semvec/pypi-packages huggingface dataset:
lsts 0.2.1
A lightweight, fast, advanced deep learning time series package for long and short-term forecast and missing value imputation of land surface variables.
License: CC-BY-4.0
Requires Python: <4.0,>=3.8

## Install
![install](pics/lsts_example_1.gif)
## Quick Start
![quick start](pics/lsts_example_2.gif)  
![ealstm quick start](pics/lsts_example_3.gif)
## Data
![data](pics/dataset_details.png)
## Results
### Long-term Forecasting
![ltf results](pics/ltf_results.png)
### Short-term Forecasting
![stf results](pics/stf_results.png)
### Imputation
![imputation results](pics/imputation_results.png)
## Models
### RNN-based
#### LSTM
![lstm](pics/lstm.png)
#### EALSTM
![ealstm](pics/ealstm.png)
### MLP-based
#### DLinear
![dlinear](pics/dlinear-cropped.png)
### Transformer-based
#### iTransformer
![itransformer](pics/itransformer-cropped.png)
#### PatchTST
![patchtst](pics/patchtst-cropped.png)
### CNN-based
#### TimesNet
![timesnet](pics/timesnet-cropped.png)