From: Debian Science Maintainers <debian-science-maintainers@lists.alioth.debian.org>
Date: Tue, 4 Feb 2020 00:34:03 +0000 (+0000)
Subject: Include offset and exposure in GEEResults.fittedvalues
X-Git-Tag: archive/raspbian/0.11.1-2+rpi1~3
X-Git-Url: https://dgit.raspbian.org/?a=commitdiff_plain;h=066e7b90041ab5fc811a7eb262070ee658ecd9d5;p=statsmodels.git

Include offset and exposure in GEEResults.fittedvalues

and remove misleading documentation from GLMResults.fittedvalues

Author: Rebecca N. Palmer <rebecca_palmer@zoho.com>
Bug: https://github.com/statsmodels/statsmodels/issues/5253
Forwarded: https://github.com/statsmodels/statsmodels/issues/5253#issuecomment-578980169


Gbp-Pq: Name up5253_gee_offset.patch
---

diff --git a/statsmodels/genmod/generalized_estimating_equations.py b/statsmodels/genmod/generalized_estimating_equations.py
index 6a7ccf1..7ae36a6 100644
--- a/statsmodels/genmod/generalized_estimating_equations.py
+++ b/statsmodels/genmod/generalized_estimating_equations.py
@@ -1975,8 +1975,7 @@ class GEEResults(base.LikelihoodModelResults):
         """
         Returns the fitted values from the model.
         """
-        return self.model.family.link.inverse(np.dot(self.model.exog,
-                                                     self.params))
+        return self.model.predict(self.params)
 
     def plot_added_variable(self, focus_exog, resid_type=None,
                             use_glm_weights=True, fit_kwargs=None,
diff --git a/statsmodels/genmod/generalized_linear_model.py b/statsmodels/genmod/generalized_linear_model.py
index e20d2df..00451b3 100644
--- a/statsmodels/genmod/generalized_linear_model.py
+++ b/statsmodels/genmod/generalized_linear_model.py
@@ -1563,8 +1563,7 @@ class GLMResults(base.LikelihoodModelResults):
     @cache_readonly
     def fittedvalues(self):
         """
-        Linear predicted values for the fitted model.
-        dot(exog, params)
+        Predicted values for the fitted model.
         """
         return self.mu