# Correlation Result #109 — Analysis Report

Generated 2026-09-21 02:36:54 · 1 run(s) · CAT-G Data Analyzer

## 1. correlation (#109)

2026-09-21 02:14:01 · correlation · status: completed

*The strongest correlation is between MEAN_ENV_SOILOC and MEAN_ENV_SOILTN (r = 0.996, positive).*

| Metric | Value |
|---|---|
| n_pairs_tested | 190 |
| n_significant_fdr_05 | 58 |
| 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*

### Method & Provenance

- **Method:** Pearson correlation
- **Engine:** Python · pandas/scipy 1.17.1
- **Input datasets:** gallery — catg_example_02_grazing_carrying_capacity.csv
- **Started:** 2026-09-21 02:14:01.070211
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/7dd486646cea49a78f4f0059dde2e974

| 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')
```
