diff --git a/pts/model/transformer/transformer_network.py b/pts/model/transformer/transformer_network.py
index bb44462..8de9f1e 100644
--- a/pts/model/transformer/transformer_network.py
+++ b/pts/model/transformer/transformer_network.py
@@ -418,7 +418,7 @@ class TransformerPredictionNetwork(TransformerNetwork):
         self,
         feat_static_cat: torch.Tensor,
         feat_static_real: torch.Tensor,
-        feature_static_real: torch.Tensor,
+        feat_static_real: torch.Tensor,
         past_time_feat: torch.Tensor,
         past_target: torch.Tensor,
         past_observed_values: torch.Tensor,
@@ -441,7 +441,7 @@ class TransformerPredictionNetwork(TransformerNetwork):
         # create the inputs for the encoder
         inputs, scale, static_feat = self.create_network_input(
             feat_static_cat=feat_static_cat,
-            feature_static_real=feat_static_real,
+            feat_static_cat=feat_static_real,
             past_time_feat=past_time_feat,
             past_target=past_target,
             past_observed_values=past_observed_values,
diff --git a/runs/Jan28_11-21-38_ZALANDO-61797/events.out.tfevents.1580206898.ZALANDO-61797.29012.0 b/runs/Jan28_11-21-38_ZALANDO-61797/events.out.tfevents.1580206898.ZALANDO-61797.29012.0
new file mode 100644
index 0000000..94e30d7
Binary files /dev/null and b/runs/Jan28_11-21-38_ZALANDO-61797/events.out.tfevents.1580206898.ZALANDO-61797.29012.0 differ