Viveiros Monterosa [http://www.monterosa.pt/pt/] are a flower production company from the south of Portugal, more specifically, Moncarapacho, Olhão. To produce their plants the company have their production fields equipped with multiple sensors in order to efficiently control and understand the yearly climate enviroment. This project takes advantages of their precipitation sensors collected data, grouped by month.
The following scripts were built in the scope of the development of this project:
- data_load.py: Class to handle data importing and transformation;
- eda.ipynb: Exploratory data analysis;
- arma_models.ipynb: Time series arma and holt-winters based models;
- rnn_models.ipynb: Recurrent neural networks (LSTM) time series based models;
- prophet_model.ipynb: Facebook Prophet based model.