# Ordination Result #56 — Analysis Report

Generated 2026-09-21 02:39:23 · 1 run(s) · CAT-G Data Analyzer

## 1. ordination (#56)

2026-09-21 02:18:08 · ordination · status: completed

*The first two PCA axes capture 58.6% of the total variance in the data.*

| Metric | Value |
|---|---|
| n_components | 3 |
| method | pca |
| n_rows | 149 |
| n_dropped | 0 |
| color_col | Development_stage |

### explained variance

| Axis | Fraction | Cumulative |
|---|---|---|
| Axis 1 | 0.38323 | 0.38323 |
| Axis 2 | 0.203001 | 0.586231 |
| Axis 3 | 0.099128 | 0.68536 |

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

*ordination scatter*

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

*scree*

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)

*loadings*

### Method & Provenance

- **Method:** Ordination — PCA
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — cat_g_metabolomics_subset.csv
- **Started:** 2026-09-21 02:18:08.066263
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/5b04a18a889d41b2a78dc32205a6aefe

| Parameter | Value |
|---|---|
| ordination_method | pca |
| method | pca |
| feature_cols | Protein_content_pct, Days_after_flowering, Orientin.1, benzyladenine-9-N-glucoside, (+)-7-epi-12-hydroxy-12-oxojasmonoyl-L-isoleucine.17, apigenin.2, Soyasaponin III.2, (-)-epicatechin, Myricetin.5, N 6-isopentenyladenosine 5ʹ-monophosphate, (+)-epigallocatechin, Myricetin.6, Quercetin.3, (+)-6a-Hydroxymaackiain, (+)-dihydrokaempferol, Myricetin.3, Dihydromyricetin, genistin, glutathione, melatonin, (indol-3-yl)pyruvate.3, Myricetin.2, kaempferol-3-O-β-D-glucopyranoside-7-O-α-L-rhamnopyranoside, Myricetin.8, myricetin, (+)-dihydromyricetin.3, myricetin 3-O-β-D-glucoside.4, Myricetin.4, Epoxyroussoedione, Orientin, myricetin 3-O-β-D-glucoside.2, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.20, (Z)-ω-(methylsulfanyl)nonyl-thiohydroximate, epoxypheophorbide a.3, (+)-7-epi-12-oxojasmonoyl-L-isoleucine.18, myricetin 3-O-β-D-glucoside.5, (2R,3S,4S)-leucodelphinidin, (+)-taxifolin, myricetin 3-O-β-D-glucoside.1, 4-hydroxybenzoate, neophaseate.2, N-hydroxyhexahomomethioniate, quercetin.5, Kaempferol.1, indole-3-carbaldehyde.2, 3-(3,4-dihydroxyphenyl)pyruvate, a jasmonoyl-L-isoleucine.10, trans-zeatin, a jasmonoyl-L-isoleucine.11, Esculetin, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.22, (-)-epicatechin.2, (2-oxindol-3-yl)acetyl-L-aspartate.8, (+)-7-epi-12-hydroxyjasmonoyl-L-isoleucine.17, (+)-7-epi-12-hydroxy-12-oxojasmonoyl-L-isoleucine.13, Zeatin riboside.1, (-)-epigallocatechin, betulinic aldehyde.7, indole.2, (+)-taxifolin.1, gibberellin A53, (2-oxindol-3-yl)acetyl-L-aspartate.2 |
| n_components | 3 |
| color_col | Development_stage |

**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)
```
