# Correlation Result #111 — Analysis Report

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

## 1. correlation (#111)

2026-09-21 02:15:35 · correlation · status: completed

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

| Metric | Value |
|---|---|
| n_pairs_tested | 496 |
| n_significant_fdr_05 | 297 |
| 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_06_soil_carbon_credits.csv
- **Started:** 2026-09-21 02:15:35.224408
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/67a240894fb1422c9e923022c7c20417

| 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')
```
