Data_IO.ipynb: converts the SQL data from the Kaggle competition into separate .csv files
Team_Attributes.ipynb: encodes categorial data from Team_Attributes.csv into numerical values; saves data as Team_Attributes_processed_ordinal.csv
Team_Attributes_Separation.ipynb: divides Team_Attributes_processed_ordinal.csv into five datasets according to year
premier_league_scores.ipynb: uses web-scraping to obtain team points for various seasons.
season_points_scraping.ipynb: uses web-scraping to obtain team points for various seasons.
Machine_Learning_Preparation.ipynb: takes the data from each year and combines it with the associated team name and team points; also standardizes the data (z-score normalization) - outputs are in Standardized Data section.
Machine_Learning_Preparation-raw_data.ipynb: takes the data from each year and combines it with the associated team name and team points. Does not standardize data - outputs are in Raw Data section.
Data_Exploration.ipynb: Visualizes the data in the Raw Data section.
LinearRegression.ipynb: Performs linear regression on data
SVM.ipynb: Jupyter notebook showing the support vector machine (SVM) regression method
RandomForestRegressor.ipynb: Performs regression on normalized data using random forest model, utilizing grid search to find optimal parameters for the model
RandomForestRegressor_with_PCA.ipynb: Performs regression on raw data using random forest model, utilizing grid search to find optimal parameters for the model after Principal Component Analysis on the features
## Data (prepared for machine learning): --- *Raw Data* team_attributes_processed-2009-2010-raw_data.csv team_attributes_processed-2010-2011-raw_data.csv team_attributes_processed-2011-2012-raw_data.csv team_attributes_processed-2013-2014-raw_data.csv team_attributes_processed-2014-2015-raw_data.csv team_attributes_processed-2015-2016-raw_data.csv
*Standardized Data (Z-score):* team_attributes_processed-2009-2010.csv team_attributes_processed-2010-2011.csv team_attributes_processed-2011-2012.csv team_attributes_processed-2013-2014.csv team_attributes_processed-2014-2015.csv team_attributes_processed-2015-2016.csv