GitHub - Tableu/353

Branches Tags

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

Repository files navigation

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