# Ordination Result #52 — Analysis Report

Generated 2026-09-21 02:38:26 · 1 run(s) · CAT-G Data Analyzer

## 1. ordination (#52)

2026-09-21 02:17:00 · ordination · status: completed

*The first two PCA axes capture 84.5% of the total variance in the data.*

| Metric | Value |
|---|---|
| n_components | 3 |
| method | pca |
| n_rows | 80 |
| n_dropped | 0 |
| color_col | gradient |

### explained variance

| Axis | Fraction | Cumulative |
|---|---|---|
| Axis 1 | 0.675887 | 0.675887 |
| Axis 2 | 0.169285 | 0.845172 |
| Axis 3 | 0.074281 | 0.919453 |

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

*ordination scatter*

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

*scree*

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

*loadings*

### Method & Provenance

- **Method:** Ordination — PCA
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — example_ordination.csv
- **Started:** 2026-09-21 02:17:00.624418
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/8a2cf4821c2941d4856886bb933d8044

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

**Command history**

```python
from sklearn.decomposition import PCA
```

```python
from sklearn.preprocessing import StandardScaler
```

```python
X_scaled = StandardScaler().fit_transform(X)
```

```python
coords = PCA(n_components=3).fit_transform(X_scaled)
```
