After evaluating the LSTM model in Keras, it was seen that a low Mean Squared Error was given along with a terrible accuracy and F1 score. This meant that the time series data was either highly imbalanced or the model was not properly configured.
We decided to try creating an LSTM model in PyTorch instead.
The Stallions Chronicle 