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heart_health_feature_importance

  • The first file is the dataset (cardio_train.csv).
  • The second file (DataPreprocessing) takes in the cardio_train.csv file. It preprocesses the data and removes outliers, writing the modified data into "cardio_train_filtered.csv". The file "cardio_train_not_normalized.csv" is also created before normalization and after outliers are removed.
  • The third file (CardioTrainClassifiers) runs all the classifiers on the "cardio_train_filtered.csv" file. It also computes feature importance.
  • The fourth file (AgeAnalysis) uses the file "cardio_train_not_normalized.csv" to analyze how the risk for heart disease changes with age.

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