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Construct a decision tree to classify whether an NBA team won or lost a game based on the team's points in the game, elo score
Construct a decision tree to classify whether an NBA team won or lost a game based on the team's points in the game, elo score entering the game, and win equivalence.
- Read nbaallelo_log.csv into a data frame.
- Subset the data containing pts, elo_i, and win_equivalent.
- Subset the data containing the labels, which are in the feature game_result.
- Standardize the data.
- Split the data into 75 % train and 25 % test sets.
- Use DecisionTreeClassifier() to initialize a classification tree using the train data.
- Use the classification tree to predict the results for the test data.
- Construct and print the confusion matrix. Ex: If only pts and elo_i are used, the output is:
[[10317 5522] [ 5021 10719]]
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