diff --git a/bob/bio/gmm/tools/gmm.py b/bob/bio/gmm/tools/gmm.py
index 67d348f07b2f8417ad4c990582dbd1a482e5c131..dd8b9da1cf6d230c83c3805a62c360470d487629 100644
--- a/bob/bio/gmm/tools/gmm.py
+++ b/bob/bio/gmm/tools/gmm.py
@@ -215,21 +215,6 @@ def gmm_estep(algorithm, extractor, iteration, indices, force=False):
     trainer.initialize(gmm_machine, None)
 
     # Calls the E-step and extracts the GMM statistics
-    print("################################################################################################################\n")
-    print("file selector", fs)
-    print("\n")
-    print("stats file: ", stats_file)
-    print("\n")
-    print("extractor:", extractor)
-    print("\n")
-    print("shape of the data: ", data.shape, "\n")
-    for i in numpy.isinf(data):
-      if i.any():
-        print('Infinity Value !!!!!!!!\n')
-    for j in numpy.isnan(data):
-      if j.any():
-        print('NAN Value !!!!!!!!\n')
-    print("################################################################################################################\n")
     algorithm.ubm_trainer.e_step(gmm_machine, data)
     gmm_stats = algorithm.ubm_trainer.gmm_statistics