diff --git a/model_data/analysis/SapModel.py b/model_data/analysis/SapModel.py
index 66382f87..ca2d45b2 100644
--- a/model_data/analysis/SapModel.py
+++ b/model_data/analysis/SapModel.py
@@ -282,9 +282,13 @@ class SapModel:
         train_x = train_x.drop(columns=["idx"])
         test_x = test_x.drop(columns=["idx"])
 
-        importance_df = self.make_importance(train_x)
+        # importance_df = self.make_importance(train_x)
         # Test dropping the least important features
-        to_drop = importance_df.tail(1)["Feature"].values
+        # to_drop = importance_df.tail(2)["Feature"].values
+        # Dropping this is a good idea
+        to_drop = [
+            "hotwater-description_Electric immersion, off-peak",
+        ]
         train_x = train_x.drop(columns=to_drop)
         test_x = test_x[train_x.columns]
 
@@ -353,6 +357,8 @@ class SapModel:
         fit_success = check_successes(self.fit_error, best_fit)
         predict_success = check_successes(self.predict_error, best_predict)
 
+        print(self.results.summary())
+
         self.model_data['fit'] = self.results.fittedvalues
         # The worst errors over index heavily for flats
         self.worst["x"] = self.model_data[self.model_data.index.isin(self.worst["errors"].index)]