GitHub - rajpatel1412/Fantasy-Hockey-Player-Performance-Predictor-353_Project: Fantasy National Hockey League Player Performance Predictor. Given the player performance statistics from recent games, various statistical and machine learning models are used to predict player performance in future games for Fantasy Hockey League planning

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Fantasy National Hockey League Player Performance Predictor. Given the player performance statistics from recent games, various statistical and machine learning models are used to predict player performance in future games for Fantasy Hockey League planning

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Name		Name	Last commit message	Last commit date
Latest commit History 25 Commits
data		data
final_models		final_models
output		output
plots		plots
temp_plots		temp_plots
test_models		test_models
.DS_Store		.DS_Store
clean_data.py		clean_data.py
data_analysis.py		data_analysis.py
fetch_game_log_data.py		fetch_game_log_data.py
fetch_player_data.py		fetch_player_data.py
plot_top_rankings.py		plot_top_rankings.py
ranking_truth_plot.py		ranking_truth_plot.py
rankings.py		rankings.py
readme.txt		readme.txt
shots_predictor.py		shots_predictor.py
train_model.py		train_model.py
train_model_experimentation.py		train_model_experimentation.py

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Steps to run:

1: Fetching and cleaning data
python3 fetch_game_log_data.py data/game_log_data.pkl #shouldn't need to run this since all data is already in game_log_data.pkl
python3 fetch_player_data.py
python3 clean_data.py data/game_log_data.pkl
2: Data Analysis
python3 data_analysis.py data/last_season_game_logs_all.pkl
3: Training Models
python3 train_model.py
python3 train_model_experimentation.py
4: Rankings and Plots
python3 rankings.py
python3 shots_predictor.py
python3 plot_top_rankings.py output/ranking_analysis.csv
python3 ranking_truth_plot