# Correlation Result #110 — Analysis Report

Generated 2026-09-21 02:37:04 · 1 run(s) · CAT-G Data Analyzer

## 1. correlation (#110)

2026-09-21 02:14:21 · correlation · status: completed

*The strongest correlation is between LAT and LONG (r = 0.999, positive).*

| Metric | Value |
|---|---|
| n_pairs_tested | 190 |
| n_significant_fdr_05 | 110 |
| fdr_method | Benjamini-Hochberg |
| title | Correlation matrix |

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

*correlation heatmap*

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

*correlation clustered*

**Warnings**

- Excluded identifier-like numeric column(s): PLOT. These look like bookkeeping fields rather than measurements and were left out of the correlation matrix.

### Method & Provenance

- **Method:** Pearson correlation
- **Engine:** Python · pandas/scipy 1.17.1
- **Input datasets:** gallery — catg_example_03_soil_nitrogen_availability.csv
- **Started:** 2026-09-21 02:14:21.975134
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/e29e41046141426689109d8a15d7262a

| Parameter | Value |
|---|---|
| method | pearson |

**Command history**

```python
corr = df.corr(method='pearson')
```

```python
from scipy import stats
```

```python
r, p = stats.pearsonr(x, y)  # per pair
```

```python
q = statsmodels.stats.multitest.multipletests(p_values, method='fdr_bh')
```
