IL-surf-conditions-predictor

Research Question: Is it possible to predict waves height according to history of them.

Data Acquisition:

I have crawled MSW website to get all the data that I needed. I had to create account and pay for pro package in order to get the history of the waves. I have decided to get the data from several beaches that I like and are close to each other.

Data cleaning:

I had to clean the data such as units from the height/period columns. I created few dataframes for EDA and ML and used IQR to remove outliers.

EDA:

I have presented few plots and compared them by years, I have also checked data per month using the avarage df that I created in the previous stage.

ML:

I have used Random Forest model on 4 different approaches of cross validation.