Solved by jpeg729 in post #2 
              
              
                The pretrained embedding was trained on a vocab of 114044 unique words. 
But your embedding layer was be initialised for a vocab of 426 words. 
I see three possible solutions… 

Initialise the embedding layer for a vocab of 114044 and make sure that the 426 words of your new dataset use the word ind…