diff --git a/rnn_bptt_notebook/RNNs_and_BPTT-with_outputs.ipynb b/rnn_bptt_notebook/RNNs_and_BPTT-with_outputs.ipynb
index 2002882..335cb52 100644
--- a/rnn_bptt_notebook/RNNs_and_BPTT-with_outputs.ipynb
+++ b/rnn_bptt_notebook/RNNs_and_BPTT-with_outputs.ipynb
@@ -186,238 +186,237 @@
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