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statsmodels_ols_regression_guerry_dataset_formula_api.py

python

Fits an Ordinary Least Squares (OLS) regression model to the Guerry dataset

15d ago12 linesstatsmodels.org
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statsmodels_ols_regression_guerry_dataset_formula_api.py
1import statsmodels.api as sm
2import pandas as pd
3from statsmodels.formula.api import ols
4
5# Load data
6data = sm.datasets.get_rdataset("Guerry", "HistData").data
7
8# Fit regression model (using the formula API)
9model = ols('Lottery ~ Literacy + np.log(Pop1831)', data=data).fit()
10
11# Inspect the results
12print(model.summary())