diff --git a/src/py/crankshaft/crankshaft/regression/gwr.py b/src/py/crankshaft/crankshaft/regression/gwr.py
index be25e27..44a5091 100644
--- a/src/py/crankshaft/crankshaft/regression/gwr.py
+++ b/src/py/crankshaft/crankshaft/regression/gwr.py
@@ -59,9 +59,8 @@ def gwr(subquery, dep_var, ind_vars,
     stand_errs = model.bse.reshape((-1))
     predicted = np.repeat(model.predy.reshape((-1,)), k+1)
     residuals = np.repeat(model.resid_response.reshape((-1,)), k+1)
-    r_squared = np.tile(model.localR2.reshape((-1,)), k+1)
+    r_squared = np.repeat(model.localR2.reshape((-1,)), k+1)
     rowid = np.tile(rowid, k+1).reshape((-1,))
-    var_name = np.tile(ind_vars, k+1).reshape((-1,))
-
-    return zip(coefficients, stand_errs, t_vals, predicted,
-               residuals, r_squared, rowid)
+    ind_vars.insert(0, 'intercept')
+    var_name = np.tile(ind_vars, n).reshape((-1,))
+    return zip(coefficients, stand_errs, t_vals, predicted, residuals, r_squared, rowid, var_name)
diff --git a/src/py/crankshaft/crankshaft/regression/gwr/base/diagnostics.py b/src/py/crankshaft/crankshaft/regression/gwr/base/diagnostics.py
index 44a75d5..7fbcdc4 100644
--- a/src/py/crankshaft/crankshaft/regression/gwr/base/diagnostics.py
+++ b/src/py/crankshaft/crankshaft/regression/gwr/base/diagnostics.py
@@ -4,7 +4,7 @@ Diagnostics for estimated gwr modesl
 __author__ = "Taylor Oshan tayoshan@gmail.com"
 
 import numpy as np
-from pysal.contrib.glm.family import Gaussian, Poisson, Binomial
+from crankshaft.regression.glm.family import Gaussian, Poisson, Binomial
 
 def get_AICc(gwr):
     """
diff --git a/src/py/crankshaft/crankshaft/regression/gwr/base/gwr.py b/src/py/crankshaft/crankshaft/regression/gwr/base/gwr.py
index 0711c29..0438f5b 100644
--- a/src/py/crankshaft/crankshaft/regression/gwr/base/gwr.py
+++ b/src/py/crankshaft/crankshaft/regression/gwr/base/gwr.py
@@ -10,10 +10,10 @@ from scipy.stats import t
 from kernels import *
 from diagnostics import get_AIC, get_AICc, get_BIC
 import pysal.spreg.user_output as USER
-from pysal.contrib.glm.family import Gaussian, Binomial, Poisson
-from pysal.contrib.glm.glm import GLM, GLMResults
-from pysal.contrib.glm.iwls import iwls
-from pysal.contrib.glm.utils import cache_readonly
+from crankshaft.regression.glm.family import Gaussian, Binomial, Poisson
+from crankshaft.regression.glm.glm import GLM, GLMResults
+from crankshaft.regression.glm.iwls import iwls
+from crankshaft.regression.glm.utils import cache_readonly
 
 fk = {'gaussian': fix_gauss, 'bisquare': fix_bisquare, 'exponential': fix_exp}
 ak = {'gaussian': adapt_gauss, 'bisquare': adapt_bisquare, 'exponential': adapt_exp}
diff --git a/src/py/crankshaft/crankshaft/regression/gwr/base/sel_bw.py b/src/py/crankshaft/crankshaft/regression/gwr/base/sel_bw.py
index 2c26d03..9ab1263 100644
--- a/src/py/crankshaft/crankshaft/regression/gwr/base/sel_bw.py
+++ b/src/py/crankshaft/crankshaft/regression/gwr/base/sel_bw.py
@@ -11,7 +11,7 @@ __author__ = "Taylor Oshan Tayoshan@gmail.com"
 from kernels import *
 from search import golden_section, equal_interval, flexible_bw
 from gwr import GWR
-from pysal.contrib.glm.family import Gaussian, Poisson, Binomial
+from crankshaft.regression.glm.family import Gaussian, Poisson, Binomial
 import pysal.spreg.user_output as USER
 from diagnostics import get_AICc, get_AIC, get_BIC, get_CV
 from scipy.spatial.distance import pdist, squareform