# Statistical Test Result #189 — Analysis Report

Generated 2026-09-21 02:38:16 · 1 run(s) · CAT-G Data Analyzer

## 1. glm (#189)

2026-09-21 02:16:49 · statistical_test · status: completed

*The glm on count completed.*

| Metric | Value |
|---|---|
| family | poisson |
| aic | 459.446463 |
| deviance | 93.873857 |
| null_deviance | 689.045915 |
| pseudo_r2 | 0.863763 |
| n_obs | 100 |
| dispersion_phi | 0.926151 |
| deviance_gof_p | 0.599153 |
| method | glm |
| value_col | count |
| significant | True |

### coefficients

| term | coef | se | z | p | ci_lower | ci_upper |
|---|---|---|---|---|---|---|
| const | 0.523342 | 0.095226 | 5.495813 | 0.0 | 0.336703 | 0.709981 |
| predictor | 0.292051 | 0.012951 | 22.551123 | 0.0 | 0.266669 | 0.317434 |

![coef forest](data:image/png;base64,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)

*coef forest*

![fitted vs observed](data:image/png;base64,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)

*fitted vs observed*

![residuals vs fitted](data:image/png;base64,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)

*residuals vs fitted*

### Method & Provenance

- **Method:** Count GLM (Poisson / Negative Binomial)
- **Engine:** Python · statsmodels 0.14.6
- **Input datasets:** gallery — example_glm_counts.csv
- **Started:** 2026-09-21 02:16:49.944469
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/775627731dca4c13a90b35a39d9a2c5e

| Parameter | Value |
|---|---|
| test_type | glm |
| value_col | count |
| predictor_cols | predictor |

**Command history**

```python
import statsmodels.api as sm
```

```python
model = sm.GLM(y_counts, X_predictors, family=sm.families.Poisson())
```

```python
fit = model.fit()
```
