morphism:

Can I run this as deep learning model using LSTM??


Yes you can use LSTM for time series data prediction. You can find alot of resources for that purpose.
You can check this github repo for research papers and link for data resources.
https://github.com/Alro10/deep-learning-time-series 453
If you want to checkout for implementation you can also find that in below link.
https://github.com/zhangxu0307/time_series_forecasting_pytorch 533
https://github.com/KurochkinAlexey/ConvRNN 148
https://stackoverflow.com/questions/56858924/multivariate-input-lstm-in-pytorch 467