# Ordination Result #53 — Analysis Report

Generated 2026-09-21 02:38:29 · 1 run(s) · CAT-G Data Analyzer

## 1. pcoa (#53)

2026-09-21 02:17:05 · ordination · status: completed

*The first two PCOA axes capture 40.2% of the total variance in the data.*

| Metric | Value |
|---|---|
| stress | 1571.47598 |
| metric | braycurtis |
| n_components | 3 |
| method | pcoa |
| n_rows | 80 |
| n_dropped | 0 |
| color_col | gradient |

### explained variance

| Axis | Fraction | Cumulative |
|---|---|---|
| Axis 1 | 0.284662 | 0.284662 |
| Axis 2 | 0.117255 | 0.401917 |
| Axis 3 | 0.095184 | 0.497101 |
| Axis 4 | 0.084368 | 0.581468 |
| Axis 5 | 0.059372 | 0.64084 |
| Axis 6 | 0.047123 | 0.687963 |
| Axis 7 | 0.042133 | 0.730096 |
| Axis 8 | 0.031862 | 0.761958 |
| Axis 9 | 0.029184 | 0.791142 |
| Axis 10 | 0.023131 | 0.814273 |

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

*ordination scatter*

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

*scree*

### Method & Provenance

- **Method:** Ordination — PCoA
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — example_ordination.csv
- **Started:** 2026-09-21 02:17:05.684714
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/e7a09c01ffc64b94910ff6cb8319a426

| Parameter | Value |
|---|---|
| ordination_method | pcoa |
| method | pcoa |
| feature_cols | gradient, f1, f2, f3, f4, f5, f6, f7, f8 |
| n_components | 3 |
| color_col | gradient |

**Command history**

```python
# Classical MDS on distance matrix
```

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

```python
coords = run_ordination(df, method='pcoa', n_components=3, distance_metric='bray_curtis')
```
