Predict future sales

This project is a forecasting system for timeseries.

For the prediction, it uses spark-ts, ts-flint and pyramid-arima and then it compares their R-squared score.

Requirements

• Ubuntu 18.04
• Python 3.6 with pip:

   sudo apt-get update
   sudo apt-get install python3.6  
   sudo apt install python3-pip

• Python libraries:
  • pyspark: pip3 install pyspark
  • sparkts: pip3 install sparkts
  • ts-flint (see the installation guide)
  • numpy: pip3 install numpy
  • pandas: pip3 install pandas
  • sklearn: pip3 install sklearn
  • pyramid-arima: pip3 install pyramid-arima
  • matplotlib: pip3 install matplotlib

How to run

1. Clone the repository:

git clone https://github.com/murruFlavia/ARE2project.git

2. Run (in top-level directory):

python3 main.py