Error for BLC: 7
Error for LSC: 7
Optimization terminated successfully.
Current function value: 0.085673
Iterations 10
Logit Regression Results
==============================================================================
Dep. Variable: y No. Observations: 200
Model: Logit Df Residuals: 197
Method: MLE Df Model: 2
Date: Fri, 06 Jun 2025 Pseudo R-squ.: 0.8764
Time: 14:55:28 Log-Likelihood: -17.135
converged: True LL-Null: -138.63
Covariance Type: nonrobust LLR p-value: 1.720e-53
==============================================================================
coef std err z P>|z| [0.025 0.975]
------------------------------------------------------------------------------
const 1.3762 0.956 1.440 0.150 -0.497 3.249
x1 2.3562 0.561 4.202 0.000 1.257 3.455
x2 4.5737 1.233 3.710 0.000 2.157 6.990
==============================================================================
Possibly complete quasi-separation: A fraction 0.22 of observations can be
perfectly predicted. This might indicate that there is complete
quasi-separation. In this case some parameters will not be identified.
Error for Logistic Regression: 8
Binary Logistic Regression Error: 0.027291113495482383
