diff --git a/.DS_Store b/.DS_Store
deleted file mode 100644
index f96551c..0000000
Binary files a/.DS_Store and /dev/null differ
diff --git a/HLR/regression.py b/HLR/regression.py
index d91d14b..ad361d6 100644
--- a/HLR/regression.py
+++ b/HLR/regression.py
@@ -143,7 +143,9 @@ def summary(self):
                 'MSE (residuals)': model.mse_resid,
                 'MSE (total)': model.mse_total,
                 'Beta coefs': model.params.to_dict(),
-                'P-values (beta coefs)': model.pvalues.to_dict()
+                'P-values (beta coefs)': model.pvalues.to_dict(),
+                'T-values (beta coefs)': model.tvalues.to_dict(), # added t values - ally
+                'Standard errors': model.bse.to_dict() # added SE values - ally
             }
             results.update(add_stats)
             if level in change_stats:
@@ -325,4 +327,4 @@ def plot_partial_regression(self):
             fig = plots.create_subplot_partial_regression(model, fig_size, level)
             fig_list.append(fig)
         
-        return fig_list
\ No newline at end of file
+        return fig_list