diff --git a/book/_toc.yml b/book/_toc.yml
index 053e005..1d6243d 100644
--- a/book/_toc.yml
+++ b/book/_toc.yml
@@ -23,8 +23,9 @@ parts:
           title: Prep_Data
         - file: notebooks/CHL_prediction_CNN.ipynb
           title: Fit CNN
-      - file: notebooks/simple_cnn.md
+      - file: notebooks/convlstm.md
         title: ConvLSTM
         sections:
         - file: notebooks/CHL_prediction_ConvLSTM_.ipynb
-          title: Fit ConvLSTM
\ No newline at end of file
+          title: Fit ConvLSTM
+          
\ No newline at end of file