# Statistical Test Result #192 — Analysis Report

Generated 2026-09-21 02:38:51 · 1 run(s) · CAT-G Data Analyzer

## 1. morans i (#192)

2026-09-21 02:17:40 · statistical_test · status: completed

*The morans i on value was statistically significant (p = 0.001).*

| Metric | Value |
|---|---|
| i_statistic | 0.93426 |
| expected_i | -0.010101 |
| p_value | 0.001 |
| n | 100 |
| n_perm | 999 |
| k | 4 |
| interpretation | Significant positive spatial autocorrelation: similar values cluster together. |
| lat_col | lat |
| long_col | long |
| value_col | value |

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

*moran scatter*

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

*moran map*

### Method & Provenance

- **Method:** Moran's I spatial autocorrelation
- **Engine:** Python · scipy 1.17.1
- **Input datasets:** gallery — example_spatial.csv
- **Started:** 2026-09-21 02:17:40.060293
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/66614358074645c98395b216a4924710

| Parameter | Value |
|---|---|
| test_type | morans_i |
| value_col | value |
| lat_col | lat |
| long_col | long |
| n_perm | 999 |

**Command history**

```python
# app.services.spatial_service.morans_i (distance-decay weights)
```

```python
I, p = morans_i(values, latitudes, longitudes)
```
