# Ordination Result #54 — Analysis Report

Generated 2026-09-21 02:38:31 · 1 run(s) · CAT-G Data Analyzer

## 1. nmds (#54)

2026-09-21 02:17:10 · ordination · status: completed

*The NMDS ordination produced a good representation of the distances (stress = 0.118).*

| Metric | Value |
|---|---|
| stress | 0.117986 |
| metric | braycurtis |
| n_components | 2 |
| method | nmds |
| n_rows | 80 |
| n_dropped | 0 |
| color_col | gradient |

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

*ordination scatter*

### Method & Provenance

- **Method:** Ordination — NMDS
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — example_ordination.csv
- **Started:** 2026-09-21 02:17:10.907313
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/3fddc3bc70204b29beced7d0f04ee8b0

| Parameter | Value |
|---|---|
| ordination_method | nmds |
| method | nmds |
| feature_cols | gradient, f1, f2, f3, f4, f5, f6, f7, f8 |
| n_components | 2 |
| color_col | gradient |

**Command history**

```python
from app.services.ordination_service import run_ordination
```

```python
coords = run_ordination(df, method='nmds', n_components=2)
```
