3 | 1847.72523 |
| 4 | 1699.257911 |
| 5 | 1613.733829 |
| 6 | 1523.590748 |
| 7 | 1408.770415 |
| 8 | 1339.767584 |
| 9 | 1255.414151 |
| 10 | 1173.445572 |

![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_field_data_plots.csv
- **Started:** 2026-09-21 02:12:45.307195
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/a038a07d3c7e4e02ab3ee272769ecd2c

| Parameter | Value |
|---|---|
| cluster_method | kmeans |
| feature_cols | PLOT, LAT, LONG, ENV_SOILNH4, ENV_SOILNO3, ENV_SOILP, ENV_SOILOC, ENV_SOILTN, ENV_SOILTC, ENV_PH, ENV_SOILCLAY, ENV_SOILSILT, ENV_SOILSAND, ENV_SOILMOIS, RC_SHOOTMASS, RC_WOODMASS, RC_LITTERMASS, RC_LITTERWMASS, PC_SHOOTMASS, PC_WOODMASS, PC_LITTERMASS, PC_LITTERWMASS, PC_ROOTMASS, PC_HEIGHT, GH_COUNT, ENV_AIRTEMP, COVER_RICHNESS_JUN, COVER_TOTAL_JUN, COVER_SHANNON_JUN, COVER_RICHNESS_JUL, COVER_TOTAL_JUL, COVER_SHANNON_JUL, COVER_RICHNESS_AUG, COVER_TOTAL_AUG, COVER_SHANNON_AUG, PASTURE_TOTALAREA, SUBPASTURE_TOTALAREA, PASTURE_FORESTAREA, PASTURE_WETLANDAREA, SUBPASTURE_FORESTAREA, SUBPASTURE_WETLANDAREA |
| 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)
```
