diff --git a/GPy/models/gmm_bayesian_gplvm.py b/GPy/models/gmm_bayesian_gplvm.py
index 8d39e725..88c79c76 100644
--- a/GPy/models/gmm_bayesian_gplvm.py
+++ b/GPy/models/gmm_bayesian_gplvm.py
@@ -55,15 +55,12 @@ class GmmBayesianGPLVM(SparseGP_MPI):
         # Need to define what the model is initialised like
         pi = np.ones(n_component) / float(n_component) # p(k)
         variational_pi = pi.copy()
-        # px_mu = np.zeros(n_component)
-        # px_var = np.ones(n_component)
         px_mu = [[]] * n_component
         px_var = [[]] * n_component
         for i in range(n_component):
             px_mu[i] = np.zeros(X_variance.shape)
             px_var[i] = np.ones(X_variance.shape)
         
-
         # print("Should print")
         # print(pi)
         # print(px_mu)