# Correlation Result #108 — Analysis Report

Generated 2026-09-21 02:36:11 · 1 run(s) · CAT-G Data Analyzer

## 1. correlation (#108)

2026-09-21 02:12:25 · correlation · status: completed

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

| Metric | Value |
|---|---|
| n_pairs_tested | 780 |
| n_significant_fdr_05 | 332 |
| 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 — cat_g_field_data_plots.csv
- **Started:** 2026-09-21 02:12:25.478747
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/326b3d0fdd824485b8bbf289d288befe

| 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')
```
